warning: commands will be executed using /bin/sh job 5525 at Sun Apr 5 21:03:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150319/YutaMouse32-150319 ElecNo 7 UseFeatures 11111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 4.15 and 6.23 GB of RAM. Memory request: 2.08 GB would take us to total of 2.08 GB. ---------------------------------------------------------- Loaded 1249013 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.69 GB would take us to total of 2.77 GB. ------ Running on subset of 416337 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 11 (77 points): Lose 2.298640 but Gain 588.735889 Iteration 0F (12.970000 sec): 19 clusters Score: Raw -16503319.520944 + Penalty 10597.246002 = -16492722.274942 nChanged 394737 Iteration 1F (16.170000 sec): 19 clusters Score: Raw -23083207.266344 + Penalty 10597.246002 = -23072610.020342 nChanged 50377 Iteration 2F (19.220000 sec): 19 clusters Score: Raw -23383170.392247 + Penalty 10597.246002 = -23372573.146246 nChanged 51135 Iteration 3F (22.200000 sec): 19 clusters Score: Raw -23502888.098459 + Penalty 10597.246002 = -23492290.852457 nChanged 51375 Iteration 4F (25.160000 sec): 19 clusters Score: Raw -23587580.164424 + Penalty 10597.246002 = -23576982.918422 nChanged 47166 Iteration 5F (28.110000 sec): 19 clusters Score: Raw -23645795.411540 + Penalty 10597.246002 = -23635198.165538 nChanged 36706 Iteration 6F (31.090000 sec): 19 clusters Score: Raw -23683344.596465 + Penalty 10597.246002 = -23672747.350463 nChanged 26853 Iteration 7F (34.070000 sec): 19 clusters Score: Raw -23705641.326996 + Penalty 10597.246002 = -23695044.080994 nChanged 20074 Iteration 8Q (35.690000 sec): 19 clusters Score: Raw -23718301.266545 + Penalty 10597.246002 = -23707704.020543 nChanged 15512 Iteration 9Q (37.300000 sec): 19 clusters Score: Raw -23727240.765970 + Penalty 10597.246002 = -23716643.519968 nChanged 13256 Iteration 10Q (38.870000 sec): 19 clusters Score: Raw -23735576.311159 + Penalty 10597.246002 = -23724979.065157 nChanged 12327 Iteration 11Q (40.440000 sec): 19 clusters Score: Raw -23743567.513365 + Penalty 10597.246002 = -23732970.267363 nChanged 11478 Iteration 12Q (41.990000 sec): 19 clusters Score: Raw -23750025.939174 + Penalty 10597.246002 = -23739428.693172 nChanged 10468 Iteration 13Q (43.530000 sec): 19 clusters Score: Raw -23754770.557374 + Penalty 10597.246002 = -23744173.311372 nChanged 9413 Iteration 14Q (45.070000 sec): 19 clusters Score: Raw -23758228.517781 + Penalty 10597.246002 = -23747631.271779 nChanged 8888 Iteration 15Q (46.610000 sec): 19 clusters Score: Raw -23761028.193273 + Penalty 10597.246002 = -23750430.947272 nChanged 8923 Iteration 16Q (48.190000 sec): 19 clusters Score: Raw -23763751.666560 + Penalty 10597.246002 = -23753154.420558 nChanged 9475 Iteration 17Q (49.730000 sec): 19 clusters Score: Raw -23767118.394349 + Penalty 10597.246002 = -23756521.148347 nChanged 10176 Deleting Class 5 (402 points): Lose 579.682958 but Gain 588.735889 Iteration 18Q (51.260000 sec): 18 clusters Score: Raw -23770428.704230 + Penalty 10008.510113 = -23760420.194117 nChanged 10221 Iteration 19Q (52.730000 sec): 18 clusters Score: Raw -23774852.324855 + Penalty 10008.510113 = -23764843.814742 nChanged 8859 Writing temp clu file Because OldScore, -23760420.194117, is greater than current (better) Score,-23764843.814742 Compute initial score before splitting: Score: Raw -23774852.324855 + Penalty 10008.510113 = -23764843.814742 Memory request: 0.01 GB would take us to total of 2.78 GB. Trying to split cluster 1 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.800000 sec): 2 clusters Score: Raw -322253.700307 + Penalty 393.390186 = -321860.310121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.810000 sec): 3 clusters Score: Raw -318899.872851 + Penalty 786.780371 = -318113.092480 nChanged 2577 SP:Iteration 1F (52.810000 sec): 3 clusters Score: Raw -320662.502917 + Penalty 786.780371 = -319875.722545 nChanged 572 SP:Iteration 2F (52.820000 sec): 3 clusters Score: Raw -321204.584150 + Penalty 786.780371 = -320417.803778 nChanged 528 SP:Iteration 3F (52.830000 sec): 3 clusters Score: Raw -321726.893224 + Penalty 786.780371 = -320940.112853 nChanged 471 SP:Iteration 4F (52.830000 sec): 3 clusters Score: Raw -322157.709085 + Penalty 786.780371 = -321370.928714 nChanged 350 SP:Iteration 5F (52.840000 sec): 3 clusters Score: Raw -322381.435141 + Penalty 786.780371 = -321594.654770 nChanged 263 SP:Iteration 6Q (52.850000 sec): 3 clusters Score: Raw -322522.777224 + Penalty 786.780371 = -321735.996852 nChanged 179 SP:Iteration 7Q (52.850000 sec): 3 clusters Score: Raw -322614.756047 + Penalty 786.780371 = -321827.975675 nChanged 145 SP:Iteration 8Q (52.860000 sec): 3 clusters Score: Raw -322700.534847 + Penalty 786.780371 = -321913.754475 nChanged 132 SP:Iteration 9Q (52.870000 sec): 3 clusters Score: Raw -322801.652192 + Penalty 786.780371 = -322014.871820 nChanged 158 SP:Iteration 10Q (52.870000 sec): 3 clusters Score: Raw -322951.755233 + Penalty 786.780371 = -322164.974861 nChanged 162 SP:Iteration 11Q (52.880000 sec): 3 clusters Score: Raw -323115.702204 + Penalty 786.780371 = -322328.921833 nChanged 168 SP:Iteration 12Q (52.880000 sec): 3 clusters Score: Raw -323270.054297 + Penalty 786.780371 = -322483.273926 nChanged 137 SP:Iteration 13Q (52.890000 sec): 3 clusters Score: Raw -323389.047007 + Penalty 786.780371 = -322602.266636 nChanged 116 SP:Iteration 14Q (52.900000 sec): 3 clusters Score: Raw -323462.308250 + Penalty 786.780371 = -322675.527879 nChanged 84 SP:Iteration 15Q (52.900000 sec): 3 clusters Score: Raw -323491.508469 + Penalty 786.780371 = -322704.728098 nChanged 63 SP:Iteration 16Q (52.910000 sec): 3 clusters Score: Raw -323505.996391 + Penalty 786.780371 = -322719.216020 nChanged 39 SP:Iteration 17Q (52.910000 sec): 3 clusters Score: Raw -323517.533091 + Penalty 786.780371 = -322730.752720 nChanged 42 SP:Iteration 18Q (52.920000 sec): 3 clusters Score: Raw -323530.134458 + Penalty 786.780371 = -322743.354086 nChanged 50 SP:Iteration 19Q (52.930000 sec): 3 clusters Score: Raw -323540.204118 + Penalty 786.780371 = -322753.423747 nChanged 33 SP:Iteration 20F (52.930000 sec): 3 clusters Score: Raw -323546.909786 + Penalty 786.780371 = -322760.129415 nChanged 35 SP:Iteration 21Q (52.940000 sec): 3 clusters Score: Raw -323554.884379 + Penalty 786.780371 = -322768.104008 nChanged 36 SP:Iteration 22Q (52.940000 sec): 3 clusters Score: Raw -323561.214537 + Penalty 786.780371 = -322774.434165 nChanged 25 SP:Iteration 23Q (52.950000 sec): 3 clusters Score: Raw -323564.512544 + Penalty 786.780371 = -322777.732172 nChanged 19 SP:Iteration 24Q (52.950000 sec): 3 clusters Score: Raw -323567.257068 + Penalty 786.780371 = -322780.476696 nChanged 20 SP:Iteration 25Q (52.960000 sec): 3 clusters Score: Raw -323570.909205 + Penalty 786.780371 = -322784.128834 nChanged 24 SP:Iteration 26Q (52.970000 sec): 3 clusters Score: Raw -323576.221558 + Penalty 786.780371 = -322789.441186 nChanged 25 SP:Iteration 27Q (52.970000 sec): 3 clusters Score: Raw -323580.798304 + Penalty 786.780371 = -322794.017932 nChanged 17 SP:Iteration 28Q (52.980000 sec): 3 clusters Score: Raw -323583.343964 + Penalty 786.780371 = -322796.563593 nChanged 14 SP:Iteration 29Q (52.990000 sec): 3 clusters Score: Raw -323585.040570 + Penalty 786.780371 = -322798.260198 nChanged 8 SP:Iteration 30Q (52.990000 sec): 3 clusters Score: Raw -323586.351691 + Penalty 786.780371 = -322799.571320 nChanged 10 SP:Iteration 31Q (53.000000 sec): 3 clusters Score: Raw -323587.278557 + Penalty 786.780371 = -322800.498185 nChanged 10 SP:Iteration 32Q (53.000000 sec): 3 clusters Score: Raw -323587.923751 + Penalty 786.780371 = -322801.143379 nChanged 4 SP:Iteration 33Q (53.010000 sec): 3 clusters Score: Raw -323588.380554 + Penalty 786.780371 = -322801.600182 nChanged 6 SP:Iteration 34Q (53.010000 sec): 3 clusters Score: Raw -323588.818740 + Penalty 786.780371 = -322802.038369 nChanged 5 SP:Iteration 35Q (53.020000 sec): 3 clusters Score: Raw -323589.158972 + Penalty 786.780371 = -322802.378601 nChanged 5 SP:Iteration 36Q (53.030000 sec): 3 clusters Score: Raw -323589.380920 + Penalty 786.780371 = -322802.600548 nChanged 2 SP:Iteration 37Q (53.030000 sec): 3 clusters Score: Raw -323589.472733 + Penalty 786.780371 = -322802.692362 nChanged 0 SP:Iteration 38F (53.040000 sec): 3 clusters Score: Raw -323589.472733 + Penalty 786.780371 = -322802.692362 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 2.78 GB. Trying to split cluster 2 (1411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.040000 sec): 2 clusters Score: Raw -73800.340158 + Penalty 329.968455 = -73470.371704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.050000 sec): 3 clusters Score: Raw -73089.112343 + Penalty 659.936910 = -72429.175433 nChanged 606 SP:Iteration 1F (53.050000 sec): 3 clusters Score: Raw -73625.705327 + Penalty 659.936910 = -72965.768418 nChanged 179 SP:Iteration 2F (53.050000 sec): 3 clusters Score: Raw -73835.435724 + Penalty 659.936910 = -73175.498814 nChanged 124 SP:Iteration 3F (53.050000 sec): 3 clusters Score: Raw -73992.686403 + Penalty 659.936910 = -73332.749494 nChanged 89 SP:Iteration 4F (53.050000 sec): 3 clusters Score: Raw -74132.288965 + Penalty 659.936910 = -73472.352055 nChanged 73 SP:Iteration 5F (53.050000 sec): 3 clusters Score: Raw -74256.317630 + Penalty 659.936910 = -73596.380721 nChanged 62 SP:Iteration 6Q (53.050000 sec): 3 clusters Score: Raw -74350.515173 + Penalty 659.936910 = -73690.578264 nChanged 53 SP:Iteration 7Q (53.050000 sec): 3 clusters Score: Raw -74410.946709 + Penalty 659.936910 = -73751.009799 nChanged 29 SP:Iteration 8Q (53.060000 sec): 3 clusters Score: Raw -74430.032168 + Penalty 659.936910 = -73770.095258 nChanged 29 SP:Iteration 9Q (53.060000 sec): 3 clusters Score: Raw -74456.672066 + Penalty 659.936910 = -73796.735157 nChanged 27 SP:Iteration 10Q (53.060000 sec): 3 clusters Score: Raw -74501.912871 + Penalty 659.936910 = -73841.975961 nChanged 22 SP:Iteration 11Q (53.060000 sec): 3 clusters Score: Raw -74531.669192 + Penalty 659.936910 = -73871.732282 nChanged 16 SP:Iteration 12Q (53.060000 sec): 3 clusters Score: Raw -74555.136719 + Penalty 659.936910 = -73895.199809 nChanged 15 SP:Iteration 13Q (53.060000 sec): 3 clusters Score: Raw -74569.960596 + Penalty 659.936910 = -73910.023686 nChanged 12 SP:Iteration 14Q (53.070000 sec): 3 clusters Score: Raw -74575.745977 + Penalty 659.936910 = -73915.809067 nChanged 7 SP:Iteration 15Q (53.070000 sec): 3 clusters Score: Raw -74583.616440 + Penalty 659.936910 = -73923.679530 nChanged 8 SP:Iteration 16Q (53.070000 sec): 3 clusters Score: Raw -74594.342830 + Penalty 659.936910 = -73934.405920 nChanged 6 SP:Iteration 17Q (53.070000 sec): 3 clusters Score: Raw -74613.848927 + Penalty 659.936910 = -73953.912018 nChanged 7 SP:Iteration 18Q (53.070000 sec): 3 clusters Score: Raw -74630.182155 + Penalty 659.936910 = -73970.245246 nChanged 12 SP:Iteration 19Q (53.070000 sec): 3 clusters Score: Raw -74649.706598 + Penalty 659.936910 = -73989.769688 nChanged 16 SP:Iteration 20F (53.070000 sec): 3 clusters Score: Raw -74667.850287 + Penalty 659.936910 = -74007.913377 nChanged 9 SP:Iteration 21Q (53.070000 sec): 3 clusters Score: Raw -74678.436947 + Penalty 659.936910 = -74018.500038 nChanged 14 SP:Iteration 22Q (53.080000 sec): 3 clusters Score: Raw -74693.188373 + Penalty 659.936910 = -74033.251464 nChanged 14 SP:Iteration 23Q (53.080000 sec): 3 clusters Score: Raw -74722.030458 + Penalty 659.936910 = -74062.093549 nChanged 23 SP:Iteration 24Q (53.080000 sec): 3 clusters Score: Raw -74776.455352 + Penalty 659.936910 = -74116.518443 nChanged 24 SP:Iteration 25Q (53.080000 sec): 3 clusters Score: Raw -74824.883632 + Penalty 659.936910 = -74164.946722 nChanged 27 SP:Iteration 26Q (53.080000 sec): 3 clusters Score: Raw -74869.374111 + Penalty 659.936910 = -74209.437202 nChanged 23 SP:Iteration 27Q (53.080000 sec): 3 clusters Score: Raw -74903.529310 + Penalty 659.936910 = -74243.592400 nChanged 22 SP:Iteration 28Q (53.080000 sec): 3 clusters Score: Raw -74928.903846 + Penalty 659.936910 = -74268.966936 nChanged 16 SP:Iteration 29Q (53.090000 sec): 3 clusters Score: Raw -74941.898756 + Penalty 659.936910 = -74281.961846 nChanged 14 SP:Iteration 30Q (53.090000 sec): 3 clusters Score: Raw -74960.836363 + Penalty 659.936910 = -74300.899454 nChanged 13 SP:Iteration 31Q (53.090000 sec): 3 clusters Score: Raw -74980.136914 + Penalty 659.936910 = -74320.200005 nChanged 9 SP:Iteration 32Q (53.090000 sec): 3 clusters Score: Raw -74993.569840 + Penalty 659.936910 = -74333.632930 nChanged 6 SP:Iteration 33Q (53.090000 sec): 3 clusters Score: Raw -75003.220012 + Penalty 659.936910 = -74343.283103 nChanged 7 SP:Iteration 34Q (53.090000 sec): 3 clusters Score: Raw -75015.338658 + Penalty 659.936910 = -74355.401748 nChanged 3 SP:Iteration 35Q (53.090000 sec): 3 clusters Score: Raw -75016.925510 + Penalty 659.936910 = -74356.988601 nChanged 3 SP:Iteration 36Q (53.090000 sec): 3 clusters Score: Raw -75022.921680 + Penalty 659.936910 = -74362.984771 nChanged 7 SP:Iteration 37Q (53.090000 sec): 3 clusters Score: Raw -75027.640331 + Penalty 659.936910 = -74367.703421 nChanged 7 SP:Iteration 38Q (53.100000 sec): 3 clusters Score: Raw -75033.454390 + Penalty 659.936910 = -74373.517481 nChanged 7 SP:Iteration 39Q (53.100000 sec): 3 clusters Score: Raw -75037.161638 + Penalty 659.936910 = -74377.224728 nChanged 3 SP:Iteration 40F (53.100000 sec): 3 clusters Score: Raw -75063.380252 + Penalty 659.936910 = -74403.443342 nChanged 17 SP:Iteration 41Q (53.100000 sec): 3 clusters Score: Raw -75129.072887 + Penalty 659.936910 = -74469.135977 nChanged 29 SP:Iteration 42Q (53.100000 sec): 3 clusters Score: Raw -75396.692829 + Penalty 659.936910 = -74736.755919 nChanged 45 SP:Iteration 43Q (53.100000 sec): 3 clusters Score: Raw -76243.994680 + Penalty 659.936910 = -75584.057770 nChanged 24 SP:Iteration 44Q (53.100000 sec): 3 clusters Score: Raw -76433.932237 + Penalty 659.936910 = -75773.995327 nChanged 19 SP:Iteration 45Q (53.110000 sec): 3 clusters Score: Raw -76499.442136 + Penalty 659.936910 = -75839.505227 nChanged 8 SP:Iteration 46Q (53.110000 sec): 3 clusters Score: Raw -76506.007726 + Penalty 659.936910 = -75846.070817 nChanged 1 SP:Iteration 47Q (53.110000 sec): 3 clusters Score: Raw -76507.248733 + Penalty 659.936910 = -75847.311823 nChanged 1 SP:Iteration 48Q (53.110000 sec): 3 clusters Score: Raw -76508.519200 + Penalty 659.936910 = -75848.582291 nChanged 3 SP:Iteration 49Q (53.110000 sec): 3 clusters Score: Raw -76513.833846 + Penalty 659.936910 = -75853.896936 nChanged 2 SP:Iteration 50Q (53.110000 sec): 3 clusters Score: Raw -76514.917171 + Penalty 659.936910 = -75854.980261 nChanged 0 SP:Iteration 51F (53.110000 sec): 3 clusters Score: Raw -76515.698728 + Penalty 659.936910 = -75855.761818 nChanged 1 SP:Iteration 52Q (53.110000 sec): 3 clusters Score: Raw -76516.070655 + Penalty 659.936910 = -75856.133746 nChanged 2 SP:Iteration 53Q (53.110000 sec): 3 clusters Score: Raw -76517.240684 + Penalty 659.936910 = -75857.303774 nChanged 1 SP:Iteration 54Q (53.120000 sec): 3 clusters Score: Raw -76517.498938 + Penalty 659.936910 = -75857.562029 nChanged 0 SP:Iteration 55F (53.120000 sec): 3 clusters Score: Raw -76517.498938 + Penalty 659.936910 = -75857.562029 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.120000 sec): 2 clusters Score: Raw -74771.575216 + Penalty 325.606037 = -74445.969179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.120000 sec): 3 clusters Score: Raw -74066.994383 + Penalty 651.212074 = -73415.782309 nChanged 527 SP:Iteration 1F (53.130000 sec): 3 clusters Score: Raw -74400.504187 + Penalty 651.212074 = -73749.292112 nChanged 102 SP:Iteration 2F (53.130000 sec): 3 clusters Score: Raw -74461.454166 + Penalty 651.212074 = -73810.242092 nChanged 74 SP:Iteration 3F (53.130000 sec): 3 clusters Score: Raw -74505.897294 + Penalty 651.212074 = -73854.685220 nChanged 51 SP:Iteration 4Q (53.130000 sec): 3 clusters Score: Raw -74546.566833 + Penalty 651.212074 = -73895.354759 nChanged 58 SP:Iteration 5Q (53.130000 sec): 3 clusters Score: Raw -74587.581838 + Penalty 651.212074 = -73936.369764 nChanged 53 SP:Iteration 6Q (53.130000 sec): 3 clusters Score: Raw -74618.201389 + Penalty 651.212074 = -73966.989315 nChanged 38 SP:Iteration 7Q (53.130000 sec): 3 clusters Score: Raw -74637.934490 + Penalty 651.212074 = -73986.722416 nChanged 28 SP:Iteration 8Q (53.130000 sec): 3 clusters Score: Raw -74656.238209 + Penalty 651.212074 = -74005.026135 nChanged 19 SP:Iteration 9Q (53.130000 sec): 3 clusters Score: Raw -74665.722298 + Penalty 651.212074 = -74014.510224 nChanged 13 SP:Iteration 10Q (53.140000 sec): 3 clusters Score: Raw -74670.047699 + Penalty 651.212074 = -74018.835625 nChanged 7 SP:Iteration 11Q (53.140000 sec): 3 clusters Score: Raw -74671.859136 + Penalty 651.212074 = -74020.647062 nChanged 8 SP:Iteration 12Q (53.140000 sec): 3 clusters Score: Raw -74674.841848 + Penalty 651.212074 = -74023.629774 nChanged 11 SP:Iteration 13Q (53.140000 sec): 3 clusters Score: Raw -74680.052538 + Penalty 651.212074 = -74028.840464 nChanged 12 SP:Iteration 14Q (53.140000 sec): 3 clusters Score: Raw -74683.855788 + Penalty 651.212074 = -74032.643714 nChanged 6 SP:Iteration 15Q (53.150000 sec): 3 clusters Score: Raw -74685.553475 + Penalty 651.212074 = -74034.341401 nChanged 8 SP:Iteration 16Q (53.150000 sec): 3 clusters Score: Raw -74687.792909 + Penalty 651.212074 = -74036.580835 nChanged 5 SP:Iteration 17Q (53.150000 sec): 3 clusters Score: Raw -74688.589556 + Penalty 651.212074 = -74037.377482 nChanged 0 SP:Iteration 18F (53.150000 sec): 3 clusters Score: Raw -74688.589556 + Penalty 651.212074 = -74037.377482 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (25437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.210000 sec): 2 clusters Score: Raw -1415981.150883 + Penalty 461.550184 = -1415519.600699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.240000 sec): 3 clusters Score: Raw -1399327.823713 + Penalty 923.100368 = -1398404.723345 nChanged 12140 SP:Iteration 1F (53.270000 sec): 3 clusters Score: Raw -1406751.488183 + Penalty 923.100368 = -1405828.387816 nChanged 1411 SP:Iteration 2F (53.300000 sec): 3 clusters Score: Raw -1407472.098468 + Penalty 923.100368 = -1406548.998100 nChanged 1525 SP:Iteration 3F (53.330000 sec): 3 clusters Score: Raw -1408435.303387 + Penalty 923.100368 = -1407512.203019 nChanged 1610 SP:Iteration 4F (53.360000 sec): 3 clusters Score: Raw -1409695.373524 + Penalty 923.100368 = -1408772.273156 nChanged 1510 SP:Iteration 5F (53.390000 sec): 3 clusters Score: Raw -1410858.504824 + Penalty 923.100368 = -1409935.404456 nChanged 1272 SP:Iteration 6F (53.420000 sec): 3 clusters Score: Raw -1411654.247093 + Penalty 923.100368 = -1410731.146725 nChanged 924 SP:Iteration 7Q (53.440000 sec): 3 clusters Score: Raw -1412059.339552 + Penalty 923.100368 = -1411136.239184 nChanged 644 SP:Iteration 8Q (53.470000 sec): 3 clusters Score: Raw -1412288.711700 + Penalty 923.100368 = -1411365.611333 nChanged 531 SP:Iteration 9Q (53.500000 sec): 3 clusters Score: Raw -1412485.033547 + Penalty 923.100368 = -1411561.933179 nChanged 489 SP:Iteration 10Q (53.530000 sec): 3 clusters Score: Raw -1412667.749549 + Penalty 923.100368 = -1411744.649181 nChanged 473 SP:Iteration 11Q (53.560000 sec): 3 clusters Score: Raw -1412844.670156 + Penalty 923.100368 = -1411921.569788 nChanged 519 SP:Iteration 12Q (53.580000 sec): 3 clusters Score: Raw -1413050.324687 + Penalty 923.100368 = -1412127.224320 nChanged 506 SP:Iteration 13Q (53.610000 sec): 3 clusters Score: Raw -1413259.561637 + Penalty 923.100368 = -1412336.461269 nChanged 492 SP:Iteration 14Q (53.630000 sec): 3 clusters Score: Raw -1413471.420082 + Penalty 923.100368 = -1412548.319714 nChanged 492 SP:Iteration 15Q (53.660000 sec): 3 clusters Score: Raw -1413695.978164 + Penalty 923.100368 = -1412772.877797 nChanged 506 SP:Iteration 16Q (53.680000 sec): 3 clusters Score: Raw -1413960.024952 + Penalty 923.100368 = -1413036.924585 nChanged 541 SP:Iteration 17Q (53.710000 sec): 3 clusters Score: Raw -1414276.557308 + Penalty 923.100368 = -1413353.456941 nChanged 514 SP:Iteration 18Q (53.740000 sec): 3 clusters Score: Raw -1414585.634708 + Penalty 923.100368 = -1413662.534341 nChanged 468 SP:Iteration 19Q (53.760000 sec): 3 clusters Score: Raw -1414893.917981 + Penalty 923.100368 = -1413970.817613 nChanged 427 SP:Iteration 20F (53.790000 sec): 3 clusters Score: Raw -1415200.134419 + Penalty 923.100368 = -1414277.034052 nChanged 337 SP:Iteration 21Q (53.810000 sec): 3 clusters Score: Raw -1415462.523269 + Penalty 923.100368 = -1414539.422901 nChanged 307 SP:Iteration 22Q (53.830000 sec): 3 clusters Score: Raw -1415721.110713 + Penalty 923.100368 = -1414798.010345 nChanged 233 SP:Iteration 23Q (53.860000 sec): 3 clusters Score: Raw -1415950.166442 + Penalty 923.100368 = -1415027.066075 nChanged 162 SP:Iteration 24Q (53.880000 sec): 3 clusters Score: Raw -1416108.620827 + Penalty 923.100368 = -1415185.520460 nChanged 97 SP:Iteration 25Q (53.900000 sec): 3 clusters Score: Raw -1416180.670541 + Penalty 923.100368 = -1415257.570173 nChanged 53 SP:Iteration 26Q (53.920000 sec): 3 clusters Score: Raw -1416218.638482 + Penalty 923.100368 = -1415295.538114 nChanged 22 SP:Iteration 27Q (53.940000 sec): 3 clusters Score: Raw -1416233.641772 + Penalty 923.100368 = -1415310.541404 nChanged 14 SP:Iteration 28Q (53.960000 sec): 3 clusters Score: Raw -1416237.799015 + Penalty 923.100368 = -1415314.698647 nChanged 6 SP:Iteration 29Q (53.980000 sec): 3 clusters Score: Raw -1416240.714187 + Penalty 923.100368 = -1415317.613819 nChanged 4 SP:Iteration 30Q (54.000000 sec): 3 clusters Score: Raw -1416243.120314 + Penalty 923.100368 = -1415320.019946 nChanged 4 SP:Iteration 31Q (54.020000 sec): 3 clusters Score: Raw -1416245.705653 + Penalty 923.100368 = -1415322.605285 nChanged 1 SP:Iteration 32Q (54.050000 sec): 3 clusters Score: Raw -1416246.225504 + Penalty 923.100368 = -1415323.125136 nChanged 0 SP:Iteration 33F (54.080000 sec): 3 clusters Score: Raw -1416261.954874 + Penalty 923.100368 = -1415338.854507 nChanged 9 SP:Iteration 34Q (54.100000 sec): 3 clusters Score: Raw -1416279.545279 + Penalty 923.100368 = -1415356.444911 nChanged 11 SP:Iteration 35Q (54.120000 sec): 3 clusters Score: Raw -1416286.054614 + Penalty 923.100368 = -1415362.954246 nChanged 9 SP:Iteration 36Q (54.140000 sec): 3 clusters Score: Raw -1416298.641140 + Penalty 923.100368 = -1415375.540772 nChanged 12 SP:Iteration 37Q (54.160000 sec): 3 clusters Score: Raw -1416306.710465 + Penalty 923.100368 = -1415383.610097 nChanged 11 SP:Iteration 38Q (54.180000 sec): 3 clusters Score: Raw -1416310.877284 + Penalty 923.100368 = -1415387.776916 nChanged 6 SP:Iteration 39Q (54.200000 sec): 3 clusters Score: Raw -1416314.009054 + Penalty 923.100368 = -1415390.908686 nChanged 4 SP:Iteration 40F (54.230000 sec): 3 clusters Score: Raw -1416345.337199 + Penalty 923.100368 = -1415422.236831 nChanged 15 SP:Iteration 41Q (54.250000 sec): 3 clusters Score: Raw -1416396.136358 + Penalty 923.100368 = -1415473.035990 nChanged 40 SP:Iteration 42Q (54.280000 sec): 3 clusters Score: Raw -1416451.930432 + Penalty 923.100368 = -1415528.830064 nChanged 39 SP:Iteration 43Q (54.300000 sec): 3 clusters Score: Raw -1416482.517611 + Penalty 923.100368 = -1415559.417243 nChanged 19 SP:Iteration 44Q (54.320000 sec): 3 clusters Score: Raw -1416492.442769 + Penalty 923.100368 = -1415569.342401 nChanged 16 SP:Iteration 45Q (54.340000 sec): 3 clusters Score: Raw -1416496.325314 + Penalty 923.100368 = -1415573.224946 nChanged 9 SP:Iteration 46Q (54.360000 sec): 3 clusters Score: Raw -1416499.071978 + Penalty 923.100368 = -1415575.971610 nChanged 4 SP:Iteration 47Q (54.380000 sec): 3 clusters Score: Raw -1416500.552895 + Penalty 923.100368 = -1415577.452528 nChanged 2 SP:Iteration 48Q (54.400000 sec): 3 clusters Score: Raw -1416500.954445 + Penalty 923.100368 = -1415577.854077 nChanged 1 SP:Iteration 49Q (54.420000 sec): 3 clusters Score: Raw -1416501.046550 + Penalty 923.100368 = -1415577.946182 nChanged 1 SP:Iteration 50Q (54.440000 sec): 3 clusters Score: Raw -1416501.276451 + Penalty 923.100368 = -1415578.176083 nChanged 2 SP:Iteration 51Q (54.470000 sec): 3 clusters Score: Raw -1416501.689326 + Penalty 923.100368 = -1415578.588958 nChanged 0 SP:Iteration 52F (54.500000 sec): 3 clusters Score: Raw -1416565.547286 + Penalty 923.100368 = -1415642.446918 nChanged 24 SP:Iteration 53Q (54.520000 sec): 3 clusters Score: Raw -1416656.623377 + Penalty 923.100368 = -1415733.523010 nChanged 48 SP:Iteration 54Q (54.540000 sec): 3 clusters Score: Raw -1416710.285194 + Penalty 923.100368 = -1415787.184826 nChanged 36 SP:Iteration 55Q (54.560000 sec): 3 clusters Score: Raw -1416730.383981 + Penalty 923.100368 = -1415807.283613 nChanged 26 SP:Iteration 56Q (54.580000 sec): 3 clusters Score: Raw -1416745.639224 + Penalty 923.100368 = -1415822.538856 nChanged 15 SP:Iteration 57Q (54.600000 sec): 3 clusters Score: Raw -1416750.490630 + Penalty 923.100368 = -1415827.390262 nChanged 12 SP:Iteration 58Q (54.630000 sec): 3 clusters Score: Raw -1416753.481991 + Penalty 923.100368 = -1415830.381623 nChanged 10 SP:Iteration 59Q (54.650000 sec): 3 clusters Score: Raw -1416756.089532 + Penalty 923.100368 = -1415832.989164 nChanged 7 SP:Iteration 60F (54.680000 sec): 3 clusters Score: Raw -1416766.484700 + Penalty 923.100368 = -1415843.384332 nChanged 14 SP:Iteration 61Q (54.700000 sec): 3 clusters Score: Raw -1416774.818143 + Penalty 923.100368 = -1415851.717775 nChanged 13 SP:Iteration 62Q (54.720000 sec): 3 clusters Score: Raw -1416778.973954 + Penalty 923.100368 = -1415855.873586 nChanged 10 SP:Iteration 63Q (54.740000 sec): 3 clusters Score: Raw -1416782.135422 + Penalty 923.100368 = -1415859.035054 nChanged 8 SP:Iteration 64Q (54.770000 sec): 3 clusters Score: Raw -1416784.605397 + Penalty 923.100368 = -1415861.505029 nChanged 7 SP:Iteration 65Q (54.790000 sec): 3 clusters Score: Raw -1416786.958371 + Penalty 923.100368 = -1415863.858003 nChanged 13 SP:Iteration 66Q (54.810000 sec): 3 clusters Score: Raw -1416791.405157 + Penalty 923.100368 = -1415868.304790 nChanged 10 SP:Iteration 67Q (54.840000 sec): 3 clusters Score: Raw -1416793.812121 + Penalty 923.100368 = -1415870.711753 nChanged 8 SP:Iteration 68Q (54.860000 sec): 3 clusters Score: Raw -1416794.567637 + Penalty 923.100368 = -1415871.467269 nChanged 2 SP:Iteration 69Q (54.880000 sec): 3 clusters Score: Raw -1416794.757806 + Penalty 923.100368 = -1415871.657438 nChanged 1 SP:Iteration 70Q (54.900000 sec): 3 clusters Score: Raw -1416794.840912 + Penalty 923.100368 = -1415871.740544 nChanged 0 SP:Iteration 71F (54.930000 sec): 3 clusters Score: Raw -1416794.840912 + Penalty 923.100368 = -1415871.740544 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.940000 sec): 2 clusters Score: Raw -19111.127399 + Penalty 284.549211 = -18826.578188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.940000 sec): 3 clusters Score: Raw -18938.167465 + Penalty 569.098422 = -18369.069043 nChanged 205 SP:Iteration 1F (54.940000 sec): 3 clusters Score: Raw -19465.754549 + Penalty 569.098422 = -18896.656128 nChanged 74 SP:Iteration 2F (54.940000 sec): 3 clusters Score: Raw -19799.168608 + Penalty 569.098422 = -19230.070186 nChanged 33 SP:Iteration 3F (54.940000 sec): 3 clusters Score: Raw -19947.771006 + Penalty 569.098422 = -19378.672584 nChanged 18 SP:Iteration 4Q (54.940000 sec): 3 clusters Score: Raw -20021.163902 + Penalty 569.098422 = -19452.065480 nChanged 13 SP:Iteration 5Q (54.950000 sec): 3 clusters Score: Raw -20117.759315 + Penalty 569.098422 = -19548.660893 nChanged 8 SP:Iteration 6Q (54.950000 sec): 3 clusters Score: Raw -20158.287943 + Penalty 569.098422 = -19589.189521 nChanged 5 SP:Iteration 7Q (54.950000 sec): 3 clusters Score: Raw -20188.423659 + Penalty 569.098422 = -19619.325237 nChanged 0 SP:Iteration 8F (54.950000 sec): 3 clusters Score: Raw -20192.305506 + Penalty 569.098422 = -19623.207084 nChanged 1 SP:Iteration 9Q (54.950000 sec): 3 clusters Score: Raw -20197.347308 + Penalty 569.098422 = -19628.248887 nChanged 0 SP:Iteration 10F (54.950000 sec): 3 clusters Score: Raw -20200.776224 + Penalty 569.098422 = -19631.677802 nChanged 1 SP:Iteration 11Q (54.950000 sec): 3 clusters Score: Raw -20235.742668 + Penalty 569.098422 = -19666.644246 nChanged 1 SP:Iteration 12Q (54.950000 sec): 3 clusters Score: Raw -20242.492835 + Penalty 569.098422 = -19673.394413 nChanged 1 SP:Iteration 13Q (54.950000 sec): 3 clusters Score: Raw -20281.307698 + Penalty 569.098422 = -19712.209276 nChanged 0 SP:Iteration 14F (54.950000 sec): 3 clusters Score: Raw -20281.307698 + Penalty 569.098422 = -19712.209276 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (5484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.960000 sec): 2 clusters Score: Raw -283575.954233 + Penalty 391.736347 = -283184.217886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.970000 sec): 3 clusters Score: Raw -280365.797370 + Penalty 783.472694 = -279582.324676 nChanged 2540 SP:Iteration 1F (54.970000 sec): 3 clusters Score: Raw -282830.784192 + Penalty 783.472694 = -282047.311499 nChanged 713 SP:Iteration 2F (54.980000 sec): 3 clusters Score: Raw -283613.653544 + Penalty 783.472694 = -282830.180851 nChanged 522 SP:Iteration 3F (54.980000 sec): 3 clusters Score: Raw -284097.487542 + Penalty 783.472694 = -283314.014848 nChanged 301 SP:Iteration 4F (54.990000 sec): 3 clusters Score: Raw -284277.929830 + Penalty 783.472694 = -283494.457136 nChanged 150 SP:Iteration 5Q (55.000000 sec): 3 clusters Score: Raw -284344.214741 + Penalty 783.472694 = -283560.742048 nChanged 87 SP:Iteration 6Q (55.000000 sec): 3 clusters Score: Raw -284384.778799 + Penalty 783.472694 = -283601.306105 nChanged 71 SP:Iteration 7Q (55.010000 sec): 3 clusters Score: Raw -284423.801439 + Penalty 783.472694 = -283640.328745 nChanged 71 SP:Iteration 8Q (55.020000 sec): 3 clusters Score: Raw -284458.613533 + Penalty 783.472694 = -283675.140839 nChanged 67 SP:Iteration 9Q (55.020000 sec): 3 clusters Score: Raw -284494.276910 + Penalty 783.472694 = -283710.804216 nChanged 82 SP:Iteration 10Q (55.030000 sec): 3 clusters Score: Raw -284527.537423 + Penalty 783.472694 = -283744.064730 nChanged 76 SP:Iteration 11Q (55.030000 sec): 3 clusters Score: Raw -284572.491752 + Penalty 783.472694 = -283789.019058 nChanged 89 SP:Iteration 12Q (55.040000 sec): 3 clusters Score: Raw -284637.146139 + Penalty 783.472694 = -283853.673445 nChanged 92 SP:Iteration 13Q (55.040000 sec): 3 clusters Score: Raw -284700.962594 + Penalty 783.472694 = -283917.489900 nChanged 81 SP:Iteration 14Q (55.050000 sec): 3 clusters Score: Raw -284738.925247 + Penalty 783.472694 = -283955.452553 nChanged 57 SP:Iteration 15Q (55.060000 sec): 3 clusters Score: Raw -284762.372997 + Penalty 783.472694 = -283978.900303 nChanged 47 SP:Iteration 16Q (55.060000 sec): 3 clusters Score: Raw -284776.910155 + Penalty 783.472694 = -283993.437461 nChanged 37 SP:Iteration 17Q (55.070000 sec): 3 clusters Score: Raw -284783.761588 + Penalty 783.472694 = -284000.288894 nChanged 25 SP:Iteration 18Q (55.080000 sec): 3 clusters Score: Raw -284787.604613 + Penalty 783.472694 = -284004.131919 nChanged 16 SP:Iteration 19Q (55.080000 sec): 3 clusters Score: Raw -284791.034675 + Penalty 783.472694 = -284007.561981 nChanged 16 SP:Iteration 20F (55.090000 sec): 3 clusters Score: Raw -284795.820285 + Penalty 783.472694 = -284012.347592 nChanged 21 SP:Iteration 21Q (55.090000 sec): 3 clusters Score: Raw -284799.251373 + Penalty 783.472694 = -284015.778679 nChanged 18 SP:Iteration 22Q (55.100000 sec): 3 clusters Score: Raw -284801.306356 + Penalty 783.472694 = -284017.833663 nChanged 15 SP:Iteration 23Q (55.100000 sec): 3 clusters Score: Raw -284805.460594 + Penalty 783.472694 = -284021.987900 nChanged 20 SP:Iteration 24Q (55.110000 sec): 3 clusters Score: Raw -284807.786524 + Penalty 783.472694 = -284024.313831 nChanged 11 SP:Iteration 25Q (55.120000 sec): 3 clusters Score: Raw -284808.444243 + Penalty 783.472694 = -284024.971549 nChanged 8 SP:Iteration 26Q (55.120000 sec): 3 clusters Score: Raw -284808.933703 + Penalty 783.472694 = -284025.461009 nChanged 5 SP:Iteration 27Q (55.130000 sec): 3 clusters Score: Raw -284809.256870 + Penalty 783.472694 = -284025.784176 nChanged 2 SP:Iteration 28Q (55.140000 sec): 3 clusters Score: Raw -284809.837769 + Penalty 783.472694 = -284026.365076 nChanged 3 SP:Iteration 29Q (55.140000 sec): 3 clusters Score: Raw -284811.554899 + Penalty 783.472694 = -284028.082206 nChanged 8 SP:Iteration 30Q (55.150000 sec): 3 clusters Score: Raw -284813.539287 + Penalty 783.472694 = -284030.066594 nChanged 7 SP:Iteration 31Q (55.150000 sec): 3 clusters Score: Raw -284816.879965 + Penalty 783.472694 = -284033.407271 nChanged 9 SP:Iteration 32Q (55.160000 sec): 3 clusters Score: Raw -284820.398142 + Penalty 783.472694 = -284036.925449 nChanged 19 SP:Iteration 33Q (55.160000 sec): 3 clusters Score: Raw -284822.898565 + Penalty 783.472694 = -284039.425871 nChanged 16 SP:Iteration 34Q (55.170000 sec): 3 clusters Score: Raw -284825.549979 + Penalty 783.472694 = -284042.077285 nChanged 17 SP:Iteration 35Q (55.180000 sec): 3 clusters Score: Raw -284827.885455 + Penalty 783.472694 = -284044.412762 nChanged 14 SP:Iteration 36Q (55.180000 sec): 3 clusters Score: Raw -284829.802368 + Penalty 783.472694 = -284046.329674 nChanged 18 SP:Iteration 37Q (55.190000 sec): 3 clusters Score: Raw -284831.991774 + Penalty 783.472694 = -284048.519080 nChanged 18 SP:Iteration 38Q (55.190000 sec): 3 clusters Score: Raw -284835.481287 + Penalty 783.472694 = -284052.008593 nChanged 29 SP:Iteration 39Q (55.200000 sec): 3 clusters Score: Raw -284841.041931 + Penalty 783.472694 = -284057.569237 nChanged 27 SP:Iteration 40F (55.200000 sec): 3 clusters Score: Raw -284846.831715 + Penalty 783.472694 = -284063.359021 nChanged 22 SP:Iteration 41Q (55.210000 sec): 3 clusters Score: Raw -284850.459891 + Penalty 783.472694 = -284066.987197 nChanged 24 SP:Iteration 42Q (55.220000 sec): 3 clusters Score: Raw -284854.167471 + Penalty 783.472694 = -284070.694777 nChanged 22 SP:Iteration 43Q (55.220000 sec): 3 clusters Score: Raw -284858.831946 + Penalty 783.472694 = -284075.359253 nChanged 30 SP:Iteration 44Q (55.230000 sec): 3 clusters Score: Raw -284863.697451 + Penalty 783.472694 = -284080.224757 nChanged 26 SP:Iteration 45Q (55.240000 sec): 3 clusters Score: Raw -284867.406482 + Penalty 783.472694 = -284083.933788 nChanged 21 SP:Iteration 46Q (55.240000 sec): 3 clusters Score: Raw -284870.545763 + Penalty 783.472694 = -284087.073069 nChanged 24 SP:Iteration 47Q (55.250000 sec): 3 clusters Score: Raw -284873.388021 + Penalty 783.472694 = -284089.915327 nChanged 16 SP:Iteration 48Q (55.250000 sec): 3 clusters Score: Raw -284876.915809 + Penalty 783.472694 = -284093.443115 nChanged 24 SP:Iteration 49Q (55.260000 sec): 3 clusters Score: Raw -284881.451228 + Penalty 783.472694 = -284097.978534 nChanged 28 SP:Iteration 50Q (55.260000 sec): 3 clusters Score: Raw -284886.059757 + Penalty 783.472694 = -284102.587063 nChanged 25 SP:Iteration 51Q (55.270000 sec): 3 clusters Score: Raw -284889.063449 + Penalty 783.472694 = -284105.590756 nChanged 15 SP:Iteration 52Q (55.280000 sec): 3 clusters Score: Raw -284890.653478 + Penalty 783.472694 = -284107.180784 nChanged 18 SP:Iteration 53Q (55.280000 sec): 3 clusters Score: Raw -284891.909929 + Penalty 783.472694 = -284108.437235 nChanged 12 SP:Iteration 54Q (55.290000 sec): 3 clusters Score: Raw -284892.553682 + Penalty 783.472694 = -284109.080989 nChanged 6 SP:Iteration 55Q (55.290000 sec): 3 clusters Score: Raw -284893.031781 + Penalty 783.472694 = -284109.559088 nChanged 3 SP:Iteration 56Q (55.300000 sec): 3 clusters Score: Raw -284893.158346 + Penalty 783.472694 = -284109.685652 nChanged 2 SP:Iteration 57Q (55.300000 sec): 3 clusters Score: Raw -284893.201978 + Penalty 783.472694 = -284109.729284 nChanged 3 SP:Iteration 58Q (55.310000 sec): 3 clusters Score: Raw -284893.321584 + Penalty 783.472694 = -284109.848891 nChanged 5 SP:Iteration 59Q (55.320000 sec): 3 clusters Score: Raw -284893.883501 + Penalty 783.472694 = -284110.410808 nChanged 2 SP:Iteration 60F (55.320000 sec): 3 clusters Score: Raw -284893.932509 + Penalty 783.472694 = -284110.459816 nChanged 1 SP:Iteration 61Q (55.330000 sec): 3 clusters Score: Raw -284893.983500 + Penalty 783.472694 = -284110.510807 nChanged 2 SP:Iteration 62Q (55.330000 sec): 3 clusters Score: Raw -284894.077341 + Penalty 783.472694 = -284110.604648 nChanged 2 SP:Iteration 63Q (55.340000 sec): 3 clusters Score: Raw -284894.241057 + Penalty 783.472694 = -284110.768363 nChanged 2 SP:Iteration 64Q (55.340000 sec): 3 clusters Score: Raw -284894.298915 + Penalty 783.472694 = -284110.826221 nChanged 1 SP:Iteration 65Q (55.350000 sec): 3 clusters Score: Raw -284894.344163 + Penalty 783.472694 = -284110.871469 nChanged 0 SP:Iteration 66F (55.360000 sec): 3 clusters Score: Raw -284894.344163 + Penalty 783.472694 = -284110.871469 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (1675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.360000 sec): 2 clusters Score: Raw -80124.500505 + Penalty 337.772364 = -79786.728141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.360000 sec): 3 clusters Score: Raw -79370.640522 + Penalty 675.544728 = -78695.095794 nChanged 733 SP:Iteration 1F (55.360000 sec): 3 clusters Score: Raw -80460.795711 + Penalty 675.544728 = -79785.250983 nChanged 232 SP:Iteration 2F (55.370000 sec): 3 clusters Score: Raw -81041.484900 + Penalty 675.544728 = -80365.940171 nChanged 185 SP:Iteration 3F (55.370000 sec): 3 clusters Score: Raw -81636.352097 + Penalty 675.544728 = -80960.807369 nChanged 130 SP:Iteration 4F (55.370000 sec): 3 clusters Score: Raw -82303.554762 + Penalty 675.544728 = -81628.010033 nChanged 122 SP:Iteration 5F (55.370000 sec): 3 clusters Score: Raw -82707.466251 + Penalty 675.544728 = -82031.921522 nChanged 138 SP:Iteration 6F (55.380000 sec): 3 clusters Score: Raw -83104.411575 + Penalty 675.544728 = -82428.866847 nChanged 125 SP:Iteration 7F (55.380000 sec): 3 clusters Score: Raw -83423.782394 + Penalty 675.544728 = -82748.237666 nChanged 108 SP:Iteration 8F (55.380000 sec): 3 clusters Score: Raw -83671.546194 + Penalty 675.544728 = -82996.001466 nChanged 65 SP:Iteration 9Q (55.380000 sec): 3 clusters Score: Raw -83826.524795 + Penalty 675.544728 = -83150.980067 nChanged 54 SP:Iteration 10Q (55.380000 sec): 3 clusters Score: Raw -84064.303053 + Penalty 675.544728 = -83388.758325 nChanged 36 SP:Iteration 11Q (55.380000 sec): 3 clusters Score: Raw -84319.886014 + Penalty 675.544728 = -83644.341285 nChanged 20 SP:Iteration 12Q (55.380000 sec): 3 clusters Score: Raw -84421.370356 + Penalty 675.544728 = -83745.825628 nChanged 3 SP:Iteration 13Q (55.380000 sec): 3 clusters Score: Raw -84424.843240 + Penalty 675.544728 = -83749.298511 nChanged 1 SP:Iteration 14Q (55.390000 sec): 3 clusters Score: Raw -84426.723110 + Penalty 675.544728 = -83751.178382 nChanged 2 SP:Iteration 15Q (55.390000 sec): 3 clusters Score: Raw -84430.313842 + Penalty 675.544728 = -83754.769113 nChanged 1 SP:Iteration 16Q (55.390000 sec): 3 clusters Score: Raw -84431.202399 + Penalty 675.544728 = -83755.657671 nChanged 0 SP:Iteration 17F (55.390000 sec): 3 clusters Score: Raw -84431.202399 + Penalty 675.544728 = -83755.657671 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.400000 sec): 2 clusters Score: Raw -35211.825024 + Penalty 301.756081 = -34910.068943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.400000 sec): 3 clusters Score: Raw -34937.164503 + Penalty 603.512162 = -34333.652341 nChanged 315 SP:Iteration 1F (55.400000 sec): 3 clusters Score: Raw -35596.848829 + Penalty 603.512162 = -34993.336667 nChanged 116 SP:Iteration 2F (55.400000 sec): 3 clusters Score: Raw -36123.892134 + Penalty 603.512162 = -35520.379972 nChanged 63 SP:Iteration 3F (55.400000 sec): 3 clusters Score: Raw -36438.450549 + Penalty 603.512162 = -35834.938388 nChanged 61 SP:Iteration 4F (55.400000 sec): 3 clusters Score: Raw -36675.432682 + Penalty 603.512162 = -36071.920520 nChanged 52 SP:Iteration 5F (55.400000 sec): 3 clusters Score: Raw -36818.333821 + Penalty 603.512162 = -36214.821659 nChanged 37 SP:Iteration 6Q (55.400000 sec): 3 clusters Score: Raw -36914.473263 + Penalty 603.512162 = -36310.961102 nChanged 30 SP:Iteration 7Q (55.400000 sec): 3 clusters Score: Raw -37014.961165 + Penalty 603.512162 = -36411.449003 nChanged 34 SP:Iteration 8Q (55.400000 sec): 3 clusters Score: Raw -37147.263312 + Penalty 603.512162 = -36543.751150 nChanged 29 SP:Iteration 9Q (55.400000 sec): 3 clusters Score: Raw -37298.253407 + Penalty 603.512162 = -36694.741245 nChanged 21 SP:Iteration 10Q (55.400000 sec): 3 clusters Score: Raw -37409.912352 + Penalty 603.512162 = -36806.400190 nChanged 16 SP:Iteration 11Q (55.400000 sec): 3 clusters Score: Raw -37511.844653 + Penalty 603.512162 = -36908.332491 nChanged 9 SP:Iteration 12Q (55.400000 sec): 3 clusters Score: Raw -37595.298554 + Penalty 603.512162 = -36991.786393 nChanged 7 SP:Iteration 13Q (55.400000 sec): 3 clusters Score: Raw -37903.555897 + Penalty 603.512162 = -37300.043735 nChanged 0 SP:Iteration 14F (55.410000 sec): 3 clusters Score: Raw -37903.555897 + Penalty 603.512162 = -37300.043735 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (151708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.770000 sec): 2 clusters Score: Raw -9305673.682665 + Penalty 542.801937 = -9305130.880728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.960000 sec): 3 clusters Score: Raw -9203521.885184 + Penalty 1085.603874 = -9202436.281310 nChanged 74123 SP:Iteration 1F (56.150000 sec): 3 clusters Score: Raw -9249206.123243 + Penalty 1085.603874 = -9248120.519369 nChanged 5827 SP:Iteration 2Q (56.360000 sec): 3 clusters Score: Raw -9251325.214864 + Penalty 1085.603874 = -9250239.610990 nChanged 6656 SP:Iteration 3Q (56.560000 sec): 3 clusters Score: Raw -9254312.665619 + Penalty 1085.603874 = -9253227.061745 nChanged 7442 SP:Iteration 4Q (56.760000 sec): 3 clusters Score: Raw -9258498.955558 + Penalty 1085.603874 = -9257413.351685 nChanged 8298 SP:Iteration 5F (56.950000 sec): 3 clusters Score: Raw -9264122.420010 + Penalty 1085.603874 = -9263036.816136 nChanged 8951 SP:Iteration 6F (57.140000 sec): 3 clusters Score: Raw -9270449.644253 + Penalty 1085.603874 = -9269364.040379 nChanged 8896 SP:Iteration 7F (57.330000 sec): 3 clusters Score: Raw -9275765.627109 + Penalty 1085.603874 = -9274680.023235 nChanged 8007 SP:Iteration 8F (57.520000 sec): 3 clusters Score: Raw -9279343.678012 + Penalty 1085.603874 = -9278258.074138 nChanged 6469 SP:Iteration 9Q (57.720000 sec): 3 clusters Score: Raw -9281559.336590 + Penalty 1085.603874 = -9280473.732716 nChanged 5187 SP:Iteration 10Q (57.920000 sec): 3 clusters Score: Raw -9283028.667506 + Penalty 1085.603874 = -9281943.063632 nChanged 4208 SP:Iteration 11Q (58.110000 sec): 3 clusters Score: Raw -9284084.656742 + Penalty 1085.603874 = -9282999.052868 nChanged 3754 SP:Iteration 12Q (58.300000 sec): 3 clusters Score: Raw -9285018.581023 + Penalty 1085.603874 = -9283932.977149 nChanged 3725 SP:Iteration 13Q (58.490000 sec): 3 clusters Score: Raw -9285998.897796 + Penalty 1085.603874 = -9284913.293922 nChanged 3999 SP:Iteration 14Q (58.680000 sec): 3 clusters Score: Raw -9287134.397078 + Penalty 1085.603874 = -9286048.793204 nChanged 4397 SP:Iteration 15Q (58.870000 sec): 3 clusters Score: Raw -9288500.701614 + Penalty 1085.603874 = -9287415.097740 nChanged 4787 SP:Iteration 16Q (59.060000 sec): 3 clusters Score: Raw -9290146.710737 + Penalty 1085.603874 = -9289061.106863 nChanged 5078 SP:Iteration 17Q (59.240000 sec): 3 clusters Score: Raw -9292051.844125 + Penalty 1085.603874 = -9290966.240251 nChanged 5148 SP:Iteration 18Q (59.430000 sec): 3 clusters Score: Raw -9294161.390917 + Penalty 1085.603874 = -9293075.787044 nChanged 5045 SP:Iteration 19Q (59.610000 sec): 3 clusters Score: Raw -9296381.701224 + Penalty 1085.603874 = -9295296.097350 nChanged 4616 SP:Iteration 20F (59.800000 sec): 3 clusters Score: Raw -9298487.856476 + Penalty 1085.603874 = -9297402.252602 nChanged 3955 SP:Iteration 21Q (59.970000 sec): 3 clusters Score: Raw -9300330.908785 + Penalty 1085.603874 = -9299245.304911 nChanged 3270 SP:Iteration 22Q (60.140000 sec): 3 clusters Score: Raw -9301880.737096 + Penalty 1085.603874 = -9300795.133222 nChanged 2472 SP:Iteration 23Q (60.310000 sec): 3 clusters Score: Raw -9303052.235483 + Penalty 1085.603874 = -9301966.631610 nChanged 1830 SP:Iteration 24Q (60.470000 sec): 3 clusters Score: Raw -9303905.945335 + Penalty 1085.603874 = -9302820.341461 nChanged 1295 SP:Iteration 25Q (60.620000 sec): 3 clusters Score: Raw -9304504.851601 + Penalty 1085.603874 = -9303419.247727 nChanged 866 SP:Iteration 26Q (60.780000 sec): 3 clusters Score: Raw -9304888.432629 + Penalty 1085.603874 = -9303802.828755 nChanged 613 SP:Iteration 27Q (60.930000 sec): 3 clusters Score: Raw -9305155.207016 + Penalty 1085.603874 = -9304069.603142 nChanged 426 SP:Iteration 28Q (61.080000 sec): 3 clusters Score: Raw -9305353.930276 + Penalty 1085.603874 = -9304268.326402 nChanged 287 SP:Iteration 29Q (61.230000 sec): 3 clusters Score: Raw -9305486.967743 + Penalty 1085.603874 = -9304401.363870 nChanged 183 SP:Iteration 30Q (61.380000 sec): 3 clusters Score: Raw -9305568.101631 + Penalty 1085.603874 = -9304482.497757 nChanged 126 SP:Iteration 31Q (61.520000 sec): 3 clusters Score: Raw -9305619.159337 + Penalty 1085.603874 = -9304533.555463 nChanged 94 SP:Iteration 32Q (61.670000 sec): 3 clusters Score: Raw -9305655.851159 + Penalty 1085.603874 = -9304570.247285 nChanged 67 SP:Iteration 33Q (61.810000 sec): 3 clusters Score: Raw -9305684.282407 + Penalty 1085.603874 = -9304598.678534 nChanged 67 SP:Iteration 34Q (61.960000 sec): 3 clusters Score: Raw -9305708.457376 + Penalty 1085.603874 = -9304622.853502 nChanged 50 SP:Iteration 35Q (62.110000 sec): 3 clusters Score: Raw -9305722.812161 + Penalty 1085.603874 = -9304637.208287 nChanged 36 SP:Iteration 36Q (62.250000 sec): 3 clusters Score: Raw -9305735.379718 + Penalty 1085.603874 = -9304649.775844 nChanged 29 SP:Iteration 37Q (62.400000 sec): 3 clusters Score: Raw -9305747.903636 + Penalty 1085.603874 = -9304662.299762 nChanged 26 SP:Iteration 38Q (62.540000 sec): 3 clusters Score: Raw -9305759.376507 + Penalty 1085.603874 = -9304673.772633 nChanged 24 SP:Iteration 39Q (62.690000 sec): 3 clusters Score: Raw -9305769.755156 + Penalty 1085.603874 = -9304684.151282 nChanged 19 SP:Iteration 40F (62.870000 sec): 3 clusters Score: Raw -9305777.721247 + Penalty 1085.603874 = -9304692.117373 nChanged 12 SP:Iteration 41Q (63.010000 sec): 3 clusters Score: Raw -9305781.946971 + Penalty 1085.603874 = -9304696.343098 nChanged 10 SP:Iteration 42Q (63.150000 sec): 3 clusters Score: Raw -9305784.877427 + Penalty 1085.603874 = -9304699.273554 nChanged 12 SP:Iteration 43Q (63.290000 sec): 3 clusters Score: Raw -9305788.550810 + Penalty 1085.603874 = -9304702.946936 nChanged 5 SP:Iteration 44Q (63.430000 sec): 3 clusters Score: Raw -9305789.810298 + Penalty 1085.603874 = -9304704.206425 nChanged 6 SP:Iteration 45Q (63.570000 sec): 3 clusters Score: Raw -9305791.602200 + Penalty 1085.603874 = -9304705.998326 nChanged 5 SP:Iteration 46Q (63.720000 sec): 3 clusters Score: Raw -9305792.948668 + Penalty 1085.603874 = -9304707.344794 nChanged 3 SP:Iteration 47Q (63.860000 sec): 3 clusters Score: Raw -9305793.707063 + Penalty 1085.603874 = -9304708.103190 nChanged 2 SP:Iteration 48Q (64.000000 sec): 3 clusters Score: Raw -9305794.444090 + Penalty 1085.603874 = -9304708.840216 nChanged 2 SP:Iteration 49Q (64.140000 sec): 3 clusters Score: Raw -9305794.875728 + Penalty 1085.603874 = -9304709.271854 nChanged 1 SP:Iteration 50Q (64.280000 sec): 3 clusters Score: Raw -9305795.110825 + Penalty 1085.603874 = -9304709.506951 nChanged 2 SP:Iteration 51Q (64.420000 sec): 3 clusters Score: Raw -9305795.455395 + Penalty 1085.603874 = -9304709.851521 nChanged 1 SP:Iteration 52Q (64.570000 sec): 3 clusters Score: Raw -9305795.716401 + Penalty 1085.603874 = -9304710.112527 nChanged 2 SP:Iteration 53Q (64.710000 sec): 3 clusters Score: Raw -9305796.310939 + Penalty 1085.603874 = -9304710.707065 nChanged 1 SP:Iteration 54Q (64.850000 sec): 3 clusters Score: Raw -9305796.550396 + Penalty 1085.603874 = -9304710.946522 nChanged 0 SP:Iteration 55F (65.030000 sec): 3 clusters Score: Raw -9305796.550396 + Penalty 1085.603874 = -9304710.946522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.090000 sec): 2 clusters Score: Raw -19091.432027 + Penalty 270.516638 = -18820.915390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.090000 sec): 3 clusters Score: Raw -18982.357606 + Penalty 541.033275 = -18441.324331 nChanged 131 SP:Iteration 1F (65.090000 sec): 3 clusters Score: Raw -19170.109595 + Penalty 541.033275 = -18629.076319 nChanged 41 SP:Iteration 2F (65.090000 sec): 3 clusters Score: Raw -19279.547140 + Penalty 541.033275 = -18738.513865 nChanged 30 SP:Iteration 3F (65.090000 sec): 3 clusters Score: Raw -19401.068601 + Penalty 541.033275 = -18860.035325 nChanged 20 SP:Iteration 4F (65.090000 sec): 3 clusters Score: Raw -19432.406500 + Penalty 541.033275 = -18891.373224 nChanged 14 SP:Iteration 5Q (65.090000 sec): 3 clusters Score: Raw -19454.740662 + Penalty 541.033275 = -18913.707387 nChanged 10 SP:Iteration 6Q (65.090000 sec): 3 clusters Score: Raw -19467.742472 + Penalty 541.033275 = -18926.709196 nChanged 5 SP:Iteration 7Q (65.090000 sec): 3 clusters Score: Raw -19472.476152 + Penalty 541.033275 = -18931.442877 nChanged 2 SP:Iteration 8Q (65.090000 sec): 3 clusters Score: Raw -19475.303477 + Penalty 541.033275 = -18934.270202 nChanged 2 SP:Iteration 9Q (65.090000 sec): 3 clusters Score: Raw -19476.623991 + Penalty 541.033275 = -18935.590715 nChanged 2 SP:Iteration 10Q (65.090000 sec): 3 clusters Score: Raw -19479.184748 + Penalty 541.033275 = -18938.151472 nChanged 3 SP:Iteration 11Q (65.090000 sec): 3 clusters Score: Raw -19482.391495 + Penalty 541.033275 = -18941.358220 nChanged 3 SP:Iteration 12Q (65.090000 sec): 3 clusters Score: Raw -19486.726482 + Penalty 541.033275 = -18945.693207 nChanged 6 SP:Iteration 13Q (65.090000 sec): 3 clusters Score: Raw -19491.502631 + Penalty 541.033275 = -18950.469355 nChanged 5 SP:Iteration 14Q (65.090000 sec): 3 clusters Score: Raw -19496.043830 + Penalty 541.033275 = -18955.010554 nChanged 4 SP:Iteration 15Q (65.090000 sec): 3 clusters Score: Raw -19499.262634 + Penalty 541.033275 = -18958.229358 nChanged 4 SP:Iteration 16Q (65.090000 sec): 3 clusters Score: Raw -19504.351326 + Penalty 541.033275 = -18963.318050 nChanged 3 SP:Iteration 17Q (65.090000 sec): 3 clusters Score: Raw -19512.999469 + Penalty 541.033275 = -18971.966193 nChanged 2 SP:Iteration 18Q (65.090000 sec): 3 clusters Score: Raw -19515.210188 + Penalty 541.033275 = -18974.176912 nChanged 1 SP:Iteration 19Q (65.090000 sec): 3 clusters Score: Raw -19515.883183 + Penalty 541.033275 = -18974.849908 nChanged 1 SP:Iteration 20F (65.090000 sec): 3 clusters Score: Raw -19516.298281 + Penalty 541.033275 = -18975.265006 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.100000 sec): 2 clusters Score: Raw -37931.022714 + Penalty 296.822085 = -37634.200629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.100000 sec): 3 clusters Score: Raw -37608.619370 + Penalty 593.644170 = -37014.975200 nChanged 259 SP:Iteration 1F (65.100000 sec): 3 clusters Score: Raw -37764.083534 + Penalty 593.644170 = -37170.439364 nChanged 46 SP:Iteration 2F (65.100000 sec): 3 clusters Score: Raw -37785.566377 + Penalty 593.644170 = -37191.922207 nChanged 25 SP:Iteration 3Q (65.100000 sec): 3 clusters Score: Raw -37806.202126 + Penalty 593.644170 = -37212.557956 nChanged 23 SP:Iteration 4Q (65.100000 sec): 3 clusters Score: Raw -37821.611027 + Penalty 593.644170 = -37227.966857 nChanged 25 SP:Iteration 5Q (65.100000 sec): 3 clusters Score: Raw -37840.812336 + Penalty 593.644170 = -37247.168166 nChanged 21 SP:Iteration 6Q (65.100000 sec): 3 clusters Score: Raw -37854.561070 + Penalty 593.644170 = -37260.916900 nChanged 15 SP:Iteration 7Q (65.100000 sec): 3 clusters Score: Raw -37863.511118 + Penalty 593.644170 = -37269.866949 nChanged 9 SP:Iteration 8Q (65.100000 sec): 3 clusters Score: Raw -37867.382274 + Penalty 593.644170 = -37273.738104 nChanged 7 SP:Iteration 9Q (65.110000 sec): 3 clusters Score: Raw -37871.582604 + Penalty 593.644170 = -37277.938435 nChanged 10 SP:Iteration 10Q (65.110000 sec): 3 clusters Score: Raw -37879.850740 + Penalty 593.644170 = -37286.206571 nChanged 11 SP:Iteration 11Q (65.110000 sec): 3 clusters Score: Raw -37893.087448 + Penalty 593.644170 = -37299.443278 nChanged 12 SP:Iteration 12Q (65.110000 sec): 3 clusters Score: Raw -37900.303279 + Penalty 593.644170 = -37306.659109 nChanged 8 SP:Iteration 13Q (65.110000 sec): 3 clusters Score: Raw -37903.678615 + Penalty 593.644170 = -37310.034445 nChanged 7 SP:Iteration 14Q (65.110000 sec): 3 clusters Score: Raw -37906.228463 + Penalty 593.644170 = -37312.584293 nChanged 3 SP:Iteration 15Q (65.110000 sec): 3 clusters Score: Raw -37907.394299 + Penalty 593.644170 = -37313.750129 nChanged 5 SP:Iteration 16Q (65.110000 sec): 3 clusters Score: Raw -37911.975735 + Penalty 593.644170 = -37318.331565 nChanged 9 SP:Iteration 17Q (65.110000 sec): 3 clusters Score: Raw -37922.835690 + Penalty 593.644170 = -37329.191520 nChanged 12 SP:Iteration 18Q (65.110000 sec): 3 clusters Score: Raw -37937.729408 + Penalty 593.644170 = -37344.085238 nChanged 13 SP:Iteration 19Q (65.110000 sec): 3 clusters Score: Raw -37950.604598 + Penalty 593.644170 = -37356.960428 nChanged 15 SP:Iteration 20F (65.110000 sec): 3 clusters Score: Raw -37964.602554 + Penalty 593.644170 = -37370.958384 nChanged 18 SP:Iteration 21Q (65.110000 sec): 3 clusters Score: Raw -37989.218690 + Penalty 593.644170 = -37395.574520 nChanged 28 SP:Iteration 22Q (65.110000 sec): 3 clusters Score: Raw -38025.556047 + Penalty 593.644170 = -37431.911877 nChanged 24 SP:Iteration 23Q (65.110000 sec): 3 clusters Score: Raw -38064.081529 + Penalty 593.644170 = -37470.437359 nChanged 20 SP:Iteration 24Q (65.110000 sec): 3 clusters Score: Raw -38088.045702 + Penalty 593.644170 = -37494.401532 nChanged 18 SP:Iteration 25Q (65.110000 sec): 3 clusters Score: Raw -38108.404291 + Penalty 593.644170 = -37514.760121 nChanged 20 SP:Iteration 26Q (65.110000 sec): 3 clusters Score: Raw -38136.707466 + Penalty 593.644170 = -37543.063296 nChanged 15 SP:Iteration 27Q (65.110000 sec): 3 clusters Score: Raw -38158.773235 + Penalty 593.644170 = -37565.129065 nChanged 13 SP:Iteration 28Q (65.110000 sec): 3 clusters Score: Raw -38172.856514 + Penalty 593.644170 = -37579.212344 nChanged 8 SP:Iteration 29Q (65.110000 sec): 3 clusters Score: Raw -38179.912110 + Penalty 593.644170 = -37586.267941 nChanged 6 SP:Iteration 30Q (65.110000 sec): 3 clusters Score: Raw -38188.296695 + Penalty 593.644170 = -37594.652526 nChanged 7 SP:Iteration 31Q (65.120000 sec): 3 clusters Score: Raw -38192.634125 + Penalty 593.644170 = -37598.989955 nChanged 4 SP:Iteration 32Q (65.120000 sec): 3 clusters Score: Raw -38194.598924 + Penalty 593.644170 = -37600.954754 nChanged 1 SP:Iteration 33Q (65.120000 sec): 3 clusters Score: Raw -38195.088636 + Penalty 593.644170 = -37601.444466 nChanged 1 SP:Iteration 34Q (65.120000 sec): 3 clusters Score: Raw -38195.704851 + Penalty 593.644170 = -37602.060681 nChanged 2 SP:Iteration 35Q (65.120000 sec): 3 clusters Score: Raw -38197.017261 + Penalty 593.644170 = -37603.373091 nChanged 2 SP:Iteration 36Q (65.120000 sec): 3 clusters Score: Raw -38199.751331 + Penalty 593.644170 = -37606.107161 nChanged 1 SP:Iteration 37Q (65.120000 sec): 3 clusters Score: Raw -38200.649716 + Penalty 593.644170 = -37607.005546 nChanged 1 SP:Iteration 38Q (65.120000 sec): 3 clusters Score: Raw -38200.916333 + Penalty 593.644170 = -37607.272163 nChanged 0 SP:Iteration 39F (65.120000 sec): 3 clusters Score: Raw -38200.916333 + Penalty 593.644170 = -37607.272163 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.120000 sec): 2 clusters Score: Raw -39850.232728 + Penalty 304.433324 = -39545.799404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.130000 sec): 3 clusters Score: Raw -39517.982420 + Penalty 608.866647 = -38909.115772 nChanged 321 SP:Iteration 1F (65.130000 sec): 3 clusters Score: Raw -39862.327821 + Penalty 608.866647 = -39253.461174 nChanged 139 SP:Iteration 2F (65.130000 sec): 3 clusters Score: Raw -40232.390497 + Penalty 608.866647 = -39623.523849 nChanged 112 SP:Iteration 3F (65.130000 sec): 3 clusters Score: Raw -40428.566572 + Penalty 608.866647 = -39819.699925 nChanged 39 SP:Iteration 4Q (65.130000 sec): 3 clusters Score: Raw -40481.906234 + Penalty 608.866647 = -39873.039587 nChanged 19 SP:Iteration 5Q (65.130000 sec): 3 clusters Score: Raw -40511.559440 + Penalty 608.866647 = -39902.692793 nChanged 10 SP:Iteration 6Q (65.130000 sec): 3 clusters Score: Raw -40529.087117 + Penalty 608.866647 = -39920.220470 nChanged 4 SP:Iteration 7Q (65.130000 sec): 3 clusters Score: Raw -40539.682848 + Penalty 608.866647 = -39930.816201 nChanged 3 SP:Iteration 8Q (65.130000 sec): 3 clusters Score: Raw -40549.194909 + Penalty 608.866647 = -39940.328262 nChanged 3 SP:Iteration 9Q (65.130000 sec): 3 clusters Score: Raw -40551.536876 + Penalty 608.866647 = -39942.670229 nChanged 1 SP:Iteration 10Q (65.130000 sec): 3 clusters Score: Raw -40551.772308 + Penalty 608.866647 = -39942.905660 nChanged 0 SP:Iteration 11F (65.130000 sec): 3 clusters Score: Raw -40551.772308 + Penalty 608.866647 = -39942.905660 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (132182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.340000 sec): 2 clusters Score: Raw -7730805.004383 + Penalty 536.533044 = -7730268.471339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.510000 sec): 3 clusters Score: Raw -7641972.399140 + Penalty 1073.066089 = -7640899.333052 nChanged 64533 SP:Iteration 1F (65.670000 sec): 3 clusters Score: Raw -7683512.672217 + Penalty 1073.066089 = -7682439.606129 nChanged 7949 SP:Iteration 2F (65.840000 sec): 3 clusters Score: Raw -7688341.141751 + Penalty 1073.066089 = -7687268.075662 nChanged 9251 SP:Iteration 3F (66.000000 sec): 3 clusters Score: Raw -7695941.271623 + Penalty 1073.066089 = -7694868.205535 nChanged 9593 SP:Iteration 4F (66.170000 sec): 3 clusters Score: Raw -7705766.191333 + Penalty 1073.066089 = -7704693.125244 nChanged 8348 SP:Iteration 5F (66.330000 sec): 3 clusters Score: Raw -7714577.932040 + Penalty 1073.066089 = -7713504.865951 nChanged 6491 SP:Iteration 6Q (66.500000 sec): 3 clusters Score: Raw -7720124.790386 + Penalty 1073.066089 = -7719051.724297 nChanged 4805 SP:Iteration 7Q (66.660000 sec): 3 clusters Score: Raw -7723436.873377 + Penalty 1073.066089 = -7722363.807288 nChanged 3809 SP:Iteration 8Q (66.810000 sec): 3 clusters Score: Raw -7726097.555484 + Penalty 1073.066089 = -7725024.489395 nChanged 3303 SP:Iteration 9Q (66.950000 sec): 3 clusters Score: Raw -7728681.866120 + Penalty 1073.066089 = -7727608.800031 nChanged 3143 SP:Iteration 10Q (67.080000 sec): 3 clusters Score: Raw -7731163.281743 + Penalty 1073.066089 = -7730090.215655 nChanged 2898 SP:Iteration 11Q (67.220000 sec): 3 clusters Score: Raw -7733384.353520 + Penalty 1073.066089 = -7732311.287431 nChanged 2572 SP:Iteration 12Q (67.350000 sec): 3 clusters Score: Raw -7735041.303792 + Penalty 1073.066089 = -7733968.237703 nChanged 2047 SP:Iteration 13Q (67.480000 sec): 3 clusters Score: Raw -7736140.803888 + Penalty 1073.066089 = -7735067.737800 nChanged 1583 SP:Iteration 14Q (67.610000 sec): 3 clusters Score: Raw -7736844.347545 + Penalty 1073.066089 = -7735771.281456 nChanged 1229 SP:Iteration 15Q (67.740000 sec): 3 clusters Score: Raw -7737295.936662 + Penalty 1073.066089 = -7736222.870574 nChanged 950 SP:Iteration 16Q (67.870000 sec): 3 clusters Score: Raw -7737593.794085 + Penalty 1073.066089 = -7736520.727997 nChanged 769 SP:Iteration 17Q (68.000000 sec): 3 clusters Score: Raw -7737806.252089 + Penalty 1073.066089 = -7736733.186000 nChanged 645 SP:Iteration 18Q (68.130000 sec): 3 clusters Score: Raw -7737952.962853 + Penalty 1073.066089 = -7736879.896765 nChanged 517 SP:Iteration 19Q (68.260000 sec): 3 clusters Score: Raw -7738049.682844 + Penalty 1073.066089 = -7736976.616755 nChanged 442 SP:Iteration 20F (68.400000 sec): 3 clusters Score: Raw -7738121.394113 + Penalty 1073.066089 = -7737048.328024 nChanged 386 SP:Iteration 21Q (68.540000 sec): 3 clusters Score: Raw -7738169.971024 + Penalty 1073.066089 = -7737096.904935 nChanged 337 SP:Iteration 22Q (68.660000 sec): 3 clusters Score: Raw -7738209.413668 + Penalty 1073.066089 = -7737136.347579 nChanged 288 SP:Iteration 23Q (68.790000 sec): 3 clusters Score: Raw -7738236.343689 + Penalty 1073.066089 = -7737163.277600 nChanged 240 SP:Iteration 24Q (68.920000 sec): 3 clusters Score: Raw -7738255.902055 + Penalty 1073.066089 = -7737182.835967 nChanged 221 SP:Iteration 25Q (69.050000 sec): 3 clusters Score: Raw -7738273.374614 + Penalty 1073.066089 = -7737200.308526 nChanged 209 SP:Iteration 26Q (69.180000 sec): 3 clusters Score: Raw -7738288.991716 + Penalty 1073.066089 = -7737215.925627 nChanged 164 SP:Iteration 27Q (69.300000 sec): 3 clusters Score: Raw -7738299.908354 + Penalty 1073.066089 = -7737226.842265 nChanged 135 SP:Iteration 28Q (69.430000 sec): 3 clusters Score: Raw -7738307.580344 + Penalty 1073.066089 = -7737234.514255 nChanged 121 SP:Iteration 29Q (69.560000 sec): 3 clusters Score: Raw -7738313.979771 + Penalty 1073.066089 = -7737240.913683 nChanged 94 SP:Iteration 30Q (69.680000 sec): 3 clusters Score: Raw -7738317.978273 + Penalty 1073.066089 = -7737244.912184 nChanged 76 SP:Iteration 31Q (69.820000 sec): 3 clusters Score: Raw -7738320.346430 + Penalty 1073.066089 = -7737247.280341 nChanged 64 SP:Iteration 32Q (69.940000 sec): 3 clusters Score: Raw -7738321.974033 + Penalty 1073.066089 = -7737248.907945 nChanged 52 SP:Iteration 33Q (70.070000 sec): 3 clusters Score: Raw -7738323.410773 + Penalty 1073.066089 = -7737250.344684 nChanged 59 SP:Iteration 34Q (70.200000 sec): 3 clusters Score: Raw -7738324.961290 + Penalty 1073.066089 = -7737251.895202 nChanged 45 SP:Iteration 35Q (70.330000 sec): 3 clusters Score: Raw -7738326.160038 + Penalty 1073.066089 = -7737253.093949 nChanged 38 SP:Iteration 36Q (70.450000 sec): 3 clusters Score: Raw -7738327.116902 + Penalty 1073.066089 = -7737254.050814 nChanged 32 SP:Iteration 37Q (70.580000 sec): 3 clusters Score: Raw -7738327.716498 + Penalty 1073.066089 = -7737254.650409 nChanged 21 SP:Iteration 38Q (70.700000 sec): 3 clusters Score: Raw -7738328.008252 + Penalty 1073.066089 = -7737254.942163 nChanged 16 SP:Iteration 39Q (70.830000 sec): 3 clusters Score: Raw -7738328.195771 + Penalty 1073.066089 = -7737255.129682 nChanged 12 SP:Iteration 40F (70.980000 sec): 3 clusters Score: Raw -7738328.308486 + Penalty 1073.066089 = -7737255.242397 nChanged 5 SP:Iteration 41Q (71.100000 sec): 3 clusters Score: Raw -7738328.351533 + Penalty 1073.066089 = -7737255.285444 nChanged 4 SP:Iteration 42Q (71.230000 sec): 3 clusters Score: Raw -7738328.404068 + Penalty 1073.066089 = -7737255.337979 nChanged 5 SP:Iteration 43Q (71.360000 sec): 3 clusters Score: Raw -7738328.447775 + Penalty 1073.066089 = -7737255.381687 nChanged 6 SP:Iteration 44Q (71.490000 sec): 3 clusters Score: Raw -7738328.544083 + Penalty 1073.066089 = -7737255.477995 nChanged 10 SP:Iteration 45Q (71.620000 sec): 3 clusters Score: Raw -7738328.713466 + Penalty 1073.066089 = -7737255.647377 nChanged 10 SP:Iteration 46Q (71.740000 sec): 3 clusters Score: Raw -7738328.815249 + Penalty 1073.066089 = -7737255.749161 nChanged 9 SP:Iteration 47Q (71.880000 sec): 3 clusters Score: Raw -7738328.898559 + Penalty 1073.066089 = -7737255.832470 nChanged 7 SP:Iteration 48Q (72.000000 sec): 3 clusters Score: Raw -7738328.950986 + Penalty 1073.066089 = -7737255.884897 nChanged 7 SP:Iteration 49Q (72.130000 sec): 3 clusters Score: Raw -7738329.012810 + Penalty 1073.066089 = -7737255.946722 nChanged 6 SP:Iteration 50Q (72.260000 sec): 3 clusters Score: Raw -7738329.072958 + Penalty 1073.066089 = -7737256.006869 nChanged 5 SP:Iteration 51Q (72.390000 sec): 3 clusters Score: Raw -7738329.151877 + Penalty 1073.066089 = -7737256.085788 nChanged 9 SP:Iteration 52Q (72.520000 sec): 3 clusters Score: Raw -7738329.263548 + Penalty 1073.066089 = -7737256.197459 nChanged 4 SP:Iteration 53Q (72.640000 sec): 3 clusters Score: Raw -7738329.320822 + Penalty 1073.066089 = -7737256.254734 nChanged 4 SP:Iteration 54Q (72.770000 sec): 3 clusters Score: Raw -7738329.347840 + Penalty 1073.066089 = -7737256.281751 nChanged 3 SP:Iteration 55Q (72.900000 sec): 3 clusters Score: Raw -7738329.379661 + Penalty 1073.066089 = -7737256.313573 nChanged 3 SP:Iteration 56Q (73.030000 sec): 3 clusters Score: Raw -7738329.418097 + Penalty 1073.066089 = -7737256.352009 nChanged 2 SP:Iteration 57Q (73.160000 sec): 3 clusters Score: Raw -7738329.435219 + Penalty 1073.066089 = -7737256.369130 nChanged 7 SP:Iteration 58Q (73.290000 sec): 3 clusters Score: Raw -7738329.533408 + Penalty 1073.066089 = -7737256.467320 nChanged 4 SP:Iteration 59Q (73.420000 sec): 3 clusters Score: Raw -7738329.579685 + Penalty 1073.066089 = -7737256.513597 nChanged 3 SP:Iteration 60F (73.560000 sec): 3 clusters Score: Raw -7738329.597101 + Penalty 1073.066089 = -7737256.531012 nChanged 2 SP:Iteration 61Q (73.690000 sec): 3 clusters Score: Raw -7738329.612229 + Penalty 1073.066089 = -7737256.546140 nChanged 1 SP:Iteration 62Q (73.820000 sec): 3 clusters Score: Raw -7738329.620766 + Penalty 1073.066089 = -7737256.554678 nChanged 2 SP:Iteration 63Q (73.940000 sec): 3 clusters Score: Raw -7738329.631421 + Penalty 1073.066089 = -7737256.565333 nChanged 3 SP:Iteration 64Q (74.060000 sec): 3 clusters Score: Raw -7738329.653619 + Penalty 1073.066089 = -7737256.587530 nChanged 0 SP:Iteration 65F (74.210000 sec): 3 clusters Score: Raw -7738329.653619 + Penalty 1073.066089 = -7737256.587530 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (54669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.300000 sec): 2 clusters Score: Raw -3363036.684702 + Penalty 496.361871 = -3362540.322831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.360000 sec): 3 clusters Score: Raw -3326708.705942 + Penalty 992.723741 = -3325715.982201 nChanged 26445 SP:Iteration 1F (74.420000 sec): 3 clusters Score: Raw -3342848.001433 + Penalty 992.723741 = -3341855.277692 nChanged 2599 SP:Iteration 2Q (74.490000 sec): 3 clusters Score: Raw -3344344.674642 + Penalty 992.723741 = -3343351.950900 nChanged 3294 SP:Iteration 3F (74.550000 sec): 3 clusters Score: Raw -3346653.828855 + Penalty 992.723741 = -3345661.105113 nChanged 3883 SP:Iteration 4F (74.610000 sec): 3 clusters Score: Raw -3349119.560754 + Penalty 992.723741 = -3348126.837012 nChanged 3812 SP:Iteration 5F (74.680000 sec): 3 clusters Score: Raw -3351191.658317 + Penalty 992.723741 = -3350198.934575 nChanged 3117 SP:Iteration 6F (74.740000 sec): 3 clusters Score: Raw -3352698.742194 + Penalty 992.723741 = -3351706.018453 nChanged 2429 SP:Iteration 7Q (74.790000 sec): 3 clusters Score: Raw -3353702.775086 + Penalty 992.723741 = -3352710.051345 nChanged 1883 SP:Iteration 8Q (74.850000 sec): 3 clusters Score: Raw -3354395.374617 + Penalty 992.723741 = -3353402.650876 nChanged 1483 SP:Iteration 9Q (74.910000 sec): 3 clusters Score: Raw -3354840.574061 + Penalty 992.723741 = -3353847.850320 nChanged 1102 SP:Iteration 10Q (74.970000 sec): 3 clusters Score: Raw -3355080.865937 + Penalty 992.723741 = -3354088.142196 nChanged 778 SP:Iteration 11Q (75.030000 sec): 3 clusters Score: Raw -3355211.963092 + Penalty 992.723741 = -3354219.239351 nChanged 626 SP:Iteration 12Q (75.090000 sec): 3 clusters Score: Raw -3355298.870731 + Penalty 992.723741 = -3354306.146990 nChanged 529 SP:Iteration 13Q (75.150000 sec): 3 clusters Score: Raw -3355371.723514 + Penalty 992.723741 = -3354378.999773 nChanged 502 SP:Iteration 14Q (75.210000 sec): 3 clusters Score: Raw -3355448.129545 + Penalty 992.723741 = -3354455.405804 nChanged 493 SP:Iteration 15Q (75.270000 sec): 3 clusters Score: Raw -3355537.874025 + Penalty 992.723741 = -3354545.150284 nChanged 560 SP:Iteration 16Q (75.330000 sec): 3 clusters Score: Raw -3355686.450088 + Penalty 992.723741 = -3354693.726347 nChanged 635 SP:Iteration 17Q (75.380000 sec): 3 clusters Score: Raw -3355961.798290 + Penalty 992.723741 = -3354969.074549 nChanged 796 SP:Iteration 18Q (75.440000 sec): 3 clusters Score: Raw -3356539.298336 + Penalty 992.723741 = -3355546.574595 nChanged 1023 SP:Iteration 19Q (75.500000 sec): 3 clusters Score: Raw -3357483.709778 + Penalty 992.723741 = -3356490.986037 nChanged 1122 SP:Iteration 20F (75.560000 sec): 3 clusters Score: Raw -3358333.111643 + Penalty 992.723741 = -3357340.387902 nChanged 1146 SP:Iteration 21Q (75.620000 sec): 3 clusters Score: Raw -3358995.851543 + Penalty 992.723741 = -3358003.127802 nChanged 1156 SP:Iteration 22Q (75.680000 sec): 3 clusters Score: Raw -3359541.342185 + Penalty 992.723741 = -3358548.618444 nChanged 1117 SP:Iteration 23Q (75.750000 sec): 3 clusters Score: Raw -3360016.574879 + Penalty 992.723741 = -3359023.851138 nChanged 1077 SP:Iteration 24Q (75.810000 sec): 3 clusters Score: Raw -3360462.790074 + Penalty 992.723741 = -3359470.066333 nChanged 962 SP:Iteration 25Q (75.860000 sec): 3 clusters Score: Raw -3360838.982654 + Penalty 992.723741 = -3359846.258913 nChanged 840 SP:Iteration 26Q (75.920000 sec): 3 clusters Score: Raw -3361141.954351 + Penalty 992.723741 = -3360149.230609 nChanged 694 SP:Iteration 27Q (75.970000 sec): 3 clusters Score: Raw -3361376.207936 + Penalty 992.723741 = -3360383.484195 nChanged 602 SP:Iteration 28Q (76.020000 sec): 3 clusters Score: Raw -3361570.427323 + Penalty 992.723741 = -3360577.703582 nChanged 553 SP:Iteration 29Q (76.070000 sec): 3 clusters Score: Raw -3361740.999996 + Penalty 992.723741 = -3360748.276255 nChanged 438 SP:Iteration 30Q (76.120000 sec): 3 clusters Score: Raw -3361863.253984 + Penalty 992.723741 = -3360870.530243 nChanged 403 SP:Iteration 31Q (76.170000 sec): 3 clusters Score: Raw -3361971.173393 + Penalty 992.723741 = -3360978.449652 nChanged 379 SP:Iteration 32Q (76.220000 sec): 3 clusters Score: Raw -3362073.968150 + Penalty 992.723741 = -3361081.244409 nChanged 334 SP:Iteration 33Q (76.270000 sec): 3 clusters Score: Raw -3362155.635423 + Penalty 992.723741 = -3361162.911681 nChanged 292 SP:Iteration 34Q (76.320000 sec): 3 clusters Score: Raw -3362224.085770 + Penalty 992.723741 = -3361231.362029 nChanged 280 SP:Iteration 35Q (76.360000 sec): 3 clusters Score: Raw -3362295.379773 + Penalty 992.723741 = -3361302.656032 nChanged 256 SP:Iteration 36Q (76.410000 sec): 3 clusters Score: Raw -3362366.542996 + Penalty 992.723741 = -3361373.819255 nChanged 235 SP:Iteration 37Q (76.460000 sec): 3 clusters Score: Raw -3362446.757271 + Penalty 992.723741 = -3361454.033530 nChanged 207 SP:Iteration 38Q (76.500000 sec): 3 clusters Score: Raw -3362523.207017 + Penalty 992.723741 = -3361530.483276 nChanged 166 SP:Iteration 39Q (76.550000 sec): 3 clusters Score: Raw -3362594.530485 + Penalty 992.723741 = -3361601.806743 nChanged 154 SP:Iteration 40F (76.610000 sec): 3 clusters Score: Raw -3362682.259535 + Penalty 992.723741 = -3361689.535794 nChanged 163 SP:Iteration 41Q (76.650000 sec): 3 clusters Score: Raw -3362810.616067 + Penalty 992.723741 = -3361817.892325 nChanged 166 SP:Iteration 42Q (76.700000 sec): 3 clusters Score: Raw -3362923.842518 + Penalty 992.723741 = -3361931.118777 nChanged 184 SP:Iteration 43Q (76.740000 sec): 3 clusters Score: Raw -3363073.787083 + Penalty 992.723741 = -3362081.063342 nChanged 204 SP:Iteration 44Q (76.790000 sec): 3 clusters Score: Raw -3363183.594707 + Penalty 992.723741 = -3362190.870965 nChanged 152 SP:Iteration 45Q (76.840000 sec): 3 clusters Score: Raw -3363232.962186 + Penalty 992.723741 = -3362240.238444 nChanged 127 SP:Iteration 46Q (76.880000 sec): 3 clusters Score: Raw -3363257.779104 + Penalty 992.723741 = -3362265.055363 nChanged 87 SP:Iteration 47Q (76.920000 sec): 3 clusters Score: Raw -3363270.622794 + Penalty 992.723741 = -3362277.899053 nChanged 61 SP:Iteration 48Q (76.970000 sec): 3 clusters Score: Raw -3363279.888358 + Penalty 992.723741 = -3362287.164616 nChanged 63 SP:Iteration 49Q (77.010000 sec): 3 clusters Score: Raw -3363291.185739 + Penalty 992.723741 = -3362298.461998 nChanged 64 SP:Iteration 50Q (77.060000 sec): 3 clusters Score: Raw -3363301.356714 + Penalty 992.723741 = -3362308.632973 nChanged 62 SP:Iteration 51Q (77.100000 sec): 3 clusters Score: Raw -3363308.989380 + Penalty 992.723741 = -3362316.265639 nChanged 45 SP:Iteration 52Q (77.150000 sec): 3 clusters Score: Raw -3363313.041986 + Penalty 992.723741 = -3362320.318245 nChanged 36 SP:Iteration 53Q (77.190000 sec): 3 clusters Score: Raw -3363316.321391 + Penalty 992.723741 = -3362323.597650 nChanged 43 SP:Iteration 54Q (77.240000 sec): 3 clusters Score: Raw -3363320.389856 + Penalty 992.723741 = -3362327.666115 nChanged 35 SP:Iteration 55Q (77.290000 sec): 3 clusters Score: Raw -3363323.950419 + Penalty 992.723741 = -3362331.226678 nChanged 51 SP:Iteration 56Q (77.340000 sec): 3 clusters Score: Raw -3363329.747533 + Penalty 992.723741 = -3362337.023792 nChanged 44 SP:Iteration 57Q (77.390000 sec): 3 clusters Score: Raw -3363333.501279 + Penalty 992.723741 = -3362340.777538 nChanged 43 SP:Iteration 58Q (77.440000 sec): 3 clusters Score: Raw -3363335.802802 + Penalty 992.723741 = -3362343.079061 nChanged 26 SP:Iteration 59Q (77.480000 sec): 3 clusters Score: Raw -3363337.441670 + Penalty 992.723741 = -3362344.717929 nChanged 25 SP:Iteration 60F (77.540000 sec): 3 clusters Score: Raw -3363338.831274 + Penalty 992.723741 = -3362346.107532 nChanged 18 SP:Iteration 61Q (77.580000 sec): 3 clusters Score: Raw -3363339.862196 + Penalty 992.723741 = -3362347.138455 nChanged 22 SP:Iteration 62Q (77.630000 sec): 3 clusters Score: Raw -3363341.186390 + Penalty 992.723741 = -3362348.462649 nChanged 26 SP:Iteration 63Q (77.680000 sec): 3 clusters Score: Raw -3363342.642587 + Penalty 992.723741 = -3362349.918846 nChanged 18 SP:Iteration 64Q (77.720000 sec): 3 clusters Score: Raw -3363343.582691 + Penalty 992.723741 = -3362350.858950 nChanged 19 SP:Iteration 65Q (77.770000 sec): 3 clusters Score: Raw -3363344.507508 + Penalty 992.723741 = -3362351.783766 nChanged 27 SP:Iteration 66Q (77.820000 sec): 3 clusters Score: Raw -3363346.283844 + Penalty 992.723741 = -3362353.560103 nChanged 30 SP:Iteration 67Q (77.860000 sec): 3 clusters Score: Raw -3363348.436743 + Penalty 992.723741 = -3362355.713002 nChanged 29 SP:Iteration 68Q (77.910000 sec): 3 clusters Score: Raw -3363349.872580 + Penalty 992.723741 = -3362357.148839 nChanged 22 SP:Iteration 69Q (77.960000 sec): 3 clusters Score: Raw -3363350.942145 + Penalty 992.723741 = -3362358.218404 nChanged 25 SP:Iteration 70Q (78.000000 sec): 3 clusters Score: Raw -3363351.939738 + Penalty 992.723741 = -3362359.215997 nChanged 10 SP:Iteration 71Q (78.050000 sec): 3 clusters Score: Raw -3363352.339639 + Penalty 992.723741 = -3362359.615898 nChanged 8 SP:Iteration 72Q (78.090000 sec): 3 clusters Score: Raw -3363352.575024 + Penalty 992.723741 = -3362359.851282 nChanged 14 SP:Iteration 73Q (78.140000 sec): 3 clusters Score: Raw -3363353.007218 + Penalty 992.723741 = -3362360.283477 nChanged 14 SP:Iteration 74Q (78.180000 sec): 3 clusters Score: Raw -3363353.814561 + Penalty 992.723741 = -3362361.090819 nChanged 26 SP:Iteration 75Q (78.220000 sec): 3 clusters Score: Raw -3363355.468414 + Penalty 992.723741 = -3362362.744673 nChanged 33 SP:Iteration 76Q (78.270000 sec): 3 clusters Score: Raw -3363358.460241 + Penalty 992.723741 = -3362365.736499 nChanged 35 SP:Iteration 77Q (78.320000 sec): 3 clusters Score: Raw -3363361.022819 + Penalty 992.723741 = -3362368.299078 nChanged 28 SP:Iteration 78Q (78.360000 sec): 3 clusters Score: Raw -3363362.960140 + Penalty 992.723741 = -3362370.236399 nChanged 38 SP:Iteration 79Q (78.400000 sec): 3 clusters Score: Raw -3363365.916824 + Penalty 992.723741 = -3362373.193083 nChanged 34 SP:Iteration 80F (78.460000 sec): 3 clusters Score: Raw -3363368.404742 + Penalty 992.723741 = -3362375.681001 nChanged 42 SP:Iteration 81Q (78.510000 sec): 3 clusters Score: Raw -3363371.631903 + Penalty 992.723741 = -3362378.908162 nChanged 30 SP:Iteration 82Q (78.550000 sec): 3 clusters Score: Raw -3363373.571793 + Penalty 992.723741 = -3362380.848052 nChanged 29 SP:Iteration 83Q (78.600000 sec): 3 clusters Score: Raw -3363375.025272 + Penalty 992.723741 = -3362382.301531 nChanged 30 SP:Iteration 84Q (78.640000 sec): 3 clusters Score: Raw -3363377.124780 + Penalty 992.723741 = -3362384.401039 nChanged 25 SP:Iteration 85Q (78.690000 sec): 3 clusters Score: Raw -3363378.302844 + Penalty 992.723741 = -3362385.579103 nChanged 16 SP:Iteration 86Q (78.730000 sec): 3 clusters Score: Raw -3363378.960270 + Penalty 992.723741 = -3362386.236529 nChanged 11 SP:Iteration 87Q (78.780000 sec): 3 clusters Score: Raw -3363379.502865 + Penalty 992.723741 = -3362386.779124 nChanged 12 SP:Iteration 88Q (78.820000 sec): 3 clusters Score: Raw -3363379.797069 + Penalty 992.723741 = -3362387.073328 nChanged 8 SP:Iteration 89Q (78.870000 sec): 3 clusters Score: Raw -3363380.115540 + Penalty 992.723741 = -3362387.391799 nChanged 7 SP:Iteration 90Q (78.910000 sec): 3 clusters Score: Raw -3363380.360585 + Penalty 992.723741 = -3362387.636844 nChanged 6 SP:Iteration 91Q (78.960000 sec): 3 clusters Score: Raw -3363380.536519 + Penalty 992.723741 = -3362387.812778 nChanged 2 SP:Iteration 92Q (79.000000 sec): 3 clusters Score: Raw -3363380.583404 + Penalty 992.723741 = -3362387.859663 nChanged 5 SP:Iteration 93Q (79.050000 sec): 3 clusters Score: Raw -3363380.670533 + Penalty 992.723741 = -3362387.946792 nChanged 3 SP:Iteration 94Q (79.090000 sec): 3 clusters Score: Raw -3363380.713946 + Penalty 992.723741 = -3362387.990205 nChanged 2 SP:Iteration 95Q (79.140000 sec): 3 clusters Score: Raw -3363380.727037 + Penalty 992.723741 = -3362388.003296 nChanged 1 SP:Iteration 96Q (79.180000 sec): 3 clusters Score: Raw -3363380.738079 + Penalty 992.723741 = -3362388.014338 nChanged 1 SP:Iteration 97Q (79.230000 sec): 3 clusters Score: Raw -3363380.744118 + Penalty 992.723741 = -3362388.020377 nChanged 0 SP:Iteration 98F (79.280000 sec): 3 clusters Score: Raw -3363380.744118 + Penalty 992.723741 = -3362388.020377 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (2637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.300000 sec): 2 clusters Score: Raw -130889.528181 + Penalty 358.421572 = -130531.106609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.310000 sec): 3 clusters Score: Raw -129545.658105 + Penalty 716.843144 = -128828.814961 nChanged 1160 SP:Iteration 1F (79.310000 sec): 3 clusters Score: Raw -131504.031260 + Penalty 716.843144 = -130787.188116 nChanged 345 SP:Iteration 2F (79.310000 sec): 3 clusters Score: Raw -132980.409712 + Penalty 716.843144 = -132263.566568 nChanged 382 SP:Iteration 3F (79.320000 sec): 3 clusters Score: Raw -133982.017889 + Penalty 716.843144 = -133265.174745 nChanged 169 SP:Iteration 4F (79.320000 sec): 3 clusters Score: Raw -134371.697771 + Penalty 716.843144 = -133654.854627 nChanged 93 SP:Iteration 5Q (79.320000 sec): 3 clusters Score: Raw -134546.022533 + Penalty 716.843144 = -133829.179389 nChanged 36 SP:Iteration 6Q (79.320000 sec): 3 clusters Score: Raw -134577.871095 + Penalty 716.843144 = -133861.027951 nChanged 16 SP:Iteration 7Q (79.320000 sec): 3 clusters Score: Raw -134598.231238 + Penalty 716.843144 = -133881.388095 nChanged 11 SP:Iteration 8Q (79.330000 sec): 3 clusters Score: Raw -134613.106809 + Penalty 716.843144 = -133896.263665 nChanged 12 SP:Iteration 9Q (79.330000 sec): 3 clusters Score: Raw -134632.460269 + Penalty 716.843144 = -133915.617125 nChanged 12 SP:Iteration 10Q (79.330000 sec): 3 clusters Score: Raw -134656.910029 + Penalty 716.843144 = -133940.066885 nChanged 16 SP:Iteration 11Q (79.330000 sec): 3 clusters Score: Raw -134691.943243 + Penalty 716.843144 = -133975.100099 nChanged 20 SP:Iteration 12Q (79.340000 sec): 3 clusters Score: Raw -134729.420078 + Penalty 716.843144 = -134012.576934 nChanged 10 SP:Iteration 13Q (79.340000 sec): 3 clusters Score: Raw -134746.721369 + Penalty 716.843144 = -134029.878225 nChanged 7 SP:Iteration 14Q (79.340000 sec): 3 clusters Score: Raw -134753.823298 + Penalty 716.843144 = -134036.980154 nChanged 5 SP:Iteration 15Q (79.340000 sec): 3 clusters Score: Raw -134754.852897 + Penalty 716.843144 = -134038.009753 nChanged 0 SP:Iteration 16F (79.340000 sec): 3 clusters Score: Raw -134754.852897 + Penalty 716.843144 = -134038.009753 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (21346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.380000 sec): 2 clusters Score: Raw -1216944.079284 + Penalty 453.572194 = -1216490.507090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.400000 sec): 3 clusters Score: Raw -1203068.788869 + Penalty 907.144388 = -1202161.644481 nChanged 10267 SP:Iteration 1F (79.420000 sec): 3 clusters Score: Raw -1208920.645886 + Penalty 907.144388 = -1208013.501498 nChanged 845 SP:Iteration 2Q (79.440000 sec): 3 clusters Score: Raw -1209130.599442 + Penalty 907.144388 = -1208223.455055 nChanged 769 SP:Iteration 3Q (79.460000 sec): 3 clusters Score: Raw -1209353.799931 + Penalty 907.144388 = -1208446.655543 nChanged 790 SP:Iteration 4Q (79.480000 sec): 3 clusters Score: Raw -1209630.849895 + Penalty 907.144388 = -1208723.705507 nChanged 926 SP:Iteration 5Q (79.500000 sec): 3 clusters Score: Raw -1210060.636005 + Penalty 907.144388 = -1209153.491617 nChanged 1222 SP:Iteration 6F (79.520000 sec): 3 clusters Score: Raw -1210835.046487 + Penalty 907.144388 = -1209927.902099 nChanged 1599 SP:Iteration 7F (79.550000 sec): 3 clusters Score: Raw -1212133.673191 + Penalty 907.144388 = -1211226.528803 nChanged 1821 SP:Iteration 8F (79.570000 sec): 3 clusters Score: Raw -1213918.682157 + Penalty 907.144388 = -1213011.537769 nChanged 1598 SP:Iteration 9F (79.590000 sec): 3 clusters Score: Raw -1215645.837153 + Penalty 907.144388 = -1214738.692765 nChanged 883 SP:Iteration 10Q (79.610000 sec): 3 clusters Score: Raw -1216578.312480 + Penalty 907.144388 = -1215671.168092 nChanged 303 SP:Iteration 11Q (79.630000 sec): 3 clusters Score: Raw -1216890.828224 + Penalty 907.144388 = -1215983.683836 nChanged 64 SP:Iteration 12Q (79.650000 sec): 3 clusters Score: Raw -1216958.168056 + Penalty 907.144388 = -1216051.023668 nChanged 17 SP:Iteration 13Q (79.660000 sec): 3 clusters Score: Raw -1216985.083402 + Penalty 907.144388 = -1216077.939014 nChanged 5 SP:Iteration 14Q (79.680000 sec): 3 clusters Score: Raw -1216996.083869 + Penalty 907.144388 = -1216088.939481 nChanged 1 SP:Iteration 15Q (79.700000 sec): 3 clusters Score: Raw -1216998.807094 + Penalty 907.144388 = -1216091.662706 nChanged 0 SP:Iteration 16F (79.720000 sec): 3 clusters Score: Raw -1216998.807094 + Penalty 907.144388 = -1216091.662706 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (5751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.730000 sec): 2 clusters Score: Raw -327639.157128 + Penalty 393.899371 = -327245.257757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.730000 sec): 3 clusters Score: Raw -324132.934608 + Penalty 787.798742 = -323345.135866 nChanged 2606 SP:Iteration 1F (79.740000 sec): 3 clusters Score: Raw -325794.815993 + Penalty 787.798742 = -325007.017251 nChanged 427 SP:Iteration 2F (79.740000 sec): 3 clusters Score: Raw -326067.283035 + Penalty 787.798742 = -325279.484293 nChanged 412 SP:Iteration 3F (79.750000 sec): 3 clusters Score: Raw -326371.606555 + Penalty 787.798742 = -325583.807813 nChanged 354 SP:Iteration 4F (79.760000 sec): 3 clusters Score: Raw -326647.045753 + Penalty 787.798742 = -325859.247011 nChanged 298 SP:Iteration 5F (79.760000 sec): 3 clusters Score: Raw -326846.172994 + Penalty 787.798742 = -326058.374252 nChanged 224 SP:Iteration 6Q (79.770000 sec): 3 clusters Score: Raw -326968.141777 + Penalty 787.798742 = -326180.343035 nChanged 176 SP:Iteration 7Q (79.770000 sec): 3 clusters Score: Raw -327056.816169 + Penalty 787.798742 = -326269.017427 nChanged 154 SP:Iteration 8Q (79.780000 sec): 3 clusters Score: Raw -327109.208726 + Penalty 787.798742 = -326321.409984 nChanged 116 SP:Iteration 9Q (79.780000 sec): 3 clusters Score: Raw -327147.999665 + Penalty 787.798742 = -326360.200923 nChanged 85 SP:Iteration 10Q (79.790000 sec): 3 clusters Score: Raw -327181.362389 + Penalty 787.798742 = -326393.563647 nChanged 71 SP:Iteration 11Q (79.800000 sec): 3 clusters Score: Raw -327204.185281 + Penalty 787.798742 = -326416.386539 nChanged 66 SP:Iteration 12Q (79.800000 sec): 3 clusters Score: Raw -327223.071040 + Penalty 787.798742 = -326435.272298 nChanged 55 SP:Iteration 13Q (79.810000 sec): 3 clusters Score: Raw -327236.126522 + Penalty 787.798742 = -326448.327780 nChanged 48 SP:Iteration 14Q (79.810000 sec): 3 clusters Score: Raw -327246.752869 + Penalty 787.798742 = -326458.954127 nChanged 40 SP:Iteration 15Q (79.820000 sec): 3 clusters Score: Raw -327254.942574 + Penalty 787.798742 = -326467.143832 nChanged 35 SP:Iteration 16Q (79.820000 sec): 3 clusters Score: Raw -327262.327275 + Penalty 787.798742 = -326474.528533 nChanged 36 SP:Iteration 17Q (79.830000 sec): 3 clusters Score: Raw -327267.490852 + Penalty 787.798742 = -326479.692111 nChanged 22 SP:Iteration 18Q (79.830000 sec): 3 clusters Score: Raw -327270.612492 + Penalty 787.798742 = -326482.813750 nChanged 19 SP:Iteration 19Q (79.840000 sec): 3 clusters Score: Raw -327273.492782 + Penalty 787.798742 = -326485.694040 nChanged 21 SP:Iteration 20F (79.840000 sec): 3 clusters Score: Raw -327276.731027 + Penalty 787.798742 = -326488.932285 nChanged 22 SP:Iteration 21Q (79.850000 sec): 3 clusters Score: Raw -327280.286246 + Penalty 787.798742 = -326492.487504 nChanged 22 SP:Iteration 22Q (79.860000 sec): 3 clusters Score: Raw -327284.468674 + Penalty 787.798742 = -326496.669932 nChanged 28 SP:Iteration 23Q (79.860000 sec): 3 clusters Score: Raw -327290.408292 + Penalty 787.798742 = -326502.609550 nChanged 45 SP:Iteration 24Q (79.860000 sec): 3 clusters Score: Raw -327303.119091 + Penalty 787.798742 = -326515.320349 nChanged 53 SP:Iteration 25Q (79.870000 sec): 3 clusters Score: Raw -327318.431001 + Penalty 787.798742 = -326530.632260 nChanged 50 SP:Iteration 26Q (79.880000 sec): 3 clusters Score: Raw -327331.495754 + Penalty 787.798742 = -326543.697012 nChanged 58 SP:Iteration 27Q (79.880000 sec): 3 clusters Score: Raw -327351.378467 + Penalty 787.798742 = -326563.579725 nChanged 69 SP:Iteration 28Q (79.890000 sec): 3 clusters Score: Raw -327382.532515 + Penalty 787.798742 = -326594.733773 nChanged 77 SP:Iteration 29Q (79.890000 sec): 3 clusters Score: Raw -327423.531572 + Penalty 787.798742 = -326635.732830 nChanged 77 SP:Iteration 30Q (79.900000 sec): 3 clusters Score: Raw -327481.217123 + Penalty 787.798742 = -326693.418382 nChanged 88 SP:Iteration 31Q (79.900000 sec): 3 clusters Score: Raw -327580.407860 + Penalty 787.798742 = -326792.609118 nChanged 85 SP:Iteration 32Q (79.910000 sec): 3 clusters Score: Raw -327679.646524 + Penalty 787.798742 = -326891.847782 nChanged 63 SP:Iteration 33Q (79.910000 sec): 3 clusters Score: Raw -327724.107085 + Penalty 787.798742 = -326936.308343 nChanged 63 SP:Iteration 34Q (79.920000 sec): 3 clusters Score: Raw -327769.021900 + Penalty 787.798742 = -326981.223158 nChanged 48 SP:Iteration 35Q (79.920000 sec): 3 clusters Score: Raw -327809.780009 + Penalty 787.798742 = -327021.981267 nChanged 39 SP:Iteration 36Q (79.930000 sec): 3 clusters Score: Raw -327831.781814 + Penalty 787.798742 = -327043.983072 nChanged 31 SP:Iteration 37Q (79.930000 sec): 3 clusters Score: Raw -327847.185038 + Penalty 787.798742 = -327059.386296 nChanged 22 SP:Iteration 38Q (79.940000 sec): 3 clusters Score: Raw -327855.840069 + Penalty 787.798742 = -327068.041327 nChanged 14 SP:Iteration 39Q (79.940000 sec): 3 clusters Score: Raw -327859.803398 + Penalty 787.798742 = -327072.004657 nChanged 9 SP:Iteration 40F (79.940000 sec): 3 clusters Score: Raw -327861.931518 + Penalty 787.798742 = -327074.132776 nChanged 6 SP:Iteration 41Q (79.950000 sec): 3 clusters Score: Raw -327864.018575 + Penalty 787.798742 = -327076.219833 nChanged 7 SP:Iteration 42Q (79.960000 sec): 3 clusters Score: Raw -327867.260164 + Penalty 787.798742 = -327079.461423 nChanged 9 SP:Iteration 43Q (79.960000 sec): 3 clusters Score: Raw -327869.410039 + Penalty 787.798742 = -327081.611298 nChanged 3 SP:Iteration 44Q (79.960000 sec): 3 clusters Score: Raw -327869.718465 + Penalty 787.798742 = -327081.919723 nChanged 2 SP:Iteration 45Q (79.970000 sec): 3 clusters Score: Raw -327870.093752 + Penalty 787.798742 = -327082.295010 nChanged 1 SP:Iteration 46Q (79.970000 sec): 3 clusters Score: Raw -327870.195621 + Penalty 787.798742 = -327082.396879 nChanged 0 SP:Iteration 47F (79.980000 sec): 3 clusters Score: Raw -327870.195621 + Penalty 787.798742 = -327082.396879 nChanged 0 Iteration 20F (84.540000 sec): 29 clusters Score: Raw -23809821.713351 + Penalty 16484.604892 = -23793337.108459 nChanged 12075 Iteration 21Q (86.730000 sec): 29 clusters Score: Raw -23817298.078805 + Penalty 16484.604892 = -23800813.473913 nChanged 9614 Iteration 22Q (88.900000 sec): 29 clusters Score: Raw -23822661.373632 + Penalty 16484.604892 = -23806176.768740 nChanged 8043 Iteration 23Q (91.070000 sec): 29 clusters Score: Raw -23826192.832589 + Penalty 16484.604892 = -23809708.227698 nChanged 6678 Iteration 24Q (93.220000 sec): 29 clusters Score: Raw -23828508.263207 + Penalty 16484.604892 = -23812023.658315 nChanged 5530 Iteration 25Q (95.340000 sec): 29 clusters Score: Raw -23830132.551332 + Penalty 16484.604892 = -23813647.946441 nChanged 4580 Iteration 26Q (97.450000 sec): 29 clusters Score: Raw -23831309.393808 + Penalty 16484.604892 = -23814824.788917 nChanged 3823 Iteration 27Q (99.550000 sec): 29 clusters Score: Raw -23832230.321807 + Penalty 16484.604892 = -23815745.716915 nChanged 3440 Iteration 28Q (101.650000 sec): 29 clusters Score: Raw -23832985.916534 + Penalty 16484.604892 = -23816501.311643 nChanged 3068 Iteration 29Q (103.720000 sec): 29 clusters Score: Raw -23833628.680318 + Penalty 16484.604892 = -23817144.075426 nChanged 2629 Iteration 30Q (105.800000 sec): 29 clusters Score: Raw -23834151.202133 + Penalty 16484.604892 = -23817666.597242 nChanged 2335 Iteration 31Q (107.860000 sec): 29 clusters Score: Raw -23834584.789968 + Penalty 16484.604892 = -23818100.185076 nChanged 2072 Iteration 32Q (109.930000 sec): 29 clusters Score: Raw -23834952.172673 + Penalty 16484.604892 = -23818467.567781 nChanged 1823 Iteration 33Q (111.990000 sec): 29 clusters Score: Raw -23835278.807675 + Penalty 16484.604892 = -23818794.202783 nChanged 1650 Iteration 34Q (114.030000 sec): 29 clusters Score: Raw -23835589.409682 + Penalty 16484.604892 = -23819104.804791 nChanged 1418 Iteration 35Q (116.090000 sec): 29 clusters Score: Raw -23835821.960716 + Penalty 16484.604892 = -23819337.355825 nChanged 1274 Iteration 36Q (118.140000 sec): 29 clusters Score: Raw -23836006.963667 + Penalty 16484.604892 = -23819522.358775 nChanged 1176 Iteration 37Q (120.190000 sec): 29 clusters Score: Raw -23836155.950000 + Penalty 16484.604892 = -23819671.345108 nChanged 1047 Iteration 38Q (122.230000 sec): 29 clusters Score: Raw -23836282.541438 + Penalty 16484.604892 = -23819797.936546 nChanged 972 Iteration 39Q (124.270000 sec): 29 clusters Score: Raw -23836394.106201 + Penalty 16484.604892 = -23819909.501309 nChanged 944 Iteration 40F (128.750000 sec): 29 clusters Score: Raw -23837114.584155 + Penalty 16484.604892 = -23820629.979263 nChanged 1146 Iteration 41Q (130.830000 sec): 29 clusters Score: Raw -23838019.194348 + Penalty 16484.604892 = -23821534.589456 nChanged 953 Iteration 42Q (132.890000 sec): 29 clusters Score: Raw -23838380.602193 + Penalty 16484.604892 = -23821895.997301 nChanged 801 Iteration 43Q (134.960000 sec): 29 clusters Score: Raw -23838597.883906 + Penalty 16484.604892 = -23822113.279014 nChanged 699 Iteration 44Q (137.020000 sec): 29 clusters Score: Raw -23838832.485687 + Penalty 16484.604892 = -23822347.880795 nChanged 695 Iteration 45Q (139.080000 sec): 29 clusters Score: Raw -23839145.625818 + Penalty 16484.604892 = -23822661.020926 nChanged 639 Iteration 46Q (141.150000 sec): 29 clusters Score: Raw -23839330.330677 + Penalty 16484.604892 = -23822845.725785 nChanged 558 Iteration 47Q (143.220000 sec): 29 clusters Score: Raw -23839483.841700 + Penalty 16484.604892 = -23822999.236809 nChanged 537 Iteration 48Q (145.290000 sec): 29 clusters Score: Raw -23839580.960100 + Penalty 16484.604892 = -23823096.355209 nChanged 439 Iteration 49Q (147.350000 sec): 29 clusters Score: Raw -23839628.157709 + Penalty 16484.604892 = -23823143.552817 nChanged 356 Iteration 50Q (149.420000 sec): 29 clusters Score: Raw -23839664.822527 + Penalty 16484.604892 = -23823180.217635 nChanged 347 Iteration 51Q (151.480000 sec): 29 clusters Score: Raw -23839690.962007 + Penalty 16484.604892 = -23823206.357116 nChanged 301 Iteration 52Q (153.540000 sec): 29 clusters Score: Raw -23839731.795336 + Penalty 16484.604892 = -23823247.190445 nChanged 237 Iteration 53Q (155.590000 sec): 29 clusters Score: Raw -23839753.980521 + Penalty 16484.604892 = -23823269.375630 nChanged 218 Iteration 54Q (157.670000 sec): 29 clusters Score: Raw -23839766.472196 + Penalty 16484.604892 = -23823281.867304 nChanged 193 Iteration 55Q (159.730000 sec): 29 clusters Score: Raw -23839778.070415 + Penalty 16484.604892 = -23823293.465524 nChanged 165 Iteration 56Q (161.800000 sec): 29 clusters Score: Raw -23839784.922419 + Penalty 16484.604892 = -23823300.317527 nChanged 172 Iteration 57Q (163.870000 sec): 29 clusters Score: Raw -23839790.458816 + Penalty 16484.604892 = -23823305.853925 nChanged 151 Iteration 58Q (165.930000 sec): 29 clusters Score: Raw -23839794.512404 + Penalty 16484.604892 = -23823309.907512 nChanged 125 Writing temp clu file Because OldScore, -23823305.853925, is greater than current (better) Score,-23823309.907512 Compute initial score before splitting: Score: Raw -23839794.512404 + Penalty 16484.604892 = -23823309.907512 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (3579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.010000 sec): 2 clusters Score: Raw -195203.432029 + Penalty 372.319161 = -194831.112868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.010000 sec): 3 clusters Score: Raw -193131.369918 + Penalty 744.638323 = -192386.731595 nChanged 1586 SP:Iteration 1F (166.020000 sec): 3 clusters Score: Raw -194125.297537 + Penalty 744.638323 = -193380.659215 nChanged 340 SP:Iteration 2F (166.020000 sec): 3 clusters Score: Raw -194566.151861 + Penalty 744.638323 = -193821.513538 nChanged 378 SP:Iteration 3F (166.020000 sec): 3 clusters Score: Raw -194921.484158 + Penalty 744.638323 = -194176.845836 nChanged 300 SP:Iteration 4F (166.030000 sec): 3 clusters Score: Raw -195158.633096 + Penalty 744.638323 = -194413.994773 nChanged 228 SP:Iteration 5F (166.030000 sec): 3 clusters Score: Raw -195334.947544 + Penalty 744.638323 = -194590.309221 nChanged 166 SP:Iteration 6Q (166.040000 sec): 3 clusters Score: Raw -195468.616168 + Penalty 744.638323 = -194723.977845 nChanged 101 SP:Iteration 7Q (166.040000 sec): 3 clusters Score: Raw -195551.517597 + Penalty 744.638323 = -194806.879275 nChanged 61 SP:Iteration 8Q (166.040000 sec): 3 clusters Score: Raw -195599.903641 + Penalty 744.638323 = -194855.265318 nChanged 48 SP:Iteration 9Q (166.040000 sec): 3 clusters Score: Raw -195647.692555 + Penalty 744.638323 = -194903.054232 nChanged 43 SP:Iteration 10Q (166.050000 sec): 3 clusters Score: Raw -195701.822746 + Penalty 744.638323 = -194957.184423 nChanged 49 SP:Iteration 11Q (166.050000 sec): 3 clusters Score: Raw -195754.768138 + Penalty 744.638323 = -195010.129815 nChanged 39 SP:Iteration 12Q (166.060000 sec): 3 clusters Score: Raw -195810.018092 + Penalty 744.638323 = -195065.379770 nChanged 39 SP:Iteration 13Q (166.060000 sec): 3 clusters Score: Raw -195840.174079 + Penalty 744.638323 = -195095.535756 nChanged 19 SP:Iteration 14Q (166.060000 sec): 3 clusters Score: Raw -195855.722546 + Penalty 744.638323 = -195111.084223 nChanged 17 SP:Iteration 15Q (166.070000 sec): 3 clusters Score: Raw -195878.664493 + Penalty 744.638323 = -195134.026170 nChanged 24 SP:Iteration 16Q (166.070000 sec): 3 clusters Score: Raw -195917.441772 + Penalty 744.638323 = -195172.803449 nChanged 23 SP:Iteration 17Q (166.080000 sec): 3 clusters Score: Raw -195961.980054 + Penalty 744.638323 = -195217.341731 nChanged 32 SP:Iteration 18Q (166.080000 sec): 3 clusters Score: Raw -196041.971023 + Penalty 744.638323 = -195297.332700 nChanged 24 SP:Iteration 19Q (166.080000 sec): 3 clusters Score: Raw -196068.946600 + Penalty 744.638323 = -195324.308278 nChanged 8 SP:Iteration 20F (166.080000 sec): 3 clusters Score: Raw -196083.194413 + Penalty 744.638323 = -195338.556090 nChanged 5 SP:Iteration 21Q (166.090000 sec): 3 clusters Score: Raw -196102.094122 + Penalty 744.638323 = -195357.455800 nChanged 7 SP:Iteration 22Q (166.090000 sec): 3 clusters Score: Raw -196103.798220 + Penalty 744.638323 = -195359.159897 nChanged 4 SP:Iteration 23Q (166.100000 sec): 3 clusters Score: Raw -196105.844590 + Penalty 744.638323 = -195361.206267 nChanged 3 SP:Iteration 24Q (166.100000 sec): 3 clusters Score: Raw -196107.396484 + Penalty 744.638323 = -195362.758161 nChanged 2 SP:Iteration 25Q (166.100000 sec): 3 clusters Score: Raw -196107.726281 + Penalty 744.638323 = -195363.087958 nChanged 2 SP:Iteration 26Q (166.100000 sec): 3 clusters Score: Raw -196107.973797 + Penalty 744.638323 = -195363.335474 nChanged 0 SP:Iteration 27F (166.110000 sec): 3 clusters Score: Raw -196107.973797 + Penalty 744.638323 = -195363.335474 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.110000 sec): 2 clusters Score: Raw -29515.720850 + Penalty 287.758333 = -29227.962518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.110000 sec): 3 clusters Score: Raw -29305.526661 + Penalty 575.516666 = -28730.009996 nChanged 230 SP:Iteration 1F (166.110000 sec): 3 clusters Score: Raw -29661.875086 + Penalty 575.516666 = -29086.358421 nChanged 72 SP:Iteration 2F (166.110000 sec): 3 clusters Score: Raw -29907.980947 + Penalty 575.516666 = -29332.464281 nChanged 40 SP:Iteration 3F (166.120000 sec): 3 clusters Score: Raw -30142.999832 + Penalty 575.516666 = -29567.483166 nChanged 25 SP:Iteration 4Q (166.120000 sec): 3 clusters Score: Raw -30185.452985 + Penalty 575.516666 = -29609.936320 nChanged 10 SP:Iteration 5Q (166.120000 sec): 3 clusters Score: Raw -30194.370959 + Penalty 575.516666 = -29618.854294 nChanged 7 SP:Iteration 6Q (166.120000 sec): 3 clusters Score: Raw -30197.659964 + Penalty 575.516666 = -29622.143298 nChanged 2 SP:Iteration 7Q (166.120000 sec): 3 clusters Score: Raw -30198.278318 + Penalty 575.516666 = -29622.761652 nChanged 0 SP:Iteration 8F (166.120000 sec): 3 clusters Score: Raw -30198.278318 + Penalty 575.516666 = -29622.761652 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.120000 sec): 2 clusters Score: Raw -82944.799037 + Penalty 329.677306 = -82615.121732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.120000 sec): 3 clusters Score: Raw -82197.378896 + Penalty 659.354611 = -81538.024285 nChanged 581 SP:Iteration 1F (166.120000 sec): 3 clusters Score: Raw -82528.292721 + Penalty 659.354611 = -81868.938110 nChanged 89 SP:Iteration 2F (166.130000 sec): 3 clusters Score: Raw -82578.455841 + Penalty 659.354611 = -81919.101230 nChanged 67 SP:Iteration 3Q (166.130000 sec): 3 clusters Score: Raw -82613.402095 + Penalty 659.354611 = -81954.047484 nChanged 55 SP:Iteration 4Q (166.130000 sec): 3 clusters Score: Raw -82635.182900 + Penalty 659.354611 = -81975.828289 nChanged 36 SP:Iteration 5Q (166.130000 sec): 3 clusters Score: Raw -82652.181434 + Penalty 659.354611 = -81992.826823 nChanged 38 SP:Iteration 6Q (166.130000 sec): 3 clusters Score: Raw -82670.275088 + Penalty 659.354611 = -82010.920477 nChanged 30 SP:Iteration 7Q (166.140000 sec): 3 clusters Score: Raw -82684.025584 + Penalty 659.354611 = -82024.670973 nChanged 39 SP:Iteration 8Q (166.140000 sec): 3 clusters Score: Raw -82704.375854 + Penalty 659.354611 = -82045.021242 nChanged 46 SP:Iteration 9Q (166.140000 sec): 3 clusters Score: Raw -82735.217711 + Penalty 659.354611 = -82075.863100 nChanged 41 SP:Iteration 10Q (166.140000 sec): 3 clusters Score: Raw -82770.862243 + Penalty 659.354611 = -82111.507632 nChanged 44 SP:Iteration 11Q (166.140000 sec): 3 clusters Score: Raw -82805.621445 + Penalty 659.354611 = -82146.266834 nChanged 41 SP:Iteration 12Q (166.140000 sec): 3 clusters Score: Raw -82836.050212 + Penalty 659.354611 = -82176.695601 nChanged 39 SP:Iteration 13Q (166.140000 sec): 3 clusters Score: Raw -82859.227354 + Penalty 659.354611 = -82199.872743 nChanged 22 SP:Iteration 14Q (166.140000 sec): 3 clusters Score: Raw -82870.331302 + Penalty 659.354611 = -82210.976691 nChanged 20 SP:Iteration 15Q (166.150000 sec): 3 clusters Score: Raw -82883.112985 + Penalty 659.354611 = -82223.758374 nChanged 22 SP:Iteration 16Q (166.150000 sec): 3 clusters Score: Raw -82897.089974 + Penalty 659.354611 = -82237.735362 nChanged 17 SP:Iteration 17Q (166.150000 sec): 3 clusters Score: Raw -82906.184760 + Penalty 659.354611 = -82246.830148 nChanged 13 SP:Iteration 18Q (166.150000 sec): 3 clusters Score: Raw -82914.803599 + Penalty 659.354611 = -82255.448988 nChanged 12 SP:Iteration 19Q (166.150000 sec): 3 clusters Score: Raw -82922.828714 + Penalty 659.354611 = -82263.474103 nChanged 10 SP:Iteration 20F (166.150000 sec): 3 clusters Score: Raw -82932.884863 + Penalty 659.354611 = -82273.530251 nChanged 13 SP:Iteration 21Q (166.160000 sec): 3 clusters Score: Raw -82946.420444 + Penalty 659.354611 = -82287.065833 nChanged 8 SP:Iteration 22Q (166.160000 sec): 3 clusters Score: Raw -82953.817728 + Penalty 659.354611 = -82294.463116 nChanged 8 SP:Iteration 23Q (166.160000 sec): 3 clusters Score: Raw -82963.760518 + Penalty 659.354611 = -82304.405907 nChanged 7 SP:Iteration 24Q (166.160000 sec): 3 clusters Score: Raw -82976.498994 + Penalty 659.354611 = -82317.144382 nChanged 11 SP:Iteration 25Q (166.160000 sec): 3 clusters Score: Raw -82986.069867 + Penalty 659.354611 = -82326.715256 nChanged 5 SP:Iteration 26Q (166.160000 sec): 3 clusters Score: Raw -82990.881742 + Penalty 659.354611 = -82331.527130 nChanged 6 SP:Iteration 27Q (166.160000 sec): 3 clusters Score: Raw -82995.454813 + Penalty 659.354611 = -82336.100202 nChanged 4 SP:Iteration 28Q (166.160000 sec): 3 clusters Score: Raw -82997.739196 + Penalty 659.354611 = -82338.384584 nChanged 4 SP:Iteration 29Q (166.160000 sec): 3 clusters Score: Raw -83001.816691 + Penalty 659.354611 = -82342.462080 nChanged 6 SP:Iteration 30Q (166.170000 sec): 3 clusters Score: Raw -83007.615845 + Penalty 659.354611 = -82348.261234 nChanged 3 SP:Iteration 31Q (166.170000 sec): 3 clusters Score: Raw -83008.772536 + Penalty 659.354611 = -82349.417925 nChanged 3 SP:Iteration 32Q (166.170000 sec): 3 clusters Score: Raw -83012.442161 + Penalty 659.354611 = -82353.087550 nChanged 2 SP:Iteration 33Q (166.170000 sec): 3 clusters Score: Raw -83014.838724 + Penalty 659.354611 = -82355.484112 nChanged 2 SP:Iteration 34Q (166.170000 sec): 3 clusters Score: Raw -83017.172630 + Penalty 659.354611 = -82357.818019 nChanged 3 SP:Iteration 35Q (166.170000 sec): 3 clusters Score: Raw -83020.051594 + Penalty 659.354611 = -82360.696983 nChanged 1 SP:Iteration 36Q (166.180000 sec): 3 clusters Score: Raw -83021.091561 + Penalty 659.354611 = -82361.736950 nChanged 1 SP:Iteration 37Q (166.180000 sec): 3 clusters Score: Raw -83022.000228 + Penalty 659.354611 = -82362.645616 nChanged 1 SP:Iteration 38Q (166.180000 sec): 3 clusters Score: Raw -83022.881885 + Penalty 659.354611 = -82363.527274 nChanged 1 SP:Iteration 39Q (166.180000 sec): 3 clusters Score: Raw -83023.825881 + Penalty 659.354611 = -82364.471270 nChanged 2 SP:Iteration 40F (166.180000 sec): 3 clusters Score: Raw -83024.691113 + Penalty 659.354611 = -82365.336502 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (40884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (166.250000 sec): 2 clusters Score: Raw -2321234.728935 + Penalty 483.141480 = -2320751.587455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (166.300000 sec): 3 clusters Score: Raw -2294282.658847 + Penalty 966.282960 = -2293316.375886 nChanged 19840 SP:Iteration 1F (166.350000 sec): 3 clusters Score: Raw -2306687.999229 + Penalty 966.282960 = -2305721.716269 nChanged 2307 SP:Iteration 2F (166.400000 sec): 3 clusters Score: Raw -2307729.849966 + Penalty 966.282960 = -2306763.567006 nChanged 2608 SP:Iteration 3F (166.450000 sec): 3 clusters Score: Raw -2309010.732605 + Penalty 966.282960 = -2308044.449645 nChanged 2854 SP:Iteration 4F (166.500000 sec): 3 clusters Score: Raw -2310571.940355 + Penalty 966.282960 = -2309605.657395 nChanged 2774 SP:Iteration 5F (166.550000 sec): 3 clusters Score: Raw -2312150.481505 + Penalty 966.282960 = -2311184.198545 nChanged 2538 SP:Iteration 6F (166.600000 sec): 3 clusters Score: Raw -2313622.986640 + Penalty 966.282960 = -2312656.703680 nChanged 2167 SP:Iteration 7F (166.640000 sec): 3 clusters Score: Raw -2314935.128748 + Penalty 966.282960 = -2313968.845788 nChanged 1843 SP:Iteration 8Q (166.700000 sec): 3 clusters Score: Raw -2316133.528097 + Penalty 966.282960 = -2315167.245137 nChanged 1596 SP:Iteration 9Q (166.750000 sec): 3 clusters Score: Raw -2317259.401861 + Penalty 966.282960 = -2316293.118901 nChanged 1424 SP:Iteration 10Q (166.800000 sec): 3 clusters Score: Raw -2318411.115816 + Penalty 966.282960 = -2317444.832856 nChanged 1212 SP:Iteration 11Q (166.850000 sec): 3 clusters Score: Raw -2319525.599541 + Penalty 966.282960 = -2318559.316581 nChanged 944 SP:Iteration 12Q (166.900000 sec): 3 clusters Score: Raw -2320458.555380 + Penalty 966.282960 = -2319492.272420 nChanged 562 SP:Iteration 13Q (166.950000 sec): 3 clusters Score: Raw -2320948.049725 + Penalty 966.282960 = -2319981.766765 nChanged 250 SP:Iteration 14Q (167.000000 sec): 3 clusters Score: Raw -2321135.648630 + Penalty 966.282960 = -2320169.365669 nChanged 105 SP:Iteration 15Q (167.040000 sec): 3 clusters Score: Raw -2321210.261750 + Penalty 966.282960 = -2320243.978790 nChanged 53 SP:Iteration 16Q (167.080000 sec): 3 clusters Score: Raw -2321249.012858 + Penalty 966.282960 = -2320282.729898 nChanged 18 SP:Iteration 17Q (167.120000 sec): 3 clusters Score: Raw -2321263.567879 + Penalty 966.282960 = -2320297.284919 nChanged 12 SP:Iteration 18Q (167.150000 sec): 3 clusters Score: Raw -2321269.903763 + Penalty 966.282960 = -2320303.620803 nChanged 4 SP:Iteration 19Q (167.190000 sec): 3 clusters Score: Raw -2321275.996238 + Penalty 966.282960 = -2320309.713278 nChanged 4 SP:Iteration 20F (167.240000 sec): 3 clusters Score: Raw -2321282.499260 + Penalty 966.282960 = -2320316.216299 nChanged 9 SP:Iteration 21Q (167.280000 sec): 3 clusters Score: Raw -2321292.636164 + Penalty 966.282960 = -2320326.353204 nChanged 6 SP:Iteration 22Q (167.310000 sec): 3 clusters Score: Raw -2321297.796259 + Penalty 966.282960 = -2320331.513299 nChanged 4 SP:Iteration 23Q (167.350000 sec): 3 clusters Score: Raw -2321304.118960 + Penalty 966.282960 = -2320337.836000 nChanged 4 SP:Iteration 24Q (167.390000 sec): 3 clusters Score: Raw -2321306.928408 + Penalty 966.282960 = -2320340.645448 nChanged 1 SP:Iteration 25Q (167.420000 sec): 3 clusters Score: Raw -2321307.422598 + Penalty 966.282960 = -2320341.139638 nChanged 0 SP:Iteration 26F (167.470000 sec): 3 clusters Score: Raw -2321307.422598 + Penalty 966.282960 = -2320341.139638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.490000 sec): 2 clusters Score: Raw -198913.466297 + Penalty 368.736507 = -198544.729790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.500000 sec): 3 clusters Score: Raw -196985.246122 + Penalty 737.473014 = -196247.773108 nChanged 1459 SP:Iteration 1F (167.500000 sec): 3 clusters Score: Raw -197758.708562 + Penalty 737.473014 = -197021.235548 nChanged 219 SP:Iteration 2F (167.500000 sec): 3 clusters Score: Raw -197887.528194 + Penalty 737.473014 = -197150.055179 nChanged 188 SP:Iteration 3F (167.510000 sec): 3 clusters Score: Raw -198031.284013 + Penalty 737.473014 = -197293.810998 nChanged 182 SP:Iteration 4F (167.510000 sec): 3 clusters Score: Raw -198179.886221 + Penalty 737.473014 = -197442.413207 nChanged 188 SP:Iteration 5F (167.520000 sec): 3 clusters Score: Raw -198307.112317 + Penalty 737.473014 = -197569.639303 nChanged 155 SP:Iteration 6Q (167.520000 sec): 3 clusters Score: Raw -198417.380263 + Penalty 737.473014 = -197679.907249 nChanged 151 SP:Iteration 7Q (167.520000 sec): 3 clusters Score: Raw -198538.208066 + Penalty 737.473014 = -197800.735052 nChanged 125 SP:Iteration 8Q (167.530000 sec): 3 clusters Score: Raw -198636.013453 + Penalty 737.473014 = -197898.540439 nChanged 101 SP:Iteration 9Q (167.530000 sec): 3 clusters Score: Raw -198730.022754 + Penalty 737.473014 = -197992.549740 nChanged 87 SP:Iteration 10Q (167.530000 sec): 3 clusters Score: Raw -198812.421180 + Penalty 737.473014 = -198074.948166 nChanged 77 SP:Iteration 11Q (167.540000 sec): 3 clusters Score: Raw -198893.202108 + Penalty 737.473014 = -198155.729094 nChanged 66 SP:Iteration 12Q (167.540000 sec): 3 clusters Score: Raw -198945.878435 + Penalty 737.473014 = -198208.405421 nChanged 39 SP:Iteration 13Q (167.540000 sec): 3 clusters Score: Raw -198965.617888 + Penalty 737.473014 = -198228.144874 nChanged 28 SP:Iteration 14Q (167.550000 sec): 3 clusters Score: Raw -198981.558103 + Penalty 737.473014 = -198244.085089 nChanged 26 SP:Iteration 15Q (167.550000 sec): 3 clusters Score: Raw -198998.696594 + Penalty 737.473014 = -198261.223580 nChanged 22 SP:Iteration 16Q (167.550000 sec): 3 clusters Score: Raw -199007.237010 + Penalty 737.473014 = -198269.763996 nChanged 13 SP:Iteration 17Q (167.560000 sec): 3 clusters Score: Raw -199013.478392 + Penalty 737.473014 = -198276.005378 nChanged 11 SP:Iteration 18Q (167.560000 sec): 3 clusters Score: Raw -199020.302543 + Penalty 737.473014 = -198282.829529 nChanged 14 SP:Iteration 19Q (167.560000 sec): 3 clusters Score: Raw -199028.674419 + Penalty 737.473014 = -198291.201404 nChanged 18 SP:Iteration 20F (167.570000 sec): 3 clusters Score: Raw -199038.786678 + Penalty 737.473014 = -198301.313664 nChanged 20 SP:Iteration 21Q (167.570000 sec): 3 clusters Score: Raw -199049.348069 + Penalty 737.473014 = -198311.875055 nChanged 13 SP:Iteration 22Q (167.570000 sec): 3 clusters Score: Raw -199056.038909 + Penalty 737.473014 = -198318.565895 nChanged 10 SP:Iteration 23Q (167.580000 sec): 3 clusters Score: Raw -199059.748869 + Penalty 737.473014 = -198322.275855 nChanged 11 SP:Iteration 24Q (167.580000 sec): 3 clusters Score: Raw -199064.592567 + Penalty 737.473014 = -198327.119553 nChanged 6 SP:Iteration 25Q (167.580000 sec): 3 clusters Score: Raw -199066.404632 + Penalty 737.473014 = -198328.931618 nChanged 5 SP:Iteration 26Q (167.580000 sec): 3 clusters Score: Raw -199068.544525 + Penalty 737.473014 = -198331.071511 nChanged 6 SP:Iteration 27Q (167.590000 sec): 3 clusters Score: Raw -199070.247641 + Penalty 737.473014 = -198332.774627 nChanged 5 SP:Iteration 28Q (167.590000 sec): 3 clusters Score: Raw -199072.375084 + Penalty 737.473014 = -198334.902070 nChanged 5 SP:Iteration 29Q (167.590000 sec): 3 clusters Score: Raw -199074.842763 + Penalty 737.473014 = -198337.369749 nChanged 8 SP:Iteration 30Q (167.600000 sec): 3 clusters Score: Raw -199078.822430 + Penalty 737.473014 = -198341.349416 nChanged 7 SP:Iteration 31Q (167.600000 sec): 3 clusters Score: Raw -199085.359792 + Penalty 737.473014 = -198347.886777 nChanged 9 SP:Iteration 32Q (167.600000 sec): 3 clusters Score: Raw -199096.125005 + Penalty 737.473014 = -198358.651991 nChanged 11 SP:Iteration 33Q (167.600000 sec): 3 clusters Score: Raw -199113.259622 + Penalty 737.473014 = -198375.786608 nChanged 14 SP:Iteration 34Q (167.610000 sec): 3 clusters Score: Raw -199127.734520 + Penalty 737.473014 = -198390.261506 nChanged 16 SP:Iteration 35Q (167.610000 sec): 3 clusters Score: Raw -199134.202242 + Penalty 737.473014 = -198396.729228 nChanged 9 SP:Iteration 36Q (167.620000 sec): 3 clusters Score: Raw -199137.233918 + Penalty 737.473014 = -198399.760904 nChanged 8 SP:Iteration 37Q (167.620000 sec): 3 clusters Score: Raw -199140.143329 + Penalty 737.473014 = -198402.670315 nChanged 7 SP:Iteration 38Q (167.620000 sec): 3 clusters Score: Raw -199142.119457 + Penalty 737.473014 = -198404.646443 nChanged 9 SP:Iteration 39Q (167.620000 sec): 3 clusters Score: Raw -199144.538674 + Penalty 737.473014 = -198407.065660 nChanged 3 SP:Iteration 40F (167.630000 sec): 3 clusters Score: Raw -199145.204761 + Penalty 737.473014 = -198407.731747 nChanged 2 SP:Iteration 41Q (167.630000 sec): 3 clusters Score: Raw -199145.616111 + Penalty 737.473014 = -198408.143097 nChanged 1 SP:Iteration 42Q (167.630000 sec): 3 clusters Score: Raw -199145.684267 + Penalty 737.473014 = -198408.211253 nChanged 0 SP:Iteration 43F (167.640000 sec): 3 clusters Score: Raw -199145.684267 + Penalty 737.473014 = -198408.211253 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.640000 sec): 2 clusters Score: Raw -14613.786087 + Penalty 269.187194 = -14344.598893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.640000 sec): 3 clusters Score: Raw -14601.873582 + Penalty 538.374388 = -14063.499194 nChanged 161 SP:Iteration 1F (167.640000 sec): 3 clusters Score: Raw -15130.914297 + Penalty 538.374388 = -14592.539909 nChanged 53 SP:Iteration 2F (167.640000 sec): 3 clusters Score: Raw -15298.889216 + Penalty 538.374388 = -14760.514828 nChanged 18 SP:Iteration 3Q (167.640000 sec): 3 clusters Score: Raw -15403.571662 + Penalty 538.374388 = -14865.197274 nChanged 11 SP:Iteration 4Q (167.640000 sec): 3 clusters Score: Raw -15532.916295 + Penalty 538.374388 = -14994.541907 nChanged 4 SP:Iteration 5Q (167.640000 sec): 3 clusters Score: Raw -15567.028095 + Penalty 538.374388 = -15028.653707 nChanged 1 SP:Iteration 6Q (167.640000 sec): 3 clusters Score: Raw -15568.512726 + Penalty 538.374388 = -15030.138338 nChanged 0 SP:Iteration 7F (167.640000 sec): 3 clusters Score: Raw -15568.512726 + Penalty 538.374388 = -15030.138338 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.650000 sec): 2 clusters Score: Raw -72921.664138 + Penalty 329.579840 = -72592.084298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.650000 sec): 3 clusters Score: Raw -72230.063926 + Penalty 659.159681 = -71570.904245 nChanged 561 SP:Iteration 1F (167.650000 sec): 3 clusters Score: Raw -72742.493418 + Penalty 659.159681 = -72083.333737 nChanged 144 SP:Iteration 2F (167.650000 sec): 3 clusters Score: Raw -72943.060761 + Penalty 659.159681 = -72283.901080 nChanged 144 SP:Iteration 3F (167.650000 sec): 3 clusters Score: Raw -73157.348495 + Penalty 659.159681 = -72498.188815 nChanged 97 SP:Iteration 4F (167.660000 sec): 3 clusters Score: Raw -73353.406776 + Penalty 659.159681 = -72694.247095 nChanged 82 SP:Iteration 5F (167.660000 sec): 3 clusters Score: Raw -73555.245869 + Penalty 659.159681 = -72896.086188 nChanged 55 SP:Iteration 6Q (167.660000 sec): 3 clusters Score: Raw -73651.742640 + Penalty 659.159681 = -72992.582959 nChanged 30 SP:Iteration 7Q (167.660000 sec): 3 clusters Score: Raw -73689.166293 + Penalty 659.159681 = -73030.006613 nChanged 23 SP:Iteration 8Q (167.660000 sec): 3 clusters Score: Raw -73710.156617 + Penalty 659.159681 = -73050.996937 nChanged 14 SP:Iteration 9Q (167.660000 sec): 3 clusters Score: Raw -73722.225691 + Penalty 659.159681 = -73063.066011 nChanged 7 SP:Iteration 10Q (167.660000 sec): 3 clusters Score: Raw -73727.240033 + Penalty 659.159681 = -73068.080352 nChanged 5 SP:Iteration 11Q (167.660000 sec): 3 clusters Score: Raw -73732.953898 + Penalty 659.159681 = -73073.794217 nChanged 9 SP:Iteration 12Q (167.660000 sec): 3 clusters Score: Raw -73741.008424 + Penalty 659.159681 = -73081.848743 nChanged 8 SP:Iteration 13Q (167.670000 sec): 3 clusters Score: Raw -73744.916616 + Penalty 659.159681 = -73085.756935 nChanged 6 SP:Iteration 14Q (167.670000 sec): 3 clusters Score: Raw -73749.469554 + Penalty 659.159681 = -73090.309873 nChanged 5 SP:Iteration 15Q (167.670000 sec): 3 clusters Score: Raw -73751.294388 + Penalty 659.159681 = -73092.134708 nChanged 2 SP:Iteration 16Q (167.670000 sec): 3 clusters Score: Raw -73751.878729 + Penalty 659.159681 = -73092.719048 nChanged 1 SP:Iteration 17Q (167.670000 sec): 3 clusters Score: Raw -73752.210460 + Penalty 659.159681 = -73093.050779 nChanged 1 SP:Iteration 18Q (167.670000 sec): 3 clusters Score: Raw -73752.548125 + Penalty 659.159681 = -73093.388445 nChanged 1 SP:Iteration 19Q (167.680000 sec): 3 clusters Score: Raw -73752.684075 + Penalty 659.159681 = -73093.524395 nChanged 0 SP:Iteration 20F (167.680000 sec): 3 clusters Score: Raw -73752.684075 + Penalty 659.159681 = -73093.524395 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (1185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.680000 sec): 2 clusters Score: Raw -58066.763030 + Penalty 322.026161 = -57744.736869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.680000 sec): 3 clusters Score: Raw -57537.853818 + Penalty 644.052323 = -56893.801495 nChanged 466 SP:Iteration 1F (167.680000 sec): 3 clusters Score: Raw -58149.292677 + Penalty 644.052323 = -57505.240355 nChanged 169 SP:Iteration 2F (167.680000 sec): 3 clusters Score: Raw -58336.305868 + Penalty 644.052323 = -57692.253545 nChanged 74 SP:Iteration 3F (167.680000 sec): 3 clusters Score: Raw -58397.566212 + Penalty 644.052323 = -57753.513889 nChanged 54 SP:Iteration 4Q (167.690000 sec): 3 clusters Score: Raw -58438.227654 + Penalty 644.052323 = -57794.175331 nChanged 29 SP:Iteration 5Q (167.690000 sec): 3 clusters Score: Raw -58458.329784 + Penalty 644.052323 = -57814.277461 nChanged 19 SP:Iteration 6Q (167.690000 sec): 3 clusters Score: Raw -58471.402703 + Penalty 644.052323 = -57827.350380 nChanged 15 SP:Iteration 7Q (167.690000 sec): 3 clusters Score: Raw -58483.288662 + Penalty 644.052323 = -57839.236339 nChanged 13 SP:Iteration 8Q (167.690000 sec): 3 clusters Score: Raw -58490.047361 + Penalty 644.052323 = -57845.995039 nChanged 13 SP:Iteration 9Q (167.690000 sec): 3 clusters Score: Raw -58497.891735 + Penalty 644.052323 = -57853.839412 nChanged 11 SP:Iteration 10Q (167.700000 sec): 3 clusters Score: Raw -58504.407063 + Penalty 644.052323 = -57860.354741 nChanged 6 SP:Iteration 11Q (167.700000 sec): 3 clusters Score: Raw -58505.847868 + Penalty 644.052323 = -57861.795546 nChanged 1 SP:Iteration 12Q (167.700000 sec): 3 clusters Score: Raw -58505.997811 + Penalty 644.052323 = -57861.945488 nChanged 1 SP:Iteration 13Q (167.700000 sec): 3 clusters Score: Raw -58506.682009 + Penalty 644.052323 = -57862.629686 nChanged 3 SP:Iteration 14Q (167.700000 sec): 3 clusters Score: Raw -58509.428634 + Penalty 644.052323 = -57865.376312 nChanged 3 SP:Iteration 15Q (167.700000 sec): 3 clusters Score: Raw -58512.830384 + Penalty 644.052323 = -57868.778062 nChanged 4 SP:Iteration 16Q (167.700000 sec): 3 clusters Score: Raw -58516.128632 + Penalty 644.052323 = -57872.076309 nChanged 2 SP:Iteration 17Q (167.700000 sec): 3 clusters Score: Raw -58517.906500 + Penalty 644.052323 = -57873.854178 nChanged 3 SP:Iteration 18Q (167.700000 sec): 3 clusters Score: Raw -58520.069589 + Penalty 644.052323 = -57876.017266 nChanged 3 SP:Iteration 19Q (167.710000 sec): 3 clusters Score: Raw -58521.712503 + Penalty 644.052323 = -57877.660180 nChanged 4 SP:Iteration 20F (167.710000 sec): 3 clusters Score: Raw -58527.054012 + Penalty 644.052323 = -57883.001689 nChanged 7 SP:Iteration 21Q (167.710000 sec): 3 clusters Score: Raw -58534.935746 + Penalty 644.052323 = -57890.883423 nChanged 5 SP:Iteration 22Q (167.710000 sec): 3 clusters Score: Raw -58537.496806 + Penalty 644.052323 = -57893.444483 nChanged 3 SP:Iteration 23Q (167.710000 sec): 3 clusters Score: Raw -58539.541833 + Penalty 644.052323 = -57895.489511 nChanged 2 SP:Iteration 24Q (167.710000 sec): 3 clusters Score: Raw -58540.647196 + Penalty 644.052323 = -57896.594873 nChanged 2 SP:Iteration 25Q (167.710000 sec): 3 clusters Score: Raw -58542.009908 + Penalty 644.052323 = -57897.957585 nChanged 4 SP:Iteration 26Q (167.720000 sec): 3 clusters Score: Raw -58545.035815 + Penalty 644.052323 = -57900.983492 nChanged 6 SP:Iteration 27Q (167.720000 sec): 3 clusters Score: Raw -58548.668303 + Penalty 644.052323 = -57904.615980 nChanged 3 SP:Iteration 28Q (167.720000 sec): 3 clusters Score: Raw -58550.346731 + Penalty 644.052323 = -57906.294408 nChanged 4 SP:Iteration 29Q (167.720000 sec): 3 clusters Score: Raw -58552.753523 + Penalty 644.052323 = -57908.701200 nChanged 5 SP:Iteration 30Q (167.720000 sec): 3 clusters Score: Raw -58562.119187 + Penalty 644.052323 = -57918.066864 nChanged 9 SP:Iteration 31Q (167.720000 sec): 3 clusters Score: Raw -58569.255175 + Penalty 644.052323 = -57925.202853 nChanged 8 SP:Iteration 32Q (167.720000 sec): 3 clusters Score: Raw -58575.787993 + Penalty 644.052323 = -57931.735670 nChanged 3 SP:Iteration 33Q (167.720000 sec): 3 clusters Score: Raw -58577.433670 + Penalty 644.052323 = -57933.381347 nChanged 5 SP:Iteration 34Q (167.720000 sec): 3 clusters Score: Raw -58583.263854 + Penalty 644.052323 = -57939.211531 nChanged 11 SP:Iteration 35Q (167.730000 sec): 3 clusters Score: Raw -58611.361041 + Penalty 644.052323 = -57967.308718 nChanged 6 SP:Iteration 36Q (167.730000 sec): 3 clusters Score: Raw -58615.756206 + Penalty 644.052323 = -57971.703883 nChanged 5 SP:Iteration 37Q (167.730000 sec): 3 clusters Score: Raw -58619.275186 + Penalty 644.052323 = -57975.222863 nChanged 10 SP:Iteration 38Q (167.730000 sec): 3 clusters Score: Raw -58626.441955 + Penalty 644.052323 = -57982.389632 nChanged 10 SP:Iteration 39Q (167.730000 sec): 3 clusters Score: Raw -58638.646593 + Penalty 644.052323 = -57994.594270 nChanged 13 SP:Iteration 40F (167.730000 sec): 3 clusters Score: Raw -58651.050060 + Penalty 644.052323 = -58006.997737 nChanged 12 SP:Iteration 41Q (167.730000 sec): 3 clusters Score: Raw -58659.068027 + Penalty 644.052323 = -58015.015704 nChanged 13 SP:Iteration 42Q (167.740000 sec): 3 clusters Score: Raw -58681.847816 + Penalty 644.052323 = -58037.795493 nChanged 19 SP:Iteration 43Q (167.740000 sec): 3 clusters Score: Raw -58698.908244 + Penalty 644.052323 = -58054.855921 nChanged 15 SP:Iteration 44Q (167.740000 sec): 3 clusters Score: Raw -58714.572567 + Penalty 644.052323 = -58070.520244 nChanged 10 SP:Iteration 45Q (167.740000 sec): 3 clusters Score: Raw -58723.020552 + Penalty 644.052323 = -58078.968229 nChanged 15 SP:Iteration 46Q (167.740000 sec): 3 clusters Score: Raw -58733.556120 + Penalty 644.052323 = -58089.503797 nChanged 12 SP:Iteration 47Q (167.740000 sec): 3 clusters Score: Raw -58745.079074 + Penalty 644.052323 = -58101.026751 nChanged 8 SP:Iteration 48Q (167.740000 sec): 3 clusters Score: Raw -58769.949314 + Penalty 644.052323 = -58125.896991 nChanged 11 SP:Iteration 49Q (167.740000 sec): 3 clusters Score: Raw -58774.322008 + Penalty 644.052323 = -58130.269685 nChanged 11 SP:Iteration 50Q (167.740000 sec): 3 clusters Score: Raw -58779.592028 + Penalty 644.052323 = -58135.539705 nChanged 11 SP:Iteration 51Q (167.740000 sec): 3 clusters Score: Raw -58785.484231 + Penalty 644.052323 = -58141.431908 nChanged 15 SP:Iteration 52Q (167.750000 sec): 3 clusters Score: Raw -58793.753194 + Penalty 644.052323 = -58149.700871 nChanged 20 SP:Iteration 53Q (167.750000 sec): 3 clusters Score: Raw -58810.411628 + Penalty 644.052323 = -58166.359305 nChanged 25 SP:Iteration 54Q (167.750000 sec): 3 clusters Score: Raw -58832.873464 + Penalty 644.052323 = -58188.821141 nChanged 23 SP:Iteration 55Q (167.750000 sec): 3 clusters Score: Raw -58850.871238 + Penalty 644.052323 = -58206.818915 nChanged 25 SP:Iteration 56Q (167.750000 sec): 3 clusters Score: Raw -58868.157284 + Penalty 644.052323 = -58224.104961 nChanged 32 SP:Iteration 57Q (167.750000 sec): 3 clusters Score: Raw -58890.559439 + Penalty 644.052323 = -58246.507116 nChanged 32 SP:Iteration 58Q (167.750000 sec): 3 clusters Score: Raw -58914.141885 + Penalty 644.052323 = -58270.089562 nChanged 35 SP:Iteration 59Q (167.760000 sec): 3 clusters Score: Raw -58957.297274 + Penalty 644.052323 = -58313.244951 nChanged 40 SP:Iteration 60F (167.760000 sec): 3 clusters Score: Raw -59011.000655 + Penalty 644.052323 = -58366.948332 nChanged 36 SP:Iteration 61Q (167.760000 sec): 3 clusters Score: Raw -59063.687749 + Penalty 644.052323 = -58419.635426 nChanged 22 SP:Iteration 62Q (167.760000 sec): 3 clusters Score: Raw -59088.908892 + Penalty 644.052323 = -58444.856569 nChanged 14 SP:Iteration 63Q (167.760000 sec): 3 clusters Score: Raw -59098.291365 + Penalty 644.052323 = -58454.239042 nChanged 9 SP:Iteration 64Q (167.760000 sec): 3 clusters Score: Raw -59102.368724 + Penalty 644.052323 = -58458.316401 nChanged 8 SP:Iteration 65Q (167.760000 sec): 3 clusters Score: Raw -59105.785133 + Penalty 644.052323 = -58461.732810 nChanged 8 SP:Iteration 66Q (167.760000 sec): 3 clusters Score: Raw -59107.754941 + Penalty 644.052323 = -58463.702618 nChanged 2 SP:Iteration 67Q (167.760000 sec): 3 clusters Score: Raw -59107.936530 + Penalty 644.052323 = -58463.884207 nChanged 1 SP:Iteration 68Q (167.760000 sec): 3 clusters Score: Raw -59108.061949 + Penalty 644.052323 = -58464.009626 nChanged 1 SP:Iteration 69Q (167.760000 sec): 3 clusters Score: Raw -59109.491775 + Penalty 644.052323 = -58465.439452 nChanged 2 SP:Iteration 70Q (167.770000 sec): 3 clusters Score: Raw -59110.712245 + Penalty 644.052323 = -58466.659922 nChanged 4 SP:Iteration 71Q (167.770000 sec): 3 clusters Score: Raw -59111.276793 + Penalty 644.052323 = -58467.224470 nChanged 1 SP:Iteration 72Q (167.770000 sec): 3 clusters Score: Raw -59111.329695 + Penalty 644.052323 = -58467.277372 nChanged 0 SP:Iteration 73F (167.770000 sec): 3 clusters Score: Raw -59111.329695 + Penalty 644.052323 = -58467.277372 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.770000 sec): 2 clusters Score: Raw -16248.726053 + Penalty 268.941247 = -15979.784805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.780000 sec): 3 clusters Score: Raw -16181.040205 + Penalty 537.882495 = -15643.157711 nChanged 118 SP:Iteration 1F (167.780000 sec): 3 clusters Score: Raw -16367.835892 + Penalty 537.882495 = -15829.953397 nChanged 42 SP:Iteration 2F (167.780000 sec): 3 clusters Score: Raw -16473.223000 + Penalty 537.882495 = -15935.340505 nChanged 29 SP:Iteration 3F (167.780000 sec): 3 clusters Score: Raw -16524.377974 + Penalty 537.882495 = -15986.495479 nChanged 20 SP:Iteration 4F (167.780000 sec): 3 clusters Score: Raw -16582.100339 + Penalty 537.882495 = -16044.217844 nChanged 20 SP:Iteration 5F (167.780000 sec): 3 clusters Score: Raw -16627.928284 + Penalty 537.882495 = -16090.045789 nChanged 12 SP:Iteration 6Q (167.780000 sec): 3 clusters Score: Raw -16660.677771 + Penalty 537.882495 = -16122.795276 nChanged 9 SP:Iteration 7Q (167.780000 sec): 3 clusters Score: Raw -16670.729689 + Penalty 537.882495 = -16132.847194 nChanged 3 SP:Iteration 8Q (167.780000 sec): 3 clusters Score: Raw -16673.148070 + Penalty 537.882495 = -16135.265576 nChanged 3 SP:Iteration 9Q (167.780000 sec): 3 clusters Score: Raw -16678.322280 + Penalty 537.882495 = -16140.439785 nChanged 3 SP:Iteration 10Q (167.780000 sec): 3 clusters Score: Raw -16682.576790 + Penalty 537.882495 = -16144.694296 nChanged 2 SP:Iteration 11Q (167.780000 sec): 3 clusters Score: Raw -16683.513266 + Penalty 537.882495 = -16145.630772 nChanged 0 SP:Iteration 12F (167.780000 sec): 3 clusters Score: Raw -16683.513266 + Penalty 537.882495 = -16145.630772 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.210000 sec): 2 clusters Score: Raw -10161473.389987 + Penalty 546.624487 = -10160926.765499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.410000 sec): 3 clusters Score: Raw -10049864.246988 + Penalty 1093.248975 = -10048770.998013 nChanged 81312 SP:Iteration 1F (168.620000 sec): 3 clusters Score: Raw -10098565.235711 + Penalty 1093.248975 = -10097471.986736 nChanged 6399 SP:Iteration 2Q (168.840000 sec): 3 clusters Score: Raw -10100547.299944 + Penalty 1093.248975 = -10099454.050969 nChanged 7909 SP:Iteration 3Q (169.060000 sec): 3 clusters Score: Raw -10103767.609019 + Penalty 1093.248975 = -10102674.360044 nChanged 9705 SP:Iteration 4F (169.270000 sec): 3 clusters Score: Raw -10108800.680514 + Penalty 1093.248975 = -10107707.431539 nChanged 11341 SP:Iteration 5F (169.480000 sec): 3 clusters Score: Raw -10116302.947914 + Penalty 1093.248975 = -10115209.698939 nChanged 12228 SP:Iteration 6F (169.680000 sec): 3 clusters Score: Raw -10126368.772369 + Penalty 1093.248975 = -10125275.523395 nChanged 11678 SP:Iteration 7F (169.890000 sec): 3 clusters Score: Raw -10137375.488337 + Penalty 1093.248975 = -10136282.239363 nChanged 9264 SP:Iteration 8F (170.100000 sec): 3 clusters Score: Raw -10146421.219920 + Penalty 1093.248975 = -10145327.970946 nChanged 6261 SP:Iteration 9Q (170.300000 sec): 3 clusters Score: Raw -10152497.249161 + Penalty 1093.248975 = -10151404.000187 nChanged 3853 SP:Iteration 10Q (170.480000 sec): 3 clusters Score: Raw -10156094.463697 + Penalty 1093.248975 = -10155001.214722 nChanged 2335 SP:Iteration 11Q (170.660000 sec): 3 clusters Score: Raw -10158146.119103 + Penalty 1093.248975 = -10157052.870128 nChanged 1508 SP:Iteration 12Q (170.820000 sec): 3 clusters Score: Raw -10159444.382033 + Penalty 1093.248975 = -10158351.133058 nChanged 936 SP:Iteration 13Q (170.980000 sec): 3 clusters Score: Raw -10160269.652247 + Penalty 1093.248975 = -10159176.403272 nChanged 582 SP:Iteration 14Q (171.140000 sec): 3 clusters Score: Raw -10160796.372016 + Penalty 1093.248975 = -10159703.123042 nChanged 370 SP:Iteration 15Q (171.300000 sec): 3 clusters Score: Raw -10161109.070932 + Penalty 1093.248975 = -10160015.821957 nChanged 299 SP:Iteration 16Q (171.460000 sec): 3 clusters Score: Raw -10161343.382723 + Penalty 1093.248975 = -10160250.133749 nChanged 214 SP:Iteration 17Q (171.630000 sec): 3 clusters Score: Raw -10161477.079148 + Penalty 1093.248975 = -10160383.830174 nChanged 171 SP:Iteration 18Q (171.790000 sec): 3 clusters Score: Raw -10161563.653521 + Penalty 1093.248975 = -10160470.404547 nChanged 115 SP:Iteration 19Q (171.960000 sec): 3 clusters Score: Raw -10161607.725477 + Penalty 1093.248975 = -10160514.476503 nChanged 97 SP:Iteration 20F (172.170000 sec): 3 clusters Score: Raw -10161647.372446 + Penalty 1093.248975 = -10160554.123472 nChanged 91 SP:Iteration 21Q (172.330000 sec): 3 clusters Score: Raw -10161684.900468 + Penalty 1093.248975 = -10160591.651493 nChanged 80 SP:Iteration 22Q (172.490000 sec): 3 clusters Score: Raw -10161721.680334 + Penalty 1093.248975 = -10160628.431360 nChanged 88 SP:Iteration 23Q (172.650000 sec): 3 clusters Score: Raw -10161753.336492 + Penalty 1093.248975 = -10160660.087517 nChanged 70 SP:Iteration 24Q (172.810000 sec): 3 clusters Score: Raw -10161773.470061 + Penalty 1093.248975 = -10160680.221087 nChanged 48 SP:Iteration 25Q (172.960000 sec): 3 clusters Score: Raw -10161789.241043 + Penalty 1093.248975 = -10160695.992068 nChanged 52 SP:Iteration 26Q (173.110000 sec): 3 clusters Score: Raw -10161803.602361 + Penalty 1093.248975 = -10160710.353386 nChanged 45 SP:Iteration 27Q (173.270000 sec): 3 clusters Score: Raw -10161812.651369 + Penalty 1093.248975 = -10160719.402395 nChanged 23 SP:Iteration 28Q (173.420000 sec): 3 clusters Score: Raw -10161817.353480 + Penalty 1093.248975 = -10160724.104505 nChanged 21 SP:Iteration 29Q (173.580000 sec): 3 clusters Score: Raw -10161820.709278 + Penalty 1093.248975 = -10160727.460303 nChanged 14 SP:Iteration 30Q (173.730000 sec): 3 clusters Score: Raw -10161822.074220 + Penalty 1093.248975 = -10160728.825245 nChanged 7 SP:Iteration 31Q (173.890000 sec): 3 clusters Score: Raw -10161822.653792 + Penalty 1093.248975 = -10160729.404817 nChanged 8 SP:Iteration 32Q (174.040000 sec): 3 clusters Score: Raw -10161823.759586 + Penalty 1093.248975 = -10160730.510611 nChanged 6 SP:Iteration 33Q (174.190000 sec): 3 clusters Score: Raw -10161824.561695 + Penalty 1093.248975 = -10160731.312721 nChanged 3 SP:Iteration 34Q (174.350000 sec): 3 clusters Score: Raw -10161824.796662 + Penalty 1093.248975 = -10160731.547687 nChanged 4 SP:Iteration 35Q (174.500000 sec): 3 clusters Score: Raw -10161825.243789 + Penalty 1093.248975 = -10160731.994814 nChanged 4 SP:Iteration 36Q (174.660000 sec): 3 clusters Score: Raw -10161825.632534 + Penalty 1093.248975 = -10160732.383559 nChanged 4 SP:Iteration 37Q (174.810000 sec): 3 clusters Score: Raw -10161825.991495 + Penalty 1093.248975 = -10160732.742520 nChanged 1 SP:Iteration 38Q (174.970000 sec): 3 clusters Score: Raw -10161826.088008 + Penalty 1093.248975 = -10160732.839034 nChanged 4 SP:Iteration 39Q (175.120000 sec): 3 clusters Score: Raw -10161826.695958 + Penalty 1093.248975 = -10160733.446983 nChanged 1 SP:Iteration 40F (175.320000 sec): 3 clusters Score: Raw -10161826.789896 + Penalty 1093.248975 = -10160733.540921 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.390000 sec): 2 clusters Score: Raw -67185.444149 + Penalty 322.255960 = -66863.188189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.390000 sec): 3 clusters Score: Raw -66582.646268 + Penalty 644.511920 = -65938.134349 nChanged 484 SP:Iteration 1F (175.390000 sec): 3 clusters Score: Raw -66925.490129 + Penalty 644.511920 = -66280.978209 nChanged 105 SP:Iteration 2F (175.390000 sec): 3 clusters Score: Raw -67025.684349 + Penalty 644.511920 = -66381.172429 nChanged 94 SP:Iteration 3F (175.390000 sec): 3 clusters Score: Raw -67113.453731 + Penalty 644.511920 = -66468.941811 nChanged 71 SP:Iteration 4F (175.390000 sec): 3 clusters Score: Raw -67181.076604 + Penalty 644.511920 = -66536.564684 nChanged 69 SP:Iteration 5F (175.390000 sec): 3 clusters Score: Raw -67254.739563 + Penalty 644.511920 = -66610.227643 nChanged 62 SP:Iteration 6F (175.390000 sec): 3 clusters Score: Raw -67312.619690 + Penalty 644.511920 = -66668.107770 nChanged 58 SP:Iteration 7Q (175.390000 sec): 3 clusters Score: Raw -67372.181579 + Penalty 644.511920 = -66727.669659 nChanged 40 SP:Iteration 8Q (175.400000 sec): 3 clusters Score: Raw -67401.497231 + Penalty 644.511920 = -66756.985311 nChanged 33 SP:Iteration 9Q (175.400000 sec): 3 clusters Score: Raw -67433.651378 + Penalty 644.511920 = -66789.139459 nChanged 33 SP:Iteration 10Q (175.400000 sec): 3 clusters Score: Raw -67465.976086 + Penalty 644.511920 = -66821.464166 nChanged 26 SP:Iteration 11Q (175.400000 sec): 3 clusters Score: Raw -67491.908954 + Penalty 644.511920 = -66847.397034 nChanged 34 SP:Iteration 12Q (175.400000 sec): 3 clusters Score: Raw -67533.850348 + Penalty 644.511920 = -66889.338428 nChanged 21 SP:Iteration 13Q (175.400000 sec): 3 clusters Score: Raw -67546.756107 + Penalty 644.511920 = -66902.244188 nChanged 16 SP:Iteration 14Q (175.400000 sec): 3 clusters Score: Raw -67553.891066 + Penalty 644.511920 = -66909.379146 nChanged 6 SP:Iteration 15Q (175.410000 sec): 3 clusters Score: Raw -67556.734839 + Penalty 644.511920 = -66912.222920 nChanged 8 SP:Iteration 16Q (175.410000 sec): 3 clusters Score: Raw -67559.627142 + Penalty 644.511920 = -66915.115223 nChanged 7 SP:Iteration 17Q (175.410000 sec): 3 clusters Score: Raw -67561.767095 + Penalty 644.511920 = -66917.255175 nChanged 5 SP:Iteration 18Q (175.410000 sec): 3 clusters Score: Raw -67562.491983 + Penalty 644.511920 = -66917.980063 nChanged 1 SP:Iteration 19Q (175.410000 sec): 3 clusters Score: Raw -67562.562071 + Penalty 644.511920 = -66918.050152 nChanged 0 SP:Iteration 20F (175.410000 sec): 3 clusters Score: Raw -67562.562071 + Penalty 644.511920 = -66918.050152 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.410000 sec): 2 clusters Score: Raw -11298.598768 + Penalty 242.638705 = -11055.960063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.410000 sec): 3 clusters Score: Raw -11242.874927 + Penalty 485.277410 = -10757.597517 nChanged 63 SP:Iteration 1F (175.410000 sec): 3 clusters Score: Raw -11327.491020 + Penalty 485.277410 = -10842.213610 nChanged 10 SP:Iteration 2Q (175.410000 sec): 3 clusters Score: Raw -11350.908254 + Penalty 485.277410 = -10865.630844 nChanged 5 SP:Iteration 3Q (175.410000 sec): 3 clusters Score: Raw -11360.279011 + Penalty 485.277410 = -10875.001601 nChanged 3 SP:Iteration 4Q (175.410000 sec): 3 clusters Score: Raw -11384.514737 + Penalty 485.277410 = -10899.237327 nChanged 6 SP:Iteration 5Q (175.410000 sec): 3 clusters Score: Raw -11396.109140 + Penalty 485.277410 = -10910.831730 nChanged 4 SP:Iteration 6Q (175.410000 sec): 3 clusters Score: Raw -11408.036162 + Penalty 485.277410 = -10922.758752 nChanged 6 SP:Iteration 7Q (175.420000 sec): 3 clusters Score: Raw -11421.923426 + Penalty 485.277410 = -10936.646016 nChanged 6 SP:Iteration 8Q (175.420000 sec): 3 clusters Score: Raw -11432.810737 + Penalty 485.277410 = -10947.533327 nChanged 8 SP:Iteration 9Q (175.420000 sec): 3 clusters Score: Raw -11443.296012 + Penalty 485.277410 = -10958.018602 nChanged 5 SP:Iteration 10Q (175.420000 sec): 3 clusters Score: Raw -11451.752682 + Penalty 485.277410 = -10966.475272 nChanged 6 SP:Iteration 11Q (175.420000 sec): 3 clusters Score: Raw -11468.315202 + Penalty 485.277410 = -10983.037792 nChanged 6 SP:Iteration 12Q (175.420000 sec): 3 clusters Score: Raw -11491.990717 + Penalty 485.277410 = -11006.713307 nChanged 6 SP:Iteration 13Q (175.420000 sec): 3 clusters Score: Raw -11507.621061 + Penalty 485.277410 = -11022.343650 nChanged 0 SP:Iteration 14F (175.420000 sec): 3 clusters Score: Raw -11507.621061 + Penalty 485.277410 = -11022.343650 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.420000 sec): 2 clusters Score: Raw -28161.946761 + Penalty 283.754816 = -27878.191945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.420000 sec): 3 clusters Score: Raw -27965.912037 + Penalty 567.509633 = -27398.402404 nChanged 186 SP:Iteration 1F (175.420000 sec): 3 clusters Score: Raw -28112.218920 + Penalty 567.509633 = -27544.709287 nChanged 47 SP:Iteration 2F (175.420000 sec): 3 clusters Score: Raw -28155.875454 + Penalty 567.509633 = -27588.365822 nChanged 37 SP:Iteration 3F (175.420000 sec): 3 clusters Score: Raw -28179.780481 + Penalty 567.509633 = -27612.270848 nChanged 16 SP:Iteration 4Q (175.420000 sec): 3 clusters Score: Raw -28188.922926 + Penalty 567.509633 = -27621.413293 nChanged 12 SP:Iteration 5Q (175.420000 sec): 3 clusters Score: Raw -28201.120056 + Penalty 567.509633 = -27633.610423 nChanged 7 SP:Iteration 6Q (175.420000 sec): 3 clusters Score: Raw -28206.148229 + Penalty 567.509633 = -27638.638597 nChanged 11 SP:Iteration 7Q (175.430000 sec): 3 clusters Score: Raw -28211.165905 + Penalty 567.509633 = -27643.656272 nChanged 8 SP:Iteration 8Q (175.430000 sec): 3 clusters Score: Raw -28213.885019 + Penalty 567.509633 = -27646.375386 nChanged 4 SP:Iteration 9Q (175.430000 sec): 3 clusters Score: Raw -28215.847302 + Penalty 567.509633 = -27648.337669 nChanged 4 SP:Iteration 10Q (175.430000 sec): 3 clusters Score: Raw -28218.362689 + Penalty 567.509633 = -27650.853056 nChanged 1 SP:Iteration 11Q (175.430000 sec): 3 clusters Score: Raw -28219.097515 + Penalty 567.509633 = -27651.587882 nChanged 1 SP:Iteration 12Q (175.430000 sec): 3 clusters Score: Raw -28219.803396 + Penalty 567.509633 = -27652.293764 nChanged 1 SP:Iteration 13Q (175.430000 sec): 3 clusters Score: Raw -28220.528044 + Penalty 567.509633 = -27653.018411 nChanged 1 SP:Iteration 14Q (175.430000 sec): 3 clusters Score: Raw -28220.918162 + Penalty 567.509633 = -27653.408529 nChanged 2 SP:Iteration 15Q (175.430000 sec): 3 clusters Score: Raw -28221.285967 + Penalty 567.509633 = -27653.776334 nChanged 3 SP:Iteration 16Q (175.430000 sec): 3 clusters Score: Raw -28221.724087 + Penalty 567.509633 = -27654.214454 nChanged 1 SP:Iteration 17Q (175.430000 sec): 3 clusters Score: Raw -28221.918976 + Penalty 567.509633 = -27654.409344 nChanged 0 SP:Iteration 18F (175.430000 sec): 3 clusters Score: Raw -28221.918976 + Penalty 567.509633 = -27654.409344 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.430000 sec): 2 clusters Score: Raw -18861.358364 + Penalty 271.923966 = -18589.434398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.430000 sec): 3 clusters Score: Raw -18768.262273 + Penalty 543.847933 = -18224.414340 nChanged 141 SP:Iteration 1F (175.430000 sec): 3 clusters Score: Raw -18929.046844 + Penalty 543.847933 = -18385.198912 nChanged 37 SP:Iteration 2F (175.430000 sec): 3 clusters Score: Raw -18986.260875 + Penalty 543.847933 = -18442.412943 nChanged 21 SP:Iteration 3F (175.430000 sec): 3 clusters Score: Raw -19011.583665 + Penalty 543.847933 = -18467.735732 nChanged 12 SP:Iteration 4Q (175.430000 sec): 3 clusters Score: Raw -19045.448680 + Penalty 543.847933 = -18501.600747 nChanged 8 SP:Iteration 5Q (175.430000 sec): 3 clusters Score: Raw -19063.592801 + Penalty 543.847933 = -18519.744869 nChanged 6 SP:Iteration 6Q (175.440000 sec): 3 clusters Score: Raw -19072.716685 + Penalty 543.847933 = -18528.868752 nChanged 1 SP:Iteration 7Q (175.440000 sec): 3 clusters Score: Raw -19077.567028 + Penalty 543.847933 = -18533.719095 nChanged 0 SP:Iteration 8F (175.440000 sec): 3 clusters Score: Raw -19077.567028 + Penalty 543.847933 = -18533.719095 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.460000 sec): 2 clusters Score: Raw -1055375.536747 + Penalty 442.292118 = -1054933.244629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.480000 sec): 3 clusters Score: Raw -1044680.118016 + Penalty 884.584236 = -1043795.533780 nChanged 7775 SP:Iteration 1F (175.500000 sec): 3 clusters Score: Raw -1049474.178562 + Penalty 884.584236 = -1048589.594326 nChanged 911 SP:Iteration 2F (175.520000 sec): 3 clusters Score: Raw -1050042.354390 + Penalty 884.584236 = -1049157.770154 nChanged 1057 SP:Iteration 3F (175.540000 sec): 3 clusters Score: Raw -1050950.196337 + Penalty 884.584236 = -1050065.612101 nChanged 1189 SP:Iteration 4F (175.560000 sec): 3 clusters Score: Raw -1052070.458110 + Penalty 884.584236 = -1051185.873874 nChanged 1086 SP:Iteration 5F (175.580000 sec): 3 clusters Score: Raw -1052836.884232 + Penalty 884.584236 = -1051952.299996 nChanged 648 SP:Iteration 6Q (175.590000 sec): 3 clusters Score: Raw -1053092.513242 + Penalty 884.584236 = -1052207.929006 nChanged 348 SP:Iteration 7Q (175.610000 sec): 3 clusters Score: Raw -1053196.041230 + Penalty 884.584236 = -1052311.456994 nChanged 274 SP:Iteration 8Q (175.630000 sec): 3 clusters Score: Raw -1053291.558668 + Penalty 884.584236 = -1052406.974432 nChanged 260 SP:Iteration 9Q (175.650000 sec): 3 clusters Score: Raw -1053386.816987 + Penalty 884.584236 = -1052502.232751 nChanged 249 SP:Iteration 10Q (175.670000 sec): 3 clusters Score: Raw -1053475.183983 + Penalty 884.584236 = -1052590.599747 nChanged 233 SP:Iteration 11Q (175.680000 sec): 3 clusters Score: Raw -1053556.377117 + Penalty 884.584236 = -1052671.792881 nChanged 212 SP:Iteration 12Q (175.700000 sec): 3 clusters Score: Raw -1053627.982686 + Penalty 884.584236 = -1052743.398450 nChanged 215 SP:Iteration 13Q (175.720000 sec): 3 clusters Score: Raw -1053705.099365 + Penalty 884.584236 = -1052820.515129 nChanged 215 SP:Iteration 14Q (175.730000 sec): 3 clusters Score: Raw -1053787.494984 + Penalty 884.584236 = -1052902.910748 nChanged 207 SP:Iteration 15Q (175.750000 sec): 3 clusters Score: Raw -1053871.486970 + Penalty 884.584236 = -1052986.902734 nChanged 211 SP:Iteration 16Q (175.770000 sec): 3 clusters Score: Raw -1053949.493050 + Penalty 884.584236 = -1053064.908814 nChanged 202 SP:Iteration 17Q (175.780000 sec): 3 clusters Score: Raw -1054013.564346 + Penalty 884.584236 = -1053128.980110 nChanged 187 SP:Iteration 18Q (175.800000 sec): 3 clusters Score: Raw -1054072.798248 + Penalty 884.584236 = -1053188.214012 nChanged 183 SP:Iteration 19Q (175.810000 sec): 3 clusters Score: Raw -1054128.514450 + Penalty 884.584236 = -1053243.930214 nChanged 180 SP:Iteration 20F (175.830000 sec): 3 clusters Score: Raw -1054182.093407 + Penalty 884.584236 = -1053297.509171 nChanged 191 SP:Iteration 21Q (175.850000 sec): 3 clusters Score: Raw -1054243.583030 + Penalty 884.584236 = -1053358.998794 nChanged 181 SP:Iteration 22Q (175.870000 sec): 3 clusters Score: Raw -1054301.369471 + Penalty 884.584236 = -1053416.785235 nChanged 179 SP:Iteration 23Q (175.880000 sec): 3 clusters Score: Raw -1054357.561398 + Penalty 884.584236 = -1053472.977162 nChanged 178 SP:Iteration 24Q (175.900000 sec): 3 clusters Score: Raw -1054414.621464 + Penalty 884.584236 = -1053530.037228 nChanged 177 SP:Iteration 25Q (175.910000 sec): 3 clusters Score: Raw -1054474.624365 + Penalty 884.584236 = -1053590.040129 nChanged 173 SP:Iteration 26Q (175.930000 sec): 3 clusters Score: Raw -1054539.527433 + Penalty 884.584236 = -1053654.943197 nChanged 183 SP:Iteration 27Q (175.950000 sec): 3 clusters Score: Raw -1054611.333432 + Penalty 884.584236 = -1053726.749196 nChanged 153 SP:Iteration 28Q (175.960000 sec): 3 clusters Score: Raw -1054670.836671 + Penalty 884.584236 = -1053786.252435 nChanged 184 SP:Iteration 29Q (175.970000 sec): 3 clusters Score: Raw -1054754.938802 + Penalty 884.584236 = -1053870.354566 nChanged 182 SP:Iteration 30Q (175.990000 sec): 3 clusters Score: Raw -1054841.266083 + Penalty 884.584236 = -1053956.681847 nChanged 167 SP:Iteration 31Q (176.010000 sec): 3 clusters Score: Raw -1054926.276530 + Penalty 884.584236 = -1054041.692294 nChanged 144 SP:Iteration 32Q (176.020000 sec): 3 clusters Score: Raw -1054994.506616 + Penalty 884.584236 = -1054109.922380 nChanged 140 SP:Iteration 33Q (176.030000 sec): 3 clusters Score: Raw -1055064.192653 + Penalty 884.584236 = -1054179.608417 nChanged 117 SP:Iteration 34Q (176.050000 sec): 3 clusters Score: Raw -1055123.362134 + Penalty 884.584236 = -1054238.777898 nChanged 93 SP:Iteration 35Q (176.060000 sec): 3 clusters Score: Raw -1055170.572866 + Penalty 884.584236 = -1054285.988630 nChanged 88 SP:Iteration 36Q (176.080000 sec): 3 clusters Score: Raw -1055215.577220 + Penalty 884.584236 = -1054330.992984 nChanged 77 SP:Iteration 37Q (176.090000 sec): 3 clusters Score: Raw -1055258.057603 + Penalty 884.584236 = -1054373.473367 nChanged 63 SP:Iteration 38Q (176.110000 sec): 3 clusters Score: Raw -1055292.110605 + Penalty 884.584236 = -1054407.526369 nChanged 38 SP:Iteration 39Q (176.120000 sec): 3 clusters Score: Raw -1055311.978530 + Penalty 884.584236 = -1054427.394294 nChanged 32 SP:Iteration 40F (176.140000 sec): 3 clusters Score: Raw -1055324.838019 + Penalty 884.584236 = -1054440.253783 nChanged 28 SP:Iteration 41Q (176.150000 sec): 3 clusters Score: Raw -1055337.191807 + Penalty 884.584236 = -1054452.607571 nChanged 24 SP:Iteration 42Q (176.160000 sec): 3 clusters Score: Raw -1055346.650579 + Penalty 884.584236 = -1054462.066343 nChanged 20 SP:Iteration 43Q (176.180000 sec): 3 clusters Score: Raw -1055357.742519 + Penalty 884.584236 = -1054473.158283 nChanged 19 SP:Iteration 44Q (176.190000 sec): 3 clusters Score: Raw -1055370.726662 + Penalty 884.584236 = -1054486.142426 nChanged 24 SP:Iteration 45Q (176.210000 sec): 3 clusters Score: Raw -1055386.938853 + Penalty 884.584236 = -1054502.354617 nChanged 21 SP:Iteration 46Q (176.220000 sec): 3 clusters Score: Raw -1055397.535281 + Penalty 884.584236 = -1054512.951045 nChanged 14 SP:Iteration 47Q (176.230000 sec): 3 clusters Score: Raw -1055407.421540 + Penalty 884.584236 = -1054522.837304 nChanged 12 SP:Iteration 48Q (176.250000 sec): 3 clusters Score: Raw -1055414.049003 + Penalty 884.584236 = -1054529.464767 nChanged 9 SP:Iteration 49Q (176.260000 sec): 3 clusters Score: Raw -1055419.374476 + Penalty 884.584236 = -1054534.790240 nChanged 12 SP:Iteration 50Q (176.280000 sec): 3 clusters Score: Raw -1055427.603934 + Penalty 884.584236 = -1054543.019698 nChanged 6 SP:Iteration 51Q (176.290000 sec): 3 clusters Score: Raw -1055430.599592 + Penalty 884.584236 = -1054546.015356 nChanged 3 SP:Iteration 52Q (176.300000 sec): 3 clusters Score: Raw -1055432.756858 + Penalty 884.584236 = -1054548.172622 nChanged 5 SP:Iteration 53Q (176.320000 sec): 3 clusters Score: Raw -1055437.699929 + Penalty 884.584236 = -1054553.115693 nChanged 3 SP:Iteration 54Q (176.330000 sec): 3 clusters Score: Raw -1055439.725989 + Penalty 884.584236 = -1054555.141753 nChanged 3 SP:Iteration 55Q (176.340000 sec): 3 clusters Score: Raw -1055441.456111 + Penalty 884.584236 = -1054556.871875 nChanged 1 SP:Iteration 56Q (176.360000 sec): 3 clusters Score: Raw -1055441.786396 + Penalty 884.584236 = -1054557.202160 nChanged 1 SP:Iteration 57Q (176.370000 sec): 3 clusters Score: Raw -1055442.767783 + Penalty 884.584236 = -1054558.183547 nChanged 4 SP:Iteration 58Q (176.380000 sec): 3 clusters Score: Raw -1055444.762517 + Penalty 884.584236 = -1054560.178281 nChanged 1 SP:Iteration 59Q (176.400000 sec): 3 clusters Score: Raw -1055445.089148 + Penalty 884.584236 = -1054560.504912 nChanged 1 SP:Iteration 60F (176.420000 sec): 3 clusters Score: Raw -1055445.420935 + Penalty 884.584236 = -1054560.836699 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.450000 sec): 2 clusters Score: Raw -1414113.466249 + Penalty 456.288214 = -1413657.178035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.480000 sec): 3 clusters Score: Raw -1399513.614282 + Penalty 912.576429 = -1398601.037853 nChanged 10775 SP:Iteration 1F (176.500000 sec): 3 clusters Score: Raw -1405492.876510 + Penalty 912.576429 = -1404580.300081 nChanged 1001 SP:Iteration 2Q (176.530000 sec): 3 clusters Score: Raw -1405873.465795 + Penalty 912.576429 = -1404960.889366 nChanged 1284 SP:Iteration 3F (176.550000 sec): 3 clusters Score: Raw -1406532.413705 + Penalty 912.576429 = -1405619.837276 nChanged 1676 SP:Iteration 4F (176.580000 sec): 3 clusters Score: Raw -1407713.458288 + Penalty 912.576429 = -1406800.881859 nChanged 1867 SP:Iteration 5F (176.600000 sec): 3 clusters Score: Raw -1409434.976004 + Penalty 912.576429 = -1408522.399575 nChanged 1791 SP:Iteration 6F (176.630000 sec): 3 clusters Score: Raw -1411525.628700 + Penalty 912.576429 = -1410613.052272 nChanged 1338 SP:Iteration 7F (176.660000 sec): 3 clusters Score: Raw -1413051.407593 + Penalty 912.576429 = -1412138.831164 nChanged 774 SP:Iteration 8Q (176.680000 sec): 3 clusters Score: Raw -1413567.860223 + Penalty 912.576429 = -1412655.283795 nChanged 361 SP:Iteration 9Q (176.700000 sec): 3 clusters Score: Raw -1413732.931721 + Penalty 912.576429 = -1412820.355293 nChanged 242 SP:Iteration 10Q (176.730000 sec): 3 clusters Score: Raw -1413819.536192 + Penalty 912.576429 = -1412906.959763 nChanged 187 SP:Iteration 11Q (176.750000 sec): 3 clusters Score: Raw -1413871.794695 + Penalty 912.576429 = -1412959.218267 nChanged 134 SP:Iteration 12Q (176.770000 sec): 3 clusters Score: Raw -1413896.912427 + Penalty 912.576429 = -1412984.335998 nChanged 91 SP:Iteration 13Q (176.800000 sec): 3 clusters Score: Raw -1413912.431177 + Penalty 912.576429 = -1412999.854748 nChanged 88 SP:Iteration 14Q (176.820000 sec): 3 clusters Score: Raw -1413924.848545 + Penalty 912.576429 = -1413012.272117 nChanged 68 SP:Iteration 15Q (176.840000 sec): 3 clusters Score: Raw -1413932.868493 + Penalty 912.576429 = -1413020.292064 nChanged 60 SP:Iteration 16Q (176.860000 sec): 3 clusters Score: Raw -1413940.162654 + Penalty 912.576429 = -1413027.586226 nChanged 54 SP:Iteration 17Q (176.880000 sec): 3 clusters Score: Raw -1413945.611879 + Penalty 912.576429 = -1413033.035450 nChanged 46 SP:Iteration 18Q (176.910000 sec): 3 clusters Score: Raw -1413950.037585 + Penalty 912.576429 = -1413037.461156 nChanged 37 SP:Iteration 19Q (176.930000 sec): 3 clusters Score: Raw -1413953.231878 + Penalty 912.576429 = -1413040.655449 nChanged 37 SP:Iteration 20F (176.960000 sec): 3 clusters Score: Raw -1413955.968301 + Penalty 912.576429 = -1413043.391872 nChanged 36 SP:Iteration 21Q (176.980000 sec): 3 clusters Score: Raw -1413958.938253 + Penalty 912.576429 = -1413046.361825 nChanged 37 SP:Iteration 22Q (177.000000 sec): 3 clusters Score: Raw -1413961.667364 + Penalty 912.576429 = -1413049.090935 nChanged 32 SP:Iteration 23Q (177.020000 sec): 3 clusters Score: Raw -1413964.425697 + Penalty 912.576429 = -1413051.849269 nChanged 42 SP:Iteration 24Q (177.040000 sec): 3 clusters Score: Raw -1413968.550347 + Penalty 912.576429 = -1413055.973918 nChanged 39 SP:Iteration 25Q (177.060000 sec): 3 clusters Score: Raw -1413971.465954 + Penalty 912.576429 = -1413058.889525 nChanged 32 SP:Iteration 26Q (177.080000 sec): 3 clusters Score: Raw -1413973.805308 + Penalty 912.576429 = -1413061.228880 nChanged 28 SP:Iteration 27Q (177.110000 sec): 3 clusters Score: Raw -1413975.365896 + Penalty 912.576429 = -1413062.789468 nChanged 17 SP:Iteration 28Q (177.130000 sec): 3 clusters Score: Raw -1413976.135823 + Penalty 912.576429 = -1413063.559395 nChanged 15 SP:Iteration 29Q (177.150000 sec): 3 clusters Score: Raw -1413976.765475 + Penalty 912.576429 = -1413064.189046 nChanged 14 SP:Iteration 30Q (177.170000 sec): 3 clusters Score: Raw -1413977.310127 + Penalty 912.576429 = -1413064.733698 nChanged 11 SP:Iteration 31Q (177.200000 sec): 3 clusters Score: Raw -1413977.823189 + Penalty 912.576429 = -1413065.246760 nChanged 15 SP:Iteration 32Q (177.220000 sec): 3 clusters Score: Raw -1413978.612040 + Penalty 912.576429 = -1413066.035611 nChanged 14 SP:Iteration 33Q (177.240000 sec): 3 clusters Score: Raw -1413979.361628 + Penalty 912.576429 = -1413066.785199 nChanged 15 SP:Iteration 34Q (177.260000 sec): 3 clusters Score: Raw -1413980.318110 + Penalty 912.576429 = -1413067.741681 nChanged 21 SP:Iteration 35Q (177.280000 sec): 3 clusters Score: Raw -1413982.127322 + Penalty 912.576429 = -1413069.550893 nChanged 23 SP:Iteration 36Q (177.310000 sec): 3 clusters Score: Raw -1413983.856848 + Penalty 912.576429 = -1413071.280419 nChanged 16 SP:Iteration 37Q (177.330000 sec): 3 clusters Score: Raw -1413984.651931 + Penalty 912.576429 = -1413072.075503 nChanged 15 SP:Iteration 38Q (177.350000 sec): 3 clusters Score: Raw -1413985.397165 + Penalty 912.576429 = -1413072.820736 nChanged 13 SP:Iteration 39Q (177.370000 sec): 3 clusters Score: Raw -1413985.864767 + Penalty 912.576429 = -1413073.288339 nChanged 10 SP:Iteration 40F (177.400000 sec): 3 clusters Score: Raw -1413986.349555 + Penalty 912.576429 = -1413073.773126 nChanged 9 SP:Iteration 41Q (177.420000 sec): 3 clusters Score: Raw -1413986.725091 + Penalty 912.576429 = -1413074.148662 nChanged 10 SP:Iteration 42Q (177.440000 sec): 3 clusters Score: Raw -1413987.291579 + Penalty 912.576429 = -1413074.715151 nChanged 13 SP:Iteration 43Q (177.460000 sec): 3 clusters Score: Raw -1413988.005699 + Penalty 912.576429 = -1413075.429270 nChanged 12 SP:Iteration 44Q (177.490000 sec): 3 clusters Score: Raw -1413988.707943 + Penalty 912.576429 = -1413076.131515 nChanged 11 SP:Iteration 45Q (177.510000 sec): 3 clusters Score: Raw -1413989.202789 + Penalty 912.576429 = -1413076.626360 nChanged 10 SP:Iteration 46Q (177.530000 sec): 3 clusters Score: Raw -1413989.633760 + Penalty 912.576429 = -1413077.057332 nChanged 9 SP:Iteration 47Q (177.550000 sec): 3 clusters Score: Raw -1413990.030614 + Penalty 912.576429 = -1413077.454186 nChanged 6 SP:Iteration 48Q (177.580000 sec): 3 clusters Score: Raw -1413990.169253 + Penalty 912.576429 = -1413077.592824 nChanged 4 SP:Iteration 49Q (177.600000 sec): 3 clusters Score: Raw -1413990.372268 + Penalty 912.576429 = -1413077.795840 nChanged 3 SP:Iteration 50Q (177.620000 sec): 3 clusters Score: Raw -1413990.483801 + Penalty 912.576429 = -1413077.907373 nChanged 4 SP:Iteration 51Q (177.640000 sec): 3 clusters Score: Raw -1413990.616772 + Penalty 912.576429 = -1413078.040343 nChanged 3 SP:Iteration 52Q (177.660000 sec): 3 clusters Score: Raw -1413990.679340 + Penalty 912.576429 = -1413078.102912 nChanged 1 SP:Iteration 53Q (177.680000 sec): 3 clusters Score: Raw -1413990.718191 + Penalty 912.576429 = -1413078.141763 nChanged 0 SP:Iteration 54F (177.710000 sec): 3 clusters Score: Raw -1413990.718191 + Penalty 912.576429 = -1413078.141763 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.720000 sec): 2 clusters Score: Raw -43182.384519 + Penalty 306.043620 = -42876.340899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.720000 sec): 3 clusters Score: Raw -42847.479967 + Penalty 612.087240 = -42235.392727 nChanged 315 SP:Iteration 1F (177.720000 sec): 3 clusters Score: Raw -43410.612921 + Penalty 612.087240 = -42798.525681 nChanged 121 SP:Iteration 2F (177.720000 sec): 3 clusters Score: Raw -43740.195810 + Penalty 612.087240 = -43128.108570 nChanged 69 SP:Iteration 3F (177.720000 sec): 3 clusters Score: Raw -43968.419645 + Penalty 612.087240 = -43356.332405 nChanged 45 SP:Iteration 4F (177.720000 sec): 3 clusters Score: Raw -44282.380081 + Penalty 612.087240 = -43670.292841 nChanged 36 SP:Iteration 5Q (177.720000 sec): 3 clusters Score: Raw -44439.436500 + Penalty 612.087240 = -43827.349261 nChanged 25 SP:Iteration 6Q (177.730000 sec): 3 clusters Score: Raw -44541.308509 + Penalty 612.087240 = -43929.221270 nChanged 19 SP:Iteration 7Q (177.730000 sec): 3 clusters Score: Raw -44590.606567 + Penalty 612.087240 = -43978.519327 nChanged 11 SP:Iteration 8Q (177.730000 sec): 3 clusters Score: Raw -44629.293556 + Penalty 612.087240 = -44017.206316 nChanged 13 SP:Iteration 9Q (177.730000 sec): 3 clusters Score: Raw -44701.951194 + Penalty 612.087240 = -44089.863954 nChanged 6 SP:Iteration 10Q (177.730000 sec): 3 clusters Score: Raw -44713.119245 + Penalty 612.087240 = -44101.032006 nChanged 5 SP:Iteration 11Q (177.730000 sec): 3 clusters Score: Raw -44720.864802 + Penalty 612.087240 = -44108.777562 nChanged 10 SP:Iteration 12Q (177.730000 sec): 3 clusters Score: Raw -44760.170326 + Penalty 612.087240 = -44148.083087 nChanged 13 SP:Iteration 13Q (177.730000 sec): 3 clusters Score: Raw -44845.057127 + Penalty 612.087240 = -44232.969888 nChanged 16 SP:Iteration 14Q (177.730000 sec): 3 clusters Score: Raw -44926.126850 + Penalty 612.087240 = -44314.039610 nChanged 10 SP:Iteration 15Q (177.730000 sec): 3 clusters Score: Raw -44953.787784 + Penalty 612.087240 = -44341.700545 nChanged 7 SP:Iteration 16Q (177.730000 sec): 3 clusters Score: Raw -44962.955226 + Penalty 612.087240 = -44350.867986 nChanged 1 SP:Iteration 17Q (177.740000 sec): 3 clusters Score: Raw -44963.306688 + Penalty 612.087240 = -44351.219448 nChanged 0 SP:Iteration 18F (177.740000 sec): 3 clusters Score: Raw -44963.306688 + Penalty 612.087240 = -44351.219448 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (22587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.770000 sec): 2 clusters Score: Raw -1312767.679972 + Penalty 456.143406 = -1312311.536566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.800000 sec): 3 clusters Score: Raw -1298058.218320 + Penalty 912.286812 = -1297145.931508 nChanged 10722 SP:Iteration 1F (177.820000 sec): 3 clusters Score: Raw -1304539.243039 + Penalty 912.286812 = -1303626.956227 nChanged 1090 SP:Iteration 2Q (177.850000 sec): 3 clusters Score: Raw -1305007.069338 + Penalty 912.286812 = -1304094.782526 nChanged 1323 SP:Iteration 3F (177.880000 sec): 3 clusters Score: Raw -1305727.484000 + Penalty 912.286812 = -1304815.197188 nChanged 1561 SP:Iteration 4F (177.900000 sec): 3 clusters Score: Raw -1306758.353132 + Penalty 912.286812 = -1305846.066320 nChanged 1593 SP:Iteration 5F (177.930000 sec): 3 clusters Score: Raw -1308005.352821 + Penalty 912.286812 = -1307093.066009 nChanged 1392 SP:Iteration 6F (177.950000 sec): 3 clusters Score: Raw -1309273.627655 + Penalty 912.286812 = -1308361.340843 nChanged 1071 SP:Iteration 7Q (177.980000 sec): 3 clusters Score: Raw -1310154.335318 + Penalty 912.286812 = -1309242.048506 nChanged 721 SP:Iteration 8Q (178.000000 sec): 3 clusters Score: Raw -1310609.049611 + Penalty 912.286812 = -1309696.762800 nChanged 485 SP:Iteration 9Q (178.030000 sec): 3 clusters Score: Raw -1310859.763127 + Penalty 912.286812 = -1309947.476315 nChanged 348 SP:Iteration 10Q (178.050000 sec): 3 clusters Score: Raw -1310994.512137 + Penalty 912.286812 = -1310082.225325 nChanged 287 SP:Iteration 11Q (178.070000 sec): 3 clusters Score: Raw -1311092.014013 + Penalty 912.286812 = -1310179.727201 nChanged 270 SP:Iteration 12Q (178.100000 sec): 3 clusters Score: Raw -1311186.662126 + Penalty 912.286812 = -1310274.375314 nChanged 285 SP:Iteration 13Q (178.120000 sec): 3 clusters Score: Raw -1311312.247287 + Penalty 912.286812 = -1310399.960475 nChanged 312 SP:Iteration 14Q (178.140000 sec): 3 clusters Score: Raw -1311455.528732 + Penalty 912.286812 = -1310543.241920 nChanged 317 SP:Iteration 15Q (178.160000 sec): 3 clusters Score: Raw -1311600.968036 + Penalty 912.286812 = -1310688.681224 nChanged 292 SP:Iteration 16Q (178.190000 sec): 3 clusters Score: Raw -1311735.759867 + Penalty 912.286812 = -1310823.473056 nChanged 289 SP:Iteration 17Q (178.210000 sec): 3 clusters Score: Raw -1311886.155517 + Penalty 912.286812 = -1310973.868706 nChanged 299 SP:Iteration 18Q (178.230000 sec): 3 clusters Score: Raw -1312040.314994 + Penalty 912.286812 = -1311128.028182 nChanged 288 SP:Iteration 19Q (178.250000 sec): 3 clusters Score: Raw -1312174.851285 + Penalty 912.286812 = -1311262.564473 nChanged 263 SP:Iteration 20F (178.280000 sec): 3 clusters Score: Raw -1312284.338606 + Penalty 912.286812 = -1311372.051794 nChanged 235 SP:Iteration 21Q (178.300000 sec): 3 clusters Score: Raw -1312372.145476 + Penalty 912.286812 = -1311459.858665 nChanged 195 SP:Iteration 22Q (178.320000 sec): 3 clusters Score: Raw -1312426.945221 + Penalty 912.286812 = -1311514.658409 nChanged 149 SP:Iteration 23Q (178.340000 sec): 3 clusters Score: Raw -1312460.217033 + Penalty 912.286812 = -1311547.930221 nChanged 119 SP:Iteration 24Q (178.370000 sec): 3 clusters Score: Raw -1312487.478490 + Penalty 912.286812 = -1311575.191679 nChanged 109 SP:Iteration 25Q (178.390000 sec): 3 clusters Score: Raw -1312506.716919 + Penalty 912.286812 = -1311594.430107 nChanged 95 SP:Iteration 26Q (178.410000 sec): 3 clusters Score: Raw -1312522.882880 + Penalty 912.286812 = -1311610.596069 nChanged 82 SP:Iteration 27Q (178.430000 sec): 3 clusters Score: Raw -1312538.360904 + Penalty 912.286812 = -1311626.074092 nChanged 92 SP:Iteration 28Q (178.460000 sec): 3 clusters Score: Raw -1312552.879830 + Penalty 912.286812 = -1311640.593019 nChanged 81 SP:Iteration 29Q (178.480000 sec): 3 clusters Score: Raw -1312563.431859 + Penalty 912.286812 = -1311651.145048 nChanged 59 SP:Iteration 30Q (178.500000 sec): 3 clusters Score: Raw -1312570.215476 + Penalty 912.286812 = -1311657.928664 nChanged 55 SP:Iteration 31Q (178.520000 sec): 3 clusters Score: Raw -1312576.400402 + Penalty 912.286812 = -1311664.113590 nChanged 54 SP:Iteration 32Q (178.540000 sec): 3 clusters Score: Raw -1312581.406660 + Penalty 912.286812 = -1311669.119848 nChanged 43 SP:Iteration 33Q (178.560000 sec): 3 clusters Score: Raw -1312584.424838 + Penalty 912.286812 = -1311672.138026 nChanged 39 SP:Iteration 34Q (178.580000 sec): 3 clusters Score: Raw -1312587.474728 + Penalty 912.286812 = -1311675.187916 nChanged 33 SP:Iteration 35Q (178.610000 sec): 3 clusters Score: Raw -1312589.721140 + Penalty 912.286812 = -1311677.434328 nChanged 33 SP:Iteration 36Q (178.630000 sec): 3 clusters Score: Raw -1312591.839257 + Penalty 912.286812 = -1311679.552445 nChanged 21 SP:Iteration 37Q (178.650000 sec): 3 clusters Score: Raw -1312592.992815 + Penalty 912.286812 = -1311680.706003 nChanged 19 SP:Iteration 38Q (178.670000 sec): 3 clusters Score: Raw -1312593.954830 + Penalty 912.286812 = -1311681.668019 nChanged 14 SP:Iteration 39Q (178.690000 sec): 3 clusters Score: Raw -1312595.280760 + Penalty 912.286812 = -1311682.993949 nChanged 21 SP:Iteration 40F (178.720000 sec): 3 clusters Score: Raw -1312597.464028 + Penalty 912.286812 = -1311685.177216 nChanged 21 SP:Iteration 41Q (178.740000 sec): 3 clusters Score: Raw -1312598.565493 + Penalty 912.286812 = -1311686.278681 nChanged 14 SP:Iteration 42Q (178.760000 sec): 3 clusters Score: Raw -1312599.388156 + Penalty 912.286812 = -1311687.101344 nChanged 16 SP:Iteration 43Q (178.780000 sec): 3 clusters Score: Raw -1312600.036833 + Penalty 912.286812 = -1311687.750021 nChanged 11 SP:Iteration 44Q (178.810000 sec): 3 clusters Score: Raw -1312600.440138 + Penalty 912.286812 = -1311688.153327 nChanged 6 SP:Iteration 45Q (178.830000 sec): 3 clusters Score: Raw -1312600.667678 + Penalty 912.286812 = -1311688.380866 nChanged 2 SP:Iteration 46Q (178.850000 sec): 3 clusters Score: Raw -1312600.692627 + Penalty 912.286812 = -1311688.405816 nChanged 1 SP:Iteration 47Q (178.870000 sec): 3 clusters Score: Raw -1312600.723344 + Penalty 912.286812 = -1311688.436533 nChanged 1 SP:Iteration 48Q (178.900000 sec): 3 clusters Score: Raw -1312600.742680 + Penalty 912.286812 = -1311688.455868 nChanged 1 SP:Iteration 49Q (178.920000 sec): 3 clusters Score: Raw -1312600.760007 + Penalty 912.286812 = -1311688.473195 nChanged 0 SP:Iteration 50F (178.940000 sec): 3 clusters Score: Raw -1312600.760007 + Penalty 912.286812 = -1311688.473195 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.960000 sec): 2 clusters Score: Raw -528188.276974 + Penalty 415.856500 = -527772.420474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.970000 sec): 3 clusters Score: Raw -522389.056764 + Penalty 831.713000 = -521557.343764 nChanged 4341 SP:Iteration 1F (178.980000 sec): 3 clusters Score: Raw -525160.664803 + Penalty 831.713000 = -524328.951803 nChanged 726 SP:Iteration 2F (178.990000 sec): 3 clusters Score: Raw -525752.376553 + Penalty 831.713000 = -524920.663553 nChanged 709 SP:Iteration 3F (179.000000 sec): 3 clusters Score: Raw -526258.361622 + Penalty 831.713000 = -525426.648623 nChanged 565 SP:Iteration 4F (179.010000 sec): 3 clusters Score: Raw -526629.268753 + Penalty 831.713000 = -525797.555754 nChanged 456 SP:Iteration 5Q (179.020000 sec): 3 clusters Score: Raw -526841.029424 + Penalty 831.713000 = -526009.316424 nChanged 283 SP:Iteration 6Q (179.030000 sec): 3 clusters Score: Raw -526927.755334 + Penalty 831.713000 = -526096.042335 nChanged 188 SP:Iteration 7Q (179.040000 sec): 3 clusters Score: Raw -526971.016482 + Penalty 831.713000 = -526139.303482 nChanged 151 SP:Iteration 8Q (179.050000 sec): 3 clusters Score: Raw -526999.957522 + Penalty 831.713000 = -526168.244522 nChanged 117 SP:Iteration 9Q (179.060000 sec): 3 clusters Score: Raw -527021.708716 + Penalty 831.713000 = -526189.995716 nChanged 97 SP:Iteration 10Q (179.080000 sec): 3 clusters Score: Raw -527038.648654 + Penalty 831.713000 = -526206.935654 nChanged 84 SP:Iteration 11Q (179.080000 sec): 3 clusters Score: Raw -527050.991418 + Penalty 831.713000 = -526219.278418 nChanged 78 SP:Iteration 12Q (179.100000 sec): 3 clusters Score: Raw -527063.446470 + Penalty 831.713000 = -526231.733470 nChanged 75 SP:Iteration 13Q (179.100000 sec): 3 clusters Score: Raw -527077.655342 + Penalty 831.713000 = -526245.942343 nChanged 79 SP:Iteration 14Q (179.110000 sec): 3 clusters Score: Raw -527093.658745 + Penalty 831.713000 = -526261.945745 nChanged 81 SP:Iteration 15Q (179.120000 sec): 3 clusters Score: Raw -527108.025121 + Penalty 831.713000 = -526276.312122 nChanged 78 SP:Iteration 16Q (179.130000 sec): 3 clusters Score: Raw -527121.275625 + Penalty 831.713000 = -526289.562626 nChanged 72 SP:Iteration 17Q (179.140000 sec): 3 clusters Score: Raw -527131.947452 + Penalty 831.713000 = -526300.234453 nChanged 70 SP:Iteration 18Q (179.150000 sec): 3 clusters Score: Raw -527142.627374 + Penalty 831.713000 = -526310.914375 nChanged 59 SP:Iteration 19Q (179.160000 sec): 3 clusters Score: Raw -527150.920525 + Penalty 831.713000 = -526319.207526 nChanged 59 SP:Iteration 20F (179.170000 sec): 3 clusters Score: Raw -527159.101762 + Penalty 831.713000 = -526327.388762 nChanged 59 SP:Iteration 21Q (179.180000 sec): 3 clusters Score: Raw -527168.416693 + Penalty 831.713000 = -526336.703694 nChanged 67 SP:Iteration 22Q (179.190000 sec): 3 clusters Score: Raw -527177.403156 + Penalty 831.713000 = -526345.690156 nChanged 51 SP:Iteration 23Q (179.200000 sec): 3 clusters Score: Raw -527185.336345 + Penalty 831.713000 = -526353.623346 nChanged 56 SP:Iteration 24Q (179.210000 sec): 3 clusters Score: Raw -527197.093018 + Penalty 831.713000 = -526365.380018 nChanged 82 SP:Iteration 25Q (179.220000 sec): 3 clusters Score: Raw -527216.153024 + Penalty 831.713000 = -526384.440024 nChanged 98 SP:Iteration 26Q (179.230000 sec): 3 clusters Score: Raw -527244.989222 + Penalty 831.713000 = -526413.276223 nChanged 108 SP:Iteration 27Q (179.240000 sec): 3 clusters Score: Raw -527279.180651 + Penalty 831.713000 = -526447.467652 nChanged 117 SP:Iteration 28Q (179.250000 sec): 3 clusters Score: Raw -527322.599289 + Penalty 831.713000 = -526490.886289 nChanged 119 SP:Iteration 29Q (179.260000 sec): 3 clusters Score: Raw -527363.821681 + Penalty 831.713000 = -526532.108681 nChanged 135 SP:Iteration 30Q (179.270000 sec): 3 clusters Score: Raw -527414.813314 + Penalty 831.713000 = -526583.100314 nChanged 137 SP:Iteration 31Q (179.280000 sec): 3 clusters Score: Raw -527474.762238 + Penalty 831.713000 = -526643.049239 nChanged 140 SP:Iteration 32Q (179.290000 sec): 3 clusters Score: Raw -527544.533361 + Penalty 831.713000 = -526712.820362 nChanged 154 SP:Iteration 33Q (179.300000 sec): 3 clusters Score: Raw -527632.612905 + Penalty 831.713000 = -526800.899905 nChanged 155 SP:Iteration 34Q (179.310000 sec): 3 clusters Score: Raw -527727.524898 + Penalty 831.713000 = -526895.811898 nChanged 141 SP:Iteration 35Q (179.320000 sec): 3 clusters Score: Raw -527796.298165 + Penalty 831.713000 = -526964.585165 nChanged 130 SP:Iteration 36Q (179.330000 sec): 3 clusters Score: Raw -527853.228124 + Penalty 831.713000 = -527021.515125 nChanged 136 SP:Iteration 37Q (179.340000 sec): 3 clusters Score: Raw -527909.174745 + Penalty 831.713000 = -527077.461745 nChanged 118 SP:Iteration 38Q (179.340000 sec): 3 clusters Score: Raw -527959.562877 + Penalty 831.713000 = -527127.849878 nChanged 121 SP:Iteration 39Q (179.360000 sec): 3 clusters Score: Raw -528014.582631 + Penalty 831.713000 = -527182.869632 nChanged 97 SP:Iteration 40F (179.360000 sec): 3 clusters Score: Raw -528057.084812 + Penalty 831.713000 = -527225.371812 nChanged 98 SP:Iteration 41Q (179.370000 sec): 3 clusters Score: Raw -528096.453196 + Penalty 831.713000 = -527264.740197 nChanged 85 SP:Iteration 42Q (179.380000 sec): 3 clusters Score: Raw -528126.048864 + Penalty 831.713000 = -527294.335864 nChanged 73 SP:Iteration 43Q (179.390000 sec): 3 clusters Score: Raw -528155.174991 + Penalty 831.713000 = -527323.461992 nChanged 60 SP:Iteration 44Q (179.400000 sec): 3 clusters Score: Raw -528178.270514 + Penalty 831.713000 = -527346.557514 nChanged 67 SP:Iteration 45Q (179.410000 sec): 3 clusters Score: Raw -528201.694243 + Penalty 831.713000 = -527369.981243 nChanged 60 SP:Iteration 46Q (179.420000 sec): 3 clusters Score: Raw -528224.014056 + Penalty 831.713000 = -527392.301056 nChanged 60 SP:Iteration 47Q (179.420000 sec): 3 clusters Score: Raw -528246.037144 + Penalty 831.713000 = -527414.324145 nChanged 42 SP:Iteration 48Q (179.430000 sec): 3 clusters Score: Raw -528260.349407 + Penalty 831.713000 = -527428.636407 nChanged 30 SP:Iteration 49Q (179.440000 sec): 3 clusters Score: Raw -528267.786321 + Penalty 831.713000 = -527436.073321 nChanged 27 SP:Iteration 50Q (179.450000 sec): 3 clusters Score: Raw -528277.476410 + Penalty 831.713000 = -527445.763410 nChanged 24 SP:Iteration 51Q (179.460000 sec): 3 clusters Score: Raw -528286.608936 + Penalty 831.713000 = -527454.895936 nChanged 20 SP:Iteration 52Q (179.470000 sec): 3 clusters Score: Raw -528295.830484 + Penalty 831.713000 = -527464.117485 nChanged 24 SP:Iteration 53Q (179.480000 sec): 3 clusters Score: Raw -528303.916232 + Penalty 831.713000 = -527472.203232 nChanged 21 SP:Iteration 54Q (179.480000 sec): 3 clusters Score: Raw -528313.486505 + Penalty 831.713000 = -527481.773506 nChanged 26 SP:Iteration 55Q (179.490000 sec): 3 clusters Score: Raw -528324.083749 + Penalty 831.713000 = -527492.370750 nChanged 22 SP:Iteration 56Q (179.500000 sec): 3 clusters Score: Raw -528330.323678 + Penalty 831.713000 = -527498.610678 nChanged 19 SP:Iteration 57Q (179.510000 sec): 3 clusters Score: Raw -528334.393629 + Penalty 831.713000 = -527502.680630 nChanged 12 SP:Iteration 58Q (179.520000 sec): 3 clusters Score: Raw -528338.705223 + Penalty 831.713000 = -527506.992223 nChanged 15 SP:Iteration 59Q (179.520000 sec): 3 clusters Score: Raw -528344.699705 + Penalty 831.713000 = -527512.986705 nChanged 20 SP:Iteration 60F (179.540000 sec): 3 clusters Score: Raw -528352.076641 + Penalty 831.713000 = -527520.363642 nChanged 17 SP:Iteration 61Q (179.540000 sec): 3 clusters Score: Raw -528356.552271 + Penalty 831.713000 = -527524.839272 nChanged 16 SP:Iteration 62Q (179.550000 sec): 3 clusters Score: Raw -528363.207492 + Penalty 831.713000 = -527531.494492 nChanged 10 SP:Iteration 63Q (179.560000 sec): 3 clusters Score: Raw -528368.221353 + Penalty 831.713000 = -527536.508353 nChanged 8 SP:Iteration 64Q (179.570000 sec): 3 clusters Score: Raw -528371.041731 + Penalty 831.713000 = -527539.328732 nChanged 5 SP:Iteration 65Q (179.580000 sec): 3 clusters Score: Raw -528372.508701 + Penalty 831.713000 = -527540.795701 nChanged 11 SP:Iteration 66Q (179.580000 sec): 3 clusters Score: Raw -528375.582310 + Penalty 831.713000 = -527543.869311 nChanged 10 SP:Iteration 67Q (179.590000 sec): 3 clusters Score: Raw -528379.326637 + Penalty 831.713000 = -527547.613637 nChanged 10 SP:Iteration 68Q (179.600000 sec): 3 clusters Score: Raw -528382.095551 + Penalty 831.713000 = -527550.382552 nChanged 7 SP:Iteration 69Q (179.610000 sec): 3 clusters Score: Raw -528383.860988 + Penalty 831.713000 = -527552.147989 nChanged 5 SP:Iteration 70Q (179.620000 sec): 3 clusters Score: Raw -528385.026002 + Penalty 831.713000 = -527553.313003 nChanged 6 SP:Iteration 71Q (179.620000 sec): 3 clusters Score: Raw -528386.220539 + Penalty 831.713000 = -527554.507539 nChanged 3 SP:Iteration 72Q (179.630000 sec): 3 clusters Score: Raw -528386.587963 + Penalty 831.713000 = -527554.874963 nChanged 1 SP:Iteration 73Q (179.640000 sec): 3 clusters Score: Raw -528386.690341 + Penalty 831.713000 = -527554.977341 nChanged 0 SP:Iteration 74F (179.650000 sec): 3 clusters Score: Raw -528386.690341 + Penalty 831.713000 = -527554.977341 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.660000 sec): 2 clusters Score: Raw -152664.248147 + Penalty 362.495474 = -152301.752673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.660000 sec): 3 clusters Score: Raw -151048.566043 + Penalty 724.990948 = -150323.575094 nChanged 1236 SP:Iteration 1F (179.660000 sec): 3 clusters Score: Raw -151769.795029 + Penalty 724.990948 = -151044.804081 nChanged 211 SP:Iteration 2F (179.670000 sec): 3 clusters Score: Raw -151867.500754 + Penalty 724.990948 = -151142.509806 nChanged 159 SP:Iteration 3F (179.670000 sec): 3 clusters Score: Raw -151933.272273 + Penalty 724.990948 = -151208.281325 nChanged 127 SP:Iteration 4Q (179.670000 sec): 3 clusters Score: Raw -151987.222364 + Penalty 724.990948 = -151262.231416 nChanged 123 SP:Iteration 5Q (179.680000 sec): 3 clusters Score: Raw -152051.328597 + Penalty 724.990948 = -151326.337648 nChanged 128 SP:Iteration 6Q (179.680000 sec): 3 clusters Score: Raw -152105.035900 + Penalty 724.990948 = -151380.044951 nChanged 103 SP:Iteration 7Q (179.680000 sec): 3 clusters Score: Raw -152152.511500 + Penalty 724.990948 = -151427.520552 nChanged 96 SP:Iteration 8Q (179.690000 sec): 3 clusters Score: Raw -152195.882584 + Penalty 724.990948 = -151470.891636 nChanged 87 SP:Iteration 9Q (179.690000 sec): 3 clusters Score: Raw -152228.016185 + Penalty 724.990948 = -151503.025237 nChanged 62 SP:Iteration 10Q (179.690000 sec): 3 clusters Score: Raw -152249.201632 + Penalty 724.990948 = -151524.210684 nChanged 52 SP:Iteration 11Q (179.700000 sec): 3 clusters Score: Raw -152269.105768 + Penalty 724.990948 = -151544.114820 nChanged 50 SP:Iteration 12Q (179.700000 sec): 3 clusters Score: Raw -152286.926319 + Penalty 724.990948 = -151561.935371 nChanged 44 SP:Iteration 13Q (179.700000 sec): 3 clusters Score: Raw -152300.925341 + Penalty 724.990948 = -151575.934392 nChanged 44 SP:Iteration 14Q (179.710000 sec): 3 clusters Score: Raw -152315.805336 + Penalty 724.990948 = -151590.814388 nChanged 32 SP:Iteration 15Q (179.710000 sec): 3 clusters Score: Raw -152327.735403 + Penalty 724.990948 = -151602.744455 nChanged 40 SP:Iteration 16Q (179.710000 sec): 3 clusters Score: Raw -152342.773046 + Penalty 724.990948 = -151617.782098 nChanged 40 SP:Iteration 17Q (179.720000 sec): 3 clusters Score: Raw -152360.637253 + Penalty 724.990948 = -151635.646305 nChanged 31 SP:Iteration 18Q (179.720000 sec): 3 clusters Score: Raw -152375.543769 + Penalty 724.990948 = -151650.552821 nChanged 39 SP:Iteration 19Q (179.720000 sec): 3 clusters Score: Raw -152391.381823 + Penalty 724.990948 = -151666.390874 nChanged 41 SP:Iteration 20F (179.720000 sec): 3 clusters Score: Raw -152406.998224 + Penalty 724.990948 = -151682.007275 nChanged 44 SP:Iteration 21Q (179.730000 sec): 3 clusters Score: Raw -152432.307876 + Penalty 724.990948 = -151707.316928 nChanged 46 SP:Iteration 22Q (179.730000 sec): 3 clusters Score: Raw -152462.281692 + Penalty 724.990948 = -151737.290744 nChanged 49 SP:Iteration 23Q (179.740000 sec): 3 clusters Score: Raw -152487.033883 + Penalty 724.990948 = -151762.042934 nChanged 40 SP:Iteration 24Q (179.740000 sec): 3 clusters Score: Raw -152504.637298 + Penalty 724.990948 = -151779.646350 nChanged 39 SP:Iteration 25Q (179.740000 sec): 3 clusters Score: Raw -152523.977188 + Penalty 724.990948 = -151798.986239 nChanged 39 SP:Iteration 26Q (179.740000 sec): 3 clusters Score: Raw -152542.463177 + Penalty 724.990948 = -151817.472229 nChanged 39 SP:Iteration 27Q (179.750000 sec): 3 clusters Score: Raw -152561.325123 + Penalty 724.990948 = -151836.334175 nChanged 39 SP:Iteration 28Q (179.750000 sec): 3 clusters Score: Raw -152577.505326 + Penalty 724.990948 = -151852.514378 nChanged 25 SP:Iteration 29Q (179.750000 sec): 3 clusters Score: Raw -152587.051822 + Penalty 724.990948 = -151862.060874 nChanged 23 SP:Iteration 30Q (179.760000 sec): 3 clusters Score: Raw -152595.872850 + Penalty 724.990948 = -151870.881901 nChanged 29 SP:Iteration 31Q (179.760000 sec): 3 clusters Score: Raw -152606.330117 + Penalty 724.990948 = -151881.339169 nChanged 27 SP:Iteration 32Q (179.760000 sec): 3 clusters Score: Raw -152617.437192 + Penalty 724.990948 = -151892.446243 nChanged 27 SP:Iteration 33Q (179.760000 sec): 3 clusters Score: Raw -152636.924380 + Penalty 724.990948 = -151911.933432 nChanged 24 SP:Iteration 34Q (179.770000 sec): 3 clusters Score: Raw -152648.564384 + Penalty 724.990948 = -151923.573435 nChanged 21 SP:Iteration 35Q (179.770000 sec): 3 clusters Score: Raw -152658.824525 + Penalty 724.990948 = -151933.833577 nChanged 21 SP:Iteration 36Q (179.770000 sec): 3 clusters Score: Raw -152666.539497 + Penalty 724.990948 = -151941.548548 nChanged 22 SP:Iteration 37Q (179.780000 sec): 3 clusters Score: Raw -152677.853236 + Penalty 724.990948 = -151952.862288 nChanged 22 SP:Iteration 38Q (179.780000 sec): 3 clusters Score: Raw -152690.915094 + Penalty 724.990948 = -151965.924145 nChanged 20 SP:Iteration 39Q (179.780000 sec): 3 clusters Score: Raw -152705.750265 + Penalty 724.990948 = -151980.759317 nChanged 13 SP:Iteration 40F (179.780000 sec): 3 clusters Score: Raw -152712.654407 + Penalty 724.990948 = -151987.663458 nChanged 13 SP:Iteration 41Q (179.790000 sec): 3 clusters Score: Raw -152719.664263 + Penalty 724.990948 = -151994.673315 nChanged 8 SP:Iteration 42Q (179.790000 sec): 3 clusters Score: Raw -152725.474024 + Penalty 724.990948 = -152000.483076 nChanged 10 SP:Iteration 43Q (179.790000 sec): 3 clusters Score: Raw -152730.643925 + Penalty 724.990948 = -152005.652977 nChanged 4 SP:Iteration 44Q (179.800000 sec): 3 clusters Score: Raw -152732.267261 + Penalty 724.990948 = -152007.276312 nChanged 8 SP:Iteration 45Q (179.800000 sec): 3 clusters Score: Raw -152737.828517 + Penalty 724.990948 = -152012.837568 nChanged 8 SP:Iteration 46Q (179.800000 sec): 3 clusters Score: Raw -152741.127219 + Penalty 724.990948 = -152016.136271 nChanged 5 SP:Iteration 47Q (179.800000 sec): 3 clusters Score: Raw -152743.544466 + Penalty 724.990948 = -152018.553517 nChanged 6 SP:Iteration 48Q (179.800000 sec): 3 clusters Score: Raw -152747.832624 + Penalty 724.990948 = -152022.841676 nChanged 3 SP:Iteration 49Q (179.810000 sec): 3 clusters Score: Raw -152749.634414 + Penalty 724.990948 = -152024.643466 nChanged 2 SP:Iteration 50Q (179.810000 sec): 3 clusters Score: Raw -152750.588738 + Penalty 724.990948 = -152025.597790 nChanged 2 SP:Iteration 51Q (179.810000 sec): 3 clusters Score: Raw -152751.397085 + Penalty 724.990948 = -152026.406137 nChanged 1 SP:Iteration 52Q (179.820000 sec): 3 clusters Score: Raw -152751.594331 + Penalty 724.990948 = -152026.603382 nChanged 0 SP:Iteration 53F (179.820000 sec): 3 clusters Score: Raw -152751.594331 + Penalty 724.990948 = -152026.603382 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.820000 sec): 2 clusters Score: Raw -7065.067989 + Penalty 233.678829 = -6831.389160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.820000 sec): 3 clusters Score: Raw -7068.687894 + Penalty 467.357658 = -6601.330236 nChanged 54 SP:Iteration 1F (179.820000 sec): 3 clusters Score: Raw -7150.017473 + Penalty 467.357658 = -6682.659815 nChanged 15 SP:Iteration 2F (179.820000 sec): 3 clusters Score: Raw -7202.246362 + Penalty 467.357658 = -6734.888705 nChanged 11 SP:Iteration 3F (179.820000 sec): 3 clusters Score: Raw -7265.752469 + Penalty 467.357658 = -6798.394811 nChanged 6 SP:Iteration 4Q (179.820000 sec): 3 clusters Score: Raw -7377.252346 + Penalty 467.357658 = -6909.894688 nChanged 20 SP:Iteration 5F (179.820000 sec): 3 clusters Score: Raw -7438.474670 + Penalty 467.357658 = -6971.117013 nChanged 14 SP:Iteration 6F (179.820000 sec): 3 clusters Score: Raw -7484.146750 + Penalty 467.357658 = -7016.789093 nChanged 7 SP:Iteration 7Q (179.820000 sec): 3 clusters Score: Raw -7518.486101 + Penalty 467.357658 = -7051.128443 nChanged 7 SP:Iteration 8Q (179.820000 sec): 3 clusters Score: Raw -7572.824560 + Penalty 467.357658 = -7105.466902 nChanged 3 SP:Iteration 9Q (179.820000 sec): 3 clusters Score: Raw -7607.123002 + Penalty 467.357658 = -7139.765344 nChanged 2 SP:Iteration 10Q (179.820000 sec): 3 clusters Score: Raw -7616.587904 + Penalty 467.357658 = -7149.230246 nChanged 1 SP:Iteration 11Q (179.820000 sec): 3 clusters Score: Raw -7620.146002 + Penalty 467.357658 = -7152.788345 nChanged 1 SP:Iteration 12Q (179.820000 sec): 3 clusters Score: Raw -7622.338822 + Penalty 467.357658 = -7154.981164 nChanged 0 SP:Iteration 13F (179.820000 sec): 3 clusters Score: Raw -7625.398747 + Penalty 467.357658 = -7158.041089 nChanged 1 SP:Iteration 14Q (179.820000 sec): 3 clusters Score: Raw -7648.673671 + Penalty 467.357658 = -7181.316014 nChanged 0 SP:Iteration 15F (179.820000 sec): 3 clusters Score: Raw -7648.673671 + Penalty 467.357658 = -7181.316014 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (2060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.830000 sec): 2 clusters Score: Raw -111966.370712 + Penalty 347.185987 = -111619.184724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.830000 sec): 3 clusters Score: Raw -110865.654771 + Penalty 694.371975 = -110171.282796 nChanged 900 SP:Iteration 1F (179.840000 sec): 3 clusters Score: Raw -111584.332342 + Penalty 694.371975 = -110889.960367 nChanged 231 SP:Iteration 2F (179.840000 sec): 3 clusters Score: Raw -111850.965922 + Penalty 694.371975 = -111156.593947 nChanged 172 SP:Iteration 3F (179.840000 sec): 3 clusters Score: Raw -112016.794160 + Penalty 694.371975 = -111322.422185 nChanged 121 SP:Iteration 4F (179.840000 sec): 3 clusters Score: Raw -112099.475978 + Penalty 694.371975 = -111405.104003 nChanged 72 SP:Iteration 5Q (179.840000 sec): 3 clusters Score: Raw -112143.943083 + Penalty 694.371975 = -111449.571108 nChanged 48 SP:Iteration 6Q (179.850000 sec): 3 clusters Score: Raw -112165.516408 + Penalty 694.371975 = -111471.144433 nChanged 30 SP:Iteration 7Q (179.850000 sec): 3 clusters Score: Raw -112177.748643 + Penalty 694.371975 = -111483.376668 nChanged 20 SP:Iteration 8Q (179.850000 sec): 3 clusters Score: Raw -112186.734800 + Penalty 694.371975 = -111492.362825 nChanged 15 SP:Iteration 9Q (179.850000 sec): 3 clusters Score: Raw -112191.355071 + Penalty 694.371975 = -111496.983096 nChanged 15 SP:Iteration 10Q (179.860000 sec): 3 clusters Score: Raw -112195.604821 + Penalty 694.371975 = -111501.232846 nChanged 12 SP:Iteration 11Q (179.860000 sec): 3 clusters Score: Raw -112199.188854 + Penalty 694.371975 = -111504.816879 nChanged 9 SP:Iteration 12Q (179.860000 sec): 3 clusters Score: Raw -112201.612837 + Penalty 694.371975 = -111507.240863 nChanged 4 SP:Iteration 13Q (179.860000 sec): 3 clusters Score: Raw -112202.014032 + Penalty 694.371975 = -111507.642057 nChanged 1 SP:Iteration 14Q (179.860000 sec): 3 clusters Score: Raw -112202.100131 + Penalty 694.371975 = -111507.728157 nChanged 2 SP:Iteration 15Q (179.870000 sec): 3 clusters Score: Raw -112202.541083 + Penalty 694.371975 = -111508.169108 nChanged 2 SP:Iteration 16Q (179.870000 sec): 3 clusters Score: Raw -112202.712317 + Penalty 694.371975 = -111508.340342 nChanged 2 SP:Iteration 17Q (179.870000 sec): 3 clusters Score: Raw -112202.844859 + Penalty 694.371975 = -111508.472885 nChanged 2 SP:Iteration 18Q (179.870000 sec): 3 clusters Score: Raw -112202.940254 + Penalty 694.371975 = -111508.568280 nChanged 1 SP:Iteration 19Q (179.880000 sec): 3 clusters Score: Raw -112203.006912 + Penalty 694.371975 = -111508.634937 nChanged 0 SP:Iteration 20F (179.880000 sec): 3 clusters Score: Raw -112203.006912 + Penalty 694.371975 = -111508.634937 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.880000 sec): 2 clusters Score: Raw -31611.729399 + Penalty 288.566525 = -31323.162875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.880000 sec): 3 clusters Score: Raw -31383.349601 + Penalty 577.133049 = -30806.216552 nChanged 204 SP:Iteration 1F (179.880000 sec): 3 clusters Score: Raw -31614.921449 + Penalty 577.133049 = -31037.788400 nChanged 66 SP:Iteration 2F (179.880000 sec): 3 clusters Score: Raw -31723.166547 + Penalty 577.133049 = -31146.033498 nChanged 47 SP:Iteration 3F (179.880000 sec): 3 clusters Score: Raw -31797.652862 + Penalty 577.133049 = -31220.519813 nChanged 37 SP:Iteration 4F (179.880000 sec): 3 clusters Score: Raw -31859.081030 + Penalty 577.133049 = -31281.947981 nChanged 26 SP:Iteration 5Q (179.880000 sec): 3 clusters Score: Raw -31900.225042 + Penalty 577.133049 = -31323.091993 nChanged 15 SP:Iteration 6Q (179.880000 sec): 3 clusters Score: Raw -31923.425893 + Penalty 577.133049 = -31346.292843 nChanged 12 SP:Iteration 7Q (179.880000 sec): 3 clusters Score: Raw -31936.417194 + Penalty 577.133049 = -31359.284145 nChanged 7 SP:Iteration 8Q (179.880000 sec): 3 clusters Score: Raw -31942.177940 + Penalty 577.133049 = -31365.044890 nChanged 2 SP:Iteration 9Q (179.880000 sec): 3 clusters Score: Raw -31945.907708 + Penalty 577.133049 = -31368.774659 nChanged 8 SP:Iteration 10Q (179.890000 sec): 3 clusters Score: Raw -31958.944167 + Penalty 577.133049 = -31381.811118 nChanged 8 SP:Iteration 11Q (179.890000 sec): 3 clusters Score: Raw -31967.477782 + Penalty 577.133049 = -31390.344732 nChanged 5 SP:Iteration 12Q (179.890000 sec): 3 clusters Score: Raw -31975.733264 + Penalty 577.133049 = -31398.600215 nChanged 8 SP:Iteration 13Q (179.890000 sec): 3 clusters Score: Raw -31987.777247 + Penalty 577.133049 = -31410.644198 nChanged 5 SP:Iteration 14Q (179.890000 sec): 3 clusters Score: Raw -31993.265559 + Penalty 577.133049 = -31416.132510 nChanged 2 SP:Iteration 15Q (179.890000 sec): 3 clusters Score: Raw -31996.028792 + Penalty 577.133049 = -31418.895743 nChanged 3 SP:Iteration 16Q (179.890000 sec): 3 clusters Score: Raw -32001.532784 + Penalty 577.133049 = -31424.399735 nChanged 4 SP:Iteration 17Q (179.890000 sec): 3 clusters Score: Raw -32003.145120 + Penalty 577.133049 = -31426.012071 nChanged 1 SP:Iteration 18Q (179.890000 sec): 3 clusters Score: Raw -32003.655031 + Penalty 577.133049 = -31426.521982 nChanged 0 SP:Iteration 19F (179.890000 sec): 3 clusters Score: Raw -32003.655031 + Penalty 577.133049 = -31426.521982 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.900000 sec): 2 clusters Score: Raw -22181.767836 + Penalty 270.037686 = -21911.730150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.900000 sec): 3 clusters Score: Raw -22051.701405 + Penalty 540.075372 = -21511.626034 nChanged 128 SP:Iteration 1F (179.900000 sec): 3 clusters Score: Raw -22151.466046 + Penalty 540.075372 = -21611.390674 nChanged 31 SP:Iteration 2F (179.900000 sec): 3 clusters Score: Raw -22187.263709 + Penalty 540.075372 = -21647.188337 nChanged 17 SP:Iteration 3Q (179.900000 sec): 3 clusters Score: Raw -22212.313058 + Penalty 540.075372 = -21672.237686 nChanged 13 SP:Iteration 4Q (179.900000 sec): 3 clusters Score: Raw -22222.174488 + Penalty 540.075372 = -21682.099116 nChanged 16 SP:Iteration 5Q (179.900000 sec): 3 clusters Score: Raw -22238.059553 + Penalty 540.075372 = -21697.984181 nChanged 13 SP:Iteration 6Q (179.900000 sec): 3 clusters Score: Raw -22249.703249 + Penalty 540.075372 = -21709.627878 nChanged 11 SP:Iteration 7Q (179.900000 sec): 3 clusters Score: Raw -22267.114240 + Penalty 540.075372 = -21727.038869 nChanged 6 SP:Iteration 8Q (179.900000 sec): 3 clusters Score: Raw -22275.644369 + Penalty 540.075372 = -21735.568997 nChanged 8 SP:Iteration 9Q (179.900000 sec): 3 clusters Score: Raw -22286.811826 + Penalty 540.075372 = -21746.736454 nChanged 9 SP:Iteration 10Q (179.900000 sec): 3 clusters Score: Raw -22300.868665 + Penalty 540.075372 = -21760.793293 nChanged 5 SP:Iteration 11Q (179.900000 sec): 3 clusters Score: Raw -22306.328721 + Penalty 540.075372 = -21766.253350 nChanged 3 SP:Iteration 12Q (179.900000 sec): 3 clusters Score: Raw -22313.613303 + Penalty 540.075372 = -21773.537931 nChanged 5 SP:Iteration 13Q (179.900000 sec): 3 clusters Score: Raw -22324.731735 + Penalty 540.075372 = -21784.656363 nChanged 4 SP:Iteration 14Q (179.900000 sec): 3 clusters Score: Raw -22327.659721 + Penalty 540.075372 = -21787.584349 nChanged 1 SP:Iteration 15Q (179.900000 sec): 3 clusters Score: Raw -22327.940569 + Penalty 540.075372 = -21787.865197 nChanged 0 SP:Iteration 16F (179.900000 sec): 3 clusters Score: Raw -22327.940569 + Penalty 540.075372 = -21787.865197 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.900000 sec): 2 clusters Score: Raw -6265.584472 + Penalty 217.830874 = -6047.753597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.900000 sec): 3 clusters Score: Raw -6253.500269 + Penalty 435.661749 = -5817.838521 nChanged 26 SP:Iteration 1F (179.900000 sec): 3 clusters Score: Raw -6291.526468 + Penalty 435.661749 = -5855.864719 nChanged 7 SP:Iteration 2F (179.900000 sec): 3 clusters Score: Raw -6301.867835 + Penalty 435.661749 = -5866.206087 nChanged 1 SP:Iteration 3Q (179.900000 sec): 3 clusters Score: Raw -6303.524128 + Penalty 435.661749 = -5867.862379 nChanged 1 SP:Iteration 4Q (179.900000 sec): 3 clusters Score: Raw -6305.054823 + Penalty 435.661749 = -5869.393074 nChanged 1 SP:Iteration 5Q (179.900000 sec): 3 clusters Score: Raw -6307.416632 + Penalty 435.661749 = -5871.754884 nChanged 0 SP:Iteration 6F (179.900000 sec): 3 clusters Score: Raw -6307.416632 + Penalty 435.661749 = -5871.754884 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.910000 sec): 2 clusters Score: Raw -47433.736235 + Penalty 309.508962 = -47124.227273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.910000 sec): 3 clusters Score: Raw -47035.108293 + Penalty 619.017923 = -46416.090369 nChanged 326 SP:Iteration 1F (179.910000 sec): 3 clusters Score: Raw -47246.853199 + Penalty 619.017923 = -46627.835276 nChanged 73 SP:Iteration 2F (179.910000 sec): 3 clusters Score: Raw -47301.882486 + Penalty 619.017923 = -46682.864562 nChanged 45 SP:Iteration 3Q (179.910000 sec): 3 clusters Score: Raw -47330.635202 + Penalty 619.017923 = -46711.617278 nChanged 28 SP:Iteration 4Q (179.910000 sec): 3 clusters Score: Raw -47345.039172 + Penalty 619.017923 = -46726.021248 nChanged 24 SP:Iteration 5Q (179.910000 sec): 3 clusters Score: Raw -47355.961665 + Penalty 619.017923 = -46736.943741 nChanged 16 SP:Iteration 6Q (179.910000 sec): 3 clusters Score: Raw -47363.320493 + Penalty 619.017923 = -46744.302570 nChanged 14 SP:Iteration 7Q (179.920000 sec): 3 clusters Score: Raw -47372.606330 + Penalty 619.017923 = -46753.588406 nChanged 14 SP:Iteration 8Q (179.920000 sec): 3 clusters Score: Raw -47377.993177 + Penalty 619.017923 = -46758.975254 nChanged 6 SP:Iteration 9Q (179.920000 sec): 3 clusters Score: Raw -47380.703098 + Penalty 619.017923 = -46761.685175 nChanged 5 SP:Iteration 10Q (179.920000 sec): 3 clusters Score: Raw -47382.876505 + Penalty 619.017923 = -46763.858582 nChanged 5 SP:Iteration 11Q (179.920000 sec): 3 clusters Score: Raw -47385.705564 + Penalty 619.017923 = -46766.687640 nChanged 6 SP:Iteration 12Q (179.920000 sec): 3 clusters Score: Raw -47388.107554 + Penalty 619.017923 = -46769.089630 nChanged 7 SP:Iteration 13Q (179.920000 sec): 3 clusters Score: Raw -47392.619275 + Penalty 619.017923 = -46773.601352 nChanged 6 SP:Iteration 14Q (179.920000 sec): 3 clusters Score: Raw -47398.385559 + Penalty 619.017923 = -46779.367636 nChanged 12 SP:Iteration 15Q (179.920000 sec): 3 clusters Score: Raw -47404.716982 + Penalty 619.017923 = -46785.699058 nChanged 10 SP:Iteration 16Q (179.920000 sec): 3 clusters Score: Raw -47410.474158 + Penalty 619.017923 = -46791.456235 nChanged 12 SP:Iteration 17Q (179.920000 sec): 3 clusters Score: Raw -47418.644312 + Penalty 619.017923 = -46799.626388 nChanged 6 SP:Iteration 18Q (179.920000 sec): 3 clusters Score: Raw -47422.685662 + Penalty 619.017923 = -46803.667738 nChanged 4 SP:Iteration 19Q (179.930000 sec): 3 clusters Score: Raw -47425.374429 + Penalty 619.017923 = -46806.356506 nChanged 5 SP:Iteration 20F (179.930000 sec): 3 clusters Score: Raw -47427.877704 + Penalty 619.017923 = -46808.859780 nChanged 9 SP:Iteration 21Q (179.930000 sec): 3 clusters Score: Raw -47431.047790 + Penalty 619.017923 = -46812.029866 nChanged 5 SP:Iteration 22Q (179.930000 sec): 3 clusters Score: Raw -47432.728388 + Penalty 619.017923 = -46813.710465 nChanged 5 SP:Iteration 23Q (179.930000 sec): 3 clusters Score: Raw -47434.694857 + Penalty 619.017923 = -46815.676934 nChanged 5 SP:Iteration 24Q (179.930000 sec): 3 clusters Score: Raw -47436.082483 + Penalty 619.017923 = -46817.064560 nChanged 3 SP:Iteration 25Q (179.930000 sec): 3 clusters Score: Raw -47437.794628 + Penalty 619.017923 = -46818.776705 nChanged 4 SP:Iteration 26Q (179.930000 sec): 3 clusters Score: Raw -47438.791751 + Penalty 619.017923 = -46819.773827 nChanged 2 SP:Iteration 27Q (179.940000 sec): 3 clusters Score: Raw -47439.330750 + Penalty 619.017923 = -46820.312827 nChanged 1 SP:Iteration 28Q (179.940000 sec): 3 clusters Score: Raw -47439.614083 + Penalty 619.017923 = -46820.596160 nChanged 0 SP:Iteration 29F (179.940000 sec): 3 clusters Score: Raw -47439.614083 + Penalty 619.017923 = -46820.596160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (112403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.120000 sec): 2 clusters Score: Raw -6562156.407785 + Penalty 529.157989 = -6561627.249796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.270000 sec): 3 clusters Score: Raw -6486956.772196 + Penalty 1058.315977 = -6485898.456218 nChanged 54887 SP:Iteration 1F (180.410000 sec): 3 clusters Score: Raw -6521404.997106 + Penalty 1058.315977 = -6520346.681129 nChanged 5637 SP:Iteration 2F (180.550000 sec): 3 clusters Score: Raw -6523731.095647 + Penalty 1058.315977 = -6522672.779670 nChanged 6767 SP:Iteration 3F (180.690000 sec): 3 clusters Score: Raw -6527299.383543 + Penalty 1058.315977 = -6526241.067565 nChanged 7665 SP:Iteration 4F (180.830000 sec): 3 clusters Score: Raw -6532339.884816 + Penalty 1058.315977 = -6531281.568839 nChanged 8079 SP:Iteration 5F (180.970000 sec): 3 clusters Score: Raw -6538508.979726 + Penalty 1058.315977 = -6537450.663749 nChanged 7595 SP:Iteration 6F (181.110000 sec): 3 clusters Score: Raw -6545096.611300 + Penalty 1058.315977 = -6544038.295323 nChanged 6357 SP:Iteration 7F (181.250000 sec): 3 clusters Score: Raw -6551051.363325 + Penalty 1058.315977 = -6549993.047347 nChanged 4541 SP:Iteration 8Q (181.400000 sec): 3 clusters Score: Raw -6555253.320141 + Penalty 1058.315977 = -6554195.004164 nChanged 2936 SP:Iteration 9Q (181.530000 sec): 3 clusters Score: Raw -6557745.896045 + Penalty 1058.315977 = -6556687.580067 nChanged 1979 SP:Iteration 10Q (181.660000 sec): 3 clusters Score: Raw -6559274.072769 + Penalty 1058.315977 = -6558215.756791 nChanged 1374 SP:Iteration 11Q (181.780000 sec): 3 clusters Score: Raw -6560296.826743 + Penalty 1058.315977 = -6559238.510765 nChanged 976 SP:Iteration 12Q (181.890000 sec): 3 clusters Score: Raw -6561014.309900 + Penalty 1058.315977 = -6559955.993922 nChanged 692 SP:Iteration 13Q (182.000000 sec): 3 clusters Score: Raw -6561488.545199 + Penalty 1058.315977 = -6560430.229222 nChanged 482 SP:Iteration 14Q (182.120000 sec): 3 clusters Score: Raw -6561824.164194 + Penalty 1058.315977 = -6560765.848217 nChanged 342 SP:Iteration 15Q (182.230000 sec): 3 clusters Score: Raw -6562052.399081 + Penalty 1058.315977 = -6560994.083104 nChanged 229 SP:Iteration 16Q (182.340000 sec): 3 clusters Score: Raw -6562191.657189 + Penalty 1058.315977 = -6561133.341211 nChanged 172 SP:Iteration 17Q (182.450000 sec): 3 clusters Score: Raw -6562296.250525 + Penalty 1058.315977 = -6561237.934548 nChanged 121 SP:Iteration 18Q (182.570000 sec): 3 clusters Score: Raw -6562357.614108 + Penalty 1058.315977 = -6561299.298130 nChanged 81 SP:Iteration 19Q (182.680000 sec): 3 clusters Score: Raw -6562384.816930 + Penalty 1058.315977 = -6561326.500953 nChanged 65 SP:Iteration 20F (182.810000 sec): 3 clusters Score: Raw -6562404.701300 + Penalty 1058.315977 = -6561346.385323 nChanged 47 SP:Iteration 21Q (182.920000 sec): 3 clusters Score: Raw -6562416.759710 + Penalty 1058.315977 = -6561358.443732 nChanged 35 SP:Iteration 22Q (183.030000 sec): 3 clusters Score: Raw -6562426.325900 + Penalty 1058.315977 = -6561368.009922 nChanged 31 SP:Iteration 23Q (183.130000 sec): 3 clusters Score: Raw -6562433.914339 + Penalty 1058.315977 = -6561375.598362 nChanged 25 SP:Iteration 24Q (183.240000 sec): 3 clusters Score: Raw -6562439.492894 + Penalty 1058.315977 = -6561381.176917 nChanged 21 SP:Iteration 25Q (183.340000 sec): 3 clusters Score: Raw -6562444.683227 + Penalty 1058.315977 = -6561386.367250 nChanged 14 SP:Iteration 26Q (183.450000 sec): 3 clusters Score: Raw -6562446.768841 + Penalty 1058.315977 = -6561388.452864 nChanged 8 SP:Iteration 27Q (183.560000 sec): 3 clusters Score: Raw -6562447.679590 + Penalty 1058.315977 = -6561389.363612 nChanged 8 SP:Iteration 28Q (183.660000 sec): 3 clusters Score: Raw -6562448.665942 + Penalty 1058.315977 = -6561390.349964 nChanged 5 SP:Iteration 29Q (183.770000 sec): 3 clusters Score: Raw -6562449.120861 + Penalty 1058.315977 = -6561390.804883 nChanged 6 SP:Iteration 30Q (183.870000 sec): 3 clusters Score: Raw -6562450.257542 + Penalty 1058.315977 = -6561391.941564 nChanged 7 SP:Iteration 31Q (183.980000 sec): 3 clusters Score: Raw -6562451.572532 + Penalty 1058.315977 = -6561393.256554 nChanged 10 SP:Iteration 32Q (184.080000 sec): 3 clusters Score: Raw -6562453.310639 + Penalty 1058.315977 = -6561394.994661 nChanged 16 SP:Iteration 33Q (184.190000 sec): 3 clusters Score: Raw -6562455.554844 + Penalty 1058.315977 = -6561397.238867 nChanged 10 SP:Iteration 34Q (184.290000 sec): 3 clusters Score: Raw -6562456.715557 + Penalty 1058.315977 = -6561398.399580 nChanged 9 SP:Iteration 35Q (184.400000 sec): 3 clusters Score: Raw -6562457.840077 + Penalty 1058.315977 = -6561399.524099 nChanged 5 SP:Iteration 36Q (184.500000 sec): 3 clusters Score: Raw -6562458.740200 + Penalty 1058.315977 = -6561400.424222 nChanged 8 SP:Iteration 37Q (184.610000 sec): 3 clusters Score: Raw -6562460.861735 + Penalty 1058.315977 = -6561402.545757 nChanged 7 SP:Iteration 38Q (184.710000 sec): 3 clusters Score: Raw -6562462.066160 + Penalty 1058.315977 = -6561403.750182 nChanged 5 SP:Iteration 39Q (184.820000 sec): 3 clusters Score: Raw -6562462.813775 + Penalty 1058.315977 = -6561404.497798 nChanged 5 SP:Iteration 40F (184.960000 sec): 3 clusters Score: Raw -6562463.893109 + Penalty 1058.315977 = -6561405.577131 nChanged 6 SP:Iteration 41Q (185.060000 sec): 3 clusters Score: Raw -6562465.285717 + Penalty 1058.315977 = -6561406.969739 nChanged 5 SP:Iteration 42Q (185.170000 sec): 3 clusters Score: Raw -6562465.982804 + Penalty 1058.315977 = -6561407.666827 nChanged 6 SP:Iteration 43Q (185.280000 sec): 3 clusters Score: Raw -6562466.475827 + Penalty 1058.315977 = -6561408.159849 nChanged 5 SP:Iteration 44Q (185.390000 sec): 3 clusters Score: Raw -6562467.438580 + Penalty 1058.315977 = -6561409.122602 nChanged 7 SP:Iteration 45Q (185.490000 sec): 3 clusters Score: Raw -6562469.207524 + Penalty 1058.315977 = -6561410.891547 nChanged 7 SP:Iteration 46Q (185.590000 sec): 3 clusters Score: Raw -6562470.606203 + Penalty 1058.315977 = -6561412.290226 nChanged 10 SP:Iteration 47Q (185.700000 sec): 3 clusters Score: Raw -6562472.477096 + Penalty 1058.315977 = -6561414.161119 nChanged 9 SP:Iteration 48Q (185.800000 sec): 3 clusters Score: Raw -6562473.671445 + Penalty 1058.315977 = -6561415.355468 nChanged 5 SP:Iteration 49Q (185.910000 sec): 3 clusters Score: Raw -6562474.622873 + Penalty 1058.315977 = -6561416.306895 nChanged 2 SP:Iteration 50Q (186.010000 sec): 3 clusters Score: Raw -6562474.827449 + Penalty 1058.315977 = -6561416.511471 nChanged 1 SP:Iteration 51Q (186.120000 sec): 3 clusters Score: Raw -6562474.879631 + Penalty 1058.315977 = -6561416.563653 nChanged 0 SP:Iteration 52F (186.250000 sec): 3 clusters Score: Raw -6562474.879631 + Penalty 1058.315977 = -6561416.563653 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (186.290000 sec): 2 clusters Score: Raw -29719.398201 + Penalty 286.097564 = -29433.300636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (186.300000 sec): 3 clusters Score: Raw -29495.211092 + Penalty 572.195129 = -28923.015963 nChanged 202 SP:Iteration 1F (186.300000 sec): 3 clusters Score: Raw -29709.231102 + Penalty 572.195129 = -29137.035973 nChanged 57 SP:Iteration 2F (186.300000 sec): 3 clusters Score: Raw -29796.876832 + Penalty 572.195129 = -29224.681703 nChanged 43 SP:Iteration 3F (186.300000 sec): 3 clusters Score: Raw -29844.919612 + Penalty 572.195129 = -29272.724483 nChanged 23 SP:Iteration 4Q (186.300000 sec): 3 clusters Score: Raw -29871.432267 + Penalty 572.195129 = -29299.237138 nChanged 19 SP:Iteration 5Q (186.300000 sec): 3 clusters Score: Raw -29904.192118 + Penalty 572.195129 = -29331.996989 nChanged 17 SP:Iteration 6Q (186.300000 sec): 3 clusters Score: Raw -29931.563351 + Penalty 572.195129 = -29359.368222 nChanged 18 SP:Iteration 7Q (186.300000 sec): 3 clusters Score: Raw -29973.706415 + Penalty 572.195129 = -29401.511286 nChanged 20 SP:Iteration 8Q (186.300000 sec): 3 clusters Score: Raw -29990.405953 + Penalty 572.195129 = -29418.210824 nChanged 7 SP:Iteration 9Q (186.300000 sec): 3 clusters Score: Raw -29995.741788 + Penalty 572.195129 = -29423.546659 nChanged 1 SP:Iteration 10Q (186.300000 sec): 3 clusters Score: Raw -29995.973882 + Penalty 572.195129 = -29423.778753 nChanged 1 SP:Iteration 11Q (186.300000 sec): 3 clusters Score: Raw -29996.100597 + Penalty 572.195129 = -29423.905468 nChanged 0 SP:Iteration 12F (186.300000 sec): 3 clusters Score: Raw -29996.100597 + Penalty 572.195129 = -29423.905468 nChanged 0 Iteration 59Q (189.940000 sec): 39 clusters Score: Raw -23848187.297322 + Penalty 22371.963782 = -23825815.333541 nChanged 521 Iteration 60F (196.960000 sec): 39 clusters Score: Raw -23848836.869165 + Penalty 22371.963782 = -23826464.905383 nChanged 501 Iteration 61Q (200.590000 sec): 39 clusters Score: Raw -23849222.890298 + Penalty 22371.963782 = -23826850.926517 nChanged 384 Iteration 62Q (204.210000 sec): 39 clusters Score: Raw -23849419.445194 + Penalty 22371.963782 = -23827047.481412 nChanged 351 Iteration 63Q (207.780000 sec): 39 clusters Score: Raw -23849576.047283 + Penalty 22371.963782 = -23827204.083502 nChanged 327 Iteration 64Q (211.360000 sec): 39 clusters Score: Raw -23849734.128141 + Penalty 22371.963782 = -23827362.164359 nChanged 310 Iteration 65Q (214.940000 sec): 39 clusters Score: Raw -23849832.442462 + Penalty 22371.963782 = -23827460.478680 nChanged 290 Iteration 66Q (218.400000 sec): 39 clusters Score: Raw -23849897.188110 + Penalty 22371.963782 = -23827525.224328 nChanged 249 Iteration 67Q (221.860000 sec): 39 clusters Score: Raw -23849940.787066 + Penalty 22371.963782 = -23827568.823284 nChanged 206 Iteration 68Q (225.310000 sec): 39 clusters Score: Raw -23849967.946955 + Penalty 22371.963782 = -23827595.983174 nChanged 179 Iteration 69Q (228.770000 sec): 39 clusters Score: Raw -23849984.246955 + Penalty 22371.963782 = -23827612.283173 nChanged 159 Iteration 70Q (232.230000 sec): 39 clusters Score: Raw -23849995.116627 + Penalty 22371.963782 = -23827623.152846 nChanged 160 Iteration 71Q (235.670000 sec): 39 clusters Score: Raw -23850003.674009 + Penalty 22371.963782 = -23827631.710227 nChanged 149 Iteration 72Q (239.120000 sec): 39 clusters Score: Raw -23850011.857010 + Penalty 22371.963782 = -23827639.893229 nChanged 141 Iteration 73Q (242.570000 sec): 39 clusters Score: Raw -23850019.177527 + Penalty 22371.963782 = -23827647.213745 nChanged 117 Iteration 74Q (246.030000 sec): 39 clusters Score: Raw -23850029.955012 + Penalty 22371.963782 = -23827657.991230 nChanged 139 Iteration 75Q (249.490000 sec): 39 clusters Score: Raw -23850047.373305 + Penalty 22371.963782 = -23827675.409523 nChanged 117 Iteration 76Q (252.950000 sec): 39 clusters Score: Raw -23850063.928764 + Penalty 22371.963782 = -23827691.964983 nChanged 112 Iteration 77Q (256.430000 sec): 39 clusters Score: Raw -23850076.185290 + Penalty 22371.963782 = -23827704.221509 nChanged 101 Iteration 78Q (260.020000 sec): 39 clusters Score: Raw -23850083.135443 + Penalty 22371.963782 = -23827711.171661 nChanged 73 Iteration 79Q (263.680000 sec): 39 clusters Score: Raw -23850086.406374 + Penalty 22371.963782 = -23827714.442592 nChanged 69 Iteration 80F (270.740000 sec): 39 clusters Score: Raw -23850122.892023 + Penalty 22371.963782 = -23827750.928241 nChanged 77 Iteration 81Q (274.380000 sec): 39 clusters Score: Raw -23850174.266975 + Penalty 22371.963782 = -23827802.303194 nChanged 78 Iteration 82Q (278.040000 sec): 39 clusters Score: Raw -23850196.887925 + Penalty 22371.963782 = -23827824.924144 nChanged 68 Iteration 83Q (281.650000 sec): 39 clusters Score: Raw -23850202.150358 + Penalty 22371.963782 = -23827830.186576 nChanged 68 Iteration 84Q (285.320000 sec): 39 clusters Score: Raw -23850209.803261 + Penalty 22371.963782 = -23827837.839479 nChanged 65 Iteration 85Q (288.930000 sec): 39 clusters Score: Raw -23850221.325769 + Penalty 22371.963782 = -23827849.361988 nChanged 69 Iteration 86Q (292.460000 sec): 39 clusters Score: Raw -23850231.481309 + Penalty 22371.963782 = -23827859.517527 nChanged 89 Iteration 87Q (295.920000 sec): 39 clusters Score: Raw -23850245.287500 + Penalty 22371.963782 = -23827873.323719 nChanged 102 Iteration 88Q (299.390000 sec): 39 clusters Score: Raw -23850258.625249 + Penalty 22371.963782 = -23827886.661467 nChanged 96 Iteration 89Q (302.860000 sec): 39 clusters Score: Raw -23850268.869291 + Penalty 22371.963782 = -23827896.905509 nChanged 87 Iteration 90Q (306.330000 sec): 39 clusters Score: Raw -23850277.688099 + Penalty 22371.963782 = -23827905.724317 nChanged 78 Iteration 91Q (309.810000 sec): 39 clusters Score: Raw -23850283.612259 + Penalty 22371.963782 = -23827911.648477 nChanged 73 Iteration 92Q (313.290000 sec): 39 clusters Score: Raw -23850289.440347 + Penalty 22371.963782 = -23827917.476565 nChanged 62 Iteration 93Q (316.790000 sec): 39 clusters Score: Raw -23850294.596045 + Penalty 22371.963782 = -23827922.632263 nChanged 52 Iteration 94Q (320.480000 sec): 39 clusters Score: Raw -23850297.239913 + Penalty 22371.963782 = -23827925.276132 nChanged 41 Iteration 95Q (324.130000 sec): 39 clusters Score: Raw -23850298.651816 + Penalty 22371.963782 = -23827926.688034 nChanged 49 Iteration 96Q (327.670000 sec): 39 clusters Score: Raw -23850299.813004 + Penalty 22371.963782 = -23827927.849222 nChanged 37 Iteration 97Q (331.160000 sec): 39 clusters Score: Raw -23850300.710320 + Penalty 22371.963782 = -23827928.746539 nChanged 25 Iteration 98Q (334.630000 sec): 39 clusters Score: Raw -23850301.840109 + Penalty 22371.963782 = -23827929.876327 nChanged 27 Writing temp clu file Because OldScore, -23827928.746539, is greater than current (better) Score,-23827929.876327 Compute initial score before splitting: Score: Raw -23850301.840109 + Penalty 22371.963782 = -23827929.876327 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.720000 sec): 2 clusters Score: Raw -22082.727414 + Penalty 270.037686 = -21812.689728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.720000 sec): 3 clusters Score: Raw -21964.870654 + Penalty 540.075372 = -21424.795283 nChanged 113 SP:Iteration 1F (334.720000 sec): 3 clusters Score: Raw -22068.248373 + Penalty 540.075372 = -21528.173001 nChanged 37 SP:Iteration 2F (334.720000 sec): 3 clusters Score: Raw -22102.704243 + Penalty 540.075372 = -21562.628872 nChanged 17 SP:Iteration 3Q (334.720000 sec): 3 clusters Score: Raw -22126.083985 + Penalty 540.075372 = -21586.008613 nChanged 12 SP:Iteration 4Q (334.720000 sec): 3 clusters Score: Raw -22137.992320 + Penalty 540.075372 = -21597.916948 nChanged 6 SP:Iteration 5Q (334.730000 sec): 3 clusters Score: Raw -22141.498856 + Penalty 540.075372 = -21601.423484 nChanged 2 SP:Iteration 6Q (334.730000 sec): 3 clusters Score: Raw -22143.781161 + Penalty 540.075372 = -21603.705789 nChanged 1 SP:Iteration 7Q (334.730000 sec): 3 clusters Score: Raw -22144.333685 + Penalty 540.075372 = -21604.258313 nChanged 0 SP:Iteration 8F (334.730000 sec): 3 clusters Score: Raw -22144.333685 + Penalty 540.075372 = -21604.258313 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.730000 sec): 2 clusters Score: Raw -20013.452706 + Penalty 267.564251 = -19745.888455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.730000 sec): 3 clusters Score: Raw -19870.425288 + Penalty 535.128502 = -19335.296787 nChanged 106 SP:Iteration 1F (334.730000 sec): 3 clusters Score: Raw -19964.080115 + Penalty 535.128502 = -19428.951613 nChanged 30 SP:Iteration 2F (334.730000 sec): 3 clusters Score: Raw -20004.623531 + Penalty 535.128502 = -19469.495029 nChanged 18 SP:Iteration 3F (334.730000 sec): 3 clusters Score: Raw -20040.739106 + Penalty 535.128502 = -19505.610604 nChanged 16 SP:Iteration 4Q (334.730000 sec): 3 clusters Score: Raw -20073.239716 + Penalty 535.128502 = -19538.111214 nChanged 21 SP:Iteration 5F (334.730000 sec): 3 clusters Score: Raw -20109.822768 + Penalty 535.128502 = -19574.694266 nChanged 16 SP:Iteration 6Q (334.730000 sec): 3 clusters Score: Raw -20133.332917 + Penalty 535.128502 = -19598.204415 nChanged 11 SP:Iteration 7Q (334.730000 sec): 3 clusters Score: Raw -20150.555878 + Penalty 535.128502 = -19615.427376 nChanged 7 SP:Iteration 8Q (334.730000 sec): 3 clusters Score: Raw -20155.434884 + Penalty 535.128502 = -19620.306382 nChanged 2 SP:Iteration 9Q (334.730000 sec): 3 clusters Score: Raw -20156.813750 + Penalty 535.128502 = -19621.685248 nChanged 2 SP:Iteration 10Q (334.730000 sec): 3 clusters Score: Raw -20159.357590 + Penalty 535.128502 = -19624.229088 nChanged 0 SP:Iteration 11F (334.730000 sec): 3 clusters Score: Raw -20159.357590 + Penalty 535.128502 = -19624.229088 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.730000 sec): 2 clusters Score: Raw -108959.856495 + Penalty 342.244596 = -108617.611899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.740000 sec): 3 clusters Score: Raw -107938.770259 + Penalty 684.489192 = -107254.281067 nChanged 772 SP:Iteration 1F (334.740000 sec): 3 clusters Score: Raw -108365.960789 + Penalty 684.489192 = -107681.471597 nChanged 122 SP:Iteration 2F (334.740000 sec): 3 clusters Score: Raw -108431.734208 + Penalty 684.489192 = -107747.245016 nChanged 91 SP:Iteration 3Q (334.740000 sec): 3 clusters Score: Raw -108486.290814 + Penalty 684.489192 = -107801.801622 nChanged 80 SP:Iteration 4Q (334.750000 sec): 3 clusters Score: Raw -108528.249245 + Penalty 684.489192 = -107843.760053 nChanged 72 SP:Iteration 5Q (334.750000 sec): 3 clusters Score: Raw -108570.937359 + Penalty 684.489192 = -107886.448167 nChanged 59 SP:Iteration 6Q (334.750000 sec): 3 clusters Score: Raw -108603.753840 + Penalty 684.489192 = -107919.264648 nChanged 52 SP:Iteration 7Q (334.750000 sec): 3 clusters Score: Raw -108624.559305 + Penalty 684.489192 = -107940.070113 nChanged 37 SP:Iteration 8Q (334.750000 sec): 3 clusters Score: Raw -108644.865333 + Penalty 684.489192 = -107960.376141 nChanged 45 SP:Iteration 9Q (334.750000 sec): 3 clusters Score: Raw -108675.439384 + Penalty 684.489192 = -107990.950192 nChanged 46 SP:Iteration 10Q (334.760000 sec): 3 clusters Score: Raw -108707.497278 + Penalty 684.489192 = -108023.008086 nChanged 49 SP:Iteration 11Q (334.760000 sec): 3 clusters Score: Raw -108739.304509 + Penalty 684.489192 = -108054.815317 nChanged 45 SP:Iteration 12Q (334.760000 sec): 3 clusters Score: Raw -108771.941898 + Penalty 684.489192 = -108087.452706 nChanged 48 SP:Iteration 13Q (334.760000 sec): 3 clusters Score: Raw -108803.843284 + Penalty 684.489192 = -108119.354092 nChanged 35 SP:Iteration 14Q (334.760000 sec): 3 clusters Score: Raw -108825.679884 + Penalty 684.489192 = -108141.190692 nChanged 32 SP:Iteration 15Q (334.770000 sec): 3 clusters Score: Raw -108843.046097 + Penalty 684.489192 = -108158.556905 nChanged 26 SP:Iteration 16Q (334.770000 sec): 3 clusters Score: Raw -108857.915690 + Penalty 684.489192 = -108173.426499 nChanged 25 SP:Iteration 17Q (334.770000 sec): 3 clusters Score: Raw -108873.476385 + Penalty 684.489192 = -108188.987193 nChanged 20 SP:Iteration 18Q (334.770000 sec): 3 clusters Score: Raw -108884.539320 + Penalty 684.489192 = -108200.050128 nChanged 16 SP:Iteration 19Q (334.770000 sec): 3 clusters Score: Raw -108895.760989 + Penalty 684.489192 = -108211.271797 nChanged 21 SP:Iteration 20F (334.770000 sec): 3 clusters Score: Raw -108910.547899 + Penalty 684.489192 = -108226.058707 nChanged 15 SP:Iteration 21Q (334.770000 sec): 3 clusters Score: Raw -108926.085291 + Penalty 684.489192 = -108241.596099 nChanged 19 SP:Iteration 22Q (334.780000 sec): 3 clusters Score: Raw -108944.081961 + Penalty 684.489192 = -108259.592769 nChanged 22 SP:Iteration 23Q (334.780000 sec): 3 clusters Score: Raw -108960.274153 + Penalty 684.489192 = -108275.784961 nChanged 13 SP:Iteration 24Q (334.780000 sec): 3 clusters Score: Raw -108976.150330 + Penalty 684.489192 = -108291.661138 nChanged 13 SP:Iteration 25Q (334.780000 sec): 3 clusters Score: Raw -108988.781564 + Penalty 684.489192 = -108304.292372 nChanged 7 SP:Iteration 26Q (334.780000 sec): 3 clusters Score: Raw -108993.802409 + Penalty 684.489192 = -108309.313218 nChanged 3 SP:Iteration 27Q (334.790000 sec): 3 clusters Score: Raw -108995.844380 + Penalty 684.489192 = -108311.355188 nChanged 3 SP:Iteration 28Q (334.790000 sec): 3 clusters Score: Raw -108998.952468 + Penalty 684.489192 = -108314.463276 nChanged 2 SP:Iteration 29Q (334.790000 sec): 3 clusters Score: Raw -109000.133975 + Penalty 684.489192 = -108315.644783 nChanged 2 SP:Iteration 30Q (334.790000 sec): 3 clusters Score: Raw -109001.281996 + Penalty 684.489192 = -108316.792805 nChanged 2 SP:Iteration 31Q (334.790000 sec): 3 clusters Score: Raw -109002.228306 + Penalty 684.489192 = -108317.739114 nChanged 3 SP:Iteration 32Q (334.790000 sec): 3 clusters Score: Raw -109004.221699 + Penalty 684.489192 = -108319.732507 nChanged 3 SP:Iteration 33Q (334.790000 sec): 3 clusters Score: Raw -109006.024207 + Penalty 684.489192 = -108321.535015 nChanged 1 SP:Iteration 34Q (334.790000 sec): 3 clusters Score: Raw -109007.797157 + Penalty 684.489192 = -108323.307965 nChanged 1 SP:Iteration 35Q (334.800000 sec): 3 clusters Score: Raw -109008.632001 + Penalty 684.489192 = -108324.142809 nChanged 0 SP:Iteration 36F (334.800000 sec): 3 clusters Score: Raw -109008.632001 + Penalty 684.489192 = -108324.142809 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (40924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.860000 sec): 2 clusters Score: Raw -2322314.232125 + Penalty 483.185974 = -2321831.046150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.910000 sec): 3 clusters Score: Raw -2295432.383304 + Penalty 966.371949 = -2294466.011355 nChanged 19696 SP:Iteration 1F (334.950000 sec): 3 clusters Score: Raw -2307527.417989 + Penalty 966.371949 = -2306561.046040 nChanged 2018 SP:Iteration 2Q (334.990000 sec): 3 clusters Score: Raw -2308403.447684 + Penalty 966.371949 = -2307437.075735 nChanged 2334 SP:Iteration 3F (335.040000 sec): 3 clusters Score: Raw -2309625.086855 + Penalty 966.371949 = -2308658.714906 nChanged 2505 SP:Iteration 4F (335.090000 sec): 3 clusters Score: Raw -2311010.349284 + Penalty 966.371949 = -2310043.977335 nChanged 2481 SP:Iteration 5F (335.130000 sec): 3 clusters Score: Raw -2312228.309353 + Penalty 966.371949 = -2311261.937404 nChanged 2159 SP:Iteration 6F (335.190000 sec): 3 clusters Score: Raw -2313138.138022 + Penalty 966.371949 = -2312171.766073 nChanged 1732 SP:Iteration 7Q (335.230000 sec): 3 clusters Score: Raw -2313828.743334 + Penalty 966.371949 = -2312862.371385 nChanged 1473 SP:Iteration 8Q (335.270000 sec): 3 clusters Score: Raw -2314454.460767 + Penalty 966.371949 = -2313488.088818 nChanged 1424 SP:Iteration 9Q (335.310000 sec): 3 clusters Score: Raw -2315117.318767 + Penalty 966.371949 = -2314150.946818 nChanged 1470 SP:Iteration 10Q (335.360000 sec): 3 clusters Score: Raw -2315925.466185 + Penalty 966.371949 = -2314959.094236 nChanged 1497 SP:Iteration 11Q (335.400000 sec): 3 clusters Score: Raw -2316959.093887 + Penalty 966.371949 = -2315992.721938 nChanged 1549 SP:Iteration 12Q (335.450000 sec): 3 clusters Score: Raw -2318291.165714 + Penalty 966.371949 = -2317324.793765 nChanged 1365 SP:Iteration 13Q (335.490000 sec): 3 clusters Score: Raw -2319515.897858 + Penalty 966.371949 = -2318549.525909 nChanged 1029 SP:Iteration 14Q (335.530000 sec): 3 clusters Score: Raw -2320263.097350 + Penalty 966.371949 = -2319296.725401 nChanged 794 SP:Iteration 15Q (335.570000 sec): 3 clusters Score: Raw -2320736.708105 + Penalty 966.371949 = -2319770.336156 nChanged 642 SP:Iteration 16Q (335.610000 sec): 3 clusters Score: Raw -2321068.681968 + Penalty 966.371949 = -2320102.310019 nChanged 540 SP:Iteration 17Q (335.650000 sec): 3 clusters Score: Raw -2321331.747579 + Penalty 966.371949 = -2320365.375630 nChanged 456 SP:Iteration 18Q (335.680000 sec): 3 clusters Score: Raw -2321552.258158 + Penalty 966.371949 = -2320585.886209 nChanged 404 SP:Iteration 19Q (335.720000 sec): 3 clusters Score: Raw -2321730.764094 + Penalty 966.371949 = -2320764.392145 nChanged 311 SP:Iteration 20F (335.760000 sec): 3 clusters Score: Raw -2321865.342521 + Penalty 966.371949 = -2320898.970572 nChanged 245 SP:Iteration 21Q (335.790000 sec): 3 clusters Score: Raw -2321970.607679 + Penalty 966.371949 = -2321004.235730 nChanged 228 SP:Iteration 22Q (335.830000 sec): 3 clusters Score: Raw -2322059.736002 + Penalty 966.371949 = -2321093.364053 nChanged 169 SP:Iteration 23Q (335.870000 sec): 3 clusters Score: Raw -2322126.885379 + Penalty 966.371949 = -2321160.513430 nChanged 153 SP:Iteration 24Q (335.900000 sec): 3 clusters Score: Raw -2322192.110962 + Penalty 966.371949 = -2321225.739013 nChanged 130 SP:Iteration 25Q (335.930000 sec): 3 clusters Score: Raw -2322246.831963 + Penalty 966.371949 = -2321280.460014 nChanged 114 SP:Iteration 26Q (335.960000 sec): 3 clusters Score: Raw -2322298.126366 + Penalty 966.371949 = -2321331.754417 nChanged 99 SP:Iteration 27Q (336.000000 sec): 3 clusters Score: Raw -2322348.807012 + Penalty 966.371949 = -2321382.435063 nChanged 80 SP:Iteration 28Q (336.030000 sec): 3 clusters Score: Raw -2322382.886785 + Penalty 966.371949 = -2321416.514836 nChanged 64 SP:Iteration 29Q (336.060000 sec): 3 clusters Score: Raw -2322404.566634 + Penalty 966.371949 = -2321438.194685 nChanged 60 SP:Iteration 30Q (336.090000 sec): 3 clusters Score: Raw -2322426.439492 + Penalty 966.371949 = -2321460.067543 nChanged 40 SP:Iteration 31Q (336.130000 sec): 3 clusters Score: Raw -2322438.383416 + Penalty 966.371949 = -2321472.011467 nChanged 30 SP:Iteration 32Q (336.160000 sec): 3 clusters Score: Raw -2322445.440701 + Penalty 966.371949 = -2321479.068752 nChanged 18 SP:Iteration 33Q (336.190000 sec): 3 clusters Score: Raw -2322451.432903 + Penalty 966.371949 = -2321485.060954 nChanged 14 SP:Iteration 34Q (336.220000 sec): 3 clusters Score: Raw -2322455.499527 + Penalty 966.371949 = -2321489.127578 nChanged 19 SP:Iteration 35Q (336.250000 sec): 3 clusters Score: Raw -2322461.322512 + Penalty 966.371949 = -2321494.950563 nChanged 24 SP:Iteration 36Q (336.290000 sec): 3 clusters Score: Raw -2322468.499264 + Penalty 966.371949 = -2321502.127315 nChanged 22 SP:Iteration 37Q (336.320000 sec): 3 clusters Score: Raw -2322474.059360 + Penalty 966.371949 = -2321507.687411 nChanged 19 SP:Iteration 38Q (336.350000 sec): 3 clusters Score: Raw -2322479.825618 + Penalty 966.371949 = -2321513.453669 nChanged 20 SP:Iteration 39Q (336.390000 sec): 3 clusters Score: Raw -2322485.078391 + Penalty 966.371949 = -2321518.706442 nChanged 12 SP:Iteration 40F (336.430000 sec): 3 clusters Score: Raw -2322487.874400 + Penalty 966.371949 = -2321521.502451 nChanged 13 SP:Iteration 41Q (336.460000 sec): 3 clusters Score: Raw -2322491.390063 + Penalty 966.371949 = -2321525.018114 nChanged 10 SP:Iteration 42Q (336.490000 sec): 3 clusters Score: Raw -2322493.881132 + Penalty 966.371949 = -2321527.509183 nChanged 9 SP:Iteration 43Q (336.530000 sec): 3 clusters Score: Raw -2322496.536198 + Penalty 966.371949 = -2321530.164249 nChanged 9 SP:Iteration 44Q (336.560000 sec): 3 clusters Score: Raw -2322498.270497 + Penalty 966.371949 = -2321531.898548 nChanged 5 SP:Iteration 45Q (336.600000 sec): 3 clusters Score: Raw -2322498.856890 + Penalty 966.371949 = -2321532.484941 nChanged 3 SP:Iteration 46Q (336.630000 sec): 3 clusters Score: Raw -2322499.660152 + Penalty 966.371949 = -2321533.288203 nChanged 7 SP:Iteration 47Q (336.670000 sec): 3 clusters Score: Raw -2322501.090216 + Penalty 966.371949 = -2321534.718267 nChanged 7 SP:Iteration 48Q (336.700000 sec): 3 clusters Score: Raw -2322502.214929 + Penalty 966.371949 = -2321535.842980 nChanged 7 SP:Iteration 49Q (336.730000 sec): 3 clusters Score: Raw -2322504.173673 + Penalty 966.371949 = -2321537.801724 nChanged 9 SP:Iteration 50Q (336.770000 sec): 3 clusters Score: Raw -2322506.950274 + Penalty 966.371949 = -2321540.578325 nChanged 7 SP:Iteration 51Q (336.800000 sec): 3 clusters Score: Raw -2322509.275374 + Penalty 966.371949 = -2321542.903425 nChanged 6 SP:Iteration 52Q (336.840000 sec): 3 clusters Score: Raw -2322510.460574 + Penalty 966.371949 = -2321544.088625 nChanged 5 SP:Iteration 53Q (336.870000 sec): 3 clusters Score: Raw -2322511.139026 + Penalty 966.371949 = -2321544.767077 nChanged 4 SP:Iteration 54Q (336.900000 sec): 3 clusters Score: Raw -2322511.706633 + Penalty 966.371949 = -2321545.334684 nChanged 2 SP:Iteration 55Q (336.940000 sec): 3 clusters Score: Raw -2322511.956096 + Penalty 966.371949 = -2321545.584147 nChanged 1 SP:Iteration 56Q (336.970000 sec): 3 clusters Score: Raw -2322512.008777 + Penalty 966.371949 = -2321545.636828 nChanged 0 SP:Iteration 57F (337.010000 sec): 3 clusters Score: Raw -2322512.008777 + Penalty 966.371949 = -2321545.636828 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.040000 sec): 2 clusters Score: Raw -196684.721081 + Penalty 368.224722 = -196316.496359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.040000 sec): 3 clusters Score: Raw -194777.031138 + Penalty 736.449444 = -194040.581694 nChanged 1441 SP:Iteration 1F (337.040000 sec): 3 clusters Score: Raw -195630.162948 + Penalty 736.449444 = -194893.713505 nChanged 240 SP:Iteration 2F (337.050000 sec): 3 clusters Score: Raw -195784.721229 + Penalty 736.449444 = -195048.271785 nChanged 228 SP:Iteration 3F (337.050000 sec): 3 clusters Score: Raw -195943.615780 + Penalty 736.449444 = -195207.166337 nChanged 226 SP:Iteration 4F (337.050000 sec): 3 clusters Score: Raw -196080.665258 + Penalty 736.449444 = -195344.215814 nChanged 192 SP:Iteration 5F (337.060000 sec): 3 clusters Score: Raw -196197.895432 + Penalty 736.449444 = -195461.445988 nChanged 146 SP:Iteration 6Q (337.060000 sec): 3 clusters Score: Raw -196286.906783 + Penalty 736.449444 = -195550.457340 nChanged 117 SP:Iteration 7Q (337.060000 sec): 3 clusters Score: Raw -196344.955230 + Penalty 736.449444 = -195608.505786 nChanged 97 SP:Iteration 8Q (337.070000 sec): 3 clusters Score: Raw -196396.924567 + Penalty 736.449444 = -195660.475124 nChanged 69 SP:Iteration 9Q (337.070000 sec): 3 clusters Score: Raw -196433.128254 + Penalty 736.449444 = -195696.678810 nChanged 63 SP:Iteration 10Q (337.070000 sec): 3 clusters Score: Raw -196461.231022 + Penalty 736.449444 = -195724.781579 nChanged 62 SP:Iteration 11Q (337.070000 sec): 3 clusters Score: Raw -196481.724034 + Penalty 736.449444 = -195745.274591 nChanged 45 SP:Iteration 12Q (337.080000 sec): 3 clusters Score: Raw -196500.484633 + Penalty 736.449444 = -195764.035189 nChanged 49 SP:Iteration 13Q (337.080000 sec): 3 clusters Score: Raw -196515.748315 + Penalty 736.449444 = -195779.298872 nChanged 31 SP:Iteration 14Q (337.090000 sec): 3 clusters Score: Raw -196522.914346 + Penalty 736.449444 = -195786.464902 nChanged 25 SP:Iteration 15Q (337.090000 sec): 3 clusters Score: Raw -196529.553566 + Penalty 736.449444 = -195793.104123 nChanged 23 SP:Iteration 16Q (337.090000 sec): 3 clusters Score: Raw -196532.916118 + Penalty 736.449444 = -195796.466674 nChanged 12 SP:Iteration 17Q (337.090000 sec): 3 clusters Score: Raw -196534.323412 + Penalty 736.449444 = -195797.873968 nChanged 9 SP:Iteration 18Q (337.100000 sec): 3 clusters Score: Raw -196535.221605 + Penalty 736.449444 = -195798.772162 nChanged 6 SP:Iteration 19Q (337.100000 sec): 3 clusters Score: Raw -196536.162324 + Penalty 736.449444 = -195799.712881 nChanged 8 SP:Iteration 20F (337.100000 sec): 3 clusters Score: Raw -196537.415662 + Penalty 736.449444 = -195800.966218 nChanged 9 SP:Iteration 21Q (337.110000 sec): 3 clusters Score: Raw -196538.535225 + Penalty 736.449444 = -195802.085782 nChanged 4 SP:Iteration 22Q (337.110000 sec): 3 clusters Score: Raw -196538.917464 + Penalty 736.449444 = -195802.468021 nChanged 4 SP:Iteration 23Q (337.110000 sec): 3 clusters Score: Raw -196539.449940 + Penalty 736.449444 = -195803.000496 nChanged 4 SP:Iteration 24Q (337.120000 sec): 3 clusters Score: Raw -196539.723992 + Penalty 736.449444 = -195803.274548 nChanged 3 SP:Iteration 25Q (337.120000 sec): 3 clusters Score: Raw -196539.968508 + Penalty 736.449444 = -195803.519065 nChanged 5 SP:Iteration 26Q (337.120000 sec): 3 clusters Score: Raw -196540.790355 + Penalty 736.449444 = -195804.340912 nChanged 4 SP:Iteration 27Q (337.130000 sec): 3 clusters Score: Raw -196541.612565 + Penalty 736.449444 = -195805.163122 nChanged 5 SP:Iteration 28Q (337.130000 sec): 3 clusters Score: Raw -196542.137715 + Penalty 736.449444 = -195805.688271 nChanged 3 SP:Iteration 29Q (337.130000 sec): 3 clusters Score: Raw -196542.409937 + Penalty 736.449444 = -195805.960493 nChanged 1 SP:Iteration 30Q (337.130000 sec): 3 clusters Score: Raw -196542.511770 + Penalty 736.449444 = -195806.062326 nChanged 1 SP:Iteration 31Q (337.140000 sec): 3 clusters Score: Raw -196542.830057 + Penalty 736.449444 = -195806.380614 nChanged 5 SP:Iteration 32Q (337.140000 sec): 3 clusters Score: Raw -196543.434859 + Penalty 736.449444 = -195806.985415 nChanged 5 SP:Iteration 33Q (337.150000 sec): 3 clusters Score: Raw -196544.085651 + Penalty 736.449444 = -195807.636208 nChanged 2 SP:Iteration 34Q (337.150000 sec): 3 clusters Score: Raw -196544.322639 + Penalty 736.449444 = -195807.873195 nChanged 3 SP:Iteration 35Q (337.150000 sec): 3 clusters Score: Raw -196544.559051 + Penalty 736.449444 = -195808.109607 nChanged 3 SP:Iteration 36Q (337.150000 sec): 3 clusters Score: Raw -196544.741833 + Penalty 736.449444 = -195808.292389 nChanged 0 SP:Iteration 37F (337.160000 sec): 3 clusters Score: Raw -196544.741833 + Penalty 736.449444 = -195808.292389 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.160000 sec): 2 clusters Score: Raw -3317.471663 + Penalty 204.741340 = -3112.730323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.160000 sec): 3 clusters Score: Raw -3346.875933 + Penalty 409.482680 = -2937.393253 nChanged 24 SP:Iteration 1F (337.160000 sec): 3 clusters Score: Raw -3398.780822 + Penalty 409.482680 = -2989.298142 nChanged 3 SP:Iteration 2Q (337.160000 sec): 3 clusters Score: Raw -3433.571033 + Penalty 409.482680 = -3024.088353 nChanged 4 SP:Iteration 3Q (337.160000 sec): 3 clusters Score: Raw -3454.878842 + Penalty 409.482680 = -3045.396162 nChanged 3 SP:Iteration 4Q (337.160000 sec): 3 clusters Score: Raw -3464.833217 + Penalty 409.482680 = -3055.350537 nChanged 1 SP:Iteration 5Q (337.160000 sec): 3 clusters Score: Raw -3466.942542 + Penalty 409.482680 = -3057.459862 nChanged 0 SP:Iteration 6F (337.160000 sec): 3 clusters Score: Raw -3466.942542 + Penalty 409.482680 = -3057.459862 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.160000 sec): 2 clusters Score: Raw -60507.881714 + Penalty 319.621531 = -60188.260184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.170000 sec): 3 clusters Score: Raw -59968.267112 + Penalty 639.243062 = -59329.024050 nChanged 448 SP:Iteration 1F (337.170000 sec): 3 clusters Score: Raw -60250.163728 + Penalty 639.243062 = -59610.920666 nChanged 99 SP:Iteration 2F (337.170000 sec): 3 clusters Score: Raw -60311.752240 + Penalty 639.243062 = -59672.509178 nChanged 65 SP:Iteration 3F (337.170000 sec): 3 clusters Score: Raw -60351.287434 + Penalty 639.243062 = -59712.044372 nChanged 56 SP:Iteration 4Q (337.170000 sec): 3 clusters Score: Raw -60396.191121 + Penalty 639.243062 = -59756.948059 nChanged 68 SP:Iteration 5F (337.170000 sec): 3 clusters Score: Raw -60457.394788 + Penalty 639.243062 = -59818.151726 nChanged 58 SP:Iteration 6F (337.170000 sec): 3 clusters Score: Raw -60514.942170 + Penalty 639.243062 = -59875.699108 nChanged 53 SP:Iteration 7Q (337.170000 sec): 3 clusters Score: Raw -60560.018957 + Penalty 639.243062 = -59920.775895 nChanged 44 SP:Iteration 8Q (337.170000 sec): 3 clusters Score: Raw -60583.562575 + Penalty 639.243062 = -59944.319513 nChanged 21 SP:Iteration 9Q (337.170000 sec): 3 clusters Score: Raw -60596.474434 + Penalty 639.243062 = -59957.231372 nChanged 22 SP:Iteration 10Q (337.180000 sec): 3 clusters Score: Raw -60612.022901 + Penalty 639.243062 = -59972.779839 nChanged 23 SP:Iteration 11Q (337.180000 sec): 3 clusters Score: Raw -60628.396466 + Penalty 639.243062 = -59989.153404 nChanged 13 SP:Iteration 12Q (337.180000 sec): 3 clusters Score: Raw -60637.814442 + Penalty 639.243062 = -59998.571380 nChanged 7 SP:Iteration 13Q (337.180000 sec): 3 clusters Score: Raw -60641.610928 + Penalty 639.243062 = -60002.367866 nChanged 8 SP:Iteration 14Q (337.180000 sec): 3 clusters Score: Raw -60644.885330 + Penalty 639.243062 = -60005.642268 nChanged 9 SP:Iteration 15Q (337.180000 sec): 3 clusters Score: Raw -60649.906615 + Penalty 639.243062 = -60010.663553 nChanged 9 SP:Iteration 16Q (337.180000 sec): 3 clusters Score: Raw -60655.839527 + Penalty 639.243062 = -60016.596465 nChanged 3 SP:Iteration 17Q (337.180000 sec): 3 clusters Score: Raw -60656.897010 + Penalty 639.243062 = -60017.653948 nChanged 3 SP:Iteration 18Q (337.190000 sec): 3 clusters Score: Raw -60658.244491 + Penalty 639.243062 = -60019.001429 nChanged 0 SP:Iteration 19F (337.190000 sec): 3 clusters Score: Raw -60658.244491 + Penalty 639.243062 = -60019.001429 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.190000 sec): 2 clusters Score: Raw -29137.932874 + Penalty 290.679544 = -28847.253330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.190000 sec): 3 clusters Score: Raw -28911.686884 + Penalty 581.359088 = -28330.327796 nChanged 221 SP:Iteration 1F (337.190000 sec): 3 clusters Score: Raw -29209.815897 + Penalty 581.359088 = -28628.456809 nChanged 80 SP:Iteration 2F (337.190000 sec): 3 clusters Score: Raw -29315.033295 + Penalty 581.359088 = -28733.674207 nChanged 49 SP:Iteration 3F (337.190000 sec): 3 clusters Score: Raw -29449.009991 + Penalty 581.359088 = -28867.650903 nChanged 28 SP:Iteration 4Q (337.190000 sec): 3 clusters Score: Raw -29565.213010 + Penalty 581.359088 = -28983.853922 nChanged 22 SP:Iteration 5Q (337.190000 sec): 3 clusters Score: Raw -29618.045985 + Penalty 581.359088 = -29036.686897 nChanged 18 SP:Iteration 6Q (337.190000 sec): 3 clusters Score: Raw -29634.795246 + Penalty 581.359088 = -29053.436158 nChanged 11 SP:Iteration 7Q (337.190000 sec): 3 clusters Score: Raw -29639.594452 + Penalty 581.359088 = -29058.235365 nChanged 5 SP:Iteration 8Q (337.190000 sec): 3 clusters Score: Raw -29644.132754 + Penalty 581.359088 = -29062.773666 nChanged 5 SP:Iteration 9Q (337.190000 sec): 3 clusters Score: Raw -29646.818822 + Penalty 581.359088 = -29065.459734 nChanged 4 SP:Iteration 10Q (337.190000 sec): 3 clusters Score: Raw -29648.830762 + Penalty 581.359088 = -29067.471674 nChanged 3 SP:Iteration 11Q (337.190000 sec): 3 clusters Score: Raw -29649.667550 + Penalty 581.359088 = -29068.308463 nChanged 0 SP:Iteration 12F (337.190000 sec): 3 clusters Score: Raw -29649.667550 + Penalty 581.359088 = -29068.308463 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.200000 sec): 2 clusters Score: Raw -9137.339432 + Penalty 242.638705 = -8894.700727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.200000 sec): 3 clusters Score: Raw -9138.865774 + Penalty 485.277410 = -8653.588364 nChanged 73 SP:Iteration 1F (337.200000 sec): 3 clusters Score: Raw -9228.507855 + Penalty 485.277410 = -8743.230445 nChanged 15 SP:Iteration 2F (337.200000 sec): 3 clusters Score: Raw -9250.789573 + Penalty 485.277410 = -8765.512163 nChanged 5 SP:Iteration 3Q (337.200000 sec): 3 clusters Score: Raw -9261.762650 + Penalty 485.277410 = -8776.485240 nChanged 5 SP:Iteration 4Q (337.200000 sec): 3 clusters Score: Raw -9268.918398 + Penalty 485.277410 = -8783.640988 nChanged 1 SP:Iteration 5Q (337.200000 sec): 3 clusters Score: Raw -9269.032938 + Penalty 485.277410 = -8783.755528 nChanged 0 SP:Iteration 6F (337.200000 sec): 3 clusters Score: Raw -9269.032938 + Penalty 485.277410 = -8783.755528 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.620000 sec): 2 clusters Score: Raw -10212880.172401 + Penalty 546.864858 = -10212333.307544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.840000 sec): 3 clusters Score: Raw -10100952.532233 + Penalty 1093.729715 = -10099858.802518 nChanged 81367 SP:Iteration 1F (338.040000 sec): 3 clusters Score: Raw -10152278.202480 + Penalty 1093.729715 = -10151184.472765 nChanged 6788 SP:Iteration 2Q (338.250000 sec): 3 clusters Score: Raw -10154599.135480 + Penalty 1093.729715 = -10153505.405765 nChanged 7203 SP:Iteration 3Q (338.460000 sec): 3 clusters Score: Raw -10157426.408432 + Penalty 1093.729715 = -10156332.678717 nChanged 7880 SP:Iteration 4Q (338.680000 sec): 3 clusters Score: Raw -10161384.137030 + Penalty 1093.729715 = -10160290.407315 nChanged 8800 SP:Iteration 5F (338.890000 sec): 3 clusters Score: Raw -10167127.246681 + Penalty 1093.729715 = -10166033.516966 nChanged 9460 SP:Iteration 6F (339.100000 sec): 3 clusters Score: Raw -10174364.995243 + Penalty 1093.729715 = -10173271.265528 nChanged 9094 SP:Iteration 7F (339.310000 sec): 3 clusters Score: Raw -10181369.976328 + Penalty 1093.729715 = -10180276.246613 nChanged 7199 SP:Iteration 8Q (339.520000 sec): 3 clusters Score: Raw -10185416.614214 + Penalty 1093.729715 = -10184322.884499 nChanged 4886 SP:Iteration 9Q (339.730000 sec): 3 clusters Score: Raw -10187386.855791 + Penalty 1093.729715 = -10186293.126076 nChanged 3832 SP:Iteration 10Q (339.960000 sec): 3 clusters Score: Raw -10188813.522434 + Penalty 1093.729715 = -10187719.792719 nChanged 3584 SP:Iteration 11Q (340.200000 sec): 3 clusters Score: Raw -10190177.741950 + Penalty 1093.729715 = -10189084.012235 nChanged 3673 SP:Iteration 12Q (340.430000 sec): 3 clusters Score: Raw -10191670.599246 + Penalty 1093.729715 = -10190576.869530 nChanged 3753 SP:Iteration 13Q (340.640000 sec): 3 clusters Score: Raw -10193325.283061 + Penalty 1093.729715 = -10192231.553346 nChanged 3812 SP:Iteration 14Q (340.840000 sec): 3 clusters Score: Raw -10195155.065031 + Penalty 1093.729715 = -10194061.335316 nChanged 3792 SP:Iteration 15Q (341.030000 sec): 3 clusters Score: Raw -10197096.887871 + Penalty 1093.729715 = -10196003.158156 nChanged 3632 SP:Iteration 16Q (341.230000 sec): 3 clusters Score: Raw -10199152.378472 + Penalty 1093.729715 = -10198058.648757 nChanged 3607 SP:Iteration 17Q (341.420000 sec): 3 clusters Score: Raw -10201401.004512 + Penalty 1093.729715 = -10200307.274797 nChanged 3282 SP:Iteration 18Q (341.600000 sec): 3 clusters Score: Raw -10203613.157922 + Penalty 1093.729715 = -10202519.428207 nChanged 2935 SP:Iteration 19Q (341.780000 sec): 3 clusters Score: Raw -10205729.471501 + Penalty 1093.729715 = -10204635.741786 nChanged 2437 SP:Iteration 20F (341.990000 sec): 3 clusters Score: Raw -10207583.466612 + Penalty 1093.729715 = -10206489.736897 nChanged 1973 SP:Iteration 21Q (342.160000 sec): 3 clusters Score: Raw -10209132.822038 + Penalty 1093.729715 = -10208039.092323 nChanged 1466 SP:Iteration 22Q (342.320000 sec): 3 clusters Score: Raw -10210286.785994 + Penalty 1093.729715 = -10209193.056279 nChanged 1143 SP:Iteration 23Q (342.480000 sec): 3 clusters Score: Raw -10211161.650206 + Penalty 1093.729715 = -10210067.920491 nChanged 835 SP:Iteration 24Q (342.640000 sec): 3 clusters Score: Raw -10211769.115412 + Penalty 1093.729715 = -10210675.385697 nChanged 583 SP:Iteration 25Q (342.800000 sec): 3 clusters Score: Raw -10212150.136256 + Penalty 1093.729715 = -10211056.406541 nChanged 411 SP:Iteration 26Q (342.970000 sec): 3 clusters Score: Raw -10212394.696748 + Penalty 1093.729715 = -10211300.967033 nChanged 298 SP:Iteration 27Q (343.140000 sec): 3 clusters Score: Raw -10212562.600267 + Penalty 1093.729715 = -10211468.870552 nChanged 209 SP:Iteration 28Q (343.300000 sec): 3 clusters Score: Raw -10212679.926356 + Penalty 1093.729715 = -10211586.196641 nChanged 146 SP:Iteration 29Q (343.460000 sec): 3 clusters Score: Raw -10212759.896235 + Penalty 1093.729715 = -10211666.166520 nChanged 118 SP:Iteration 30Q (343.620000 sec): 3 clusters Score: Raw -10212820.005408 + Penalty 1093.729715 = -10211726.275693 nChanged 79 SP:Iteration 31Q (343.780000 sec): 3 clusters Score: Raw -10212855.409265 + Penalty 1093.729715 = -10211761.679550 nChanged 43 SP:Iteration 32Q (343.940000 sec): 3 clusters Score: Raw -10212883.605960 + Penalty 1093.729715 = -10211789.876245 nChanged 38 SP:Iteration 33Q (344.100000 sec): 3 clusters Score: Raw -10212904.626190 + Penalty 1093.729715 = -10211810.896475 nChanged 35 SP:Iteration 34Q (344.260000 sec): 3 clusters Score: Raw -10212923.704971 + Penalty 1093.729715 = -10211829.975256 nChanged 22 SP:Iteration 35Q (344.420000 sec): 3 clusters Score: Raw -10212933.434778 + Penalty 1093.729715 = -10211839.705063 nChanged 21 SP:Iteration 36Q (344.580000 sec): 3 clusters Score: Raw -10212944.391346 + Penalty 1093.729715 = -10211850.661631 nChanged 20 SP:Iteration 37Q (344.740000 sec): 3 clusters Score: Raw -10212955.664036 + Penalty 1093.729715 = -10211861.934321 nChanged 19 SP:Iteration 38Q (344.910000 sec): 3 clusters Score: Raw -10212964.398773 + Penalty 1093.729715 = -10211870.669058 nChanged 10 SP:Iteration 39Q (345.060000 sec): 3 clusters Score: Raw -10212968.598186 + Penalty 1093.729715 = -10211874.868471 nChanged 6 SP:Iteration 40F (345.270000 sec): 3 clusters Score: Raw -10212971.103393 + Penalty 1093.729715 = -10211877.373678 nChanged 6 SP:Iteration 41Q (345.430000 sec): 3 clusters Score: Raw -10212973.480124 + Penalty 1093.729715 = -10211879.750409 nChanged 1 SP:Iteration 42Q (345.580000 sec): 3 clusters Score: Raw -10212973.744040 + Penalty 1093.729715 = -10211880.014325 nChanged 0 SP:Iteration 43F (345.790000 sec): 3 clusters Score: Raw -10212973.744040 + Penalty 1093.729715 = -10211880.014325 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.860000 sec): 2 clusters Score: Raw -36770.455414 + Penalty 295.120316 = -36475.335098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.860000 sec): 3 clusters Score: Raw -36471.296917 + Penalty 590.240632 = -35881.056285 nChanged 239 SP:Iteration 1F (345.870000 sec): 3 clusters Score: Raw -36626.514241 + Penalty 590.240632 = -36036.273609 nChanged 51 SP:Iteration 2F (345.870000 sec): 3 clusters Score: Raw -36663.421771 + Penalty 590.240632 = -36073.181139 nChanged 38 SP:Iteration 3F (345.870000 sec): 3 clusters Score: Raw -36690.320531 + Penalty 590.240632 = -36100.079899 nChanged 28 SP:Iteration 4Q (345.870000 sec): 3 clusters Score: Raw -36709.947300 + Penalty 590.240632 = -36119.706669 nChanged 31 SP:Iteration 5Q (345.870000 sec): 3 clusters Score: Raw -36731.705318 + Penalty 590.240632 = -36141.464686 nChanged 22 SP:Iteration 6Q (345.870000 sec): 3 clusters Score: Raw -36747.880701 + Penalty 590.240632 = -36157.640069 nChanged 23 SP:Iteration 7Q (345.870000 sec): 3 clusters Score: Raw -36776.740313 + Penalty 590.240632 = -36186.499682 nChanged 32 SP:Iteration 8Q (345.870000 sec): 3 clusters Score: Raw -36816.769759 + Penalty 590.240632 = -36226.529128 nChanged 32 SP:Iteration 9Q (345.870000 sec): 3 clusters Score: Raw -36860.710317 + Penalty 590.240632 = -36270.469685 nChanged 44 SP:Iteration 10F (345.870000 sec): 3 clusters Score: Raw -36943.984369 + Penalty 590.240632 = -36353.743738 nChanged 43 SP:Iteration 11F (345.880000 sec): 3 clusters Score: Raw -37022.906214 + Penalty 590.240632 = -36432.665582 nChanged 43 SP:Iteration 12F (345.880000 sec): 3 clusters Score: Raw -37124.945336 + Penalty 590.240632 = -36534.704705 nChanged 35 SP:Iteration 13F (345.880000 sec): 3 clusters Score: Raw -37201.718154 + Penalty 590.240632 = -36611.477522 nChanged 20 SP:Iteration 14Q (345.880000 sec): 3 clusters Score: Raw -37241.206609 + Penalty 590.240632 = -36650.965977 nChanged 20 SP:Iteration 15Q (345.880000 sec): 3 clusters Score: Raw -37313.033337 + Penalty 590.240632 = -36722.792705 nChanged 20 SP:Iteration 16Q (345.880000 sec): 3 clusters Score: Raw -37375.041231 + Penalty 590.240632 = -36784.800599 nChanged 11 SP:Iteration 17Q (345.880000 sec): 3 clusters Score: Raw -37399.774004 + Penalty 590.240632 = -36809.533373 nChanged 10 SP:Iteration 18Q (345.880000 sec): 3 clusters Score: Raw -37427.107447 + Penalty 590.240632 = -36836.866815 nChanged 5 SP:Iteration 19Q (345.880000 sec): 3 clusters Score: Raw -37443.277603 + Penalty 590.240632 = -36853.036971 nChanged 5 SP:Iteration 20F (345.880000 sec): 3 clusters Score: Raw -37458.484713 + Penalty 590.240632 = -36868.244081 nChanged 2 SP:Iteration 21Q (345.880000 sec): 3 clusters Score: Raw -37461.759292 + Penalty 590.240632 = -36871.518660 nChanged 1 SP:Iteration 22Q (345.880000 sec): 3 clusters Score: Raw -37462.424839 + Penalty 590.240632 = -36872.184207 nChanged 1 SP:Iteration 23Q (345.880000 sec): 3 clusters Score: Raw -37463.079110 + Penalty 590.240632 = -36872.838478 nChanged 0 SP:Iteration 24F (345.880000 sec): 3 clusters Score: Raw -37463.079110 + Penalty 590.240632 = -36872.838478 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.880000 sec): 2 clusters Score: Raw -11670.884124 + Penalty 242.857983 = -11428.026141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.880000 sec): 3 clusters Score: Raw -11658.826936 + Penalty 485.715965 = -11173.110970 nChanged 56 SP:Iteration 1F (345.890000 sec): 3 clusters Score: Raw -11740.913280 + Penalty 485.715965 = -11255.197314 nChanged 12 SP:Iteration 2F (345.890000 sec): 3 clusters Score: Raw -11759.965680 + Penalty 485.715965 = -11274.249715 nChanged 9 SP:Iteration 3Q (345.890000 sec): 3 clusters Score: Raw -11776.454468 + Penalty 485.715965 = -11290.738503 nChanged 6 SP:Iteration 4Q (345.890000 sec): 3 clusters Score: Raw -11785.158528 + Penalty 485.715965 = -11299.442563 nChanged 2 SP:Iteration 5Q (345.890000 sec): 3 clusters Score: Raw -11789.517478 + Penalty 485.715965 = -11303.801513 nChanged 2 SP:Iteration 6Q (345.890000 sec): 3 clusters Score: Raw -11791.726453 + Penalty 485.715965 = -11306.010488 nChanged 1 SP:Iteration 7Q (345.890000 sec): 3 clusters Score: Raw -11792.375835 + Penalty 485.715965 = -11306.659870 nChanged 1 SP:Iteration 8Q (345.890000 sec): 3 clusters Score: Raw -11799.979834 + Penalty 485.715965 = -11314.263868 nChanged 3 SP:Iteration 9Q (345.890000 sec): 3 clusters Score: Raw -11804.764352 + Penalty 485.715965 = -11319.048387 nChanged 1 SP:Iteration 10Q (345.890000 sec): 3 clusters Score: Raw -11805.739031 + Penalty 485.715965 = -11320.023066 nChanged 1 SP:Iteration 11Q (345.890000 sec): 3 clusters Score: Raw -11806.196731 + Penalty 485.715965 = -11320.480766 nChanged 0 SP:Iteration 12F (345.890000 sec): 3 clusters Score: Raw -11806.196731 + Penalty 485.715965 = -11320.480766 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.890000 sec): 2 clusters Score: Raw -29110.754264 + Penalty 285.587279 = -28825.166985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.890000 sec): 3 clusters Score: Raw -28905.610772 + Penalty 571.174558 = -28334.436214 nChanged 189 SP:Iteration 1F (345.890000 sec): 3 clusters Score: Raw -29050.811617 + Penalty 571.174558 = -28479.637059 nChanged 49 SP:Iteration 2F (345.890000 sec): 3 clusters Score: Raw -29110.971974 + Penalty 571.174558 = -28539.797417 nChanged 32 SP:Iteration 3F (345.890000 sec): 3 clusters Score: Raw -29165.495384 + Penalty 571.174558 = -28594.320827 nChanged 11 SP:Iteration 4Q (345.900000 sec): 3 clusters Score: Raw -29173.137041 + Penalty 571.174558 = -28601.962484 nChanged 10 SP:Iteration 5Q (345.900000 sec): 3 clusters Score: Raw -29176.646441 + Penalty 571.174558 = -28605.471884 nChanged 2 SP:Iteration 6Q (345.900000 sec): 3 clusters Score: Raw -29178.273100 + Penalty 571.174558 = -28607.098542 nChanged 3 SP:Iteration 7Q (345.900000 sec): 3 clusters Score: Raw -29180.812131 + Penalty 571.174558 = -28609.637573 nChanged 3 SP:Iteration 8Q (345.900000 sec): 3 clusters Score: Raw -29183.393342 + Penalty 571.174558 = -28612.218785 nChanged 8 SP:Iteration 9Q (345.900000 sec): 3 clusters Score: Raw -29189.209413 + Penalty 571.174558 = -28618.034855 nChanged 7 SP:Iteration 10Q (345.900000 sec): 3 clusters Score: Raw -29193.838985 + Penalty 571.174558 = -28622.664428 nChanged 4 SP:Iteration 11Q (345.900000 sec): 3 clusters Score: Raw -29195.812945 + Penalty 571.174558 = -28624.638388 nChanged 3 SP:Iteration 12Q (345.900000 sec): 3 clusters Score: Raw -29196.813168 + Penalty 571.174558 = -28625.638610 nChanged 1 SP:Iteration 13Q (345.900000 sec): 3 clusters Score: Raw -29196.914929 + Penalty 571.174558 = -28625.740371 nChanged 0 SP:Iteration 14F (345.900000 sec): 3 clusters Score: Raw -29196.914929 + Penalty 571.174558 = -28625.740371 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.900000 sec): 2 clusters Score: Raw -30286.880038 + Penalty 292.183813 = -29994.696225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.900000 sec): 3 clusters Score: Raw -30051.631766 + Penalty 584.367626 = -29467.264140 nChanged 220 SP:Iteration 1F (345.900000 sec): 3 clusters Score: Raw -30209.752670 + Penalty 584.367626 = -29625.385044 nChanged 64 SP:Iteration 2F (345.900000 sec): 3 clusters Score: Raw -30266.495733 + Penalty 584.367626 = -29682.128106 nChanged 43 SP:Iteration 3F (345.900000 sec): 3 clusters Score: Raw -30314.621683 + Penalty 584.367626 = -29730.254057 nChanged 40 SP:Iteration 4F (345.900000 sec): 3 clusters Score: Raw -30362.308376 + Penalty 584.367626 = -29777.940750 nChanged 49 SP:Iteration 5F (345.910000 sec): 3 clusters Score: Raw -30407.095476 + Penalty 584.367626 = -29822.727849 nChanged 41 SP:Iteration 6F (345.910000 sec): 3 clusters Score: Raw -30447.213598 + Penalty 584.367626 = -29862.845972 nChanged 33 SP:Iteration 7F (345.910000 sec): 3 clusters Score: Raw -30487.925972 + Penalty 584.367626 = -29903.558345 nChanged 32 SP:Iteration 8F (345.910000 sec): 3 clusters Score: Raw -30525.562149 + Penalty 584.367626 = -29941.194523 nChanged 24 SP:Iteration 9Q (345.910000 sec): 3 clusters Score: Raw -30549.124524 + Penalty 584.367626 = -29964.756898 nChanged 16 SP:Iteration 10Q (345.910000 sec): 3 clusters Score: Raw -30574.012593 + Penalty 584.367626 = -29989.644967 nChanged 12 SP:Iteration 11Q (345.910000 sec): 3 clusters Score: Raw -30587.665250 + Penalty 584.367626 = -30003.297624 nChanged 5 SP:Iteration 12Q (345.910000 sec): 3 clusters Score: Raw -30589.138787 + Penalty 584.367626 = -30004.771161 nChanged 3 SP:Iteration 13Q (345.910000 sec): 3 clusters Score: Raw -30596.718134 + Penalty 584.367626 = -30012.350507 nChanged 7 SP:Iteration 14Q (345.910000 sec): 3 clusters Score: Raw -30611.015522 + Penalty 584.367626 = -30026.647896 nChanged 8 SP:Iteration 15Q (345.910000 sec): 3 clusters Score: Raw -30621.770232 + Penalty 584.367626 = -30037.402605 nChanged 2 SP:Iteration 16Q (345.920000 sec): 3 clusters Score: Raw -30623.102611 + Penalty 584.367626 = -30038.734984 nChanged 1 SP:Iteration 17Q (345.920000 sec): 3 clusters Score: Raw -30623.396905 + Penalty 584.367626 = -30039.029278 nChanged 0 SP:Iteration 18F (345.920000 sec): 3 clusters Score: Raw -30623.396905 + Penalty 584.367626 = -30039.029278 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.940000 sec): 2 clusters Score: Raw -1060674.557999 + Penalty 442.539986 = -1060232.018013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.970000 sec): 3 clusters Score: Raw -1049998.556135 + Penalty 885.079972 = -1049113.476163 nChanged 7819 SP:Iteration 1F (345.990000 sec): 3 clusters Score: Raw -1054631.059115 + Penalty 885.079972 = -1053745.979144 nChanged 820 SP:Iteration 2Q (346.010000 sec): 3 clusters Score: Raw -1054983.627502 + Penalty 885.079972 = -1054098.547530 nChanged 886 SP:Iteration 3F (346.030000 sec): 3 clusters Score: Raw -1055404.908150 + Penalty 885.079972 = -1054519.828178 nChanged 966 SP:Iteration 4F (346.040000 sec): 3 clusters Score: Raw -1055936.819870 + Penalty 885.079972 = -1055051.739898 nChanged 970 SP:Iteration 5F (346.060000 sec): 3 clusters Score: Raw -1056517.632944 + Penalty 885.079972 = -1055632.552972 nChanged 931 SP:Iteration 6F (346.080000 sec): 3 clusters Score: Raw -1057085.408175 + Penalty 885.079972 = -1056200.328203 nChanged 883 SP:Iteration 7F (346.100000 sec): 3 clusters Score: Raw -1057648.681700 + Penalty 885.079972 = -1056763.601728 nChanged 781 SP:Iteration 8Q (346.120000 sec): 3 clusters Score: Raw -1058065.018939 + Penalty 885.079972 = -1057179.938967 nChanged 621 SP:Iteration 9Q (346.140000 sec): 3 clusters Score: Raw -1058299.675901 + Penalty 885.079972 = -1057414.595929 nChanged 378 SP:Iteration 10Q (346.160000 sec): 3 clusters Score: Raw -1058398.687518 + Penalty 885.079972 = -1057513.607546 nChanged 255 SP:Iteration 11Q (346.180000 sec): 3 clusters Score: Raw -1058450.872837 + Penalty 885.079972 = -1057565.792865 nChanged 204 SP:Iteration 12Q (346.200000 sec): 3 clusters Score: Raw -1058490.606700 + Penalty 885.079972 = -1057605.526728 nChanged 168 SP:Iteration 13Q (346.210000 sec): 3 clusters Score: Raw -1058526.670267 + Penalty 885.079972 = -1057641.590295 nChanged 181 SP:Iteration 14Q (346.230000 sec): 3 clusters Score: Raw -1058572.567306 + Penalty 885.079972 = -1057687.487334 nChanged 190 SP:Iteration 15Q (346.250000 sec): 3 clusters Score: Raw -1058616.501576 + Penalty 885.079972 = -1057731.421604 nChanged 187 SP:Iteration 16Q (346.270000 sec): 3 clusters Score: Raw -1058659.360346 + Penalty 885.079972 = -1057774.280374 nChanged 202 SP:Iteration 17Q (346.280000 sec): 3 clusters Score: Raw -1058711.646277 + Penalty 885.079972 = -1057826.566305 nChanged 241 SP:Iteration 18Q (346.300000 sec): 3 clusters Score: Raw -1058781.478398 + Penalty 885.079972 = -1057896.398426 nChanged 229 SP:Iteration 19Q (346.320000 sec): 3 clusters Score: Raw -1058850.484761 + Penalty 885.079972 = -1057965.404789 nChanged 248 SP:Iteration 20F (346.340000 sec): 3 clusters Score: Raw -1058935.804416 + Penalty 885.079972 = -1058050.724444 nChanged 258 SP:Iteration 21Q (346.360000 sec): 3 clusters Score: Raw -1059023.158235 + Penalty 885.079972 = -1058138.078264 nChanged 257 SP:Iteration 22Q (346.380000 sec): 3 clusters Score: Raw -1059106.967408 + Penalty 885.079972 = -1058221.887436 nChanged 246 SP:Iteration 23Q (346.390000 sec): 3 clusters Score: Raw -1059185.670390 + Penalty 885.079972 = -1058300.590419 nChanged 237 SP:Iteration 24Q (346.410000 sec): 3 clusters Score: Raw -1059267.537283 + Penalty 885.079972 = -1058382.457311 nChanged 237 SP:Iteration 25Q (346.420000 sec): 3 clusters Score: Raw -1059356.977507 + Penalty 885.079972 = -1058471.897536 nChanged 241 SP:Iteration 26Q (346.440000 sec): 3 clusters Score: Raw -1059448.979252 + Penalty 885.079972 = -1058563.899280 nChanged 235 SP:Iteration 27Q (346.460000 sec): 3 clusters Score: Raw -1059547.162425 + Penalty 885.079972 = -1058662.082453 nChanged 234 SP:Iteration 28Q (346.480000 sec): 3 clusters Score: Raw -1059654.102330 + Penalty 885.079972 = -1058769.022358 nChanged 212 SP:Iteration 29Q (346.500000 sec): 3 clusters Score: Raw -1059750.098244 + Penalty 885.079972 = -1058865.018272 nChanged 198 SP:Iteration 30Q (346.520000 sec): 3 clusters Score: Raw -1059835.821414 + Penalty 885.079972 = -1058950.741442 nChanged 184 SP:Iteration 31Q (346.530000 sec): 3 clusters Score: Raw -1059902.748596 + Penalty 885.079972 = -1059017.668624 nChanged 162 SP:Iteration 32Q (346.550000 sec): 3 clusters Score: Raw -1059966.929377 + Penalty 885.079972 = -1059081.849405 nChanged 161 SP:Iteration 33Q (346.560000 sec): 3 clusters Score: Raw -1060037.095644 + Penalty 885.079972 = -1059152.015672 nChanged 161 SP:Iteration 34Q (346.580000 sec): 3 clusters Score: Raw -1060114.220231 + Penalty 885.079972 = -1059229.140259 nChanged 166 SP:Iteration 35Q (346.600000 sec): 3 clusters Score: Raw -1060198.667484 + Penalty 885.079972 = -1059313.587512 nChanged 152 SP:Iteration 36Q (346.610000 sec): 3 clusters Score: Raw -1060278.889186 + Penalty 885.079972 = -1059393.809214 nChanged 129 SP:Iteration 37Q (346.630000 sec): 3 clusters Score: Raw -1060341.739936 + Penalty 885.079972 = -1059456.659964 nChanged 118 SP:Iteration 38Q (346.640000 sec): 3 clusters Score: Raw -1060399.468954 + Penalty 885.079972 = -1059514.388982 nChanged 113 SP:Iteration 39Q (346.660000 sec): 3 clusters Score: Raw -1060460.308629 + Penalty 885.079972 = -1059575.228657 nChanged 100 SP:Iteration 40F (346.680000 sec): 3 clusters Score: Raw -1060517.860711 + Penalty 885.079972 = -1059632.780739 nChanged 94 SP:Iteration 41Q (346.690000 sec): 3 clusters Score: Raw -1060577.528966 + Penalty 885.079972 = -1059692.448994 nChanged 80 SP:Iteration 42Q (346.700000 sec): 3 clusters Score: Raw -1060628.925249 + Penalty 885.079972 = -1059743.845277 nChanged 59 SP:Iteration 43Q (346.720000 sec): 3 clusters Score: Raw -1060665.361326 + Penalty 885.079972 = -1059780.281355 nChanged 42 SP:Iteration 44Q (346.730000 sec): 3 clusters Score: Raw -1060689.553582 + Penalty 885.079972 = -1059804.473611 nChanged 20 SP:Iteration 45Q (346.750000 sec): 3 clusters Score: Raw -1060700.132118 + Penalty 885.079972 = -1059815.052147 nChanged 17 SP:Iteration 46Q (346.760000 sec): 3 clusters Score: Raw -1060710.502919 + Penalty 885.079972 = -1059825.422948 nChanged 14 SP:Iteration 47Q (346.780000 sec): 3 clusters Score: Raw -1060717.682958 + Penalty 885.079972 = -1059832.602986 nChanged 9 SP:Iteration 48Q (346.790000 sec): 3 clusters Score: Raw -1060723.181508 + Penalty 885.079972 = -1059838.101536 nChanged 7 SP:Iteration 49Q (346.800000 sec): 3 clusters Score: Raw -1060727.217071 + Penalty 885.079972 = -1059842.137099 nChanged 7 SP:Iteration 50Q (346.820000 sec): 3 clusters Score: Raw -1060730.433193 + Penalty 885.079972 = -1059845.353221 nChanged 5 SP:Iteration 51Q (346.830000 sec): 3 clusters Score: Raw -1060733.481703 + Penalty 885.079972 = -1059848.401732 nChanged 3 SP:Iteration 52Q (346.840000 sec): 3 clusters Score: Raw -1060734.959485 + Penalty 885.079972 = -1059849.879513 nChanged 2 SP:Iteration 53Q (346.860000 sec): 3 clusters Score: Raw -1060735.470494 + Penalty 885.079972 = -1059850.390522 nChanged 2 SP:Iteration 54Q (346.870000 sec): 3 clusters Score: Raw -1060736.138735 + Penalty 885.079972 = -1059851.058763 nChanged 1 SP:Iteration 55Q (346.880000 sec): 3 clusters Score: Raw -1060736.570896 + Penalty 885.079972 = -1059851.490924 nChanged 1 SP:Iteration 56Q (346.900000 sec): 3 clusters Score: Raw -1060736.823318 + Penalty 885.079972 = -1059851.743346 nChanged 0 SP:Iteration 57F (346.920000 sec): 3 clusters Score: Raw -1060736.823318 + Penalty 885.079972 = -1059851.743346 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (21791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.950000 sec): 2 clusters Score: Raw -1361209.528191 + Penalty 454.510981 = -1360755.017210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.980000 sec): 3 clusters Score: Raw -1347138.692063 + Penalty 909.021961 = -1346229.670102 nChanged 10399 SP:Iteration 1F (347.000000 sec): 3 clusters Score: Raw -1352883.146348 + Penalty 909.021961 = -1351974.124387 nChanged 792 SP:Iteration 2Q (347.020000 sec): 3 clusters Score: Raw -1353079.260542 + Penalty 909.021961 = -1352170.238581 nChanged 823 SP:Iteration 3Q (347.050000 sec): 3 clusters Score: Raw -1353304.346173 + Penalty 909.021961 = -1352395.324212 nChanged 874 SP:Iteration 4Q (347.080000 sec): 3 clusters Score: Raw -1353591.554387 + Penalty 909.021961 = -1352682.532426 nChanged 1011 SP:Iteration 5Q (347.100000 sec): 3 clusters Score: Raw -1354034.089869 + Penalty 909.021961 = -1353125.067908 nChanged 1244 SP:Iteration 6F (347.130000 sec): 3 clusters Score: Raw -1354767.193349 + Penalty 909.021961 = -1353858.171388 nChanged 1461 SP:Iteration 7F (347.160000 sec): 3 clusters Score: Raw -1355881.689297 + Penalty 909.021961 = -1354972.667336 nChanged 1695 SP:Iteration 8F (347.180000 sec): 3 clusters Score: Raw -1357462.600924 + Penalty 909.021961 = -1356553.578962 nChanged 1601 SP:Iteration 9F (347.210000 sec): 3 clusters Score: Raw -1359059.148329 + Penalty 909.021961 = -1358150.126368 nChanged 1132 SP:Iteration 10F (347.240000 sec): 3 clusters Score: Raw -1360199.218819 + Penalty 909.021961 = -1359290.196858 nChanged 624 SP:Iteration 11Q (347.260000 sec): 3 clusters Score: Raw -1360805.359433 + Penalty 909.021961 = -1359896.337472 nChanged 281 SP:Iteration 12Q (347.280000 sec): 3 clusters Score: Raw -1361063.384353 + Penalty 909.021961 = -1360154.362392 nChanged 100 SP:Iteration 13Q (347.300000 sec): 3 clusters Score: Raw -1361169.471265 + Penalty 909.021961 = -1360260.449304 nChanged 40 SP:Iteration 14Q (347.320000 sec): 3 clusters Score: Raw -1361215.893242 + Penalty 909.021961 = -1360306.871281 nChanged 21 SP:Iteration 15Q (347.340000 sec): 3 clusters Score: Raw -1361246.494742 + Penalty 909.021961 = -1360337.472781 nChanged 7 SP:Iteration 16Q (347.360000 sec): 3 clusters Score: Raw -1361261.259765 + Penalty 909.021961 = -1360352.237804 nChanged 5 SP:Iteration 17Q (347.380000 sec): 3 clusters Score: Raw -1361268.816380 + Penalty 909.021961 = -1360359.794419 nChanged 4 SP:Iteration 18Q (347.400000 sec): 3 clusters Score: Raw -1361272.005645 + Penalty 909.021961 = -1360362.983684 nChanged 1 SP:Iteration 19Q (347.420000 sec): 3 clusters Score: Raw -1361272.963921 + Penalty 909.021961 = -1360363.941960 nChanged 0 SP:Iteration 20F (347.440000 sec): 3 clusters Score: Raw -1361272.963921 + Penalty 909.021961 = -1360363.941960 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.460000 sec): 2 clusters Score: Raw -17796.231470 + Penalty 265.881271 = -17530.350199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.460000 sec): 3 clusters Score: Raw -17686.109699 + Penalty 531.762542 = -17154.347157 nChanged 118 SP:Iteration 1F (347.460000 sec): 3 clusters Score: Raw -17806.464920 + Penalty 531.762542 = -17274.702378 nChanged 31 SP:Iteration 2F (347.460000 sec): 3 clusters Score: Raw -17878.095918 + Penalty 531.762542 = -17346.333376 nChanged 28 SP:Iteration 3F (347.460000 sec): 3 clusters Score: Raw -17942.964566 + Penalty 531.762542 = -17411.202024 nChanged 26 SP:Iteration 4F (347.460000 sec): 3 clusters Score: Raw -18050.244011 + Penalty 531.762542 = -17518.481469 nChanged 14 SP:Iteration 5Q (347.460000 sec): 3 clusters Score: Raw -18125.829991 + Penalty 531.762542 = -17594.067449 nChanged 9 SP:Iteration 6Q (347.460000 sec): 3 clusters Score: Raw -18151.180545 + Penalty 531.762542 = -17619.418003 nChanged 2 SP:Iteration 7Q (347.460000 sec): 3 clusters Score: Raw -18153.803197 + Penalty 531.762542 = -17622.040655 nChanged 1 SP:Iteration 8Q (347.460000 sec): 3 clusters Score: Raw -18154.855945 + Penalty 531.762542 = -17623.093403 nChanged 1 SP:Iteration 9Q (347.460000 sec): 3 clusters Score: Raw -18155.160084 + Penalty 531.762542 = -17623.397542 nChanged 0 SP:Iteration 10F (347.460000 sec): 3 clusters Score: Raw -18155.160084 + Penalty 531.762542 = -17623.397542 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (22547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.500000 sec): 2 clusters Score: Raw -1311970.735256 + Penalty 456.062757 = -1311514.672498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.530000 sec): 3 clusters Score: Raw -1297272.426927 + Penalty 912.125514 = -1296360.301413 nChanged 10793 SP:Iteration 1F (347.560000 sec): 3 clusters Score: Raw -1303549.583920 + Penalty 912.125514 = -1302637.458406 nChanged 1041 SP:Iteration 2Q (347.580000 sec): 3 clusters Score: Raw -1303934.087334 + Penalty 912.125514 = -1303021.961820 nChanged 1020 SP:Iteration 3Q (347.610000 sec): 3 clusters Score: Raw -1304408.618284 + Penalty 912.125514 = -1303496.492770 nChanged 1135 SP:Iteration 4F (347.640000 sec): 3 clusters Score: Raw -1305044.926494 + Penalty 912.125514 = -1304132.800980 nChanged 1227 SP:Iteration 5F (347.660000 sec): 3 clusters Score: Raw -1305912.278349 + Penalty 912.125514 = -1305000.152835 nChanged 1355 SP:Iteration 6F (347.690000 sec): 3 clusters Score: Raw -1306989.958156 + Penalty 912.125514 = -1306077.832641 nChanged 1303 SP:Iteration 7F (347.720000 sec): 3 clusters Score: Raw -1307840.428209 + Penalty 912.125514 = -1306928.302695 nChanged 980 SP:Iteration 8Q (347.740000 sec): 3 clusters Score: Raw -1308316.763941 + Penalty 912.125514 = -1307404.638427 nChanged 743 SP:Iteration 9Q (347.770000 sec): 3 clusters Score: Raw -1308635.052513 + Penalty 912.125514 = -1307722.926999 nChanged 609 SP:Iteration 10Q (347.790000 sec): 3 clusters Score: Raw -1308921.100577 + Penalty 912.125514 = -1308008.975063 nChanged 555 SP:Iteration 11Q (347.820000 sec): 3 clusters Score: Raw -1309213.668892 + Penalty 912.125514 = -1308301.543378 nChanged 521 SP:Iteration 12Q (347.840000 sec): 3 clusters Score: Raw -1309505.893558 + Penalty 912.125514 = -1308593.768044 nChanged 489 SP:Iteration 13Q (347.870000 sec): 3 clusters Score: Raw -1309788.851376 + Penalty 912.125514 = -1308876.725862 nChanged 464 SP:Iteration 14Q (347.890000 sec): 3 clusters Score: Raw -1310054.318695 + Penalty 912.125514 = -1309142.193181 nChanged 384 SP:Iteration 15Q (347.920000 sec): 3 clusters Score: Raw -1310256.631335 + Penalty 912.125514 = -1309344.505820 nChanged 371 SP:Iteration 16Q (347.940000 sec): 3 clusters Score: Raw -1310434.026578 + Penalty 912.125514 = -1309521.901064 nChanged 318 SP:Iteration 17Q (347.960000 sec): 3 clusters Score: Raw -1310596.446406 + Penalty 912.125514 = -1309684.320891 nChanged 323 SP:Iteration 18Q (347.980000 sec): 3 clusters Score: Raw -1310748.113194 + Penalty 912.125514 = -1309835.987679 nChanged 306 SP:Iteration 19Q (348.000000 sec): 3 clusters Score: Raw -1310890.480838 + Penalty 912.125514 = -1309978.355324 nChanged 267 SP:Iteration 20F (348.030000 sec): 3 clusters Score: Raw -1311009.939438 + Penalty 912.125514 = -1310097.813924 nChanged 258 SP:Iteration 21Q (348.050000 sec): 3 clusters Score: Raw -1311125.803166 + Penalty 912.125514 = -1310213.677652 nChanged 227 SP:Iteration 22Q (348.080000 sec): 3 clusters Score: Raw -1311220.347078 + Penalty 912.125514 = -1310308.221564 nChanged 210 SP:Iteration 23Q (348.100000 sec): 3 clusters Score: Raw -1311306.100099 + Penalty 912.125514 = -1310393.974584 nChanged 207 SP:Iteration 24Q (348.120000 sec): 3 clusters Score: Raw -1311400.364327 + Penalty 912.125514 = -1310488.238813 nChanged 213 SP:Iteration 25Q (348.140000 sec): 3 clusters Score: Raw -1311495.360718 + Penalty 912.125514 = -1310583.235204 nChanged 186 SP:Iteration 26Q (348.160000 sec): 3 clusters Score: Raw -1311575.382512 + Penalty 912.125514 = -1310663.256998 nChanged 146 SP:Iteration 27Q (348.180000 sec): 3 clusters Score: Raw -1311637.689462 + Penalty 912.125514 = -1310725.563948 nChanged 135 SP:Iteration 28Q (348.200000 sec): 3 clusters Score: Raw -1311693.695572 + Penalty 912.125514 = -1310781.570058 nChanged 97 SP:Iteration 29Q (348.220000 sec): 3 clusters Score: Raw -1311728.322576 + Penalty 912.125514 = -1310816.197062 nChanged 96 SP:Iteration 30Q (348.240000 sec): 3 clusters Score: Raw -1311768.479676 + Penalty 912.125514 = -1310856.354162 nChanged 91 SP:Iteration 31Q (348.260000 sec): 3 clusters Score: Raw -1311815.426106 + Penalty 912.125514 = -1310903.300592 nChanged 93 SP:Iteration 32Q (348.290000 sec): 3 clusters Score: Raw -1311873.978069 + Penalty 912.125514 = -1310961.852555 nChanged 77 SP:Iteration 33Q (348.310000 sec): 3 clusters Score: Raw -1311919.131346 + Penalty 912.125514 = -1311007.005832 nChanged 55 SP:Iteration 34Q (348.330000 sec): 3 clusters Score: Raw -1311949.529700 + Penalty 912.125514 = -1311037.404186 nChanged 36 SP:Iteration 35Q (348.350000 sec): 3 clusters Score: Raw -1311968.728599 + Penalty 912.125514 = -1311056.603085 nChanged 26 SP:Iteration 36Q (348.370000 sec): 3 clusters Score: Raw -1311980.271314 + Penalty 912.125514 = -1311068.145799 nChanged 18 SP:Iteration 37Q (348.390000 sec): 3 clusters Score: Raw -1311993.058548 + Penalty 912.125514 = -1311080.933033 nChanged 19 SP:Iteration 38Q (348.410000 sec): 3 clusters Score: Raw -1312005.659783 + Penalty 912.125514 = -1311093.534269 nChanged 18 SP:Iteration 39Q (348.430000 sec): 3 clusters Score: Raw -1312015.473168 + Penalty 912.125514 = -1311103.347653 nChanged 13 SP:Iteration 40F (348.460000 sec): 3 clusters Score: Raw -1312024.758952 + Penalty 912.125514 = -1311112.633438 nChanged 13 SP:Iteration 41Q (348.480000 sec): 3 clusters Score: Raw -1312029.815955 + Penalty 912.125514 = -1311117.690441 nChanged 3 SP:Iteration 42Q (348.500000 sec): 3 clusters Score: Raw -1312031.397552 + Penalty 912.125514 = -1311119.272038 nChanged 5 SP:Iteration 43Q (348.520000 sec): 3 clusters Score: Raw -1312034.181374 + Penalty 912.125514 = -1311122.055860 nChanged 3 SP:Iteration 44Q (348.530000 sec): 3 clusters Score: Raw -1312036.900101 + Penalty 912.125514 = -1311124.774587 nChanged 3 SP:Iteration 45Q (348.550000 sec): 3 clusters Score: Raw -1312038.305026 + Penalty 912.125514 = -1311126.179512 nChanged 2 SP:Iteration 46Q (348.570000 sec): 3 clusters Score: Raw -1312039.051890 + Penalty 912.125514 = -1311126.926376 nChanged 2 SP:Iteration 47Q (348.590000 sec): 3 clusters Score: Raw -1312039.537239 + Penalty 912.125514 = -1311127.411725 nChanged 1 SP:Iteration 48Q (348.610000 sec): 3 clusters Score: Raw -1312040.072383 + Penalty 912.125514 = -1311127.946869 nChanged 1 SP:Iteration 49Q (348.630000 sec): 3 clusters Score: Raw -1312040.490033 + Penalty 912.125514 = -1311128.364519 nChanged 1 SP:Iteration 50Q (348.650000 sec): 3 clusters Score: Raw -1312041.852991 + Penalty 912.125514 = -1311129.727477 nChanged 1 SP:Iteration 51Q (348.660000 sec): 3 clusters Score: Raw -1312042.274652 + Penalty 912.125514 = -1311130.149138 nChanged 1 SP:Iteration 52Q (348.680000 sec): 3 clusters Score: Raw -1312042.423118 + Penalty 912.125514 = -1311130.297604 nChanged 2 SP:Iteration 53Q (348.700000 sec): 3 clusters Score: Raw -1312042.689692 + Penalty 912.125514 = -1311130.564178 nChanged 0 SP:Iteration 54F (348.730000 sec): 3 clusters Score: Raw -1312042.689692 + Penalty 912.125514 = -1311130.564178 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.750000 sec): 2 clusters Score: Raw -529174.009001 + Penalty 415.807643 = -528758.201357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.760000 sec): 3 clusters Score: Raw -523461.207898 + Penalty 831.615287 = -522629.592612 nChanged 4259 SP:Iteration 1F (348.770000 sec): 3 clusters Score: Raw -525981.544092 + Penalty 831.615287 = -525149.928806 nChanged 565 SP:Iteration 2F (348.780000 sec): 3 clusters Score: Raw -526262.553969 + Penalty 831.615287 = -525430.938683 nChanged 580 SP:Iteration 3F (348.790000 sec): 3 clusters Score: Raw -526585.405642 + Penalty 831.615287 = -525753.790356 nChanged 578 SP:Iteration 4F (348.800000 sec): 3 clusters Score: Raw -526919.705651 + Penalty 831.615287 = -526088.090364 nChanged 548 SP:Iteration 5F (348.810000 sec): 3 clusters Score: Raw -527261.422417 + Penalty 831.615287 = -526429.807130 nChanged 489 SP:Iteration 6F (348.820000 sec): 3 clusters Score: Raw -527634.086209 + Penalty 831.615287 = -526802.470922 nChanged 430 SP:Iteration 7Q (348.830000 sec): 3 clusters Score: Raw -527957.335275 + Penalty 831.615287 = -527125.719988 nChanged 374 SP:Iteration 8Q (348.840000 sec): 3 clusters Score: Raw -528230.121003 + Penalty 831.615287 = -527398.505716 nChanged 258 SP:Iteration 9Q (348.850000 sec): 3 clusters Score: Raw -528427.726593 + Penalty 831.615287 = -527596.111307 nChanged 211 SP:Iteration 10Q (348.860000 sec): 3 clusters Score: Raw -528608.276263 + Penalty 831.615287 = -527776.660976 nChanged 167 SP:Iteration 11Q (348.870000 sec): 3 clusters Score: Raw -528739.549653 + Penalty 831.615287 = -527907.934367 nChanged 143 SP:Iteration 12Q (348.880000 sec): 3 clusters Score: Raw -528843.006210 + Penalty 831.615287 = -528011.390923 nChanged 140 SP:Iteration 13Q (348.890000 sec): 3 clusters Score: Raw -528934.462195 + Penalty 831.615287 = -528102.846908 nChanged 103 SP:Iteration 14Q (348.900000 sec): 3 clusters Score: Raw -528979.569937 + Penalty 831.615287 = -528147.954651 nChanged 77 SP:Iteration 15Q (348.910000 sec): 3 clusters Score: Raw -529011.137756 + Penalty 831.615287 = -528179.522470 nChanged 78 SP:Iteration 16Q (348.920000 sec): 3 clusters Score: Raw -529041.477602 + Penalty 831.615287 = -528209.862315 nChanged 67 SP:Iteration 17Q (348.930000 sec): 3 clusters Score: Raw -529064.752515 + Penalty 831.615287 = -528233.137228 nChanged 48 SP:Iteration 18Q (348.940000 sec): 3 clusters Score: Raw -529077.903071 + Penalty 831.615287 = -528246.287785 nChanged 51 SP:Iteration 19Q (348.950000 sec): 3 clusters Score: Raw -529094.125301 + Penalty 831.615287 = -528262.510015 nChanged 63 SP:Iteration 20F (348.960000 sec): 3 clusters Score: Raw -529116.910311 + Penalty 831.615287 = -528285.295025 nChanged 53 SP:Iteration 21Q (348.970000 sec): 3 clusters Score: Raw -529139.547114 + Penalty 831.615287 = -528307.931827 nChanged 57 SP:Iteration 22Q (348.980000 sec): 3 clusters Score: Raw -529161.831524 + Penalty 831.615287 = -528330.216237 nChanged 56 SP:Iteration 23Q (348.980000 sec): 3 clusters Score: Raw -529181.105752 + Penalty 831.615287 = -528349.490465 nChanged 36 SP:Iteration 24Q (348.990000 sec): 3 clusters Score: Raw -529192.881022 + Penalty 831.615287 = -528361.265735 nChanged 44 SP:Iteration 25Q (349.000000 sec): 3 clusters Score: Raw -529210.505865 + Penalty 831.615287 = -528378.890579 nChanged 37 SP:Iteration 26Q (349.010000 sec): 3 clusters Score: Raw -529224.096659 + Penalty 831.615287 = -528392.481372 nChanged 30 SP:Iteration 27Q (349.020000 sec): 3 clusters Score: Raw -529233.482390 + Penalty 831.615287 = -528401.867103 nChanged 28 SP:Iteration 28Q (349.030000 sec): 3 clusters Score: Raw -529242.818112 + Penalty 831.615287 = -528411.202825 nChanged 34 SP:Iteration 29Q (349.040000 sec): 3 clusters Score: Raw -529255.265695 + Penalty 831.615287 = -528423.650408 nChanged 31 SP:Iteration 30Q (349.040000 sec): 3 clusters Score: Raw -529267.140609 + Penalty 831.615287 = -528435.525322 nChanged 23 SP:Iteration 31Q (349.050000 sec): 3 clusters Score: Raw -529272.968577 + Penalty 831.615287 = -528441.353290 nChanged 20 SP:Iteration 32Q (349.060000 sec): 3 clusters Score: Raw -529277.191112 + Penalty 831.615287 = -528445.575825 nChanged 11 SP:Iteration 33Q (349.070000 sec): 3 clusters Score: Raw -529280.135890 + Penalty 831.615287 = -528448.520603 nChanged 11 SP:Iteration 34Q (349.080000 sec): 3 clusters Score: Raw -529282.573400 + Penalty 831.615287 = -528450.958113 nChanged 12 SP:Iteration 35Q (349.090000 sec): 3 clusters Score: Raw -529284.487139 + Penalty 831.615287 = -528452.871853 nChanged 9 SP:Iteration 36Q (349.100000 sec): 3 clusters Score: Raw -529286.436929 + Penalty 831.615287 = -528454.821642 nChanged 14 SP:Iteration 37Q (349.100000 sec): 3 clusters Score: Raw -529290.570574 + Penalty 831.615287 = -528458.955287 nChanged 15 SP:Iteration 38Q (349.110000 sec): 3 clusters Score: Raw -529297.655548 + Penalty 831.615287 = -528466.040261 nChanged 13 SP:Iteration 39Q (349.120000 sec): 3 clusters Score: Raw -529300.860971 + Penalty 831.615287 = -528469.245684 nChanged 10 SP:Iteration 40F (349.130000 sec): 3 clusters Score: Raw -529306.392850 + Penalty 831.615287 = -528474.777564 nChanged 18 SP:Iteration 41Q (349.140000 sec): 3 clusters Score: Raw -529315.031858 + Penalty 831.615287 = -528483.416571 nChanged 17 SP:Iteration 42Q (349.150000 sec): 3 clusters Score: Raw -529321.113745 + Penalty 831.615287 = -528489.498458 nChanged 16 SP:Iteration 43Q (349.160000 sec): 3 clusters Score: Raw -529325.558658 + Penalty 831.615287 = -528493.943371 nChanged 9 SP:Iteration 44Q (349.180000 sec): 3 clusters Score: Raw -529327.502866 + Penalty 831.615287 = -528495.887580 nChanged 5 SP:Iteration 45Q (349.190000 sec): 3 clusters Score: Raw -529328.449695 + Penalty 831.615287 = -528496.834408 nChanged 4 SP:Iteration 46Q (349.200000 sec): 3 clusters Score: Raw -529328.946968 + Penalty 831.615287 = -528497.331682 nChanged 1 SP:Iteration 47Q (349.200000 sec): 3 clusters Score: Raw -529328.975953 + Penalty 831.615287 = -528497.360666 nChanged 0 SP:Iteration 48F (349.220000 sec): 3 clusters Score: Raw -529328.975953 + Penalty 831.615287 = -528497.360666 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.220000 sec): 2 clusters Score: Raw -147439.522395 + Penalty 360.676841 = -147078.845554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.230000 sec): 3 clusters Score: Raw -145818.608979 + Penalty 721.353683 = -145097.255296 nChanged 1237 SP:Iteration 1F (349.230000 sec): 3 clusters Score: Raw -146597.161584 + Penalty 721.353683 = -145875.807902 nChanged 205 SP:Iteration 2F (349.230000 sec): 3 clusters Score: Raw -146738.159479 + Penalty 721.353683 = -146016.805796 nChanged 191 SP:Iteration 3F (349.240000 sec): 3 clusters Score: Raw -146886.502984 + Penalty 721.353683 = -146165.149302 nChanged 190 SP:Iteration 4F (349.240000 sec): 3 clusters Score: Raw -147056.362855 + Penalty 721.353683 = -146335.009173 nChanged 174 SP:Iteration 5F (349.240000 sec): 3 clusters Score: Raw -147229.394966 + Penalty 721.353683 = -146508.041284 nChanged 128 SP:Iteration 6Q (349.250000 sec): 3 clusters Score: Raw -147343.920057 + Penalty 721.353683 = -146622.566375 nChanged 97 SP:Iteration 7Q (349.250000 sec): 3 clusters Score: Raw -147422.457223 + Penalty 721.353683 = -146701.103541 nChanged 55 SP:Iteration 8Q (349.250000 sec): 3 clusters Score: Raw -147454.593588 + Penalty 721.353683 = -146733.239905 nChanged 29 SP:Iteration 9Q (349.260000 sec): 3 clusters Score: Raw -147469.442124 + Penalty 721.353683 = -146748.088441 nChanged 15 SP:Iteration 10Q (349.260000 sec): 3 clusters Score: Raw -147476.157364 + Penalty 721.353683 = -146754.803681 nChanged 9 SP:Iteration 11Q (349.260000 sec): 3 clusters Score: Raw -147479.956417 + Penalty 721.353683 = -146758.602734 nChanged 9 SP:Iteration 12Q (349.260000 sec): 3 clusters Score: Raw -147485.102693 + Penalty 721.353683 = -146763.749011 nChanged 9 SP:Iteration 13Q (349.270000 sec): 3 clusters Score: Raw -147491.308896 + Penalty 721.353683 = -146769.955213 nChanged 9 SP:Iteration 14Q (349.270000 sec): 3 clusters Score: Raw -147495.629056 + Penalty 721.353683 = -146774.275374 nChanged 5 SP:Iteration 15Q (349.270000 sec): 3 clusters Score: Raw -147498.138416 + Penalty 721.353683 = -146776.784733 nChanged 5 SP:Iteration 16Q (349.280000 sec): 3 clusters Score: Raw -147500.685763 + Penalty 721.353683 = -146779.332081 nChanged 5 SP:Iteration 17Q (349.280000 sec): 3 clusters Score: Raw -147503.456858 + Penalty 721.353683 = -146782.103175 nChanged 1 SP:Iteration 18Q (349.280000 sec): 3 clusters Score: Raw -147503.753283 + Penalty 721.353683 = -146782.399600 nChanged 1 SP:Iteration 19Q (349.280000 sec): 3 clusters Score: Raw -147503.779952 + Penalty 721.353683 = -146782.426269 nChanged 0 SP:Iteration 20F (349.280000 sec): 3 clusters Score: Raw -147503.779952 + Penalty 721.353683 = -146782.426269 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.290000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.290000 sec): 3 clusters Score: Raw -3038.956465 + Penalty 372.585355 = -2666.371110 nChanged 9 SP:Iteration 1F (349.290000 sec): 3 clusters Score: Raw -3068.424755 + Penalty 372.585355 = -2695.839400 nChanged 2 SP:Iteration 2Q (349.290000 sec): 3 clusters Score: Raw -3086.297656 + Penalty 372.585355 = -2713.712301 nChanged 0 SP:Iteration 3F (349.290000 sec): 3 clusters Score: Raw -3086.297656 + Penalty 372.585355 = -2713.712301 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.290000 sec): 2 clusters Score: Raw -108695.431591 + Penalty 345.544347 = -108349.887244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.300000 sec): 3 clusters Score: Raw -107589.890276 + Penalty 691.088693 = -106898.801583 nChanged 840 SP:Iteration 1F (349.300000 sec): 3 clusters Score: Raw -108078.362833 + Penalty 691.088693 = -107387.274140 nChanged 171 SP:Iteration 2F (349.300000 sec): 3 clusters Score: Raw -108212.425513 + Penalty 691.088693 = -107521.336820 nChanged 149 SP:Iteration 3F (349.300000 sec): 3 clusters Score: Raw -108326.317610 + Penalty 691.088693 = -107635.228917 nChanged 115 SP:Iteration 4F (349.300000 sec): 3 clusters Score: Raw -108435.976706 + Penalty 691.088693 = -107744.888013 nChanged 107 SP:Iteration 5F (349.300000 sec): 3 clusters Score: Raw -108517.107736 + Penalty 691.088693 = -107826.019043 nChanged 95 SP:Iteration 6Q (349.310000 sec): 3 clusters Score: Raw -108589.735629 + Penalty 691.088693 = -107898.646936 nChanged 85 SP:Iteration 7Q (349.310000 sec): 3 clusters Score: Raw -108645.982063 + Penalty 691.088693 = -107954.893370 nChanged 61 SP:Iteration 8Q (349.310000 sec): 3 clusters Score: Raw -108671.583222 + Penalty 691.088693 = -107980.494529 nChanged 46 SP:Iteration 9Q (349.310000 sec): 3 clusters Score: Raw -108699.626173 + Penalty 691.088693 = -108008.537480 nChanged 48 SP:Iteration 10Q (349.320000 sec): 3 clusters Score: Raw -108721.918276 + Penalty 691.088693 = -108030.829583 nChanged 28 SP:Iteration 11Q (349.320000 sec): 3 clusters Score: Raw -108730.553534 + Penalty 691.088693 = -108039.464841 nChanged 18 SP:Iteration 12Q (349.320000 sec): 3 clusters Score: Raw -108738.188494 + Penalty 691.088693 = -108047.099801 nChanged 15 SP:Iteration 13Q (349.320000 sec): 3 clusters Score: Raw -108743.616770 + Penalty 691.088693 = -108052.528077 nChanged 14 SP:Iteration 14Q (349.320000 sec): 3 clusters Score: Raw -108748.942986 + Penalty 691.088693 = -108057.854293 nChanged 12 SP:Iteration 15Q (349.330000 sec): 3 clusters Score: Raw -108752.370359 + Penalty 691.088693 = -108061.281666 nChanged 7 SP:Iteration 16Q (349.330000 sec): 3 clusters Score: Raw -108753.929871 + Penalty 691.088693 = -108062.841178 nChanged 7 SP:Iteration 17Q (349.330000 sec): 3 clusters Score: Raw -108755.336051 + Penalty 691.088693 = -108064.247358 nChanged 10 SP:Iteration 18Q (349.330000 sec): 3 clusters Score: Raw -108758.427068 + Penalty 691.088693 = -108067.338375 nChanged 12 SP:Iteration 19Q (349.340000 sec): 3 clusters Score: Raw -108761.216702 + Penalty 691.088693 = -108070.128009 nChanged 12 SP:Iteration 20F (349.340000 sec): 3 clusters Score: Raw -108765.270305 + Penalty 691.088693 = -108074.181612 nChanged 14 SP:Iteration 21Q (349.340000 sec): 3 clusters Score: Raw -108770.565320 + Penalty 691.088693 = -108079.476627 nChanged 12 SP:Iteration 22Q (349.340000 sec): 3 clusters Score: Raw -108774.120886 + Penalty 691.088693 = -108083.032193 nChanged 7 SP:Iteration 23Q (349.340000 sec): 3 clusters Score: Raw -108775.999312 + Penalty 691.088693 = -108084.910619 nChanged 6 SP:Iteration 24Q (349.340000 sec): 3 clusters Score: Raw -108776.885728 + Penalty 691.088693 = -108085.797034 nChanged 2 SP:Iteration 25Q (349.350000 sec): 3 clusters Score: Raw -108777.894330 + Penalty 691.088693 = -108086.805637 nChanged 1 SP:Iteration 26Q (349.350000 sec): 3 clusters Score: Raw -108777.991373 + Penalty 691.088693 = -108086.902680 nChanged 0 SP:Iteration 27F (349.350000 sec): 3 clusters Score: Raw -108777.991373 + Penalty 691.088693 = -108086.902680 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.360000 sec): 2 clusters Score: Raw -19581.247327 + Penalty 264.813773 = -19316.433554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.360000 sec): 3 clusters Score: Raw -19495.948719 + Penalty 529.627547 = -18966.321172 nChanged 118 SP:Iteration 1F (349.360000 sec): 3 clusters Score: Raw -19704.755438 + Penalty 529.627547 = -19175.127891 nChanged 38 SP:Iteration 2F (349.360000 sec): 3 clusters Score: Raw -19768.894458 + Penalty 529.627547 = -19239.266912 nChanged 19 SP:Iteration 3F (349.360000 sec): 3 clusters Score: Raw -19792.229599 + Penalty 529.627547 = -19262.602052 nChanged 10 SP:Iteration 4Q (349.360000 sec): 3 clusters Score: Raw -19806.521747 + Penalty 529.627547 = -19276.894201 nChanged 4 SP:Iteration 5Q (349.360000 sec): 3 clusters Score: Raw -19813.109556 + Penalty 529.627547 = -19283.482009 nChanged 6 SP:Iteration 6Q (349.360000 sec): 3 clusters Score: Raw -19827.043339 + Penalty 529.627547 = -19297.415792 nChanged 6 SP:Iteration 7Q (349.360000 sec): 3 clusters Score: Raw -19838.505876 + Penalty 529.627547 = -19308.878329 nChanged 3 SP:Iteration 8Q (349.360000 sec): 3 clusters Score: Raw -19844.160105 + Penalty 529.627547 = -19314.532558 nChanged 2 SP:Iteration 9Q (349.360000 sec): 3 clusters Score: Raw -19846.975783 + Penalty 529.627547 = -19317.348237 nChanged 2 SP:Iteration 10Q (349.360000 sec): 3 clusters Score: Raw -19849.164458 + Penalty 529.627547 = -19319.536912 nChanged 1 SP:Iteration 11Q (349.360000 sec): 3 clusters Score: Raw -19849.833649 + Penalty 529.627547 = -19320.206103 nChanged 0 SP:Iteration 12F (349.360000 sec): 3 clusters Score: Raw -19849.833649 + Penalty 529.627547 = -19320.206103 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.360000 sec): 2 clusters Score: Raw -23828.187529 + Penalty 273.624040 = -23554.563489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.360000 sec): 3 clusters Score: Raw -23677.541177 + Penalty 547.248079 = -23130.293098 nChanged 158 SP:Iteration 1F (349.360000 sec): 3 clusters Score: Raw -23802.977770 + Penalty 547.248079 = -23255.729691 nChanged 30 SP:Iteration 2F (349.360000 sec): 3 clusters Score: Raw -23833.992201 + Penalty 547.248079 = -23286.744122 nChanged 17 SP:Iteration 3Q (349.360000 sec): 3 clusters Score: Raw -23855.022769 + Penalty 547.248079 = -23307.774689 nChanged 15 SP:Iteration 4Q (349.360000 sec): 3 clusters Score: Raw -23875.300478 + Penalty 547.248079 = -23328.052399 nChanged 11 SP:Iteration 5Q (349.360000 sec): 3 clusters Score: Raw -23886.438069 + Penalty 547.248079 = -23339.189990 nChanged 10 SP:Iteration 6Q (349.360000 sec): 3 clusters Score: Raw -23896.802135 + Penalty 547.248079 = -23349.554056 nChanged 10 SP:Iteration 7Q (349.360000 sec): 3 clusters Score: Raw -23906.943490 + Penalty 547.248079 = -23359.695411 nChanged 11 SP:Iteration 8Q (349.370000 sec): 3 clusters Score: Raw -23922.748750 + Penalty 547.248079 = -23375.500671 nChanged 11 SP:Iteration 9Q (349.370000 sec): 3 clusters Score: Raw -23939.364566 + Penalty 547.248079 = -23392.116487 nChanged 6 SP:Iteration 10Q (349.370000 sec): 3 clusters Score: Raw -23945.836896 + Penalty 547.248079 = -23398.588816 nChanged 5 SP:Iteration 11Q (349.370000 sec): 3 clusters Score: Raw -23949.139682 + Penalty 547.248079 = -23401.891603 nChanged 3 SP:Iteration 12Q (349.370000 sec): 3 clusters Score: Raw -23955.632207 + Penalty 547.248079 = -23408.384128 nChanged 1 SP:Iteration 13Q (349.370000 sec): 3 clusters Score: Raw -23956.535729 + Penalty 547.248079 = -23409.287650 nChanged 0 SP:Iteration 14F (349.370000 sec): 3 clusters Score: Raw -23956.535729 + Penalty 547.248079 = -23409.287650 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.370000 sec): 2 clusters Score: Raw -8969.307305 + Penalty 234.210999 = -8735.096307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.370000 sec): 3 clusters Score: Raw -8940.011867 + Penalty 468.421997 = -8471.589869 nChanged 51 SP:Iteration 1F (349.370000 sec): 3 clusters Score: Raw -9029.650718 + Penalty 468.421997 = -8561.228721 nChanged 16 SP:Iteration 2F (349.370000 sec): 3 clusters Score: Raw -9066.434229 + Penalty 468.421997 = -8598.012232 nChanged 7 SP:Iteration 3Q (349.370000 sec): 3 clusters Score: Raw -9078.647858 + Penalty 468.421997 = -8610.225861 nChanged 7 SP:Iteration 4Q (349.370000 sec): 3 clusters Score: Raw -9103.960769 + Penalty 468.421997 = -8635.538772 nChanged 8 SP:Iteration 5Q (349.370000 sec): 3 clusters Score: Raw -9121.846106 + Penalty 468.421997 = -8653.424109 nChanged 10 SP:Iteration 6F (349.370000 sec): 3 clusters Score: Raw -9146.829388 + Penalty 468.421997 = -8678.407390 nChanged 5 SP:Iteration 7Q (349.370000 sec): 3 clusters Score: Raw -9159.624892 + Penalty 468.421997 = -8691.202894 nChanged 3 SP:Iteration 8Q (349.370000 sec): 3 clusters Score: Raw -9174.801097 + Penalty 468.421997 = -8706.379100 nChanged 2 SP:Iteration 9Q (349.370000 sec): 3 clusters Score: Raw -9182.119604 + Penalty 468.421997 = -8713.697607 nChanged 0 SP:Iteration 10F (349.370000 sec): 3 clusters Score: Raw -9182.119604 + Penalty 468.421997 = -8713.697607 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.380000 sec): 2 clusters Score: Raw -47402.100694 + Penalty 309.407738 = -47092.692955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.380000 sec): 3 clusters Score: Raw -46969.936298 + Penalty 618.815476 = -46351.120822 nChanged 350 SP:Iteration 1F (349.380000 sec): 3 clusters Score: Raw -47196.015419 + Penalty 618.815476 = -46577.199943 nChanged 68 SP:Iteration 2F (349.380000 sec): 3 clusters Score: Raw -47240.349521 + Penalty 618.815476 = -46621.534045 nChanged 44 SP:Iteration 3Q (349.380000 sec): 3 clusters Score: Raw -47264.174915 + Penalty 618.815476 = -46645.359438 nChanged 40 SP:Iteration 4Q (349.380000 sec): 3 clusters Score: Raw -47284.294243 + Penalty 618.815476 = -46665.478766 nChanged 33 SP:Iteration 5Q (349.380000 sec): 3 clusters Score: Raw -47299.750795 + Penalty 618.815476 = -46680.935319 nChanged 30 SP:Iteration 6Q (349.380000 sec): 3 clusters Score: Raw -47322.672514 + Penalty 618.815476 = -46703.857038 nChanged 28 SP:Iteration 7Q (349.380000 sec): 3 clusters Score: Raw -47343.019072 + Penalty 618.815476 = -46724.203596 nChanged 27 SP:Iteration 8Q (349.380000 sec): 3 clusters Score: Raw -47361.843666 + Penalty 618.815476 = -46743.028189 nChanged 30 SP:Iteration 9Q (349.380000 sec): 3 clusters Score: Raw -47385.912963 + Penalty 618.815476 = -46767.097487 nChanged 29 SP:Iteration 10Q (349.390000 sec): 3 clusters Score: Raw -47411.811630 + Penalty 618.815476 = -46792.996154 nChanged 27 SP:Iteration 11Q (349.390000 sec): 3 clusters Score: Raw -47435.027223 + Penalty 618.815476 = -46816.211747 nChanged 19 SP:Iteration 12Q (349.390000 sec): 3 clusters Score: Raw -47450.920247 + Penalty 618.815476 = -46832.104771 nChanged 21 SP:Iteration 13Q (349.390000 sec): 3 clusters Score: Raw -47472.249378 + Penalty 618.815476 = -46853.433901 nChanged 20 SP:Iteration 14Q (349.390000 sec): 3 clusters Score: Raw -47488.417041 + Penalty 618.815476 = -46869.601565 nChanged 18 SP:Iteration 15Q (349.390000 sec): 3 clusters Score: Raw -47500.138287 + Penalty 618.815476 = -46881.322811 nChanged 12 SP:Iteration 16Q (349.390000 sec): 3 clusters Score: Raw -47508.783435 + Penalty 618.815476 = -46889.967959 nChanged 6 SP:Iteration 17Q (349.390000 sec): 3 clusters Score: Raw -47511.161692 + Penalty 618.815476 = -46892.346215 nChanged 4 SP:Iteration 18Q (349.400000 sec): 3 clusters Score: Raw -47513.084727 + Penalty 618.815476 = -46894.269251 nChanged 5 SP:Iteration 19Q (349.400000 sec): 3 clusters Score: Raw -47516.676763 + Penalty 618.815476 = -46897.861287 nChanged 5 SP:Iteration 20F (349.400000 sec): 3 clusters Score: Raw -47523.314446 + Penalty 618.815476 = -46904.498970 nChanged 6 SP:Iteration 21Q (349.400000 sec): 3 clusters Score: Raw -47531.325309 + Penalty 618.815476 = -46912.509833 nChanged 9 SP:Iteration 22Q (349.400000 sec): 3 clusters Score: Raw -47541.368597 + Penalty 618.815476 = -46922.553121 nChanged 9 SP:Iteration 23Q (349.400000 sec): 3 clusters Score: Raw -47545.663338 + Penalty 618.815476 = -46926.847862 nChanged 9 SP:Iteration 24Q (349.400000 sec): 3 clusters Score: Raw -47554.387994 + Penalty 618.815476 = -46935.572517 nChanged 7 SP:Iteration 25Q (349.400000 sec): 3 clusters Score: Raw -47558.089907 + Penalty 618.815476 = -46939.274431 nChanged 1 SP:Iteration 26Q (349.400000 sec): 3 clusters Score: Raw -47558.710132 + Penalty 618.815476 = -46939.894656 nChanged 0 SP:Iteration 27F (349.400000 sec): 3 clusters Score: Raw -47558.710132 + Penalty 618.815476 = -46939.894656 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.590000 sec): 2 clusters Score: Raw -6509318.023476 + Penalty 528.762410 = -6508789.261066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.740000 sec): 3 clusters Score: Raw -6434477.007759 + Penalty 1057.524820 = -6433419.482939 nChanged 54438 SP:Iteration 1F (349.880000 sec): 3 clusters Score: Raw -6468007.570710 + Penalty 1057.524820 = -6466950.045890 nChanged 4993 SP:Iteration 2Q (350.030000 sec): 3 clusters Score: Raw -6469880.815744 + Penalty 1057.524820 = -6468823.290924 nChanged 5876 SP:Iteration 3F (350.170000 sec): 3 clusters Score: Raw -6472662.971928 + Penalty 1057.524820 = -6471605.447108 nChanged 6738 SP:Iteration 4F (350.310000 sec): 3 clusters Score: Raw -6476555.601475 + Penalty 1057.524820 = -6475498.076654 nChanged 7371 SP:Iteration 5F (350.450000 sec): 3 clusters Score: Raw -6481446.574318 + Penalty 1057.524820 = -6480389.049498 nChanged 7152 SP:Iteration 6F (350.590000 sec): 3 clusters Score: Raw -6486421.711706 + Penalty 1057.524820 = -6485364.186886 nChanged 5937 SP:Iteration 7F (350.730000 sec): 3 clusters Score: Raw -6489697.083147 + Penalty 1057.524820 = -6488639.558327 nChanged 4073 SP:Iteration 8Q (350.870000 sec): 3 clusters Score: Raw -6491157.582630 + Penalty 1057.524820 = -6490100.057810 nChanged 2466 SP:Iteration 9Q (351.020000 sec): 3 clusters Score: Raw -6491708.367933 + Penalty 1057.524820 = -6490650.843113 nChanged 1587 SP:Iteration 10Q (351.170000 sec): 3 clusters Score: Raw -6492010.062618 + Penalty 1057.524820 = -6490952.537798 nChanged 1302 SP:Iteration 11Q (351.310000 sec): 3 clusters Score: Raw -6492255.777799 + Penalty 1057.524820 = -6491198.252979 nChanged 1255 SP:Iteration 12Q (351.460000 sec): 3 clusters Score: Raw -6492495.838938 + Penalty 1057.524820 = -6491438.314118 nChanged 1291 SP:Iteration 13Q (351.600000 sec): 3 clusters Score: Raw -6492755.559809 + Penalty 1057.524820 = -6491698.034989 nChanged 1328 SP:Iteration 14Q (351.740000 sec): 3 clusters Score: Raw -6493023.362923 + Penalty 1057.524820 = -6491965.838102 nChanged 1394 SP:Iteration 15Q (351.900000 sec): 3 clusters Score: Raw -6493315.006537 + Penalty 1057.524820 = -6492257.481717 nChanged 1472 SP:Iteration 16Q (352.040000 sec): 3 clusters Score: Raw -6493640.370495 + Penalty 1057.524820 = -6492582.845675 nChanged 1570 SP:Iteration 17Q (352.180000 sec): 3 clusters Score: Raw -6494003.659575 + Penalty 1057.524820 = -6492946.134755 nChanged 1707 SP:Iteration 18Q (352.320000 sec): 3 clusters Score: Raw -6494430.012301 + Penalty 1057.524820 = -6493372.487481 nChanged 1814 SP:Iteration 19Q (352.460000 sec): 3 clusters Score: Raw -6494927.339857 + Penalty 1057.524820 = -6493869.815037 nChanged 1942 SP:Iteration 20F (352.600000 sec): 3 clusters Score: Raw -6495500.313032 + Penalty 1057.524820 = -6494442.788212 nChanged 2015 SP:Iteration 21Q (352.740000 sec): 3 clusters Score: Raw -6496122.998692 + Penalty 1057.524820 = -6495065.473872 nChanged 2058 SP:Iteration 22Q (352.880000 sec): 3 clusters Score: Raw -6496809.530008 + Penalty 1057.524820 = -6495752.005188 nChanged 2175 SP:Iteration 23Q (353.020000 sec): 3 clusters Score: Raw -6497585.059930 + Penalty 1057.524820 = -6496527.535110 nChanged 2216 SP:Iteration 24Q (353.150000 sec): 3 clusters Score: Raw -6498436.563571 + Penalty 1057.524820 = -6497379.038751 nChanged 2236 SP:Iteration 25Q (353.280000 sec): 3 clusters Score: Raw -6499366.745407 + Penalty 1057.524820 = -6498309.220587 nChanged 2335 SP:Iteration 26Q (353.410000 sec): 3 clusters Score: Raw -6500443.170582 + Penalty 1057.524820 = -6499385.645762 nChanged 2400 SP:Iteration 27Q (353.540000 sec): 3 clusters Score: Raw -6501648.801158 + Penalty 1057.524820 = -6500591.276337 nChanged 2335 SP:Iteration 28Q (353.660000 sec): 3 clusters Score: Raw -6502888.339453 + Penalty 1057.524820 = -6501830.814633 nChanged 2128 SP:Iteration 29Q (353.790000 sec): 3 clusters Score: Raw -6504104.022833 + Penalty 1057.524820 = -6503046.498012 nChanged 1968 SP:Iteration 30Q (353.910000 sec): 3 clusters Score: Raw -6505295.988812 + Penalty 1057.524820 = -6504238.463992 nChanged 1629 SP:Iteration 31Q (354.030000 sec): 3 clusters Score: Raw -6506322.026499 + Penalty 1057.524820 = -6505264.501679 nChanged 1349 SP:Iteration 32Q (354.150000 sec): 3 clusters Score: Raw -6507231.202165 + Penalty 1057.524820 = -6506173.677344 nChanged 1062 SP:Iteration 33Q (354.270000 sec): 3 clusters Score: Raw -6507961.343043 + Penalty 1057.524820 = -6506903.818223 nChanged 793 SP:Iteration 34Q (354.380000 sec): 3 clusters Score: Raw -6508489.601645 + Penalty 1057.524820 = -6507432.076825 nChanged 596 SP:Iteration 35Q (354.500000 sec): 3 clusters Score: Raw -6508865.027158 + Penalty 1057.524820 = -6507807.502338 nChanged 406 SP:Iteration 36Q (354.610000 sec): 3 clusters Score: Raw -6509107.233874 + Penalty 1057.524820 = -6508049.709054 nChanged 282 SP:Iteration 37Q (354.730000 sec): 3 clusters Score: Raw -6509263.598451 + Penalty 1057.524820 = -6508206.073631 nChanged 223 SP:Iteration 38Q (354.840000 sec): 3 clusters Score: Raw -6509374.677051 + Penalty 1057.524820 = -6508317.152231 nChanged 156 SP:Iteration 39Q (354.950000 sec): 3 clusters Score: Raw -6509445.205936 + Penalty 1057.524820 = -6508387.681115 nChanged 118 SP:Iteration 40F (355.090000 sec): 3 clusters Score: Raw -6509494.955474 + Penalty 1057.524820 = -6508437.430654 nChanged 104 SP:Iteration 41Q (355.190000 sec): 3 clusters Score: Raw -6509535.209066 + Penalty 1057.524820 = -6508477.684246 nChanged 72 SP:Iteration 42Q (355.300000 sec): 3 clusters Score: Raw -6509559.681727 + Penalty 1057.524820 = -6508502.156907 nChanged 60 SP:Iteration 43Q (355.410000 sec): 3 clusters Score: Raw -6509575.794744 + Penalty 1057.524820 = -6508518.269923 nChanged 53 SP:Iteration 44Q (355.520000 sec): 3 clusters Score: Raw -6509586.827724 + Penalty 1057.524820 = -6508529.302904 nChanged 32 SP:Iteration 45Q (355.630000 sec): 3 clusters Score: Raw -6509593.037288 + Penalty 1057.524820 = -6508535.512468 nChanged 26 SP:Iteration 46Q (355.730000 sec): 3 clusters Score: Raw -6509598.794626 + Penalty 1057.524820 = -6508541.269806 nChanged 22 SP:Iteration 47Q (355.840000 sec): 3 clusters Score: Raw -6509603.822299 + Penalty 1057.524820 = -6508546.297478 nChanged 19 SP:Iteration 48Q (355.950000 sec): 3 clusters Score: Raw -6509608.818900 + Penalty 1057.524820 = -6508551.294080 nChanged 21 SP:Iteration 49Q (356.060000 sec): 3 clusters Score: Raw -6509613.213774 + Penalty 1057.524820 = -6508555.688954 nChanged 16 SP:Iteration 50Q (356.160000 sec): 3 clusters Score: Raw -6509615.480837 + Penalty 1057.524820 = -6508557.956017 nChanged 15 SP:Iteration 51Q (356.270000 sec): 3 clusters Score: Raw -6509618.828568 + Penalty 1057.524820 = -6508561.303748 nChanged 14 SP:Iteration 52Q (356.380000 sec): 3 clusters Score: Raw -6509621.148621 + Penalty 1057.524820 = -6508563.623800 nChanged 10 SP:Iteration 53Q (356.490000 sec): 3 clusters Score: Raw -6509623.255045 + Penalty 1057.524820 = -6508565.730225 nChanged 12 SP:Iteration 54Q (356.590000 sec): 3 clusters Score: Raw -6509625.063802 + Penalty 1057.524820 = -6508567.538982 nChanged 5 SP:Iteration 55Q (356.700000 sec): 3 clusters Score: Raw -6509625.450832 + Penalty 1057.524820 = -6508567.926011 nChanged 2 SP:Iteration 56Q (356.810000 sec): 3 clusters Score: Raw -6509625.620586 + Penalty 1057.524820 = -6508568.095766 nChanged 1 SP:Iteration 57Q (356.910000 sec): 3 clusters Score: Raw -6509625.662003 + Penalty 1057.524820 = -6508568.137183 nChanged 0 SP:Iteration 58F (357.050000 sec): 3 clusters Score: Raw -6509625.662003 + Penalty 1057.524820 = -6508568.137183 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.110000 sec): 2 clusters Score: Raw -29673.715992 + Penalty 286.012913 = -29387.703079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.110000 sec): 3 clusters Score: Raw -29440.532141 + Penalty 572.025827 = -28868.506314 nChanged 205 SP:Iteration 1F (357.110000 sec): 3 clusters Score: Raw -29612.413566 + Penalty 572.025827 = -29040.387740 nChanged 54 SP:Iteration 2F (357.110000 sec): 3 clusters Score: Raw -29672.601525 + Penalty 572.025827 = -29100.575698 nChanged 41 SP:Iteration 3F (357.110000 sec): 3 clusters Score: Raw -29729.540546 + Penalty 572.025827 = -29157.514719 nChanged 24 SP:Iteration 4Q (357.110000 sec): 3 clusters Score: Raw -29759.298880 + Penalty 572.025827 = -29187.273053 nChanged 24 SP:Iteration 5Q (357.110000 sec): 3 clusters Score: Raw -29793.530056 + Penalty 572.025827 = -29221.504230 nChanged 21 SP:Iteration 6Q (357.110000 sec): 3 clusters Score: Raw -29826.834223 + Penalty 572.025827 = -29254.808397 nChanged 21 SP:Iteration 7Q (357.110000 sec): 3 clusters Score: Raw -29843.861687 + Penalty 572.025827 = -29271.835860 nChanged 9 SP:Iteration 8Q (357.110000 sec): 3 clusters Score: Raw -29854.041608 + Penalty 572.025827 = -29282.015781 nChanged 8 SP:Iteration 9Q (357.110000 sec): 3 clusters Score: Raw -29859.011497 + Penalty 572.025827 = -29286.985670 nChanged 2 SP:Iteration 10Q (357.110000 sec): 3 clusters Score: Raw -29859.826463 + Penalty 572.025827 = -29287.800636 nChanged 1 SP:Iteration 11Q (357.110000 sec): 3 clusters Score: Raw -29860.221305 + Penalty 572.025827 = -29288.195478 nChanged 0 SP:Iteration 12F (357.110000 sec): 3 clusters Score: Raw -29860.221305 + Penalty 572.025827 = -29288.195478 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.120000 sec): 2 clusters Score: Raw -167628.612425 + Penalty 364.937261 = -167263.675164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.120000 sec): 3 clusters Score: Raw -165903.020637 + Penalty 729.874523 = -165173.146115 nChanged 1325 SP:Iteration 1F (357.130000 sec): 3 clusters Score: Raw -166685.767924 + Penalty 729.874523 = -165955.893401 nChanged 196 SP:Iteration 2F (357.130000 sec): 3 clusters Score: Raw -166777.742432 + Penalty 729.874523 = -166047.867909 nChanged 166 SP:Iteration 3F (357.130000 sec): 3 clusters Score: Raw -166860.929788 + Penalty 729.874523 = -166131.055266 nChanged 157 SP:Iteration 4F (357.140000 sec): 3 clusters Score: Raw -166943.477667 + Penalty 729.874523 = -166213.603145 nChanged 137 SP:Iteration 5Q (357.140000 sec): 3 clusters Score: Raw -167029.029942 + Penalty 729.874523 = -166299.155420 nChanged 123 SP:Iteration 6Q (357.140000 sec): 3 clusters Score: Raw -167110.718059 + Penalty 729.874523 = -166380.843536 nChanged 113 SP:Iteration 7Q (357.150000 sec): 3 clusters Score: Raw -167187.961251 + Penalty 729.874523 = -166458.086729 nChanged 92 SP:Iteration 8Q (357.150000 sec): 3 clusters Score: Raw -167238.189770 + Penalty 729.874523 = -166508.315247 nChanged 83 SP:Iteration 9Q (357.150000 sec): 3 clusters Score: Raw -167288.446048 + Penalty 729.874523 = -166558.571525 nChanged 77 SP:Iteration 10Q (357.160000 sec): 3 clusters Score: Raw -167346.099831 + Penalty 729.874523 = -166616.225308 nChanged 87 SP:Iteration 11Q (357.160000 sec): 3 clusters Score: Raw -167389.560566 + Penalty 729.874523 = -166659.686043 nChanged 55 SP:Iteration 12Q (357.170000 sec): 3 clusters Score: Raw -167412.833697 + Penalty 729.874523 = -166682.959174 nChanged 48 SP:Iteration 13Q (357.170000 sec): 3 clusters Score: Raw -167430.049157 + Penalty 729.874523 = -166700.174634 nChanged 33 SP:Iteration 14Q (357.170000 sec): 3 clusters Score: Raw -167442.746274 + Penalty 729.874523 = -166712.871751 nChanged 37 SP:Iteration 15Q (357.170000 sec): 3 clusters Score: Raw -167461.373725 + Penalty 729.874523 = -166731.499202 nChanged 43 SP:Iteration 16Q (357.180000 sec): 3 clusters Score: Raw -167480.820186 + Penalty 729.874523 = -166750.945664 nChanged 34 SP:Iteration 17Q (357.180000 sec): 3 clusters Score: Raw -167496.085937 + Penalty 729.874523 = -166766.211414 nChanged 30 SP:Iteration 18Q (357.180000 sec): 3 clusters Score: Raw -167510.003268 + Penalty 729.874523 = -166780.128745 nChanged 31 SP:Iteration 19Q (357.190000 sec): 3 clusters Score: Raw -167528.251191 + Penalty 729.874523 = -166798.376669 nChanged 37 SP:Iteration 20F (357.190000 sec): 3 clusters Score: Raw -167549.334068 + Penalty 729.874523 = -166819.459545 nChanged 32 SP:Iteration 21Q (357.190000 sec): 3 clusters Score: Raw -167561.558385 + Penalty 729.874523 = -166831.683862 nChanged 21 SP:Iteration 22Q (357.190000 sec): 3 clusters Score: Raw -167568.203162 + Penalty 729.874523 = -166838.328639 nChanged 20 SP:Iteration 23Q (357.200000 sec): 3 clusters Score: Raw -167576.062130 + Penalty 729.874523 = -166846.187607 nChanged 14 SP:Iteration 24Q (357.200000 sec): 3 clusters Score: Raw -167580.896457 + Penalty 729.874523 = -166851.021935 nChanged 16 SP:Iteration 25Q (357.210000 sec): 3 clusters Score: Raw -167585.414437 + Penalty 729.874523 = -166855.539915 nChanged 14 SP:Iteration 26Q (357.210000 sec): 3 clusters Score: Raw -167589.383237 + Penalty 729.874523 = -166859.508714 nChanged 9 SP:Iteration 27Q (357.210000 sec): 3 clusters Score: Raw -167591.349805 + Penalty 729.874523 = -166861.475282 nChanged 8 SP:Iteration 28Q (357.210000 sec): 3 clusters Score: Raw -167593.821048 + Penalty 729.874523 = -166863.946525 nChanged 7 SP:Iteration 29Q (357.210000 sec): 3 clusters Score: Raw -167596.581434 + Penalty 729.874523 = -166866.706912 nChanged 5 SP:Iteration 30Q (357.220000 sec): 3 clusters Score: Raw -167599.814531 + Penalty 729.874523 = -166869.940009 nChanged 7 SP:Iteration 31Q (357.220000 sec): 3 clusters Score: Raw -167601.943485 + Penalty 729.874523 = -166872.068963 nChanged 7 SP:Iteration 32Q (357.230000 sec): 3 clusters Score: Raw -167604.061883 + Penalty 729.874523 = -166874.187360 nChanged 7 SP:Iteration 33Q (357.230000 sec): 3 clusters Score: Raw -167608.805379 + Penalty 729.874523 = -166878.930857 nChanged 15 SP:Iteration 34Q (357.230000 sec): 3 clusters Score: Raw -167616.253545 + Penalty 729.874523 = -166886.379022 nChanged 15 SP:Iteration 35Q (357.230000 sec): 3 clusters Score: Raw -167622.171054 + Penalty 729.874523 = -166892.296532 nChanged 11 SP:Iteration 36Q (357.230000 sec): 3 clusters Score: Raw -167629.017865 + Penalty 729.874523 = -166899.143342 nChanged 19 SP:Iteration 37Q (357.240000 sec): 3 clusters Score: Raw -167637.088186 + Penalty 729.874523 = -166907.213663 nChanged 15 SP:Iteration 38Q (357.240000 sec): 3 clusters Score: Raw -167646.952770 + Penalty 729.874523 = -166917.078247 nChanged 20 SP:Iteration 39Q (357.250000 sec): 3 clusters Score: Raw -167660.357720 + Penalty 729.874523 = -166930.483197 nChanged 15 SP:Iteration 40F (357.250000 sec): 3 clusters Score: Raw -167674.949705 + Penalty 729.874523 = -166945.075182 nChanged 15 SP:Iteration 41Q (357.250000 sec): 3 clusters Score: Raw -167685.948552 + Penalty 729.874523 = -166956.074030 nChanged 14 SP:Iteration 42Q (357.250000 sec): 3 clusters Score: Raw -167691.211626 + Penalty 729.874523 = -166961.337104 nChanged 13 SP:Iteration 43Q (357.250000 sec): 3 clusters Score: Raw -167699.221209 + Penalty 729.874523 = -166969.346686 nChanged 8 SP:Iteration 44Q (357.260000 sec): 3 clusters Score: Raw -167703.947527 + Penalty 729.874523 = -166974.073005 nChanged 8 SP:Iteration 45Q (357.260000 sec): 3 clusters Score: Raw -167706.983523 + Penalty 729.874523 = -166977.109001 nChanged 5 SP:Iteration 46Q (357.260000 sec): 3 clusters Score: Raw -167708.674868 + Penalty 729.874523 = -166978.800346 nChanged 4 SP:Iteration 47Q (357.270000 sec): 3 clusters Score: Raw -167710.073172 + Penalty 729.874523 = -166980.198649 nChanged 4 SP:Iteration 48Q (357.270000 sec): 3 clusters Score: Raw -167711.537889 + Penalty 729.874523 = -166981.663366 nChanged 3 SP:Iteration 49Q (357.270000 sec): 3 clusters Score: Raw -167713.104673 + Penalty 729.874523 = -166983.230150 nChanged 3 SP:Iteration 50Q (357.270000 sec): 3 clusters Score: Raw -167715.445655 + Penalty 729.874523 = -166985.571132 nChanged 2 SP:Iteration 51Q (357.280000 sec): 3 clusters Score: Raw -167716.100766 + Penalty 729.874523 = -166986.226243 nChanged 1 SP:Iteration 52Q (357.280000 sec): 3 clusters Score: Raw -167716.699814 + Penalty 729.874523 = -166986.825292 nChanged 2 SP:Iteration 53Q (357.280000 sec): 3 clusters Score: Raw -167717.284309 + Penalty 729.874523 = -166987.409787 nChanged 1 SP:Iteration 54Q (357.290000 sec): 3 clusters Score: Raw -167717.529504 + Penalty 729.874523 = -166987.654981 nChanged 2 SP:Iteration 55Q (357.290000 sec): 3 clusters Score: Raw -167717.967768 + Penalty 729.874523 = -166988.093246 nChanged 0 SP:Iteration 56F (357.290000 sec): 3 clusters Score: Raw -167717.967768 + Penalty 729.874523 = -166988.093246 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.290000 sec): 2 clusters Score: Raw -9935.916350 + Penalty 237.771474 = -9698.144876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.290000 sec): 3 clusters Score: Raw -9904.870357 + Penalty 475.542947 = -9429.327410 nChanged 48 SP:Iteration 1F (357.290000 sec): 3 clusters Score: Raw -9965.013784 + Penalty 475.542947 = -9489.470836 nChanged 14 SP:Iteration 2F (357.290000 sec): 3 clusters Score: Raw -10013.653292 + Penalty 475.542947 = -9538.110345 nChanged 15 SP:Iteration 3F (357.290000 sec): 3 clusters Score: Raw -10095.266651 + Penalty 475.542947 = -9619.723704 nChanged 9 SP:Iteration 4Q (357.290000 sec): 3 clusters Score: Raw -10254.782433 + Penalty 475.542947 = -9779.239486 nChanged 10 SP:Iteration 5F (357.290000 sec): 3 clusters Score: Raw -10285.333167 + Penalty 475.542947 = -9809.790220 nChanged 10 SP:Iteration 6F (357.290000 sec): 3 clusters Score: Raw -10314.489678 + Penalty 475.542947 = -9838.946731 nChanged 2 SP:Iteration 7Q (357.300000 sec): 3 clusters Score: Raw -10318.809841 + Penalty 475.542947 = -9843.266894 nChanged 1 SP:Iteration 8Q (357.300000 sec): 3 clusters Score: Raw -10321.185592 + Penalty 475.542947 = -9845.642644 nChanged 1 SP:Iteration 9Q (357.300000 sec): 3 clusters Score: Raw -10322.107898 + Penalty 475.542947 = -9846.564951 nChanged 1 SP:Iteration 10Q (357.300000 sec): 3 clusters Score: Raw -10324.269939 + Penalty 475.542947 = -9848.726992 nChanged 1 SP:Iteration 11Q (357.300000 sec): 3 clusters Score: Raw -10326.121100 + Penalty 475.542947 = -9850.578153 nChanged 1 SP:Iteration 12Q (357.300000 sec): 3 clusters Score: Raw -10330.464169 + Penalty 475.542947 = -9854.921221 nChanged 1 SP:Iteration 13Q (357.300000 sec): 3 clusters Score: Raw -10337.381495 + Penalty 475.542947 = -9861.838547 nChanged 0 SP:Iteration 14F (357.300000 sec): 3 clusters Score: Raw -10337.656277 + Penalty 475.542947 = -9862.113330 nChanged 1 SP:Iteration 15Q (357.300000 sec): 3 clusters Score: Raw -10343.767610 + Penalty 475.542947 = -9868.224663 nChanged 0 SP:Iteration 16F (357.300000 sec): 3 clusters Score: Raw -10343.767610 + Penalty 475.542947 = -9868.224663 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.300000 sec): 2 clusters Score: Raw -12652.361168 + Penalty 257.979582 = -12394.381586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.300000 sec): 3 clusters Score: Raw -12627.120760 + Penalty 515.959164 = -12111.161596 nChanged 92 SP:Iteration 1F (357.300000 sec): 3 clusters Score: Raw -12874.977814 + Penalty 515.959164 = -12359.018650 nChanged 26 SP:Iteration 2F (357.300000 sec): 3 clusters Score: Raw -13029.215025 + Penalty 515.959164 = -12513.255861 nChanged 23 SP:Iteration 3F (357.300000 sec): 3 clusters Score: Raw -13113.133180 + Penalty 515.959164 = -12597.174016 nChanged 14 SP:Iteration 4Q (357.300000 sec): 3 clusters Score: Raw -13185.554971 + Penalty 515.959164 = -12669.595807 nChanged 11 SP:Iteration 5Q (357.300000 sec): 3 clusters Score: Raw -13304.314824 + Penalty 515.959164 = -12788.355660 nChanged 15 SP:Iteration 6F (357.300000 sec): 3 clusters Score: Raw -13558.234505 + Penalty 515.959164 = -13042.275341 nChanged 31 SP:Iteration 7F (357.300000 sec): 3 clusters Score: Raw -13686.854893 + Penalty 515.959164 = -13170.895729 nChanged 17 SP:Iteration 8F (357.300000 sec): 3 clusters Score: Raw -13798.953822 + Penalty 515.959164 = -13282.994658 nChanged 8 SP:Iteration 9Q (357.310000 sec): 3 clusters Score: Raw -13940.633414 + Penalty 515.959164 = -13424.674250 nChanged 1 SP:Iteration 10Q (357.310000 sec): 3 clusters Score: Raw -14188.480262 + Penalty 515.959164 = -13672.521098 nChanged 0 SP:Iteration 11F (357.310000 sec): 3 clusters Score: Raw -14188.480262 + Penalty 515.959164 = -13672.521098 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.310000 sec): 2 clusters Score: Raw -37133.593163 + Penalty 296.351970 = -36837.241193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.310000 sec): 3 clusters Score: Raw -36839.701286 + Penalty 592.703940 = -36246.997346 nChanged 261 SP:Iteration 1F (357.310000 sec): 3 clusters Score: Raw -37109.953949 + Penalty 592.703940 = -36517.250009 nChanged 82 SP:Iteration 2F (357.310000 sec): 3 clusters Score: Raw -37219.092570 + Penalty 592.703940 = -36626.388630 nChanged 53 SP:Iteration 3F (357.310000 sec): 3 clusters Score: Raw -37332.490324 + Penalty 592.703940 = -36739.786384 nChanged 46 SP:Iteration 4F (357.310000 sec): 3 clusters Score: Raw -37409.869313 + Penalty 592.703940 = -36817.165373 nChanged 25 SP:Iteration 5Q (357.310000 sec): 3 clusters Score: Raw -37433.709813 + Penalty 592.703940 = -36841.005873 nChanged 10 SP:Iteration 6Q (357.310000 sec): 3 clusters Score: Raw -37443.944028 + Penalty 592.703940 = -36851.240088 nChanged 8 SP:Iteration 7Q (357.310000 sec): 3 clusters Score: Raw -37449.531505 + Penalty 592.703940 = -36856.827565 nChanged 5 SP:Iteration 8Q (357.310000 sec): 3 clusters Score: Raw -37454.419663 + Penalty 592.703940 = -36861.715723 nChanged 7 SP:Iteration 9Q (357.310000 sec): 3 clusters Score: Raw -37460.683682 + Penalty 592.703940 = -36867.979742 nChanged 2 SP:Iteration 10Q (357.310000 sec): 3 clusters Score: Raw -37464.396631 + Penalty 592.703940 = -36871.692691 nChanged 3 SP:Iteration 11Q (357.320000 sec): 3 clusters Score: Raw -37468.975479 + Penalty 592.703940 = -36876.271539 nChanged 3 SP:Iteration 12Q (357.320000 sec): 3 clusters Score: Raw -37473.444052 + Penalty 592.703940 = -36880.740112 nChanged 2 SP:Iteration 13Q (357.320000 sec): 3 clusters Score: Raw -37474.982643 + Penalty 592.703940 = -36882.278703 nChanged 0 SP:Iteration 14F (357.320000 sec): 3 clusters Score: Raw -37474.982643 + Penalty 592.703940 = -36882.278703 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.320000 sec): 2 clusters Score: Raw -32316.414220 + Penalty 293.063068 = -32023.351153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.320000 sec): 3 clusters Score: Raw -32056.192966 + Penalty 586.126135 = -31470.066831 nChanged 241 SP:Iteration 1F (357.320000 sec): 3 clusters Score: Raw -32310.270441 + Penalty 586.126135 = -31724.144305 nChanged 59 SP:Iteration 2F (357.320000 sec): 3 clusters Score: Raw -32403.785337 + Penalty 586.126135 = -31817.659201 nChanged 64 SP:Iteration 3F (357.330000 sec): 3 clusters Score: Raw -32529.893210 + Penalty 586.126135 = -31943.767075 nChanged 58 SP:Iteration 4F (357.330000 sec): 3 clusters Score: Raw -32623.471564 + Penalty 586.126135 = -32037.345429 nChanged 43 SP:Iteration 5F (357.330000 sec): 3 clusters Score: Raw -32708.309213 + Penalty 586.126135 = -32122.183078 nChanged 19 SP:Iteration 6Q (357.330000 sec): 3 clusters Score: Raw -32760.192916 + Penalty 586.126135 = -32174.066781 nChanged 13 SP:Iteration 7Q (357.330000 sec): 3 clusters Score: Raw -32787.682602 + Penalty 586.126135 = -32201.556467 nChanged 4 SP:Iteration 8Q (357.330000 sec): 3 clusters Score: Raw -32797.146763 + Penalty 586.126135 = -32211.020628 nChanged 8 SP:Iteration 9Q (357.330000 sec): 3 clusters Score: Raw -32814.582790 + Penalty 586.126135 = -32228.456655 nChanged 5 SP:Iteration 10Q (357.330000 sec): 3 clusters Score: Raw -32819.308449 + Penalty 586.126135 = -32233.182314 nChanged 3 SP:Iteration 11Q (357.330000 sec): 3 clusters Score: Raw -32820.381606 + Penalty 586.126135 = -32234.255471 nChanged 0 SP:Iteration 12F (357.330000 sec): 3 clusters Score: Raw -32820.381606 + Penalty 586.126135 = -32234.255471 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.330000 sec): 2 clusters Score: Raw -9562.678927 + Penalty 241.300373 = -9321.378553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.330000 sec): 3 clusters Score: Raw -9528.644766 + Penalty 482.600747 = -9046.044019 nChanged 58 SP:Iteration 1F (357.330000 sec): 3 clusters Score: Raw -9615.933839 + Penalty 482.600747 = -9133.333093 nChanged 13 SP:Iteration 2F (357.330000 sec): 3 clusters Score: Raw -9636.311850 + Penalty 482.600747 = -9153.711103 nChanged 6 SP:Iteration 3Q (357.330000 sec): 3 clusters Score: Raw -9640.907641 + Penalty 482.600747 = -9158.306895 nChanged 3 SP:Iteration 4Q (357.330000 sec): 3 clusters Score: Raw -9649.081831 + Penalty 482.600747 = -9166.481085 nChanged 4 SP:Iteration 5Q (357.330000 sec): 3 clusters Score: Raw -9653.164108 + Penalty 482.600747 = -9170.563361 nChanged 1 SP:Iteration 6Q (357.330000 sec): 3 clusters Score: Raw -9653.746154 + Penalty 482.600747 = -9171.145407 nChanged 1 SP:Iteration 7Q (357.330000 sec): 3 clusters Score: Raw -9654.596163 + Penalty 482.600747 = -9171.995417 nChanged 0 SP:Iteration 8F (357.330000 sec): 3 clusters Score: Raw -9654.596163 + Penalty 482.600747 = -9171.995417 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.340000 sec): 2 clusters Score: Raw -33619.755667 + Penalty 288.726454 = -33331.029212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.340000 sec): 3 clusters Score: Raw -33383.276332 + Penalty 577.452909 = -32805.823423 nChanged 198 SP:Iteration 1F (357.340000 sec): 3 clusters Score: Raw -33600.726120 + Penalty 577.452909 = -33023.273212 nChanged 53 SP:Iteration 2F (357.340000 sec): 3 clusters Score: Raw -33705.976314 + Penalty 577.452909 = -33128.523405 nChanged 37 SP:Iteration 3F (357.340000 sec): 3 clusters Score: Raw -33785.706166 + Penalty 577.452909 = -33208.253257 nChanged 22 SP:Iteration 4Q (357.340000 sec): 3 clusters Score: Raw -33835.672440 + Penalty 577.452909 = -33258.219531 nChanged 27 SP:Iteration 5Q (357.340000 sec): 3 clusters Score: Raw -33887.207108 + Penalty 577.452909 = -33309.754199 nChanged 14 SP:Iteration 6Q (357.340000 sec): 3 clusters Score: Raw -33904.738697 + Penalty 577.452909 = -33327.285788 nChanged 10 SP:Iteration 7Q (357.340000 sec): 3 clusters Score: Raw -33929.461533 + Penalty 577.452909 = -33352.008624 nChanged 12 SP:Iteration 8Q (357.340000 sec): 3 clusters Score: Raw -33955.538854 + Penalty 577.452909 = -33378.085945 nChanged 10 SP:Iteration 9Q (357.340000 sec): 3 clusters Score: Raw -33978.186453 + Penalty 577.452909 = -33400.733544 nChanged 12 SP:Iteration 10Q (357.350000 sec): 3 clusters Score: Raw -34003.198835 + Penalty 577.452909 = -33425.745926 nChanged 14 SP:Iteration 11Q (357.350000 sec): 3 clusters Score: Raw -34035.050052 + Penalty 577.452909 = -33457.597144 nChanged 7 SP:Iteration 12Q (357.350000 sec): 3 clusters Score: Raw -34045.359550 + Penalty 577.452909 = -33467.906641 nChanged 2 SP:Iteration 13Q (357.350000 sec): 3 clusters Score: Raw -34046.497307 + Penalty 577.452909 = -33469.044398 nChanged 0 SP:Iteration 14F (357.350000 sec): 3 clusters Score: Raw -34046.497307 + Penalty 577.452909 = -33469.044398 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.350000 sec): 2 clusters Score: Raw -28589.241801 + Penalty 282.673577 = -28306.568224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.350000 sec): 3 clusters Score: Raw -28396.112405 + Penalty 565.347155 = -27830.765250 nChanged 167 SP:Iteration 1F (357.350000 sec): 3 clusters Score: Raw -28532.575754 + Penalty 565.347155 = -27967.228599 nChanged 50 SP:Iteration 2F (357.350000 sec): 3 clusters Score: Raw -28580.390581 + Penalty 565.347155 = -28015.043426 nChanged 28 SP:Iteration 3F (357.350000 sec): 3 clusters Score: Raw -28617.260417 + Penalty 565.347155 = -28051.913262 nChanged 22 SP:Iteration 4Q (357.350000 sec): 3 clusters Score: Raw -28677.736515 + Penalty 565.347155 = -28112.389360 nChanged 23 SP:Iteration 5Q (357.350000 sec): 3 clusters Score: Raw -28752.394578 + Penalty 565.347155 = -28187.047423 nChanged 30 SP:Iteration 6F (357.350000 sec): 3 clusters Score: Raw -28817.099734 + Penalty 565.347155 = -28251.752579 nChanged 27 SP:Iteration 7F (357.350000 sec): 3 clusters Score: Raw -28848.830542 + Penalty 565.347155 = -28283.483388 nChanged 14 SP:Iteration 8Q (357.350000 sec): 3 clusters Score: Raw -28862.937850 + Penalty 565.347155 = -28297.590695 nChanged 10 SP:Iteration 9Q (357.350000 sec): 3 clusters Score: Raw -28876.198207 + Penalty 565.347155 = -28310.851053 nChanged 14 SP:Iteration 10Q (357.350000 sec): 3 clusters Score: Raw -28905.596125 + Penalty 565.347155 = -28340.248970 nChanged 18 SP:Iteration 11Q (357.360000 sec): 3 clusters Score: Raw -28946.257710 + Penalty 565.347155 = -28380.910555 nChanged 18 SP:Iteration 12Q (357.360000 sec): 3 clusters Score: Raw -28985.472394 + Penalty 565.347155 = -28420.125239 nChanged 19 SP:Iteration 13Q (357.360000 sec): 3 clusters Score: Raw -29024.490637 + Penalty 565.347155 = -28459.143482 nChanged 13 SP:Iteration 14Q (357.360000 sec): 3 clusters Score: Raw -29054.398457 + Penalty 565.347155 = -28489.051303 nChanged 16 SP:Iteration 15Q (357.360000 sec): 3 clusters Score: Raw -29104.947289 + Penalty 565.347155 = -28539.600134 nChanged 13 SP:Iteration 16Q (357.360000 sec): 3 clusters Score: Raw -29171.832862 + Penalty 565.347155 = -28606.485708 nChanged 10 SP:Iteration 17Q (357.360000 sec): 3 clusters Score: Raw -29217.532536 + Penalty 565.347155 = -28652.185381 nChanged 3 SP:Iteration 18Q (357.360000 sec): 3 clusters Score: Raw -29220.149650 + Penalty 565.347155 = -28654.802495 nChanged 1 SP:Iteration 19Q (357.360000 sec): 3 clusters Score: Raw -29220.840893 + Penalty 565.347155 = -28655.493739 nChanged 1 SP:Iteration 20F (357.360000 sec): 3 clusters Score: Raw -29221.909220 + Penalty 565.347155 = -28656.562065 nChanged 2 SP:Iteration 21Q (357.360000 sec): 3 clusters Score: Raw -29224.822941 + Penalty 565.347155 = -28659.475786 nChanged 1 SP:Iteration 22Q (357.360000 sec): 3 clusters Score: Raw -29225.195718 + Penalty 565.347155 = -28659.848563 nChanged 0 SP:Iteration 23F (357.360000 sec): 3 clusters Score: Raw -29225.195718 + Penalty 565.347155 = -28659.848563 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.370000 sec): 2 clusters Score: Raw -5861.959123 + Penalty 222.510885 = -5639.448238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.370000 sec): 3 clusters Score: Raw -5880.387924 + Penalty 445.021771 = -5435.366154 nChanged 42 SP:Iteration 1F (357.370000 sec): 3 clusters Score: Raw -5977.833713 + Penalty 445.021771 = -5532.811942 nChanged 12 SP:Iteration 2F (357.370000 sec): 3 clusters Score: Raw -6002.896898 + Penalty 445.021771 = -5557.875127 nChanged 2 SP:Iteration 3Q (357.370000 sec): 3 clusters Score: Raw -6011.726622 + Penalty 445.021771 = -5566.704851 nChanged 1 SP:Iteration 4Q (357.370000 sec): 3 clusters Score: Raw -6014.013117 + Penalty 445.021771 = -5568.991346 nChanged 1 SP:Iteration 5Q (357.370000 sec): 3 clusters Score: Raw -6014.799904 + Penalty 445.021771 = -5569.778133 nChanged 1 SP:Iteration 6Q (357.370000 sec): 3 clusters Score: Raw -6016.630995 + Penalty 445.021771 = -5571.609224 nChanged 0 SP:Iteration 7F (357.370000 sec): 3 clusters Score: Raw -6016.630995 + Penalty 445.021771 = -5571.609224 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.370000 sec): 2 clusters Score: Raw -11894.717749 + Penalty 243.509545 = -11651.208204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.370000 sec): 3 clusters Score: Raw -11840.996390 + Penalty 487.019090 = -11353.977300 nChanged 59 SP:Iteration 1F (357.370000 sec): 3 clusters Score: Raw -11898.400442 + Penalty 487.019090 = -11411.381352 nChanged 17 SP:Iteration 2F (357.370000 sec): 3 clusters Score: Raw -11918.305703 + Penalty 487.019090 = -11431.286613 nChanged 10 SP:Iteration 3Q (357.370000 sec): 3 clusters Score: Raw -11931.851103 + Penalty 487.019090 = -11444.832012 nChanged 4 SP:Iteration 4Q (357.370000 sec): 3 clusters Score: Raw -11944.947036 + Penalty 487.019090 = -11457.927946 nChanged 7 SP:Iteration 5Q (357.370000 sec): 3 clusters Score: Raw -11962.127745 + Penalty 487.019090 = -11475.108655 nChanged 3 SP:Iteration 6Q (357.370000 sec): 3 clusters Score: Raw -11967.287680 + Penalty 487.019090 = -11480.268590 nChanged 3 SP:Iteration 7Q (357.370000 sec): 3 clusters Score: Raw -11973.685920 + Penalty 487.019090 = -11486.666829 nChanged 4 SP:Iteration 8Q (357.370000 sec): 3 clusters Score: Raw -11982.299333 + Penalty 487.019090 = -11495.280243 nChanged 6 SP:Iteration 9Q (357.370000 sec): 3 clusters Score: Raw -11989.075530 + Penalty 487.019090 = -11502.056440 nChanged 4 SP:Iteration 10Q (357.370000 sec): 3 clusters Score: Raw -11995.205056 + Penalty 487.019090 = -11508.185966 nChanged 2 SP:Iteration 11Q (357.370000 sec): 3 clusters Score: Raw -11998.567973 + Penalty 487.019090 = -11511.548883 nChanged 2 SP:Iteration 12Q (357.370000 sec): 3 clusters Score: Raw -12000.884736 + Penalty 487.019090 = -11513.865646 nChanged 1 SP:Iteration 13Q (357.370000 sec): 3 clusters Score: Raw -12001.965971 + Penalty 487.019090 = -11514.946881 nChanged 0 SP:Iteration 14F (357.370000 sec): 3 clusters Score: Raw -12001.965971 + Penalty 487.019090 = -11514.946881 nChanged 0 Deleting Class 44 (51 points): Lose 523.509128 but Gain 588.735889 Iteration 99Q (361.750000 sec): 49 clusters Score: Raw -23856071.228817 + Penalty 28259.322671 = -23827811.906145 nChanged 323 Deleting Class 23 (66 points): Lose 586.007963 but Gain 588.735889 Iteration 100F (369.890000 sec): 48 clusters Score: Raw -23856218.595388 + Penalty 27670.586782 = -23828548.008605 nChanged 410 Iteration 101Q (374.090000 sec): 48 clusters Score: Raw -23857410.275265 + Penalty 27670.586782 = -23829739.688482 nChanged 289 Iteration 102Q (378.280000 sec): 48 clusters Score: Raw -23857545.040938 + Penalty 27670.586782 = -23829874.454155 nChanged 257 Iteration 103Q (382.480000 sec): 48 clusters Score: Raw -23857684.030973 + Penalty 27670.586782 = -23830013.444191 nChanged 239 Iteration 104Q (386.660000 sec): 48 clusters Score: Raw -23857789.325361 + Penalty 27670.586782 = -23830118.738578 nChanged 193 Iteration 105Q (390.860000 sec): 48 clusters Score: Raw -23857829.500413 + Penalty 27670.586782 = -23830158.913631 nChanged 182 Iteration 106Q (395.040000 sec): 48 clusters Score: Raw -23857846.535092 + Penalty 27670.586782 = -23830175.948310 nChanged 150 Iteration 107Q (399.230000 sec): 48 clusters Score: Raw -23857857.287273 + Penalty 27670.586782 = -23830186.700491 nChanged 142 Iteration 108Q (403.410000 sec): 48 clusters Score: Raw -23857866.690997 + Penalty 27670.586782 = -23830196.104214 nChanged 132 Iteration 109Q (407.600000 sec): 48 clusters Score: Raw -23857875.107686 + Penalty 27670.586782 = -23830204.520903 nChanged 120 Iteration 110Q (411.780000 sec): 48 clusters Score: Raw -23857883.651653 + Penalty 27670.586782 = -23830213.064871 nChanged 104 Iteration 111Q (415.970000 sec): 48 clusters Score: Raw -23857891.736793 + Penalty 27670.586782 = -23830221.150010 nChanged 95 Iteration 112Q (420.150000 sec): 48 clusters Score: Raw -23857896.188669 + Penalty 27670.586782 = -23830225.601887 nChanged 103 Iteration 113Q (424.330000 sec): 48 clusters Score: Raw -23857898.756322 + Penalty 27670.586782 = -23830228.169540 nChanged 93 Iteration 114Q (428.520000 sec): 48 clusters Score: Raw -23857900.455406 + Penalty 27670.586782 = -23830229.868624 nChanged 71 Iteration 115Q (432.710000 sec): 48 clusters Score: Raw -23857901.501828 + Penalty 27670.586782 = -23830230.915046 nChanged 52 Iteration 116Q (436.880000 sec): 48 clusters Score: Raw -23857902.505136 + Penalty 27670.586782 = -23830231.918354 nChanged 52 Iteration 117Q (441.050000 sec): 48 clusters Score: Raw -23857903.454523 + Penalty 27670.586782 = -23830232.867741 nChanged 50 Iteration 118Q (445.220000 sec): 48 clusters Score: Raw -23857904.835543 + Penalty 27670.586782 = -23830234.248761 nChanged 47 Iteration 119Q (449.390000 sec): 48 clusters Score: Raw -23857906.931121 + Penalty 27670.586782 = -23830236.344339 nChanged 48 Iteration 120F (457.340000 sec): 48 clusters Score: Raw -23858929.077084 + Penalty 27670.586782 = -23831258.490302 nChanged 110 Iteration 121Q (461.470000 sec): 48 clusters Score: Raw -23859371.469543 + Penalty 27670.586782 = -23831700.882761 nChanged 62 Iteration 122Q (465.600000 sec): 48 clusters Score: Raw -23859389.073302 + Penalty 27670.586782 = -23831718.486519 nChanged 58 Iteration 123Q (469.740000 sec): 48 clusters Score: Raw -23859393.647139 + Penalty 27670.586782 = -23831723.060357 nChanged 50 Iteration 124Q (473.880000 sec): 48 clusters Score: Raw -23859397.328727 + Penalty 27670.586782 = -23831726.741945 nChanged 41 Iteration 125Q (478.040000 sec): 48 clusters Score: Raw -23859398.097810 + Penalty 27670.586782 = -23831727.511027 nChanged 35 Iteration 126Q (482.200000 sec): 48 clusters Score: Raw -23859398.408460 + Penalty 27670.586782 = -23831727.821677 nChanged 31 Iteration 127Q (486.350000 sec): 48 clusters Score: Raw -23859398.596304 + Penalty 27670.586782 = -23831728.009522 nChanged 24 Iteration 128Q (490.510000 sec): 48 clusters Score: Raw -23859398.712838 + Penalty 27670.586782 = -23831728.126056 nChanged 21 Iteration 129Q (494.660000 sec): 48 clusters Score: Raw -23859398.823441 + Penalty 27670.586782 = -23831728.236658 nChanged 14 Iteration 130Q (498.810000 sec): 48 clusters Score: Raw -23859398.962163 + Penalty 27670.586782 = -23831728.375380 nChanged 12 Iteration 131Q (502.970000 sec): 48 clusters Score: Raw -23859399.025574 + Penalty 27670.586782 = -23831728.438791 nChanged 8 Iteration 132Q (507.130000 sec): 48 clusters Score: Raw -23859399.114444 + Penalty 27670.586782 = -23831728.527661 nChanged 7 Iteration 133Q (511.270000 sec): 48 clusters Score: Raw -23859399.174752 + Penalty 27670.586782 = -23831728.587970 nChanged 4 Iteration 134Q (515.430000 sec): 48 clusters Score: Raw -23859399.189542 + Penalty 27670.586782 = -23831728.602759 nChanged 6 Iteration 135Q (519.590000 sec): 48 clusters Score: Raw -23859399.200879 + Penalty 27670.586782 = -23831728.614096 nChanged 1 Iteration 136Q (523.750000 sec): 48 clusters Score: Raw -23859399.201295 + Penalty 27670.586782 = -23831728.614513 nChanged 0 Iteration 137F (531.630000 sec): 48 clusters Score: Raw -23859691.632215 + Penalty 27670.586782 = -23832021.045432 nChanged 17 Iteration 138Q (535.810000 sec): 48 clusters Score: Raw -23859883.878237 + Penalty 27670.586782 = -23832213.291455 nChanged 2 Writing temp clu file Because OldScore, -23832021.045432, is greater than current (better) Score,-23832213.291455 Compute initial score before splitting: Score: Raw -23859883.878237 + Penalty 27670.586782 = -23832213.291455 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.890000 sec): 2 clusters Score: Raw -22347.638728 + Penalty 270.635592 = -22077.003136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.890000 sec): 3 clusters Score: Raw -22199.369650 + Penalty 541.271184 = -21658.098466 nChanged 127 SP:Iteration 1F (535.890000 sec): 3 clusters Score: Raw -22297.818722 + Penalty 541.271184 = -21756.547538 nChanged 34 SP:Iteration 2F (535.890000 sec): 3 clusters Score: Raw -22327.992559 + Penalty 541.271184 = -21786.721375 nChanged 18 SP:Iteration 3Q (535.890000 sec): 3 clusters Score: Raw -22346.782771 + Penalty 541.271184 = -21805.511587 nChanged 13 SP:Iteration 4Q (535.890000 sec): 3 clusters Score: Raw -22358.988937 + Penalty 541.271184 = -21817.717753 nChanged 6 SP:Iteration 5Q (535.890000 sec): 3 clusters Score: Raw -22367.735903 + Penalty 541.271184 = -21826.464719 nChanged 6 SP:Iteration 6Q (535.890000 sec): 3 clusters Score: Raw -22372.217930 + Penalty 541.271184 = -21830.946746 nChanged 3 SP:Iteration 7Q (535.890000 sec): 3 clusters Score: Raw -22373.646597 + Penalty 541.271184 = -21832.375413 nChanged 1 SP:Iteration 8Q (535.890000 sec): 3 clusters Score: Raw -22374.588129 + Penalty 541.271184 = -21833.316945 nChanged 2 SP:Iteration 9Q (535.890000 sec): 3 clusters Score: Raw -22376.923787 + Penalty 541.271184 = -21835.652603 nChanged 1 SP:Iteration 10Q (535.890000 sec): 3 clusters Score: Raw -22377.056563 + Penalty 541.271184 = -21835.785379 nChanged 0 SP:Iteration 11F (535.890000 sec): 3 clusters Score: Raw -22377.056563 + Penalty 541.271184 = -21835.785379 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.890000 sec): 2 clusters Score: Raw -17495.872106 + Penalty 261.452245 = -17234.419861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.890000 sec): 3 clusters Score: Raw -17390.219911 + Penalty 522.904490 = -16867.315421 nChanged 100 SP:Iteration 1F (535.890000 sec): 3 clusters Score: Raw -17482.172792 + Penalty 522.904490 = -16959.268301 nChanged 32 SP:Iteration 2F (535.890000 sec): 3 clusters Score: Raw -17517.595599 + Penalty 522.904490 = -16994.691108 nChanged 22 SP:Iteration 3F (535.890000 sec): 3 clusters Score: Raw -17552.807306 + Penalty 522.904490 = -17029.902816 nChanged 11 SP:Iteration 4Q (535.890000 sec): 3 clusters Score: Raw -17569.922411 + Penalty 522.904490 = -17047.017920 nChanged 12 SP:Iteration 5Q (535.890000 sec): 3 clusters Score: Raw -17592.186326 + Penalty 522.904490 = -17069.281836 nChanged 9 SP:Iteration 6Q (535.890000 sec): 3 clusters Score: Raw -17608.004268 + Penalty 522.904490 = -17085.099778 nChanged 3 SP:Iteration 7Q (535.890000 sec): 3 clusters Score: Raw -17612.530140 + Penalty 522.904490 = -17089.625650 nChanged 4 SP:Iteration 8Q (535.890000 sec): 3 clusters Score: Raw -17618.871743 + Penalty 522.904490 = -17095.967253 nChanged 4 SP:Iteration 9Q (535.890000 sec): 3 clusters Score: Raw -17624.829910 + Penalty 522.904490 = -17101.925419 nChanged 4 SP:Iteration 10Q (535.890000 sec): 3 clusters Score: Raw -17630.136405 + Penalty 522.904490 = -17107.231915 nChanged 1 SP:Iteration 11Q (535.900000 sec): 3 clusters Score: Raw -17630.754809 + Penalty 522.904490 = -17107.850318 nChanged 0 SP:Iteration 12F (535.900000 sec): 3 clusters Score: Raw -17630.754809 + Penalty 522.904490 = -17107.850318 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.900000 sec): 2 clusters Score: Raw -110011.514251 + Penalty 342.685633 = -109668.828618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.900000 sec): 3 clusters Score: Raw -109013.513847 + Penalty 685.371267 = -108328.142581 nChanged 782 SP:Iteration 1F (535.910000 sec): 3 clusters Score: Raw -109466.950605 + Penalty 685.371267 = -108781.579339 nChanged 150 SP:Iteration 2F (535.910000 sec): 3 clusters Score: Raw -109560.872911 + Penalty 685.371267 = -108875.501644 nChanged 117 SP:Iteration 3F (535.910000 sec): 3 clusters Score: Raw -109637.316919 + Penalty 685.371267 = -108951.945653 nChanged 96 SP:Iteration 4F (535.910000 sec): 3 clusters Score: Raw -109705.384465 + Penalty 685.371267 = -109020.013199 nChanged 90 SP:Iteration 5Q (535.910000 sec): 3 clusters Score: Raw -109771.595193 + Penalty 685.371267 = -109086.223926 nChanged 72 SP:Iteration 6Q (535.910000 sec): 3 clusters Score: Raw -109816.624286 + Penalty 685.371267 = -109131.253019 nChanged 51 SP:Iteration 7Q (535.920000 sec): 3 clusters Score: Raw -109851.952101 + Penalty 685.371267 = -109166.580834 nChanged 43 SP:Iteration 8Q (535.920000 sec): 3 clusters Score: Raw -109886.898955 + Penalty 685.371267 = -109201.527688 nChanged 38 SP:Iteration 9Q (535.920000 sec): 3 clusters Score: Raw -109919.766654 + Penalty 685.371267 = -109234.395388 nChanged 32 SP:Iteration 10Q (535.920000 sec): 3 clusters Score: Raw -109939.474113 + Penalty 685.371267 = -109254.102846 nChanged 23 SP:Iteration 11Q (535.930000 sec): 3 clusters Score: Raw -109951.971116 + Penalty 685.371267 = -109266.599850 nChanged 17 SP:Iteration 12Q (535.930000 sec): 3 clusters Score: Raw -109959.598714 + Penalty 685.371267 = -109274.227447 nChanged 12 SP:Iteration 13Q (535.930000 sec): 3 clusters Score: Raw -109966.059427 + Penalty 685.371267 = -109280.688160 nChanged 12 SP:Iteration 14Q (535.930000 sec): 3 clusters Score: Raw -109971.379999 + Penalty 685.371267 = -109286.008732 nChanged 9 SP:Iteration 15Q (535.930000 sec): 3 clusters Score: Raw -109975.759392 + Penalty 685.371267 = -109290.388125 nChanged 12 SP:Iteration 16Q (535.930000 sec): 3 clusters Score: Raw -109983.619519 + Penalty 685.371267 = -109298.248252 nChanged 11 SP:Iteration 17Q (535.940000 sec): 3 clusters Score: Raw -109989.320460 + Penalty 685.371267 = -109303.949193 nChanged 10 SP:Iteration 18Q (535.940000 sec): 3 clusters Score: Raw -109997.375526 + Penalty 685.371267 = -109312.004259 nChanged 12 SP:Iteration 19Q (535.940000 sec): 3 clusters Score: Raw -110008.635949 + Penalty 685.371267 = -109323.264682 nChanged 10 SP:Iteration 20F (535.940000 sec): 3 clusters Score: Raw -110017.242502 + Penalty 685.371267 = -109331.871235 nChanged 9 SP:Iteration 21Q (535.940000 sec): 3 clusters Score: Raw -110025.940860 + Penalty 685.371267 = -109340.569593 nChanged 11 SP:Iteration 22Q (535.950000 sec): 3 clusters Score: Raw -110037.576195 + Penalty 685.371267 = -109352.204928 nChanged 10 SP:Iteration 23Q (535.950000 sec): 3 clusters Score: Raw -110043.540259 + Penalty 685.371267 = -109358.168992 nChanged 4 SP:Iteration 24Q (535.950000 sec): 3 clusters Score: Raw -110047.237469 + Penalty 685.371267 = -109361.866202 nChanged 10 SP:Iteration 25Q (535.950000 sec): 3 clusters Score: Raw -110052.064051 + Penalty 685.371267 = -109366.692785 nChanged 8 SP:Iteration 26Q (535.950000 sec): 3 clusters Score: Raw -110058.739600 + Penalty 685.371267 = -109373.368333 nChanged 5 SP:Iteration 27Q (535.950000 sec): 3 clusters Score: Raw -110060.529500 + Penalty 685.371267 = -109375.158233 nChanged 2 SP:Iteration 28Q (535.950000 sec): 3 clusters Score: Raw -110061.541890 + Penalty 685.371267 = -109376.170623 nChanged 3 SP:Iteration 29Q (535.960000 sec): 3 clusters Score: Raw -110062.945842 + Penalty 685.371267 = -109377.574575 nChanged 1 SP:Iteration 30Q (535.960000 sec): 3 clusters Score: Raw -110063.524749 + Penalty 685.371267 = -109378.153482 nChanged 1 SP:Iteration 31Q (535.960000 sec): 3 clusters Score: Raw -110064.114452 + Penalty 685.371267 = -109378.743185 nChanged 0 SP:Iteration 32F (535.960000 sec): 3 clusters Score: Raw -110064.114452 + Penalty 685.371267 = -109378.743185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (40998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (536.030000 sec): 2 clusters Score: Raw -2330542.687859 + Penalty 483.268175 = -2330059.419685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (536.080000 sec): 3 clusters Score: Raw -2303601.972154 + Penalty 966.536349 = -2302635.435804 nChanged 19679 SP:Iteration 1F (536.130000 sec): 3 clusters Score: Raw -2315428.381018 + Penalty 966.536349 = -2314461.844668 nChanged 1836 SP:Iteration 2Q (536.170000 sec): 3 clusters Score: Raw -2316130.364938 + Penalty 966.536349 = -2315163.828588 nChanged 1963 SP:Iteration 3Q (536.230000 sec): 3 clusters Score: Raw -2317038.035272 + Penalty 966.536349 = -2316071.498923 nChanged 2225 SP:Iteration 4F (536.270000 sec): 3 clusters Score: Raw -2318380.369151 + Penalty 966.536349 = -2317413.832801 nChanged 2422 SP:Iteration 5F (536.320000 sec): 3 clusters Score: Raw -2320152.925753 + Penalty 966.536349 = -2319186.389404 nChanged 2435 SP:Iteration 6F (536.370000 sec): 3 clusters Score: Raw -2322025.009107 + Penalty 966.536349 = -2321058.472758 nChanged 2114 SP:Iteration 7F (536.420000 sec): 3 clusters Score: Raw -2323379.680691 + Penalty 966.536349 = -2322413.144342 nChanged 1443 SP:Iteration 8Q (536.470000 sec): 3 clusters Score: Raw -2323977.745149 + Penalty 966.536349 = -2323011.208800 nChanged 952 SP:Iteration 9Q (536.510000 sec): 3 clusters Score: Raw -2324252.451979 + Penalty 966.536349 = -2323285.915629 nChanged 734 SP:Iteration 10Q (536.560000 sec): 3 clusters Score: Raw -2324449.940527 + Penalty 966.536349 = -2323483.404178 nChanged 713 SP:Iteration 11Q (536.610000 sec): 3 clusters Score: Raw -2324655.711017 + Penalty 966.536349 = -2323689.174667 nChanged 734 SP:Iteration 12Q (536.650000 sec): 3 clusters Score: Raw -2324898.410516 + Penalty 966.536349 = -2323931.874167 nChanged 830 SP:Iteration 13Q (536.700000 sec): 3 clusters Score: Raw -2325195.622092 + Penalty 966.536349 = -2324229.085743 nChanged 849 SP:Iteration 14Q (536.750000 sec): 3 clusters Score: Raw -2325528.010864 + Penalty 966.536349 = -2324561.474515 nChanged 868 SP:Iteration 15Q (536.790000 sec): 3 clusters Score: Raw -2325906.362329 + Penalty 966.536349 = -2324939.825980 nChanged 961 SP:Iteration 16Q (536.830000 sec): 3 clusters Score: Raw -2326378.879229 + Penalty 966.536349 = -2325412.342880 nChanged 965 SP:Iteration 17Q (536.880000 sec): 3 clusters Score: Raw -2326901.689822 + Penalty 966.536349 = -2325935.153472 nChanged 934 SP:Iteration 18Q (536.920000 sec): 3 clusters Score: Raw -2327445.905751 + Penalty 966.536349 = -2326479.369402 nChanged 902 SP:Iteration 19Q (536.970000 sec): 3 clusters Score: Raw -2328022.083929 + Penalty 966.536349 = -2327055.547579 nChanged 825 SP:Iteration 20F (537.020000 sec): 3 clusters Score: Raw -2328584.485387 + Penalty 966.536349 = -2327617.949038 nChanged 718 SP:Iteration 21Q (537.060000 sec): 3 clusters Score: Raw -2329086.584542 + Penalty 966.536349 = -2328120.048192 nChanged 617 SP:Iteration 22Q (537.110000 sec): 3 clusters Score: Raw -2329536.239624 + Penalty 966.536349 = -2328569.703275 nChanged 504 SP:Iteration 23Q (537.140000 sec): 3 clusters Score: Raw -2329921.789478 + Penalty 966.536349 = -2328955.253129 nChanged 381 SP:Iteration 24Q (537.180000 sec): 3 clusters Score: Raw -2330235.505373 + Penalty 966.536349 = -2329268.969023 nChanged 237 SP:Iteration 25Q (537.210000 sec): 3 clusters Score: Raw -2330431.485934 + Penalty 966.536349 = -2329464.949585 nChanged 99 SP:Iteration 26Q (537.250000 sec): 3 clusters Score: Raw -2330517.412326 + Penalty 966.536349 = -2329550.875976 nChanged 36 SP:Iteration 27Q (537.290000 sec): 3 clusters Score: Raw -2330560.379134 + Penalty 966.536349 = -2329593.842785 nChanged 18 SP:Iteration 28Q (537.320000 sec): 3 clusters Score: Raw -2330580.168428 + Penalty 966.536349 = -2329613.632078 nChanged 9 SP:Iteration 29Q (537.360000 sec): 3 clusters Score: Raw -2330592.162760 + Penalty 966.536349 = -2329625.626411 nChanged 4 SP:Iteration 30Q (537.390000 sec): 3 clusters Score: Raw -2330599.827803 + Penalty 966.536349 = -2329633.291454 nChanged 3 SP:Iteration 31Q (537.430000 sec): 3 clusters Score: Raw -2330602.245433 + Penalty 966.536349 = -2329635.709084 nChanged 3 SP:Iteration 32Q (537.470000 sec): 3 clusters Score: Raw -2330606.313428 + Penalty 966.536349 = -2329639.777079 nChanged 2 SP:Iteration 33Q (537.510000 sec): 3 clusters Score: Raw -2330612.997113 + Penalty 966.536349 = -2329646.460763 nChanged 2 SP:Iteration 34Q (537.550000 sec): 3 clusters Score: Raw -2330615.188599 + Penalty 966.536349 = -2329648.652249 nChanged 2 SP:Iteration 35Q (537.590000 sec): 3 clusters Score: Raw -2330616.238541 + Penalty 966.536349 = -2329649.702192 nChanged 0 SP:Iteration 36F (537.650000 sec): 3 clusters Score: Raw -2330616.238541 + Penalty 966.536349 = -2329649.702192 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.670000 sec): 2 clusters Score: Raw -197234.685167 + Penalty 368.363611 = -196866.321556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (537.670000 sec): 3 clusters Score: Raw -195307.018941 + Penalty 736.727221 = -194570.291719 nChanged 1409 SP:Iteration 1F (537.670000 sec): 3 clusters Score: Raw -196111.729466 + Penalty 736.727221 = -195375.002245 nChanged 228 SP:Iteration 2F (537.680000 sec): 3 clusters Score: Raw -196228.324517 + Penalty 736.727221 = -195491.597295 nChanged 206 SP:Iteration 3F (537.680000 sec): 3 clusters Score: Raw -196352.672677 + Penalty 736.727221 = -195615.945456 nChanged 198 SP:Iteration 4F (537.690000 sec): 3 clusters Score: Raw -196485.833722 + Penalty 736.727221 = -195749.106500 nChanged 187 SP:Iteration 5F (537.690000 sec): 3 clusters Score: Raw -196644.766015 + Penalty 736.727221 = -195908.038793 nChanged 171 SP:Iteration 6F (537.690000 sec): 3 clusters Score: Raw -196814.007342 + Penalty 736.727221 = -196077.280120 nChanged 160 SP:Iteration 7Q (537.700000 sec): 3 clusters Score: Raw -196993.726395 + Penalty 736.727221 = -196256.999174 nChanged 113 SP:Iteration 8Q (537.700000 sec): 3 clusters Score: Raw -197099.277078 + Penalty 736.727221 = -196362.549857 nChanged 79 SP:Iteration 9Q (537.700000 sec): 3 clusters Score: Raw -197153.099660 + Penalty 736.727221 = -196416.372438 nChanged 67 SP:Iteration 10Q (537.710000 sec): 3 clusters Score: Raw -197186.576112 + Penalty 736.727221 = -196449.848891 nChanged 54 SP:Iteration 11Q (537.710000 sec): 3 clusters Score: Raw -197220.048280 + Penalty 736.727221 = -196483.321059 nChanged 46 SP:Iteration 12Q (537.710000 sec): 3 clusters Score: Raw -197243.768417 + Penalty 736.727221 = -196507.041195 nChanged 33 SP:Iteration 13Q (537.720000 sec): 3 clusters Score: Raw -197262.094980 + Penalty 736.727221 = -196525.367758 nChanged 25 SP:Iteration 14Q (537.720000 sec): 3 clusters Score: Raw -197275.164964 + Penalty 736.727221 = -196538.437743 nChanged 22 SP:Iteration 15Q (537.720000 sec): 3 clusters Score: Raw -197284.880209 + Penalty 736.727221 = -196548.152988 nChanged 14 SP:Iteration 16Q (537.730000 sec): 3 clusters Score: Raw -197292.183035 + Penalty 736.727221 = -196555.455813 nChanged 12 SP:Iteration 17Q (537.730000 sec): 3 clusters Score: Raw -197297.773877 + Penalty 736.727221 = -196561.046655 nChanged 9 SP:Iteration 18Q (537.730000 sec): 3 clusters Score: Raw -197301.456329 + Penalty 736.727221 = -196564.729108 nChanged 8 SP:Iteration 19Q (537.730000 sec): 3 clusters Score: Raw -197303.304742 + Penalty 736.727221 = -196566.577520 nChanged 6 SP:Iteration 20F (537.740000 sec): 3 clusters Score: Raw -197304.842797 + Penalty 736.727221 = -196568.115575 nChanged 5 SP:Iteration 21Q (537.740000 sec): 3 clusters Score: Raw -197306.651330 + Penalty 736.727221 = -196569.924108 nChanged 7 SP:Iteration 22Q (537.750000 sec): 3 clusters Score: Raw -197310.042945 + Penalty 736.727221 = -196573.315724 nChanged 5 SP:Iteration 23Q (537.750000 sec): 3 clusters Score: Raw -197311.088394 + Penalty 736.727221 = -196574.361173 nChanged 5 SP:Iteration 24Q (537.750000 sec): 3 clusters Score: Raw -197312.567671 + Penalty 736.727221 = -196575.840450 nChanged 2 SP:Iteration 25Q (537.750000 sec): 3 clusters Score: Raw -197314.040479 + Penalty 736.727221 = -196577.313257 nChanged 7 SP:Iteration 26Q (537.760000 sec): 3 clusters Score: Raw -197317.220860 + Penalty 736.727221 = -196580.493639 nChanged 10 SP:Iteration 27Q (537.760000 sec): 3 clusters Score: Raw -197320.825755 + Penalty 736.727221 = -196584.098533 nChanged 6 SP:Iteration 28Q (537.770000 sec): 3 clusters Score: Raw -197323.915395 + Penalty 736.727221 = -196587.188173 nChanged 10 SP:Iteration 29Q (537.770000 sec): 3 clusters Score: Raw -197329.522210 + Penalty 736.727221 = -196592.794988 nChanged 11 SP:Iteration 30Q (537.770000 sec): 3 clusters Score: Raw -197336.264192 + Penalty 736.727221 = -196599.536971 nChanged 14 SP:Iteration 31Q (537.770000 sec): 3 clusters Score: Raw -197343.692784 + Penalty 736.727221 = -196606.965563 nChanged 9 SP:Iteration 32Q (537.780000 sec): 3 clusters Score: Raw -197349.967734 + Penalty 736.727221 = -196613.240513 nChanged 9 SP:Iteration 33Q (537.780000 sec): 3 clusters Score: Raw -197354.730195 + Penalty 736.727221 = -196618.002974 nChanged 12 SP:Iteration 34Q (537.780000 sec): 3 clusters Score: Raw -197358.922994 + Penalty 736.727221 = -196622.195773 nChanged 8 SP:Iteration 35Q (537.790000 sec): 3 clusters Score: Raw -197363.939278 + Penalty 736.727221 = -196627.212057 nChanged 4 SP:Iteration 36Q (537.790000 sec): 3 clusters Score: Raw -197365.796219 + Penalty 736.727221 = -196629.068998 nChanged 3 SP:Iteration 37Q (537.790000 sec): 3 clusters Score: Raw -197366.867059 + Penalty 736.727221 = -196630.139837 nChanged 2 SP:Iteration 38Q (537.790000 sec): 3 clusters Score: Raw -197367.293739 + Penalty 736.727221 = -196630.566517 nChanged 0 SP:Iteration 39F (537.800000 sec): 3 clusters Score: Raw -197367.293739 + Penalty 736.727221 = -196630.566517 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.800000 sec): 2 clusters Score: Raw -5837.852366 + Penalty 231.203899 = -5606.648467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (537.800000 sec): 3 clusters Score: Raw -5838.997736 + Penalty 462.407797 = -5376.589939 nChanged 53 SP:Iteration 1F (537.800000 sec): 3 clusters Score: Raw -6034.723724 + Penalty 462.407797 = -5572.315927 nChanged 16 SP:Iteration 2F (537.800000 sec): 3 clusters Score: Raw -6095.310443 + Penalty 462.407797 = -5632.902645 nChanged 12 SP:Iteration 3F (537.800000 sec): 3 clusters Score: Raw -6189.607240 + Penalty 462.407797 = -5727.199442 nChanged 9 SP:Iteration 4F (537.800000 sec): 3 clusters Score: Raw -6340.841823 + Penalty 462.407797 = -5878.434026 nChanged 13 SP:Iteration 5F (537.800000 sec): 3 clusters Score: Raw -6411.143021 + Penalty 462.407797 = -5948.735223 nChanged 2 SP:Iteration 6Q (537.800000 sec): 3 clusters Score: Raw -6453.095309 + Penalty 462.407797 = -5990.687511 nChanged 3 SP:Iteration 7Q (537.800000 sec): 3 clusters Score: Raw -6470.569142 + Penalty 462.407797 = -6008.161344 nChanged 1 SP:Iteration 8Q (537.800000 sec): 3 clusters Score: Raw -6475.747668 + Penalty 462.407797 = -6013.339871 nChanged 0 SP:Iteration 9F (537.800000 sec): 3 clusters Score: Raw -6475.747668 + Penalty 462.407797 = -6013.339871 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.810000 sec): 2 clusters Score: Raw -60679.397049 + Penalty 319.742810 = -60359.654238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (537.810000 sec): 3 clusters Score: Raw -60130.038528 + Penalty 639.485621 = -59490.552907 nChanged 456 SP:Iteration 1F (537.810000 sec): 3 clusters Score: Raw -60384.242110 + Penalty 639.485621 = -59744.756489 nChanged 84 SP:Iteration 2F (537.810000 sec): 3 clusters Score: Raw -60443.778896 + Penalty 639.485621 = -59804.293275 nChanged 67 SP:Iteration 3F (537.810000 sec): 3 clusters Score: Raw -60497.951587 + Penalty 639.485621 = -59858.465967 nChanged 69 SP:Iteration 4F (537.810000 sec): 3 clusters Score: Raw -60546.006209 + Penalty 639.485621 = -59906.520589 nChanged 64 SP:Iteration 5F (537.810000 sec): 3 clusters Score: Raw -60595.819825 + Penalty 639.485621 = -59956.334204 nChanged 67 SP:Iteration 6F (537.820000 sec): 3 clusters Score: Raw -60657.596948 + Penalty 639.485621 = -60018.111327 nChanged 63 SP:Iteration 7F (537.820000 sec): 3 clusters Score: Raw -60698.904873 + Penalty 639.485621 = -60059.419252 nChanged 40 SP:Iteration 8Q (537.820000 sec): 3 clusters Score: Raw -60727.986466 + Penalty 639.485621 = -60088.500845 nChanged 28 SP:Iteration 9Q (537.820000 sec): 3 clusters Score: Raw -60763.113860 + Penalty 639.485621 = -60123.628239 nChanged 20 SP:Iteration 10Q (537.820000 sec): 3 clusters Score: Raw -60781.541648 + Penalty 639.485621 = -60142.056027 nChanged 14 SP:Iteration 11Q (537.820000 sec): 3 clusters Score: Raw -60792.463906 + Penalty 639.485621 = -60152.978285 nChanged 4 SP:Iteration 12Q (537.830000 sec): 3 clusters Score: Raw -60795.109321 + Penalty 639.485621 = -60155.623700 nChanged 3 SP:Iteration 13Q (537.830000 sec): 3 clusters Score: Raw -60797.361298 + Penalty 639.485621 = -60157.875677 nChanged 5 SP:Iteration 14Q (537.830000 sec): 3 clusters Score: Raw -60800.096628 + Penalty 639.485621 = -60160.611007 nChanged 4 SP:Iteration 15Q (537.830000 sec): 3 clusters Score: Raw -60801.177210 + Penalty 639.485621 = -60161.691589 nChanged 1 SP:Iteration 16Q (537.830000 sec): 3 clusters Score: Raw -60801.263666 + Penalty 639.485621 = -60161.778045 nChanged 0 SP:Iteration 17F (537.830000 sec): 3 clusters Score: Raw -60801.263666 + Penalty 639.485621 = -60161.778045 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.830000 sec): 2 clusters Score: Raw -8224.484561 + Penalty 232.043922 = -7992.440639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (537.830000 sec): 3 clusters Score: Raw -8212.793478 + Penalty 464.087845 = -7748.705633 nChanged 48 SP:Iteration 1F (537.830000 sec): 3 clusters Score: Raw -8272.267166 + Penalty 464.087845 = -7808.179321 nChanged 9 SP:Iteration 2F (537.830000 sec): 3 clusters Score: Raw -8288.754957 + Penalty 464.087845 = -7824.667112 nChanged 2 SP:Iteration 3Q (537.830000 sec): 3 clusters Score: Raw -8300.837117 + Penalty 464.087845 = -7836.749272 nChanged 2 SP:Iteration 4Q (537.830000 sec): 3 clusters Score: Raw -8329.581182 + Penalty 464.087845 = -7865.493337 nChanged 0 SP:Iteration 5F (537.830000 sec): 3 clusters Score: Raw -8329.581182 + Penalty 464.087845 = -7865.493337 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.830000 sec): 2 clusters Score: Raw -9616.206340 + Penalty 244.994525 = -9371.211815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (537.830000 sec): 3 clusters Score: Raw -9581.546004 + Penalty 489.989051 = -9091.556954 nChanged 75 SP:Iteration 1F (537.830000 sec): 3 clusters Score: Raw -9674.079700 + Penalty 489.989051 = -9184.090649 nChanged 15 SP:Iteration 2F (537.840000 sec): 3 clusters Score: Raw -9701.372282 + Penalty 489.989051 = -9211.383231 nChanged 6 SP:Iteration 3Q (537.840000 sec): 3 clusters Score: Raw -9708.228097 + Penalty 489.989051 = -9218.239046 nChanged 2 SP:Iteration 4Q (537.840000 sec): 3 clusters Score: Raw -9710.141424 + Penalty 489.989051 = -9220.152373 nChanged 2 SP:Iteration 5Q (537.840000 sec): 3 clusters Score: Raw -9712.969194 + Penalty 489.989051 = -9222.980144 nChanged 3 SP:Iteration 6Q (537.840000 sec): 3 clusters Score: Raw -9715.145121 + Penalty 489.989051 = -9225.156070 nChanged 4 SP:Iteration 7Q (537.840000 sec): 3 clusters Score: Raw -9720.862471 + Penalty 489.989051 = -9230.873420 nChanged 5 SP:Iteration 8Q (537.840000 sec): 3 clusters Score: Raw -9726.442865 + Penalty 489.989051 = -9236.453814 nChanged 4 SP:Iteration 9Q (537.840000 sec): 3 clusters Score: Raw -9730.966308 + Penalty 489.989051 = -9240.977257 nChanged 4 SP:Iteration 10Q (537.840000 sec): 3 clusters Score: Raw -9736.851691 + Penalty 489.989051 = -9246.862640 nChanged 2 SP:Iteration 11Q (537.840000 sec): 3 clusters Score: Raw -9739.724108 + Penalty 489.989051 = -9249.735057 nChanged 1 SP:Iteration 12Q (537.840000 sec): 3 clusters Score: Raw -9740.244799 + Penalty 489.989051 = -9250.255748 nChanged 0 SP:Iteration 13F (537.840000 sec): 3 clusters Score: Raw -9740.244799 + Penalty 489.989051 = -9250.255748 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.260000 sec): 2 clusters Score: Raw -10214820.372728 + Penalty 546.868698 = -10214273.504030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.480000 sec): 3 clusters Score: Raw -10102886.441290 + Penalty 1093.737395 = -10101792.703895 nChanged 81418 SP:Iteration 1F (538.670000 sec): 3 clusters Score: Raw -10151840.311035 + Penalty 1093.737395 = -10150746.573640 nChanged 5680 SP:Iteration 2Q (538.870000 sec): 3 clusters Score: Raw -10153529.951979 + Penalty 1093.737395 = -10152436.214584 nChanged 6299 SP:Iteration 3Q (539.070000 sec): 3 clusters Score: Raw -10155667.915404 + Penalty 1093.737395 = -10154574.178009 nChanged 6604 SP:Iteration 4Q (539.270000 sec): 3 clusters Score: Raw -10158353.384035 + Penalty 1093.737395 = -10157259.646640 nChanged 7306 SP:Iteration 5Q (539.480000 sec): 3 clusters Score: Raw -10161916.274059 + Penalty 1093.737395 = -10160822.536664 nChanged 8649 SP:Iteration 6F (539.660000 sec): 3 clusters Score: Raw -10166998.778707 + Penalty 1093.737395 = -10165905.041312 nChanged 10699 SP:Iteration 7F (539.840000 sec): 3 clusters Score: Raw -10174296.076874 + Penalty 1093.737395 = -10173202.339479 nChanged 12353 SP:Iteration 8F (540.030000 sec): 3 clusters Score: Raw -10183723.162764 + Penalty 1093.737395 = -10182629.425369 nChanged 12320 SP:Iteration 9F (540.220000 sec): 3 clusters Score: Raw -10193906.492353 + Penalty 1093.737395 = -10192812.754958 nChanged 10330 SP:Iteration 10F (540.400000 sec): 3 clusters Score: Raw -10202897.853261 + Penalty 1093.737395 = -10201804.115866 nChanged 7304 SP:Iteration 11Q (540.570000 sec): 3 clusters Score: Raw -10209269.494486 + Penalty 1093.737395 = -10208175.757091 nChanged 3912 SP:Iteration 12Q (540.730000 sec): 3 clusters Score: Raw -10212512.509497 + Penalty 1093.737395 = -10211418.772102 nChanged 1814 SP:Iteration 13Q (540.880000 sec): 3 clusters Score: Raw -10213946.239666 + Penalty 1093.737395 = -10212852.502271 nChanged 745 SP:Iteration 14Q (541.030000 sec): 3 clusters Score: Raw -10214526.414794 + Penalty 1093.737395 = -10213432.677399 nChanged 277 SP:Iteration 15Q (541.180000 sec): 3 clusters Score: Raw -10214743.808155 + Penalty 1093.737395 = -10213650.070760 nChanged 111 SP:Iteration 16Q (541.330000 sec): 3 clusters Score: Raw -10214826.915713 + Penalty 1093.737395 = -10213733.178318 nChanged 57 SP:Iteration 17Q (541.480000 sec): 3 clusters Score: Raw -10214874.513882 + Penalty 1093.737395 = -10213780.776487 nChanged 42 SP:Iteration 18Q (541.620000 sec): 3 clusters Score: Raw -10214906.793827 + Penalty 1093.737395 = -10213813.056432 nChanged 19 SP:Iteration 19Q (541.760000 sec): 3 clusters Score: Raw -10214914.018551 + Penalty 1093.737395 = -10213820.281156 nChanged 6 SP:Iteration 20F (541.940000 sec): 3 clusters Score: Raw -10214918.497220 + Penalty 1093.737395 = -10213824.759825 nChanged 6 SP:Iteration 21Q (542.090000 sec): 3 clusters Score: Raw -10214924.016190 + Penalty 1093.737395 = -10213830.278795 nChanged 9 SP:Iteration 22Q (542.230000 sec): 3 clusters Score: Raw -10214928.767540 + Penalty 1093.737395 = -10213835.030145 nChanged 5 SP:Iteration 23Q (542.380000 sec): 3 clusters Score: Raw -10214930.915415 + Penalty 1093.737395 = -10213837.178020 nChanged 1 SP:Iteration 24Q (542.530000 sec): 3 clusters Score: Raw -10214931.332102 + Penalty 1093.737395 = -10213837.594707 nChanged 1 SP:Iteration 25Q (542.670000 sec): 3 clusters Score: Raw -10214931.681295 + Penalty 1093.737395 = -10213837.943900 nChanged 1 SP:Iteration 26Q (542.820000 sec): 3 clusters Score: Raw -10214932.352393 + Penalty 1093.737395 = -10213838.614998 nChanged 0 SP:Iteration 27F (543.000000 sec): 3 clusters Score: Raw -10214932.352393 + Penalty 1093.737395 = -10213838.614998 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.070000 sec): 2 clusters Score: Raw -13449.801737 + Penalty 248.796736 = -13201.005001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.070000 sec): 3 clusters Score: Raw -13368.161022 + Penalty 497.593473 = -12870.567549 nChanged 74 SP:Iteration 1F (543.070000 sec): 3 clusters Score: Raw -13441.228161 + Penalty 497.593473 = -12943.634688 nChanged 9 SP:Iteration 2Q (543.070000 sec): 3 clusters Score: Raw -13453.960712 + Penalty 497.593473 = -12956.367239 nChanged 7 SP:Iteration 3Q (543.070000 sec): 3 clusters Score: Raw -13459.706519 + Penalty 497.593473 = -12962.113047 nChanged 6 SP:Iteration 4Q (543.070000 sec): 3 clusters Score: Raw -13466.872643 + Penalty 497.593473 = -12969.279170 nChanged 6 SP:Iteration 5Q (543.070000 sec): 3 clusters Score: Raw -13470.345076 + Penalty 497.593473 = -12972.751603 nChanged 2 SP:Iteration 6Q (543.070000 sec): 3 clusters Score: Raw -13471.622858 + Penalty 497.593473 = -12974.029385 nChanged 3 SP:Iteration 7Q (543.070000 sec): 3 clusters Score: Raw -13473.103110 + Penalty 497.593473 = -12975.509637 nChanged 2 SP:Iteration 8Q (543.070000 sec): 3 clusters Score: Raw -13475.832514 + Penalty 497.593473 = -12978.239041 nChanged 4 SP:Iteration 9Q (543.070000 sec): 3 clusters Score: Raw -13479.467096 + Penalty 497.593473 = -12981.873623 nChanged 4 SP:Iteration 10Q (543.070000 sec): 3 clusters Score: Raw -13483.276408 + Penalty 497.593473 = -12985.682936 nChanged 2 SP:Iteration 11Q (543.070000 sec): 3 clusters Score: Raw -13485.095193 + Penalty 497.593473 = -12987.501721 nChanged 1 SP:Iteration 12Q (543.080000 sec): 3 clusters Score: Raw -13486.291061 + Penalty 497.593473 = -12988.697588 nChanged 0 SP:Iteration 13F (543.080000 sec): 3 clusters Score: Raw -13486.291061 + Penalty 497.593473 = -12988.697588 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.080000 sec): 2 clusters Score: Raw -11670.884124 + Penalty 242.857983 = -11428.026141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.080000 sec): 3 clusters Score: Raw -11624.411926 + Penalty 485.715965 = -11138.695960 nChanged 66 SP:Iteration 1F (543.080000 sec): 3 clusters Score: Raw -11685.233349 + Penalty 485.715965 = -11199.517384 nChanged 19 SP:Iteration 2F (543.080000 sec): 3 clusters Score: Raw -11710.565403 + Penalty 485.715965 = -11224.849438 nChanged 8 SP:Iteration 3Q (543.080000 sec): 3 clusters Score: Raw -11716.791324 + Penalty 485.715965 = -11231.075359 nChanged 3 SP:Iteration 4Q (543.080000 sec): 3 clusters Score: Raw -11719.253594 + Penalty 485.715965 = -11233.537629 nChanged 3 SP:Iteration 5Q (543.080000 sec): 3 clusters Score: Raw -11721.487389 + Penalty 485.715965 = -11235.771423 nChanged 4 SP:Iteration 6Q (543.080000 sec): 3 clusters Score: Raw -11727.939201 + Penalty 485.715965 = -11242.223236 nChanged 3 SP:Iteration 7Q (543.080000 sec): 3 clusters Score: Raw -11730.711230 + Penalty 485.715965 = -11244.995265 nChanged 3 SP:Iteration 8Q (543.080000 sec): 3 clusters Score: Raw -11737.944879 + Penalty 485.715965 = -11252.228914 nChanged 3 SP:Iteration 9Q (543.080000 sec): 3 clusters Score: Raw -11741.148025 + Penalty 485.715965 = -11255.432060 nChanged 2 SP:Iteration 10Q (543.080000 sec): 3 clusters Score: Raw -11743.639669 + Penalty 485.715965 = -11257.923704 nChanged 0 SP:Iteration 11F (543.080000 sec): 3 clusters Score: Raw -11743.639669 + Penalty 485.715965 = -11257.923704 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.080000 sec): 2 clusters Score: Raw -28868.422091 + Penalty 285.329974 = -28583.092117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.080000 sec): 3 clusters Score: Raw -28648.324529 + Penalty 570.659947 = -28077.664582 nChanged 202 SP:Iteration 1F (543.080000 sec): 3 clusters Score: Raw -28809.697213 + Penalty 570.659947 = -28239.037266 nChanged 36 SP:Iteration 2F (543.080000 sec): 3 clusters Score: Raw -28832.099086 + Penalty 570.659947 = -28261.439139 nChanged 23 SP:Iteration 3Q (543.080000 sec): 3 clusters Score: Raw -28845.313546 + Penalty 570.659947 = -28274.653599 nChanged 14 SP:Iteration 4Q (543.080000 sec): 3 clusters Score: Raw -28853.509412 + Penalty 570.659947 = -28282.849464 nChanged 14 SP:Iteration 5Q (543.080000 sec): 3 clusters Score: Raw -28864.107406 + Penalty 570.659947 = -28293.447459 nChanged 14 SP:Iteration 6Q (543.080000 sec): 3 clusters Score: Raw -28873.441338 + Penalty 570.659947 = -28302.781390 nChanged 10 SP:Iteration 7Q (543.080000 sec): 3 clusters Score: Raw -28880.560078 + Penalty 570.659947 = -28309.900131 nChanged 10 SP:Iteration 8Q (543.080000 sec): 3 clusters Score: Raw -28893.582942 + Penalty 570.659947 = -28322.922995 nChanged 9 SP:Iteration 9Q (543.080000 sec): 3 clusters Score: Raw -28905.265398 + Penalty 570.659947 = -28334.605451 nChanged 13 SP:Iteration 10Q (543.090000 sec): 3 clusters Score: Raw -28917.196815 + Penalty 570.659947 = -28346.536868 nChanged 9 SP:Iteration 11Q (543.090000 sec): 3 clusters Score: Raw -28932.725032 + Penalty 570.659947 = -28362.065085 nChanged 16 SP:Iteration 12Q (543.090000 sec): 3 clusters Score: Raw -28948.592572 + Penalty 570.659947 = -28377.932625 nChanged 12 SP:Iteration 13Q (543.090000 sec): 3 clusters Score: Raw -28954.331088 + Penalty 570.659947 = -28383.671140 nChanged 5 SP:Iteration 14Q (543.090000 sec): 3 clusters Score: Raw -28957.739487 + Penalty 570.659947 = -28387.079539 nChanged 7 SP:Iteration 15Q (543.090000 sec): 3 clusters Score: Raw -28966.172166 + Penalty 570.659947 = -28395.512218 nChanged 6 SP:Iteration 16Q (543.090000 sec): 3 clusters Score: Raw -28971.730657 + Penalty 570.659947 = -28401.070710 nChanged 3 SP:Iteration 17Q (543.090000 sec): 3 clusters Score: Raw -28973.792866 + Penalty 570.659947 = -28403.132919 nChanged 1 SP:Iteration 18Q (543.090000 sec): 3 clusters Score: Raw -28974.475581 + Penalty 570.659947 = -28403.815634 nChanged 0 SP:Iteration 19F (543.090000 sec): 3 clusters Score: Raw -28974.475581 + Penalty 570.659947 = -28403.815634 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.090000 sec): 2 clusters Score: Raw -5361.347451 + Penalty 217.450119 = -5143.897332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.090000 sec): 3 clusters Score: Raw -5349.455710 + Penalty 434.900238 = -4914.555472 nChanged 23 SP:Iteration 1F (543.090000 sec): 3 clusters Score: Raw -5390.678859 + Penalty 434.900238 = -4955.778621 nChanged 7 SP:Iteration 2F (543.090000 sec): 3 clusters Score: Raw -5402.252468 + Penalty 434.900238 = -4967.352230 nChanged 3 SP:Iteration 3Q (543.090000 sec): 3 clusters Score: Raw -5405.974551 + Penalty 434.900238 = -4971.074313 nChanged 0 SP:Iteration 4F (543.090000 sec): 3 clusters Score: Raw -5405.974551 + Penalty 434.900238 = -4971.074313 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.120000 sec): 2 clusters Score: Raw -1060600.807977 + Penalty 442.537269 = -1060158.270707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.140000 sec): 3 clusters Score: Raw -1049979.340089 + Penalty 885.074539 = -1049094.265550 nChanged 7880 SP:Iteration 1F (543.150000 sec): 3 clusters Score: Raw -1054563.536535 + Penalty 885.074539 = -1053678.461997 nChanged 757 SP:Iteration 2Q (543.170000 sec): 3 clusters Score: Raw -1054842.961931 + Penalty 885.074539 = -1053957.887392 nChanged 809 SP:Iteration 3Q (543.190000 sec): 3 clusters Score: Raw -1055200.394719 + Penalty 885.074539 = -1054315.320180 nChanged 933 SP:Iteration 4F (543.200000 sec): 3 clusters Score: Raw -1055681.201669 + Penalty 885.074539 = -1054796.127130 nChanged 1049 SP:Iteration 5F (543.220000 sec): 3 clusters Score: Raw -1056353.025443 + Penalty 885.074539 = -1055467.950904 nChanged 1120 SP:Iteration 6F (543.240000 sec): 3 clusters Score: Raw -1057264.311766 + Penalty 885.074539 = -1056379.237227 nChanged 1052 SP:Iteration 7F (543.260000 sec): 3 clusters Score: Raw -1058209.481719 + Penalty 885.074539 = -1057324.407181 nChanged 772 SP:Iteration 8Q (543.280000 sec): 3 clusters Score: Raw -1058879.538119 + Penalty 885.074539 = -1057994.463580 nChanged 555 SP:Iteration 9Q (543.290000 sec): 3 clusters Score: Raw -1059295.858161 + Penalty 885.074539 = -1058410.783622 nChanged 401 SP:Iteration 10Q (543.310000 sec): 3 clusters Score: Raw -1059556.526743 + Penalty 885.074539 = -1058671.452204 nChanged 300 SP:Iteration 11Q (543.320000 sec): 3 clusters Score: Raw -1059724.448737 + Penalty 885.074539 = -1058839.374198 nChanged 262 SP:Iteration 12Q (543.340000 sec): 3 clusters Score: Raw -1059883.818256 + Penalty 885.074539 = -1058998.743717 nChanged 224 SP:Iteration 13Q (543.350000 sec): 3 clusters Score: Raw -1060000.517822 + Penalty 885.074539 = -1059115.443283 nChanged 179 SP:Iteration 14Q (543.360000 sec): 3 clusters Score: Raw -1060094.394102 + Penalty 885.074539 = -1059209.319563 nChanged 170 SP:Iteration 15Q (543.380000 sec): 3 clusters Score: Raw -1060187.131195 + Penalty 885.074539 = -1059302.056656 nChanged 158 SP:Iteration 16Q (543.390000 sec): 3 clusters Score: Raw -1060274.315272 + Penalty 885.074539 = -1059389.240733 nChanged 145 SP:Iteration 17Q (543.400000 sec): 3 clusters Score: Raw -1060364.549809 + Penalty 885.074539 = -1059479.475270 nChanged 130 SP:Iteration 18Q (543.410000 sec): 3 clusters Score: Raw -1060441.957586 + Penalty 885.074539 = -1059556.883047 nChanged 88 SP:Iteration 19Q (543.430000 sec): 3 clusters Score: Raw -1060491.808496 + Penalty 885.074539 = -1059606.733957 nChanged 71 SP:Iteration 20F (543.440000 sec): 3 clusters Score: Raw -1060537.636425 + Penalty 885.074539 = -1059652.561886 nChanged 49 SP:Iteration 21Q (543.460000 sec): 3 clusters Score: Raw -1060569.353876 + Penalty 885.074539 = -1059684.279337 nChanged 40 SP:Iteration 22Q (543.470000 sec): 3 clusters Score: Raw -1060596.426065 + Penalty 885.074539 = -1059711.351526 nChanged 33 SP:Iteration 23Q (543.480000 sec): 3 clusters Score: Raw -1060618.232567 + Penalty 885.074539 = -1059733.158028 nChanged 22 SP:Iteration 24Q (543.490000 sec): 3 clusters Score: Raw -1060634.170912 + Penalty 885.074539 = -1059749.096373 nChanged 18 SP:Iteration 25Q (543.500000 sec): 3 clusters Score: Raw -1060648.057333 + Penalty 885.074539 = -1059762.982794 nChanged 10 SP:Iteration 26Q (543.510000 sec): 3 clusters Score: Raw -1060658.629748 + Penalty 885.074539 = -1059773.555210 nChanged 9 SP:Iteration 27Q (543.520000 sec): 3 clusters Score: Raw -1060663.380008 + Penalty 885.074539 = -1059778.305469 nChanged 4 SP:Iteration 28Q (543.540000 sec): 3 clusters Score: Raw -1060665.746836 + Penalty 885.074539 = -1059780.672297 nChanged 1 SP:Iteration 29Q (543.550000 sec): 3 clusters Score: Raw -1060666.521836 + Penalty 885.074539 = -1059781.447297 nChanged 1 SP:Iteration 30Q (543.560000 sec): 3 clusters Score: Raw -1060666.874240 + Penalty 885.074539 = -1059781.799702 nChanged 1 SP:Iteration 31Q (543.570000 sec): 3 clusters Score: Raw -1060668.552667 + Penalty 885.074539 = -1059783.478128 nChanged 2 SP:Iteration 32Q (543.580000 sec): 3 clusters Score: Raw -1060670.638911 + Penalty 885.074539 = -1059785.564372 nChanged 2 SP:Iteration 33Q (543.600000 sec): 3 clusters Score: Raw -1060672.505502 + Penalty 885.074539 = -1059787.430963 nChanged 0 SP:Iteration 34F (543.610000 sec): 3 clusters Score: Raw -1060672.505502 + Penalty 885.074539 = -1059787.430963 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (21242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.640000 sec): 2 clusters Score: Raw -1327033.771341 + Penalty 453.349971 = -1326580.421369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.660000 sec): 3 clusters Score: Raw -1313339.986368 + Penalty 906.699943 = -1312433.286425 nChanged 10018 SP:Iteration 1F (543.680000 sec): 3 clusters Score: Raw -1319522.175644 + Penalty 906.699943 = -1318615.475701 nChanged 1204 SP:Iteration 2F (543.710000 sec): 3 clusters Score: Raw -1320219.296140 + Penalty 906.699943 = -1319312.596197 nChanged 1355 SP:Iteration 3F (543.730000 sec): 3 clusters Score: Raw -1321351.481862 + Penalty 906.699943 = -1320444.781919 nChanged 1609 SP:Iteration 4F (543.750000 sec): 3 clusters Score: Raw -1323065.678098 + Penalty 906.699943 = -1322158.978156 nChanged 1612 SP:Iteration 5F (543.770000 sec): 3 clusters Score: Raw -1324663.960255 + Penalty 906.699943 = -1323757.260312 nChanged 1229 SP:Iteration 6F (543.790000 sec): 3 clusters Score: Raw -1325532.478563 + Penalty 906.699943 = -1324625.778620 nChanged 712 SP:Iteration 7Q (543.810000 sec): 3 clusters Score: Raw -1325919.020661 + Penalty 906.699943 = -1325012.320718 nChanged 459 SP:Iteration 8Q (543.840000 sec): 3 clusters Score: Raw -1326147.125023 + Penalty 906.699943 = -1325240.425080 nChanged 363 SP:Iteration 9Q (543.860000 sec): 3 clusters Score: Raw -1326315.480236 + Penalty 906.699943 = -1325408.780294 nChanged 324 SP:Iteration 10Q (543.880000 sec): 3 clusters Score: Raw -1326437.922512 + Penalty 906.699943 = -1325531.222569 nChanged 268 SP:Iteration 11Q (543.900000 sec): 3 clusters Score: Raw -1326520.483736 + Penalty 906.699943 = -1325613.783794 nChanged 224 SP:Iteration 12Q (543.920000 sec): 3 clusters Score: Raw -1326589.799724 + Penalty 906.699943 = -1325683.099781 nChanged 185 SP:Iteration 13Q (543.940000 sec): 3 clusters Score: Raw -1326635.274005 + Penalty 906.699943 = -1325728.574062 nChanged 139 SP:Iteration 14Q (543.960000 sec): 3 clusters Score: Raw -1326661.467092 + Penalty 906.699943 = -1325754.767149 nChanged 107 SP:Iteration 15Q (543.980000 sec): 3 clusters Score: Raw -1326674.855434 + Penalty 906.699943 = -1325768.155491 nChanged 74 SP:Iteration 16Q (544.000000 sec): 3 clusters Score: Raw -1326683.823505 + Penalty 906.699943 = -1325777.123562 nChanged 76 SP:Iteration 17Q (544.020000 sec): 3 clusters Score: Raw -1326692.352847 + Penalty 906.699943 = -1325785.652905 nChanged 62 SP:Iteration 18Q (544.040000 sec): 3 clusters Score: Raw -1326699.443638 + Penalty 906.699943 = -1325792.743696 nChanged 68 SP:Iteration 19Q (544.060000 sec): 3 clusters Score: Raw -1326706.532378 + Penalty 906.699943 = -1325799.832435 nChanged 69 SP:Iteration 20F (544.080000 sec): 3 clusters Score: Raw -1326714.796114 + Penalty 906.699943 = -1325808.096171 nChanged 77 SP:Iteration 21Q (544.100000 sec): 3 clusters Score: Raw -1326724.187911 + Penalty 906.699943 = -1325817.487968 nChanged 68 SP:Iteration 22Q (544.120000 sec): 3 clusters Score: Raw -1326730.431114 + Penalty 906.699943 = -1325823.731171 nChanged 51 SP:Iteration 23Q (544.140000 sec): 3 clusters Score: Raw -1326734.274481 + Penalty 906.699943 = -1325827.574538 nChanged 43 SP:Iteration 24Q (544.160000 sec): 3 clusters Score: Raw -1326737.537367 + Penalty 906.699943 = -1325830.837425 nChanged 38 SP:Iteration 25Q (544.180000 sec): 3 clusters Score: Raw -1326740.296322 + Penalty 906.699943 = -1325833.596380 nChanged 45 SP:Iteration 26Q (544.200000 sec): 3 clusters Score: Raw -1326743.351052 + Penalty 906.699943 = -1325836.651110 nChanged 42 SP:Iteration 27Q (544.220000 sec): 3 clusters Score: Raw -1326745.822781 + Penalty 906.699943 = -1325839.122838 nChanged 40 SP:Iteration 28Q (544.240000 sec): 3 clusters Score: Raw -1326748.458139 + Penalty 906.699943 = -1325841.758197 nChanged 39 SP:Iteration 29Q (544.260000 sec): 3 clusters Score: Raw -1326751.025214 + Penalty 906.699943 = -1325844.325271 nChanged 28 SP:Iteration 30Q (544.270000 sec): 3 clusters Score: Raw -1326752.445724 + Penalty 906.699943 = -1325845.745782 nChanged 25 SP:Iteration 31Q (544.290000 sec): 3 clusters Score: Raw -1326753.562461 + Penalty 906.699943 = -1325846.862518 nChanged 28 SP:Iteration 32Q (544.310000 sec): 3 clusters Score: Raw -1326754.919825 + Penalty 906.699943 = -1325848.219883 nChanged 27 SP:Iteration 33Q (544.330000 sec): 3 clusters Score: Raw -1326756.299556 + Penalty 906.699943 = -1325849.599614 nChanged 30 SP:Iteration 34Q (544.350000 sec): 3 clusters Score: Raw -1326757.550081 + Penalty 906.699943 = -1325850.850139 nChanged 23 SP:Iteration 35Q (544.370000 sec): 3 clusters Score: Raw -1326758.612833 + Penalty 906.699943 = -1325851.912891 nChanged 25 SP:Iteration 36Q (544.390000 sec): 3 clusters Score: Raw -1326760.080632 + Penalty 906.699943 = -1325853.380690 nChanged 29 SP:Iteration 37Q (544.410000 sec): 3 clusters Score: Raw -1326762.032697 + Penalty 906.699943 = -1325855.332755 nChanged 36 SP:Iteration 38Q (544.430000 sec): 3 clusters Score: Raw -1326764.307237 + Penalty 906.699943 = -1325857.607295 nChanged 39 SP:Iteration 39Q (544.450000 sec): 3 clusters Score: Raw -1326767.321689 + Penalty 906.699943 = -1325860.621746 nChanged 42 SP:Iteration 40F (544.470000 sec): 3 clusters Score: Raw -1326770.278536 + Penalty 906.699943 = -1325863.578593 nChanged 40 SP:Iteration 41Q (544.490000 sec): 3 clusters Score: Raw -1326773.381990 + Penalty 906.699943 = -1325866.682047 nChanged 38 SP:Iteration 42Q (544.510000 sec): 3 clusters Score: Raw -1326776.428589 + Penalty 906.699943 = -1325869.728647 nChanged 35 SP:Iteration 43Q (544.530000 sec): 3 clusters Score: Raw -1326778.589771 + Penalty 906.699943 = -1325871.889828 nChanged 28 SP:Iteration 44Q (544.550000 sec): 3 clusters Score: Raw -1326780.213768 + Penalty 906.699943 = -1325873.513826 nChanged 36 SP:Iteration 45Q (544.570000 sec): 3 clusters Score: Raw -1326782.275313 + Penalty 906.699943 = -1325875.575371 nChanged 34 SP:Iteration 46Q (544.590000 sec): 3 clusters Score: Raw -1326784.584839 + Penalty 906.699943 = -1325877.884896 nChanged 38 SP:Iteration 47Q (544.610000 sec): 3 clusters Score: Raw -1326787.401828 + Penalty 906.699943 = -1325880.701885 nChanged 43 SP:Iteration 48Q (544.630000 sec): 3 clusters Score: Raw -1326790.934310 + Penalty 906.699943 = -1325884.234367 nChanged 41 SP:Iteration 49Q (544.650000 sec): 3 clusters Score: Raw -1326793.728630 + Penalty 906.699943 = -1325887.028687 nChanged 35 SP:Iteration 50Q (544.670000 sec): 3 clusters Score: Raw -1326796.095140 + Penalty 906.699943 = -1325889.395198 nChanged 35 SP:Iteration 51Q (544.690000 sec): 3 clusters Score: Raw -1326798.217616 + Penalty 906.699943 = -1325891.517673 nChanged 39 SP:Iteration 52Q (544.700000 sec): 3 clusters Score: Raw -1326800.592312 + Penalty 906.699943 = -1325893.892369 nChanged 34 SP:Iteration 53Q (544.720000 sec): 3 clusters Score: Raw -1326802.908276 + Penalty 906.699943 = -1325896.208333 nChanged 42 SP:Iteration 54Q (544.740000 sec): 3 clusters Score: Raw -1326806.135290 + Penalty 906.699943 = -1325899.435347 nChanged 42 SP:Iteration 55Q (544.760000 sec): 3 clusters Score: Raw -1326809.455605 + Penalty 906.699943 = -1325902.755662 nChanged 37 SP:Iteration 56Q (544.780000 sec): 3 clusters Score: Raw -1326811.688320 + Penalty 906.699943 = -1325904.988377 nChanged 35 SP:Iteration 57Q (544.800000 sec): 3 clusters Score: Raw -1326814.280005 + Penalty 906.699943 = -1325907.580063 nChanged 42 SP:Iteration 58Q (544.820000 sec): 3 clusters Score: Raw -1326817.687172 + Penalty 906.699943 = -1325910.987229 nChanged 47 SP:Iteration 59Q (544.840000 sec): 3 clusters Score: Raw -1326821.601319 + Penalty 906.699943 = -1325914.901377 nChanged 44 SP:Iteration 60F (544.860000 sec): 3 clusters Score: Raw -1326825.743685 + Penalty 906.699943 = -1325919.043743 nChanged 41 SP:Iteration 61Q (544.880000 sec): 3 clusters Score: Raw -1326830.795728 + Penalty 906.699943 = -1325924.095785 nChanged 41 SP:Iteration 62Q (544.900000 sec): 3 clusters Score: Raw -1326835.177259 + Penalty 906.699943 = -1325928.477316 nChanged 47 SP:Iteration 63Q (544.920000 sec): 3 clusters Score: Raw -1326839.709454 + Penalty 906.699943 = -1325933.009511 nChanged 54 SP:Iteration 64Q (544.940000 sec): 3 clusters Score: Raw -1326845.963806 + Penalty 906.699943 = -1325939.263863 nChanged 54 SP:Iteration 65Q (544.960000 sec): 3 clusters Score: Raw -1326850.643930 + Penalty 906.699943 = -1325943.943987 nChanged 40 SP:Iteration 66Q (544.970000 sec): 3 clusters Score: Raw -1326853.909714 + Penalty 906.699943 = -1325947.209772 nChanged 40 SP:Iteration 67Q (544.990000 sec): 3 clusters Score: Raw -1326856.714225 + Penalty 906.699943 = -1325950.014283 nChanged 39 SP:Iteration 68Q (545.010000 sec): 3 clusters Score: Raw -1326859.196450 + Penalty 906.699943 = -1325952.496507 nChanged 33 SP:Iteration 69Q (545.030000 sec): 3 clusters Score: Raw -1326861.148613 + Penalty 906.699943 = -1325954.448670 nChanged 28 SP:Iteration 70Q (545.050000 sec): 3 clusters Score: Raw -1326862.652302 + Penalty 906.699943 = -1325955.952359 nChanged 22 SP:Iteration 71Q (545.070000 sec): 3 clusters Score: Raw -1326863.984866 + Penalty 906.699943 = -1325957.284923 nChanged 23 SP:Iteration 72Q (545.080000 sec): 3 clusters Score: Raw -1326865.452185 + Penalty 906.699943 = -1325958.752243 nChanged 32 SP:Iteration 73Q (545.100000 sec): 3 clusters Score: Raw -1326867.980406 + Penalty 906.699943 = -1325961.280464 nChanged 30 SP:Iteration 74Q (545.120000 sec): 3 clusters Score: Raw -1326870.837465 + Penalty 906.699943 = -1325964.137522 nChanged 42 SP:Iteration 75Q (545.140000 sec): 3 clusters Score: Raw -1326874.609069 + Penalty 906.699943 = -1325967.909126 nChanged 34 SP:Iteration 76Q (545.160000 sec): 3 clusters Score: Raw -1326877.364305 + Penalty 906.699943 = -1325970.664363 nChanged 26 SP:Iteration 77Q (545.180000 sec): 3 clusters Score: Raw -1326879.136082 + Penalty 906.699943 = -1325972.436139 nChanged 27 SP:Iteration 78Q (545.200000 sec): 3 clusters Score: Raw -1326881.078886 + Penalty 906.699943 = -1325974.378944 nChanged 29 SP:Iteration 79Q (545.220000 sec): 3 clusters Score: Raw -1326883.012489 + Penalty 906.699943 = -1325976.312546 nChanged 26 SP:Iteration 80F (545.240000 sec): 3 clusters Score: Raw -1326884.771871 + Penalty 906.699943 = -1325978.071929 nChanged 29 SP:Iteration 81Q (545.260000 sec): 3 clusters Score: Raw -1326887.369248 + Penalty 906.699943 = -1325980.669305 nChanged 31 SP:Iteration 82Q (545.280000 sec): 3 clusters Score: Raw -1326889.892116 + Penalty 906.699943 = -1325983.192173 nChanged 23 SP:Iteration 83Q (545.300000 sec): 3 clusters Score: Raw -1326891.679205 + Penalty 906.699943 = -1325984.979262 nChanged 27 SP:Iteration 84Q (545.320000 sec): 3 clusters Score: Raw -1326893.487200 + Penalty 906.699943 = -1325986.787257 nChanged 24 SP:Iteration 85Q (545.340000 sec): 3 clusters Score: Raw -1326894.993354 + Penalty 906.699943 = -1325988.293411 nChanged 24 SP:Iteration 86Q (545.360000 sec): 3 clusters Score: Raw -1326896.741132 + Penalty 906.699943 = -1325990.041189 nChanged 28 SP:Iteration 87Q (545.380000 sec): 3 clusters Score: Raw -1326898.885928 + Penalty 906.699943 = -1325992.185985 nChanged 28 SP:Iteration 88Q (545.390000 sec): 3 clusters Score: Raw -1326900.598630 + Penalty 906.699943 = -1325993.898687 nChanged 20 SP:Iteration 89Q (545.410000 sec): 3 clusters Score: Raw -1326901.629282 + Penalty 906.699943 = -1325994.929339 nChanged 18 SP:Iteration 90Q (545.430000 sec): 3 clusters Score: Raw -1326902.542660 + Penalty 906.699943 = -1325995.842717 nChanged 15 SP:Iteration 91Q (545.450000 sec): 3 clusters Score: Raw -1326903.243831 + Penalty 906.699943 = -1325996.543889 nChanged 10 SP:Iteration 92Q (545.470000 sec): 3 clusters Score: Raw -1326903.670386 + Penalty 906.699943 = -1325996.970443 nChanged 9 SP:Iteration 93Q (545.480000 sec): 3 clusters Score: Raw -1326904.027987 + Penalty 906.699943 = -1325997.328044 nChanged 10 SP:Iteration 94Q (545.500000 sec): 3 clusters Score: Raw -1326904.361023 + Penalty 906.699943 = -1325997.661081 nChanged 8 SP:Iteration 95Q (545.520000 sec): 3 clusters Score: Raw -1326904.601798 + Penalty 906.699943 = -1325997.901855 nChanged 4 SP:Iteration 96Q (545.540000 sec): 3 clusters Score: Raw -1326904.715455 + Penalty 906.699943 = -1325998.015512 nChanged 5 SP:Iteration 97Q (545.560000 sec): 3 clusters Score: Raw -1326905.018278 + Penalty 906.699943 = -1325998.318336 nChanged 4 SP:Iteration 98Q (545.580000 sec): 3 clusters Score: Raw -1326905.229495 + Penalty 906.699943 = -1325998.529553 nChanged 7 SP:Iteration 99Q (545.600000 sec): 3 clusters Score: Raw -1326905.795967 + Penalty 906.699943 = -1325999.096025 nChanged 9 SP:Iteration 100F (545.620000 sec): 3 clusters Score: Raw -1326906.241511 + Penalty 906.699943 = -1325999.541569 nChanged 12 SP:Iteration 101Q (545.640000 sec): 3 clusters Score: Raw -1326907.049341 + Penalty 906.699943 = -1326000.349399 nChanged 15 SP:Iteration 102Q (545.650000 sec): 3 clusters Score: Raw -1326907.765722 + Penalty 906.699943 = -1326001.065779 nChanged 10 SP:Iteration 103Q (545.670000 sec): 3 clusters Score: Raw -1326908.106557 + Penalty 906.699943 = -1326001.406615 nChanged 7 SP:Iteration 104Q (545.690000 sec): 3 clusters Score: Raw -1326908.234298 + Penalty 906.699943 = -1326001.534356 nChanged 4 SP:Iteration 105Q (545.710000 sec): 3 clusters Score: Raw -1326908.315754 + Penalty 906.699943 = -1326001.615812 nChanged 3 SP:Iteration 106Q (545.730000 sec): 3 clusters Score: Raw -1326908.416522 + Penalty 906.699943 = -1326001.716579 nChanged 2 SP:Iteration 107Q (545.740000 sec): 3 clusters Score: Raw -1326908.461396 + Penalty 906.699943 = -1326001.761454 nChanged 2 SP:Iteration 108Q (545.760000 sec): 3 clusters Score: Raw -1326908.509945 + Penalty 906.699943 = -1326001.810003 nChanged 4 SP:Iteration 109Q (545.780000 sec): 3 clusters Score: Raw -1326908.613200 + Penalty 906.699943 = -1326001.913257 nChanged 3 SP:Iteration 110Q (545.800000 sec): 3 clusters Score: Raw -1326908.720475 + Penalty 906.699943 = -1326002.020533 nChanged 1 SP:Iteration 111Q (545.820000 sec): 3 clusters Score: Raw -1326908.758609 + Penalty 906.699943 = -1326002.058667 nChanged 1 SP:Iteration 112Q (545.840000 sec): 3 clusters Score: Raw -1326908.786141 + Penalty 906.699943 = -1326002.086199 nChanged 1 SP:Iteration 113Q (545.860000 sec): 3 clusters Score: Raw -1326908.827953 + Penalty 906.699943 = -1326002.128011 nChanged 0 SP:Iteration 114F (545.880000 sec): 3 clusters Score: Raw -1326908.827953 + Penalty 906.699943 = -1326002.128011 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.890000 sec): 2 clusters Score: Raw -10514.742672 + Penalty 238.739595 = -10276.003077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.890000 sec): 3 clusters Score: Raw -10479.454360 + Penalty 477.479191 = -10001.975170 nChanged 48 SP:Iteration 1F (545.890000 sec): 3 clusters Score: Raw -10542.943154 + Penalty 477.479191 = -10065.463963 nChanged 11 SP:Iteration 2F (545.890000 sec): 3 clusters Score: Raw -10557.912994 + Penalty 477.479191 = -10080.433803 nChanged 4 SP:Iteration 3Q (545.890000 sec): 3 clusters Score: Raw -10561.197393 + Penalty 477.479191 = -10083.718202 nChanged 3 SP:Iteration 4Q (545.890000 sec): 3 clusters Score: Raw -10563.785377 + Penalty 477.479191 = -10086.306186 nChanged 1 SP:Iteration 5Q (545.890000 sec): 3 clusters Score: Raw -10565.193262 + Penalty 477.479191 = -10087.714071 nChanged 0 SP:Iteration 6F (545.890000 sec): 3 clusters Score: Raw -10565.193262 + Penalty 477.479191 = -10087.714071 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (22481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.920000 sec): 2 clusters Score: Raw -1309799.640697 + Penalty 455.929373 = -1309343.711324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.950000 sec): 3 clusters Score: Raw -1295234.710541 + Penalty 911.858747 = -1294322.851794 nChanged 10717 SP:Iteration 1F (545.970000 sec): 3 clusters Score: Raw -1301478.173680 + Penalty 911.858747 = -1300566.314933 nChanged 1069 SP:Iteration 2Q (546.000000 sec): 3 clusters Score: Raw -1301917.171466 + Penalty 911.858747 = -1301005.312719 nChanged 1154 SP:Iteration 3F (546.020000 sec): 3 clusters Score: Raw -1302447.491925 + Penalty 911.858747 = -1301535.633178 nChanged 1213 SP:Iteration 4F (546.040000 sec): 3 clusters Score: Raw -1303092.767246 + Penalty 911.858747 = -1302180.908500 nChanged 1242 SP:Iteration 5F (546.060000 sec): 3 clusters Score: Raw -1303893.538038 + Penalty 911.858747 = -1302981.679291 nChanged 1270 SP:Iteration 6F (546.090000 sec): 3 clusters Score: Raw -1304751.932274 + Penalty 911.858747 = -1303840.073527 nChanged 1203 SP:Iteration 7F (546.110000 sec): 3 clusters Score: Raw -1305597.574396 + Penalty 911.858747 = -1304685.715650 nChanged 1026 SP:Iteration 8Q (546.130000 sec): 3 clusters Score: Raw -1306154.089102 + Penalty 911.858747 = -1305242.230356 nChanged 710 SP:Iteration 9Q (546.160000 sec): 3 clusters Score: Raw -1306428.009243 + Penalty 911.858747 = -1305516.150497 nChanged 506 SP:Iteration 10Q (546.180000 sec): 3 clusters Score: Raw -1306567.031780 + Penalty 911.858747 = -1305655.173033 nChanged 361 SP:Iteration 11Q (546.200000 sec): 3 clusters Score: Raw -1306656.097803 + Penalty 911.858747 = -1305744.239056 nChanged 312 SP:Iteration 12Q (546.220000 sec): 3 clusters Score: Raw -1306737.433481 + Penalty 911.858747 = -1305825.574735 nChanged 279 SP:Iteration 13Q (546.240000 sec): 3 clusters Score: Raw -1306810.879475 + Penalty 911.858747 = -1305899.020728 nChanged 255 SP:Iteration 14Q (546.260000 sec): 3 clusters Score: Raw -1306878.363949 + Penalty 911.858747 = -1305966.505202 nChanged 274 SP:Iteration 15Q (546.280000 sec): 3 clusters Score: Raw -1306957.142068 + Penalty 911.858747 = -1306045.283322 nChanged 312 SP:Iteration 16Q (546.300000 sec): 3 clusters Score: Raw -1307048.258731 + Penalty 911.858747 = -1306136.399984 nChanged 337 SP:Iteration 17Q (546.330000 sec): 3 clusters Score: Raw -1307155.387690 + Penalty 911.858747 = -1306243.528943 nChanged 374 SP:Iteration 18Q (546.350000 sec): 3 clusters Score: Raw -1307288.382102 + Penalty 911.858747 = -1306376.523355 nChanged 406 SP:Iteration 19Q (546.370000 sec): 3 clusters Score: Raw -1307464.194287 + Penalty 911.858747 = -1306552.335540 nChanged 441 SP:Iteration 20F (546.390000 sec): 3 clusters Score: Raw -1307658.027639 + Penalty 911.858747 = -1306746.168892 nChanged 396 SP:Iteration 21Q (546.410000 sec): 3 clusters Score: Raw -1307836.798153 + Penalty 911.858747 = -1306924.939406 nChanged 425 SP:Iteration 22Q (546.430000 sec): 3 clusters Score: Raw -1308053.027420 + Penalty 911.858747 = -1307141.168674 nChanged 409 SP:Iteration 23Q (546.450000 sec): 3 clusters Score: Raw -1308260.618812 + Penalty 911.858747 = -1307348.760065 nChanged 369 SP:Iteration 24Q (546.470000 sec): 3 clusters Score: Raw -1308463.784444 + Penalty 911.858747 = -1307551.925697 nChanged 337 SP:Iteration 25Q (546.490000 sec): 3 clusters Score: Raw -1308641.702370 + Penalty 911.858747 = -1307729.843624 nChanged 260 SP:Iteration 26Q (546.510000 sec): 3 clusters Score: Raw -1308761.165760 + Penalty 911.858747 = -1307849.307014 nChanged 243 SP:Iteration 27Q (546.530000 sec): 3 clusters Score: Raw -1308872.849049 + Penalty 911.858747 = -1307960.990302 nChanged 229 SP:Iteration 28Q (546.550000 sec): 3 clusters Score: Raw -1308970.529605 + Penalty 911.858747 = -1308058.670859 nChanged 212 SP:Iteration 29Q (546.570000 sec): 3 clusters Score: Raw -1309060.556152 + Penalty 911.858747 = -1308148.697405 nChanged 198 SP:Iteration 30Q (546.590000 sec): 3 clusters Score: Raw -1309144.012922 + Penalty 911.858747 = -1308232.154175 nChanged 189 SP:Iteration 31Q (546.610000 sec): 3 clusters Score: Raw -1309232.490234 + Penalty 911.858747 = -1308320.631487 nChanged 184 SP:Iteration 32Q (546.630000 sec): 3 clusters Score: Raw -1309320.337077 + Penalty 911.858747 = -1308408.478330 nChanged 173 SP:Iteration 33Q (546.650000 sec): 3 clusters Score: Raw -1309405.377157 + Penalty 911.858747 = -1308493.518410 nChanged 167 SP:Iteration 34Q (546.670000 sec): 3 clusters Score: Raw -1309485.372349 + Penalty 911.858747 = -1308573.513603 nChanged 125 SP:Iteration 35Q (546.680000 sec): 3 clusters Score: Raw -1309551.891803 + Penalty 911.858747 = -1308640.033056 nChanged 123 SP:Iteration 36Q (546.700000 sec): 3 clusters Score: Raw -1309605.349945 + Penalty 911.858747 = -1308693.491198 nChanged 82 SP:Iteration 37Q (546.720000 sec): 3 clusters Score: Raw -1309647.016604 + Penalty 911.858747 = -1308735.157857 nChanged 83 SP:Iteration 38Q (546.740000 sec): 3 clusters Score: Raw -1309690.868887 + Penalty 911.858747 = -1308779.010140 nChanged 62 SP:Iteration 39Q (546.750000 sec): 3 clusters Score: Raw -1309728.647447 + Penalty 911.858747 = -1308816.788700 nChanged 51 SP:Iteration 40F (546.770000 sec): 3 clusters Score: Raw -1309759.960458 + Penalty 911.858747 = -1308848.101711 nChanged 38 SP:Iteration 41Q (546.790000 sec): 3 clusters Score: Raw -1309780.910223 + Penalty 911.858747 = -1308869.051477 nChanged 35 SP:Iteration 42Q (546.810000 sec): 3 clusters Score: Raw -1309802.364645 + Penalty 911.858747 = -1308890.505898 nChanged 31 SP:Iteration 43Q (546.830000 sec): 3 clusters Score: Raw -1309817.283168 + Penalty 911.858747 = -1308905.424422 nChanged 23 SP:Iteration 44Q (546.850000 sec): 3 clusters Score: Raw -1309829.184501 + Penalty 911.858747 = -1308917.325754 nChanged 16 SP:Iteration 45Q (546.870000 sec): 3 clusters Score: Raw -1309836.861621 + Penalty 911.858747 = -1308925.002875 nChanged 15 SP:Iteration 46Q (546.890000 sec): 3 clusters Score: Raw -1309843.249028 + Penalty 911.858747 = -1308931.390282 nChanged 8 SP:Iteration 47Q (546.910000 sec): 3 clusters Score: Raw -1309847.107900 + Penalty 911.858747 = -1308935.249153 nChanged 12 SP:Iteration 48Q (546.920000 sec): 3 clusters Score: Raw -1309853.203371 + Penalty 911.858747 = -1308941.344624 nChanged 11 SP:Iteration 49Q (546.940000 sec): 3 clusters Score: Raw -1309858.809405 + Penalty 911.858747 = -1308946.950659 nChanged 12 SP:Iteration 50Q (546.960000 sec): 3 clusters Score: Raw -1309865.676412 + Penalty 911.858747 = -1308953.817665 nChanged 7 SP:Iteration 51Q (546.990000 sec): 3 clusters Score: Raw -1309870.536726 + Penalty 911.858747 = -1308958.677980 nChanged 6 SP:Iteration 52Q (547.010000 sec): 3 clusters Score: Raw -1309874.960267 + Penalty 911.858747 = -1308963.101521 nChanged 8 SP:Iteration 53Q (547.020000 sec): 3 clusters Score: Raw -1309877.643033 + Penalty 911.858747 = -1308965.784286 nChanged 3 SP:Iteration 54Q (547.040000 sec): 3 clusters Score: Raw -1309878.311548 + Penalty 911.858747 = -1308966.452802 nChanged 1 SP:Iteration 55Q (547.060000 sec): 3 clusters Score: Raw -1309878.463962 + Penalty 911.858747 = -1308966.605215 nChanged 0 SP:Iteration 56F (547.090000 sec): 3 clusters Score: Raw -1309878.463962 + Penalty 911.858747 = -1308966.605215 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.110000 sec): 2 clusters Score: Raw -527189.015031 + Penalty 415.621509 = -526773.393522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.120000 sec): 3 clusters Score: Raw -521341.380794 + Penalty 831.243018 = -520510.137776 nChanged 4332 SP:Iteration 1F (547.130000 sec): 3 clusters Score: Raw -524043.399332 + Penalty 831.243018 = -523212.156314 nChanged 622 SP:Iteration 2F (547.140000 sec): 3 clusters Score: Raw -524466.467599 + Penalty 831.243018 = -523635.224581 nChanged 668 SP:Iteration 3F (547.150000 sec): 3 clusters Score: Raw -524908.892636 + Penalty 831.243018 = -524077.649618 nChanged 591 SP:Iteration 4F (547.160000 sec): 3 clusters Score: Raw -525315.977545 + Penalty 831.243018 = -524484.734528 nChanged 542 SP:Iteration 5F (547.170000 sec): 3 clusters Score: Raw -525675.273934 + Penalty 831.243018 = -524844.030916 nChanged 461 SP:Iteration 6Q (547.180000 sec): 3 clusters Score: Raw -525892.578735 + Penalty 831.243018 = -525061.335717 nChanged 324 SP:Iteration 7Q (547.190000 sec): 3 clusters Score: Raw -526012.335123 + Penalty 831.243018 = -525181.092105 nChanged 231 SP:Iteration 8Q (547.200000 sec): 3 clusters Score: Raw -526078.170972 + Penalty 831.243018 = -525246.927954 nChanged 184 SP:Iteration 9Q (547.210000 sec): 3 clusters Score: Raw -526131.178297 + Penalty 831.243018 = -525299.935280 nChanged 164 SP:Iteration 10Q (547.220000 sec): 3 clusters Score: Raw -526169.472398 + Penalty 831.243018 = -525338.229380 nChanged 129 SP:Iteration 11Q (547.240000 sec): 3 clusters Score: Raw -526198.683007 + Penalty 831.243018 = -525367.439989 nChanged 125 SP:Iteration 12Q (547.240000 sec): 3 clusters Score: Raw -526229.579460 + Penalty 831.243018 = -525398.336442 nChanged 125 SP:Iteration 13Q (547.260000 sec): 3 clusters Score: Raw -526255.461519 + Penalty 831.243018 = -525424.218502 nChanged 109 SP:Iteration 14Q (547.260000 sec): 3 clusters Score: Raw -526276.266827 + Penalty 831.243018 = -525445.023809 nChanged 115 SP:Iteration 15Q (547.280000 sec): 3 clusters Score: Raw -526299.722977 + Penalty 831.243018 = -525468.479959 nChanged 114 SP:Iteration 16Q (547.280000 sec): 3 clusters Score: Raw -526322.167487 + Penalty 831.243018 = -525490.924469 nChanged 111 SP:Iteration 17Q (547.290000 sec): 3 clusters Score: Raw -526343.803096 + Penalty 831.243018 = -525512.560078 nChanged 106 SP:Iteration 18Q (547.300000 sec): 3 clusters Score: Raw -526365.308830 + Penalty 831.243018 = -525534.065812 nChanged 125 SP:Iteration 19Q (547.310000 sec): 3 clusters Score: Raw -526394.396433 + Penalty 831.243018 = -525563.153415 nChanged 149 SP:Iteration 20F (547.320000 sec): 3 clusters Score: Raw -526437.237855 + Penalty 831.243018 = -525605.994837 nChanged 163 SP:Iteration 21Q (547.330000 sec): 3 clusters Score: Raw -526487.705319 + Penalty 831.243018 = -525656.462301 nChanged 154 SP:Iteration 22Q (547.340000 sec): 3 clusters Score: Raw -526536.124553 + Penalty 831.243018 = -525704.881535 nChanged 145 SP:Iteration 23Q (547.350000 sec): 3 clusters Score: Raw -526583.603891 + Penalty 831.243018 = -525752.360873 nChanged 143 SP:Iteration 24Q (547.360000 sec): 3 clusters Score: Raw -526634.366677 + Penalty 831.243018 = -525803.123659 nChanged 145 SP:Iteration 25Q (547.370000 sec): 3 clusters Score: Raw -526690.718525 + Penalty 831.243018 = -525859.475507 nChanged 150 SP:Iteration 26Q (547.380000 sec): 3 clusters Score: Raw -526746.633385 + Penalty 831.243018 = -525915.390367 nChanged 132 SP:Iteration 27Q (547.390000 sec): 3 clusters Score: Raw -526796.480188 + Penalty 831.243018 = -525965.237170 nChanged 122 SP:Iteration 28Q (547.400000 sec): 3 clusters Score: Raw -526840.288057 + Penalty 831.243018 = -526009.045039 nChanged 120 SP:Iteration 29Q (547.410000 sec): 3 clusters Score: Raw -526878.371990 + Penalty 831.243018 = -526047.128972 nChanged 111 SP:Iteration 30Q (547.420000 sec): 3 clusters Score: Raw -526912.454134 + Penalty 831.243018 = -526081.211116 nChanged 103 SP:Iteration 31Q (547.420000 sec): 3 clusters Score: Raw -526943.974724 + Penalty 831.243018 = -526112.731706 nChanged 89 SP:Iteration 32Q (547.440000 sec): 3 clusters Score: Raw -526975.581720 + Penalty 831.243018 = -526144.338702 nChanged 98 SP:Iteration 33Q (547.440000 sec): 3 clusters Score: Raw -527010.450601 + Penalty 831.243018 = -526179.207583 nChanged 94 SP:Iteration 34Q (547.450000 sec): 3 clusters Score: Raw -527042.078850 + Penalty 831.243018 = -526210.835832 nChanged 77 SP:Iteration 35Q (547.460000 sec): 3 clusters Score: Raw -527070.651319 + Penalty 831.243018 = -526239.408301 nChanged 71 SP:Iteration 36Q (547.470000 sec): 3 clusters Score: Raw -527095.723083 + Penalty 831.243018 = -526264.480065 nChanged 68 SP:Iteration 37Q (547.480000 sec): 3 clusters Score: Raw -527117.344650 + Penalty 831.243018 = -526286.101632 nChanged 51 SP:Iteration 38Q (547.490000 sec): 3 clusters Score: Raw -527132.474481 + Penalty 831.243018 = -526301.231463 nChanged 43 SP:Iteration 39Q (547.500000 sec): 3 clusters Score: Raw -527147.831136 + Penalty 831.243018 = -526316.588118 nChanged 48 SP:Iteration 40F (547.500000 sec): 3 clusters Score: Raw -527164.803604 + Penalty 831.243018 = -526333.560586 nChanged 38 SP:Iteration 41Q (547.510000 sec): 3 clusters Score: Raw -527177.562351 + Penalty 831.243018 = -526346.319333 nChanged 36 SP:Iteration 42Q (547.520000 sec): 3 clusters Score: Raw -527190.027566 + Penalty 831.243018 = -526358.784548 nChanged 24 SP:Iteration 43Q (547.530000 sec): 3 clusters Score: Raw -527196.512591 + Penalty 831.243018 = -526365.269573 nChanged 18 SP:Iteration 44Q (547.540000 sec): 3 clusters Score: Raw -527202.224178 + Penalty 831.243018 = -526370.981160 nChanged 16 SP:Iteration 45Q (547.550000 sec): 3 clusters Score: Raw -527207.216198 + Penalty 831.243018 = -526375.973180 nChanged 17 SP:Iteration 46Q (547.560000 sec): 3 clusters Score: Raw -527211.633962 + Penalty 831.243018 = -526380.390944 nChanged 16 SP:Iteration 47Q (547.560000 sec): 3 clusters Score: Raw -527215.138872 + Penalty 831.243018 = -526383.895854 nChanged 17 SP:Iteration 48Q (547.570000 sec): 3 clusters Score: Raw -527219.775085 + Penalty 831.243018 = -526388.532067 nChanged 17 SP:Iteration 49Q (547.580000 sec): 3 clusters Score: Raw -527225.403303 + Penalty 831.243018 = -526394.160285 nChanged 16 SP:Iteration 50Q (547.590000 sec): 3 clusters Score: Raw -527231.348665 + Penalty 831.243018 = -526400.105647 nChanged 16 SP:Iteration 51Q (547.600000 sec): 3 clusters Score: Raw -527237.356316 + Penalty 831.243018 = -526406.113298 nChanged 14 SP:Iteration 52Q (547.600000 sec): 3 clusters Score: Raw -527242.001231 + Penalty 831.243018 = -526410.758213 nChanged 12 SP:Iteration 53Q (547.610000 sec): 3 clusters Score: Raw -527246.435045 + Penalty 831.243018 = -526415.192027 nChanged 12 SP:Iteration 54Q (547.620000 sec): 3 clusters Score: Raw -527249.622619 + Penalty 831.243018 = -526418.379601 nChanged 8 SP:Iteration 55Q (547.630000 sec): 3 clusters Score: Raw -527252.215873 + Penalty 831.243018 = -526420.972855 nChanged 7 SP:Iteration 56Q (547.640000 sec): 3 clusters Score: Raw -527255.005843 + Penalty 831.243018 = -526423.762825 nChanged 11 SP:Iteration 57Q (547.640000 sec): 3 clusters Score: Raw -527259.629781 + Penalty 831.243018 = -526428.386763 nChanged 14 SP:Iteration 58Q (547.650000 sec): 3 clusters Score: Raw -527268.557070 + Penalty 831.243018 = -526437.314053 nChanged 15 SP:Iteration 59Q (547.660000 sec): 3 clusters Score: Raw -527274.728353 + Penalty 831.243018 = -526443.485335 nChanged 10 SP:Iteration 60F (547.670000 sec): 3 clusters Score: Raw -527279.717276 + Penalty 831.243018 = -526448.474258 nChanged 9 SP:Iteration 61Q (547.680000 sec): 3 clusters Score: Raw -527281.708247 + Penalty 831.243018 = -526450.465230 nChanged 2 SP:Iteration 62Q (547.690000 sec): 3 clusters Score: Raw -527283.270612 + Penalty 831.243018 = -526452.027594 nChanged 2 SP:Iteration 63Q (547.700000 sec): 3 clusters Score: Raw -527284.060646 + Penalty 831.243018 = -526452.817628 nChanged 1 SP:Iteration 64Q (547.700000 sec): 3 clusters Score: Raw -527284.568983 + Penalty 831.243018 = -526453.325965 nChanged 3 SP:Iteration 65Q (547.710000 sec): 3 clusters Score: Raw -527285.760429 + Penalty 831.243018 = -526454.517411 nChanged 3 SP:Iteration 66Q (547.720000 sec): 3 clusters Score: Raw -527286.123633 + Penalty 831.243018 = -526454.880615 nChanged 1 SP:Iteration 67Q (547.730000 sec): 3 clusters Score: Raw -527286.569527 + Penalty 831.243018 = -526455.326509 nChanged 1 SP:Iteration 68Q (547.740000 sec): 3 clusters Score: Raw -527286.784232 + Penalty 831.243018 = -526455.541214 nChanged 3 SP:Iteration 69Q (547.740000 sec): 3 clusters Score: Raw -527288.006974 + Penalty 831.243018 = -526456.763956 nChanged 4 SP:Iteration 70Q (547.750000 sec): 3 clusters Score: Raw -527289.537752 + Penalty 831.243018 = -526458.294734 nChanged 4 SP:Iteration 71Q (547.760000 sec): 3 clusters Score: Raw -527291.283772 + Penalty 831.243018 = -526460.040755 nChanged 2 SP:Iteration 72Q (547.760000 sec): 3 clusters Score: Raw -527291.607499 + Penalty 831.243018 = -526460.364481 nChanged 2 SP:Iteration 73Q (547.770000 sec): 3 clusters Score: Raw -527291.910805 + Penalty 831.243018 = -526460.667787 nChanged 1 SP:Iteration 74Q (547.780000 sec): 3 clusters Score: Raw -527292.161893 + Penalty 831.243018 = -526460.918875 nChanged 2 SP:Iteration 75Q (547.790000 sec): 3 clusters Score: Raw -527292.471454 + Penalty 831.243018 = -526461.228436 nChanged 1 SP:Iteration 76Q (547.800000 sec): 3 clusters Score: Raw -527292.624559 + Penalty 831.243018 = -526461.381541 nChanged 1 SP:Iteration 77Q (547.800000 sec): 3 clusters Score: Raw -527292.793419 + Penalty 831.243018 = -526461.550401 nChanged 2 SP:Iteration 78Q (547.810000 sec): 3 clusters Score: Raw -527293.192739 + Penalty 831.243018 = -526461.949721 nChanged 1 SP:Iteration 79Q (547.820000 sec): 3 clusters Score: Raw -527293.360404 + Penalty 831.243018 = -526462.117386 nChanged 0 SP:Iteration 80F (547.830000 sec): 3 clusters Score: Raw -527293.360404 + Penalty 831.243018 = -526462.117386 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.840000 sec): 2 clusters Score: Raw -153921.233884 + Penalty 362.605777 = -153558.628107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.840000 sec): 3 clusters Score: Raw -152284.883429 + Penalty 725.211555 = -151559.671874 nChanged 1263 SP:Iteration 1F (547.840000 sec): 3 clusters Score: Raw -153091.156125 + Penalty 725.211555 = -152365.944570 nChanged 235 SP:Iteration 2F (547.850000 sec): 3 clusters Score: Raw -153258.259332 + Penalty 725.211555 = -152533.047777 nChanged 212 SP:Iteration 3F (547.850000 sec): 3 clusters Score: Raw -153395.434699 + Penalty 725.211555 = -152670.223144 nChanged 162 SP:Iteration 4F (547.860000 sec): 3 clusters Score: Raw -153503.252581 + Penalty 725.211555 = -152778.041027 nChanged 161 SP:Iteration 5F (547.860000 sec): 3 clusters Score: Raw -153638.847647 + Penalty 725.211555 = -152913.636093 nChanged 146 SP:Iteration 6F (547.860000 sec): 3 clusters Score: Raw -153771.160915 + Penalty 725.211555 = -153045.949361 nChanged 100 SP:Iteration 7Q (547.860000 sec): 3 clusters Score: Raw -153844.919731 + Penalty 725.211555 = -153119.708177 nChanged 63 SP:Iteration 8Q (547.870000 sec): 3 clusters Score: Raw -153887.437220 + Penalty 725.211555 = -153162.225665 nChanged 40 SP:Iteration 9Q (547.870000 sec): 3 clusters Score: Raw -153913.335935 + Penalty 725.211555 = -153188.124380 nChanged 35 SP:Iteration 10Q (547.870000 sec): 3 clusters Score: Raw -153936.334801 + Penalty 725.211555 = -153211.123246 nChanged 20 SP:Iteration 11Q (547.880000 sec): 3 clusters Score: Raw -153949.637025 + Penalty 725.211555 = -153224.425470 nChanged 25 SP:Iteration 12Q (547.880000 sec): 3 clusters Score: Raw -153964.692418 + Penalty 725.211555 = -153239.480863 nChanged 9 SP:Iteration 13Q (547.880000 sec): 3 clusters Score: Raw -153968.286768 + Penalty 725.211555 = -153243.075214 nChanged 10 SP:Iteration 14Q (547.880000 sec): 3 clusters Score: Raw -153972.725105 + Penalty 725.211555 = -153247.513551 nChanged 5 SP:Iteration 15Q (547.890000 sec): 3 clusters Score: Raw -153974.112273 + Penalty 725.211555 = -153248.900719 nChanged 6 SP:Iteration 16Q (547.890000 sec): 3 clusters Score: Raw -153976.361574 + Penalty 725.211555 = -153251.150019 nChanged 2 SP:Iteration 17Q (547.900000 sec): 3 clusters Score: Raw -153977.198635 + Penalty 725.211555 = -153251.987080 nChanged 3 SP:Iteration 18Q (547.900000 sec): 3 clusters Score: Raw -153978.021728 + Penalty 725.211555 = -153252.810174 nChanged 4 SP:Iteration 19Q (547.900000 sec): 3 clusters Score: Raw -153979.184653 + Penalty 725.211555 = -153253.973099 nChanged 2 SP:Iteration 20F (547.900000 sec): 3 clusters Score: Raw -153979.586263 + Penalty 725.211555 = -153254.374709 nChanged 1 SP:Iteration 21Q (547.910000 sec): 3 clusters Score: Raw -153980.292179 + Penalty 725.211555 = -153255.080624 nChanged 2 SP:Iteration 22Q (547.910000 sec): 3 clusters Score: Raw -153980.736322 + Penalty 725.211555 = -153255.524768 nChanged 0 SP:Iteration 23F (547.910000 sec): 3 clusters Score: Raw -153980.736322 + Penalty 725.211555 = -153255.524768 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.920000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.920000 sec): 3 clusters Score: Raw -3038.225796 + Penalty 372.585355 = -2665.640441 nChanged 9 SP:Iteration 1F (547.920000 sec): 3 clusters Score: Raw -3063.592587 + Penalty 372.585355 = -2691.007232 nChanged 1 SP:Iteration 2Q (547.920000 sec): 3 clusters Score: Raw -3068.739134 + Penalty 372.585355 = -2696.153779 nChanged 2 SP:Iteration 3Q (547.920000 sec): 3 clusters Score: Raw -3074.826765 + Penalty 372.585355 = -2702.241410 nChanged 1 SP:Iteration 4Q (547.920000 sec): 3 clusters Score: Raw -3077.197582 + Penalty 372.585355 = -2704.612227 nChanged 0 SP:Iteration 5F (547.920000 sec): 3 clusters Score: Raw -3077.197582 + Penalty 372.585355 = -2704.612227 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.920000 sec): 2 clusters Score: Raw -107274.111088 + Penalty 344.945047 = -106929.166041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.920000 sec): 3 clusters Score: Raw -106230.391875 + Penalty 689.890094 = -105540.501781 nChanged 851 SP:Iteration 1F (547.920000 sec): 3 clusters Score: Raw -106765.281824 + Penalty 689.890094 = -106075.391729 nChanged 159 SP:Iteration 2F (547.920000 sec): 3 clusters Score: Raw -106868.515251 + Penalty 689.890094 = -106178.625157 nChanged 151 SP:Iteration 3F (547.930000 sec): 3 clusters Score: Raw -106966.405379 + Penalty 689.890094 = -106276.515285 nChanged 135 SP:Iteration 4F (547.930000 sec): 3 clusters Score: Raw -107050.806538 + Penalty 689.890094 = -106360.916444 nChanged 98 SP:Iteration 5Q (547.930000 sec): 3 clusters Score: Raw -107124.598441 + Penalty 689.890094 = -106434.708347 nChanged 107 SP:Iteration 6F (547.940000 sec): 3 clusters Score: Raw -107212.682255 + Penalty 689.890094 = -106522.792161 nChanged 84 SP:Iteration 7Q (547.940000 sec): 3 clusters Score: Raw -107283.934688 + Penalty 689.890094 = -106594.044594 nChanged 67 SP:Iteration 8Q (547.940000 sec): 3 clusters Score: Raw -107326.498712 + Penalty 689.890094 = -106636.608618 nChanged 44 SP:Iteration 9Q (547.940000 sec): 3 clusters Score: Raw -107349.277117 + Penalty 689.890094 = -106659.387023 nChanged 27 SP:Iteration 10Q (547.940000 sec): 3 clusters Score: Raw -107363.808970 + Penalty 689.890094 = -106673.918875 nChanged 23 SP:Iteration 11Q (547.940000 sec): 3 clusters Score: Raw -107375.695460 + Penalty 689.890094 = -106685.805366 nChanged 20 SP:Iteration 12Q (547.950000 sec): 3 clusters Score: Raw -107385.706533 + Penalty 689.890094 = -106695.816439 nChanged 12 SP:Iteration 13Q (547.950000 sec): 3 clusters Score: Raw -107388.812397 + Penalty 689.890094 = -106698.922303 nChanged 11 SP:Iteration 14Q (547.950000 sec): 3 clusters Score: Raw -107392.905447 + Penalty 689.890094 = -106703.015353 nChanged 10 SP:Iteration 15Q (547.950000 sec): 3 clusters Score: Raw -107396.759703 + Penalty 689.890094 = -106706.869609 nChanged 7 SP:Iteration 16Q (547.960000 sec): 3 clusters Score: Raw -107398.877132 + Penalty 689.890094 = -106708.987037 nChanged 6 SP:Iteration 17Q (547.960000 sec): 3 clusters Score: Raw -107401.797242 + Penalty 689.890094 = -106711.907148 nChanged 5 SP:Iteration 18Q (547.960000 sec): 3 clusters Score: Raw -107405.391897 + Penalty 689.890094 = -106715.501802 nChanged 9 SP:Iteration 19Q (547.960000 sec): 3 clusters Score: Raw -107410.274241 + Penalty 689.890094 = -106720.384147 nChanged 8 SP:Iteration 20F (547.960000 sec): 3 clusters Score: Raw -107413.179306 + Penalty 689.890094 = -106723.289212 nChanged 8 SP:Iteration 21Q (547.960000 sec): 3 clusters Score: Raw -107416.290736 + Penalty 689.890094 = -106726.400642 nChanged 9 SP:Iteration 22Q (547.970000 sec): 3 clusters Score: Raw -107420.370431 + Penalty 689.890094 = -106730.480336 nChanged 7 SP:Iteration 23Q (547.970000 sec): 3 clusters Score: Raw -107423.312797 + Penalty 689.890094 = -106733.422703 nChanged 2 SP:Iteration 24Q (547.970000 sec): 3 clusters Score: Raw -107424.265843 + Penalty 689.890094 = -106734.375749 nChanged 2 SP:Iteration 25Q (547.970000 sec): 3 clusters Score: Raw -107424.828615 + Penalty 689.890094 = -106734.938521 nChanged 0 SP:Iteration 26F (547.980000 sec): 3 clusters Score: Raw -107424.828615 + Penalty 689.890094 = -106734.938521 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.980000 sec): 2 clusters Score: Raw -23715.536142 + Penalty 273.401000 = -23442.135142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.980000 sec): 3 clusters Score: Raw -23587.485173 + Penalty 546.802000 = -23040.683173 nChanged 127 SP:Iteration 1F (547.980000 sec): 3 clusters Score: Raw -23718.482830 + Penalty 546.802000 = -23171.680830 nChanged 33 SP:Iteration 2F (547.980000 sec): 3 clusters Score: Raw -23769.847349 + Penalty 546.802000 = -23223.045349 nChanged 30 SP:Iteration 3F (547.980000 sec): 3 clusters Score: Raw -23822.855955 + Penalty 546.802000 = -23276.053956 nChanged 21 SP:Iteration 4F (547.980000 sec): 3 clusters Score: Raw -23857.285920 + Penalty 546.802000 = -23310.483920 nChanged 12 SP:Iteration 5Q (547.980000 sec): 3 clusters Score: Raw -23873.840148 + Penalty 546.802000 = -23327.038148 nChanged 7 SP:Iteration 6Q (547.980000 sec): 3 clusters Score: Raw -23884.828120 + Penalty 546.802000 = -23338.026120 nChanged 6 SP:Iteration 7Q (547.980000 sec): 3 clusters Score: Raw -23891.729553 + Penalty 546.802000 = -23344.927553 nChanged 5 SP:Iteration 8Q (547.980000 sec): 3 clusters Score: Raw -23896.641813 + Penalty 546.802000 = -23349.839813 nChanged 5 SP:Iteration 9Q (547.980000 sec): 3 clusters Score: Raw -23903.854834 + Penalty 546.802000 = -23357.052834 nChanged 1 SP:Iteration 10Q (547.980000 sec): 3 clusters Score: Raw -23904.709627 + Penalty 546.802000 = -23357.907627 nChanged 1 SP:Iteration 11Q (547.980000 sec): 3 clusters Score: Raw -23905.094950 + Penalty 546.802000 = -23358.292950 nChanged 0 SP:Iteration 12F (547.980000 sec): 3 clusters Score: Raw -23905.094950 + Penalty 546.802000 = -23358.292950 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.980000 sec): 2 clusters Score: Raw -11297.694183 + Penalty 245.202764 = -11052.491419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.980000 sec): 3 clusters Score: Raw -11236.352120 + Penalty 490.405527 = -10745.946592 nChanged 54 SP:Iteration 1F (547.980000 sec): 3 clusters Score: Raw -11330.232632 + Penalty 490.405527 = -10839.827105 nChanged 23 SP:Iteration 2F (547.980000 sec): 3 clusters Score: Raw -11386.350753 + Penalty 490.405527 = -10895.945226 nChanged 12 SP:Iteration 3F (547.990000 sec): 3 clusters Score: Raw -11402.418536 + Penalty 490.405527 = -10912.013009 nChanged 6 SP:Iteration 4Q (547.990000 sec): 3 clusters Score: Raw -11408.865297 + Penalty 490.405527 = -10918.459770 nChanged 3 SP:Iteration 5Q (547.990000 sec): 3 clusters Score: Raw -11424.277702 + Penalty 490.405527 = -10933.872174 nChanged 5 SP:Iteration 6Q (547.990000 sec): 3 clusters Score: Raw -11430.330292 + Penalty 490.405527 = -10939.924765 nChanged 3 SP:Iteration 7Q (547.990000 sec): 3 clusters Score: Raw -11435.140275 + Penalty 490.405527 = -10944.734747 nChanged 4 SP:Iteration 8Q (547.990000 sec): 3 clusters Score: Raw -11442.985144 + Penalty 490.405527 = -10952.579616 nChanged 3 SP:Iteration 9Q (547.990000 sec): 3 clusters Score: Raw -11446.061725 + Penalty 490.405527 = -10955.656198 nChanged 2 SP:Iteration 10Q (547.990000 sec): 3 clusters Score: Raw -11454.264992 + Penalty 490.405527 = -10963.859464 nChanged 2 SP:Iteration 11Q (547.990000 sec): 3 clusters Score: Raw -11456.027853 + Penalty 490.405527 = -10965.622326 nChanged 4 SP:Iteration 12Q (547.990000 sec): 3 clusters Score: Raw -11460.749393 + Penalty 490.405527 = -10970.343866 nChanged 3 SP:Iteration 13Q (547.990000 sec): 3 clusters Score: Raw -11466.727460 + Penalty 490.405527 = -10976.321933 nChanged 4 SP:Iteration 14Q (547.990000 sec): 3 clusters Score: Raw -11474.484667 + Penalty 490.405527 = -10984.079139 nChanged 2 SP:Iteration 15Q (547.990000 sec): 3 clusters Score: Raw -11480.617187 + Penalty 490.405527 = -10990.211660 nChanged 1 SP:Iteration 16Q (547.990000 sec): 3 clusters Score: Raw -11481.928275 + Penalty 490.405527 = -10991.522748 nChanged 1 SP:Iteration 17Q (547.990000 sec): 3 clusters Score: Raw -11482.516935 + Penalty 490.405527 = -10992.111408 nChanged 0 SP:Iteration 18F (547.990000 sec): 3 clusters Score: Raw -11482.516935 + Penalty 490.405527 = -10992.111408 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.990000 sec): 2 clusters Score: Raw -48129.144906 + Penalty 310.161483 = -47818.983423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.990000 sec): 3 clusters Score: Raw -47738.085193 + Penalty 620.322965 = -47117.762228 nChanged 334 SP:Iteration 1F (548.000000 sec): 3 clusters Score: Raw -48041.925678 + Penalty 620.322965 = -47421.602713 nChanged 99 SP:Iteration 2F (548.000000 sec): 3 clusters Score: Raw -48234.629330 + Penalty 620.322965 = -47614.306365 nChanged 70 SP:Iteration 3F (548.000000 sec): 3 clusters Score: Raw -48320.385713 + Penalty 620.322965 = -47700.062748 nChanged 30 SP:Iteration 4Q (548.000000 sec): 3 clusters Score: Raw -48342.529255 + Penalty 620.322965 = -47722.206290 nChanged 19 SP:Iteration 5Q (548.000000 sec): 3 clusters Score: Raw -48352.402403 + Penalty 620.322965 = -47732.079438 nChanged 8 SP:Iteration 6Q (548.000000 sec): 3 clusters Score: Raw -48357.418958 + Penalty 620.322965 = -47737.095992 nChanged 9 SP:Iteration 7Q (548.000000 sec): 3 clusters Score: Raw -48361.792252 + Penalty 620.322965 = -47741.469287 nChanged 5 SP:Iteration 8Q (548.000000 sec): 3 clusters Score: Raw -48368.494268 + Penalty 620.322965 = -47748.171302 nChanged 2 SP:Iteration 9Q (548.000000 sec): 3 clusters Score: Raw -48369.352340 + Penalty 620.322965 = -47749.029374 nChanged 1 SP:Iteration 10Q (548.000000 sec): 3 clusters Score: Raw -48369.504623 + Penalty 620.322965 = -47749.181658 nChanged 2 SP:Iteration 11Q (548.000000 sec): 3 clusters Score: Raw -48370.649028 + Penalty 620.322965 = -47750.326063 nChanged 3 SP:Iteration 12Q (548.000000 sec): 3 clusters Score: Raw -48371.710483 + Penalty 620.322965 = -47751.387518 nChanged 1 SP:Iteration 13Q (548.000000 sec): 3 clusters Score: Raw -48371.951621 + Penalty 620.322965 = -47751.628656 nChanged 2 SP:Iteration 14Q (548.010000 sec): 3 clusters Score: Raw -48372.126977 + Penalty 620.322965 = -47751.804012 nChanged 0 SP:Iteration 15F (548.010000 sec): 3 clusters Score: Raw -48372.126977 + Penalty 620.322965 = -47751.804012 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.190000 sec): 2 clusters Score: Raw -6504688.143718 + Penalty 528.728915 = -6504159.414803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.330000 sec): 3 clusters Score: Raw -6429955.175034 + Penalty 1057.457830 = -6428897.717204 nChanged 54574 SP:Iteration 1F (548.470000 sec): 3 clusters Score: Raw -6463693.329321 + Penalty 1057.457830 = -6462635.871491 nChanged 4862 SP:Iteration 2Q (548.620000 sec): 3 clusters Score: Raw -6465605.981370 + Penalty 1057.457830 = -6464548.523540 nChanged 5610 SP:Iteration 3F (548.760000 sec): 3 clusters Score: Raw -6468531.359875 + Penalty 1057.457830 = -6467473.902045 nChanged 6540 SP:Iteration 4F (548.900000 sec): 3 clusters Score: Raw -6472843.815298 + Penalty 1057.457830 = -6471786.357468 nChanged 6955 SP:Iteration 5F (549.050000 sec): 3 clusters Score: Raw -6478324.854576 + Penalty 1057.457830 = -6477267.396746 nChanged 6721 SP:Iteration 6F (549.190000 sec): 3 clusters Score: Raw -6483560.028766 + Penalty 1057.457830 = -6482502.570936 nChanged 5437 SP:Iteration 7Q (549.340000 sec): 3 clusters Score: Raw -6486568.133377 + Penalty 1057.457830 = -6485510.675547 nChanged 3558 SP:Iteration 8Q (549.480000 sec): 3 clusters Score: Raw -6487826.045199 + Penalty 1057.457830 = -6486768.587369 nChanged 2410 SP:Iteration 9Q (549.620000 sec): 3 clusters Score: Raw -6488586.447981 + Penalty 1057.457830 = -6487528.990151 nChanged 2197 SP:Iteration 10Q (549.750000 sec): 3 clusters Score: Raw -6489309.670714 + Penalty 1057.457830 = -6488252.212884 nChanged 2328 SP:Iteration 11Q (549.890000 sec): 3 clusters Score: Raw -6490160.086056 + Penalty 1057.457830 = -6489102.628226 nChanged 2497 SP:Iteration 12Q (550.020000 sec): 3 clusters Score: Raw -6491161.917655 + Penalty 1057.457830 = -6490104.459826 nChanged 2529 SP:Iteration 13Q (550.160000 sec): 3 clusters Score: Raw -6492249.438651 + Penalty 1057.457830 = -6491191.980821 nChanged 2549 SP:Iteration 14Q (550.280000 sec): 3 clusters Score: Raw -6493436.020623 + Penalty 1057.457830 = -6492378.562793 nChanged 2569 SP:Iteration 15Q (550.410000 sec): 3 clusters Score: Raw -6494784.417355 + Penalty 1057.457830 = -6493726.959525 nChanged 2546 SP:Iteration 16Q (550.540000 sec): 3 clusters Score: Raw -6496225.927811 + Penalty 1057.457830 = -6495168.469982 nChanged 2344 SP:Iteration 17Q (550.660000 sec): 3 clusters Score: Raw -6497658.684542 + Penalty 1057.457830 = -6496601.226712 nChanged 2145 SP:Iteration 18Q (550.790000 sec): 3 clusters Score: Raw -6499056.208707 + Penalty 1057.457830 = -6497998.750877 nChanged 1908 SP:Iteration 19Q (550.910000 sec): 3 clusters Score: Raw -6500364.589339 + Penalty 1057.457830 = -6499307.131509 nChanged 1579 SP:Iteration 20F (551.060000 sec): 3 clusters Score: Raw -6501460.960948 + Penalty 1057.457830 = -6500403.503118 nChanged 1297 SP:Iteration 21Q (551.180000 sec): 3 clusters Score: Raw -6502363.248628 + Penalty 1057.457830 = -6501305.790798 nChanged 1030 SP:Iteration 22Q (551.280000 sec): 3 clusters Score: Raw -6503101.335327 + Penalty 1057.457830 = -6502043.877498 nChanged 800 SP:Iteration 23Q (551.390000 sec): 3 clusters Score: Raw -6503684.823911 + Penalty 1057.457830 = -6502627.366081 nChanged 558 SP:Iteration 24Q (551.500000 sec): 3 clusters Score: Raw -6504092.885211 + Penalty 1057.457830 = -6503035.427381 nChanged 396 SP:Iteration 25Q (551.600000 sec): 3 clusters Score: Raw -6504392.341126 + Penalty 1057.457830 = -6503334.883296 nChanged 230 SP:Iteration 26Q (551.710000 sec): 3 clusters Score: Raw -6504561.278435 + Penalty 1057.457830 = -6503503.820605 nChanged 109 SP:Iteration 27Q (551.820000 sec): 3 clusters Score: Raw -6504638.970951 + Penalty 1057.457830 = -6503581.513122 nChanged 55 SP:Iteration 28Q (551.920000 sec): 3 clusters Score: Raw -6504681.201452 + Penalty 1057.457830 = -6503623.743623 nChanged 37 SP:Iteration 29Q (552.020000 sec): 3 clusters Score: Raw -6504716.880355 + Penalty 1057.457830 = -6503659.422526 nChanged 22 SP:Iteration 30Q (552.130000 sec): 3 clusters Score: Raw -6504732.652382 + Penalty 1057.457830 = -6503675.194552 nChanged 11 SP:Iteration 31Q (552.230000 sec): 3 clusters Score: Raw -6504744.713426 + Penalty 1057.457830 = -6503687.255597 nChanged 10 SP:Iteration 32Q (552.340000 sec): 3 clusters Score: Raw -6504754.792727 + Penalty 1057.457830 = -6503697.334897 nChanged 6 SP:Iteration 33Q (552.440000 sec): 3 clusters Score: Raw -6504760.161117 + Penalty 1057.457830 = -6503702.703288 nChanged 5 SP:Iteration 34Q (552.540000 sec): 3 clusters Score: Raw -6504766.090996 + Penalty 1057.457830 = -6503708.633166 nChanged 4 SP:Iteration 35Q (552.640000 sec): 3 clusters Score: Raw -6504769.694372 + Penalty 1057.457830 = -6503712.236543 nChanged 3 SP:Iteration 36Q (552.750000 sec): 3 clusters Score: Raw -6504771.906380 + Penalty 1057.457830 = -6503714.448550 nChanged 4 SP:Iteration 37Q (552.850000 sec): 3 clusters Score: Raw -6504773.440917 + Penalty 1057.457830 = -6503715.983088 nChanged 1 SP:Iteration 38Q (552.960000 sec): 3 clusters Score: Raw -6504773.915372 + Penalty 1057.457830 = -6503716.457543 nChanged 1 SP:Iteration 39Q (553.070000 sec): 3 clusters Score: Raw -6504774.129634 + Penalty 1057.457830 = -6503716.671805 nChanged 0 SP:Iteration 40F (553.210000 sec): 3 clusters Score: Raw -6504774.129634 + Penalty 1057.457830 = -6503716.671805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.260000 sec): 2 clusters Score: Raw -29673.715992 + Penalty 286.012913 = -29387.703079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.260000 sec): 3 clusters Score: Raw -29450.580507 + Penalty 572.025827 = -28878.554681 nChanged 177 SP:Iteration 1F (553.260000 sec): 3 clusters Score: Raw -29570.043097 + Penalty 572.025827 = -28998.017270 nChanged 47 SP:Iteration 2F (553.260000 sec): 3 clusters Score: Raw -29645.067896 + Penalty 572.025827 = -29073.042069 nChanged 41 SP:Iteration 3F (553.260000 sec): 3 clusters Score: Raw -29691.477722 + Penalty 572.025827 = -29119.451896 nChanged 29 SP:Iteration 4F (553.260000 sec): 3 clusters Score: Raw -29747.940799 + Penalty 572.025827 = -29175.914972 nChanged 25 SP:Iteration 5Q (553.260000 sec): 3 clusters Score: Raw -29782.669142 + Penalty 572.025827 = -29210.643316 nChanged 22 SP:Iteration 6Q (553.260000 sec): 3 clusters Score: Raw -29799.970796 + Penalty 572.025827 = -29227.944969 nChanged 13 SP:Iteration 7Q (553.260000 sec): 3 clusters Score: Raw -29811.885817 + Penalty 572.025827 = -29239.859991 nChanged 15 SP:Iteration 8Q (553.260000 sec): 3 clusters Score: Raw -29830.257264 + Penalty 572.025827 = -29258.231437 nChanged 19 SP:Iteration 9Q (553.260000 sec): 3 clusters Score: Raw -29853.878114 + Penalty 572.025827 = -29281.852287 nChanged 17 SP:Iteration 10Q (553.260000 sec): 3 clusters Score: Raw -29875.966406 + Penalty 572.025827 = -29303.940579 nChanged 23 SP:Iteration 11Q (553.260000 sec): 3 clusters Score: Raw -29913.614591 + Penalty 572.025827 = -29341.588764 nChanged 18 SP:Iteration 12Q (553.260000 sec): 3 clusters Score: Raw -29932.118120 + Penalty 572.025827 = -29360.092294 nChanged 9 SP:Iteration 13Q (553.260000 sec): 3 clusters Score: Raw -29944.021352 + Penalty 572.025827 = -29371.995526 nChanged 5 SP:Iteration 14Q (553.260000 sec): 3 clusters Score: Raw -29946.163317 + Penalty 572.025827 = -29374.137491 nChanged 2 SP:Iteration 15Q (553.260000 sec): 3 clusters Score: Raw -29947.940029 + Penalty 572.025827 = -29375.914202 nChanged 3 SP:Iteration 16Q (553.260000 sec): 3 clusters Score: Raw -29952.349931 + Penalty 572.025827 = -29380.324105 nChanged 2 SP:Iteration 17Q (553.260000 sec): 3 clusters Score: Raw -29952.934423 + Penalty 572.025827 = -29380.908596 nChanged 1 SP:Iteration 18Q (553.260000 sec): 3 clusters Score: Raw -29953.212793 + Penalty 572.025827 = -29381.186966 nChanged 1 SP:Iteration 19Q (553.270000 sec): 3 clusters Score: Raw -29953.881740 + Penalty 572.025827 = -29381.855913 nChanged 2 SP:Iteration 20F (553.270000 sec): 3 clusters Score: Raw -29960.067245 + Penalty 572.025827 = -29388.041418 nChanged 1 SP:Iteration 21Q (553.270000 sec): 3 clusters Score: Raw -29960.344176 + Penalty 572.025827 = -29388.318349 nChanged 2 SP:Iteration 22Q (553.270000 sec): 3 clusters Score: Raw -29961.330656 + Penalty 572.025827 = -29389.304829 nChanged 0 SP:Iteration 23F (553.270000 sec): 3 clusters Score: Raw -29961.330656 + Penalty 572.025827 = -29389.304829 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.280000 sec): 2 clusters Score: Raw -161499.583702 + Penalty 363.168865 = -161136.414837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.280000 sec): 3 clusters Score: Raw -159777.534423 + Penalty 726.337729 = -159051.196693 nChanged 1297 SP:Iteration 1F (553.280000 sec): 3 clusters Score: Raw -160450.403009 + Penalty 726.337729 = -159724.065280 nChanged 197 SP:Iteration 2F (553.280000 sec): 3 clusters Score: Raw -160552.815542 + Penalty 726.337729 = -159826.477813 nChanged 179 SP:Iteration 3F (553.290000 sec): 3 clusters Score: Raw -160630.742984 + Penalty 726.337729 = -159904.405255 nChanged 169 SP:Iteration 4F (553.290000 sec): 3 clusters Score: Raw -160709.167602 + Penalty 726.337729 = -159982.829873 nChanged 162 SP:Iteration 5F (553.300000 sec): 3 clusters Score: Raw -160800.440708 + Penalty 726.337729 = -160074.102978 nChanged 175 SP:Iteration 6F (553.300000 sec): 3 clusters Score: Raw -160922.564584 + Penalty 726.337729 = -160196.226855 nChanged 201 SP:Iteration 7F (553.300000 sec): 3 clusters Score: Raw -161083.700194 + Penalty 726.337729 = -160357.362465 nChanged 172 SP:Iteration 8F (553.300000 sec): 3 clusters Score: Raw -161246.672963 + Penalty 726.337729 = -160520.335233 nChanged 132 SP:Iteration 9Q (553.310000 sec): 3 clusters Score: Raw -161372.168630 + Penalty 726.337729 = -160645.830901 nChanged 78 SP:Iteration 10Q (553.310000 sec): 3 clusters Score: Raw -161443.216538 + Penalty 726.337729 = -160716.878809 nChanged 43 SP:Iteration 11Q (553.310000 sec): 3 clusters Score: Raw -161495.314254 + Penalty 726.337729 = -160768.976525 nChanged 23 SP:Iteration 12Q (553.320000 sec): 3 clusters Score: Raw -161524.878628 + Penalty 726.337729 = -160798.540899 nChanged 12 SP:Iteration 13Q (553.320000 sec): 3 clusters Score: Raw -161542.044237 + Penalty 726.337729 = -160815.706508 nChanged 7 SP:Iteration 14Q (553.320000 sec): 3 clusters Score: Raw -161549.895973 + Penalty 726.337729 = -160823.558244 nChanged 3 SP:Iteration 15Q (553.320000 sec): 3 clusters Score: Raw -161555.690829 + Penalty 726.337729 = -160829.353100 nChanged 1 SP:Iteration 16Q (553.330000 sec): 3 clusters Score: Raw -161556.480886 + Penalty 726.337729 = -160830.143157 nChanged 2 SP:Iteration 17Q (553.330000 sec): 3 clusters Score: Raw -161558.935973 + Penalty 726.337729 = -160832.598244 nChanged 0 SP:Iteration 18F (553.330000 sec): 3 clusters Score: Raw -161558.935973 + Penalty 726.337729 = -160832.598244 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.340000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.340000 sec): 3 clusters Score: Raw -10433.893816 + Penalty 474.559154 = -9959.334662 nChanged 63 SP:Iteration 1F (553.340000 sec): 3 clusters Score: Raw -10501.031939 + Penalty 474.559154 = -10026.472785 nChanged 11 SP:Iteration 2F (553.340000 sec): 3 clusters Score: Raw -10523.740242 + Penalty 474.559154 = -10049.181088 nChanged 9 SP:Iteration 3Q (553.340000 sec): 3 clusters Score: Raw -10542.736427 + Penalty 474.559154 = -10068.177273 nChanged 4 SP:Iteration 4Q (553.340000 sec): 3 clusters Score: Raw -10547.413765 + Penalty 474.559154 = -10072.854611 nChanged 1 SP:Iteration 5Q (553.340000 sec): 3 clusters Score: Raw -10547.878890 + Penalty 474.559154 = -10073.319736 nChanged 0 SP:Iteration 6F (553.340000 sec): 3 clusters Score: Raw -10547.878890 + Penalty 474.559154 = -10073.319736 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.340000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.340000 sec): 3 clusters Score: Raw -5754.867290 + Penalty 427.743713 = -5327.123576 nChanged 23 SP:Iteration 1F (553.340000 sec): 3 clusters Score: Raw -5801.763987 + Penalty 427.743713 = -5374.020274 nChanged 3 SP:Iteration 2Q (553.340000 sec): 3 clusters Score: Raw -5808.197401 + Penalty 427.743713 = -5380.453688 nChanged 0 SP:Iteration 3F (553.340000 sec): 3 clusters Score: Raw -5808.197401 + Penalty 427.743713 = -5380.453688 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.340000 sec): 2 clusters Score: Raw -29270.774705 + Penalty 284.549211 = -28986.225494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.340000 sec): 3 clusters Score: Raw -29053.011489 + Penalty 569.098422 = -28483.913067 nChanged 172 SP:Iteration 1F (553.340000 sec): 3 clusters Score: Raw -29159.806494 + Penalty 569.098422 = -28590.708073 nChanged 31 SP:Iteration 2F (553.340000 sec): 3 clusters Score: Raw -29178.027237 + Penalty 569.098422 = -28608.928815 nChanged 20 SP:Iteration 3Q (553.340000 sec): 3 clusters Score: Raw -29191.965150 + Penalty 569.098422 = -28622.866728 nChanged 21 SP:Iteration 4Q (553.340000 sec): 3 clusters Score: Raw -29205.831440 + Penalty 569.098422 = -28636.733018 nChanged 14 SP:Iteration 5Q (553.340000 sec): 3 clusters Score: Raw -29217.890763 + Penalty 569.098422 = -28648.792342 nChanged 22 SP:Iteration 6Q (553.340000 sec): 3 clusters Score: Raw -29247.751103 + Penalty 569.098422 = -28678.652682 nChanged 25 SP:Iteration 7Q (553.340000 sec): 3 clusters Score: Raw -29279.109725 + Penalty 569.098422 = -28710.011303 nChanged 28 SP:Iteration 8F (553.340000 sec): 3 clusters Score: Raw -29307.111773 + Penalty 569.098422 = -28738.013351 nChanged 25 SP:Iteration 9Q (553.340000 sec): 3 clusters Score: Raw -29327.354608 + Penalty 569.098422 = -28758.256186 nChanged 18 SP:Iteration 10Q (553.340000 sec): 3 clusters Score: Raw -29343.707901 + Penalty 569.098422 = -28774.609480 nChanged 20 SP:Iteration 11Q (553.340000 sec): 3 clusters Score: Raw -29355.955129 + Penalty 569.098422 = -28786.856707 nChanged 12 SP:Iteration 12Q (553.340000 sec): 3 clusters Score: Raw -29365.767736 + Penalty 569.098422 = -28796.669315 nChanged 8 SP:Iteration 13Q (553.340000 sec): 3 clusters Score: Raw -29372.853416 + Penalty 569.098422 = -28803.754994 nChanged 4 SP:Iteration 14Q (553.340000 sec): 3 clusters Score: Raw -29375.822506 + Penalty 569.098422 = -28806.724084 nChanged 5 SP:Iteration 15Q (553.340000 sec): 3 clusters Score: Raw -29380.089618 + Penalty 569.098422 = -28810.991196 nChanged 1 SP:Iteration 16Q (553.350000 sec): 3 clusters Score: Raw -29380.673499 + Penalty 569.098422 = -28811.575077 nChanged 0 SP:Iteration 17F (553.350000 sec): 3 clusters Score: Raw -29380.673499 + Penalty 569.098422 = -28811.575077 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.350000 sec): 2 clusters Score: Raw -27975.193644 + Penalty 285.415904 = -27689.777740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.350000 sec): 3 clusters Score: Raw -27783.510133 + Penalty 570.831808 = -27212.678325 nChanged 184 SP:Iteration 1F (553.350000 sec): 3 clusters Score: Raw -27944.871142 + Penalty 570.831808 = -27374.039334 nChanged 48 SP:Iteration 2F (553.350000 sec): 3 clusters Score: Raw -27994.096913 + Penalty 570.831808 = -27423.265106 nChanged 28 SP:Iteration 3F (553.350000 sec): 3 clusters Score: Raw -28021.544583 + Penalty 570.831808 = -27450.712775 nChanged 15 SP:Iteration 4Q (553.350000 sec): 3 clusters Score: Raw -28036.845512 + Penalty 570.831808 = -27466.013705 nChanged 14 SP:Iteration 5Q (553.350000 sec): 3 clusters Score: Raw -28050.272126 + Penalty 570.831808 = -27479.440318 nChanged 10 SP:Iteration 6Q (553.350000 sec): 3 clusters Score: Raw -28067.465389 + Penalty 570.831808 = -27496.633581 nChanged 9 SP:Iteration 7Q (553.350000 sec): 3 clusters Score: Raw -28084.145439 + Penalty 570.831808 = -27513.313632 nChanged 8 SP:Iteration 8Q (553.360000 sec): 3 clusters Score: Raw -28092.794769 + Penalty 570.831808 = -27521.962961 nChanged 10 SP:Iteration 9Q (553.360000 sec): 3 clusters Score: Raw -28101.200717 + Penalty 570.831808 = -27530.368909 nChanged 5 SP:Iteration 10Q (553.360000 sec): 3 clusters Score: Raw -28103.624702 + Penalty 570.831808 = -27532.792894 nChanged 0 SP:Iteration 11F (553.360000 sec): 3 clusters Score: Raw -28103.624702 + Penalty 570.831808 = -27532.792894 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.360000 sec): 2 clusters Score: Raw -9249.478352 + Penalty 239.921480 = -9009.556872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.360000 sec): 3 clusters Score: Raw -9225.239192 + Penalty 479.842960 = -8745.396232 nChanged 62 SP:Iteration 1F (553.360000 sec): 3 clusters Score: Raw -9298.530433 + Penalty 479.842960 = -8818.687473 nChanged 23 SP:Iteration 2F (553.360000 sec): 3 clusters Score: Raw -9339.241229 + Penalty 479.842960 = -8859.398269 nChanged 12 SP:Iteration 3F (553.360000 sec): 3 clusters Score: Raw -9352.948363 + Penalty 479.842960 = -8873.105403 nChanged 6 SP:Iteration 4Q (553.360000 sec): 3 clusters Score: Raw -9362.452660 + Penalty 479.842960 = -8882.609700 nChanged 5 SP:Iteration 5Q (553.360000 sec): 3 clusters Score: Raw -9371.749154 + Penalty 479.842960 = -8891.906195 nChanged 3 SP:Iteration 6Q (553.360000 sec): 3 clusters Score: Raw -9374.312290 + Penalty 479.842960 = -8894.469330 nChanged 0 SP:Iteration 7F (553.360000 sec): 3 clusters Score: Raw -9374.312290 + Penalty 479.842960 = -8894.469330 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.360000 sec): 2 clusters Score: Raw -9484.746343 + Penalty 230.635141 = -9254.111201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.360000 sec): 3 clusters Score: Raw -9441.774563 + Penalty 461.270282 = -8980.504281 nChanged 32 SP:Iteration 1F (553.360000 sec): 3 clusters Score: Raw -9476.973204 + Penalty 461.270282 = -9015.702921 nChanged 8 SP:Iteration 2F (553.360000 sec): 3 clusters Score: Raw -9487.249687 + Penalty 461.270282 = -9025.979404 nChanged 4 SP:Iteration 3Q (553.360000 sec): 3 clusters Score: Raw -9489.460136 + Penalty 461.270282 = -9028.189854 nChanged 1 SP:Iteration 4Q (553.360000 sec): 3 clusters Score: Raw -9490.813005 + Penalty 461.270282 = -9029.542723 nChanged 1 SP:Iteration 5Q (553.360000 sec): 3 clusters Score: Raw -9492.022170 + Penalty 461.270282 = -9030.751888 nChanged 1 SP:Iteration 6Q (553.360000 sec): 3 clusters Score: Raw -9493.039419 + Penalty 461.270282 = -9031.769137 nChanged 0 SP:Iteration 7F (553.360000 sec): 3 clusters Score: Raw -9493.039419 + Penalty 461.270282 = -9031.769137 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.360000 sec): 2 clusters Score: Raw -19988.506249 + Penalty 264.406915 = -19724.099334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.360000 sec): 3 clusters Score: Raw -19875.488708 + Penalty 528.813830 = -19346.674878 nChanged 108 SP:Iteration 1F (553.360000 sec): 3 clusters Score: Raw -19963.107246 + Penalty 528.813830 = -19434.293416 nChanged 23 SP:Iteration 2F (553.360000 sec): 3 clusters Score: Raw -19992.998778 + Penalty 528.813830 = -19464.184948 nChanged 12 SP:Iteration 3Q (553.360000 sec): 3 clusters Score: Raw -20006.303631 + Penalty 528.813830 = -19477.489800 nChanged 12 SP:Iteration 4Q (553.360000 sec): 3 clusters Score: Raw -20014.402788 + Penalty 528.813830 = -19485.588958 nChanged 2 SP:Iteration 5Q (553.370000 sec): 3 clusters Score: Raw -20015.477661 + Penalty 528.813830 = -19486.663831 nChanged 2 SP:Iteration 6Q (553.370000 sec): 3 clusters Score: Raw -20015.978152 + Penalty 528.813830 = -19487.164322 nChanged 1 SP:Iteration 7Q (553.370000 sec): 3 clusters Score: Raw -20016.416900 + Penalty 528.813830 = -19487.603070 nChanged 0 SP:Iteration 8F (553.370000 sec): 3 clusters Score: Raw -20016.416900 + Penalty 528.813830 = -19487.603070 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.370000 sec): 2 clusters Score: Raw -5620.425107 + Penalty 220.767377 = -5399.657730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.370000 sec): 3 clusters Score: Raw -5620.229648 + Penalty 441.534754 = -5178.694894 nChanged 32 SP:Iteration 1F (553.370000 sec): 3 clusters Score: Raw -5700.899666 + Penalty 441.534754 = -5259.364912 nChanged 13 SP:Iteration 2F (553.370000 sec): 3 clusters Score: Raw -5776.084399 + Penalty 441.534754 = -5334.549645 nChanged 9 SP:Iteration 3F (553.370000 sec): 3 clusters Score: Raw -5797.258507 + Penalty 441.534754 = -5355.723753 nChanged 3 SP:Iteration 4Q (553.370000 sec): 3 clusters Score: Raw -5802.216315 + Penalty 441.534754 = -5360.681561 nChanged 1 SP:Iteration 5Q (553.370000 sec): 3 clusters Score: Raw -5804.453505 + Penalty 441.534754 = -5362.918751 nChanged 0 SP:Iteration 6F (553.370000 sec): 3 clusters Score: Raw -5804.453505 + Penalty 441.534754 = -5362.918751 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.370000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.370000 sec): 3 clusters Score: Raw -13560.394850 + Penalty 499.493333 = -13060.901517 nChanged 68 SP:Iteration 1F (553.370000 sec): 3 clusters Score: Raw -13653.629521 + Penalty 499.493333 = -13154.136188 nChanged 19 SP:Iteration 2F (553.370000 sec): 3 clusters Score: Raw -13692.894452 + Penalty 499.493333 = -13193.401119 nChanged 11 SP:Iteration 3Q (553.370000 sec): 3 clusters Score: Raw -13727.493696 + Penalty 499.493333 = -13228.000363 nChanged 8 SP:Iteration 4Q (553.370000 sec): 3 clusters Score: Raw -13746.260285 + Penalty 499.493333 = -13246.766952 nChanged 5 SP:Iteration 5Q (553.370000 sec): 3 clusters Score: Raw -13754.451622 + Penalty 499.493333 = -13254.958289 nChanged 4 SP:Iteration 6Q (553.370000 sec): 3 clusters Score: Raw -13762.328272 + Penalty 499.493333 = -13262.834939 nChanged 5 SP:Iteration 7Q (553.370000 sec): 3 clusters Score: Raw -13783.641109 + Penalty 499.493333 = -13284.147776 nChanged 1 SP:Iteration 8Q (553.370000 sec): 3 clusters Score: Raw -13784.100792 + Penalty 499.493333 = -13284.607459 nChanged 0 SP:Iteration 9F (553.370000 sec): 3 clusters Score: Raw -13784.100792 + Penalty 499.493333 = -13284.607459 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.380000 sec): 2 clusters Score: Raw -22084.659479 + Penalty 276.844723 = -21807.814756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.380000 sec): 3 clusters Score: Raw -21914.729905 + Penalty 553.689447 = -21361.040459 nChanged 146 SP:Iteration 1F (553.380000 sec): 3 clusters Score: Raw -22143.103632 + Penalty 553.689447 = -21589.414185 nChanged 48 SP:Iteration 2F (553.380000 sec): 3 clusters Score: Raw -22291.969817 + Penalty 553.689447 = -21738.280371 nChanged 54 SP:Iteration 3F (553.380000 sec): 3 clusters Score: Raw -22399.543265 + Penalty 553.689447 = -21845.853818 nChanged 34 SP:Iteration 4F (553.380000 sec): 3 clusters Score: Raw -22466.111594 + Penalty 553.689447 = -21912.422147 nChanged 10 SP:Iteration 5Q (553.380000 sec): 3 clusters Score: Raw -22490.681842 + Penalty 553.689447 = -21936.992395 nChanged 10 SP:Iteration 6Q (553.380000 sec): 3 clusters Score: Raw -22523.709173 + Penalty 553.689447 = -21970.019726 nChanged 4 SP:Iteration 7Q (553.380000 sec): 3 clusters Score: Raw -22532.802301 + Penalty 553.689447 = -21979.112854 nChanged 1 SP:Iteration 8Q (553.380000 sec): 3 clusters Score: Raw -22533.398137 + Penalty 553.689447 = -21979.708691 nChanged 0 SP:Iteration 9F (553.380000 sec): 3 clusters Score: Raw -22533.398137 + Penalty 553.689447 = -21979.708691 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.380000 sec): 2 clusters Score: Raw -25997.482787 + Penalty 277.462380 = -25720.020407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.380000 sec): 3 clusters Score: Raw -25816.963695 + Penalty 554.924760 = -25262.038935 nChanged 158 SP:Iteration 1F (553.380000 sec): 3 clusters Score: Raw -25944.873801 + Penalty 554.924760 = -25389.949041 nChanged 43 SP:Iteration 2F (553.380000 sec): 3 clusters Score: Raw -25982.572187 + Penalty 554.924760 = -25427.647427 nChanged 31 SP:Iteration 3F (553.380000 sec): 3 clusters Score: Raw -26014.794857 + Penalty 554.924760 = -25459.870098 nChanged 18 SP:Iteration 4Q (553.380000 sec): 3 clusters Score: Raw -26027.599767 + Penalty 554.924760 = -25472.675007 nChanged 11 SP:Iteration 5Q (553.390000 sec): 3 clusters Score: Raw -26034.554947 + Penalty 554.924760 = -25479.630187 nChanged 8 SP:Iteration 6Q (553.390000 sec): 3 clusters Score: Raw -26037.807128 + Penalty 554.924760 = -25482.882368 nChanged 4 SP:Iteration 7Q (553.390000 sec): 3 clusters Score: Raw -26041.146751 + Penalty 554.924760 = -25486.221991 nChanged 3 SP:Iteration 8Q (553.390000 sec): 3 clusters Score: Raw -26043.266303 + Penalty 554.924760 = -25488.341543 nChanged 3 SP:Iteration 9Q (553.390000 sec): 3 clusters Score: Raw -26046.320205 + Penalty 554.924760 = -25491.395446 nChanged 2 SP:Iteration 10Q (553.390000 sec): 3 clusters Score: Raw -26046.746101 + Penalty 554.924760 = -25491.821341 nChanged 1 SP:Iteration 11Q (553.390000 sec): 3 clusters Score: Raw -26047.420563 + Penalty 554.924760 = -25492.495804 nChanged 0 SP:Iteration 12F (553.390000 sec): 3 clusters Score: Raw -26047.420563 + Penalty 554.924760 = -25492.495804 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.390000 sec): 2 clusters Score: Raw -51418.638396 + Penalty 312.916971 = -51105.721424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.390000 sec): 3 clusters Score: Raw -50951.517663 + Penalty 625.833943 = -50325.683720 nChanged 380 SP:Iteration 1F (553.400000 sec): 3 clusters Score: Raw -51180.627788 + Penalty 625.833943 = -50554.793846 nChanged 76 SP:Iteration 2F (553.400000 sec): 3 clusters Score: Raw -51222.773402 + Penalty 625.833943 = -50596.939460 nChanged 46 SP:Iteration 3Q (553.400000 sec): 3 clusters Score: Raw -51244.372240 + Penalty 625.833943 = -50618.538297 nChanged 32 SP:Iteration 4Q (553.400000 sec): 3 clusters Score: Raw -51256.026407 + Penalty 625.833943 = -50630.192465 nChanged 23 SP:Iteration 5Q (553.400000 sec): 3 clusters Score: Raw -51266.682845 + Penalty 625.833943 = -50640.848902 nChanged 17 SP:Iteration 6Q (553.400000 sec): 3 clusters Score: Raw -51273.127502 + Penalty 625.833943 = -50647.293559 nChanged 15 SP:Iteration 7Q (553.400000 sec): 3 clusters Score: Raw -51279.647430 + Penalty 625.833943 = -50653.813487 nChanged 14 SP:Iteration 8Q (553.400000 sec): 3 clusters Score: Raw -51283.834727 + Penalty 625.833943 = -50658.000785 nChanged 9 SP:Iteration 9Q (553.400000 sec): 3 clusters Score: Raw -51287.842208 + Penalty 625.833943 = -50662.008266 nChanged 10 SP:Iteration 10Q (553.400000 sec): 3 clusters Score: Raw -51292.441054 + Penalty 625.833943 = -50666.607112 nChanged 13 SP:Iteration 11Q (553.400000 sec): 3 clusters Score: Raw -51299.322701 + Penalty 625.833943 = -50673.488758 nChanged 12 SP:Iteration 12Q (553.410000 sec): 3 clusters Score: Raw -51305.489081 + Penalty 625.833943 = -50679.655139 nChanged 14 SP:Iteration 13Q (553.410000 sec): 3 clusters Score: Raw -51311.507376 + Penalty 625.833943 = -50685.673433 nChanged 15 SP:Iteration 14Q (553.410000 sec): 3 clusters Score: Raw -51318.211293 + Penalty 625.833943 = -50692.377351 nChanged 8 SP:Iteration 15Q (553.410000 sec): 3 clusters Score: Raw -51323.853230 + Penalty 625.833943 = -50698.019287 nChanged 10 SP:Iteration 16Q (553.410000 sec): 3 clusters Score: Raw -51327.802185 + Penalty 625.833943 = -50701.968243 nChanged 8 SP:Iteration 17Q (553.410000 sec): 3 clusters Score: Raw -51333.638668 + Penalty 625.833943 = -50707.804726 nChanged 9 SP:Iteration 18Q (553.410000 sec): 3 clusters Score: Raw -51340.278099 + Penalty 625.833943 = -50714.444156 nChanged 7 SP:Iteration 19Q (553.420000 sec): 3 clusters Score: Raw -51343.005068 + Penalty 625.833943 = -50717.171125 nChanged 5 SP:Iteration 20F (553.420000 sec): 3 clusters Score: Raw -51345.252433 + Penalty 625.833943 = -50719.418490 nChanged 3 SP:Iteration 21Q (553.420000 sec): 3 clusters Score: Raw -51346.182296 + Penalty 625.833943 = -50720.348354 nChanged 5 SP:Iteration 22Q (553.420000 sec): 3 clusters Score: Raw -51350.169446 + Penalty 625.833943 = -50724.335504 nChanged 4 SP:Iteration 23Q (553.420000 sec): 3 clusters Score: Raw -51352.353013 + Penalty 625.833943 = -50726.519070 nChanged 4 SP:Iteration 24Q (553.420000 sec): 3 clusters Score: Raw -51353.962478 + Penalty 625.833943 = -50728.128535 nChanged 1 SP:Iteration 25Q (553.420000 sec): 3 clusters Score: Raw -51354.799141 + Penalty 625.833943 = -50728.965199 nChanged 2 SP:Iteration 26Q (553.420000 sec): 3 clusters Score: Raw -51356.808735 + Penalty 625.833943 = -50730.974792 nChanged 4 SP:Iteration 27Q (553.420000 sec): 3 clusters Score: Raw -51360.504600 + Penalty 625.833943 = -50734.670658 nChanged 9 SP:Iteration 28Q (553.420000 sec): 3 clusters Score: Raw -51364.411207 + Penalty 625.833943 = -50738.577265 nChanged 10 SP:Iteration 29Q (553.420000 sec): 3 clusters Score: Raw -51369.915526 + Penalty 625.833943 = -50744.081583 nChanged 10 SP:Iteration 30Q (553.420000 sec): 3 clusters Score: Raw -51378.338281 + Penalty 625.833943 = -50752.504339 nChanged 9 SP:Iteration 31Q (553.430000 sec): 3 clusters Score: Raw -51385.547059 + Penalty 625.833943 = -50759.713117 nChanged 9 SP:Iteration 32Q (553.430000 sec): 3 clusters Score: Raw -51392.479770 + Penalty 625.833943 = -50766.645828 nChanged 6 SP:Iteration 33Q (553.430000 sec): 3 clusters Score: Raw -51396.136609 + Penalty 625.833943 = -50770.302666 nChanged 5 SP:Iteration 34Q (553.430000 sec): 3 clusters Score: Raw -51399.562805 + Penalty 625.833943 = -50773.728862 nChanged 11 SP:Iteration 35Q (553.430000 sec): 3 clusters Score: Raw -51406.778468 + Penalty 625.833943 = -50780.944525 nChanged 11 SP:Iteration 36Q (553.430000 sec): 3 clusters Score: Raw -51413.641910 + Penalty 625.833943 = -50787.807968 nChanged 9 SP:Iteration 37Q (553.430000 sec): 3 clusters Score: Raw -51415.988448 + Penalty 625.833943 = -50790.154506 nChanged 3 SP:Iteration 38Q (553.440000 sec): 3 clusters Score: Raw -51417.014946 + Penalty 625.833943 = -50791.181003 nChanged 1 SP:Iteration 39Q (553.440000 sec): 3 clusters Score: Raw -51417.182762 + Penalty 625.833943 = -50791.348819 nChanged 0 SP:Iteration 40F (553.440000 sec): 3 clusters Score: Raw -51417.182762 + Penalty 625.833943 = -50791.348819 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.440000 sec): 2 clusters Score: Raw -11147.811911 + Penalty 243.724675 = -10904.087235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.440000 sec): 3 clusters Score: Raw -11096.109004 + Penalty 487.449351 = -10608.659653 nChanged 61 SP:Iteration 1F (553.440000 sec): 3 clusters Score: Raw -11182.761740 + Penalty 487.449351 = -10695.312389 nChanged 23 SP:Iteration 2F (553.440000 sec): 3 clusters Score: Raw -11243.431135 + Penalty 487.449351 = -10755.981784 nChanged 12 SP:Iteration 3F (553.440000 sec): 3 clusters Score: Raw -11273.794747 + Penalty 487.449351 = -10786.345396 nChanged 5 SP:Iteration 4Q (553.440000 sec): 3 clusters Score: Raw -11289.026235 + Penalty 487.449351 = -10801.576884 nChanged 3 SP:Iteration 5Q (553.440000 sec): 3 clusters Score: Raw -11294.803751 + Penalty 487.449351 = -10807.354400 nChanged 2 SP:Iteration 6Q (553.440000 sec): 3 clusters Score: Raw -11299.341185 + Penalty 487.449351 = -10811.891834 nChanged 4 SP:Iteration 7Q (553.440000 sec): 3 clusters Score: Raw -11309.478390 + Penalty 487.449351 = -10822.029039 nChanged 2 SP:Iteration 8Q (553.440000 sec): 3 clusters Score: Raw -11312.086234 + Penalty 487.449351 = -10824.636883 nChanged 2 SP:Iteration 9Q (553.440000 sec): 3 clusters Score: Raw -11315.494540 + Penalty 487.449351 = -10828.045189 nChanged 2 SP:Iteration 10Q (553.440000 sec): 3 clusters Score: Raw -11326.891263 + Penalty 487.449351 = -10839.441912 nChanged 2 SP:Iteration 11Q (553.440000 sec): 3 clusters Score: Raw -11352.247563 + Penalty 487.449351 = -10864.798212 nChanged 2 SP:Iteration 12Q (553.440000 sec): 3 clusters Score: Raw -11365.960095 + Penalty 487.449351 = -10878.510744 nChanged 2 SP:Iteration 13Q (553.440000 sec): 3 clusters Score: Raw -11370.016732 + Penalty 487.449351 = -10882.567381 nChanged 0 SP:Iteration 14F (553.440000 sec): 3 clusters Score: Raw -11370.016732 + Penalty 487.449351 = -10882.567381 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.440000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.440000 sec): 3 clusters Score: Raw -16638.956850 + Penalty 513.090275 = -16125.866575 nChanged 90 SP:Iteration 1F (553.440000 sec): 3 clusters Score: Raw -16713.663897 + Penalty 513.090275 = -16200.573622 nChanged 12 SP:Iteration 2Q (553.440000 sec): 3 clusters Score: Raw -16724.670214 + Penalty 513.090275 = -16211.579939 nChanged 8 SP:Iteration 3Q (553.440000 sec): 3 clusters Score: Raw -16730.014891 + Penalty 513.090275 = -16216.924616 nChanged 9 SP:Iteration 4Q (553.440000 sec): 3 clusters Score: Raw -16737.182865 + Penalty 513.090275 = -16224.092590 nChanged 4 SP:Iteration 5Q (553.440000 sec): 3 clusters Score: Raw -16740.056708 + Penalty 513.090275 = -16226.966434 nChanged 6 SP:Iteration 6Q (553.440000 sec): 3 clusters Score: Raw -16743.653517 + Penalty 513.090275 = -16230.563242 nChanged 4 SP:Iteration 7Q (553.440000 sec): 3 clusters Score: Raw -16747.195521 + Penalty 513.090275 = -16234.105246 nChanged 5 SP:Iteration 8Q (553.450000 sec): 3 clusters Score: Raw -16753.877188 + Penalty 513.090275 = -16240.786913 nChanged 2 SP:Iteration 9Q (553.450000 sec): 3 clusters Score: Raw -16757.566639 + Penalty 513.090275 = -16244.476364 nChanged 2 SP:Iteration 10Q (553.450000 sec): 3 clusters Score: Raw -16760.394148 + Penalty 513.090275 = -16247.303873 nChanged 2 SP:Iteration 11Q (553.450000 sec): 3 clusters Score: Raw -16764.945391 + Penalty 513.090275 = -16251.855116 nChanged 2 SP:Iteration 12Q (553.450000 sec): 3 clusters Score: Raw -16766.331201 + Penalty 513.090275 = -16253.240926 nChanged 0 SP:Iteration 13F (553.450000 sec): 3 clusters Score: Raw -16766.331201 + Penalty 513.090275 = -16253.240926 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.450000 sec): 2 clusters Score: Raw -9109.085603 + Penalty 239.452404 = -8869.633200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.450000 sec): 3 clusters Score: Raw -9119.926496 + Penalty 478.904807 = -8641.021689 nChanged 58 SP:Iteration 1F (553.450000 sec): 3 clusters Score: Raw -9219.867051 + Penalty 478.904807 = -8740.962244 nChanged 17 SP:Iteration 2F (553.450000 sec): 3 clusters Score: Raw -9272.595430 + Penalty 478.904807 = -8793.690622 nChanged 12 SP:Iteration 3F (553.450000 sec): 3 clusters Score: Raw -9319.166557 + Penalty 478.904807 = -8840.261750 nChanged 7 SP:Iteration 4Q (553.450000 sec): 3 clusters Score: Raw -9350.048104 + Penalty 478.904807 = -8871.143297 nChanged 3 SP:Iteration 5Q (553.450000 sec): 3 clusters Score: Raw -9372.440905 + Penalty 478.904807 = -8893.536098 nChanged 3 SP:Iteration 6Q (553.450000 sec): 3 clusters Score: Raw -9381.161563 + Penalty 478.904807 = -8902.256756 nChanged 4 SP:Iteration 7Q (553.450000 sec): 3 clusters Score: Raw -9402.430391 + Penalty 478.904807 = -8923.525584 nChanged 4 SP:Iteration 8Q (553.450000 sec): 3 clusters Score: Raw -9450.267278 + Penalty 478.904807 = -8971.362471 nChanged 5 SP:Iteration 9Q (553.450000 sec): 3 clusters Score: Raw -9459.239377 + Penalty 478.904807 = -8980.334569 nChanged 2 SP:Iteration 10Q (553.450000 sec): 3 clusters Score: Raw -9463.266024 + Penalty 478.904807 = -8984.361217 nChanged 2 SP:Iteration 11Q (553.450000 sec): 3 clusters Score: Raw -9464.948593 + Penalty 478.904807 = -8986.043786 nChanged 0 SP:Iteration 12F (553.450000 sec): 3 clusters Score: Raw -9464.948593 + Penalty 478.904807 = -8986.043786 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.460000 sec): 2 clusters Score: Raw -11378.779075 + Penalty 241.073440 = -11137.705634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.460000 sec): 3 clusters Score: Raw -11324.642035 + Penalty 482.146880 = -10842.495154 nChanged 47 SP:Iteration 1F (553.460000 sec): 3 clusters Score: Raw -11391.442836 + Penalty 482.146880 = -10909.295956 nChanged 9 SP:Iteration 2Q (553.460000 sec): 3 clusters Score: Raw -11404.112912 + Penalty 482.146880 = -10921.966031 nChanged 11 SP:Iteration 3F (553.460000 sec): 3 clusters Score: Raw -11424.336719 + Penalty 482.146880 = -10942.189839 nChanged 4 SP:Iteration 4Q (553.460000 sec): 3 clusters Score: Raw -11429.234564 + Penalty 482.146880 = -10947.087683 nChanged 3 SP:Iteration 5Q (553.460000 sec): 3 clusters Score: Raw -11434.077793 + Penalty 482.146880 = -10951.930913 nChanged 2 SP:Iteration 6Q (553.460000 sec): 3 clusters Score: Raw -11441.348677 + Penalty 482.146880 = -10959.201796 nChanged 4 SP:Iteration 7Q (553.460000 sec): 3 clusters Score: Raw -11448.191963 + Penalty 482.146880 = -10966.045082 nChanged 3 SP:Iteration 8Q (553.460000 sec): 3 clusters Score: Raw -11451.935821 + Penalty 482.146880 = -10969.788941 nChanged 1 SP:Iteration 9Q (553.460000 sec): 3 clusters Score: Raw -11452.213529 + Penalty 482.146880 = -10970.066649 nChanged 0 SP:Iteration 10F (553.460000 sec): 3 clusters Score: Raw -11452.213529 + Penalty 482.146880 = -10970.066649 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.460000 sec): 2 clusters Score: Raw -7059.635398 + Penalty 222.510885 = -6837.124512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.460000 sec): 3 clusters Score: Raw -7121.862060 + Penalty 445.021771 = -6676.840290 nChanged 32 SP:Iteration 1F (553.460000 sec): 3 clusters Score: Raw -7178.295663 + Penalty 445.021771 = -6733.273892 nChanged 11 SP:Iteration 2F (553.460000 sec): 3 clusters Score: Raw -7190.552051 + Penalty 445.021771 = -6745.530280 nChanged 2 SP:Iteration 3Q (553.460000 sec): 3 clusters Score: Raw -7195.554690 + Penalty 445.021771 = -6750.532920 nChanged 3 SP:Iteration 4Q (553.460000 sec): 3 clusters Score: Raw -7200.810435 + Penalty 445.021771 = -6755.788664 nChanged 2 SP:Iteration 5Q (553.460000 sec): 3 clusters Score: Raw -7204.426374 + Penalty 445.021771 = -6759.404603 nChanged 1 SP:Iteration 6Q (553.460000 sec): 3 clusters Score: Raw -7208.193542 + Penalty 445.021771 = -6763.171772 nChanged 3 SP:Iteration 7Q (553.460000 sec): 3 clusters Score: Raw -7212.885517 + Penalty 445.021771 = -6767.863746 nChanged 1 SP:Iteration 8Q (553.460000 sec): 3 clusters Score: Raw -7213.682635 + Penalty 445.021771 = -6768.660865 nChanged 3 SP:Iteration 9Q (553.460000 sec): 3 clusters Score: Raw -7216.963310 + Penalty 445.021771 = -6771.941539 nChanged 4 SP:Iteration 10Q (553.460000 sec): 3 clusters Score: Raw -7221.762097 + Penalty 445.021771 = -6776.740326 nChanged 2 SP:Iteration 11Q (553.460000 sec): 3 clusters Score: Raw -7226.463533 + Penalty 445.021771 = -6781.441763 nChanged 5 SP:Iteration 12Q (553.460000 sec): 3 clusters Score: Raw -7235.485949 + Penalty 445.021771 = -6790.464178 nChanged 3 SP:Iteration 13Q (553.460000 sec): 3 clusters Score: Raw -7245.445749 + Penalty 445.021771 = -6800.423978 nChanged 4 SP:Iteration 14Q (553.460000 sec): 3 clusters Score: Raw -7261.266655 + Penalty 445.021771 = -6816.244884 nChanged 0 SP:Iteration 15F (553.460000 sec): 3 clusters Score: Raw -7261.266655 + Penalty 445.021771 = -6816.244884 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.460000 sec): 2 clusters Score: Raw -24428.725245 + Penalty 272.838570 = -24155.886675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.460000 sec): 3 clusters Score: Raw -24261.351207 + Penalty 545.677140 = -23715.674067 nChanged 145 SP:Iteration 1F (553.460000 sec): 3 clusters Score: Raw -24376.344514 + Penalty 545.677140 = -23830.667374 nChanged 29 SP:Iteration 2F (553.460000 sec): 3 clusters Score: Raw -24403.902967 + Penalty 545.677140 = -23858.225827 nChanged 16 SP:Iteration 3Q (553.460000 sec): 3 clusters Score: Raw -24420.978687 + Penalty 545.677140 = -23875.301547 nChanged 10 SP:Iteration 4Q (553.460000 sec): 3 clusters Score: Raw -24430.530249 + Penalty 545.677140 = -23884.853109 nChanged 6 SP:Iteration 5Q (553.460000 sec): 3 clusters Score: Raw -24436.354018 + Penalty 545.677140 = -23890.676878 nChanged 7 SP:Iteration 6Q (553.470000 sec): 3 clusters Score: Raw -24441.233682 + Penalty 545.677140 = -23895.556541 nChanged 4 SP:Iteration 7Q (553.470000 sec): 3 clusters Score: Raw -24444.421765 + Penalty 545.677140 = -23898.744625 nChanged 5 SP:Iteration 8Q (553.470000 sec): 3 clusters Score: Raw -24446.050929 + Penalty 545.677140 = -23900.373789 nChanged 0 SP:Iteration 9F (553.470000 sec): 3 clusters Score: Raw -24446.050929 + Penalty 545.677140 = -23900.373789 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.470000 sec): 2 clusters Score: Raw -10670.176796 + Penalty 237.279577 = -10432.897219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.470000 sec): 3 clusters Score: Raw -10620.884602 + Penalty 474.559154 = -10146.325448 nChanged 44 SP:Iteration 1F (553.470000 sec): 3 clusters Score: Raw -10662.963160 + Penalty 474.559154 = -10188.404006 nChanged 12 SP:Iteration 2F (553.470000 sec): 3 clusters Score: Raw -10683.891349 + Penalty 474.559154 = -10209.332195 nChanged 5 SP:Iteration 3Q (553.470000 sec): 3 clusters Score: Raw -10688.872939 + Penalty 474.559154 = -10214.313785 nChanged 2 SP:Iteration 4Q (553.470000 sec): 3 clusters Score: Raw -10693.603537 + Penalty 474.559154 = -10219.044383 nChanged 4 SP:Iteration 5Q (553.470000 sec): 3 clusters Score: Raw -10702.221076 + Penalty 474.559154 = -10227.661922 nChanged 3 SP:Iteration 6Q (553.470000 sec): 3 clusters Score: Raw -10709.624981 + Penalty 474.559154 = -10235.065828 nChanged 2 SP:Iteration 7Q (553.470000 sec): 3 clusters Score: Raw -10714.692725 + Penalty 474.559154 = -10240.133571 nChanged 0 SP:Iteration 8F (553.470000 sec): 3 clusters Score: Raw -10714.692725 + Penalty 474.559154 = -10240.133571 nChanged 0 Iteration 139Q (558.160000 sec): 52 clusters Score: Raw -23861684.833251 + Penalty 30025.530338 = -23831659.302912 nChanged 83 Iteration 140F (567.440000 sec): 52 clusters Score: Raw -23861826.672475 + Penalty 30025.530338 = -23831801.142136 nChanged 100 Iteration 141Q (572.190000 sec): 52 clusters Score: Raw -23862450.963352 + Penalty 30025.530338 = -23832425.433014 nChanged 96 Iteration 142Q (576.700000 sec): 52 clusters Score: Raw -23862520.004325 + Penalty 30025.530338 = -23832494.473987 nChanged 81 Iteration 143Q (581.170000 sec): 52 clusters Score: Raw -23862589.367535 + Penalty 30025.530338 = -23832563.837197 nChanged 78 Iteration 144Q (585.640000 sec): 52 clusters Score: Raw -23862621.636512 + Penalty 30025.530338 = -23832596.106174 nChanged 50 Iteration 145Q (590.110000 sec): 52 clusters Score: Raw -23862636.477408 + Penalty 30025.530338 = -23832610.947069 nChanged 47 Iteration 146Q (594.580000 sec): 52 clusters Score: Raw -23862652.391973 + Penalty 30025.530338 = -23832626.861635 nChanged 33 Iteration 147Q (599.050000 sec): 52 clusters Score: Raw -23862665.368639 + Penalty 30025.530338 = -23832639.838301 nChanged 36 Iteration 148Q (603.770000 sec): 52 clusters Score: Raw -23862670.535657 + Penalty 30025.530338 = -23832645.005319 nChanged 28 Iteration 149Q (608.380000 sec): 52 clusters Score: Raw -23862674.506175 + Penalty 30025.530338 = -23832648.975837 nChanged 24 Iteration 150Q (613.010000 sec): 52 clusters Score: Raw -23862677.747836 + Penalty 30025.530338 = -23832652.217498 nChanged 22 Iteration 151Q (617.650000 sec): 52 clusters Score: Raw -23862681.097021 + Penalty 30025.530338 = -23832655.566682 nChanged 10 Iteration 152Q (622.270000 sec): 52 clusters Score: Raw -23862681.813045 + Penalty 30025.530338 = -23832656.282706 nChanged 10 Iteration 153Q (626.920000 sec): 52 clusters Score: Raw -23862683.136139 + Penalty 30025.530338 = -23832657.605800 nChanged 11 Iteration 154Q (631.530000 sec): 52 clusters Score: Raw -23862684.267819 + Penalty 30025.530338 = -23832658.737480 nChanged 13 Iteration 155Q (636.180000 sec): 52 clusters Score: Raw -23862685.125607 + Penalty 30025.530338 = -23832659.595268 nChanged 17 Iteration 156Q (640.780000 sec): 52 clusters Score: Raw -23862686.866522 + Penalty 30025.530338 = -23832661.336183 nChanged 17 Iteration 157Q (645.400000 sec): 52 clusters Score: Raw -23862687.836902 + Penalty 30025.530338 = -23832662.306564 nChanged 8 Iteration 158Q (650.050000 sec): 52 clusters Score: Raw -23862688.078989 + Penalty 30025.530338 = -23832662.548650 nChanged 7 Iteration 159Q (654.670000 sec): 52 clusters Score: Raw -23862688.390338 + Penalty 30025.530338 = -23832662.860000 nChanged 8 Iteration 160F (664.070000 sec): 52 clusters Score: Raw -23864857.931490 + Penalty 30025.530338 = -23834832.401151 nChanged 146 Iteration 161Q (668.710000 sec): 52 clusters Score: Raw -23867652.553133 + Penalty 30025.530338 = -23837627.022795 nChanged 44 Iteration 162Q (673.330000 sec): 52 clusters Score: Raw -23867754.951356 + Penalty 30025.530338 = -23837729.421018 nChanged 18 Iteration 163Q (677.960000 sec): 52 clusters Score: Raw -23867777.127605 + Penalty 30025.530338 = -23837751.597266 nChanged 11 Iteration 164Q (682.560000 sec): 52 clusters Score: Raw -23867792.191960 + Penalty 30025.530338 = -23837766.661622 nChanged 6 Iteration 165Q (687.010000 sec): 52 clusters Score: Raw -23867809.090089 + Penalty 30025.530338 = -23837783.559751 nChanged 1 Iteration 166Q (691.440000 sec): 52 clusters Score: Raw -23867809.168846 + Penalty 30025.530338 = -23837783.638508 nChanged 1 Iteration 167Q (695.900000 sec): 52 clusters Score: Raw -23867809.263743 + Penalty 30025.530338 = -23837783.733405 nChanged 0 Iteration 168F (704.450000 sec): 52 clusters Score: Raw -23870398.875924 + Penalty 30025.530338 = -23840373.345586 nChanged 95 Iteration 169Q (708.870000 sec): 52 clusters Score: Raw -23870989.545143 + Penalty 30025.530338 = -23840964.014804 nChanged 14 Iteration 170Q (713.310000 sec): 52 clusters Score: Raw -23871137.903289 + Penalty 30025.530338 = -23841112.372951 nChanged 2 Iteration 171Q (717.720000 sec): 52 clusters Score: Raw -23871165.054198 + Penalty 30025.530338 = -23841139.523859 nChanged 0 Iteration 172F (726.510000 sec): 52 clusters Score: Raw -23873252.017749 + Penalty 30025.530338 = -23843226.487410 nChanged 115 Iteration 173Q (730.950000 sec): 52 clusters Score: Raw -23875621.901903 + Penalty 30025.530338 = -23845596.371565 nChanged 28 Iteration 174Q (735.410000 sec): 52 clusters Score: Raw -23875727.538693 + Penalty 30025.530338 = -23845702.008355 nChanged 3 Iteration 175Q (739.870000 sec): 52 clusters Score: Raw -23875731.220079 + Penalty 30025.530338 = -23845705.689741 nChanged 0 Iteration 176F (748.390000 sec): 52 clusters Score: Raw -23879205.347033 + Penalty 30025.530338 = -23849179.816694 nChanged 154 Iteration 177Q (752.830000 sec): 52 clusters Score: Raw -23880500.778255 + Penalty 30025.530338 = -23850475.247917 nChanged 3 Iteration 178Q (757.250000 sec): 52 clusters Score: Raw -23880503.059471 + Penalty 30025.530338 = -23850477.529133 nChanged 0 Writing temp clu file Because OldScore, -23850475.247917, is greater than current (better) Score,-23850477.529133 Compute initial score before splitting: Score: Raw -23880503.059471 + Penalty 30025.530338 = -23850477.529133 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.340000 sec): 2 clusters Score: Raw -22223.527123 + Penalty 270.397372 = -21953.129751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.340000 sec): 3 clusters Score: Raw -22072.632461 + Penalty 540.794743 = -21531.837718 nChanged 127 SP:Iteration 1F (757.340000 sec): 3 clusters Score: Raw -22166.520670 + Penalty 540.794743 = -21625.725927 nChanged 31 SP:Iteration 2F (757.340000 sec): 3 clusters Score: Raw -22197.500258 + Penalty 540.794743 = -21656.705515 nChanged 19 SP:Iteration 3Q (757.340000 sec): 3 clusters Score: Raw -22222.139061 + Penalty 540.794743 = -21681.344318 nChanged 12 SP:Iteration 4Q (757.340000 sec): 3 clusters Score: Raw -22234.719681 + Penalty 540.794743 = -21693.924938 nChanged 10 SP:Iteration 5Q (757.340000 sec): 3 clusters Score: Raw -22242.388876 + Penalty 540.794743 = -21701.594133 nChanged 5 SP:Iteration 6Q (757.340000 sec): 3 clusters Score: Raw -22245.922471 + Penalty 540.794743 = -21705.127728 nChanged 5 SP:Iteration 7Q (757.340000 sec): 3 clusters Score: Raw -22250.243382 + Penalty 540.794743 = -21709.448639 nChanged 4 SP:Iteration 8Q (757.340000 sec): 3 clusters Score: Raw -22255.824219 + Penalty 540.794743 = -21715.029476 nChanged 4 SP:Iteration 9Q (757.340000 sec): 3 clusters Score: Raw -22265.197857 + Penalty 540.794743 = -21724.403113 nChanged 6 SP:Iteration 10Q (757.340000 sec): 3 clusters Score: Raw -22272.073680 + Penalty 540.794743 = -21731.278937 nChanged 4 SP:Iteration 11Q (757.350000 sec): 3 clusters Score: Raw -22278.168127 + Penalty 540.794743 = -21737.373384 nChanged 5 SP:Iteration 12Q (757.350000 sec): 3 clusters Score: Raw -22283.973217 + Penalty 540.794743 = -21743.178473 nChanged 5 SP:Iteration 13Q (757.350000 sec): 3 clusters Score: Raw -22288.134561 + Penalty 540.794743 = -21747.339818 nChanged 2 SP:Iteration 14Q (757.350000 sec): 3 clusters Score: Raw -22289.049241 + Penalty 540.794743 = -21748.254498 nChanged 1 SP:Iteration 15Q (757.350000 sec): 3 clusters Score: Raw -22289.631217 + Penalty 540.794743 = -21748.836474 nChanged 0 SP:Iteration 16F (757.350000 sec): 3 clusters Score: Raw -22289.631217 + Penalty 540.794743 = -21748.836474 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.350000 sec): 2 clusters Score: Raw -17495.872106 + Penalty 261.452245 = -17234.419861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.350000 sec): 3 clusters Score: Raw -17384.848226 + Penalty 522.904490 = -16861.943736 nChanged 110 SP:Iteration 1F (757.350000 sec): 3 clusters Score: Raw -17469.682953 + Penalty 522.904490 = -16946.778463 nChanged 24 SP:Iteration 2F (757.350000 sec): 3 clusters Score: Raw -17496.091120 + Penalty 522.904490 = -16973.186629 nChanged 15 SP:Iteration 3Q (757.350000 sec): 3 clusters Score: Raw -17512.906428 + Penalty 522.904490 = -16990.001937 nChanged 9 SP:Iteration 4Q (757.350000 sec): 3 clusters Score: Raw -17523.331912 + Penalty 522.904490 = -17000.427422 nChanged 6 SP:Iteration 5Q (757.350000 sec): 3 clusters Score: Raw -17531.109092 + Penalty 522.904490 = -17008.204602 nChanged 5 SP:Iteration 6Q (757.350000 sec): 3 clusters Score: Raw -17535.862858 + Penalty 522.904490 = -17012.958368 nChanged 4 SP:Iteration 7Q (757.350000 sec): 3 clusters Score: Raw -17540.985256 + Penalty 522.904490 = -17018.080765 nChanged 4 SP:Iteration 8Q (757.350000 sec): 3 clusters Score: Raw -17550.746968 + Penalty 522.904490 = -17027.842478 nChanged 4 SP:Iteration 9Q (757.350000 sec): 3 clusters Score: Raw -17554.456935 + Penalty 522.904490 = -17031.552445 nChanged 2 SP:Iteration 10Q (757.350000 sec): 3 clusters Score: Raw -17556.132235 + Penalty 522.904490 = -17033.227745 nChanged 2 SP:Iteration 11Q (757.350000 sec): 3 clusters Score: Raw -17557.578315 + Penalty 522.904490 = -17034.673825 nChanged 2 SP:Iteration 12Q (757.350000 sec): 3 clusters Score: Raw -17560.923620 + Penalty 522.904490 = -17038.019129 nChanged 1 SP:Iteration 13Q (757.350000 sec): 3 clusters Score: Raw -17561.661326 + Penalty 522.904490 = -17038.756836 nChanged 0 SP:Iteration 14F (757.350000 sec): 3 clusters Score: Raw -17561.661326 + Penalty 522.904490 = -17038.756836 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.360000 sec): 2 clusters Score: Raw -114382.207229 + Penalty 344.455168 = -114037.752061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.360000 sec): 3 clusters Score: Raw -113317.085297 + Penalty 688.910336 = -112628.174961 nChanged 829 SP:Iteration 1F (757.360000 sec): 3 clusters Score: Raw -113763.618674 + Penalty 688.910336 = -113074.708338 nChanged 119 SP:Iteration 2F (757.370000 sec): 3 clusters Score: Raw -113828.599955 + Penalty 688.910336 = -113139.689619 nChanged 117 SP:Iteration 3F (757.370000 sec): 3 clusters Score: Raw -113883.462491 + Penalty 688.910336 = -113194.552155 nChanged 99 SP:Iteration 4F (757.370000 sec): 3 clusters Score: Raw -113926.508492 + Penalty 688.910336 = -113237.598156 nChanged 76 SP:Iteration 5Q (757.370000 sec): 3 clusters Score: Raw -113958.799631 + Penalty 688.910336 = -113269.889295 nChanged 73 SP:Iteration 6Q (757.370000 sec): 3 clusters Score: Raw -113989.514877 + Penalty 688.910336 = -113300.604541 nChanged 76 SP:Iteration 7Q (757.370000 sec): 3 clusters Score: Raw -114030.617867 + Penalty 688.910336 = -113341.707531 nChanged 69 SP:Iteration 8Q (757.380000 sec): 3 clusters Score: Raw -114075.730746 + Penalty 688.910336 = -113386.820411 nChanged 70 SP:Iteration 9Q (757.380000 sec): 3 clusters Score: Raw -114129.100079 + Penalty 688.910336 = -113440.189743 nChanged 62 SP:Iteration 10Q (757.380000 sec): 3 clusters Score: Raw -114177.948639 + Penalty 688.910336 = -113489.038303 nChanged 60 SP:Iteration 11Q (757.380000 sec): 3 clusters Score: Raw -114214.851620 + Penalty 688.910336 = -113525.941284 nChanged 48 SP:Iteration 12Q (757.390000 sec): 3 clusters Score: Raw -114247.385886 + Penalty 688.910336 = -113558.475550 nChanged 41 SP:Iteration 13Q (757.390000 sec): 3 clusters Score: Raw -114277.830971 + Penalty 688.910336 = -113588.920635 nChanged 34 SP:Iteration 14Q (757.390000 sec): 3 clusters Score: Raw -114301.426882 + Penalty 688.910336 = -113612.516547 nChanged 35 SP:Iteration 15Q (757.390000 sec): 3 clusters Score: Raw -114322.972116 + Penalty 688.910336 = -113634.061780 nChanged 24 SP:Iteration 16Q (757.390000 sec): 3 clusters Score: Raw -114330.596436 + Penalty 688.910336 = -113641.686100 nChanged 13 SP:Iteration 17Q (757.390000 sec): 3 clusters Score: Raw -114335.798528 + Penalty 688.910336 = -113646.888192 nChanged 10 SP:Iteration 18Q (757.400000 sec): 3 clusters Score: Raw -114339.225458 + Penalty 688.910336 = -113650.315122 nChanged 10 SP:Iteration 19Q (757.400000 sec): 3 clusters Score: Raw -114345.130016 + Penalty 688.910336 = -113656.219680 nChanged 9 SP:Iteration 20F (757.400000 sec): 3 clusters Score: Raw -114352.451276 + Penalty 688.910336 = -113663.540940 nChanged 9 SP:Iteration 21Q (757.400000 sec): 3 clusters Score: Raw -114358.031740 + Penalty 688.910336 = -113669.121404 nChanged 11 SP:Iteration 22Q (757.410000 sec): 3 clusters Score: Raw -114364.113030 + Penalty 688.910336 = -113675.202694 nChanged 7 SP:Iteration 23Q (757.410000 sec): 3 clusters Score: Raw -114367.148073 + Penalty 688.910336 = -113678.237737 nChanged 9 SP:Iteration 24Q (757.410000 sec): 3 clusters Score: Raw -114371.354640 + Penalty 688.910336 = -113682.444304 nChanged 7 SP:Iteration 25Q (757.410000 sec): 3 clusters Score: Raw -114374.238712 + Penalty 688.910336 = -113685.328376 nChanged 3 SP:Iteration 26Q (757.410000 sec): 3 clusters Score: Raw -114375.985447 + Penalty 688.910336 = -113687.075111 nChanged 5 SP:Iteration 27Q (757.410000 sec): 3 clusters Score: Raw -114377.882371 + Penalty 688.910336 = -113688.972035 nChanged 2 SP:Iteration 28Q (757.420000 sec): 3 clusters Score: Raw -114378.413825 + Penalty 688.910336 = -113689.503489 nChanged 3 SP:Iteration 29Q (757.420000 sec): 3 clusters Score: Raw -114379.876460 + Penalty 688.910336 = -113690.966124 nChanged 2 SP:Iteration 30Q (757.420000 sec): 3 clusters Score: Raw -114380.063297 + Penalty 688.910336 = -113691.152961 nChanged 2 SP:Iteration 31Q (757.420000 sec): 3 clusters Score: Raw -114380.699622 + Penalty 688.910336 = -113691.789286 nChanged 3 SP:Iteration 32Q (757.430000 sec): 3 clusters Score: Raw -114381.315752 + Penalty 688.910336 = -113692.405416 nChanged 0 SP:Iteration 33F (757.430000 sec): 3 clusters Score: Raw -114381.315752 + Penalty 688.910336 = -113692.405416 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (40993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (757.490000 sec): 2 clusters Score: Raw -2330358.918286 + Penalty 483.262625 = -2329875.655661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (757.550000 sec): 3 clusters Score: Raw -2303330.182639 + Penalty 966.525251 = -2302363.657389 nChanged 19847 SP:Iteration 1F (757.600000 sec): 3 clusters Score: Raw -2315578.169345 + Penalty 966.525251 = -2314611.644094 nChanged 1727 SP:Iteration 2Q (757.650000 sec): 3 clusters Score: Raw -2316312.205227 + Penalty 966.525251 = -2315345.679977 nChanged 2100 SP:Iteration 3F (757.700000 sec): 3 clusters Score: Raw -2317542.486510 + Penalty 966.525251 = -2316575.961259 nChanged 2693 SP:Iteration 4F (757.750000 sec): 3 clusters Score: Raw -2319569.225654 + Penalty 966.525251 = -2318602.700403 nChanged 3120 SP:Iteration 5F (757.800000 sec): 3 clusters Score: Raw -2322344.543475 + Penalty 966.525251 = -2321378.018224 nChanged 3060 SP:Iteration 6F (757.850000 sec): 3 clusters Score: Raw -2325145.734584 + Penalty 966.525251 = -2324179.209334 nChanged 2433 SP:Iteration 7F (757.900000 sec): 3 clusters Score: Raw -2327381.422302 + Penalty 966.525251 = -2326414.897051 nChanged 1692 SP:Iteration 8Q (757.950000 sec): 3 clusters Score: Raw -2328907.864546 + Penalty 966.525251 = -2327941.339295 nChanged 958 SP:Iteration 9Q (757.990000 sec): 3 clusters Score: Raw -2329722.149386 + Penalty 966.525251 = -2328755.624136 nChanged 486 SP:Iteration 10Q (758.030000 sec): 3 clusters Score: Raw -2330110.591760 + Penalty 966.525251 = -2329144.066510 nChanged 215 SP:Iteration 11Q (758.070000 sec): 3 clusters Score: Raw -2330276.838562 + Penalty 966.525251 = -2329310.313312 nChanged 101 SP:Iteration 12Q (758.110000 sec): 3 clusters Score: Raw -2330360.169587 + Penalty 966.525251 = -2329393.644336 nChanged 41 SP:Iteration 13Q (758.150000 sec): 3 clusters Score: Raw -2330392.341948 + Penalty 966.525251 = -2329425.816698 nChanged 26 SP:Iteration 14Q (758.190000 sec): 3 clusters Score: Raw -2330414.709226 + Penalty 966.525251 = -2329448.183976 nChanged 15 SP:Iteration 15Q (758.230000 sec): 3 clusters Score: Raw -2330426.813719 + Penalty 966.525251 = -2329460.288468 nChanged 5 SP:Iteration 16Q (758.270000 sec): 3 clusters Score: Raw -2330430.752391 + Penalty 966.525251 = -2329464.227140 nChanged 3 SP:Iteration 17Q (758.310000 sec): 3 clusters Score: Raw -2330431.738457 + Penalty 966.525251 = -2329465.213207 nChanged 3 SP:Iteration 18Q (758.350000 sec): 3 clusters Score: Raw -2330432.478017 + Penalty 966.525251 = -2329465.952766 nChanged 3 SP:Iteration 19Q (758.390000 sec): 3 clusters Score: Raw -2330433.624763 + Penalty 966.525251 = -2329467.099512 nChanged 6 SP:Iteration 20F (758.440000 sec): 3 clusters Score: Raw -2330437.630727 + Penalty 966.525251 = -2329471.105476 nChanged 3 SP:Iteration 21Q (758.480000 sec): 3 clusters Score: Raw -2330442.460793 + Penalty 966.525251 = -2329475.935542 nChanged 4 SP:Iteration 22Q (758.520000 sec): 3 clusters Score: Raw -2330445.779236 + Penalty 966.525251 = -2329479.253985 nChanged 4 SP:Iteration 23Q (758.550000 sec): 3 clusters Score: Raw -2330449.103309 + Penalty 966.525251 = -2329482.578058 nChanged 2 SP:Iteration 24Q (758.590000 sec): 3 clusters Score: Raw -2330451.058248 + Penalty 966.525251 = -2329484.532998 nChanged 1 SP:Iteration 25Q (758.630000 sec): 3 clusters Score: Raw -2330452.640498 + Penalty 966.525251 = -2329486.115248 nChanged 4 SP:Iteration 26Q (758.670000 sec): 3 clusters Score: Raw -2330456.520063 + Penalty 966.525251 = -2329489.994812 nChanged 2 SP:Iteration 27Q (758.710000 sec): 3 clusters Score: Raw -2330458.232027 + Penalty 966.525251 = -2329491.706776 nChanged 1 SP:Iteration 28Q (758.750000 sec): 3 clusters Score: Raw -2330458.948417 + Penalty 966.525251 = -2329492.423167 nChanged 0 SP:Iteration 29F (758.800000 sec): 3 clusters Score: Raw -2330458.948417 + Penalty 966.525251 = -2329492.423167 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (758.830000 sec): 2 clusters Score: Raw -199898.222112 + Penalty 369.024439 = -199529.197672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (758.830000 sec): 3 clusters Score: Raw -197984.496085 + Penalty 738.048879 = -197246.447206 nChanged 1488 SP:Iteration 1F (758.830000 sec): 3 clusters Score: Raw -198910.692232 + Penalty 738.048879 = -198172.643353 nChanged 267 SP:Iteration 2F (758.840000 sec): 3 clusters Score: Raw -199123.305394 + Penalty 738.048879 = -198385.256515 nChanged 241 SP:Iteration 3F (758.840000 sec): 3 clusters Score: Raw -199351.862957 + Penalty 738.048879 = -198613.814078 nChanged 235 SP:Iteration 4F (758.850000 sec): 3 clusters Score: Raw -199588.046614 + Penalty 738.048879 = -198849.997735 nChanged 220 SP:Iteration 5F (758.850000 sec): 3 clusters Score: Raw -199774.686704 + Penalty 738.048879 = -199036.637826 nChanged 164 SP:Iteration 6Q (758.850000 sec): 3 clusters Score: Raw -199897.235231 + Penalty 738.048879 = -199159.186353 nChanged 110 SP:Iteration 7Q (758.860000 sec): 3 clusters Score: Raw -199965.526075 + Penalty 738.048879 = -199227.477197 nChanged 87 SP:Iteration 8Q (758.860000 sec): 3 clusters Score: Raw -200006.801609 + Penalty 738.048879 = -199268.752730 nChanged 70 SP:Iteration 9Q (758.860000 sec): 3 clusters Score: Raw -200032.872320 + Penalty 738.048879 = -199294.823441 nChanged 47 SP:Iteration 10Q (758.870000 sec): 3 clusters Score: Raw -200049.969761 + Penalty 738.048879 = -199311.920882 nChanged 38 SP:Iteration 11Q (758.870000 sec): 3 clusters Score: Raw -200061.447751 + Penalty 738.048879 = -199323.398872 nChanged 26 SP:Iteration 12Q (758.870000 sec): 3 clusters Score: Raw -200068.894669 + Penalty 738.048879 = -199330.845790 nChanged 22 SP:Iteration 13Q (758.880000 sec): 3 clusters Score: Raw -200074.906579 + Penalty 738.048879 = -199336.857700 nChanged 21 SP:Iteration 14Q (758.880000 sec): 3 clusters Score: Raw -200079.376840 + Penalty 738.048879 = -199341.327962 nChanged 23 SP:Iteration 15Q (758.890000 sec): 3 clusters Score: Raw -200085.129059 + Penalty 738.048879 = -199347.080180 nChanged 22 SP:Iteration 16Q (758.890000 sec): 3 clusters Score: Raw -200091.210711 + Penalty 738.048879 = -199353.161832 nChanged 22 SP:Iteration 17Q (758.890000 sec): 3 clusters Score: Raw -200096.854954 + Penalty 738.048879 = -199358.806076 nChanged 21 SP:Iteration 18Q (758.900000 sec): 3 clusters Score: Raw -200101.740066 + Penalty 738.048879 = -199363.691188 nChanged 11 SP:Iteration 19Q (758.900000 sec): 3 clusters Score: Raw -200103.519573 + Penalty 738.048879 = -199365.470695 nChanged 12 SP:Iteration 20F (758.910000 sec): 3 clusters Score: Raw -200105.794392 + Penalty 738.048879 = -199367.745513 nChanged 13 SP:Iteration 21Q (758.910000 sec): 3 clusters Score: Raw -200108.781796 + Penalty 738.048879 = -199370.732917 nChanged 8 SP:Iteration 22Q (758.910000 sec): 3 clusters Score: Raw -200111.116272 + Penalty 738.048879 = -199373.067393 nChanged 9 SP:Iteration 23Q (758.920000 sec): 3 clusters Score: Raw -200113.292043 + Penalty 738.048879 = -199375.243164 nChanged 6 SP:Iteration 24Q (758.920000 sec): 3 clusters Score: Raw -200114.230075 + Penalty 738.048879 = -199376.181197 nChanged 8 SP:Iteration 25Q (758.920000 sec): 3 clusters Score: Raw -200115.855554 + Penalty 738.048879 = -199377.806676 nChanged 9 SP:Iteration 26Q (758.930000 sec): 3 clusters Score: Raw -200117.324915 + Penalty 738.048879 = -199379.276036 nChanged 4 SP:Iteration 27Q (758.930000 sec): 3 clusters Score: Raw -200117.809799 + Penalty 738.048879 = -199379.760920 nChanged 2 SP:Iteration 28Q (758.930000 sec): 3 clusters Score: Raw -200118.017335 + Penalty 738.048879 = -199379.968456 nChanged 1 SP:Iteration 29Q (758.940000 sec): 3 clusters Score: Raw -200118.075703 + Penalty 738.048879 = -199380.026824 nChanged 1 SP:Iteration 30Q (758.940000 sec): 3 clusters Score: Raw -200118.190225 + Penalty 738.048879 = -199380.141347 nChanged 1 SP:Iteration 31Q (758.950000 sec): 3 clusters Score: Raw -200118.261935 + Penalty 738.048879 = -199380.213056 nChanged 1 SP:Iteration 32Q (758.950000 sec): 3 clusters Score: Raw -200118.345289 + Penalty 738.048879 = -199380.296411 nChanged 1 SP:Iteration 33Q (758.950000 sec): 3 clusters Score: Raw -200118.417940 + Penalty 738.048879 = -199380.369062 nChanged 1 SP:Iteration 34Q (758.950000 sec): 3 clusters Score: Raw -200118.479962 + Penalty 738.048879 = -199380.431083 nChanged 1 SP:Iteration 35Q (758.960000 sec): 3 clusters Score: Raw -200118.583970 + Penalty 738.048879 = -199380.535091 nChanged 2 SP:Iteration 36Q (758.960000 sec): 3 clusters Score: Raw -200118.678393 + Penalty 738.048879 = -199380.629515 nChanged 0 SP:Iteration 37F (758.970000 sec): 3 clusters Score: Raw -200118.678393 + Penalty 738.048879 = -199380.629515 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (758.970000 sec): 2 clusters Score: Raw -10699.146383 + Penalty 260.423122 = -10438.723261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (758.970000 sec): 3 clusters Score: Raw -10749.357829 + Penalty 520.846244 = -10228.511585 nChanged 121 SP:Iteration 1F (758.970000 sec): 3 clusters Score: Raw -11342.960699 + Penalty 520.846244 = -10822.114455 nChanged 39 SP:Iteration 2F (758.970000 sec): 3 clusters Score: Raw -11981.902547 + Penalty 520.846244 = -11461.056303 nChanged 12 SP:Iteration 3Q (758.970000 sec): 3 clusters Score: Raw -12462.101318 + Penalty 520.846244 = -11941.255074 nChanged 3 SP:Iteration 4Q (758.970000 sec): 3 clusters Score: Raw -12491.292471 + Penalty 520.846244 = -11970.446227 nChanged 0 SP:Iteration 5F (758.970000 sec): 3 clusters Score: Raw -12491.292471 + Penalty 520.846244 = -11970.446227 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (758.970000 sec): 2 clusters Score: Raw -60638.788530 + Penalty 319.702420 = -60319.086110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (758.970000 sec): 3 clusters Score: Raw -60076.849809 + Penalty 639.404840 = -59437.444969 nChanged 473 SP:Iteration 1F (758.980000 sec): 3 clusters Score: Raw -60339.568354 + Penalty 639.404840 = -59700.163515 nChanged 79 SP:Iteration 2F (758.980000 sec): 3 clusters Score: Raw -60385.893641 + Penalty 639.404840 = -59746.488801 nChanged 64 SP:Iteration 3F (758.980000 sec): 3 clusters Score: Raw -60423.878522 + Penalty 639.404840 = -59784.473682 nChanged 49 SP:Iteration 4Q (758.980000 sec): 3 clusters Score: Raw -60451.520282 + Penalty 639.404840 = -59812.115443 nChanged 46 SP:Iteration 5Q (758.980000 sec): 3 clusters Score: Raw -60480.334571 + Penalty 639.404840 = -59840.929732 nChanged 45 SP:Iteration 6Q (758.980000 sec): 3 clusters Score: Raw -60508.022140 + Penalty 639.404840 = -59868.617300 nChanged 38 SP:Iteration 7Q (758.990000 sec): 3 clusters Score: Raw -60536.279069 + Penalty 639.404840 = -59896.874230 nChanged 45 SP:Iteration 8Q (758.990000 sec): 3 clusters Score: Raw -60564.658334 + Penalty 639.404840 = -59925.253495 nChanged 42 SP:Iteration 9Q (758.990000 sec): 3 clusters Score: Raw -60591.176159 + Penalty 639.404840 = -59951.771319 nChanged 40 SP:Iteration 10Q (758.990000 sec): 3 clusters Score: Raw -60613.166128 + Penalty 639.404840 = -59973.761288 nChanged 35 SP:Iteration 11Q (758.990000 sec): 3 clusters Score: Raw -60632.164133 + Penalty 639.404840 = -59992.759293 nChanged 30 SP:Iteration 12Q (758.990000 sec): 3 clusters Score: Raw -60653.267269 + Penalty 639.404840 = -60013.862430 nChanged 33 SP:Iteration 13Q (758.990000 sec): 3 clusters Score: Raw -60676.971127 + Penalty 639.404840 = -60037.566287 nChanged 25 SP:Iteration 14Q (758.990000 sec): 3 clusters Score: Raw -60698.187980 + Penalty 639.404840 = -60058.783140 nChanged 25 SP:Iteration 15Q (758.990000 sec): 3 clusters Score: Raw -60712.866805 + Penalty 639.404840 = -60073.461965 nChanged 9 SP:Iteration 16Q (758.990000 sec): 3 clusters Score: Raw -60718.156153 + Penalty 639.404840 = -60078.751314 nChanged 3 SP:Iteration 17Q (759.000000 sec): 3 clusters Score: Raw -60721.820671 + Penalty 639.404840 = -60082.415831 nChanged 4 SP:Iteration 18Q (759.000000 sec): 3 clusters Score: Raw -60725.742749 + Penalty 639.404840 = -60086.337909 nChanged 5 SP:Iteration 19Q (759.000000 sec): 3 clusters Score: Raw -60729.787565 + Penalty 639.404840 = -60090.382725 nChanged 3 SP:Iteration 20F (759.000000 sec): 3 clusters Score: Raw -60730.768142 + Penalty 639.404840 = -60091.363302 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.000000 sec): 2 clusters Score: Raw -3302.640162 + Penalty 192.651846 = -3109.988316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.000000 sec): 3 clusters Score: Raw -3349.865392 + Penalty 385.303692 = -2964.561700 nChanged 11 SP:Iteration 1F (759.000000 sec): 3 clusters Score: Raw -3367.281815 + Penalty 385.303692 = -2981.978123 nChanged 2 SP:Iteration 2Q (759.000000 sec): 3 clusters Score: Raw -3371.343361 + Penalty 385.303692 = -2986.039669 nChanged 1 SP:Iteration 3Q (759.000000 sec): 3 clusters Score: Raw -3371.710874 + Penalty 385.303692 = -2986.407182 nChanged 0 SP:Iteration 4F (759.000000 sec): 3 clusters Score: Raw -3371.710874 + Penalty 385.303692 = -2986.407182 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.010000 sec): 2 clusters Score: Raw -9577.848839 + Penalty 244.785330 = -9333.063510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.010000 sec): 3 clusters Score: Raw -9569.695128 + Penalty 489.570659 = -9080.124468 nChanged 71 SP:Iteration 1F (759.010000 sec): 3 clusters Score: Raw -9646.320983 + Penalty 489.570659 = -9156.750324 nChanged 14 SP:Iteration 2F (759.010000 sec): 3 clusters Score: Raw -9673.615919 + Penalty 489.570659 = -9184.045259 nChanged 6 SP:Iteration 3Q (759.010000 sec): 3 clusters Score: Raw -9677.415965 + Penalty 489.570659 = -9187.845306 nChanged 3 SP:Iteration 4Q (759.010000 sec): 3 clusters Score: Raw -9680.112987 + Penalty 489.570659 = -9190.542328 nChanged 5 SP:Iteration 5Q (759.010000 sec): 3 clusters Score: Raw -9687.277177 + Penalty 489.570659 = -9197.706517 nChanged 3 SP:Iteration 6Q (759.010000 sec): 3 clusters Score: Raw -9694.055701 + Penalty 489.570659 = -9204.485041 nChanged 4 SP:Iteration 7Q (759.010000 sec): 3 clusters Score: Raw -9697.501794 + Penalty 489.570659 = -9207.931134 nChanged 1 SP:Iteration 8Q (759.010000 sec): 3 clusters Score: Raw -9698.288856 + Penalty 489.570659 = -9208.718197 nChanged 3 SP:Iteration 9Q (759.010000 sec): 3 clusters Score: Raw -9700.980504 + Penalty 489.570659 = -9211.409845 nChanged 3 SP:Iteration 10Q (759.010000 sec): 3 clusters Score: Raw -9704.426038 + Penalty 489.570659 = -9214.855379 nChanged 6 SP:Iteration 11Q (759.010000 sec): 3 clusters Score: Raw -9710.012856 + Penalty 489.570659 = -9220.442197 nChanged 5 SP:Iteration 12Q (759.010000 sec): 3 clusters Score: Raw -9715.887635 + Penalty 489.570659 = -9226.316976 nChanged 6 SP:Iteration 13Q (759.010000 sec): 3 clusters Score: Raw -9724.866916 + Penalty 489.570659 = -9235.296257 nChanged 3 SP:Iteration 14Q (759.010000 sec): 3 clusters Score: Raw -9726.390012 + Penalty 489.570659 = -9236.819353 nChanged 4 SP:Iteration 15Q (759.010000 sec): 3 clusters Score: Raw -9729.535333 + Penalty 489.570659 = -9239.964673 nChanged 6 SP:Iteration 16Q (759.010000 sec): 3 clusters Score: Raw -9736.252502 + Penalty 489.570659 = -9246.681843 nChanged 3 SP:Iteration 17Q (759.010000 sec): 3 clusters Score: Raw -9739.330733 + Penalty 489.570659 = -9249.760074 nChanged 2 SP:Iteration 18Q (759.010000 sec): 3 clusters Score: Raw -9741.087969 + Penalty 489.570659 = -9251.517310 nChanged 0 SP:Iteration 19F (759.010000 sec): 3 clusters Score: Raw -9741.087969 + Penalty 489.570659 = -9251.517310 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.290000 sec): 2 clusters Score: Raw -10214484.263247 + Penalty 546.867052 = -10213937.396195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.500000 sec): 3 clusters Score: Raw -10102669.627491 + Penalty 1093.734104 = -10101575.893388 nChanged 81267 SP:Iteration 1F (759.710000 sec): 3 clusters Score: Raw -10153445.669739 + Penalty 1093.734104 = -10152351.935635 nChanged 9016 SP:Iteration 2F (759.910000 sec): 3 clusters Score: Raw -10157551.199968 + Penalty 1093.734104 = -10156457.465864 nChanged 11447 SP:Iteration 3F (760.120000 sec): 3 clusters Score: Raw -10164442.001739 + Penalty 1093.734104 = -10163348.267636 nChanged 13393 SP:Iteration 4F (760.320000 sec): 3 clusters Score: Raw -10174428.768837 + Penalty 1093.734104 = -10173335.034733 nChanged 13791 SP:Iteration 5F (760.530000 sec): 3 clusters Score: Raw -10186602.156775 + Penalty 1093.734104 = -10185508.422671 nChanged 12034 SP:Iteration 6F (760.730000 sec): 3 clusters Score: Raw -10198347.428404 + Penalty 1093.734104 = -10197253.694300 nChanged 8505 SP:Iteration 7F (760.930000 sec): 3 clusters Score: Raw -10206839.118684 + Penalty 1093.734104 = -10205745.384580 nChanged 4734 SP:Iteration 8Q (761.120000 sec): 3 clusters Score: Raw -10211522.783541 + Penalty 1093.734104 = -10210429.049437 nChanged 2131 SP:Iteration 9Q (761.300000 sec): 3 clusters Score: Raw -10213563.818765 + Penalty 1093.734104 = -10212470.084662 nChanged 770 SP:Iteration 10Q (761.460000 sec): 3 clusters Score: Raw -10214278.028242 + Penalty 1093.734104 = -10213184.294139 nChanged 191 SP:Iteration 11Q (761.620000 sec): 3 clusters Score: Raw -10214448.809911 + Penalty 1093.734104 = -10213355.075807 nChanged 50 SP:Iteration 12Q (761.770000 sec): 3 clusters Score: Raw -10214501.068644 + Penalty 1093.734104 = -10213407.334541 nChanged 13 SP:Iteration 13Q (761.930000 sec): 3 clusters Score: Raw -10214528.308851 + Penalty 1093.734104 = -10213434.574748 nChanged 5 SP:Iteration 14Q (762.080000 sec): 3 clusters Score: Raw -10214545.466109 + Penalty 1093.734104 = -10213451.732005 nChanged 3 SP:Iteration 15Q (762.240000 sec): 3 clusters Score: Raw -10214552.036793 + Penalty 1093.734104 = -10213458.302689 nChanged 1 SP:Iteration 16Q (762.400000 sec): 3 clusters Score: Raw -10214552.629843 + Penalty 1093.734104 = -10213458.895739 nChanged 0 SP:Iteration 17F (762.600000 sec): 3 clusters Score: Raw -10214552.629843 + Penalty 1093.734104 = -10213458.895739 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.670000 sec): 2 clusters Score: Raw -13449.801737 + Penalty 248.796736 = -13201.005001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.670000 sec): 3 clusters Score: Raw -13378.498674 + Penalty 497.593473 = -12880.905202 nChanged 69 SP:Iteration 1F (762.670000 sec): 3 clusters Score: Raw -13443.739053 + Penalty 497.593473 = -12946.145580 nChanged 18 SP:Iteration 2F (762.670000 sec): 3 clusters Score: Raw -13461.610952 + Penalty 497.593473 = -12964.017480 nChanged 6 SP:Iteration 3Q (762.670000 sec): 3 clusters Score: Raw -13473.097109 + Penalty 497.593473 = -12975.503636 nChanged 2 SP:Iteration 4Q (762.670000 sec): 3 clusters Score: Raw -13475.084376 + Penalty 497.593473 = -12977.490903 nChanged 1 SP:Iteration 5Q (762.670000 sec): 3 clusters Score: Raw -13475.517585 + Penalty 497.593473 = -12977.924112 nChanged 0 SP:Iteration 6F (762.670000 sec): 3 clusters Score: Raw -13475.517585 + Penalty 497.593473 = -12977.924112 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.670000 sec): 2 clusters Score: Raw -11784.268056 + Penalty 243.293393 = -11540.974663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.670000 sec): 3 clusters Score: Raw -11741.280403 + Penalty 486.586785 = -11254.693618 nChanged 62 SP:Iteration 1F (762.670000 sec): 3 clusters Score: Raw -11880.238094 + Penalty 486.586785 = -11393.651308 nChanged 23 SP:Iteration 2F (762.670000 sec): 3 clusters Score: Raw -11973.478590 + Penalty 486.586785 = -11486.891805 nChanged 15 SP:Iteration 3F (762.670000 sec): 3 clusters Score: Raw -12061.590340 + Penalty 486.586785 = -11575.003554 nChanged 12 SP:Iteration 4F (762.670000 sec): 3 clusters Score: Raw -12140.660086 + Penalty 486.586785 = -11654.073301 nChanged 4 SP:Iteration 5Q (762.670000 sec): 3 clusters Score: Raw -12153.817230 + Penalty 486.586785 = -11667.230445 nChanged 0 SP:Iteration 6F (762.670000 sec): 3 clusters Score: Raw -12153.817230 + Penalty 486.586785 = -11667.230445 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.670000 sec): 2 clusters Score: Raw -29030.949138 + Penalty 285.587279 = -28745.361859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.670000 sec): 3 clusters Score: Raw -28816.972004 + Penalty 571.174558 = -28245.797447 nChanged 202 SP:Iteration 1F (762.670000 sec): 3 clusters Score: Raw -28982.236248 + Penalty 571.174558 = -28411.061690 nChanged 47 SP:Iteration 2F (762.670000 sec): 3 clusters Score: Raw -29019.866245 + Penalty 571.174558 = -28448.691688 nChanged 28 SP:Iteration 3F (762.670000 sec): 3 clusters Score: Raw -29039.862248 + Penalty 571.174558 = -28468.687691 nChanged 16 SP:Iteration 4Q (762.670000 sec): 3 clusters Score: Raw -29048.033876 + Penalty 571.174558 = -28476.859318 nChanged 3 SP:Iteration 5Q (762.680000 sec): 3 clusters Score: Raw -29050.062210 + Penalty 571.174558 = -28478.887652 nChanged 8 SP:Iteration 6Q (762.680000 sec): 3 clusters Score: Raw -29054.058602 + Penalty 571.174558 = -28482.884045 nChanged 4 SP:Iteration 7Q (762.680000 sec): 3 clusters Score: Raw -29055.956244 + Penalty 571.174558 = -28484.781686 nChanged 5 SP:Iteration 8Q (762.680000 sec): 3 clusters Score: Raw -29057.474730 + Penalty 571.174558 = -28486.300172 nChanged 4 SP:Iteration 9Q (762.680000 sec): 3 clusters Score: Raw -29062.779041 + Penalty 571.174558 = -28491.604484 nChanged 3 SP:Iteration 10Q (762.680000 sec): 3 clusters Score: Raw -29064.272755 + Penalty 571.174558 = -28493.098197 nChanged 4 SP:Iteration 11Q (762.680000 sec): 3 clusters Score: Raw -29067.193995 + Penalty 571.174558 = -28496.019438 nChanged 5 SP:Iteration 12Q (762.680000 sec): 3 clusters Score: Raw -29068.963935 + Penalty 571.174558 = -28497.789378 nChanged 0 SP:Iteration 13F (762.680000 sec): 3 clusters Score: Raw -29068.963935 + Penalty 571.174558 = -28497.789378 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.680000 sec): 2 clusters Score: Raw -5357.027346 + Penalty 217.450119 = -5139.577227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.680000 sec): 3 clusters Score: Raw -5351.870439 + Penalty 434.900238 = -4916.970201 nChanged 21 SP:Iteration 1F (762.680000 sec): 3 clusters Score: Raw -5400.317844 + Penalty 434.900238 = -4965.417606 nChanged 7 SP:Iteration 2F (762.680000 sec): 3 clusters Score: Raw -5426.582835 + Penalty 434.900238 = -4991.682597 nChanged 3 SP:Iteration 3Q (762.680000 sec): 3 clusters Score: Raw -5431.797969 + Penalty 434.900238 = -4996.897731 nChanged 1 SP:Iteration 4Q (762.680000 sec): 3 clusters Score: Raw -5434.231571 + Penalty 434.900238 = -4999.331334 nChanged 0 SP:Iteration 5F (762.690000 sec): 3 clusters Score: Raw -5434.231571 + Penalty 434.900238 = -4999.331334 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.720000 sec): 2 clusters Score: Raw -1061144.547997 + Penalty 442.561712 = -1060701.986285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.740000 sec): 3 clusters Score: Raw -1050390.178023 + Penalty 885.123424 = -1049505.054599 nChanged 7952 SP:Iteration 1F (762.760000 sec): 3 clusters Score: Raw -1054997.250181 + Penalty 885.123424 = -1054112.126757 nChanged 758 SP:Iteration 2Q (762.780000 sec): 3 clusters Score: Raw -1055273.497815 + Penalty 885.123424 = -1054388.374391 nChanged 787 SP:Iteration 3Q (762.800000 sec): 3 clusters Score: Raw -1055663.311591 + Penalty 885.123424 = -1054778.188167 nChanged 918 SP:Iteration 4F (762.820000 sec): 3 clusters Score: Raw -1056256.343820 + Penalty 885.123424 = -1055371.220395 nChanged 1057 SP:Iteration 5F (762.840000 sec): 3 clusters Score: Raw -1057097.942365 + Penalty 885.123424 = -1056212.818941 nChanged 1102 SP:Iteration 6F (762.860000 sec): 3 clusters Score: Raw -1057949.913310 + Penalty 885.123424 = -1057064.789886 nChanged 892 SP:Iteration 7F (762.880000 sec): 3 clusters Score: Raw -1058438.597700 + Penalty 885.123424 = -1057553.474276 nChanged 566 SP:Iteration 8Q (762.900000 sec): 3 clusters Score: Raw -1058608.491987 + Penalty 885.123424 = -1057723.368563 nChanged 332 SP:Iteration 9Q (762.920000 sec): 3 clusters Score: Raw -1058686.520893 + Penalty 885.123424 = -1057801.397469 nChanged 250 SP:Iteration 10Q (762.940000 sec): 3 clusters Score: Raw -1058755.787565 + Penalty 885.123424 = -1057870.664140 nChanged 227 SP:Iteration 11Q (762.960000 sec): 3 clusters Score: Raw -1058816.420487 + Penalty 885.123424 = -1057931.297063 nChanged 216 SP:Iteration 12Q (762.980000 sec): 3 clusters Score: Raw -1058876.818405 + Penalty 885.123424 = -1057991.694980 nChanged 231 SP:Iteration 13Q (763.000000 sec): 3 clusters Score: Raw -1058941.942701 + Penalty 885.123424 = -1058056.819277 nChanged 241 SP:Iteration 14Q (763.020000 sec): 3 clusters Score: Raw -1059019.933957 + Penalty 885.123424 = -1058134.810532 nChanged 248 SP:Iteration 15Q (763.040000 sec): 3 clusters Score: Raw -1059100.855476 + Penalty 885.123424 = -1058215.732052 nChanged 253 SP:Iteration 16Q (763.060000 sec): 3 clusters Score: Raw -1059186.760191 + Penalty 885.123424 = -1058301.636767 nChanged 274 SP:Iteration 17Q (763.080000 sec): 3 clusters Score: Raw -1059281.083436 + Penalty 885.123424 = -1058395.960011 nChanged 269 SP:Iteration 18Q (763.100000 sec): 3 clusters Score: Raw -1059380.353443 + Penalty 885.123424 = -1058495.230019 nChanged 294 SP:Iteration 19Q (763.120000 sec): 3 clusters Score: Raw -1059496.337572 + Penalty 885.123424 = -1058611.214148 nChanged 261 SP:Iteration 20F (763.140000 sec): 3 clusters Score: Raw -1059602.525041 + Penalty 885.123424 = -1058717.401617 nChanged 269 SP:Iteration 21Q (763.150000 sec): 3 clusters Score: Raw -1059715.060691 + Penalty 885.123424 = -1058829.937266 nChanged 252 SP:Iteration 22Q (763.170000 sec): 3 clusters Score: Raw -1059822.621736 + Penalty 885.123424 = -1058937.498312 nChanged 254 SP:Iteration 23Q (763.190000 sec): 3 clusters Score: Raw -1059938.381765 + Penalty 885.123424 = -1059053.258341 nChanged 258 SP:Iteration 24Q (763.210000 sec): 3 clusters Score: Raw -1060068.329601 + Penalty 885.123424 = -1059183.206177 nChanged 249 SP:Iteration 25Q (763.220000 sec): 3 clusters Score: Raw -1060206.559239 + Penalty 885.123424 = -1059321.435815 nChanged 255 SP:Iteration 26Q (763.240000 sec): 3 clusters Score: Raw -1060353.251415 + Penalty 885.123424 = -1059468.127991 nChanged 210 SP:Iteration 27Q (763.260000 sec): 3 clusters Score: Raw -1060469.877159 + Penalty 885.123424 = -1059584.753735 nChanged 188 SP:Iteration 28Q (763.270000 sec): 3 clusters Score: Raw -1060577.362261 + Penalty 885.123424 = -1059692.238837 nChanged 170 SP:Iteration 29Q (763.290000 sec): 3 clusters Score: Raw -1060665.815377 + Penalty 885.123424 = -1059780.691953 nChanged 146 SP:Iteration 30Q (763.300000 sec): 3 clusters Score: Raw -1060744.319965 + Penalty 885.123424 = -1059859.196541 nChanged 128 SP:Iteration 31Q (763.320000 sec): 3 clusters Score: Raw -1060807.800019 + Penalty 885.123424 = -1059922.676595 nChanged 106 SP:Iteration 32Q (763.340000 sec): 3 clusters Score: Raw -1060858.639736 + Penalty 885.123424 = -1059973.516312 nChanged 105 SP:Iteration 33Q (763.350000 sec): 3 clusters Score: Raw -1060913.303356 + Penalty 885.123424 = -1060028.179931 nChanged 94 SP:Iteration 34Q (763.370000 sec): 3 clusters Score: Raw -1060959.997277 + Penalty 885.123424 = -1060074.873853 nChanged 74 SP:Iteration 35Q (763.380000 sec): 3 clusters Score: Raw -1060992.207793 + Penalty 885.123424 = -1060107.084369 nChanged 58 SP:Iteration 36Q (763.400000 sec): 3 clusters Score: Raw -1061017.918506 + Penalty 885.123424 = -1060132.795081 nChanged 46 SP:Iteration 37Q (763.420000 sec): 3 clusters Score: Raw -1061038.566935 + Penalty 885.123424 = -1060153.443511 nChanged 40 SP:Iteration 38Q (763.430000 sec): 3 clusters Score: Raw -1061055.508951 + Penalty 885.123424 = -1060170.385527 nChanged 43 SP:Iteration 39Q (763.440000 sec): 3 clusters Score: Raw -1061076.003273 + Penalty 885.123424 = -1060190.879849 nChanged 33 SP:Iteration 40F (763.460000 sec): 3 clusters Score: Raw -1061090.038882 + Penalty 885.123424 = -1060204.915458 nChanged 31 SP:Iteration 41Q (763.480000 sec): 3 clusters Score: Raw -1061105.589635 + Penalty 885.123424 = -1060220.466210 nChanged 29 SP:Iteration 42Q (763.500000 sec): 3 clusters Score: Raw -1061117.567906 + Penalty 885.123424 = -1060232.444482 nChanged 21 SP:Iteration 43Q (763.510000 sec): 3 clusters Score: Raw -1061126.384689 + Penalty 885.123424 = -1060241.261265 nChanged 15 SP:Iteration 44Q (763.520000 sec): 3 clusters Score: Raw -1061134.171393 + Penalty 885.123424 = -1060249.047969 nChanged 16 SP:Iteration 45Q (763.540000 sec): 3 clusters Score: Raw -1061141.401838 + Penalty 885.123424 = -1060256.278414 nChanged 15 SP:Iteration 46Q (763.550000 sec): 3 clusters Score: Raw -1061148.772337 + Penalty 885.123424 = -1060263.648913 nChanged 14 SP:Iteration 47Q (763.570000 sec): 3 clusters Score: Raw -1061156.532152 + Penalty 885.123424 = -1060271.408727 nChanged 15 SP:Iteration 48Q (763.580000 sec): 3 clusters Score: Raw -1061163.999862 + Penalty 885.123424 = -1060278.876438 nChanged 13 SP:Iteration 49Q (763.600000 sec): 3 clusters Score: Raw -1061170.173614 + Penalty 885.123424 = -1060285.050190 nChanged 8 SP:Iteration 50Q (763.610000 sec): 3 clusters Score: Raw -1061173.669387 + Penalty 885.123424 = -1060288.545963 nChanged 6 SP:Iteration 51Q (763.630000 sec): 3 clusters Score: Raw -1061175.892921 + Penalty 885.123424 = -1060290.769497 nChanged 7 SP:Iteration 52Q (763.640000 sec): 3 clusters Score: Raw -1061177.440991 + Penalty 885.123424 = -1060292.317567 nChanged 0 SP:Iteration 53F (763.660000 sec): 3 clusters Score: Raw -1061177.440991 + Penalty 885.123424 = -1060292.317567 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (21242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (763.690000 sec): 2 clusters Score: Raw -1327033.771341 + Penalty 453.349971 = -1326580.421369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (763.720000 sec): 3 clusters Score: Raw -1313298.091188 + Penalty 906.699943 = -1312391.391246 nChanged 10052 SP:Iteration 1F (763.740000 sec): 3 clusters Score: Raw -1319336.315023 + Penalty 906.699943 = -1318429.615080 nChanged 1080 SP:Iteration 2F (763.770000 sec): 3 clusters Score: Raw -1319847.024931 + Penalty 906.699943 = -1318940.324989 nChanged 1204 SP:Iteration 3F (763.800000 sec): 3 clusters Score: Raw -1320643.951505 + Penalty 906.699943 = -1319737.251562 nChanged 1330 SP:Iteration 4F (763.820000 sec): 3 clusters Score: Raw -1321769.403216 + Penalty 906.699943 = -1320862.703273 nChanged 1338 SP:Iteration 5F (763.850000 sec): 3 clusters Score: Raw -1323050.375452 + Penalty 906.699943 = -1322143.675510 nChanged 1231 SP:Iteration 6F (763.880000 sec): 3 clusters Score: Raw -1324259.000834 + Penalty 906.699943 = -1323352.300891 nChanged 999 SP:Iteration 7Q (763.900000 sec): 3 clusters Score: Raw -1325097.898062 + Penalty 906.699943 = -1324191.198119 nChanged 703 SP:Iteration 8Q (763.920000 sec): 3 clusters Score: Raw -1325601.553846 + Penalty 906.699943 = -1324694.853903 nChanged 497 SP:Iteration 9Q (763.950000 sec): 3 clusters Score: Raw -1325904.563787 + Penalty 906.699943 = -1324997.863844 nChanged 365 SP:Iteration 10Q (763.980000 sec): 3 clusters Score: Raw -1326108.891663 + Penalty 906.699943 = -1325202.191720 nChanged 287 SP:Iteration 11Q (764.000000 sec): 3 clusters Score: Raw -1326263.792050 + Penalty 906.699943 = -1325357.092107 nChanged 250 SP:Iteration 12Q (764.030000 sec): 3 clusters Score: Raw -1326400.887436 + Penalty 906.699943 = -1325494.187493 nChanged 229 SP:Iteration 13Q (764.050000 sec): 3 clusters Score: Raw -1326525.172314 + Penalty 906.699943 = -1325618.472371 nChanged 199 SP:Iteration 14Q (764.070000 sec): 3 clusters Score: Raw -1326628.445472 + Penalty 906.699943 = -1325721.745529 nChanged 169 SP:Iteration 15Q (764.100000 sec): 3 clusters Score: Raw -1326710.839728 + Penalty 906.699943 = -1325804.139785 nChanged 134 SP:Iteration 16Q (764.120000 sec): 3 clusters Score: Raw -1326777.965668 + Penalty 906.699943 = -1325871.265725 nChanged 112 SP:Iteration 17Q (764.140000 sec): 3 clusters Score: Raw -1326829.076557 + Penalty 906.699943 = -1325922.376614 nChanged 96 SP:Iteration 18Q (764.150000 sec): 3 clusters Score: Raw -1326877.091030 + Penalty 906.699943 = -1325970.391088 nChanged 80 SP:Iteration 19Q (764.170000 sec): 3 clusters Score: Raw -1326912.716452 + Penalty 906.699943 = -1326006.016509 nChanged 57 SP:Iteration 20F (764.200000 sec): 3 clusters Score: Raw -1326939.351401 + Penalty 906.699943 = -1326032.651459 nChanged 50 SP:Iteration 21Q (764.220000 sec): 3 clusters Score: Raw -1326964.328317 + Penalty 906.699943 = -1326057.628375 nChanged 39 SP:Iteration 22Q (764.240000 sec): 3 clusters Score: Raw -1326986.694398 + Penalty 906.699943 = -1326079.994456 nChanged 36 SP:Iteration 23Q (764.260000 sec): 3 clusters Score: Raw -1327005.029953 + Penalty 906.699943 = -1326098.330011 nChanged 31 SP:Iteration 24Q (764.280000 sec): 3 clusters Score: Raw -1327024.886201 + Penalty 906.699943 = -1326118.186259 nChanged 36 SP:Iteration 25Q (764.300000 sec): 3 clusters Score: Raw -1327044.735871 + Penalty 906.699943 = -1326138.035929 nChanged 23 SP:Iteration 26Q (764.320000 sec): 3 clusters Score: Raw -1327055.323695 + Penalty 906.699943 = -1326148.623753 nChanged 18 SP:Iteration 27Q (764.340000 sec): 3 clusters Score: Raw -1327062.889275 + Penalty 906.699943 = -1326156.189332 nChanged 11 SP:Iteration 28Q (764.360000 sec): 3 clusters Score: Raw -1327066.905502 + Penalty 906.699943 = -1326160.205559 nChanged 10 SP:Iteration 29Q (764.380000 sec): 3 clusters Score: Raw -1327071.521615 + Penalty 906.699943 = -1326164.821672 nChanged 9 SP:Iteration 30Q (764.390000 sec): 3 clusters Score: Raw -1327075.537930 + Penalty 906.699943 = -1326168.837988 nChanged 6 SP:Iteration 31Q (764.410000 sec): 3 clusters Score: Raw -1327078.609222 + Penalty 906.699943 = -1326171.909279 nChanged 6 SP:Iteration 32Q (764.430000 sec): 3 clusters Score: Raw -1327080.933080 + Penalty 906.699943 = -1326174.233137 nChanged 7 SP:Iteration 33Q (764.450000 sec): 3 clusters Score: Raw -1327083.983704 + Penalty 906.699943 = -1326177.283761 nChanged 1 SP:Iteration 34Q (764.470000 sec): 3 clusters Score: Raw -1327084.766895 + Penalty 906.699943 = -1326178.066952 nChanged 2 SP:Iteration 35Q (764.490000 sec): 3 clusters Score: Raw -1327085.430958 + Penalty 906.699943 = -1326178.731015 nChanged 1 SP:Iteration 36Q (764.510000 sec): 3 clusters Score: Raw -1327085.772240 + Penalty 906.699943 = -1326179.072298 nChanged 1 SP:Iteration 37Q (764.520000 sec): 3 clusters Score: Raw -1327086.584660 + Penalty 906.699943 = -1326179.884718 nChanged 3 SP:Iteration 38Q (764.540000 sec): 3 clusters Score: Raw -1327087.562828 + Penalty 906.699943 = -1326180.862885 nChanged 2 SP:Iteration 39Q (764.560000 sec): 3 clusters Score: Raw -1327088.173449 + Penalty 906.699943 = -1326181.473506 nChanged 2 SP:Iteration 40F (764.590000 sec): 3 clusters Score: Raw -1327088.920412 + Penalty 906.699943 = -1326182.220469 nChanged 3 SP:Iteration 41Q (764.610000 sec): 3 clusters Score: Raw -1327090.863704 + Penalty 906.699943 = -1326184.163762 nChanged 4 SP:Iteration 42Q (764.630000 sec): 3 clusters Score: Raw -1327092.352314 + Penalty 906.699943 = -1326185.652371 nChanged 3 SP:Iteration 43Q (764.650000 sec): 3 clusters Score: Raw -1327093.402918 + Penalty 906.699943 = -1326186.702975 nChanged 3 SP:Iteration 44Q (764.670000 sec): 3 clusters Score: Raw -1327094.261865 + Penalty 906.699943 = -1326187.561923 nChanged 4 SP:Iteration 45Q (764.690000 sec): 3 clusters Score: Raw -1327095.871671 + Penalty 906.699943 = -1326189.171728 nChanged 2 SP:Iteration 46Q (764.710000 sec): 3 clusters Score: Raw -1327096.541345 + Penalty 906.699943 = -1326189.841402 nChanged 2 SP:Iteration 47Q (764.720000 sec): 3 clusters Score: Raw -1327097.425992 + Penalty 906.699943 = -1326190.726050 nChanged 2 SP:Iteration 48Q (764.740000 sec): 3 clusters Score: Raw -1327097.784970 + Penalty 906.699943 = -1326191.085027 nChanged 0 SP:Iteration 49F (764.770000 sec): 3 clusters Score: Raw -1327097.784970 + Penalty 906.699943 = -1326191.085027 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.780000 sec): 2 clusters Score: Raw -10677.071407 + Penalty 239.452404 = -10437.619003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.780000 sec): 3 clusters Score: Raw -10640.117349 + Penalty 478.904807 = -10161.212542 nChanged 44 SP:Iteration 1F (764.780000 sec): 3 clusters Score: Raw -10713.503166 + Penalty 478.904807 = -10234.598359 nChanged 14 SP:Iteration 2F (764.780000 sec): 3 clusters Score: Raw -10728.787721 + Penalty 478.904807 = -10249.882914 nChanged 3 SP:Iteration 3Q (764.780000 sec): 3 clusters Score: Raw -10735.159218 + Penalty 478.904807 = -10256.254411 nChanged 4 SP:Iteration 4Q (764.780000 sec): 3 clusters Score: Raw -10740.740785 + Penalty 478.904807 = -10261.835978 nChanged 5 SP:Iteration 5Q (764.780000 sec): 3 clusters Score: Raw -10747.337589 + Penalty 478.904807 = -10268.432782 nChanged 3 SP:Iteration 6Q (764.780000 sec): 3 clusters Score: Raw -10756.011269 + Penalty 478.904807 = -10277.106462 nChanged 1 SP:Iteration 7Q (764.780000 sec): 3 clusters Score: Raw -10757.031658 + Penalty 478.904807 = -10278.126851 nChanged 1 SP:Iteration 8Q (764.780000 sec): 3 clusters Score: Raw -10759.852532 + Penalty 478.904807 = -10280.947725 nChanged 1 SP:Iteration 9Q (764.780000 sec): 3 clusters Score: Raw -10761.104658 + Penalty 478.904807 = -10282.199851 nChanged 0 SP:Iteration 10F (764.780000 sec): 3 clusters Score: Raw -10761.104658 + Penalty 478.904807 = -10282.199851 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (22482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.820000 sec): 2 clusters Score: Raw -1309856.332258 + Penalty 455.931397 = -1309400.400861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.840000 sec): 3 clusters Score: Raw -1295440.207054 + Penalty 911.862794 = -1294528.344260 nChanged 10609 SP:Iteration 1F (764.870000 sec): 3 clusters Score: Raw -1301992.178795 + Penalty 911.862794 = -1301080.316001 nChanged 1527 SP:Iteration 2F (764.900000 sec): 3 clusters Score: Raw -1302765.533148 + Penalty 911.862794 = -1301853.670354 nChanged 1527 SP:Iteration 3F (764.920000 sec): 3 clusters Score: Raw -1303681.656313 + Penalty 911.862794 = -1302769.793519 nChanged 1521 SP:Iteration 4F (764.950000 sec): 3 clusters Score: Raw -1304868.484532 + Penalty 911.862794 = -1303956.621738 nChanged 1383 SP:Iteration 5F (764.980000 sec): 3 clusters Score: Raw -1306286.799712 + Penalty 911.862794 = -1305374.936918 nChanged 1249 SP:Iteration 6F (765.000000 sec): 3 clusters Score: Raw -1307658.231987 + Penalty 911.862794 = -1306746.369192 nChanged 932 SP:Iteration 7Q (765.030000 sec): 3 clusters Score: Raw -1308302.209040 + Penalty 911.862794 = -1307390.346246 nChanged 590 SP:Iteration 8Q (765.050000 sec): 3 clusters Score: Raw -1308601.897684 + Penalty 911.862794 = -1307690.034889 nChanged 503 SP:Iteration 9Q (765.080000 sec): 3 clusters Score: Raw -1308905.710311 + Penalty 911.862794 = -1307993.847516 nChanged 487 SP:Iteration 10Q (765.100000 sec): 3 clusters Score: Raw -1309254.684414 + Penalty 911.862794 = -1308342.821620 nChanged 488 SP:Iteration 11Q (765.130000 sec): 3 clusters Score: Raw -1309610.712788 + Penalty 911.862794 = -1308698.849993 nChanged 475 SP:Iteration 12Q (765.150000 sec): 3 clusters Score: Raw -1309958.505105 + Penalty 911.862794 = -1309046.642311 nChanged 445 SP:Iteration 13Q (765.180000 sec): 3 clusters Score: Raw -1310285.125538 + Penalty 911.862794 = -1309373.262744 nChanged 397 SP:Iteration 14Q (765.200000 sec): 3 clusters Score: Raw -1310550.591051 + Penalty 911.862794 = -1309638.728257 nChanged 324 SP:Iteration 15Q (765.230000 sec): 3 clusters Score: Raw -1310728.089546 + Penalty 911.862794 = -1309816.226752 nChanged 250 SP:Iteration 16Q (765.250000 sec): 3 clusters Score: Raw -1310828.571218 + Penalty 911.862794 = -1309916.708424 nChanged 190 SP:Iteration 17Q (765.280000 sec): 3 clusters Score: Raw -1310884.006743 + Penalty 911.862794 = -1309972.143949 nChanged 148 SP:Iteration 18Q (765.300000 sec): 3 clusters Score: Raw -1310922.017661 + Penalty 911.862794 = -1310010.154867 nChanged 113 SP:Iteration 19Q (765.330000 sec): 3 clusters Score: Raw -1310948.708137 + Penalty 911.862794 = -1310036.845343 nChanged 101 SP:Iteration 20F (765.360000 sec): 3 clusters Score: Raw -1310983.905989 + Penalty 911.862794 = -1310072.043194 nChanged 103 SP:Iteration 21Q (765.380000 sec): 3 clusters Score: Raw -1311004.564795 + Penalty 911.862794 = -1310092.702001 nChanged 92 SP:Iteration 22Q (765.400000 sec): 3 clusters Score: Raw -1311021.010805 + Penalty 911.862794 = -1310109.148010 nChanged 83 SP:Iteration 23Q (765.430000 sec): 3 clusters Score: Raw -1311032.756736 + Penalty 911.862794 = -1310120.893942 nChanged 52 SP:Iteration 24Q (765.450000 sec): 3 clusters Score: Raw -1311037.707426 + Penalty 911.862794 = -1310125.844632 nChanged 39 SP:Iteration 25Q (765.470000 sec): 3 clusters Score: Raw -1311040.756237 + Penalty 911.862794 = -1310128.893443 nChanged 31 SP:Iteration 26Q (765.500000 sec): 3 clusters Score: Raw -1311042.978837 + Penalty 911.862794 = -1310131.116043 nChanged 26 SP:Iteration 27Q (765.520000 sec): 3 clusters Score: Raw -1311044.724272 + Penalty 911.862794 = -1310132.861477 nChanged 18 SP:Iteration 28Q (765.540000 sec): 3 clusters Score: Raw -1311045.692958 + Penalty 911.862794 = -1310133.830163 nChanged 19 SP:Iteration 29Q (765.570000 sec): 3 clusters Score: Raw -1311046.699327 + Penalty 911.862794 = -1310134.836532 nChanged 16 SP:Iteration 30Q (765.590000 sec): 3 clusters Score: Raw -1311047.240937 + Penalty 911.862794 = -1310135.378143 nChanged 11 SP:Iteration 31Q (765.620000 sec): 3 clusters Score: Raw -1311047.552683 + Penalty 911.862794 = -1310135.689889 nChanged 7 SP:Iteration 32Q (765.640000 sec): 3 clusters Score: Raw -1311047.825709 + Penalty 911.862794 = -1310135.962915 nChanged 10 SP:Iteration 33Q (765.660000 sec): 3 clusters Score: Raw -1311048.166467 + Penalty 911.862794 = -1310136.303673 nChanged 13 SP:Iteration 34Q (765.690000 sec): 3 clusters Score: Raw -1311048.587614 + Penalty 911.862794 = -1310136.724820 nChanged 10 SP:Iteration 35Q (765.710000 sec): 3 clusters Score: Raw -1311049.051989 + Penalty 911.862794 = -1310137.189195 nChanged 13 SP:Iteration 36Q (765.740000 sec): 3 clusters Score: Raw -1311049.804282 + Penalty 911.862794 = -1310137.941488 nChanged 19 SP:Iteration 37Q (765.760000 sec): 3 clusters Score: Raw -1311050.907888 + Penalty 911.862794 = -1310139.045093 nChanged 20 SP:Iteration 38Q (765.780000 sec): 3 clusters Score: Raw -1311051.782252 + Penalty 911.862794 = -1310139.919458 nChanged 13 SP:Iteration 39Q (765.810000 sec): 3 clusters Score: Raw -1311052.335060 + Penalty 911.862794 = -1310140.472266 nChanged 15 SP:Iteration 40F (765.840000 sec): 3 clusters Score: Raw -1311053.122955 + Penalty 911.862794 = -1310141.260161 nChanged 14 SP:Iteration 41Q (765.860000 sec): 3 clusters Score: Raw -1311053.745258 + Penalty 911.862794 = -1310141.882464 nChanged 12 SP:Iteration 42Q (765.880000 sec): 3 clusters Score: Raw -1311054.143833 + Penalty 911.862794 = -1310142.281039 nChanged 7 SP:Iteration 43Q (765.910000 sec): 3 clusters Score: Raw -1311054.299674 + Penalty 911.862794 = -1310142.436880 nChanged 8 SP:Iteration 44Q (765.940000 sec): 3 clusters Score: Raw -1311054.492228 + Penalty 911.862794 = -1310142.629434 nChanged 5 SP:Iteration 45Q (765.960000 sec): 3 clusters Score: Raw -1311054.634995 + Penalty 911.862794 = -1310142.772200 nChanged 3 SP:Iteration 46Q (765.980000 sec): 3 clusters Score: Raw -1311054.710086 + Penalty 911.862794 = -1310142.847292 nChanged 1 SP:Iteration 47Q (766.010000 sec): 3 clusters Score: Raw -1311054.713439 + Penalty 911.862794 = -1310142.850644 nChanged 0 SP:Iteration 48F (766.040000 sec): 3 clusters Score: Raw -1311054.713439 + Penalty 911.862794 = -1310142.850644 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.060000 sec): 2 clusters Score: Raw -526978.022206 + Penalty 415.601872 = -526562.420334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.070000 sec): 3 clusters Score: Raw -521221.255678 + Penalty 831.203743 = -520390.051935 nChanged 4318 SP:Iteration 1F (766.080000 sec): 3 clusters Score: Raw -523857.518206 + Penalty 831.203743 = -523026.314463 nChanged 577 SP:Iteration 2F (766.090000 sec): 3 clusters Score: Raw -524113.222274 + Penalty 831.203743 = -523282.018531 nChanged 538 SP:Iteration 3F (766.100000 sec): 3 clusters Score: Raw -524369.835478 + Penalty 831.203743 = -523538.631735 nChanged 507 SP:Iteration 4F (766.110000 sec): 3 clusters Score: Raw -524622.282698 + Penalty 831.203743 = -523791.078955 nChanged 468 SP:Iteration 5F (766.120000 sec): 3 clusters Score: Raw -524896.646897 + Penalty 831.203743 = -524065.443154 nChanged 436 SP:Iteration 6Q (766.140000 sec): 3 clusters Score: Raw -525207.703185 + Penalty 831.203743 = -524376.499442 nChanged 404 SP:Iteration 7Q (766.140000 sec): 3 clusters Score: Raw -525521.405408 + Penalty 831.203743 = -524690.201665 nChanged 332 SP:Iteration 8Q (766.160000 sec): 3 clusters Score: Raw -525790.347190 + Penalty 831.203743 = -524959.143447 nChanged 305 SP:Iteration 9Q (766.160000 sec): 3 clusters Score: Raw -526083.437934 + Penalty 831.203743 = -525252.234191 nChanged 237 SP:Iteration 10Q (766.180000 sec): 3 clusters Score: Raw -526359.328712 + Penalty 831.203743 = -525528.124969 nChanged 198 SP:Iteration 11Q (766.190000 sec): 3 clusters Score: Raw -526548.714249 + Penalty 831.203743 = -525717.510506 nChanged 141 SP:Iteration 12Q (766.200000 sec): 3 clusters Score: Raw -526641.103128 + Penalty 831.203743 = -525809.899385 nChanged 97 SP:Iteration 13Q (766.200000 sec): 3 clusters Score: Raw -526691.793261 + Penalty 831.203743 = -525860.589518 nChanged 92 SP:Iteration 14Q (766.220000 sec): 3 clusters Score: Raw -526740.610859 + Penalty 831.203743 = -525909.407116 nChanged 81 SP:Iteration 15Q (766.220000 sec): 3 clusters Score: Raw -526777.508364 + Penalty 831.203743 = -525946.304621 nChanged 72 SP:Iteration 16Q (766.230000 sec): 3 clusters Score: Raw -526804.129231 + Penalty 831.203743 = -525972.925488 nChanged 68 SP:Iteration 17Q (766.240000 sec): 3 clusters Score: Raw -526828.931579 + Penalty 831.203743 = -525997.727836 nChanged 60 SP:Iteration 18Q (766.250000 sec): 3 clusters Score: Raw -526848.041164 + Penalty 831.203743 = -526016.837421 nChanged 56 SP:Iteration 19Q (766.260000 sec): 3 clusters Score: Raw -526863.461321 + Penalty 831.203743 = -526032.257578 nChanged 48 SP:Iteration 20F (766.270000 sec): 3 clusters Score: Raw -526876.497294 + Penalty 831.203743 = -526045.293551 nChanged 35 SP:Iteration 21Q (766.280000 sec): 3 clusters Score: Raw -526885.273550 + Penalty 831.203743 = -526054.069807 nChanged 36 SP:Iteration 22Q (766.290000 sec): 3 clusters Score: Raw -526897.647977 + Penalty 831.203743 = -526066.444234 nChanged 44 SP:Iteration 23Q (766.300000 sec): 3 clusters Score: Raw -526914.120773 + Penalty 831.203743 = -526082.917030 nChanged 44 SP:Iteration 24Q (766.300000 sec): 3 clusters Score: Raw -526930.509940 + Penalty 831.203743 = -526099.306197 nChanged 39 SP:Iteration 25Q (766.320000 sec): 3 clusters Score: Raw -526942.873941 + Penalty 831.203743 = -526111.670198 nChanged 40 SP:Iteration 26Q (766.320000 sec): 3 clusters Score: Raw -526954.143096 + Penalty 831.203743 = -526122.939353 nChanged 41 SP:Iteration 27Q (766.330000 sec): 3 clusters Score: Raw -526965.694170 + Penalty 831.203743 = -526134.490427 nChanged 28 SP:Iteration 28Q (766.340000 sec): 3 clusters Score: Raw -526974.951722 + Penalty 831.203743 = -526143.747979 nChanged 32 SP:Iteration 29Q (766.350000 sec): 3 clusters Score: Raw -526986.845794 + Penalty 831.203743 = -526155.642051 nChanged 29 SP:Iteration 30Q (766.360000 sec): 3 clusters Score: Raw -526994.797048 + Penalty 831.203743 = -526163.593305 nChanged 20 SP:Iteration 31Q (766.370000 sec): 3 clusters Score: Raw -527000.956232 + Penalty 831.203743 = -526169.752489 nChanged 23 SP:Iteration 32Q (766.380000 sec): 3 clusters Score: Raw -527006.882388 + Penalty 831.203743 = -526175.678645 nChanged 20 SP:Iteration 33Q (766.380000 sec): 3 clusters Score: Raw -527013.418429 + Penalty 831.203743 = -526182.214686 nChanged 23 SP:Iteration 34Q (766.390000 sec): 3 clusters Score: Raw -527020.460609 + Penalty 831.203743 = -526189.256866 nChanged 17 SP:Iteration 35Q (766.400000 sec): 3 clusters Score: Raw -527023.744445 + Penalty 831.203743 = -526192.540702 nChanged 20 SP:Iteration 36Q (766.410000 sec): 3 clusters Score: Raw -527028.498820 + Penalty 831.203743 = -526197.295077 nChanged 12 SP:Iteration 37Q (766.420000 sec): 3 clusters Score: Raw -527031.239125 + Penalty 831.203743 = -526200.035382 nChanged 10 SP:Iteration 38Q (766.430000 sec): 3 clusters Score: Raw -527033.416750 + Penalty 831.203743 = -526202.213007 nChanged 12 SP:Iteration 39Q (766.440000 sec): 3 clusters Score: Raw -527036.092801 + Penalty 831.203743 = -526204.889058 nChanged 14 SP:Iteration 40F (766.440000 sec): 3 clusters Score: Raw -527040.244489 + Penalty 831.203743 = -526209.040746 nChanged 13 SP:Iteration 41Q (766.450000 sec): 3 clusters Score: Raw -527044.643098 + Penalty 831.203743 = -526213.439355 nChanged 13 SP:Iteration 42Q (766.460000 sec): 3 clusters Score: Raw -527047.357355 + Penalty 831.203743 = -526216.153612 nChanged 12 SP:Iteration 43Q (766.470000 sec): 3 clusters Score: Raw -527050.577721 + Penalty 831.203743 = -526219.373978 nChanged 13 SP:Iteration 44Q (766.480000 sec): 3 clusters Score: Raw -527054.326604 + Penalty 831.203743 = -526223.122861 nChanged 13 SP:Iteration 45Q (766.480000 sec): 3 clusters Score: Raw -527060.771817 + Penalty 831.203743 = -526229.568074 nChanged 18 SP:Iteration 46Q (766.490000 sec): 3 clusters Score: Raw -527072.705276 + Penalty 831.203743 = -526241.501533 nChanged 15 SP:Iteration 47Q (766.500000 sec): 3 clusters Score: Raw -527080.143280 + Penalty 831.203743 = -526248.939537 nChanged 13 SP:Iteration 48Q (766.510000 sec): 3 clusters Score: Raw -527084.576897 + Penalty 831.203743 = -526253.373154 nChanged 10 SP:Iteration 49Q (766.520000 sec): 3 clusters Score: Raw -527087.016110 + Penalty 831.203743 = -526255.812367 nChanged 9 SP:Iteration 50Q (766.530000 sec): 3 clusters Score: Raw -527088.293595 + Penalty 831.203743 = -526257.089852 nChanged 5 SP:Iteration 51Q (766.540000 sec): 3 clusters Score: Raw -527089.017602 + Penalty 831.203743 = -526257.813859 nChanged 1 SP:Iteration 52Q (766.540000 sec): 3 clusters Score: Raw -527089.063753 + Penalty 831.203743 = -526257.860010 nChanged 1 SP:Iteration 53Q (766.550000 sec): 3 clusters Score: Raw -527089.108355 + Penalty 831.203743 = -526257.904612 nChanged 1 SP:Iteration 54Q (766.560000 sec): 3 clusters Score: Raw -527089.263764 + Penalty 831.203743 = -526258.060021 nChanged 3 SP:Iteration 55Q (766.570000 sec): 3 clusters Score: Raw -527089.467448 + Penalty 831.203743 = -526258.263705 nChanged 1 SP:Iteration 56Q (766.580000 sec): 3 clusters Score: Raw -527089.660812 + Penalty 831.203743 = -526258.457069 nChanged 2 SP:Iteration 57Q (766.580000 sec): 3 clusters Score: Raw -527090.287165 + Penalty 831.203743 = -526259.083422 nChanged 2 SP:Iteration 58Q (766.590000 sec): 3 clusters Score: Raw -527091.012680 + Penalty 831.203743 = -526259.808937 nChanged 4 SP:Iteration 59Q (766.600000 sec): 3 clusters Score: Raw -527091.703722 + Penalty 831.203743 = -526260.499979 nChanged 4 SP:Iteration 60F (766.610000 sec): 3 clusters Score: Raw -527092.316467 + Penalty 831.203743 = -526261.112724 nChanged 7 SP:Iteration 61Q (766.620000 sec): 3 clusters Score: Raw -527093.424415 + Penalty 831.203743 = -526262.220672 nChanged 4 SP:Iteration 62Q (766.630000 sec): 3 clusters Score: Raw -527093.929823 + Penalty 831.203743 = -526262.726080 nChanged 1 SP:Iteration 63Q (766.640000 sec): 3 clusters Score: Raw -527094.022725 + Penalty 831.203743 = -526262.818982 nChanged 1 SP:Iteration 64Q (766.640000 sec): 3 clusters Score: Raw -527094.107617 + Penalty 831.203743 = -526262.903874 nChanged 0 SP:Iteration 65F (766.650000 sec): 3 clusters Score: Raw -527094.107617 + Penalty 831.203743 = -526262.903874 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.660000 sec): 2 clusters Score: Raw -154618.234253 + Penalty 362.809919 = -154255.424334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.660000 sec): 3 clusters Score: Raw -152957.857224 + Penalty 725.619838 = -152232.237386 nChanged 1285 SP:Iteration 1F (766.670000 sec): 3 clusters Score: Raw -153673.644158 + Penalty 725.619838 = -152948.024320 nChanged 192 SP:Iteration 2F (766.670000 sec): 3 clusters Score: Raw -153770.800146 + Penalty 725.619838 = -153045.180308 nChanged 177 SP:Iteration 3F (766.680000 sec): 3 clusters Score: Raw -153857.024651 + Penalty 725.619838 = -153131.404813 nChanged 162 SP:Iteration 4F (766.680000 sec): 3 clusters Score: Raw -153945.838293 + Penalty 725.619838 = -153220.218455 nChanged 148 SP:Iteration 5F (766.680000 sec): 3 clusters Score: Raw -154041.673856 + Penalty 725.619838 = -153316.054018 nChanged 138 SP:Iteration 6Q (766.680000 sec): 3 clusters Score: Raw -154154.547269 + Penalty 725.619838 = -153428.927431 nChanged 131 SP:Iteration 7Q (766.690000 sec): 3 clusters Score: Raw -154263.547009 + Penalty 725.619838 = -153537.927171 nChanged 112 SP:Iteration 8Q (766.690000 sec): 3 clusters Score: Raw -154370.921820 + Penalty 725.619838 = -153645.301981 nChanged 98 SP:Iteration 9Q (766.690000 sec): 3 clusters Score: Raw -154474.025725 + Penalty 725.619838 = -153748.405887 nChanged 81 SP:Iteration 10Q (766.700000 sec): 3 clusters Score: Raw -154544.024704 + Penalty 725.619838 = -153818.404866 nChanged 51 SP:Iteration 11Q (766.700000 sec): 3 clusters Score: Raw -154580.772021 + Penalty 725.619838 = -153855.152183 nChanged 32 SP:Iteration 12Q (766.700000 sec): 3 clusters Score: Raw -154613.131616 + Penalty 725.619838 = -153887.511778 nChanged 30 SP:Iteration 13Q (766.700000 sec): 3 clusters Score: Raw -154639.330397 + Penalty 725.619838 = -153913.710559 nChanged 19 SP:Iteration 14Q (766.710000 sec): 3 clusters Score: Raw -154650.148994 + Penalty 725.619838 = -153924.529156 nChanged 13 SP:Iteration 15Q (766.710000 sec): 3 clusters Score: Raw -154658.052768 + Penalty 725.619838 = -153932.432929 nChanged 10 SP:Iteration 16Q (766.710000 sec): 3 clusters Score: Raw -154664.800014 + Penalty 725.619838 = -153939.180175 nChanged 12 SP:Iteration 17Q (766.720000 sec): 3 clusters Score: Raw -154675.869955 + Penalty 725.619838 = -153950.250117 nChanged 11 SP:Iteration 18Q (766.720000 sec): 3 clusters Score: Raw -154686.814357 + Penalty 725.619838 = -153961.194519 nChanged 6 SP:Iteration 19Q (766.720000 sec): 3 clusters Score: Raw -154689.806138 + Penalty 725.619838 = -153964.186299 nChanged 4 SP:Iteration 20F (766.720000 sec): 3 clusters Score: Raw -154691.707816 + Penalty 725.619838 = -153966.087978 nChanged 2 SP:Iteration 21Q (766.730000 sec): 3 clusters Score: Raw -154693.481755 + Penalty 725.619838 = -153967.861917 nChanged 4 SP:Iteration 22Q (766.730000 sec): 3 clusters Score: Raw -154695.489437 + Penalty 725.619838 = -153969.869598 nChanged 4 SP:Iteration 23Q (766.730000 sec): 3 clusters Score: Raw -154698.469035 + Penalty 725.619838 = -153972.849196 nChanged 2 SP:Iteration 24Q (766.740000 sec): 3 clusters Score: Raw -154699.959616 + Penalty 725.619838 = -153974.339778 nChanged 2 SP:Iteration 25Q (766.740000 sec): 3 clusters Score: Raw -154700.249564 + Penalty 725.619838 = -153974.629726 nChanged 1 SP:Iteration 26Q (766.740000 sec): 3 clusters Score: Raw -154700.605974 + Penalty 725.619838 = -153974.986135 nChanged 1 SP:Iteration 27Q (766.740000 sec): 3 clusters Score: Raw -154700.898818 + Penalty 725.619838 = -153975.278980 nChanged 1 SP:Iteration 28Q (766.740000 sec): 3 clusters Score: Raw -154701.660603 + Penalty 725.619838 = -153976.040765 nChanged 3 SP:Iteration 29Q (766.750000 sec): 3 clusters Score: Raw -154702.848853 + Penalty 725.619838 = -153977.229015 nChanged 1 SP:Iteration 30Q (766.750000 sec): 3 clusters Score: Raw -154703.243876 + Penalty 725.619838 = -153977.624037 nChanged 0 SP:Iteration 31F (766.750000 sec): 3 clusters Score: Raw -154703.243876 + Penalty 725.619838 = -153977.624037 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.760000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.760000 sec): 3 clusters Score: Raw -3023.554530 + Penalty 372.585355 = -2650.969175 nChanged 9 SP:Iteration 1F (766.760000 sec): 3 clusters Score: Raw -3043.167089 + Penalty 372.585355 = -2670.581734 nChanged 3 SP:Iteration 2Q (766.760000 sec): 3 clusters Score: Raw -3055.690120 + Penalty 372.585355 = -2683.104765 nChanged 3 SP:Iteration 3Q (766.760000 sec): 3 clusters Score: Raw -3064.558446 + Penalty 372.585355 = -2691.973091 nChanged 0 SP:Iteration 4F (766.760000 sec): 3 clusters Score: Raw -3064.558446 + Penalty 372.585355 = -2691.973091 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.760000 sec): 2 clusters Score: Raw -104971.883382 + Penalty 343.959957 = -104627.923425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.760000 sec): 3 clusters Score: Raw -103970.559036 + Penalty 687.919914 = -103282.639122 nChanged 808 SP:Iteration 1F (766.760000 sec): 3 clusters Score: Raw -104476.114514 + Penalty 687.919914 = -103788.194600 nChanged 150 SP:Iteration 2F (766.770000 sec): 3 clusters Score: Raw -104559.774276 + Penalty 687.919914 = -103871.854362 nChanged 110 SP:Iteration 3F (766.770000 sec): 3 clusters Score: Raw -104623.025166 + Penalty 687.919914 = -103935.105252 nChanged 102 SP:Iteration 4F (766.770000 sec): 3 clusters Score: Raw -104693.696358 + Penalty 687.919914 = -104005.776444 nChanged 93 SP:Iteration 5Q (766.770000 sec): 3 clusters Score: Raw -104766.291227 + Penalty 687.919914 = -104078.371312 nChanged 77 SP:Iteration 6Q (766.780000 sec): 3 clusters Score: Raw -104819.258779 + Penalty 687.919914 = -104131.338864 nChanged 64 SP:Iteration 7Q (766.780000 sec): 3 clusters Score: Raw -104866.272025 + Penalty 687.919914 = -104178.352111 nChanged 61 SP:Iteration 8Q (766.780000 sec): 3 clusters Score: Raw -104917.857915 + Penalty 687.919914 = -104229.938000 nChanged 47 SP:Iteration 9Q (766.780000 sec): 3 clusters Score: Raw -104959.476506 + Penalty 687.919914 = -104271.556592 nChanged 24 SP:Iteration 10Q (766.780000 sec): 3 clusters Score: Raw -104983.116216 + Penalty 687.919914 = -104295.196302 nChanged 14 SP:Iteration 11Q (766.780000 sec): 3 clusters Score: Raw -104994.045056 + Penalty 687.919914 = -104306.125142 nChanged 9 SP:Iteration 12Q (766.790000 sec): 3 clusters Score: Raw -105001.318429 + Penalty 687.919914 = -104313.398515 nChanged 6 SP:Iteration 13Q (766.790000 sec): 3 clusters Score: Raw -105008.011812 + Penalty 687.919914 = -104320.091898 nChanged 2 SP:Iteration 14Q (766.790000 sec): 3 clusters Score: Raw -105009.556426 + Penalty 687.919914 = -104321.636512 nChanged 5 SP:Iteration 15Q (766.790000 sec): 3 clusters Score: Raw -105014.134728 + Penalty 687.919914 = -104326.214814 nChanged 4 SP:Iteration 16Q (766.800000 sec): 3 clusters Score: Raw -105020.333863 + Penalty 687.919914 = -104332.413949 nChanged 3 SP:Iteration 17Q (766.800000 sec): 3 clusters Score: Raw -105021.373453 + Penalty 687.919914 = -104333.453539 nChanged 2 SP:Iteration 18Q (766.800000 sec): 3 clusters Score: Raw -105026.788130 + Penalty 687.919914 = -104338.868216 nChanged 2 SP:Iteration 19Q (766.800000 sec): 3 clusters Score: Raw -105027.988446 + Penalty 687.919914 = -104340.068532 nChanged 1 SP:Iteration 20F (766.800000 sec): 3 clusters Score: Raw -105029.228781 + Penalty 687.919914 = -104341.308867 nChanged 1 SP:Iteration 21Q (766.800000 sec): 3 clusters Score: Raw -105029.650521 + Penalty 687.919914 = -104341.730607 nChanged 1 SP:Iteration 22Q (766.810000 sec): 3 clusters Score: Raw -105029.802102 + Penalty 687.919914 = -104341.882188 nChanged 0 SP:Iteration 23F (766.810000 sec): 3 clusters Score: Raw -105029.802102 + Penalty 687.919914 = -104341.882188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.810000 sec): 2 clusters Score: Raw -15815.357632 + Penalty 276.740960 = -15538.616671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.810000 sec): 3 clusters Score: Raw -15758.088311 + Penalty 553.481921 = -15204.606390 nChanged 163 SP:Iteration 1F (766.810000 sec): 3 clusters Score: Raw -16317.989055 + Penalty 553.481921 = -15764.507135 nChanged 50 SP:Iteration 2F (766.810000 sec): 3 clusters Score: Raw -16674.357975 + Penalty 553.481921 = -16120.876054 nChanged 20 SP:Iteration 3Q (766.810000 sec): 3 clusters Score: Raw -16854.715401 + Penalty 553.481921 = -16301.233480 nChanged 9 SP:Iteration 4Q (766.810000 sec): 3 clusters Score: Raw -16910.445303 + Penalty 553.481921 = -16356.963383 nChanged 9 SP:Iteration 5Q (766.810000 sec): 3 clusters Score: Raw -16970.593043 + Penalty 553.481921 = -16417.111123 nChanged 6 SP:Iteration 6Q (766.810000 sec): 3 clusters Score: Raw -17046.245603 + Penalty 553.481921 = -16492.763682 nChanged 4 SP:Iteration 7Q (766.820000 sec): 3 clusters Score: Raw -17085.578805 + Penalty 553.481921 = -16532.096884 nChanged 0 SP:Iteration 8F (766.820000 sec): 3 clusters Score: Raw -17085.578805 + Penalty 553.481921 = -16532.096884 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.820000 sec): 2 clusters Score: Raw -23715.536142 + Penalty 273.401000 = -23442.135142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.820000 sec): 3 clusters Score: Raw -23545.908917 + Penalty 546.802000 = -22999.106917 nChanged 135 SP:Iteration 1F (766.820000 sec): 3 clusters Score: Raw -23699.235035 + Penalty 546.802000 = -23152.433035 nChanged 40 SP:Iteration 2F (766.820000 sec): 3 clusters Score: Raw -23747.849539 + Penalty 546.802000 = -23201.047539 nChanged 21 SP:Iteration 3F (766.820000 sec): 3 clusters Score: Raw -23777.142499 + Penalty 546.802000 = -23230.340499 nChanged 18 SP:Iteration 4Q (766.820000 sec): 3 clusters Score: Raw -23805.655062 + Penalty 546.802000 = -23258.853062 nChanged 18 SP:Iteration 5Q (766.820000 sec): 3 clusters Score: Raw -23838.311023 + Penalty 546.802000 = -23291.509023 nChanged 14 SP:Iteration 6Q (766.820000 sec): 3 clusters Score: Raw -23864.409438 + Penalty 546.802000 = -23317.607438 nChanged 14 SP:Iteration 7Q (766.820000 sec): 3 clusters Score: Raw -23886.014748 + Penalty 546.802000 = -23339.212748 nChanged 15 SP:Iteration 8Q (766.820000 sec): 3 clusters Score: Raw -23908.366309 + Penalty 546.802000 = -23361.564309 nChanged 9 SP:Iteration 9Q (766.820000 sec): 3 clusters Score: Raw -23929.273921 + Penalty 546.802000 = -23382.471921 nChanged 11 SP:Iteration 10Q (766.820000 sec): 3 clusters Score: Raw -23946.892471 + Penalty 546.802000 = -23400.090471 nChanged 4 SP:Iteration 11Q (766.820000 sec): 3 clusters Score: Raw -23952.856492 + Penalty 546.802000 = -23406.054493 nChanged 5 SP:Iteration 12Q (766.820000 sec): 3 clusters Score: Raw -23966.779947 + Penalty 546.802000 = -23419.977947 nChanged 4 SP:Iteration 13Q (766.820000 sec): 3 clusters Score: Raw -23976.787817 + Penalty 546.802000 = -23429.985818 nChanged 7 SP:Iteration 14Q (766.820000 sec): 3 clusters Score: Raw -23993.910567 + Penalty 546.802000 = -23447.108567 nChanged 3 SP:Iteration 15Q (766.820000 sec): 3 clusters Score: Raw -23998.159928 + Penalty 546.802000 = -23451.357928 nChanged 1 SP:Iteration 16Q (766.820000 sec): 3 clusters Score: Raw -23999.138807 + Penalty 546.802000 = -23452.336807 nChanged 1 SP:Iteration 17Q (766.820000 sec): 3 clusters Score: Raw -24000.181133 + Penalty 546.802000 = -23453.379134 nChanged 2 SP:Iteration 18Q (766.820000 sec): 3 clusters Score: Raw -24001.905041 + Penalty 546.802000 = -23455.103041 nChanged 3 SP:Iteration 19Q (766.830000 sec): 3 clusters Score: Raw -24005.441022 + Penalty 546.802000 = -23458.639023 nChanged 4 SP:Iteration 20F (766.830000 sec): 3 clusters Score: Raw -24009.887510 + Penalty 546.802000 = -23463.085510 nChanged 3 SP:Iteration 21Q (766.830000 sec): 3 clusters Score: Raw -24013.717936 + Penalty 546.802000 = -23466.915936 nChanged 5 SP:Iteration 22Q (766.830000 sec): 3 clusters Score: Raw -24020.027327 + Penalty 546.802000 = -23473.225327 nChanged 3 SP:Iteration 23Q (766.830000 sec): 3 clusters Score: Raw -24022.071822 + Penalty 546.802000 = -23475.269822 nChanged 1 SP:Iteration 24Q (766.830000 sec): 3 clusters Score: Raw -24022.893304 + Penalty 546.802000 = -23476.091304 nChanged 0 SP:Iteration 25F (766.830000 sec): 3 clusters Score: Raw -24022.893304 + Penalty 546.802000 = -23476.091304 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.830000 sec): 2 clusters Score: Raw -11297.694183 + Penalty 245.202764 = -11052.491419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.830000 sec): 3 clusters Score: Raw -11228.936487 + Penalty 490.405527 = -10738.530960 nChanged 59 SP:Iteration 1F (766.830000 sec): 3 clusters Score: Raw -11356.320559 + Penalty 490.405527 = -10865.915031 nChanged 21 SP:Iteration 2F (766.830000 sec): 3 clusters Score: Raw -11396.969398 + Penalty 490.405527 = -10906.563871 nChanged 17 SP:Iteration 3F (766.830000 sec): 3 clusters Score: Raw -11440.935427 + Penalty 490.405527 = -10950.529900 nChanged 13 SP:Iteration 4F (766.830000 sec): 3 clusters Score: Raw -11472.114824 + Penalty 490.405527 = -10981.709297 nChanged 12 SP:Iteration 5F (766.830000 sec): 3 clusters Score: Raw -11511.711088 + Penalty 490.405527 = -11021.305560 nChanged 8 SP:Iteration 6Q (766.830000 sec): 3 clusters Score: Raw -11541.088667 + Penalty 490.405527 = -11050.683140 nChanged 7 SP:Iteration 7Q (766.830000 sec): 3 clusters Score: Raw -11587.851110 + Penalty 490.405527 = -11097.445582 nChanged 8 SP:Iteration 8Q (766.830000 sec): 3 clusters Score: Raw -11598.987554 + Penalty 490.405527 = -11108.582027 nChanged 3 SP:Iteration 9Q (766.840000 sec): 3 clusters Score: Raw -11607.034473 + Penalty 490.405527 = -11116.628946 nChanged 6 SP:Iteration 10Q (766.840000 sec): 3 clusters Score: Raw -11627.877083 + Penalty 490.405527 = -11137.471556 nChanged 5 SP:Iteration 11Q (766.840000 sec): 3 clusters Score: Raw -11641.781782 + Penalty 490.405527 = -11151.376255 nChanged 2 SP:Iteration 12Q (766.840000 sec): 3 clusters Score: Raw -11644.442958 + Penalty 490.405527 = -11154.037431 nChanged 2 SP:Iteration 13Q (766.840000 sec): 3 clusters Score: Raw -11647.125587 + Penalty 490.405527 = -11156.720060 nChanged 0 SP:Iteration 14F (766.840000 sec): 3 clusters Score: Raw -11650.514049 + Penalty 490.405527 = -11160.108522 nChanged 3 SP:Iteration 15Q (766.840000 sec): 3 clusters Score: Raw -11670.753495 + Penalty 490.405527 = -11180.347968 nChanged 2 SP:Iteration 16Q (766.840000 sec): 3 clusters Score: Raw -11675.598277 + Penalty 490.405527 = -11185.192749 nChanged 0 SP:Iteration 17F (766.840000 sec): 3 clusters Score: Raw -11675.598277 + Penalty 490.405527 = -11185.192749 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.840000 sec): 2 clusters Score: Raw -48129.144906 + Penalty 310.161483 = -47818.983423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.840000 sec): 3 clusters Score: Raw -47695.793334 + Penalty 620.322965 = -47075.470369 nChanged 368 SP:Iteration 1F (766.840000 sec): 3 clusters Score: Raw -47900.161785 + Penalty 620.322965 = -47279.838820 nChanged 80 SP:Iteration 2F (766.840000 sec): 3 clusters Score: Raw -47952.060844 + Penalty 620.322965 = -47331.737879 nChanged 51 SP:Iteration 3F (766.840000 sec): 3 clusters Score: Raw -47982.381973 + Penalty 620.322965 = -47362.059007 nChanged 41 SP:Iteration 4Q (766.840000 sec): 3 clusters Score: Raw -48003.293744 + Penalty 620.322965 = -47382.970779 nChanged 27 SP:Iteration 5Q (766.840000 sec): 3 clusters Score: Raw -48020.690809 + Penalty 620.322965 = -47400.367844 nChanged 30 SP:Iteration 6Q (766.850000 sec): 3 clusters Score: Raw -48039.630918 + Penalty 620.322965 = -47419.307953 nChanged 24 SP:Iteration 7Q (766.850000 sec): 3 clusters Score: Raw -48056.697398 + Penalty 620.322965 = -47436.374433 nChanged 30 SP:Iteration 8Q (766.850000 sec): 3 clusters Score: Raw -48081.498071 + Penalty 620.322965 = -47461.175106 nChanged 29 SP:Iteration 9Q (766.850000 sec): 3 clusters Score: Raw -48120.321271 + Penalty 620.322965 = -47499.998306 nChanged 25 SP:Iteration 10Q (766.850000 sec): 3 clusters Score: Raw -48139.695350 + Penalty 620.322965 = -47519.372385 nChanged 21 SP:Iteration 11Q (766.850000 sec): 3 clusters Score: Raw -48157.163118 + Penalty 620.322965 = -47536.840153 nChanged 18 SP:Iteration 12Q (766.850000 sec): 3 clusters Score: Raw -48170.972859 + Penalty 620.322965 = -47550.649894 nChanged 18 SP:Iteration 13Q (766.850000 sec): 3 clusters Score: Raw -48186.439395 + Penalty 620.322965 = -47566.116430 nChanged 18 SP:Iteration 14Q (766.860000 sec): 3 clusters Score: Raw -48205.965346 + Penalty 620.322965 = -47585.642381 nChanged 23 SP:Iteration 15Q (766.860000 sec): 3 clusters Score: Raw -48223.993826 + Penalty 620.322965 = -47603.670861 nChanged 34 SP:Iteration 16Q (766.860000 sec): 3 clusters Score: Raw -48249.395253 + Penalty 620.322965 = -47629.072288 nChanged 38 SP:Iteration 17Q (766.860000 sec): 3 clusters Score: Raw -48277.494178 + Penalty 620.322965 = -47657.171213 nChanged 38 SP:Iteration 18Q (766.860000 sec): 3 clusters Score: Raw -48299.874818 + Penalty 620.322965 = -47679.551852 nChanged 29 SP:Iteration 19Q (766.860000 sec): 3 clusters Score: Raw -48314.411902 + Penalty 620.322965 = -47694.088937 nChanged 19 SP:Iteration 20F (766.860000 sec): 3 clusters Score: Raw -48324.841223 + Penalty 620.322965 = -47704.518258 nChanged 20 SP:Iteration 21Q (766.860000 sec): 3 clusters Score: Raw -48339.874048 + Penalty 620.322965 = -47719.551083 nChanged 16 SP:Iteration 22Q (766.860000 sec): 3 clusters Score: Raw -48349.465725 + Penalty 620.322965 = -47729.142760 nChanged 8 SP:Iteration 23Q (766.860000 sec): 3 clusters Score: Raw -48355.190766 + Penalty 620.322965 = -47734.867801 nChanged 5 SP:Iteration 24Q (766.860000 sec): 3 clusters Score: Raw -48356.200380 + Penalty 620.322965 = -47735.877415 nChanged 2 SP:Iteration 25Q (766.860000 sec): 3 clusters Score: Raw -48356.922978 + Penalty 620.322965 = -47736.600013 nChanged 1 SP:Iteration 26Q (766.870000 sec): 3 clusters Score: Raw -48357.151370 + Penalty 620.322965 = -47736.828405 nChanged 0 SP:Iteration 27F (766.870000 sec): 3 clusters Score: Raw -48357.151370 + Penalty 620.322965 = -47736.828405 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (767.050000 sec): 2 clusters Score: Raw -6499839.999184 + Penalty 528.692532 = -6499311.306652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (767.190000 sec): 3 clusters Score: Raw -6425222.411655 + Penalty 1057.385065 = -6424165.026590 nChanged 54226 SP:Iteration 1F (767.330000 sec): 3 clusters Score: Raw -6459483.559711 + Penalty 1057.385065 = -6458426.174646 nChanged 5329 SP:Iteration 2Q (767.470000 sec): 3 clusters Score: Raw -6461549.256404 + Penalty 1057.385065 = -6460491.871339 nChanged 5817 SP:Iteration 3F (767.610000 sec): 3 clusters Score: Raw -6464234.947390 + Penalty 1057.385065 = -6463177.562325 nChanged 6263 SP:Iteration 4F (767.750000 sec): 3 clusters Score: Raw -6467884.542052 + Penalty 1057.385065 = -6466827.156987 nChanged 6537 SP:Iteration 5F (767.890000 sec): 3 clusters Score: Raw -6473033.182232 + Penalty 1057.385065 = -6471975.797167 nChanged 6487 SP:Iteration 6F (768.020000 sec): 3 clusters Score: Raw -6479049.955533 + Penalty 1057.385065 = -6477992.570468 nChanged 5704 SP:Iteration 7F (768.160000 sec): 3 clusters Score: Raw -6483594.737119 + Penalty 1057.385065 = -6482537.352054 nChanged 4216 SP:Iteration 8Q (768.300000 sec): 3 clusters Score: Raw -6485915.877176 + Penalty 1057.385065 = -6484858.492112 nChanged 2941 SP:Iteration 9Q (768.440000 sec): 3 clusters Score: Raw -6487301.509399 + Penalty 1057.385065 = -6486244.124335 nChanged 2585 SP:Iteration 10Q (768.580000 sec): 3 clusters Score: Raw -6488515.125901 + Penalty 1057.385065 = -6487457.740837 nChanged 2433 SP:Iteration 11Q (768.720000 sec): 3 clusters Score: Raw -6489679.803993 + Penalty 1057.385065 = -6488622.418928 nChanged 2359 SP:Iteration 12Q (768.850000 sec): 3 clusters Score: Raw -6490834.865784 + Penalty 1057.385065 = -6489777.480720 nChanged 2232 SP:Iteration 13Q (768.980000 sec): 3 clusters Score: Raw -6491903.233276 + Penalty 1057.385065 = -6490845.848211 nChanged 2079 SP:Iteration 14Q (769.120000 sec): 3 clusters Score: Raw -6492895.728312 + Penalty 1057.385065 = -6491838.343248 nChanged 1905 SP:Iteration 15Q (769.250000 sec): 3 clusters Score: Raw -6493789.078184 + Penalty 1057.385065 = -6492731.693119 nChanged 1708 SP:Iteration 16Q (769.380000 sec): 3 clusters Score: Raw -6494591.703423 + Penalty 1057.385065 = -6493534.318358 nChanged 1566 SP:Iteration 17Q (769.510000 sec): 3 clusters Score: Raw -6495311.040571 + Penalty 1057.385065 = -6494253.655506 nChanged 1376 SP:Iteration 18Q (769.630000 sec): 3 clusters Score: Raw -6495930.934371 + Penalty 1057.385065 = -6494873.549306 nChanged 1177 SP:Iteration 19Q (769.760000 sec): 3 clusters Score: Raw -6496450.338417 + Penalty 1057.385065 = -6495392.953352 nChanged 1007 SP:Iteration 20F (769.890000 sec): 3 clusters Score: Raw -6496893.093676 + Penalty 1057.385065 = -6495835.708612 nChanged 906 SP:Iteration 21Q (770.010000 sec): 3 clusters Score: Raw -6497306.275836 + Penalty 1057.385065 = -6496248.890771 nChanged 782 SP:Iteration 22Q (770.120000 sec): 3 clusters Score: Raw -6497656.775970 + Penalty 1057.385065 = -6496599.390905 nChanged 689 SP:Iteration 23Q (770.240000 sec): 3 clusters Score: Raw -6497948.675813 + Penalty 1057.385065 = -6496891.290748 nChanged 570 SP:Iteration 24Q (770.350000 sec): 3 clusters Score: Raw -6498169.887374 + Penalty 1057.385065 = -6497112.502309 nChanged 498 SP:Iteration 25Q (770.470000 sec): 3 clusters Score: Raw -6498358.362876 + Penalty 1057.385065 = -6497300.977811 nChanged 444 SP:Iteration 26Q (770.580000 sec): 3 clusters Score: Raw -6498516.690411 + Penalty 1057.385065 = -6497459.305346 nChanged 393 SP:Iteration 27Q (770.690000 sec): 3 clusters Score: Raw -6498650.552274 + Penalty 1057.385065 = -6497593.167209 nChanged 354 SP:Iteration 28Q (770.810000 sec): 3 clusters Score: Raw -6498777.412957 + Penalty 1057.385065 = -6497720.027892 nChanged 343 SP:Iteration 29Q (770.910000 sec): 3 clusters Score: Raw -6498895.297198 + Penalty 1057.385065 = -6497837.912133 nChanged 309 SP:Iteration 30Q (771.020000 sec): 3 clusters Score: Raw -6499003.522242 + Penalty 1057.385065 = -6497946.137178 nChanged 289 SP:Iteration 31Q (771.130000 sec): 3 clusters Score: Raw -6499114.470140 + Penalty 1057.385065 = -6498057.085075 nChanged 264 SP:Iteration 32Q (771.230000 sec): 3 clusters Score: Raw -6499220.738603 + Penalty 1057.385065 = -6498163.353538 nChanged 245 SP:Iteration 33Q (771.340000 sec): 3 clusters Score: Raw -6499326.410492 + Penalty 1057.385065 = -6498269.025427 nChanged 215 SP:Iteration 34Q (771.450000 sec): 3 clusters Score: Raw -6499408.182271 + Penalty 1057.385065 = -6498350.797206 nChanged 176 SP:Iteration 35Q (771.560000 sec): 3 clusters Score: Raw -6499470.030439 + Penalty 1057.385065 = -6498412.645374 nChanged 153 SP:Iteration 36Q (771.670000 sec): 3 clusters Score: Raw -6499528.344470 + Penalty 1057.385065 = -6498470.959405 nChanged 150 SP:Iteration 37Q (771.770000 sec): 3 clusters Score: Raw -6499583.774537 + Penalty 1057.385065 = -6498526.389472 nChanged 105 SP:Iteration 38Q (771.880000 sec): 3 clusters Score: Raw -6499623.310245 + Penalty 1057.385065 = -6498565.925181 nChanged 108 SP:Iteration 39Q (771.990000 sec): 3 clusters Score: Raw -6499664.944216 + Penalty 1057.385065 = -6498607.559151 nChanged 92 SP:Iteration 40F (772.120000 sec): 3 clusters Score: Raw -6499697.089162 + Penalty 1057.385065 = -6498639.704097 nChanged 78 SP:Iteration 41Q (772.230000 sec): 3 clusters Score: Raw -6499734.064163 + Penalty 1057.385065 = -6498676.679099 nChanged 78 SP:Iteration 42Q (772.330000 sec): 3 clusters Score: Raw -6499777.059321 + Penalty 1057.385065 = -6498719.674256 nChanged 61 SP:Iteration 43Q (772.440000 sec): 3 clusters Score: Raw -6499808.262257 + Penalty 1057.385065 = -6498750.877192 nChanged 51 SP:Iteration 44Q (772.550000 sec): 3 clusters Score: Raw -6499829.559260 + Penalty 1057.385065 = -6498772.174195 nChanged 34 SP:Iteration 45Q (772.650000 sec): 3 clusters Score: Raw -6499843.157693 + Penalty 1057.385065 = -6498785.772628 nChanged 29 SP:Iteration 46Q (772.750000 sec): 3 clusters Score: Raw -6499855.802235 + Penalty 1057.385065 = -6498798.417170 nChanged 22 SP:Iteration 47Q (772.860000 sec): 3 clusters Score: Raw -6499866.858955 + Penalty 1057.385065 = -6498809.473890 nChanged 20 SP:Iteration 48Q (772.970000 sec): 3 clusters Score: Raw -6499876.629626 + Penalty 1057.385065 = -6498819.244561 nChanged 12 SP:Iteration 49Q (773.080000 sec): 3 clusters Score: Raw -6499880.168934 + Penalty 1057.385065 = -6498822.783869 nChanged 5 SP:Iteration 50Q (773.190000 sec): 3 clusters Score: Raw -6499881.822121 + Penalty 1057.385065 = -6498824.437056 nChanged 7 SP:Iteration 51Q (773.290000 sec): 3 clusters Score: Raw -6499884.580997 + Penalty 1057.385065 = -6498827.195932 nChanged 5 SP:Iteration 52Q (773.400000 sec): 3 clusters Score: Raw -6499886.367778 + Penalty 1057.385065 = -6498828.982713 nChanged 10 SP:Iteration 53Q (773.500000 sec): 3 clusters Score: Raw -6499890.409000 + Penalty 1057.385065 = -6498833.023936 nChanged 10 SP:Iteration 54Q (773.610000 sec): 3 clusters Score: Raw -6499895.328581 + Penalty 1057.385065 = -6498837.943516 nChanged 12 SP:Iteration 55Q (773.720000 sec): 3 clusters Score: Raw -6499900.735352 + Penalty 1057.385065 = -6498843.350287 nChanged 11 SP:Iteration 56Q (773.830000 sec): 3 clusters Score: Raw -6499905.790335 + Penalty 1057.385065 = -6498848.405270 nChanged 4 SP:Iteration 57Q (773.930000 sec): 3 clusters Score: Raw -6499907.594349 + Penalty 1057.385065 = -6498850.209284 nChanged 5 SP:Iteration 58Q (774.030000 sec): 3 clusters Score: Raw -6499909.268876 + Penalty 1057.385065 = -6498851.883811 nChanged 4 SP:Iteration 59Q (774.140000 sec): 3 clusters Score: Raw -6499910.022536 + Penalty 1057.385065 = -6498852.637471 nChanged 3 SP:Iteration 60F (774.290000 sec): 3 clusters Score: Raw -6499911.011701 + Penalty 1057.385065 = -6498853.626637 nChanged 3 SP:Iteration 61Q (774.390000 sec): 3 clusters Score: Raw -6499911.787459 + Penalty 1057.385065 = -6498854.402394 nChanged 5 SP:Iteration 62Q (774.500000 sec): 3 clusters Score: Raw -6499913.797994 + Penalty 1057.385065 = -6498856.412929 nChanged 5 SP:Iteration 63Q (774.610000 sec): 3 clusters Score: Raw -6499915.662019 + Penalty 1057.385065 = -6498858.276954 nChanged 3 SP:Iteration 64Q (774.720000 sec): 3 clusters Score: Raw -6499916.450569 + Penalty 1057.385065 = -6498859.065504 nChanged 0 SP:Iteration 65F (774.860000 sec): 3 clusters Score: Raw -6499916.450569 + Penalty 1057.385065 = -6498859.065504 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.900000 sec): 2 clusters Score: Raw -12419.805916 + Penalty 245.410053 = -12174.395862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.900000 sec): 3 clusters Score: Raw -12382.748691 + Penalty 490.820107 = -11891.928584 nChanged 69 SP:Iteration 1F (774.900000 sec): 3 clusters Score: Raw -12457.197653 + Penalty 490.820107 = -11966.377547 nChanged 17 SP:Iteration 2F (774.900000 sec): 3 clusters Score: Raw -12482.665550 + Penalty 490.820107 = -11991.845443 nChanged 2 SP:Iteration 3Q (774.900000 sec): 3 clusters Score: Raw -12483.345465 + Penalty 490.820107 = -11992.525358 nChanged 1 SP:Iteration 4Q (774.900000 sec): 3 clusters Score: Raw -12483.789939 + Penalty 490.820107 = -11992.969832 nChanged 1 SP:Iteration 5Q (774.900000 sec): 3 clusters Score: Raw -12484.098005 + Penalty 490.820107 = -11993.277899 nChanged 1 SP:Iteration 6Q (774.900000 sec): 3 clusters Score: Raw -12484.364292 + Penalty 490.820107 = -11993.544185 nChanged 0 SP:Iteration 7F (774.900000 sec): 3 clusters Score: Raw -12484.364292 + Penalty 490.820107 = -11993.544185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.910000 sec): 2 clusters Score: Raw -148170.259670 + Penalty 358.902150 = -147811.357520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.910000 sec): 3 clusters Score: Raw -146670.750788 + Penalty 717.804300 = -145952.946489 nChanged 1164 SP:Iteration 1F (774.910000 sec): 3 clusters Score: Raw -147268.564254 + Penalty 717.804300 = -146550.759954 nChanged 150 SP:Iteration 2F (774.910000 sec): 3 clusters Score: Raw -147324.862578 + Penalty 717.804300 = -146607.058278 nChanged 117 SP:Iteration 3Q (774.920000 sec): 3 clusters Score: Raw -147371.031858 + Penalty 717.804300 = -146653.227558 nChanged 116 SP:Iteration 4Q (774.920000 sec): 3 clusters Score: Raw -147422.621961 + Penalty 717.804300 = -146704.817661 nChanged 116 SP:Iteration 5Q (774.920000 sec): 3 clusters Score: Raw -147485.426693 + Penalty 717.804300 = -146767.622394 nChanged 142 SP:Iteration 6F (774.930000 sec): 3 clusters Score: Raw -147567.725885 + Penalty 717.804300 = -146849.921586 nChanged 130 SP:Iteration 7Q (774.930000 sec): 3 clusters Score: Raw -147647.759911 + Penalty 717.804300 = -146929.955611 nChanged 136 SP:Iteration 8F (774.930000 sec): 3 clusters Score: Raw -147746.395857 + Penalty 717.804300 = -147028.591558 nChanged 134 SP:Iteration 9F (774.930000 sec): 3 clusters Score: Raw -147858.272120 + Penalty 717.804300 = -147140.467821 nChanged 131 SP:Iteration 10Q (774.940000 sec): 3 clusters Score: Raw -147981.819420 + Penalty 717.804300 = -147264.015120 nChanged 86 SP:Iteration 11Q (774.940000 sec): 3 clusters Score: Raw -148080.522776 + Penalty 717.804300 = -147362.718477 nChanged 61 SP:Iteration 12Q (774.940000 sec): 3 clusters Score: Raw -148145.938748 + Penalty 717.804300 = -147428.134448 nChanged 26 SP:Iteration 13Q (774.950000 sec): 3 clusters Score: Raw -148169.343049 + Penalty 717.804300 = -147451.538750 nChanged 19 SP:Iteration 14Q (774.950000 sec): 3 clusters Score: Raw -148185.857542 + Penalty 717.804300 = -147468.053242 nChanged 8 SP:Iteration 15Q (774.950000 sec): 3 clusters Score: Raw -148201.094446 + Penalty 717.804300 = -147483.290146 nChanged 9 SP:Iteration 16Q (774.950000 sec): 3 clusters Score: Raw -148212.213464 + Penalty 717.804300 = -147494.409165 nChanged 5 SP:Iteration 17Q (774.950000 sec): 3 clusters Score: Raw -148217.380157 + Penalty 717.804300 = -147499.575857 nChanged 5 SP:Iteration 18Q (774.960000 sec): 3 clusters Score: Raw -148227.250629 + Penalty 717.804300 = -147509.446329 nChanged 6 SP:Iteration 19Q (774.960000 sec): 3 clusters Score: Raw -148234.385039 + Penalty 717.804300 = -147516.580739 nChanged 2 SP:Iteration 20F (774.960000 sec): 3 clusters Score: Raw -148235.644997 + Penalty 717.804300 = -147517.840698 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.970000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.970000 sec): 3 clusters Score: Raw -10428.464191 + Penalty 474.559154 = -9953.905037 nChanged 50 SP:Iteration 1F (774.970000 sec): 3 clusters Score: Raw -10490.564195 + Penalty 474.559154 = -10016.005041 nChanged 10 SP:Iteration 2F (774.970000 sec): 3 clusters Score: Raw -10503.829405 + Penalty 474.559154 = -10029.270251 nChanged 7 SP:Iteration 3Q (774.970000 sec): 3 clusters Score: Raw -10517.441727 + Penalty 474.559154 = -10042.882573 nChanged 1 SP:Iteration 4Q (774.970000 sec): 3 clusters Score: Raw -10519.090744 + Penalty 474.559154 = -10044.531590 nChanged 1 SP:Iteration 5Q (774.970000 sec): 3 clusters Score: Raw -10521.521558 + Penalty 474.559154 = -10046.962404 nChanged 2 SP:Iteration 6Q (774.970000 sec): 3 clusters Score: Raw -10524.532750 + Penalty 474.559154 = -10049.973596 nChanged 2 SP:Iteration 7Q (774.970000 sec): 3 clusters Score: Raw -10527.927653 + Penalty 474.559154 = -10053.368499 nChanged 1 SP:Iteration 8Q (774.970000 sec): 3 clusters Score: Raw -10528.250504 + Penalty 474.559154 = -10053.691350 nChanged 0 SP:Iteration 9F (774.970000 sec): 3 clusters Score: Raw -10528.250504 + Penalty 474.559154 = -10053.691350 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.970000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.970000 sec): 3 clusters Score: Raw -5761.295846 + Penalty 427.743713 = -5333.552133 nChanged 22 SP:Iteration 1F (774.970000 sec): 3 clusters Score: Raw -5796.246337 + Penalty 427.743713 = -5368.502623 nChanged 5 SP:Iteration 2Q (774.970000 sec): 3 clusters Score: Raw -5804.810281 + Penalty 427.743713 = -5377.066567 nChanged 1 SP:Iteration 3Q (774.970000 sec): 3 clusters Score: Raw -5806.794456 + Penalty 427.743713 = -5379.050743 nChanged 0 SP:Iteration 4F (774.970000 sec): 3 clusters Score: Raw -5806.794456 + Penalty 427.743713 = -5379.050743 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.970000 sec): 2 clusters Score: Raw -28968.769085 + Penalty 283.932551 = -28684.836534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.970000 sec): 3 clusters Score: Raw -28776.179663 + Penalty 567.865102 = -28208.314561 nChanged 159 SP:Iteration 1F (774.970000 sec): 3 clusters Score: Raw -28899.677622 + Penalty 567.865102 = -28331.812520 nChanged 49 SP:Iteration 2F (774.970000 sec): 3 clusters Score: Raw -28947.986698 + Penalty 567.865102 = -28380.121596 nChanged 31 SP:Iteration 3F (774.970000 sec): 3 clusters Score: Raw -28985.987003 + Penalty 567.865102 = -28418.121901 nChanged 30 SP:Iteration 4F (774.970000 sec): 3 clusters Score: Raw -29028.178990 + Penalty 567.865102 = -28460.313888 nChanged 22 SP:Iteration 5Q (774.970000 sec): 3 clusters Score: Raw -29048.581479 + Penalty 567.865102 = -28480.716377 nChanged 6 SP:Iteration 6Q (774.970000 sec): 3 clusters Score: Raw -29056.517282 + Penalty 567.865102 = -28488.652180 nChanged 4 SP:Iteration 7Q (774.980000 sec): 3 clusters Score: Raw -29059.300179 + Penalty 567.865102 = -28491.435077 nChanged 4 SP:Iteration 8Q (774.980000 sec): 3 clusters Score: Raw -29061.645361 + Penalty 567.865102 = -28493.780259 nChanged 5 SP:Iteration 9Q (774.980000 sec): 3 clusters Score: Raw -29065.658400 + Penalty 567.865102 = -28497.793299 nChanged 4 SP:Iteration 10Q (774.980000 sec): 3 clusters Score: Raw -29072.448822 + Penalty 567.865102 = -28504.583720 nChanged 2 SP:Iteration 11Q (774.980000 sec): 3 clusters Score: Raw -29074.784723 + Penalty 567.865102 = -28506.919621 nChanged 3 SP:Iteration 12Q (774.980000 sec): 3 clusters Score: Raw -29076.737873 + Penalty 567.865102 = -28508.872771 nChanged 1 SP:Iteration 13Q (774.980000 sec): 3 clusters Score: Raw -29078.210623 + Penalty 567.865102 = -28510.345521 nChanged 0 SP:Iteration 14F (774.980000 sec): 3 clusters Score: Raw -29078.210623 + Penalty 567.865102 = -28510.345521 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.980000 sec): 2 clusters Score: Raw -28850.556801 + Penalty 286.852421 = -28563.704381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.980000 sec): 3 clusters Score: Raw -28663.451467 + Penalty 573.704841 = -28089.746626 nChanged 198 SP:Iteration 1F (774.980000 sec): 3 clusters Score: Raw -28849.885367 + Penalty 573.704841 = -28276.180526 nChanged 66 SP:Iteration 2F (774.980000 sec): 3 clusters Score: Raw -28924.264968 + Penalty 573.704841 = -28350.560127 nChanged 43 SP:Iteration 3F (774.990000 sec): 3 clusters Score: Raw -28980.301182 + Penalty 573.704841 = -28406.596341 nChanged 25 SP:Iteration 4Q (774.990000 sec): 3 clusters Score: Raw -29001.020815 + Penalty 573.704841 = -28427.315974 nChanged 14 SP:Iteration 5Q (774.990000 sec): 3 clusters Score: Raw -29014.635110 + Penalty 573.704841 = -28440.930269 nChanged 10 SP:Iteration 6Q (774.990000 sec): 3 clusters Score: Raw -29025.253227 + Penalty 573.704841 = -28451.548386 nChanged 7 SP:Iteration 7Q (774.990000 sec): 3 clusters Score: Raw -29031.492307 + Penalty 573.704841 = -28457.787466 nChanged 5 SP:Iteration 8Q (774.990000 sec): 3 clusters Score: Raw -29035.253633 + Penalty 573.704841 = -28461.548792 nChanged 2 SP:Iteration 9Q (774.990000 sec): 3 clusters Score: Raw -29037.068758 + Penalty 573.704841 = -28463.363917 nChanged 3 SP:Iteration 10Q (774.990000 sec): 3 clusters Score: Raw -29039.745598 + Penalty 573.704841 = -28466.040757 nChanged 5 SP:Iteration 11Q (774.990000 sec): 3 clusters Score: Raw -29043.319301 + Penalty 573.704841 = -28469.614460 nChanged 2 SP:Iteration 12Q (774.990000 sec): 3 clusters Score: Raw -29044.439296 + Penalty 573.704841 = -28470.734455 nChanged 1 SP:Iteration 13Q (774.990000 sec): 3 clusters Score: Raw -29044.615545 + Penalty 573.704841 = -28470.910704 nChanged 1 SP:Iteration 14Q (774.990000 sec): 3 clusters Score: Raw -29045.871983 + Penalty 573.704841 = -28472.167142 nChanged 1 SP:Iteration 15Q (774.990000 sec): 3 clusters Score: Raw -29047.275588 + Penalty 573.704841 = -28473.570747 nChanged 1 SP:Iteration 16Q (774.990000 sec): 3 clusters Score: Raw -29048.576315 + Penalty 573.704841 = -28474.871474 nChanged 0 SP:Iteration 17F (774.990000 sec): 3 clusters Score: Raw -29048.576315 + Penalty 573.704841 = -28474.871474 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.990000 sec): 2 clusters Score: Raw -8670.525800 + Penalty 237.279577 = -8433.246223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.990000 sec): 3 clusters Score: Raw -8637.145030 + Penalty 474.559154 = -8162.585876 nChanged 53 SP:Iteration 1F (774.990000 sec): 3 clusters Score: Raw -8755.862186 + Penalty 474.559154 = -8281.303032 nChanged 19 SP:Iteration 2F (774.990000 sec): 3 clusters Score: Raw -8792.473342 + Penalty 474.559154 = -8317.914188 nChanged 12 SP:Iteration 3F (774.990000 sec): 3 clusters Score: Raw -8811.388509 + Penalty 474.559154 = -8336.829355 nChanged 7 SP:Iteration 4Q (774.990000 sec): 3 clusters Score: Raw -8822.816236 + Penalty 474.559154 = -8348.257082 nChanged 4 SP:Iteration 5Q (775.000000 sec): 3 clusters Score: Raw -8843.663462 + Penalty 474.559154 = -8369.104308 nChanged 6 SP:Iteration 6Q (775.000000 sec): 3 clusters Score: Raw -8866.902540 + Penalty 474.559154 = -8392.343386 nChanged 3 SP:Iteration 7Q (775.000000 sec): 3 clusters Score: Raw -8877.659053 + Penalty 474.559154 = -8403.099899 nChanged 6 SP:Iteration 8Q (775.000000 sec): 3 clusters Score: Raw -8894.670757 + Penalty 474.559154 = -8420.111603 nChanged 4 SP:Iteration 9Q (775.000000 sec): 3 clusters Score: Raw -8903.048371 + Penalty 474.559154 = -8428.489217 nChanged 2 SP:Iteration 10Q (775.000000 sec): 3 clusters Score: Raw -8905.157855 + Penalty 474.559154 = -8430.598701 nChanged 0 SP:Iteration 11F (775.000000 sec): 3 clusters Score: Raw -8905.157855 + Penalty 474.559154 = -8430.598701 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.000000 sec): 2 clusters Score: Raw -9310.340164 + Penalty 229.768448 = -9080.571715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.000000 sec): 3 clusters Score: Raw -9283.760943 + Penalty 459.536897 = -8824.224047 nChanged 31 SP:Iteration 1F (775.000000 sec): 3 clusters Score: Raw -9319.930254 + Penalty 459.536897 = -8860.393358 nChanged 9 SP:Iteration 2F (775.000000 sec): 3 clusters Score: Raw -9336.752188 + Penalty 459.536897 = -8877.215292 nChanged 4 SP:Iteration 3Q (775.000000 sec): 3 clusters Score: Raw -9342.699783 + Penalty 459.536897 = -8883.162887 nChanged 2 SP:Iteration 4Q (775.000000 sec): 3 clusters Score: Raw -9344.752780 + Penalty 459.536897 = -8885.215883 nChanged 1 SP:Iteration 5Q (775.000000 sec): 3 clusters Score: Raw -9345.754072 + Penalty 459.536897 = -8886.217175 nChanged 0 SP:Iteration 6F (775.000000 sec): 3 clusters Score: Raw -9345.754072 + Penalty 459.536897 = -8886.217175 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.000000 sec): 2 clusters Score: Raw -20039.596445 + Penalty 264.542939 = -19775.053505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.000000 sec): 3 clusters Score: Raw -19923.937772 + Penalty 529.085878 = -19394.851894 nChanged 99 SP:Iteration 1F (775.000000 sec): 3 clusters Score: Raw -20002.624272 + Penalty 529.085878 = -19473.538393 nChanged 33 SP:Iteration 2F (775.000000 sec): 3 clusters Score: Raw -20033.705331 + Penalty 529.085878 = -19504.619452 nChanged 15 SP:Iteration 3Q (775.000000 sec): 3 clusters Score: Raw -20048.031411 + Penalty 529.085878 = -19518.945533 nChanged 12 SP:Iteration 4Q (775.000000 sec): 3 clusters Score: Raw -20061.086363 + Penalty 529.085878 = -19532.000485 nChanged 10 SP:Iteration 5Q (775.010000 sec): 3 clusters Score: Raw -20068.079951 + Penalty 529.085878 = -19538.994073 nChanged 7 SP:Iteration 6Q (775.010000 sec): 3 clusters Score: Raw -20072.743856 + Penalty 529.085878 = -19543.657978 nChanged 4 SP:Iteration 7Q (775.010000 sec): 3 clusters Score: Raw -20074.509753 + Penalty 529.085878 = -19545.423874 nChanged 2 SP:Iteration 8Q (775.010000 sec): 3 clusters Score: Raw -20075.638454 + Penalty 529.085878 = -19546.552575 nChanged 1 SP:Iteration 9Q (775.010000 sec): 3 clusters Score: Raw -20076.107660 + Penalty 529.085878 = -19547.021782 nChanged 1 SP:Iteration 10Q (775.010000 sec): 3 clusters Score: Raw -20076.223238 + Penalty 529.085878 = -19547.137359 nChanged 0 SP:Iteration 11F (775.010000 sec): 3 clusters Score: Raw -20076.223238 + Penalty 529.085878 = -19547.137359 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.010000 sec): 2 clusters Score: Raw -5658.931404 + Penalty 221.121464 = -5437.809939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.010000 sec): 3 clusters Score: Raw -5673.222084 + Penalty 442.242929 = -5230.979155 nChanged 38 SP:Iteration 1F (775.010000 sec): 3 clusters Score: Raw -5783.516064 + Penalty 442.242929 = -5341.273135 nChanged 8 SP:Iteration 2F (775.010000 sec): 3 clusters Score: Raw -5797.305898 + Penalty 442.242929 = -5355.062969 nChanged 5 SP:Iteration 3Q (775.010000 sec): 3 clusters Score: Raw -5804.194986 + Penalty 442.242929 = -5361.952057 nChanged 2 SP:Iteration 4Q (775.010000 sec): 3 clusters Score: Raw -5810.343529 + Penalty 442.242929 = -5368.100600 nChanged 2 SP:Iteration 5Q (775.010000 sec): 3 clusters Score: Raw -5817.689004 + Penalty 442.242929 = -5375.446075 nChanged 5 SP:Iteration 6Q (775.010000 sec): 3 clusters Score: Raw -5829.154015 + Penalty 442.242929 = -5386.911087 nChanged 3 SP:Iteration 7Q (775.010000 sec): 3 clusters Score: Raw -5832.151999 + Penalty 442.242929 = -5389.909070 nChanged 0 SP:Iteration 8F (775.010000 sec): 3 clusters Score: Raw -5832.151999 + Penalty 442.242929 = -5389.909070 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.010000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.010000 sec): 3 clusters Score: Raw -13585.497415 + Penalty 499.493333 = -13086.004082 nChanged 72 SP:Iteration 1F (775.010000 sec): 3 clusters Score: Raw -13666.700595 + Penalty 499.493333 = -13167.207261 nChanged 23 SP:Iteration 2F (775.010000 sec): 3 clusters Score: Raw -13688.551682 + Penalty 499.493333 = -13189.058349 nChanged 11 SP:Iteration 3Q (775.010000 sec): 3 clusters Score: Raw -13704.583064 + Penalty 499.493333 = -13205.089731 nChanged 5 SP:Iteration 4Q (775.010000 sec): 3 clusters Score: Raw -13710.453979 + Penalty 499.493333 = -13210.960646 nChanged 3 SP:Iteration 5Q (775.010000 sec): 3 clusters Score: Raw -13717.698530 + Penalty 499.493333 = -13218.205197 nChanged 4 SP:Iteration 6Q (775.010000 sec): 3 clusters Score: Raw -13722.361702 + Penalty 499.493333 = -13222.868369 nChanged 1 SP:Iteration 7Q (775.010000 sec): 3 clusters Score: Raw -13723.496924 + Penalty 499.493333 = -13224.003590 nChanged 2 SP:Iteration 8Q (775.010000 sec): 3 clusters Score: Raw -13724.926369 + Penalty 499.493333 = -13225.433036 nChanged 1 SP:Iteration 9Q (775.010000 sec): 3 clusters Score: Raw -13725.767085 + Penalty 499.493333 = -13226.273752 nChanged 1 SP:Iteration 10Q (775.010000 sec): 3 clusters Score: Raw -13726.687889 + Penalty 499.493333 = -13227.194556 nChanged 1 SP:Iteration 11Q (775.010000 sec): 3 clusters Score: Raw -13727.897488 + Penalty 499.493333 = -13228.404155 nChanged 1 SP:Iteration 12Q (775.010000 sec): 3 clusters Score: Raw -13728.708193 + Penalty 499.493333 = -13229.214859 nChanged 0 SP:Iteration 13F (775.010000 sec): 3 clusters Score: Raw -13728.708193 + Penalty 499.493333 = -13229.214859 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.020000 sec): 2 clusters Score: Raw -36717.224581 + Penalty 298.526895 = -36418.697686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.020000 sec): 3 clusters Score: Raw -36405.171605 + Penalty 597.053791 = -35808.117815 nChanged 266 SP:Iteration 1F (775.020000 sec): 3 clusters Score: Raw -36614.615201 + Penalty 597.053791 = -36017.561411 nChanged 66 SP:Iteration 2F (775.020000 sec): 3 clusters Score: Raw -36675.538762 + Penalty 597.053791 = -36078.484972 nChanged 29 SP:Iteration 3Q (775.020000 sec): 3 clusters Score: Raw -36696.464947 + Penalty 597.053791 = -36099.411156 nChanged 24 SP:Iteration 4Q (775.020000 sec): 3 clusters Score: Raw -36713.908150 + Penalty 597.053791 = -36116.854360 nChanged 17 SP:Iteration 5Q (775.020000 sec): 3 clusters Score: Raw -36729.744086 + Penalty 597.053791 = -36132.690295 nChanged 15 SP:Iteration 6Q (775.020000 sec): 3 clusters Score: Raw -36739.720298 + Penalty 597.053791 = -36142.666508 nChanged 16 SP:Iteration 7Q (775.020000 sec): 3 clusters Score: Raw -36751.266380 + Penalty 597.053791 = -36154.212590 nChanged 17 SP:Iteration 8Q (775.030000 sec): 3 clusters Score: Raw -36762.852808 + Penalty 597.053791 = -36165.799018 nChanged 16 SP:Iteration 9Q (775.030000 sec): 3 clusters Score: Raw -36774.434548 + Penalty 597.053791 = -36177.380757 nChanged 13 SP:Iteration 10Q (775.030000 sec): 3 clusters Score: Raw -36783.463873 + Penalty 597.053791 = -36186.410082 nChanged 13 SP:Iteration 11Q (775.030000 sec): 3 clusters Score: Raw -36792.606682 + Penalty 597.053791 = -36195.552891 nChanged 15 SP:Iteration 12Q (775.030000 sec): 3 clusters Score: Raw -36801.090529 + Penalty 597.053791 = -36204.036738 nChanged 9 SP:Iteration 13Q (775.030000 sec): 3 clusters Score: Raw -36804.151089 + Penalty 597.053791 = -36207.097299 nChanged 2 SP:Iteration 14Q (775.030000 sec): 3 clusters Score: Raw -36805.251027 + Penalty 597.053791 = -36208.197237 nChanged 1 SP:Iteration 15Q (775.030000 sec): 3 clusters Score: Raw -36805.415179 + Penalty 597.053791 = -36208.361388 nChanged 2 SP:Iteration 16Q (775.030000 sec): 3 clusters Score: Raw -36805.796187 + Penalty 597.053791 = -36208.742397 nChanged 1 SP:Iteration 17Q (775.030000 sec): 3 clusters Score: Raw -36805.916071 + Penalty 597.053791 = -36208.862280 nChanged 1 SP:Iteration 18Q (775.030000 sec): 3 clusters Score: Raw -36806.433357 + Penalty 597.053791 = -36209.379566 nChanged 2 SP:Iteration 19Q (775.030000 sec): 3 clusters Score: Raw -36808.461274 + Penalty 597.053791 = -36211.407483 nChanged 1 SP:Iteration 20F (775.030000 sec): 3 clusters Score: Raw -36808.636146 + Penalty 597.053791 = -36211.582355 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.030000 sec): 2 clusters Score: Raw -26159.018464 + Penalty 277.768092 = -25881.250372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.040000 sec): 3 clusters Score: Raw -25990.905884 + Penalty 555.536184 = -25435.369700 nChanged 146 SP:Iteration 1F (775.040000 sec): 3 clusters Score: Raw -26102.520511 + Penalty 555.536184 = -25546.984327 nChanged 25 SP:Iteration 2F (775.040000 sec): 3 clusters Score: Raw -26119.482400 + Penalty 555.536184 = -25563.946216 nChanged 15 SP:Iteration 3Q (775.040000 sec): 3 clusters Score: Raw -26135.691735 + Penalty 555.536184 = -25580.155551 nChanged 17 SP:Iteration 4Q (775.040000 sec): 3 clusters Score: Raw -26149.499718 + Penalty 555.536184 = -25593.963533 nChanged 13 SP:Iteration 5Q (775.040000 sec): 3 clusters Score: Raw -26160.395941 + Penalty 555.536184 = -25604.859757 nChanged 9 SP:Iteration 6Q (775.040000 sec): 3 clusters Score: Raw -26170.155540 + Penalty 555.536184 = -25614.619356 nChanged 10 SP:Iteration 7Q (775.040000 sec): 3 clusters Score: Raw -26178.582742 + Penalty 555.536184 = -25623.046558 nChanged 7 SP:Iteration 8Q (775.040000 sec): 3 clusters Score: Raw -26182.084003 + Penalty 555.536184 = -25626.547819 nChanged 3 SP:Iteration 9Q (775.040000 sec): 3 clusters Score: Raw -26182.889142 + Penalty 555.536184 = -25627.352958 nChanged 2 SP:Iteration 10Q (775.040000 sec): 3 clusters Score: Raw -26183.228249 + Penalty 555.536184 = -25627.692065 nChanged 1 SP:Iteration 11Q (775.040000 sec): 3 clusters Score: Raw -26185.936224 + Penalty 555.536184 = -25630.400040 nChanged 3 SP:Iteration 12Q (775.040000 sec): 3 clusters Score: Raw -26190.401938 + Penalty 555.536184 = -25634.865754 nChanged 5 SP:Iteration 13Q (775.040000 sec): 3 clusters Score: Raw -26192.511337 + Penalty 555.536184 = -25636.975153 nChanged 3 SP:Iteration 14Q (775.040000 sec): 3 clusters Score: Raw -26194.294840 + Penalty 555.536184 = -25638.758656 nChanged 1 SP:Iteration 15Q (775.040000 sec): 3 clusters Score: Raw -26194.684331 + Penalty 555.536184 = -25639.148146 nChanged 1 SP:Iteration 16Q (775.050000 sec): 3 clusters Score: Raw -26195.170429 + Penalty 555.536184 = -25639.634245 nChanged 0 SP:Iteration 17F (775.050000 sec): 3 clusters Score: Raw -26195.170429 + Penalty 555.536184 = -25639.634245 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.050000 sec): 2 clusters Score: Raw -51526.843800 + Penalty 313.010689 = -51213.833111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.050000 sec): 3 clusters Score: Raw -51066.527508 + Penalty 626.021378 = -50440.506130 nChanged 377 SP:Iteration 1F (775.050000 sec): 3 clusters Score: Raw -51266.812625 + Penalty 626.021378 = -50640.791246 nChanged 69 SP:Iteration 2F (775.050000 sec): 3 clusters Score: Raw -51319.791000 + Penalty 626.021378 = -50693.769622 nChanged 57 SP:Iteration 3F (775.050000 sec): 3 clusters Score: Raw -51354.382421 + Penalty 626.021378 = -50728.361043 nChanged 53 SP:Iteration 4F (775.050000 sec): 3 clusters Score: Raw -51393.574278 + Penalty 626.021378 = -50767.552900 nChanged 47 SP:Iteration 5Q (775.050000 sec): 3 clusters Score: Raw -51433.096129 + Penalty 626.021378 = -50807.074750 nChanged 41 SP:Iteration 6Q (775.050000 sec): 3 clusters Score: Raw -51462.961077 + Penalty 626.021378 = -50836.939698 nChanged 26 SP:Iteration 7Q (775.060000 sec): 3 clusters Score: Raw -51482.976093 + Penalty 626.021378 = -50856.954715 nChanged 23 SP:Iteration 8Q (775.060000 sec): 3 clusters Score: Raw -51494.875062 + Penalty 626.021378 = -50868.853684 nChanged 15 SP:Iteration 9Q (775.060000 sec): 3 clusters Score: Raw -51502.472183 + Penalty 626.021378 = -50876.450805 nChanged 11 SP:Iteration 10Q (775.060000 sec): 3 clusters Score: Raw -51509.291511 + Penalty 626.021378 = -50883.270133 nChanged 14 SP:Iteration 11Q (775.060000 sec): 3 clusters Score: Raw -51518.161142 + Penalty 626.021378 = -50892.139764 nChanged 14 SP:Iteration 12Q (775.060000 sec): 3 clusters Score: Raw -51528.494380 + Penalty 626.021378 = -50902.473002 nChanged 14 SP:Iteration 13Q (775.060000 sec): 3 clusters Score: Raw -51536.734332 + Penalty 626.021378 = -50910.712954 nChanged 9 SP:Iteration 14Q (775.060000 sec): 3 clusters Score: Raw -51541.637403 + Penalty 626.021378 = -50915.616025 nChanged 11 SP:Iteration 15Q (775.070000 sec): 3 clusters Score: Raw -51547.722697 + Penalty 626.021378 = -50921.701319 nChanged 11 SP:Iteration 16Q (775.070000 sec): 3 clusters Score: Raw -51557.314771 + Penalty 626.021378 = -50931.293393 nChanged 9 SP:Iteration 17Q (775.070000 sec): 3 clusters Score: Raw -51564.877944 + Penalty 626.021378 = -50938.856566 nChanged 6 SP:Iteration 18Q (775.070000 sec): 3 clusters Score: Raw -51569.056242 + Penalty 626.021378 = -50943.034864 nChanged 5 SP:Iteration 19Q (775.070000 sec): 3 clusters Score: Raw -51573.401565 + Penalty 626.021378 = -50947.380187 nChanged 8 SP:Iteration 20F (775.070000 sec): 3 clusters Score: Raw -51581.655523 + Penalty 626.021378 = -50955.634145 nChanged 5 SP:Iteration 21Q (775.070000 sec): 3 clusters Score: Raw -51586.664768 + Penalty 626.021378 = -50960.643390 nChanged 5 SP:Iteration 22Q (775.070000 sec): 3 clusters Score: Raw -51588.791291 + Penalty 626.021378 = -50962.769913 nChanged 3 SP:Iteration 23Q (775.070000 sec): 3 clusters Score: Raw -51590.103600 + Penalty 626.021378 = -50964.082222 nChanged 1 SP:Iteration 24Q (775.070000 sec): 3 clusters Score: Raw -51590.737797 + Penalty 626.021378 = -50964.716419 nChanged 2 SP:Iteration 25Q (775.070000 sec): 3 clusters Score: Raw -51591.890827 + Penalty 626.021378 = -50965.869449 nChanged 0 SP:Iteration 26F (775.070000 sec): 3 clusters Score: Raw -51591.890827 + Penalty 626.021378 = -50965.869449 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.080000 sec): 2 clusters Score: Raw -11561.809991 + Penalty 245.410053 = -11316.399938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.080000 sec): 3 clusters Score: Raw -11504.721621 + Penalty 490.820107 = -11013.901515 nChanged 66 SP:Iteration 1F (775.080000 sec): 3 clusters Score: Raw -11642.717031 + Penalty 490.820107 = -11151.896924 nChanged 22 SP:Iteration 2F (775.080000 sec): 3 clusters Score: Raw -11703.722039 + Penalty 490.820107 = -11212.901933 nChanged 15 SP:Iteration 3F (775.080000 sec): 3 clusters Score: Raw -11776.076137 + Penalty 490.820107 = -11285.256030 nChanged 8 SP:Iteration 4Q (775.080000 sec): 3 clusters Score: Raw -11786.653813 + Penalty 490.820107 = -11295.833707 nChanged 3 SP:Iteration 5Q (775.080000 sec): 3 clusters Score: Raw -11790.534702 + Penalty 490.820107 = -11299.714596 nChanged 0 SP:Iteration 6F (775.080000 sec): 3 clusters Score: Raw -11790.534702 + Penalty 490.820107 = -11299.714596 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.080000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.080000 sec): 3 clusters Score: Raw -16648.705685 + Penalty 513.090275 = -16135.615410 nChanged 71 SP:Iteration 1F (775.080000 sec): 3 clusters Score: Raw -16729.775247 + Penalty 513.090275 = -16216.684972 nChanged 19 SP:Iteration 2F (775.080000 sec): 3 clusters Score: Raw -16775.294156 + Penalty 513.090275 = -16262.203881 nChanged 15 SP:Iteration 3F (775.080000 sec): 3 clusters Score: Raw -16803.496748 + Penalty 513.090275 = -16290.406473 nChanged 13 SP:Iteration 4Q (775.080000 sec): 3 clusters Score: Raw -16832.366618 + Penalty 513.090275 = -16319.276343 nChanged 12 SP:Iteration 5Q (775.080000 sec): 3 clusters Score: Raw -16866.187132 + Penalty 513.090275 = -16353.096857 nChanged 12 SP:Iteration 6Q (775.080000 sec): 3 clusters Score: Raw -16889.972868 + Penalty 513.090275 = -16376.882593 nChanged 7 SP:Iteration 7Q (775.080000 sec): 3 clusters Score: Raw -16898.360799 + Penalty 513.090275 = -16385.270524 nChanged 3 SP:Iteration 8Q (775.090000 sec): 3 clusters Score: Raw -16904.634995 + Penalty 513.090275 = -16391.544720 nChanged 1 SP:Iteration 9Q (775.090000 sec): 3 clusters Score: Raw -16912.475018 + Penalty 513.090275 = -16399.384743 nChanged 2 SP:Iteration 10Q (775.090000 sec): 3 clusters Score: Raw -16914.881049 + Penalty 513.090275 = -16401.790774 nChanged 2 SP:Iteration 11Q (775.090000 sec): 3 clusters Score: Raw -16918.502391 + Penalty 513.090275 = -16405.412116 nChanged 4 SP:Iteration 12Q (775.090000 sec): 3 clusters Score: Raw -16923.338855 + Penalty 513.090275 = -16410.248580 nChanged 1 SP:Iteration 13Q (775.090000 sec): 3 clusters Score: Raw -16924.919821 + Penalty 513.090275 = -16411.829546 nChanged 1 SP:Iteration 14Q (775.090000 sec): 3 clusters Score: Raw -16926.744669 + Penalty 513.090275 = -16413.654394 nChanged 3 SP:Iteration 15Q (775.090000 sec): 3 clusters Score: Raw -16935.099149 + Penalty 513.090275 = -16422.008874 nChanged 4 SP:Iteration 16Q (775.090000 sec): 3 clusters Score: Raw -16940.820808 + Penalty 513.090275 = -16427.730533 nChanged 3 SP:Iteration 17Q (775.090000 sec): 3 clusters Score: Raw -16949.008208 + Penalty 513.090275 = -16435.917933 nChanged 4 SP:Iteration 18Q (775.090000 sec): 3 clusters Score: Raw -16961.822781 + Penalty 513.090275 = -16448.732506 nChanged 6 SP:Iteration 19Q (775.090000 sec): 3 clusters Score: Raw -16977.935469 + Penalty 513.090275 = -16464.845194 nChanged 2 SP:Iteration 20F (775.090000 sec): 3 clusters Score: Raw -16984.992544 + Penalty 513.090275 = -16471.902269 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.090000 sec): 2 clusters Score: Raw -17903.938704 + Penalty 262.030031 = -17641.908673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.090000 sec): 3 clusters Score: Raw -17818.892756 + Penalty 524.060061 = -17294.832694 nChanged 113 SP:Iteration 1F (775.090000 sec): 3 clusters Score: Raw -17910.572416 + Penalty 524.060061 = -17386.512355 nChanged 19 SP:Iteration 2F (775.090000 sec): 3 clusters Score: Raw -17930.208613 + Penalty 524.060061 = -17406.148552 nChanged 12 SP:Iteration 3Q (775.090000 sec): 3 clusters Score: Raw -17944.125902 + Penalty 524.060061 = -17420.065841 nChanged 14 SP:Iteration 4Q (775.090000 sec): 3 clusters Score: Raw -17961.014203 + Penalty 524.060061 = -17436.954141 nChanged 15 SP:Iteration 5Q (775.090000 sec): 3 clusters Score: Raw -17983.576091 + Penalty 524.060061 = -17459.516029 nChanged 14 SP:Iteration 6Q (775.090000 sec): 3 clusters Score: Raw -18005.646788 + Penalty 524.060061 = -17481.586726 nChanged 9 SP:Iteration 7Q (775.090000 sec): 3 clusters Score: Raw -18016.871767 + Penalty 524.060061 = -17492.811705 nChanged 4 SP:Iteration 8Q (775.090000 sec): 3 clusters Score: Raw -18020.666685 + Penalty 524.060061 = -17496.606623 nChanged 3 SP:Iteration 9Q (775.090000 sec): 3 clusters Score: Raw -18025.787697 + Penalty 524.060061 = -17501.727636 nChanged 2 SP:Iteration 10Q (775.090000 sec): 3 clusters Score: Raw -18027.504054 + Penalty 524.060061 = -17503.443993 nChanged 1 SP:Iteration 11Q (775.090000 sec): 3 clusters Score: Raw -18028.704243 + Penalty 524.060061 = -17504.644181 nChanged 1 SP:Iteration 12Q (775.090000 sec): 3 clusters Score: Raw -18031.974225 + Penalty 524.060061 = -17507.914163 nChanged 1 SP:Iteration 13Q (775.090000 sec): 3 clusters Score: Raw -18032.974837 + Penalty 524.060061 = -17508.914776 nChanged 0 SP:Iteration 14F (775.090000 sec): 3 clusters Score: Raw -18032.974837 + Penalty 524.060061 = -17508.914776 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.090000 sec): 2 clusters Score: Raw -5837.311834 + Penalty 216.288354 = -5621.023481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.090000 sec): 3 clusters Score: Raw -5850.080889 + Penalty 432.576707 = -5417.504182 nChanged 29 SP:Iteration 1F (775.090000 sec): 3 clusters Score: Raw -5913.227980 + Penalty 432.576707 = -5480.651273 nChanged 6 SP:Iteration 2F (775.090000 sec): 3 clusters Score: Raw -5927.915757 + Penalty 432.576707 = -5495.339050 nChanged 4 SP:Iteration 3Q (775.090000 sec): 3 clusters Score: Raw -5936.522181 + Penalty 432.576707 = -5503.945473 nChanged 3 SP:Iteration 4Q (775.090000 sec): 3 clusters Score: Raw -5949.231873 + Penalty 432.576707 = -5516.655166 nChanged 3 SP:Iteration 5Q (775.090000 sec): 3 clusters Score: Raw -5964.647853 + Penalty 432.576707 = -5532.071145 nChanged 2 SP:Iteration 6Q (775.090000 sec): 3 clusters Score: Raw -5972.603289 + Penalty 432.576707 = -5540.026582 nChanged 0 SP:Iteration 7F (775.090000 sec): 3 clusters Score: Raw -5972.603289 + Penalty 432.576707 = -5540.026582 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.090000 sec): 2 clusters Score: Raw -11378.779075 + Penalty 241.073440 = -11137.705634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.090000 sec): 3 clusters Score: Raw -11335.567284 + Penalty 482.146880 = -10853.420404 nChanged 61 SP:Iteration 1F (775.090000 sec): 3 clusters Score: Raw -11408.350995 + Penalty 482.146880 = -10926.204115 nChanged 6 SP:Iteration 2Q (775.090000 sec): 3 clusters Score: Raw -11414.277573 + Penalty 482.146880 = -10932.130693 nChanged 3 SP:Iteration 3Q (775.090000 sec): 3 clusters Score: Raw -11416.745182 + Penalty 482.146880 = -10934.598302 nChanged 1 SP:Iteration 4Q (775.090000 sec): 3 clusters Score: Raw -11417.101912 + Penalty 482.146880 = -10934.955032 nChanged 0 SP:Iteration 5F (775.100000 sec): 3 clusters Score: Raw -11417.101912 + Penalty 482.146880 = -10934.955032 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.100000 sec): 2 clusters Score: Raw -7059.635398 + Penalty 222.510885 = -6837.124512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.100000 sec): 3 clusters Score: Raw -7060.580438 + Penalty 445.021771 = -6615.558668 nChanged 36 SP:Iteration 1F (775.100000 sec): 3 clusters Score: Raw -7096.623872 + Penalty 445.021771 = -6651.602102 nChanged 9 SP:Iteration 2F (775.100000 sec): 3 clusters Score: Raw -7114.296767 + Penalty 445.021771 = -6669.274996 nChanged 5 SP:Iteration 3Q (775.100000 sec): 3 clusters Score: Raw -7149.204315 + Penalty 445.021771 = -6704.182545 nChanged 11 SP:Iteration 4F (775.100000 sec): 3 clusters Score: Raw -7242.318684 + Penalty 445.021771 = -6797.296913 nChanged 15 SP:Iteration 5F (775.100000 sec): 3 clusters Score: Raw -7295.805391 + Penalty 445.021771 = -6850.783621 nChanged 14 SP:Iteration 6F (775.100000 sec): 3 clusters Score: Raw -7358.376779 + Penalty 445.021771 = -6913.355009 nChanged 5 SP:Iteration 7Q (775.100000 sec): 3 clusters Score: Raw -7382.367700 + Penalty 445.021771 = -6937.345929 nChanged 0 SP:Iteration 8F (775.100000 sec): 3 clusters Score: Raw -7382.367700 + Penalty 445.021771 = -6937.345929 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.100000 sec): 2 clusters Score: Raw -24195.791290 + Penalty 272.383566 = -23923.407724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.100000 sec): 3 clusters Score: Raw -24025.021663 + Penalty 544.767132 = -23480.254531 nChanged 131 SP:Iteration 1F (775.100000 sec): 3 clusters Score: Raw -24119.977354 + Penalty 544.767132 = -23575.210222 nChanged 27 SP:Iteration 2F (775.100000 sec): 3 clusters Score: Raw -24143.928015 + Penalty 544.767132 = -23599.160883 nChanged 17 SP:Iteration 3Q (775.100000 sec): 3 clusters Score: Raw -24160.831890 + Penalty 544.767132 = -23616.064758 nChanged 11 SP:Iteration 4Q (775.100000 sec): 3 clusters Score: Raw -24169.882801 + Penalty 544.767132 = -23625.115668 nChanged 7 SP:Iteration 5Q (775.110000 sec): 3 clusters Score: Raw -24175.186345 + Penalty 544.767132 = -23630.419213 nChanged 5 SP:Iteration 6Q (775.110000 sec): 3 clusters Score: Raw -24178.491088 + Penalty 544.767132 = -23633.723956 nChanged 5 SP:Iteration 7Q (775.110000 sec): 3 clusters Score: Raw -24182.197626 + Penalty 544.767132 = -23637.430494 nChanged 2 SP:Iteration 8Q (775.110000 sec): 3 clusters Score: Raw -24182.993048 + Penalty 544.767132 = -23638.225916 nChanged 2 SP:Iteration 9Q (775.110000 sec): 3 clusters Score: Raw -24183.801815 + Penalty 544.767132 = -23639.034683 nChanged 2 SP:Iteration 10Q (775.110000 sec): 3 clusters Score: Raw -24184.799950 + Penalty 544.767132 = -23640.032818 nChanged 2 SP:Iteration 11Q (775.110000 sec): 3 clusters Score: Raw -24185.250669 + Penalty 544.767132 = -23640.483537 nChanged 2 SP:Iteration 12Q (775.110000 sec): 3 clusters Score: Raw -24185.969563 + Penalty 544.767132 = -23641.202431 nChanged 1 SP:Iteration 13Q (775.110000 sec): 3 clusters Score: Raw -24186.177897 + Penalty 544.767132 = -23641.410764 nChanged 0 SP:Iteration 14F (775.110000 sec): 3 clusters Score: Raw -24186.177897 + Penalty 544.767132 = -23641.410764 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.110000 sec): 2 clusters Score: Raw -10670.176796 + Penalty 237.279577 = -10432.897219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.110000 sec): 3 clusters Score: Raw -10623.325247 + Penalty 474.559154 = -10148.766093 nChanged 42 SP:Iteration 1F (775.110000 sec): 3 clusters Score: Raw -10672.985045 + Penalty 474.559154 = -10198.425891 nChanged 10 SP:Iteration 2F (775.110000 sec): 3 clusters Score: Raw -10691.062811 + Penalty 474.559154 = -10216.503657 nChanged 6 SP:Iteration 3Q (775.110000 sec): 3 clusters Score: Raw -10698.872007 + Penalty 474.559154 = -10224.312854 nChanged 8 SP:Iteration 4Q (775.110000 sec): 3 clusters Score: Raw -10710.581725 + Penalty 474.559154 = -10236.022571 nChanged 3 SP:Iteration 5Q (775.110000 sec): 3 clusters Score: Raw -10717.201205 + Penalty 474.559154 = -10242.642051 nChanged 2 SP:Iteration 6Q (775.110000 sec): 3 clusters Score: Raw -10718.428088 + Penalty 474.559154 = -10243.868934 nChanged 1 SP:Iteration 7Q (775.110000 sec): 3 clusters Score: Raw -10719.842376 + Penalty 474.559154 = -10245.283222 nChanged 0 SP:Iteration 8F (775.110000 sec): 3 clusters Score: Raw -10719.842376 + Penalty 474.559154 = -10245.283222 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.110000 sec): 2 clusters Score: Raw -4453.591770 + Penalty 201.602164 = -4251.989605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.110000 sec): 3 clusters Score: Raw -4461.005818 + Penalty 403.204329 = -4057.801489 nChanged 13 SP:Iteration 1F (775.110000 sec): 3 clusters Score: Raw -4492.928924 + Penalty 403.204329 = -4089.724596 nChanged 3 SP:Iteration 2Q (775.110000 sec): 3 clusters Score: Raw -4501.794667 + Penalty 403.204329 = -4098.590338 nChanged 0 SP:Iteration 3F (775.110000 sec): 3 clusters Score: Raw -4501.794667 + Penalty 403.204329 = -4098.590338 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.110000 sec): 2 clusters Score: Raw -3782.113184 + Penalty 198.230252 = -3583.882933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (775.110000 sec): 3 clusters Score: Raw -3823.363407 + Penalty 396.460503 = -3426.902904 nChanged 18 SP:Iteration 1F (775.110000 sec): 3 clusters Score: Raw -3877.501802 + Penalty 396.460503 = -3481.041299 nChanged 3 SP:Iteration 2Q (775.110000 sec): 3 clusters Score: Raw -3972.384401 + Penalty 396.460503 = -3575.923898 nChanged 3 SP:Iteration 3Q (775.110000 sec): 3 clusters Score: Raw -3984.007571 + Penalty 396.460503 = -3587.547067 nChanged 1 SP:Iteration 4Q (775.110000 sec): 3 clusters Score: Raw -3993.495120 + Penalty 396.460503 = -3597.034617 nChanged 2 SP:Iteration 5Q (775.110000 sec): 3 clusters Score: Raw -4004.314326 + Penalty 396.460503 = -3607.853822 nChanged 0 SP:Iteration 6F (775.110000 sec): 3 clusters Score: Raw -4004.314326 + Penalty 396.460503 = -3607.853822 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Deleting Class 51 (23 points): Lose 328.406164 but Gain 588.735889 Iteration 179F (785.930000 sec): 59 clusters Score: Raw -23887843.332285 + Penalty 34146.681561 = -23853696.650723 nChanged 2436 Iteration 180F (796.500000 sec): 59 clusters Score: Raw -23890297.383503 + Penalty 34146.681561 = -23856150.701941 nChanged 1513 Iteration 181Q (801.670000 sec): 59 clusters Score: Raw -23897289.829482 + Penalty 34146.681561 = -23863143.147921 nChanged 998 Iteration 182Q (806.820000 sec): 59 clusters Score: Raw -23897957.037505 + Penalty 34146.681561 = -23863810.355944 nChanged 557 Iteration 183Q (811.970000 sec): 59 clusters Score: Raw -23898153.270237 + Penalty 34146.681561 = -23864006.588675 nChanged 404 Iteration 184Q (817.150000 sec): 59 clusters Score: Raw -23898212.903594 + Penalty 34146.681561 = -23864066.222033 nChanged 266 Iteration 185Q (822.310000 sec): 59 clusters Score: Raw -23898260.653700 + Penalty 34146.681561 = -23864113.972138 nChanged 204 Iteration 186Q (827.380000 sec): 59 clusters Score: Raw -23898273.966098 + Penalty 34146.681561 = -23864127.284537 nChanged 145 Iteration 187Q (832.360000 sec): 59 clusters Score: Raw -23898285.665740 + Penalty 34146.681561 = -23864138.984179 nChanged 112 Iteration 188Q (837.320000 sec): 59 clusters Score: Raw -23898289.254937 + Penalty 34146.681561 = -23864142.573376 nChanged 108 Iteration 189Q (842.300000 sec): 59 clusters Score: Raw -23898291.331598 + Penalty 34146.681561 = -23864144.650036 nChanged 78 Iteration 190Q (847.260000 sec): 59 clusters Score: Raw -23898292.587161 + Penalty 34146.681561 = -23864145.905600 nChanged 65 Iteration 191Q (852.240000 sec): 59 clusters Score: Raw -23898293.497077 + Penalty 34146.681561 = -23864146.815515 nChanged 45 Iteration 192Q (857.480000 sec): 59 clusters Score: Raw -23898294.239146 + Penalty 34146.681561 = -23864147.557585 nChanged 34 Iteration 193Q (862.710000 sec): 59 clusters Score: Raw -23898294.735105 + Penalty 34146.681561 = -23864148.053544 nChanged 35 Iteration 194Q (867.910000 sec): 59 clusters Score: Raw -23898295.245248 + Penalty 34146.681561 = -23864148.563686 nChanged 31 Iteration 195Q (872.990000 sec): 59 clusters Score: Raw -23898295.605648 + Penalty 34146.681561 = -23864148.924087 nChanged 23 Iteration 196Q (877.950000 sec): 59 clusters Score: Raw -23898296.045562 + Penalty 34146.681561 = -23864149.364000 nChanged 21 Iteration 197Q (882.930000 sec): 59 clusters Score: Raw -23898296.292879 + Penalty 34146.681561 = -23864149.611317 nChanged 15 Iteration 198Q (887.910000 sec): 59 clusters Score: Raw -23898296.386402 + Penalty 34146.681561 = -23864149.704840 nChanged 16 Iteration 199Q (892.870000 sec): 59 clusters Score: Raw -23898296.568386 + Penalty 34146.681561 = -23864149.886825 nChanged 21 Iteration 200F (902.520000 sec): 59 clusters Score: Raw -23920823.840767 + Penalty 34146.681561 = -23886677.159206 nChanged 1107 Iteration 201Q (907.470000 sec): 59 clusters Score: Raw -23933841.103364 + Penalty 34146.681561 = -23899694.421802 nChanged 107 Iteration 202Q (912.410000 sec): 59 clusters Score: Raw -23934623.796393 + Penalty 34146.681561 = -23900477.114832 nChanged 24 Iteration 203Q (917.370000 sec): 59 clusters Score: Raw -23934698.777235 + Penalty 34146.681561 = -23900552.095673 nChanged 20 Iteration 204Q (922.330000 sec): 59 clusters Score: Raw -23934701.452577 + Penalty 34146.681561 = -23900554.771015 nChanged 15 Iteration 205Q (927.310000 sec): 59 clusters Score: Raw -23934701.979260 + Penalty 34146.681561 = -23900555.297699 nChanged 10 Iteration 206Q (932.270000 sec): 59 clusters Score: Raw -23934702.053585 + Penalty 34146.681561 = -23900555.372023 nChanged 8 Iteration 207Q (937.230000 sec): 59 clusters Score: Raw -23934702.096418 + Penalty 34146.681561 = -23900555.414857 nChanged 7 Iteration 208Q (942.200000 sec): 59 clusters Score: Raw -23934702.166471 + Penalty 34146.681561 = -23900555.484909 nChanged 8 Iteration 209Q (947.150000 sec): 59 clusters Score: Raw -23934702.206683 + Penalty 34146.681561 = -23900555.525122 nChanged 5 Iteration 210Q (952.130000 sec): 59 clusters Score: Raw -23934702.223279 + Penalty 34146.681561 = -23900555.541718 nChanged 4 Iteration 211Q (957.080000 sec): 59 clusters Score: Raw -23934702.261331 + Penalty 34146.681561 = -23900555.579770 nChanged 0 Iteration 212F (966.750000 sec): 59 clusters Score: Raw -23939198.681081 + Penalty 34146.681561 = -23905051.999520 nChanged 232 Iteration 213Q (971.680000 sec): 59 clusters Score: Raw -23940826.969398 + Penalty 34146.681561 = -23906680.287837 nChanged 29 Iteration 214Q (976.710000 sec): 59 clusters Score: Raw -23940912.985755 + Penalty 34146.681561 = -23906766.304193 nChanged 5 Iteration 215Q (982.040000 sec): 59 clusters Score: Raw -23940952.738454 + Penalty 34146.681561 = -23906806.056892 nChanged 3 Iteration 216Q (987.540000 sec): 59 clusters Score: Raw -23940967.046381 + Penalty 34146.681561 = -23906820.364820 nChanged 3 Iteration 217Q (992.780000 sec): 59 clusters Score: Raw -23940993.925861 + Penalty 34146.681561 = -23906847.244300 nChanged 0 Iteration 218F (1002.570000 sec): 59 clusters Score: Raw -23942563.756831 + Penalty 34146.681561 = -23908417.075269 nChanged 122 Writing temp clu file Because OldScore, -23906847.244300, is greater than current (better) Score,-23908417.075269 Compute initial score before splitting: Score: Raw -23942563.756831 + Penalty 34146.681561 = -23908417.075269 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.650000 sec): 2 clusters Score: Raw -22223.527123 + Penalty 270.397372 = -21953.129751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.650000 sec): 3 clusters Score: Raw -22071.889954 + Penalty 540.794743 = -21531.095211 nChanged 125 SP:Iteration 1F (1002.650000 sec): 3 clusters Score: Raw -22189.002573 + Penalty 540.794743 = -21648.207829 nChanged 43 SP:Iteration 2F (1002.650000 sec): 3 clusters Score: Raw -22236.203820 + Penalty 540.794743 = -21695.409076 nChanged 22 SP:Iteration 3F (1002.650000 sec): 3 clusters Score: Raw -22271.120210 + Penalty 540.794743 = -21730.325467 nChanged 9 SP:Iteration 4Q (1002.650000 sec): 3 clusters Score: Raw -22284.543259 + Penalty 540.794743 = -21743.748516 nChanged 11 SP:Iteration 5Q (1002.650000 sec): 3 clusters Score: Raw -22292.074030 + Penalty 540.794743 = -21751.279286 nChanged 4 SP:Iteration 6Q (1002.650000 sec): 3 clusters Score: Raw -22296.287255 + Penalty 540.794743 = -21755.492512 nChanged 2 SP:Iteration 7Q (1002.650000 sec): 3 clusters Score: Raw -22296.971817 + Penalty 540.794743 = -21756.177074 nChanged 1 SP:Iteration 8Q (1002.650000 sec): 3 clusters Score: Raw -22297.279042 + Penalty 540.794743 = -21756.484299 nChanged 0 SP:Iteration 9F (1002.650000 sec): 3 clusters Score: Raw -22297.279042 + Penalty 540.794743 = -21756.484299 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.650000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.650000 sec): 3 clusters Score: Raw -16638.210470 + Penalty 518.435507 = -16119.774962 nChanged 85 SP:Iteration 1F (1002.650000 sec): 3 clusters Score: Raw -16729.529696 + Penalty 518.435507 = -16211.094188 nChanged 21 SP:Iteration 2F (1002.650000 sec): 3 clusters Score: Raw -16752.941438 + Penalty 518.435507 = -16234.505930 nChanged 10 SP:Iteration 3Q (1002.650000 sec): 3 clusters Score: Raw -16763.135551 + Penalty 518.435507 = -16244.700044 nChanged 5 SP:Iteration 4Q (1002.650000 sec): 3 clusters Score: Raw -16769.334681 + Penalty 518.435507 = -16250.899173 nChanged 1 SP:Iteration 5Q (1002.650000 sec): 3 clusters Score: Raw -16769.770542 + Penalty 518.435507 = -16251.335035 nChanged 0 SP:Iteration 6F (1002.650000 sec): 3 clusters Score: Raw -16769.770542 + Penalty 518.435507 = -16251.335035 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.660000 sec): 2 clusters Score: Raw -114382.207229 + Penalty 344.455168 = -114037.752061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.660000 sec): 3 clusters Score: Raw -113323.751207 + Penalty 688.910336 = -112634.840871 nChanged 821 SP:Iteration 1F (1002.660000 sec): 3 clusters Score: Raw -113813.099438 + Penalty 688.910336 = -113124.189102 nChanged 122 SP:Iteration 2F (1002.670000 sec): 3 clusters Score: Raw -113875.679521 + Penalty 688.910336 = -113186.769185 nChanged 102 SP:Iteration 3F (1002.670000 sec): 3 clusters Score: Raw -113933.568113 + Penalty 688.910336 = -113244.657778 nChanged 87 SP:Iteration 4Q (1002.670000 sec): 3 clusters Score: Raw -113979.643942 + Penalty 688.910336 = -113290.733606 nChanged 90 SP:Iteration 5Q (1002.670000 sec): 3 clusters Score: Raw -114034.130693 + Penalty 688.910336 = -113345.220357 nChanged 72 SP:Iteration 6Q (1002.670000 sec): 3 clusters Score: Raw -114077.723842 + Penalty 688.910336 = -113388.813506 nChanged 70 SP:Iteration 7Q (1002.670000 sec): 3 clusters Score: Raw -114121.246104 + Penalty 688.910336 = -113432.335768 nChanged 67 SP:Iteration 8Q (1002.680000 sec): 3 clusters Score: Raw -114170.129670 + Penalty 688.910336 = -113481.219335 nChanged 60 SP:Iteration 9Q (1002.680000 sec): 3 clusters Score: Raw -114203.915144 + Penalty 688.910336 = -113515.004808 nChanged 43 SP:Iteration 10Q (1002.680000 sec): 3 clusters Score: Raw -114227.075118 + Penalty 688.910336 = -113538.164782 nChanged 35 SP:Iteration 11Q (1002.680000 sec): 3 clusters Score: Raw -114245.926868 + Penalty 688.910336 = -113557.016532 nChanged 27 SP:Iteration 12Q (1002.690000 sec): 3 clusters Score: Raw -114255.477952 + Penalty 688.910336 = -113566.567616 nChanged 19 SP:Iteration 13Q (1002.690000 sec): 3 clusters Score: Raw -114263.367392 + Penalty 688.910336 = -113574.457056 nChanged 17 SP:Iteration 14Q (1002.690000 sec): 3 clusters Score: Raw -114270.684429 + Penalty 688.910336 = -113581.774093 nChanged 17 SP:Iteration 15Q (1002.690000 sec): 3 clusters Score: Raw -114276.846113 + Penalty 688.910336 = -113587.935777 nChanged 14 SP:Iteration 16Q (1002.690000 sec): 3 clusters Score: Raw -114281.350476 + Penalty 688.910336 = -113592.440141 nChanged 13 SP:Iteration 17Q (1002.690000 sec): 3 clusters Score: Raw -114284.849763 + Penalty 688.910336 = -113595.939427 nChanged 7 SP:Iteration 18Q (1002.700000 sec): 3 clusters Score: Raw -114286.433584 + Penalty 688.910336 = -113597.523248 nChanged 6 SP:Iteration 19Q (1002.700000 sec): 3 clusters Score: Raw -114287.663437 + Penalty 688.910336 = -113598.753101 nChanged 5 SP:Iteration 20F (1002.700000 sec): 3 clusters Score: Raw -114289.333566 + Penalty 688.910336 = -113600.423230 nChanged 8 SP:Iteration 21Q (1002.710000 sec): 3 clusters Score: Raw -114292.834552 + Penalty 688.910336 = -113603.924216 nChanged 11 SP:Iteration 22Q (1002.710000 sec): 3 clusters Score: Raw -114296.881977 + Penalty 688.910336 = -113607.971641 nChanged 11 SP:Iteration 23Q (1002.710000 sec): 3 clusters Score: Raw -114300.549062 + Penalty 688.910336 = -113611.638726 nChanged 12 SP:Iteration 24Q (1002.710000 sec): 3 clusters Score: Raw -114305.347099 + Penalty 688.910336 = -113616.436763 nChanged 17 SP:Iteration 25Q (1002.710000 sec): 3 clusters Score: Raw -114312.084763 + Penalty 688.910336 = -113623.174427 nChanged 16 SP:Iteration 26Q (1002.710000 sec): 3 clusters Score: Raw -114317.971404 + Penalty 688.910336 = -113629.061068 nChanged 13 SP:Iteration 27Q (1002.720000 sec): 3 clusters Score: Raw -114320.713648 + Penalty 688.910336 = -113631.803312 nChanged 11 SP:Iteration 28Q (1002.720000 sec): 3 clusters Score: Raw -114322.901931 + Penalty 688.910336 = -113633.991595 nChanged 5 SP:Iteration 29Q (1002.720000 sec): 3 clusters Score: Raw -114324.070488 + Penalty 688.910336 = -113635.160152 nChanged 6 SP:Iteration 30Q (1002.720000 sec): 3 clusters Score: Raw -114325.824515 + Penalty 688.910336 = -113636.914179 nChanged 7 SP:Iteration 31Q (1002.720000 sec): 3 clusters Score: Raw -114328.230628 + Penalty 688.910336 = -113639.320292 nChanged 12 SP:Iteration 32Q (1002.730000 sec): 3 clusters Score: Raw -114331.803305 + Penalty 688.910336 = -113642.892969 nChanged 9 SP:Iteration 33Q (1002.730000 sec): 3 clusters Score: Raw -114335.245538 + Penalty 688.910336 = -113646.335202 nChanged 9 SP:Iteration 34Q (1002.730000 sec): 3 clusters Score: Raw -114338.448023 + Penalty 688.910336 = -113649.537687 nChanged 9 SP:Iteration 35Q (1002.730000 sec): 3 clusters Score: Raw -114340.491544 + Penalty 688.910336 = -113651.581208 nChanged 6 SP:Iteration 36Q (1002.730000 sec): 3 clusters Score: Raw -114341.899689 + Penalty 688.910336 = -113652.989354 nChanged 5 SP:Iteration 37Q (1002.730000 sec): 3 clusters Score: Raw -114343.821327 + Penalty 688.910336 = -113654.910992 nChanged 6 SP:Iteration 38Q (1002.740000 sec): 3 clusters Score: Raw -114345.620563 + Penalty 688.910336 = -113656.710227 nChanged 7 SP:Iteration 39Q (1002.740000 sec): 3 clusters Score: Raw -114348.349430 + Penalty 688.910336 = -113659.439094 nChanged 10 SP:Iteration 40F (1002.740000 sec): 3 clusters Score: Raw -114350.607922 + Penalty 688.910336 = -113661.697586 nChanged 8 SP:Iteration 41Q (1002.740000 sec): 3 clusters Score: Raw -114352.893653 + Penalty 688.910336 = -113663.983317 nChanged 6 SP:Iteration 42Q (1002.750000 sec): 3 clusters Score: Raw -114354.499643 + Penalty 688.910336 = -113665.589307 nChanged 4 SP:Iteration 43Q (1002.750000 sec): 3 clusters Score: Raw -114355.356695 + Penalty 688.910336 = -113666.446359 nChanged 5 SP:Iteration 44Q (1002.750000 sec): 3 clusters Score: Raw -114357.543564 + Penalty 688.910336 = -113668.633228 nChanged 9 SP:Iteration 45Q (1002.750000 sec): 3 clusters Score: Raw -114360.752125 + Penalty 688.910336 = -113671.841789 nChanged 10 SP:Iteration 46Q (1002.750000 sec): 3 clusters Score: Raw -114364.466425 + Penalty 688.910336 = -113675.556089 nChanged 7 SP:Iteration 47Q (1002.750000 sec): 3 clusters Score: Raw -114367.070016 + Penalty 688.910336 = -113678.159680 nChanged 8 SP:Iteration 48Q (1002.760000 sec): 3 clusters Score: Raw -114370.066684 + Penalty 688.910336 = -113681.156348 nChanged 8 SP:Iteration 49Q (1002.760000 sec): 3 clusters Score: Raw -114373.067068 + Penalty 688.910336 = -113684.156732 nChanged 10 SP:Iteration 50Q (1002.760000 sec): 3 clusters Score: Raw -114376.098344 + Penalty 688.910336 = -113687.188008 nChanged 10 SP:Iteration 51Q (1002.760000 sec): 3 clusters Score: Raw -114379.270772 + Penalty 688.910336 = -113690.360436 nChanged 6 SP:Iteration 52Q (1002.770000 sec): 3 clusters Score: Raw -114381.531378 + Penalty 688.910336 = -113692.621043 nChanged 7 SP:Iteration 53Q (1002.770000 sec): 3 clusters Score: Raw -114382.954820 + Penalty 688.910336 = -113694.044484 nChanged 5 SP:Iteration 54Q (1002.770000 sec): 3 clusters Score: Raw -114383.923032 + Penalty 688.910336 = -113695.012697 nChanged 6 SP:Iteration 55Q (1002.770000 sec): 3 clusters Score: Raw -114384.878310 + Penalty 688.910336 = -113695.967974 nChanged 6 SP:Iteration 56Q (1002.770000 sec): 3 clusters Score: Raw -114386.085853 + Penalty 688.910336 = -113697.175517 nChanged 4 SP:Iteration 57Q (1002.770000 sec): 3 clusters Score: Raw -114386.487274 + Penalty 688.910336 = -113697.576938 nChanged 1 SP:Iteration 58Q (1002.780000 sec): 3 clusters Score: Raw -114386.599792 + Penalty 688.910336 = -113697.689456 nChanged 1 SP:Iteration 59Q (1002.780000 sec): 3 clusters Score: Raw -114386.855401 + Penalty 688.910336 = -113697.945065 nChanged 2 SP:Iteration 60F (1002.780000 sec): 3 clusters Score: Raw -114387.379457 + Penalty 688.910336 = -113698.469122 nChanged 3 SP:Iteration 61Q (1002.780000 sec): 3 clusters Score: Raw -114388.232311 + Penalty 688.910336 = -113699.321975 nChanged 7 SP:Iteration 62Q (1002.780000 sec): 3 clusters Score: Raw -114389.814074 + Penalty 688.910336 = -113700.903738 nChanged 6 SP:Iteration 63Q (1002.790000 sec): 3 clusters Score: Raw -114391.314479 + Penalty 688.910336 = -113702.404143 nChanged 3 SP:Iteration 64Q (1002.790000 sec): 3 clusters Score: Raw -114392.221241 + Penalty 688.910336 = -113703.310905 nChanged 2 SP:Iteration 65Q (1002.790000 sec): 3 clusters Score: Raw -114392.985281 + Penalty 688.910336 = -113704.074945 nChanged 1 SP:Iteration 66Q (1002.790000 sec): 3 clusters Score: Raw -114393.228194 + Penalty 688.910336 = -113704.317858 nChanged 1 SP:Iteration 67Q (1002.790000 sec): 3 clusters Score: Raw -114393.294456 + Penalty 688.910336 = -113704.384120 nChanged 1 SP:Iteration 68Q (1002.790000 sec): 3 clusters Score: Raw -114393.382693 + Penalty 688.910336 = -113704.472357 nChanged 0 SP:Iteration 69F (1002.800000 sec): 3 clusters Score: Raw -114393.382693 + Penalty 688.910336 = -113704.472357 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (40297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.870000 sec): 2 clusters Score: Raw -2292296.640346 + Penalty 482.483470 = -2291814.156876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.920000 sec): 3 clusters Score: Raw -2265935.784776 + Penalty 964.966940 = -2264970.817836 nChanged 19288 SP:Iteration 1F (1002.970000 sec): 3 clusters Score: Raw -2277074.617722 + Penalty 964.966940 = -2276109.650782 nChanged 1547 SP:Iteration 2Q (1003.020000 sec): 3 clusters Score: Raw -2277513.825270 + Penalty 964.966940 = -2276548.858330 nChanged 1706 SP:Iteration 3Q (1003.070000 sec): 3 clusters Score: Raw -2278077.954717 + Penalty 964.966940 = -2277112.987777 nChanged 1983 SP:Iteration 4Q (1003.120000 sec): 3 clusters Score: Raw -2278923.061254 + Penalty 964.966940 = -2277958.094315 nChanged 2364 SP:Iteration 5F (1003.170000 sec): 3 clusters Score: Raw -2280226.867265 + Penalty 964.966940 = -2279261.900326 nChanged 2864 SP:Iteration 6F (1003.210000 sec): 3 clusters Score: Raw -2282258.084624 + Penalty 964.966940 = -2281293.117684 nChanged 3216 SP:Iteration 7F (1003.260000 sec): 3 clusters Score: Raw -2284990.356702 + Penalty 964.966940 = -2284025.389762 nChanged 2996 SP:Iteration 8F (1003.310000 sec): 3 clusters Score: Raw -2287766.733108 + Penalty 964.966940 = -2286801.766168 nChanged 2259 SP:Iteration 9F (1003.360000 sec): 3 clusters Score: Raw -2289993.535298 + Penalty 964.966940 = -2289028.568358 nChanged 1363 SP:Iteration 10Q (1003.410000 sec): 3 clusters Score: Raw -2291356.146856 + Penalty 964.966940 = -2290391.179916 nChanged 604 SP:Iteration 11Q (1003.450000 sec): 3 clusters Score: Raw -2291948.315173 + Penalty 964.966940 = -2290983.348233 nChanged 240 SP:Iteration 12Q (1003.490000 sec): 3 clusters Score: Raw -2292183.084908 + Penalty 964.966940 = -2291218.117968 nChanged 85 SP:Iteration 13Q (1003.530000 sec): 3 clusters Score: Raw -2292275.317856 + Penalty 964.966940 = -2291310.350916 nChanged 50 SP:Iteration 14Q (1003.570000 sec): 3 clusters Score: Raw -2292333.406455 + Penalty 964.966940 = -2291368.439516 nChanged 34 SP:Iteration 15Q (1003.600000 sec): 3 clusters Score: Raw -2292367.868871 + Penalty 964.966940 = -2291402.901931 nChanged 21 SP:Iteration 16Q (1003.640000 sec): 3 clusters Score: Raw -2292382.935299 + Penalty 964.966940 = -2291417.968359 nChanged 8 SP:Iteration 17Q (1003.670000 sec): 3 clusters Score: Raw -2292387.150472 + Penalty 964.966940 = -2291422.183532 nChanged 4 SP:Iteration 18Q (1003.710000 sec): 3 clusters Score: Raw -2292391.789312 + Penalty 964.966940 = -2291426.822372 nChanged 3 SP:Iteration 19Q (1003.750000 sec): 3 clusters Score: Raw -2292397.111535 + Penalty 964.966940 = -2291432.144595 nChanged 2 SP:Iteration 20F (1003.800000 sec): 3 clusters Score: Raw -2292398.733967 + Penalty 964.966940 = -2291433.767027 nChanged 5 SP:Iteration 21Q (1003.840000 sec): 3 clusters Score: Raw -2292401.341556 + Penalty 964.966940 = -2291436.374616 nChanged 1 SP:Iteration 22Q (1003.880000 sec): 3 clusters Score: Raw -2292401.909086 + Penalty 964.966940 = -2291436.942146 nChanged 3 SP:Iteration 23Q (1003.910000 sec): 3 clusters Score: Raw -2292402.916457 + Penalty 964.966940 = -2291437.949517 nChanged 1 SP:Iteration 24Q (1003.950000 sec): 3 clusters Score: Raw -2292403.231215 + Penalty 964.966940 = -2291438.264275 nChanged 0 SP:Iteration 25F (1004.000000 sec): 3 clusters Score: Raw -2292403.231215 + Penalty 964.966940 = -2291438.264275 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.020000 sec): 2 clusters Score: Raw -199945.027691 + Penalty 369.038105 = -199575.989586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.030000 sec): 3 clusters Score: Raw -198027.220546 + Penalty 738.076210 = -197289.144336 nChanged 1433 SP:Iteration 1F (1004.030000 sec): 3 clusters Score: Raw -198809.863234 + Penalty 738.076210 = -198071.787024 nChanged 227 SP:Iteration 2F (1004.030000 sec): 3 clusters Score: Raw -198923.780835 + Penalty 738.076210 = -198185.704625 nChanged 206 SP:Iteration 3F (1004.030000 sec): 3 clusters Score: Raw -199061.967917 + Penalty 738.076210 = -198323.891706 nChanged 211 SP:Iteration 4F (1004.040000 sec): 3 clusters Score: Raw -199192.377687 + Penalty 738.076210 = -198454.301477 nChanged 197 SP:Iteration 5F (1004.040000 sec): 3 clusters Score: Raw -199326.280083 + Penalty 738.076210 = -198588.203873 nChanged 183 SP:Iteration 6F (1004.050000 sec): 3 clusters Score: Raw -199451.352626 + Penalty 738.076210 = -198713.276416 nChanged 167 SP:Iteration 7F (1004.050000 sec): 3 clusters Score: Raw -199572.252284 + Penalty 738.076210 = -198834.176074 nChanged 142 SP:Iteration 8Q (1004.050000 sec): 3 clusters Score: Raw -199659.829174 + Penalty 738.076210 = -198921.752964 nChanged 111 SP:Iteration 9Q (1004.060000 sec): 3 clusters Score: Raw -199731.993110 + Penalty 738.076210 = -198993.916900 nChanged 100 SP:Iteration 10Q (1004.060000 sec): 3 clusters Score: Raw -199796.025400 + Penalty 738.076210 = -199057.949190 nChanged 82 SP:Iteration 11Q (1004.070000 sec): 3 clusters Score: Raw -199840.119970 + Penalty 738.076210 = -199102.043760 nChanged 70 SP:Iteration 12Q (1004.070000 sec): 3 clusters Score: Raw -199879.525080 + Penalty 738.076210 = -199141.448870 nChanged 58 SP:Iteration 13Q (1004.070000 sec): 3 clusters Score: Raw -199906.573354 + Penalty 738.076210 = -199168.497144 nChanged 41 SP:Iteration 14Q (1004.070000 sec): 3 clusters Score: Raw -199919.656384 + Penalty 738.076210 = -199181.580174 nChanged 42 SP:Iteration 15Q (1004.080000 sec): 3 clusters Score: Raw -199932.877674 + Penalty 738.076210 = -199194.801464 nChanged 22 SP:Iteration 16Q (1004.080000 sec): 3 clusters Score: Raw -199939.322174 + Penalty 738.076210 = -199201.245964 nChanged 25 SP:Iteration 17Q (1004.090000 sec): 3 clusters Score: Raw -199945.275547 + Penalty 738.076210 = -199207.199337 nChanged 22 SP:Iteration 18Q (1004.090000 sec): 3 clusters Score: Raw -199952.370941 + Penalty 738.076210 = -199214.294731 nChanged 21 SP:Iteration 19Q (1004.090000 sec): 3 clusters Score: Raw -199957.749664 + Penalty 738.076210 = -199219.673454 nChanged 21 SP:Iteration 20F (1004.090000 sec): 3 clusters Score: Raw -199962.186597 + Penalty 738.076210 = -199224.110387 nChanged 17 SP:Iteration 21Q (1004.100000 sec): 3 clusters Score: Raw -199965.147473 + Penalty 738.076210 = -199227.071263 nChanged 17 SP:Iteration 22Q (1004.100000 sec): 3 clusters Score: Raw -199968.336991 + Penalty 738.076210 = -199230.260781 nChanged 16 SP:Iteration 23Q (1004.110000 sec): 3 clusters Score: Raw -199971.530731 + Penalty 738.076210 = -199233.454521 nChanged 16 SP:Iteration 24Q (1004.110000 sec): 3 clusters Score: Raw -199975.945641 + Penalty 738.076210 = -199237.869431 nChanged 29 SP:Iteration 25Q (1004.110000 sec): 3 clusters Score: Raw -199989.404548 + Penalty 738.076210 = -199251.328338 nChanged 28 SP:Iteration 26Q (1004.110000 sec): 3 clusters Score: Raw -200001.325092 + Penalty 738.076210 = -199263.248882 nChanged 30 SP:Iteration 27Q (1004.120000 sec): 3 clusters Score: Raw -200009.743404 + Penalty 738.076210 = -199271.667194 nChanged 23 SP:Iteration 28Q (1004.120000 sec): 3 clusters Score: Raw -200016.637304 + Penalty 738.076210 = -199278.561094 nChanged 22 SP:Iteration 29Q (1004.130000 sec): 3 clusters Score: Raw -200024.942063 + Penalty 738.076210 = -199286.865853 nChanged 24 SP:Iteration 30Q (1004.130000 sec): 3 clusters Score: Raw -200033.024691 + Penalty 738.076210 = -199294.948481 nChanged 19 SP:Iteration 31Q (1004.130000 sec): 3 clusters Score: Raw -200039.946425 + Penalty 738.076210 = -199301.870215 nChanged 15 SP:Iteration 32Q (1004.130000 sec): 3 clusters Score: Raw -200045.524501 + Penalty 738.076210 = -199307.448291 nChanged 15 SP:Iteration 33Q (1004.140000 sec): 3 clusters Score: Raw -200052.405150 + Penalty 738.076210 = -199314.328940 nChanged 22 SP:Iteration 34Q (1004.140000 sec): 3 clusters Score: Raw -200060.178864 + Penalty 738.076210 = -199322.102654 nChanged 19 SP:Iteration 35Q (1004.150000 sec): 3 clusters Score: Raw -200067.373334 + Penalty 738.076210 = -199329.297124 nChanged 15 SP:Iteration 36Q (1004.150000 sec): 3 clusters Score: Raw -200073.217373 + Penalty 738.076210 = -199335.141163 nChanged 9 SP:Iteration 37Q (1004.150000 sec): 3 clusters Score: Raw -200076.404076 + Penalty 738.076210 = -199338.327866 nChanged 9 SP:Iteration 38Q (1004.150000 sec): 3 clusters Score: Raw -200079.975139 + Penalty 738.076210 = -199341.898929 nChanged 10 SP:Iteration 39Q (1004.160000 sec): 3 clusters Score: Raw -200084.277940 + Penalty 738.076210 = -199346.201730 nChanged 8 SP:Iteration 40F (1004.160000 sec): 3 clusters Score: Raw -200087.142287 + Penalty 738.076210 = -199349.066077 nChanged 7 SP:Iteration 41Q (1004.170000 sec): 3 clusters Score: Raw -200089.581704 + Penalty 738.076210 = -199351.505494 nChanged 10 SP:Iteration 42Q (1004.170000 sec): 3 clusters Score: Raw -200092.368548 + Penalty 738.076210 = -199354.292338 nChanged 12 SP:Iteration 43Q (1004.170000 sec): 3 clusters Score: Raw -200096.858858 + Penalty 738.076210 = -199358.782648 nChanged 14 SP:Iteration 44Q (1004.170000 sec): 3 clusters Score: Raw -200102.538241 + Penalty 738.076210 = -199364.462031 nChanged 11 SP:Iteration 45Q (1004.180000 sec): 3 clusters Score: Raw -200106.377188 + Penalty 738.076210 = -199368.300978 nChanged 7 SP:Iteration 46Q (1004.180000 sec): 3 clusters Score: Raw -200108.671087 + Penalty 738.076210 = -199370.594877 nChanged 4 SP:Iteration 47Q (1004.180000 sec): 3 clusters Score: Raw -200110.038016 + Penalty 738.076210 = -199371.961806 nChanged 2 SP:Iteration 48Q (1004.190000 sec): 3 clusters Score: Raw -200110.933777 + Penalty 738.076210 = -199372.857567 nChanged 5 SP:Iteration 49Q (1004.190000 sec): 3 clusters Score: Raw -200113.184534 + Penalty 738.076210 = -199375.108324 nChanged 2 SP:Iteration 50Q (1004.190000 sec): 3 clusters Score: Raw -200115.242380 + Penalty 738.076210 = -199377.166170 nChanged 5 SP:Iteration 51Q (1004.190000 sec): 3 clusters Score: Raw -200123.408142 + Penalty 738.076210 = -199385.331932 nChanged 15 SP:Iteration 52Q (1004.200000 sec): 3 clusters Score: Raw -200144.571295 + Penalty 738.076210 = -199406.495085 nChanged 15 SP:Iteration 53Q (1004.200000 sec): 3 clusters Score: Raw -200157.464364 + Penalty 738.076210 = -199419.388154 nChanged 9 SP:Iteration 54Q (1004.210000 sec): 3 clusters Score: Raw -200160.550759 + Penalty 738.076210 = -199422.474549 nChanged 3 SP:Iteration 55Q (1004.210000 sec): 3 clusters Score: Raw -200160.869806 + Penalty 738.076210 = -199422.793596 nChanged 1 SP:Iteration 56Q (1004.210000 sec): 3 clusters Score: Raw -200160.932088 + Penalty 738.076210 = -199422.855878 nChanged 0 SP:Iteration 57F (1004.210000 sec): 3 clusters Score: Raw -200160.932088 + Penalty 738.076210 = -199422.855878 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.220000 sec): 2 clusters Score: Raw -56259.931495 + Penalty 340.895238 = -55919.036256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.220000 sec): 3 clusters Score: Raw -55394.692139 + Penalty 681.790477 = -54712.901662 nChanged 798 SP:Iteration 1F (1004.220000 sec): 3 clusters Score: Raw -57046.738714 + Penalty 681.790477 = -56364.948237 nChanged 259 SP:Iteration 2F (1004.230000 sec): 3 clusters Score: Raw -57674.595152 + Penalty 681.790477 = -56992.804675 nChanged 109 SP:Iteration 3F (1004.230000 sec): 3 clusters Score: Raw -57855.437743 + Penalty 681.790477 = -57173.647266 nChanged 70 SP:Iteration 4Q (1004.230000 sec): 3 clusters Score: Raw -58025.859389 + Penalty 681.790477 = -57344.068913 nChanged 73 SP:Iteration 5Q (1004.230000 sec): 3 clusters Score: Raw -58187.916694 + Penalty 681.790477 = -57506.126217 nChanged 73 SP:Iteration 6Q (1004.230000 sec): 3 clusters Score: Raw -58367.330766 + Penalty 681.790477 = -57685.540290 nChanged 58 SP:Iteration 7Q (1004.230000 sec): 3 clusters Score: Raw -58506.411625 + Penalty 681.790477 = -57824.621148 nChanged 34 SP:Iteration 8Q (1004.230000 sec): 3 clusters Score: Raw -58599.444051 + Penalty 681.790477 = -57917.653574 nChanged 26 SP:Iteration 9Q (1004.240000 sec): 3 clusters Score: Raw -58646.007693 + Penalty 681.790477 = -57964.217216 nChanged 11 SP:Iteration 10Q (1004.240000 sec): 3 clusters Score: Raw -58696.239114 + Penalty 681.790477 = -58014.448637 nChanged 13 SP:Iteration 11Q (1004.240000 sec): 3 clusters Score: Raw -58714.555247 + Penalty 681.790477 = -58032.764771 nChanged 10 SP:Iteration 12Q (1004.240000 sec): 3 clusters Score: Raw -58724.714829 + Penalty 681.790477 = -58042.924352 nChanged 9 SP:Iteration 13Q (1004.240000 sec): 3 clusters Score: Raw -58728.917868 + Penalty 681.790477 = -58047.127391 nChanged 1 SP:Iteration 14Q (1004.240000 sec): 3 clusters Score: Raw -58729.350590 + Penalty 681.790477 = -58047.560113 nChanged 1 SP:Iteration 15Q (1004.250000 sec): 3 clusters Score: Raw -58729.438608 + Penalty 681.790477 = -58047.648131 nChanged 0 SP:Iteration 16F (1004.250000 sec): 3 clusters Score: Raw -58767.970916 + Penalty 681.790477 = -58086.180440 nChanged 6 SP:Iteration 17Q (1004.250000 sec): 3 clusters Score: Raw -58782.063485 + Penalty 681.790477 = -58100.273008 nChanged 5 SP:Iteration 18Q (1004.250000 sec): 3 clusters Score: Raw -58783.192780 + Penalty 681.790477 = -58101.402304 nChanged 3 SP:Iteration 19Q (1004.250000 sec): 3 clusters Score: Raw -58784.170282 + Penalty 681.790477 = -58102.379805 nChanged 3 SP:Iteration 20F (1004.250000 sec): 3 clusters Score: Raw -58784.730886 + Penalty 681.790477 = -58102.940409 nChanged 2 SP:Iteration 21Q (1004.250000 sec): 3 clusters Score: Raw -58785.060762 + Penalty 681.790477 = -58103.270286 nChanged 2 SP:Iteration 22Q (1004.260000 sec): 3 clusters Score: Raw -58785.483233 + Penalty 681.790477 = -58103.692756 nChanged 1 SP:Iteration 23Q (1004.260000 sec): 3 clusters Score: Raw -58785.667489 + Penalty 681.790477 = -58103.877012 nChanged 1 SP:Iteration 24Q (1004.260000 sec): 3 clusters Score: Raw -58785.854401 + Penalty 681.790477 = -58104.063924 nChanged 2 SP:Iteration 25Q (1004.260000 sec): 3 clusters Score: Raw -58786.686769 + Penalty 681.790477 = -58104.896292 nChanged 3 SP:Iteration 26Q (1004.270000 sec): 3 clusters Score: Raw -58787.771794 + Penalty 681.790477 = -58105.981317 nChanged 2 SP:Iteration 27Q (1004.270000 sec): 3 clusters Score: Raw -58787.933486 + Penalty 681.790477 = -58106.143009 nChanged 0 SP:Iteration 28F (1004.270000 sec): 3 clusters Score: Raw -58787.933486 + Penalty 681.790477 = -58106.143009 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.270000 sec): 2 clusters Score: Raw -60655.302623 + Penalty 319.702420 = -60335.600203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.270000 sec): 3 clusters Score: Raw -60084.328809 + Penalty 639.404840 = -59444.923970 nChanged 469 SP:Iteration 1F (1004.270000 sec): 3 clusters Score: Raw -60367.474156 + Penalty 639.404840 = -59728.069316 nChanged 106 SP:Iteration 2F (1004.270000 sec): 3 clusters Score: Raw -60445.828639 + Penalty 639.404840 = -59806.423800 nChanged 97 SP:Iteration 3F (1004.280000 sec): 3 clusters Score: Raw -60531.712964 + Penalty 639.404840 = -59892.308124 nChanged 76 SP:Iteration 4F (1004.280000 sec): 3 clusters Score: Raw -60596.618352 + Penalty 639.404840 = -59957.213513 nChanged 62 SP:Iteration 5F (1004.280000 sec): 3 clusters Score: Raw -60650.843783 + Penalty 639.404840 = -60011.438944 nChanged 37 SP:Iteration 6Q (1004.280000 sec): 3 clusters Score: Raw -60681.081696 + Penalty 639.404840 = -60041.676856 nChanged 32 SP:Iteration 7Q (1004.280000 sec): 3 clusters Score: Raw -60710.147448 + Penalty 639.404840 = -60070.742608 nChanged 23 SP:Iteration 8Q (1004.280000 sec): 3 clusters Score: Raw -60730.982709 + Penalty 639.404840 = -60091.577869 nChanged 19 SP:Iteration 9Q (1004.290000 sec): 3 clusters Score: Raw -60751.257096 + Penalty 639.404840 = -60111.852257 nChanged 13 SP:Iteration 10Q (1004.290000 sec): 3 clusters Score: Raw -60763.466859 + Penalty 639.404840 = -60124.062020 nChanged 12 SP:Iteration 11Q (1004.290000 sec): 3 clusters Score: Raw -60774.147996 + Penalty 639.404840 = -60134.743156 nChanged 12 SP:Iteration 12Q (1004.290000 sec): 3 clusters Score: Raw -60785.123823 + Penalty 639.404840 = -60145.718984 nChanged 8 SP:Iteration 13Q (1004.290000 sec): 3 clusters Score: Raw -60792.096415 + Penalty 639.404840 = -60152.691576 nChanged 6 SP:Iteration 14Q (1004.290000 sec): 3 clusters Score: Raw -60794.581688 + Penalty 639.404840 = -60155.176848 nChanged 3 SP:Iteration 15Q (1004.290000 sec): 3 clusters Score: Raw -60797.303897 + Penalty 639.404840 = -60157.899058 nChanged 1 SP:Iteration 16Q (1004.290000 sec): 3 clusters Score: Raw -60797.613665 + Penalty 639.404840 = -60158.208826 nChanged 0 SP:Iteration 17F (1004.290000 sec): 3 clusters Score: Raw -60797.613665 + Penalty 639.404840 = -60158.208826 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.290000 sec): 2 clusters Score: Raw -3302.640162 + Penalty 192.651846 = -3109.988316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.290000 sec): 3 clusters Score: Raw -3331.425734 + Penalty 385.303692 = -2946.122042 nChanged 14 SP:Iteration 1F (1004.290000 sec): 3 clusters Score: Raw -3368.057455 + Penalty 385.303692 = -2982.753764 nChanged 2 SP:Iteration 2Q (1004.290000 sec): 3 clusters Score: Raw -3370.046509 + Penalty 385.303692 = -2984.742818 nChanged 0 SP:Iteration 3F (1004.300000 sec): 3 clusters Score: Raw -3370.046509 + Penalty 385.303692 = -2984.742818 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.300000 sec): 2 clusters Score: Raw -9793.300820 + Penalty 246.432568 = -9546.868252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.300000 sec): 3 clusters Score: Raw -9756.804702 + Penalty 492.865137 = -9263.939566 nChanged 65 SP:Iteration 1F (1004.300000 sec): 3 clusters Score: Raw -9907.243574 + Penalty 492.865137 = -9414.378437 nChanged 30 SP:Iteration 2F (1004.300000 sec): 3 clusters Score: Raw -9958.719708 + Penalty 492.865137 = -9465.854572 nChanged 16 SP:Iteration 3F (1004.300000 sec): 3 clusters Score: Raw -10012.356696 + Penalty 492.865137 = -9519.491559 nChanged 9 SP:Iteration 4Q (1004.300000 sec): 3 clusters Score: Raw -10059.367122 + Penalty 492.865137 = -9566.501985 nChanged 4 SP:Iteration 5Q (1004.300000 sec): 3 clusters Score: Raw -10066.370607 + Penalty 492.865137 = -9573.505471 nChanged 5 SP:Iteration 6Q (1004.300000 sec): 3 clusters Score: Raw -10078.045905 + Penalty 492.865137 = -9585.180768 nChanged 5 SP:Iteration 7Q (1004.300000 sec): 3 clusters Score: Raw -10084.978235 + Penalty 492.865137 = -9592.113098 nChanged 2 SP:Iteration 8Q (1004.300000 sec): 3 clusters Score: Raw -10088.006198 + Penalty 492.865137 = -9595.141062 nChanged 0 SP:Iteration 9F (1004.300000 sec): 3 clusters Score: Raw -10088.006198 + Penalty 492.865137 = -9595.141062 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (166512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.740000 sec): 2 clusters Score: Raw -10248367.794798 + Penalty 547.038431 = -10247820.756367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.950000 sec): 3 clusters Score: Raw -10135979.371056 + Penalty 1094.076862 = -10134885.294194 nChanged 81538 SP:Iteration 1F (1005.160000 sec): 3 clusters Score: Raw -10184273.873849 + Penalty 1094.076862 = -10183179.796987 nChanged 4592 SP:Iteration 2Q (1005.380000 sec): 3 clusters Score: Raw -10185324.589693 + Penalty 1094.076862 = -10184230.512831 nChanged 5210 SP:Iteration 3Q (1005.590000 sec): 3 clusters Score: Raw -10186839.320671 + Penalty 1094.076862 = -10185745.243809 nChanged 6243 SP:Iteration 4Q (1005.820000 sec): 3 clusters Score: Raw -10189216.090658 + Penalty 1094.076862 = -10188122.013796 nChanged 7620 SP:Iteration 5Q (1006.020000 sec): 3 clusters Score: Raw -10193159.402051 + Penalty 1094.076862 = -10192065.325189 nChanged 9250 SP:Iteration 6F (1006.210000 sec): 3 clusters Score: Raw -10199508.123019 + Penalty 1094.076862 = -10198414.046157 nChanged 10431 SP:Iteration 7F (1006.400000 sec): 3 clusters Score: Raw -10208130.813056 + Penalty 1094.076862 = -10207036.736194 nChanged 10243 SP:Iteration 8F (1006.580000 sec): 3 clusters Score: Raw -10215470.030534 + Penalty 1094.076862 = -10214375.953672 nChanged 7501 SP:Iteration 9Q (1006.780000 sec): 3 clusters Score: Raw -10218762.806042 + Penalty 1094.076862 = -10217668.729180 nChanged 4489 SP:Iteration 10Q (1006.970000 sec): 3 clusters Score: Raw -10220011.097669 + Penalty 1094.076862 = -10218917.020807 nChanged 3208 SP:Iteration 11Q (1007.160000 sec): 3 clusters Score: Raw -10220876.380895 + Penalty 1094.076862 = -10219782.304033 nChanged 3109 SP:Iteration 12Q (1007.340000 sec): 3 clusters Score: Raw -10221764.671700 + Penalty 1094.076862 = -10220670.594838 nChanged 3479 SP:Iteration 13Q (1007.530000 sec): 3 clusters Score: Raw -10222857.715242 + Penalty 1094.076862 = -10221763.638381 nChanged 3634 SP:Iteration 14Q (1007.720000 sec): 3 clusters Score: Raw -10224110.025875 + Penalty 1094.076862 = -10223015.949013 nChanged 3834 SP:Iteration 15Q (1007.900000 sec): 3 clusters Score: Raw -10225585.463124 + Penalty 1094.076862 = -10224491.386262 nChanged 4049 SP:Iteration 16Q (1008.090000 sec): 3 clusters Score: Raw -10227303.080898 + Penalty 1094.076862 = -10226209.004036 nChanged 4091 SP:Iteration 17Q (1008.270000 sec): 3 clusters Score: Raw -10229178.614343 + Penalty 1094.076862 = -10228084.537482 nChanged 4129 SP:Iteration 18Q (1008.440000 sec): 3 clusters Score: Raw -10231278.571149 + Penalty 1094.076862 = -10230184.494287 nChanged 4074 SP:Iteration 19Q (1008.630000 sec): 3 clusters Score: Raw -10233565.154558 + Penalty 1094.076862 = -10232471.077696 nChanged 3970 SP:Iteration 20F (1008.820000 sec): 3 clusters Score: Raw -10235988.680325 + Penalty 1094.076862 = -10234894.603463 nChanged 3685 SP:Iteration 21Q (1008.980000 sec): 3 clusters Score: Raw -10238433.930795 + Penalty 1094.076862 = -10237339.853933 nChanged 3240 SP:Iteration 22Q (1009.140000 sec): 3 clusters Score: Raw -10240718.544493 + Penalty 1094.076862 = -10239624.467631 nChanged 2748 SP:Iteration 23Q (1009.300000 sec): 3 clusters Score: Raw -10242754.996042 + Penalty 1094.076862 = -10241660.919180 nChanged 2134 SP:Iteration 24Q (1009.460000 sec): 3 clusters Score: Raw -10244380.290881 + Penalty 1094.076862 = -10243286.214019 nChanged 1631 SP:Iteration 25Q (1009.600000 sec): 3 clusters Score: Raw -10245644.160887 + Penalty 1094.076862 = -10244550.084025 nChanged 1263 SP:Iteration 26Q (1009.760000 sec): 3 clusters Score: Raw -10246681.732738 + Penalty 1094.076862 = -10245587.655876 nChanged 988 SP:Iteration 27Q (1009.900000 sec): 3 clusters Score: Raw -10247516.666541 + Penalty 1094.076862 = -10246422.589680 nChanged 622 SP:Iteration 28Q (1010.050000 sec): 3 clusters Score: Raw -10248018.698368 + Penalty 1094.076862 = -10246924.621506 nChanged 285 SP:Iteration 29Q (1010.200000 sec): 3 clusters Score: Raw -10248245.099431 + Penalty 1094.076862 = -10247151.022569 nChanged 107 SP:Iteration 30Q (1010.340000 sec): 3 clusters Score: Raw -10248341.546949 + Penalty 1094.076862 = -10247247.470087 nChanged 44 SP:Iteration 31Q (1010.490000 sec): 3 clusters Score: Raw -10248382.762878 + Penalty 1094.076862 = -10247288.686016 nChanged 17 SP:Iteration 32Q (1010.630000 sec): 3 clusters Score: Raw -10248404.493983 + Penalty 1094.076862 = -10247310.417121 nChanged 8 SP:Iteration 33Q (1010.780000 sec): 3 clusters Score: Raw -10248414.956072 + Penalty 1094.076862 = -10247320.879210 nChanged 4 SP:Iteration 34Q (1010.920000 sec): 3 clusters Score: Raw -10248418.191271 + Penalty 1094.076862 = -10247324.114409 nChanged 2 SP:Iteration 35Q (1011.060000 sec): 3 clusters Score: Raw -10248419.456005 + Penalty 1094.076862 = -10247325.379143 nChanged 1 SP:Iteration 36Q (1011.210000 sec): 3 clusters Score: Raw -10248420.359981 + Penalty 1094.076862 = -10247326.283119 nChanged 1 SP:Iteration 37Q (1011.360000 sec): 3 clusters Score: Raw -10248423.646692 + Penalty 1094.076862 = -10247329.569830 nChanged 3 SP:Iteration 38Q (1011.500000 sec): 3 clusters Score: Raw -10248429.167500 + Penalty 1094.076862 = -10247335.090638 nChanged 2 SP:Iteration 39Q (1011.650000 sec): 3 clusters Score: Raw -10248432.419342 + Penalty 1094.076862 = -10247338.342481 nChanged 4 SP:Iteration 40F (1011.840000 sec): 3 clusters Score: Raw -10248437.958432 + Penalty 1094.076862 = -10247343.881570 nChanged 2 SP:Iteration 41Q (1011.980000 sec): 3 clusters Score: Raw -10248440.183942 + Penalty 1094.076862 = -10247346.107080 nChanged 0 SP:Iteration 42F (1012.170000 sec): 3 clusters Score: Raw -10248440.183942 + Penalty 1094.076862 = -10247346.107080 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.240000 sec): 2 clusters Score: Raw -13449.801737 + Penalty 248.796736 = -13201.005001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.240000 sec): 3 clusters Score: Raw -13372.247897 + Penalty 497.593473 = -12874.654424 nChanged 72 SP:Iteration 1F (1012.240000 sec): 3 clusters Score: Raw -13453.094477 + Penalty 497.593473 = -12955.501005 nChanged 23 SP:Iteration 2F (1012.240000 sec): 3 clusters Score: Raw -13475.274257 + Penalty 497.593473 = -12977.680784 nChanged 11 SP:Iteration 3Q (1012.240000 sec): 3 clusters Score: Raw -13485.229436 + Penalty 497.593473 = -12987.635964 nChanged 4 SP:Iteration 4Q (1012.240000 sec): 3 clusters Score: Raw -13488.918185 + Penalty 497.593473 = -12991.324713 nChanged 2 SP:Iteration 5Q (1012.240000 sec): 3 clusters Score: Raw -13491.434812 + Penalty 497.593473 = -12993.841339 nChanged 1 SP:Iteration 6Q (1012.240000 sec): 3 clusters Score: Raw -13492.585682 + Penalty 497.593473 = -12994.992209 nChanged 0 SP:Iteration 7F (1012.240000 sec): 3 clusters Score: Raw -13492.585682 + Penalty 497.593473 = -12994.992209 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.240000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.240000 sec): 3 clusters Score: Raw -6248.884194 + Penalty 425.227424 = -5823.656770 nChanged 25 SP:Iteration 1F (1012.240000 sec): 3 clusters Score: Raw -6304.790281 + Penalty 425.227424 = -5879.562857 nChanged 5 SP:Iteration 2Q (1012.240000 sec): 3 clusters Score: Raw -6314.110189 + Penalty 425.227424 = -5888.882766 nChanged 0 SP:Iteration 3F (1012.240000 sec): 3 clusters Score: Raw -6314.110189 + Penalty 425.227424 = -5888.882766 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.240000 sec): 2 clusters Score: Raw -28142.379051 + Penalty 284.197858 = -27858.181193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.240000 sec): 3 clusters Score: Raw -27938.654912 + Penalty 568.395716 = -27370.259197 nChanged 188 SP:Iteration 1F (1012.240000 sec): 3 clusters Score: Raw -28118.447355 + Penalty 568.395716 = -27550.051639 nChanged 58 SP:Iteration 2F (1012.250000 sec): 3 clusters Score: Raw -28181.460919 + Penalty 568.395716 = -27613.065203 nChanged 35 SP:Iteration 3F (1012.250000 sec): 3 clusters Score: Raw -28221.634386 + Penalty 568.395716 = -27653.238670 nChanged 19 SP:Iteration 4Q (1012.250000 sec): 3 clusters Score: Raw -28244.711484 + Penalty 568.395716 = -27676.315768 nChanged 13 SP:Iteration 5Q (1012.250000 sec): 3 clusters Score: Raw -28256.102243 + Penalty 568.395716 = -27687.706527 nChanged 6 SP:Iteration 6Q (1012.250000 sec): 3 clusters Score: Raw -28262.292456 + Penalty 568.395716 = -27693.896740 nChanged 7 SP:Iteration 7Q (1012.250000 sec): 3 clusters Score: Raw -28268.859974 + Penalty 568.395716 = -27700.464258 nChanged 2 SP:Iteration 8Q (1012.250000 sec): 3 clusters Score: Raw -28270.049139 + Penalty 568.395716 = -27701.653423 nChanged 1 SP:Iteration 9Q (1012.250000 sec): 3 clusters Score: Raw -28271.010909 + Penalty 568.395716 = -27702.615193 nChanged 1 SP:Iteration 10Q (1012.250000 sec): 3 clusters Score: Raw -28272.188415 + Penalty 568.395716 = -27703.792700 nChanged 0 SP:Iteration 11F (1012.250000 sec): 3 clusters Score: Raw -28272.188415 + Penalty 568.395716 = -27703.792700 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.250000 sec): 2 clusters Score: Raw -5349.206274 + Penalty 217.450119 = -5131.756155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.250000 sec): 3 clusters Score: Raw -5337.746349 + Penalty 434.900238 = -4902.846111 nChanged 18 SP:Iteration 1F (1012.250000 sec): 3 clusters Score: Raw -5374.225176 + Penalty 434.900238 = -4939.324938 nChanged 7 SP:Iteration 2F (1012.250000 sec): 3 clusters Score: Raw -5394.190883 + Penalty 434.900238 = -4959.290645 nChanged 6 SP:Iteration 3F (1012.250000 sec): 3 clusters Score: Raw -5418.262684 + Penalty 434.900238 = -4983.362446 nChanged 3 SP:Iteration 4Q (1012.250000 sec): 3 clusters Score: Raw -5424.434022 + Penalty 434.900238 = -4989.533784 nChanged 0 SP:Iteration 5F (1012.250000 sec): 3 clusters Score: Raw -5424.434022 + Penalty 434.900238 = -4989.533784 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.280000 sec): 2 clusters Score: Raw -1062528.994955 + Penalty 442.624117 = -1062086.370838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.300000 sec): 3 clusters Score: Raw -1051731.022798 + Penalty 885.248234 = -1050845.774564 nChanged 7926 SP:Iteration 1F (1012.320000 sec): 3 clusters Score: Raw -1056293.680094 + Penalty 885.248234 = -1055408.431860 nChanged 881 SP:Iteration 2F (1012.330000 sec): 3 clusters Score: Raw -1056691.177793 + Penalty 885.248234 = -1055805.929559 nChanged 1082 SP:Iteration 3F (1012.350000 sec): 3 clusters Score: Raw -1057337.041608 + Penalty 885.248234 = -1056451.793374 nChanged 1242 SP:Iteration 4F (1012.360000 sec): 3 clusters Score: Raw -1058302.919044 + Penalty 885.248234 = -1057417.670810 nChanged 1362 SP:Iteration 5F (1012.380000 sec): 3 clusters Score: Raw -1059566.499227 + Penalty 885.248234 = -1058681.250993 nChanged 1265 SP:Iteration 6F (1012.400000 sec): 3 clusters Score: Raw -1060860.746463 + Penalty 885.248234 = -1059975.498229 nChanged 924 SP:Iteration 7F (1012.420000 sec): 3 clusters Score: Raw -1061806.003468 + Penalty 885.248234 = -1060920.755234 nChanged 474 SP:Iteration 8Q (1012.430000 sec): 3 clusters Score: Raw -1062260.971240 + Penalty 885.248234 = -1061375.723006 nChanged 206 SP:Iteration 9Q (1012.440000 sec): 3 clusters Score: Raw -1062441.184087 + Penalty 885.248234 = -1061555.935853 nChanged 84 SP:Iteration 10Q (1012.460000 sec): 3 clusters Score: Raw -1062505.779581 + Penalty 885.248234 = -1061620.531347 nChanged 42 SP:Iteration 11Q (1012.470000 sec): 3 clusters Score: Raw -1062539.668242 + Penalty 885.248234 = -1061654.420008 nChanged 25 SP:Iteration 12Q (1012.480000 sec): 3 clusters Score: Raw -1062566.678613 + Penalty 885.248234 = -1061681.430379 nChanged 17 SP:Iteration 13Q (1012.500000 sec): 3 clusters Score: Raw -1062589.892062 + Penalty 885.248234 = -1061704.643828 nChanged 9 SP:Iteration 14Q (1012.510000 sec): 3 clusters Score: Raw -1062602.156964 + Penalty 885.248234 = -1061716.908730 nChanged 4 SP:Iteration 15Q (1012.520000 sec): 3 clusters Score: Raw -1062609.669938 + Penalty 885.248234 = -1061724.421704 nChanged 1 SP:Iteration 16Q (1012.530000 sec): 3 clusters Score: Raw -1062612.109939 + Penalty 885.248234 = -1061726.861705 nChanged 0 SP:Iteration 17F (1012.550000 sec): 3 clusters Score: Raw -1062612.109939 + Penalty 885.248234 = -1061726.861705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.580000 sec): 2 clusters Score: Raw -1410714.135678 + Penalty 456.302268 = -1410257.833409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.600000 sec): 3 clusters Score: Raw -1396005.085969 + Penalty 912.604537 = -1395092.481432 nChanged 10908 SP:Iteration 1F (1012.620000 sec): 3 clusters Score: Raw -1402900.336965 + Penalty 912.604537 = -1401987.732428 nChanged 1462 SP:Iteration 2F (1012.650000 sec): 3 clusters Score: Raw -1403734.310475 + Penalty 912.604537 = -1402821.705938 nChanged 1668 SP:Iteration 3F (1012.670000 sec): 3 clusters Score: Raw -1404961.307621 + Penalty 912.604537 = -1404048.703084 nChanged 1819 SP:Iteration 4F (1012.690000 sec): 3 clusters Score: Raw -1406679.669309 + Penalty 912.604537 = -1405767.064772 nChanged 1679 SP:Iteration 5F (1012.720000 sec): 3 clusters Score: Raw -1408591.340180 + Penalty 912.604537 = -1407678.735644 nChanged 1245 SP:Iteration 6F (1012.740000 sec): 3 clusters Score: Raw -1409870.923578 + Penalty 912.604537 = -1408958.319041 nChanged 712 SP:Iteration 7Q (1012.760000 sec): 3 clusters Score: Raw -1410300.919027 + Penalty 912.604537 = -1409388.314490 nChanged 382 SP:Iteration 8Q (1012.780000 sec): 3 clusters Score: Raw -1410461.421158 + Penalty 912.604537 = -1409548.816621 nChanged 235 SP:Iteration 9Q (1012.800000 sec): 3 clusters Score: Raw -1410534.141905 + Penalty 912.604537 = -1409621.537369 nChanged 164 SP:Iteration 10Q (1012.820000 sec): 3 clusters Score: Raw -1410573.266014 + Penalty 912.604537 = -1409660.661477 nChanged 120 SP:Iteration 11Q (1012.840000 sec): 3 clusters Score: Raw -1410596.967872 + Penalty 912.604537 = -1409684.363335 nChanged 97 SP:Iteration 12Q (1012.860000 sec): 3 clusters Score: Raw -1410613.107232 + Penalty 912.604537 = -1409700.502695 nChanged 78 SP:Iteration 13Q (1012.880000 sec): 3 clusters Score: Raw -1410624.496214 + Penalty 912.604537 = -1409711.891677 nChanged 69 SP:Iteration 14Q (1012.900000 sec): 3 clusters Score: Raw -1410632.076609 + Penalty 912.604537 = -1409719.472073 nChanged 39 SP:Iteration 15Q (1012.920000 sec): 3 clusters Score: Raw -1410635.464090 + Penalty 912.604537 = -1409722.859553 nChanged 39 SP:Iteration 16Q (1012.940000 sec): 3 clusters Score: Raw -1410639.299588 + Penalty 912.604537 = -1409726.695051 nChanged 43 SP:Iteration 17Q (1012.960000 sec): 3 clusters Score: Raw -1410643.728838 + Penalty 912.604537 = -1409731.124301 nChanged 34 SP:Iteration 18Q (1012.980000 sec): 3 clusters Score: Raw -1410646.336998 + Penalty 912.604537 = -1409733.732461 nChanged 31 SP:Iteration 19Q (1013.000000 sec): 3 clusters Score: Raw -1410648.413845 + Penalty 912.604537 = -1409735.809309 nChanged 28 SP:Iteration 20F (1013.030000 sec): 3 clusters Score: Raw -1410650.012356 + Penalty 912.604537 = -1409737.407820 nChanged 28 SP:Iteration 21Q (1013.050000 sec): 3 clusters Score: Raw -1410652.029417 + Penalty 912.604537 = -1409739.424880 nChanged 23 SP:Iteration 22Q (1013.070000 sec): 3 clusters Score: Raw -1410653.708640 + Penalty 912.604537 = -1409741.104104 nChanged 15 SP:Iteration 23Q (1013.090000 sec): 3 clusters Score: Raw -1410654.384353 + Penalty 912.604537 = -1409741.779817 nChanged 12 SP:Iteration 24Q (1013.110000 sec): 3 clusters Score: Raw -1410655.337048 + Penalty 912.604537 = -1409742.732511 nChanged 14 SP:Iteration 25Q (1013.130000 sec): 3 clusters Score: Raw -1410656.155908 + Penalty 912.604537 = -1409743.551371 nChanged 16 SP:Iteration 26Q (1013.150000 sec): 3 clusters Score: Raw -1410657.118641 + Penalty 912.604537 = -1409744.514104 nChanged 20 SP:Iteration 27Q (1013.170000 sec): 3 clusters Score: Raw -1410658.186157 + Penalty 912.604537 = -1409745.581620 nChanged 12 SP:Iteration 28Q (1013.190000 sec): 3 clusters Score: Raw -1410658.975126 + Penalty 912.604537 = -1409746.370589 nChanged 14 SP:Iteration 29Q (1013.210000 sec): 3 clusters Score: Raw -1410659.620572 + Penalty 912.604537 = -1409747.016036 nChanged 11 SP:Iteration 30Q (1013.230000 sec): 3 clusters Score: Raw -1410659.937549 + Penalty 912.604537 = -1409747.333012 nChanged 8 SP:Iteration 31Q (1013.250000 sec): 3 clusters Score: Raw -1410660.327458 + Penalty 912.604537 = -1409747.722921 nChanged 10 SP:Iteration 32Q (1013.270000 sec): 3 clusters Score: Raw -1410660.905026 + Penalty 912.604537 = -1409748.300489 nChanged 14 SP:Iteration 33Q (1013.290000 sec): 3 clusters Score: Raw -1410661.550804 + Penalty 912.604537 = -1409748.946268 nChanged 11 SP:Iteration 34Q (1013.310000 sec): 3 clusters Score: Raw -1410662.020111 + Penalty 912.604537 = -1409749.415574 nChanged 14 SP:Iteration 35Q (1013.330000 sec): 3 clusters Score: Raw -1410662.694696 + Penalty 912.604537 = -1409750.090159 nChanged 17 SP:Iteration 36Q (1013.350000 sec): 3 clusters Score: Raw -1410663.690059 + Penalty 912.604537 = -1409751.085522 nChanged 17 SP:Iteration 37Q (1013.370000 sec): 3 clusters Score: Raw -1410664.893869 + Penalty 912.604537 = -1409752.289332 nChanged 19 SP:Iteration 38Q (1013.390000 sec): 3 clusters Score: Raw -1410665.790125 + Penalty 912.604537 = -1409753.185589 nChanged 13 SP:Iteration 39Q (1013.410000 sec): 3 clusters Score: Raw -1410666.194404 + Penalty 912.604537 = -1409753.589868 nChanged 6 SP:Iteration 40F (1013.430000 sec): 3 clusters Score: Raw -1410666.355136 + Penalty 912.604537 = -1409753.750599 nChanged 6 SP:Iteration 41Q (1013.450000 sec): 3 clusters Score: Raw -1410666.553526 + Penalty 912.604537 = -1409753.948990 nChanged 9 SP:Iteration 42Q (1013.470000 sec): 3 clusters Score: Raw -1410666.913755 + Penalty 912.604537 = -1409754.309218 nChanged 10 SP:Iteration 43Q (1013.490000 sec): 3 clusters Score: Raw -1410667.222912 + Penalty 912.604537 = -1409754.618375 nChanged 11 SP:Iteration 44Q (1013.510000 sec): 3 clusters Score: Raw -1410667.734169 + Penalty 912.604537 = -1409755.129633 nChanged 16 SP:Iteration 45Q (1013.530000 sec): 3 clusters Score: Raw -1410668.509344 + Penalty 912.604537 = -1409755.904807 nChanged 18 SP:Iteration 46Q (1013.550000 sec): 3 clusters Score: Raw -1410669.153974 + Penalty 912.604537 = -1409756.549437 nChanged 12 SP:Iteration 47Q (1013.570000 sec): 3 clusters Score: Raw -1410669.642253 + Penalty 912.604537 = -1409757.037716 nChanged 14 SP:Iteration 48Q (1013.590000 sec): 3 clusters Score: Raw -1410670.497988 + Penalty 912.604537 = -1409757.893451 nChanged 11 SP:Iteration 49Q (1013.610000 sec): 3 clusters Score: Raw -1410670.966811 + Penalty 912.604537 = -1409758.362274 nChanged 5 SP:Iteration 50Q (1013.630000 sec): 3 clusters Score: Raw -1410671.133119 + Penalty 912.604537 = -1409758.528582 nChanged 5 SP:Iteration 51Q (1013.650000 sec): 3 clusters Score: Raw -1410671.356135 + Penalty 912.604537 = -1409758.751598 nChanged 7 SP:Iteration 52Q (1013.670000 sec): 3 clusters Score: Raw -1410671.574175 + Penalty 912.604537 = -1409758.969638 nChanged 5 SP:Iteration 53Q (1013.690000 sec): 3 clusters Score: Raw -1410671.775177 + Penalty 912.604537 = -1409759.170640 nChanged 6 SP:Iteration 54Q (1013.710000 sec): 3 clusters Score: Raw -1410671.942207 + Penalty 912.604537 = -1409759.337671 nChanged 4 SP:Iteration 55Q (1013.730000 sec): 3 clusters Score: Raw -1410672.148014 + Penalty 912.604537 = -1409759.543477 nChanged 9 SP:Iteration 56Q (1013.750000 sec): 3 clusters Score: Raw -1410672.572542 + Penalty 912.604537 = -1409759.968005 nChanged 11 SP:Iteration 57Q (1013.770000 sec): 3 clusters Score: Raw -1410672.947669 + Penalty 912.604537 = -1409760.343132 nChanged 12 SP:Iteration 58Q (1013.790000 sec): 3 clusters Score: Raw -1410673.481421 + Penalty 912.604537 = -1409760.876885 nChanged 8 SP:Iteration 59Q (1013.810000 sec): 3 clusters Score: Raw -1410673.941246 + Penalty 912.604537 = -1409761.336709 nChanged 13 SP:Iteration 60F (1013.830000 sec): 3 clusters Score: Raw -1410674.559739 + Penalty 912.604537 = -1409761.955202 nChanged 9 SP:Iteration 61Q (1013.850000 sec): 3 clusters Score: Raw -1410675.081048 + Penalty 912.604537 = -1409762.476511 nChanged 11 SP:Iteration 62Q (1013.870000 sec): 3 clusters Score: Raw -1410675.678934 + Penalty 912.604537 = -1409763.074397 nChanged 10 SP:Iteration 63Q (1013.890000 sec): 3 clusters Score: Raw -1410676.056811 + Penalty 912.604537 = -1409763.452275 nChanged 10 SP:Iteration 64Q (1013.910000 sec): 3 clusters Score: Raw -1410676.445858 + Penalty 912.604537 = -1409763.841322 nChanged 10 SP:Iteration 65Q (1013.930000 sec): 3 clusters Score: Raw -1410676.776895 + Penalty 912.604537 = -1409764.172358 nChanged 9 SP:Iteration 66Q (1013.950000 sec): 3 clusters Score: Raw -1410677.289945 + Penalty 912.604537 = -1409764.685408 nChanged 17 SP:Iteration 67Q (1013.970000 sec): 3 clusters Score: Raw -1410678.214933 + Penalty 912.604537 = -1409765.610396 nChanged 18 SP:Iteration 68Q (1013.990000 sec): 3 clusters Score: Raw -1410678.900920 + Penalty 912.604537 = -1409766.296383 nChanged 12 SP:Iteration 69Q (1014.010000 sec): 3 clusters Score: Raw -1410679.323031 + Penalty 912.604537 = -1409766.718494 nChanged 8 SP:Iteration 70Q (1014.030000 sec): 3 clusters Score: Raw -1410679.704205 + Penalty 912.604537 = -1409767.099668 nChanged 9 SP:Iteration 71Q (1014.050000 sec): 3 clusters Score: Raw -1410680.167497 + Penalty 912.604537 = -1409767.562960 nChanged 11 SP:Iteration 72Q (1014.060000 sec): 3 clusters Score: Raw -1410680.649850 + Penalty 912.604537 = -1409768.045313 nChanged 9 SP:Iteration 73Q (1014.080000 sec): 3 clusters Score: Raw -1410681.099831 + Penalty 912.604537 = -1409768.495294 nChanged 7 SP:Iteration 74Q (1014.100000 sec): 3 clusters Score: Raw -1410681.349503 + Penalty 912.604537 = -1409768.744966 nChanged 2 SP:Iteration 75Q (1014.120000 sec): 3 clusters Score: Raw -1410681.405145 + Penalty 912.604537 = -1409768.800608 nChanged 4 SP:Iteration 76Q (1014.140000 sec): 3 clusters Score: Raw -1410681.465916 + Penalty 912.604537 = -1409768.861379 nChanged 1 SP:Iteration 77Q (1014.160000 sec): 3 clusters Score: Raw -1410681.512088 + Penalty 912.604537 = -1409768.907551 nChanged 0 SP:Iteration 78F (1014.180000 sec): 3 clusters Score: Raw -1410681.512088 + Penalty 912.604537 = -1409768.907551 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.200000 sec): 2 clusters Score: Raw -10677.071407 + Penalty 239.452404 = -10437.619003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.200000 sec): 3 clusters Score: Raw -10635.380199 + Penalty 478.904807 = -10156.475391 nChanged 43 SP:Iteration 1F (1014.200000 sec): 3 clusters Score: Raw -10685.208912 + Penalty 478.904807 = -10206.304105 nChanged 8 SP:Iteration 2Q (1014.200000 sec): 3 clusters Score: Raw -10709.121615 + Penalty 478.904807 = -10230.216808 nChanged 8 SP:Iteration 3Q (1014.200000 sec): 3 clusters Score: Raw -10720.752920 + Penalty 478.904807 = -10241.848113 nChanged 6 SP:Iteration 4Q (1014.200000 sec): 3 clusters Score: Raw -10730.849525 + Penalty 478.904807 = -10251.944718 nChanged 6 SP:Iteration 5Q (1014.200000 sec): 3 clusters Score: Raw -10736.219117 + Penalty 478.904807 = -10257.314309 nChanged 1 SP:Iteration 6Q (1014.200000 sec): 3 clusters Score: Raw -10737.106277 + Penalty 478.904807 = -10258.201470 nChanged 2 SP:Iteration 7Q (1014.200000 sec): 3 clusters Score: Raw -10739.399422 + Penalty 478.904807 = -10260.494615 nChanged 1 SP:Iteration 8Q (1014.200000 sec): 3 clusters Score: Raw -10741.228999 + Penalty 478.904807 = -10262.324192 nChanged 1 SP:Iteration 9Q (1014.200000 sec): 3 clusters Score: Raw -10742.520358 + Penalty 478.904807 = -10263.615551 nChanged 0 SP:Iteration 10F (1014.200000 sec): 3 clusters Score: Raw -10742.520358 + Penalty 478.904807 = -10263.615551 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (10225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.220000 sec): 2 clusters Score: Raw -610132.637874 + Penalty 420.082890 = -609712.554984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.230000 sec): 3 clusters Score: Raw -603744.496270 + Penalty 840.165779 = -602904.330490 nChanged 4820 SP:Iteration 1F (1014.240000 sec): 3 clusters Score: Raw -606814.044159 + Penalty 840.165779 = -605973.878380 nChanged 770 SP:Iteration 2F (1014.250000 sec): 3 clusters Score: Raw -607294.753730 + Penalty 840.165779 = -606454.587951 nChanged 741 SP:Iteration 3F (1014.260000 sec): 3 clusters Score: Raw -607813.477639 + Penalty 840.165779 = -606973.311860 nChanged 633 SP:Iteration 4F (1014.270000 sec): 3 clusters Score: Raw -608283.355822 + Penalty 840.165779 = -607443.190043 nChanged 526 SP:Iteration 5F (1014.280000 sec): 3 clusters Score: Raw -608556.900218 + Penalty 840.165779 = -607716.734438 nChanged 375 SP:Iteration 6Q (1014.290000 sec): 3 clusters Score: Raw -608690.594469 + Penalty 840.165779 = -607850.428690 nChanged 242 SP:Iteration 7Q (1014.300000 sec): 3 clusters Score: Raw -608759.572891 + Penalty 840.165779 = -607919.407111 nChanged 204 SP:Iteration 8Q (1014.310000 sec): 3 clusters Score: Raw -608805.039526 + Penalty 840.165779 = -607964.873747 nChanged 147 SP:Iteration 9Q (1014.320000 sec): 3 clusters Score: Raw -608833.611449 + Penalty 840.165779 = -607993.445670 nChanged 116 SP:Iteration 10Q (1014.330000 sec): 3 clusters Score: Raw -608856.903932 + Penalty 840.165779 = -608016.738153 nChanged 114 SP:Iteration 11Q (1014.340000 sec): 3 clusters Score: Raw -608888.993455 + Penalty 840.165779 = -608048.827675 nChanged 127 SP:Iteration 12Q (1014.350000 sec): 3 clusters Score: Raw -608940.960069 + Penalty 840.165779 = -608100.794290 nChanged 155 SP:Iteration 13Q (1014.360000 sec): 3 clusters Score: Raw -609049.281810 + Penalty 840.165779 = -608209.116030 nChanged 185 SP:Iteration 14Q (1014.370000 sec): 3 clusters Score: Raw -609285.292603 + Penalty 840.165779 = -608445.126824 nChanged 231 SP:Iteration 15Q (1014.380000 sec): 3 clusters Score: Raw -609732.624043 + Penalty 840.165779 = -608892.458264 nChanged 269 SP:Iteration 16Q (1014.380000 sec): 3 clusters Score: Raw -610239.173194 + Penalty 840.165779 = -609399.007415 nChanged 276 SP:Iteration 17Q (1014.400000 sec): 3 clusters Score: Raw -610502.215268 + Penalty 840.165779 = -609662.049489 nChanged 196 SP:Iteration 18Q (1014.400000 sec): 3 clusters Score: Raw -610638.820171 + Penalty 840.165779 = -609798.654392 nChanged 163 SP:Iteration 19Q (1014.410000 sec): 3 clusters Score: Raw -610715.388206 + Penalty 840.165779 = -609875.222427 nChanged 111 SP:Iteration 20F (1014.420000 sec): 3 clusters Score: Raw -610762.877677 + Penalty 840.165779 = -609922.711898 nChanged 92 SP:Iteration 21Q (1014.430000 sec): 3 clusters Score: Raw -610801.751658 + Penalty 840.165779 = -609961.585879 nChanged 87 SP:Iteration 22Q (1014.440000 sec): 3 clusters Score: Raw -610822.657763 + Penalty 840.165779 = -609982.491984 nChanged 60 SP:Iteration 23Q (1014.450000 sec): 3 clusters Score: Raw -610833.994954 + Penalty 840.165779 = -609993.829175 nChanged 48 SP:Iteration 24Q (1014.460000 sec): 3 clusters Score: Raw -610841.334955 + Penalty 840.165779 = -610001.169176 nChanged 40 SP:Iteration 25Q (1014.470000 sec): 3 clusters Score: Raw -610846.128869 + Penalty 840.165779 = -610005.963090 nChanged 38 SP:Iteration 26Q (1014.480000 sec): 3 clusters Score: Raw -610850.324276 + Penalty 840.165779 = -610010.158497 nChanged 36 SP:Iteration 27Q (1014.490000 sec): 3 clusters Score: Raw -610854.129233 + Penalty 840.165779 = -610013.963453 nChanged 20 SP:Iteration 28Q (1014.500000 sec): 3 clusters Score: Raw -610855.451058 + Penalty 840.165779 = -610015.285278 nChanged 13 SP:Iteration 29Q (1014.500000 sec): 3 clusters Score: Raw -610856.325944 + Penalty 840.165779 = -610016.160165 nChanged 8 SP:Iteration 30Q (1014.520000 sec): 3 clusters Score: Raw -610856.918818 + Penalty 840.165779 = -610016.753039 nChanged 7 SP:Iteration 31Q (1014.520000 sec): 3 clusters Score: Raw -610857.543478 + Penalty 840.165779 = -610017.377699 nChanged 6 SP:Iteration 32Q (1014.530000 sec): 3 clusters Score: Raw -610857.854613 + Penalty 840.165779 = -610017.688834 nChanged 4 SP:Iteration 33Q (1014.540000 sec): 3 clusters Score: Raw -610858.006339 + Penalty 840.165779 = -610017.840560 nChanged 3 SP:Iteration 34Q (1014.550000 sec): 3 clusters Score: Raw -610858.097078 + Penalty 840.165779 = -610017.931298 nChanged 2 SP:Iteration 35Q (1014.560000 sec): 3 clusters Score: Raw -610858.163690 + Penalty 840.165779 = -610017.997910 nChanged 2 SP:Iteration 36Q (1014.570000 sec): 3 clusters Score: Raw -610858.300513 + Penalty 840.165779 = -610018.134734 nChanged 0 SP:Iteration 37F (1014.580000 sec): 3 clusters Score: Raw -610858.300513 + Penalty 840.165779 = -610018.134734 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.600000 sec): 2 clusters Score: Raw -526812.669082 + Penalty 415.587138 = -526397.081944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.600000 sec): 3 clusters Score: Raw -521019.061471 + Penalty 831.174276 = -520187.887195 nChanged 4332 SP:Iteration 1F (1014.610000 sec): 3 clusters Score: Raw -523429.629471 + Penalty 831.174276 = -522598.455195 nChanged 455 SP:Iteration 2Q (1014.620000 sec): 3 clusters Score: Raw -523596.210641 + Penalty 831.174276 = -522765.036365 nChanged 438 SP:Iteration 3Q (1014.630000 sec): 3 clusters Score: Raw -523774.531547 + Penalty 831.174276 = -522943.357271 nChanged 473 SP:Iteration 4F (1014.640000 sec): 3 clusters Score: Raw -523995.540506 + Penalty 831.174276 = -523164.366230 nChanged 484 SP:Iteration 5F (1014.650000 sec): 3 clusters Score: Raw -524275.545598 + Penalty 831.174276 = -523444.371322 nChanged 545 SP:Iteration 6F (1014.660000 sec): 3 clusters Score: Raw -524601.891949 + Penalty 831.174276 = -523770.717673 nChanged 532 SP:Iteration 7F (1014.670000 sec): 3 clusters Score: Raw -524905.869110 + Penalty 831.174276 = -524074.694834 nChanged 503 SP:Iteration 8F (1014.680000 sec): 3 clusters Score: Raw -525172.581525 + Penalty 831.174276 = -524341.407249 nChanged 461 SP:Iteration 9Q (1014.690000 sec): 3 clusters Score: Raw -525437.760854 + Penalty 831.174276 = -524606.586579 nChanged 394 SP:Iteration 10Q (1014.700000 sec): 3 clusters Score: Raw -525632.830342 + Penalty 831.174276 = -524801.656066 nChanged 290 SP:Iteration 11Q (1014.700000 sec): 3 clusters Score: Raw -525760.218266 + Penalty 831.174276 = -524929.043991 nChanged 212 SP:Iteration 12Q (1014.710000 sec): 3 clusters Score: Raw -525830.461527 + Penalty 831.174276 = -524999.287252 nChanged 147 SP:Iteration 13Q (1014.720000 sec): 3 clusters Score: Raw -525870.192391 + Penalty 831.174276 = -525039.018115 nChanged 124 SP:Iteration 14Q (1014.730000 sec): 3 clusters Score: Raw -525903.483455 + Penalty 831.174276 = -525072.309179 nChanged 101 SP:Iteration 15Q (1014.740000 sec): 3 clusters Score: Raw -525928.696443 + Penalty 831.174276 = -525097.522168 nChanged 93 SP:Iteration 16Q (1014.750000 sec): 3 clusters Score: Raw -525946.295618 + Penalty 831.174276 = -525115.121342 nChanged 87 SP:Iteration 17Q (1014.760000 sec): 3 clusters Score: Raw -525958.616401 + Penalty 831.174276 = -525127.442125 nChanged 69 SP:Iteration 18Q (1014.770000 sec): 3 clusters Score: Raw -525970.144664 + Penalty 831.174276 = -525138.970388 nChanged 64 SP:Iteration 19Q (1014.780000 sec): 3 clusters Score: Raw -525979.677587 + Penalty 831.174276 = -525148.503311 nChanged 52 SP:Iteration 20F (1014.780000 sec): 3 clusters Score: Raw -525985.900233 + Penalty 831.174276 = -525154.725957 nChanged 31 SP:Iteration 21Q (1014.800000 sec): 3 clusters Score: Raw -525989.515884 + Penalty 831.174276 = -525158.341609 nChanged 28 SP:Iteration 22Q (1014.800000 sec): 3 clusters Score: Raw -525991.829410 + Penalty 831.174276 = -525160.655135 nChanged 20 SP:Iteration 23Q (1014.810000 sec): 3 clusters Score: Raw -525992.651483 + Penalty 831.174276 = -525161.477207 nChanged 14 SP:Iteration 24Q (1014.820000 sec): 3 clusters Score: Raw -525993.333683 + Penalty 831.174276 = -525162.159408 nChanged 8 SP:Iteration 25Q (1014.830000 sec): 3 clusters Score: Raw -525993.702539 + Penalty 831.174276 = -525162.528264 nChanged 8 SP:Iteration 26Q (1014.840000 sec): 3 clusters Score: Raw -525993.955017 + Penalty 831.174276 = -525162.780741 nChanged 6 SP:Iteration 27Q (1014.850000 sec): 3 clusters Score: Raw -525994.251843 + Penalty 831.174276 = -525163.077568 nChanged 5 SP:Iteration 28Q (1014.860000 sec): 3 clusters Score: Raw -525994.462379 + Penalty 831.174276 = -525163.288103 nChanged 6 SP:Iteration 29Q (1014.860000 sec): 3 clusters Score: Raw -525994.678524 + Penalty 831.174276 = -525163.504249 nChanged 6 SP:Iteration 30Q (1014.880000 sec): 3 clusters Score: Raw -525994.933958 + Penalty 831.174276 = -525163.759683 nChanged 5 SP:Iteration 31Q (1014.880000 sec): 3 clusters Score: Raw -525995.127421 + Penalty 831.174276 = -525163.953145 nChanged 7 SP:Iteration 32Q (1014.890000 sec): 3 clusters Score: Raw -525995.363740 + Penalty 831.174276 = -525164.189464 nChanged 4 SP:Iteration 33Q (1014.900000 sec): 3 clusters Score: Raw -525995.481140 + Penalty 831.174276 = -525164.306865 nChanged 5 SP:Iteration 34Q (1014.910000 sec): 3 clusters Score: Raw -525995.726114 + Penalty 831.174276 = -525164.551838 nChanged 6 SP:Iteration 35Q (1014.920000 sec): 3 clusters Score: Raw -525995.898199 + Penalty 831.174276 = -525164.723923 nChanged 3 SP:Iteration 36Q (1014.930000 sec): 3 clusters Score: Raw -525995.986112 + Penalty 831.174276 = -525164.811836 nChanged 3 SP:Iteration 37Q (1014.940000 sec): 3 clusters Score: Raw -525996.066825 + Penalty 831.174276 = -525164.892549 nChanged 2 SP:Iteration 38Q (1014.940000 sec): 3 clusters Score: Raw -525996.244355 + Penalty 831.174276 = -525165.070080 nChanged 3 SP:Iteration 39Q (1014.960000 sec): 3 clusters Score: Raw -525996.342058 + Penalty 831.174276 = -525165.167783 nChanged 3 SP:Iteration 40F (1014.960000 sec): 3 clusters Score: Raw -525996.373908 + Penalty 831.174276 = -525165.199633 nChanged 2 SP:Iteration 41Q (1014.970000 sec): 3 clusters Score: Raw -525996.432357 + Penalty 831.174276 = -525165.258081 nChanged 2 SP:Iteration 42Q (1014.980000 sec): 3 clusters Score: Raw -525996.493701 + Penalty 831.174276 = -525165.319425 nChanged 1 SP:Iteration 43Q (1014.990000 sec): 3 clusters Score: Raw -525996.520271 + Penalty 831.174276 = -525165.345995 nChanged 0 SP:Iteration 44F (1015.000000 sec): 3 clusters Score: Raw -525996.520271 + Penalty 831.174276 = -525165.345995 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.010000 sec): 2 clusters Score: Raw -156306.421788 + Penalty 363.308554 = -155943.113234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.010000 sec): 3 clusters Score: Raw -154641.333153 + Penalty 726.617108 = -153914.716044 nChanged 1265 SP:Iteration 1F (1015.010000 sec): 3 clusters Score: Raw -155443.687798 + Penalty 726.617108 = -154717.070690 nChanged 205 SP:Iteration 2F (1015.020000 sec): 3 clusters Score: Raw -155563.397727 + Penalty 726.617108 = -154836.780618 nChanged 193 SP:Iteration 3F (1015.020000 sec): 3 clusters Score: Raw -155690.148586 + Penalty 726.617108 = -154963.531478 nChanged 174 SP:Iteration 4F (1015.020000 sec): 3 clusters Score: Raw -155806.256020 + Penalty 726.617108 = -155079.638911 nChanged 138 SP:Iteration 5Q (1015.020000 sec): 3 clusters Score: Raw -155897.408860 + Penalty 726.617108 = -155170.791752 nChanged 112 SP:Iteration 6Q (1015.030000 sec): 3 clusters Score: Raw -155958.036716 + Penalty 726.617108 = -155231.419608 nChanged 102 SP:Iteration 7Q (1015.030000 sec): 3 clusters Score: Raw -156005.888685 + Penalty 726.617108 = -155279.271576 nChanged 71 SP:Iteration 8Q (1015.030000 sec): 3 clusters Score: Raw -156038.414753 + Penalty 726.617108 = -155311.797645 nChanged 64 SP:Iteration 9Q (1015.040000 sec): 3 clusters Score: Raw -156059.796340 + Penalty 726.617108 = -155333.179232 nChanged 48 SP:Iteration 10Q (1015.040000 sec): 3 clusters Score: Raw -156072.219991 + Penalty 726.617108 = -155345.602883 nChanged 37 SP:Iteration 11Q (1015.040000 sec): 3 clusters Score: Raw -156082.297495 + Penalty 726.617108 = -155355.680387 nChanged 25 SP:Iteration 12Q (1015.040000 sec): 3 clusters Score: Raw -156089.898872 + Penalty 726.617108 = -155363.281763 nChanged 29 SP:Iteration 13Q (1015.050000 sec): 3 clusters Score: Raw -156103.941857 + Penalty 726.617108 = -155377.324748 nChanged 24 SP:Iteration 14Q (1015.050000 sec): 3 clusters Score: Raw -156112.284334 + Penalty 726.617108 = -155385.667226 nChanged 24 SP:Iteration 15Q (1015.050000 sec): 3 clusters Score: Raw -156119.233919 + Penalty 726.617108 = -155392.616810 nChanged 20 SP:Iteration 16Q (1015.060000 sec): 3 clusters Score: Raw -156123.242347 + Penalty 726.617108 = -155396.625238 nChanged 18 SP:Iteration 17Q (1015.060000 sec): 3 clusters Score: Raw -156128.039119 + Penalty 726.617108 = -155401.422010 nChanged 17 SP:Iteration 18Q (1015.060000 sec): 3 clusters Score: Raw -156131.410114 + Penalty 726.617108 = -155404.793006 nChanged 15 SP:Iteration 19Q (1015.060000 sec): 3 clusters Score: Raw -156136.709462 + Penalty 726.617108 = -155410.092353 nChanged 18 SP:Iteration 20F (1015.070000 sec): 3 clusters Score: Raw -156140.542299 + Penalty 726.617108 = -155413.925191 nChanged 15 SP:Iteration 21Q (1015.070000 sec): 3 clusters Score: Raw -156142.928499 + Penalty 726.617108 = -155416.311391 nChanged 12 SP:Iteration 22Q (1015.070000 sec): 3 clusters Score: Raw -156145.622225 + Penalty 726.617108 = -155419.005117 nChanged 10 SP:Iteration 23Q (1015.080000 sec): 3 clusters Score: Raw -156147.415818 + Penalty 726.617108 = -155420.798709 nChanged 12 SP:Iteration 24Q (1015.080000 sec): 3 clusters Score: Raw -156149.796304 + Penalty 726.617108 = -155423.179195 nChanged 11 SP:Iteration 25Q (1015.080000 sec): 3 clusters Score: Raw -156151.803366 + Penalty 726.617108 = -155425.186257 nChanged 10 SP:Iteration 26Q (1015.080000 sec): 3 clusters Score: Raw -156153.105100 + Penalty 726.617108 = -155426.487991 nChanged 8 SP:Iteration 27Q (1015.090000 sec): 3 clusters Score: Raw -156154.272432 + Penalty 726.617108 = -155427.655324 nChanged 5 SP:Iteration 28Q (1015.090000 sec): 3 clusters Score: Raw -156155.125137 + Penalty 726.617108 = -155428.508029 nChanged 5 SP:Iteration 29Q (1015.090000 sec): 3 clusters Score: Raw -156156.927392 + Penalty 726.617108 = -155430.310284 nChanged 12 SP:Iteration 30Q (1015.100000 sec): 3 clusters Score: Raw -156160.953004 + Penalty 726.617108 = -155434.335896 nChanged 19 SP:Iteration 31Q (1015.100000 sec): 3 clusters Score: Raw -156167.166617 + Penalty 726.617108 = -155440.549509 nChanged 17 SP:Iteration 32Q (1015.100000 sec): 3 clusters Score: Raw -156171.864059 + Penalty 726.617108 = -155445.246950 nChanged 22 SP:Iteration 33Q (1015.100000 sec): 3 clusters Score: Raw -156176.232134 + Penalty 726.617108 = -155449.615026 nChanged 18 SP:Iteration 34Q (1015.110000 sec): 3 clusters Score: Raw -156179.735311 + Penalty 726.617108 = -155453.118203 nChanged 16 SP:Iteration 35Q (1015.110000 sec): 3 clusters Score: Raw -156182.585695 + Penalty 726.617108 = -155455.968587 nChanged 16 SP:Iteration 36Q (1015.110000 sec): 3 clusters Score: Raw -156184.557340 + Penalty 726.617108 = -155457.940232 nChanged 8 SP:Iteration 37Q (1015.120000 sec): 3 clusters Score: Raw -156185.360003 + Penalty 726.617108 = -155458.742894 nChanged 7 SP:Iteration 38Q (1015.120000 sec): 3 clusters Score: Raw -156186.303137 + Penalty 726.617108 = -155459.686029 nChanged 6 SP:Iteration 39Q (1015.120000 sec): 3 clusters Score: Raw -156186.970662 + Penalty 726.617108 = -155460.353554 nChanged 4 SP:Iteration 40F (1015.120000 sec): 3 clusters Score: Raw -156187.561367 + Penalty 726.617108 = -155460.944258 nChanged 8 SP:Iteration 41Q (1015.120000 sec): 3 clusters Score: Raw -156188.794770 + Penalty 726.617108 = -155462.177661 nChanged 7 SP:Iteration 42Q (1015.130000 sec): 3 clusters Score: Raw -156189.250768 + Penalty 726.617108 = -155462.633660 nChanged 2 SP:Iteration 43Q (1015.130000 sec): 3 clusters Score: Raw -156189.527258 + Penalty 726.617108 = -155462.910149 nChanged 2 SP:Iteration 44Q (1015.130000 sec): 3 clusters Score: Raw -156189.791590 + Penalty 726.617108 = -155463.174481 nChanged 2 SP:Iteration 45Q (1015.140000 sec): 3 clusters Score: Raw -156189.917589 + Penalty 726.617108 = -155463.300480 nChanged 4 SP:Iteration 46Q (1015.140000 sec): 3 clusters Score: Raw -156190.130851 + Penalty 726.617108 = -155463.513742 nChanged 3 SP:Iteration 47Q (1015.140000 sec): 3 clusters Score: Raw -156190.464180 + Penalty 726.617108 = -155463.847072 nChanged 1 SP:Iteration 48Q (1015.140000 sec): 3 clusters Score: Raw -156190.485238 + Penalty 726.617108 = -155463.868129 nChanged 1 SP:Iteration 49Q (1015.150000 sec): 3 clusters Score: Raw -156190.507283 + Penalty 726.617108 = -155463.890174 nChanged 1 SP:Iteration 50Q (1015.150000 sec): 3 clusters Score: Raw -156190.521813 + Penalty 726.617108 = -155463.904705 nChanged 0 SP:Iteration 51F (1015.150000 sec): 3 clusters Score: Raw -156190.521813 + Penalty 726.617108 = -155463.904705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.160000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.160000 sec): 3 clusters Score: Raw -3023.713514 + Penalty 372.585355 = -2651.128159 nChanged 9 SP:Iteration 1F (1015.160000 sec): 3 clusters Score: Raw -3057.741288 + Penalty 372.585355 = -2685.155933 nChanged 2 SP:Iteration 2Q (1015.160000 sec): 3 clusters Score: Raw -3061.166082 + Penalty 372.585355 = -2688.580727 nChanged 1 SP:Iteration 3Q (1015.160000 sec): 3 clusters Score: Raw -3064.753668 + Penalty 372.585355 = -2692.168313 nChanged 0 SP:Iteration 4F (1015.160000 sec): 3 clusters Score: Raw -3064.753668 + Penalty 372.585355 = -2692.168313 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.160000 sec): 2 clusters Score: Raw -105165.156458 + Penalty 344.054699 = -104821.101758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.160000 sec): 3 clusters Score: Raw -104160.760582 + Penalty 688.109399 = -103472.651183 nChanged 820 SP:Iteration 1F (1015.160000 sec): 3 clusters Score: Raw -104731.754993 + Penalty 688.109399 = -104043.645594 nChanged 174 SP:Iteration 2F (1015.160000 sec): 3 clusters Score: Raw -104866.416109 + Penalty 688.109399 = -104178.306710 nChanged 129 SP:Iteration 3F (1015.170000 sec): 3 clusters Score: Raw -104976.429063 + Penalty 688.109399 = -104288.319664 nChanged 100 SP:Iteration 4F (1015.170000 sec): 3 clusters Score: Raw -105060.481372 + Penalty 688.109399 = -104372.371973 nChanged 78 SP:Iteration 5Q (1015.170000 sec): 3 clusters Score: Raw -105120.052527 + Penalty 688.109399 = -104431.943128 nChanged 70 SP:Iteration 6Q (1015.170000 sec): 3 clusters Score: Raw -105163.447993 + Penalty 688.109399 = -104475.338595 nChanged 49 SP:Iteration 7Q (1015.180000 sec): 3 clusters Score: Raw -105194.922669 + Penalty 688.109399 = -104506.813271 nChanged 37 SP:Iteration 8Q (1015.180000 sec): 3 clusters Score: Raw -105219.661462 + Penalty 688.109399 = -104531.552063 nChanged 28 SP:Iteration 9Q (1015.180000 sec): 3 clusters Score: Raw -105237.143712 + Penalty 688.109399 = -104549.034313 nChanged 24 SP:Iteration 10Q (1015.180000 sec): 3 clusters Score: Raw -105252.696076 + Penalty 688.109399 = -104564.586677 nChanged 17 SP:Iteration 11Q (1015.180000 sec): 3 clusters Score: Raw -105259.055162 + Penalty 688.109399 = -104570.945764 nChanged 13 SP:Iteration 12Q (1015.180000 sec): 3 clusters Score: Raw -105264.232362 + Penalty 688.109399 = -104576.122963 nChanged 5 SP:Iteration 13Q (1015.190000 sec): 3 clusters Score: Raw -105265.700079 + Penalty 688.109399 = -104577.590681 nChanged 4 SP:Iteration 14Q (1015.190000 sec): 3 clusters Score: Raw -105266.517029 + Penalty 688.109399 = -104578.407630 nChanged 2 SP:Iteration 15Q (1015.190000 sec): 3 clusters Score: Raw -105266.920074 + Penalty 688.109399 = -104578.810675 nChanged 1 SP:Iteration 16Q (1015.190000 sec): 3 clusters Score: Raw -105267.061568 + Penalty 688.109399 = -104578.952169 nChanged 0 SP:Iteration 17F (1015.190000 sec): 3 clusters Score: Raw -105267.061568 + Penalty 688.109399 = -104578.952169 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.200000 sec): 2 clusters Score: Raw -9542.240254 + Penalty 255.563085 = -9286.677169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.200000 sec): 3 clusters Score: Raw -9463.145967 + Penalty 511.126170 = -8952.019797 nChanged 96 SP:Iteration 1F (1015.200000 sec): 3 clusters Score: Raw -9648.756562 + Penalty 511.126170 = -9137.630392 nChanged 29 SP:Iteration 2F (1015.200000 sec): 3 clusters Score: Raw -9759.358067 + Penalty 511.126170 = -9248.231897 nChanged 22 SP:Iteration 3F (1015.200000 sec): 3 clusters Score: Raw -9884.011793 + Penalty 511.126170 = -9372.885623 nChanged 19 SP:Iteration 4F (1015.200000 sec): 3 clusters Score: Raw -10034.069446 + Penalty 511.126170 = -9522.943276 nChanged 14 SP:Iteration 5F (1015.200000 sec): 3 clusters Score: Raw -10066.080102 + Penalty 511.126170 = -9554.953932 nChanged 8 SP:Iteration 6Q (1015.200000 sec): 3 clusters Score: Raw -10092.503079 + Penalty 511.126170 = -9581.376909 nChanged 6 SP:Iteration 7Q (1015.200000 sec): 3 clusters Score: Raw -10122.082228 + Penalty 511.126170 = -9610.956058 nChanged 3 SP:Iteration 8Q (1015.200000 sec): 3 clusters Score: Raw -10148.818259 + Penalty 511.126170 = -9637.692089 nChanged 0 SP:Iteration 9F (1015.200000 sec): 3 clusters Score: Raw -10152.756967 + Penalty 511.126170 = -9641.630797 nChanged 1 SP:Iteration 10Q (1015.200000 sec): 3 clusters Score: Raw -10176.287242 + Penalty 511.126170 = -9665.161072 nChanged 3 SP:Iteration 11Q (1015.200000 sec): 3 clusters Score: Raw -10342.793585 + Penalty 511.126170 = -9831.667415 nChanged 0 SP:Iteration 12F (1015.200000 sec): 3 clusters Score: Raw -10342.793585 + Penalty 511.126170 = -9831.667415 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.200000 sec): 2 clusters Score: Raw -10530.039768 + Penalty 235.257022 = -10294.782746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.200000 sec): 3 clusters Score: Raw -10490.400067 + Penalty 470.514044 = -10019.886024 nChanged 42 SP:Iteration 1F (1015.200000 sec): 3 clusters Score: Raw -10541.203073 + Penalty 470.514044 = -10070.689029 nChanged 8 SP:Iteration 2Q (1015.200000 sec): 3 clusters Score: Raw -10550.566853 + Penalty 470.514044 = -10080.052810 nChanged 3 SP:Iteration 3Q (1015.200000 sec): 3 clusters Score: Raw -10553.260003 + Penalty 470.514044 = -10082.745960 nChanged 2 SP:Iteration 4Q (1015.200000 sec): 3 clusters Score: Raw -10554.613481 + Penalty 470.514044 = -10084.099437 nChanged 3 SP:Iteration 5Q (1015.200000 sec): 3 clusters Score: Raw -10556.588445 + Penalty 470.514044 = -10086.074402 nChanged 0 SP:Iteration 6F (1015.200000 sec): 3 clusters Score: Raw -10556.588445 + Penalty 470.514044 = -10086.074402 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.200000 sec): 2 clusters Score: Raw -9093.953019 + Penalty 232.868718 = -8861.084301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.200000 sec): 3 clusters Score: Raw -9050.350649 + Penalty 465.737437 = -8584.613212 nChanged 42 SP:Iteration 1F (1015.200000 sec): 3 clusters Score: Raw -9115.911465 + Penalty 465.737437 = -8650.174028 nChanged 14 SP:Iteration 2F (1015.200000 sec): 3 clusters Score: Raw -9136.312621 + Penalty 465.737437 = -8670.575184 nChanged 2 SP:Iteration 3Q (1015.200000 sec): 3 clusters Score: Raw -9140.214505 + Penalty 465.737437 = -8674.477068 nChanged 3 SP:Iteration 4Q (1015.200000 sec): 3 clusters Score: Raw -9150.358859 + Penalty 465.737437 = -8684.621422 nChanged 5 SP:Iteration 5Q (1015.200000 sec): 3 clusters Score: Raw -9166.065020 + Penalty 465.737437 = -8700.327583 nChanged 5 SP:Iteration 6Q (1015.210000 sec): 3 clusters Score: Raw -9177.616602 + Penalty 465.737437 = -8711.879165 nChanged 3 SP:Iteration 7Q (1015.210000 sec): 3 clusters Score: Raw -9183.016207 + Penalty 465.737437 = -8717.278770 nChanged 4 SP:Iteration 8Q (1015.210000 sec): 3 clusters Score: Raw -9190.370404 + Penalty 465.737437 = -8724.632967 nChanged 3 SP:Iteration 9Q (1015.210000 sec): 3 clusters Score: Raw -9197.781386 + Penalty 465.737437 = -8732.043949 nChanged 4 SP:Iteration 10Q (1015.210000 sec): 3 clusters Score: Raw -9213.318529 + Penalty 465.737437 = -8747.581092 nChanged 2 SP:Iteration 11Q (1015.210000 sec): 3 clusters Score: Raw -9220.882344 + Penalty 465.737437 = -8755.144908 nChanged 1 SP:Iteration 12Q (1015.210000 sec): 3 clusters Score: Raw -9224.221318 + Penalty 465.737437 = -8758.483881 nChanged 0 SP:Iteration 13F (1015.210000 sec): 3 clusters Score: Raw -9224.221318 + Penalty 465.737437 = -8758.483881 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.210000 sec): 2 clusters Score: Raw -72967.745243 + Penalty 328.527010 = -72639.218233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.210000 sec): 3 clusters Score: Raw -72273.150000 + Penalty 657.054019 = -71616.095981 nChanged 579 SP:Iteration 1F (1015.210000 sec): 3 clusters Score: Raw -72630.256808 + Penalty 657.054019 = -71973.202789 nChanged 122 SP:Iteration 2F (1015.220000 sec): 3 clusters Score: Raw -72757.391060 + Penalty 657.054019 = -72100.337041 nChanged 120 SP:Iteration 3F (1015.220000 sec): 3 clusters Score: Raw -72948.239974 + Penalty 657.054019 = -72291.185955 nChanged 133 SP:Iteration 4F (1015.220000 sec): 3 clusters Score: Raw -73153.913995 + Penalty 657.054019 = -72496.859976 nChanged 116 SP:Iteration 5F (1015.220000 sec): 3 clusters Score: Raw -73279.068262 + Penalty 657.054019 = -72622.014243 nChanged 53 SP:Iteration 6Q (1015.220000 sec): 3 clusters Score: Raw -73336.658437 + Penalty 657.054019 = -72679.604417 nChanged 22 SP:Iteration 7Q (1015.220000 sec): 3 clusters Score: Raw -73350.790169 + Penalty 657.054019 = -72693.736150 nChanged 11 SP:Iteration 8Q (1015.220000 sec): 3 clusters Score: Raw -73361.433835 + Penalty 657.054019 = -72704.379816 nChanged 7 SP:Iteration 9Q (1015.220000 sec): 3 clusters Score: Raw -73364.965853 + Penalty 657.054019 = -72707.911834 nChanged 5 SP:Iteration 10Q (1015.220000 sec): 3 clusters Score: Raw -73368.943401 + Penalty 657.054019 = -72711.889382 nChanged 2 SP:Iteration 11Q (1015.220000 sec): 3 clusters Score: Raw -73370.284473 + Penalty 657.054019 = -72713.230454 nChanged 1 SP:Iteration 12Q (1015.230000 sec): 3 clusters Score: Raw -73370.548549 + Penalty 657.054019 = -72713.494530 nChanged 0 SP:Iteration 13F (1015.230000 sec): 3 clusters Score: Raw -73370.548549 + Penalty 657.054019 = -72713.494530 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.400000 sec): 2 clusters Score: Raw -6499549.845218 + Penalty 528.690488 = -6499021.154730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.530000 sec): 3 clusters Score: Raw -6424722.066942 + Penalty 1057.380975 = -6423664.685967 nChanged 54488 SP:Iteration 1F (1015.660000 sec): 3 clusters Score: Raw -6460700.363313 + Penalty 1057.380975 = -6459642.982338 nChanged 6567 SP:Iteration 2F (1015.780000 sec): 3 clusters Score: Raw -6464521.580958 + Penalty 1057.380975 = -6463464.199983 nChanged 7720 SP:Iteration 3F (1015.910000 sec): 3 clusters Score: Raw -6470394.624423 + Penalty 1057.380975 = -6469337.243448 nChanged 8188 SP:Iteration 4F (1016.030000 sec): 3 clusters Score: Raw -6477999.833878 + Penalty 1057.380975 = -6476942.452903 nChanged 7280 SP:Iteration 5F (1016.160000 sec): 3 clusters Score: Raw -6484740.455405 + Penalty 1057.380975 = -6483683.074430 nChanged 5354 SP:Iteration 6Q (1016.290000 sec): 3 clusters Score: Raw -6489174.306948 + Penalty 1057.380975 = -6488116.925973 nChanged 3872 SP:Iteration 7Q (1016.400000 sec): 3 clusters Score: Raw -6491951.413064 + Penalty 1057.380975 = -6490894.032089 nChanged 2875 SP:Iteration 8Q (1016.520000 sec): 3 clusters Score: Raw -6493919.200545 + Penalty 1057.380975 = -6492861.819570 nChanged 2260 SP:Iteration 9Q (1016.640000 sec): 3 clusters Score: Raw -6495421.256913 + Penalty 1057.380975 = -6494363.875938 nChanged 1874 SP:Iteration 10Q (1016.740000 sec): 3 clusters Score: Raw -6496660.789034 + Penalty 1057.380975 = -6495603.408059 nChanged 1475 SP:Iteration 11Q (1016.850000 sec): 3 clusters Score: Raw -6497643.977673 + Penalty 1057.380975 = -6496586.596698 nChanged 1119 SP:Iteration 12Q (1016.950000 sec): 3 clusters Score: Raw -6498372.246125 + Penalty 1057.380975 = -6497314.865150 nChanged 800 SP:Iteration 13Q (1017.060000 sec): 3 clusters Score: Raw -6498871.791980 + Penalty 1057.380975 = -6497814.411005 nChanged 571 SP:Iteration 14Q (1017.160000 sec): 3 clusters Score: Raw -6499202.021466 + Penalty 1057.380975 = -6498144.640491 nChanged 387 SP:Iteration 15Q (1017.260000 sec): 3 clusters Score: Raw -6499409.759220 + Penalty 1057.380975 = -6498352.378245 nChanged 242 SP:Iteration 16Q (1017.350000 sec): 3 clusters Score: Raw -6499515.655044 + Penalty 1057.380975 = -6498458.274069 nChanged 150 SP:Iteration 17Q (1017.450000 sec): 3 clusters Score: Raw -6499574.479195 + Penalty 1057.380975 = -6498517.098220 nChanged 114 SP:Iteration 18Q (1017.550000 sec): 3 clusters Score: Raw -6499617.396423 + Penalty 1057.380975 = -6498560.015448 nChanged 89 SP:Iteration 19Q (1017.650000 sec): 3 clusters Score: Raw -6499646.983660 + Penalty 1057.380975 = -6498589.602685 nChanged 77 SP:Iteration 20F (1017.770000 sec): 3 clusters Score: Raw -6499670.310656 + Penalty 1057.380975 = -6498612.929681 nChanged 55 SP:Iteration 21Q (1017.880000 sec): 3 clusters Score: Raw -6499686.600118 + Penalty 1057.380975 = -6498629.219143 nChanged 50 SP:Iteration 22Q (1017.980000 sec): 3 clusters Score: Raw -6499703.126698 + Penalty 1057.380975 = -6498645.745723 nChanged 53 SP:Iteration 23Q (1018.070000 sec): 3 clusters Score: Raw -6499726.213999 + Penalty 1057.380975 = -6498668.833024 nChanged 50 SP:Iteration 24Q (1018.170000 sec): 3 clusters Score: Raw -6499743.891634 + Penalty 1057.380975 = -6498686.510659 nChanged 43 SP:Iteration 25Q (1018.270000 sec): 3 clusters Score: Raw -6499758.234078 + Penalty 1057.380975 = -6498700.853103 nChanged 33 SP:Iteration 26Q (1018.370000 sec): 3 clusters Score: Raw -6499770.523226 + Penalty 1057.380975 = -6498713.142251 nChanged 30 SP:Iteration 27Q (1018.470000 sec): 3 clusters Score: Raw -6499776.574484 + Penalty 1057.380975 = -6498719.193509 nChanged 13 SP:Iteration 28Q (1018.560000 sec): 3 clusters Score: Raw -6499779.891062 + Penalty 1057.380975 = -6498722.510087 nChanged 14 SP:Iteration 29Q (1018.660000 sec): 3 clusters Score: Raw -6499782.744667 + Penalty 1057.380975 = -6498725.363692 nChanged 14 SP:Iteration 30Q (1018.760000 sec): 3 clusters Score: Raw -6499786.690568 + Penalty 1057.380975 = -6498729.309593 nChanged 14 SP:Iteration 31Q (1018.860000 sec): 3 clusters Score: Raw -6499790.896134 + Penalty 1057.380975 = -6498733.515159 nChanged 16 SP:Iteration 32Q (1018.950000 sec): 3 clusters Score: Raw -6499794.082847 + Penalty 1057.380975 = -6498736.701872 nChanged 13 SP:Iteration 33Q (1019.050000 sec): 3 clusters Score: Raw -6499797.493713 + Penalty 1057.380975 = -6498740.112738 nChanged 8 SP:Iteration 34Q (1019.140000 sec): 3 clusters Score: Raw -6499800.023249 + Penalty 1057.380975 = -6498742.642274 nChanged 11 SP:Iteration 35Q (1019.240000 sec): 3 clusters Score: Raw -6499802.957994 + Penalty 1057.380975 = -6498745.577019 nChanged 10 SP:Iteration 36Q (1019.350000 sec): 3 clusters Score: Raw -6499806.358390 + Penalty 1057.380975 = -6498748.977415 nChanged 9 SP:Iteration 37Q (1019.450000 sec): 3 clusters Score: Raw -6499808.353754 + Penalty 1057.380975 = -6498750.972779 nChanged 8 SP:Iteration 38Q (1019.550000 sec): 3 clusters Score: Raw -6499810.068146 + Penalty 1057.380975 = -6498752.687171 nChanged 9 SP:Iteration 39Q (1019.650000 sec): 3 clusters Score: Raw -6499813.322517 + Penalty 1057.380975 = -6498755.941542 nChanged 11 SP:Iteration 40F (1019.770000 sec): 3 clusters Score: Raw -6499815.306427 + Penalty 1057.380975 = -6498757.925452 nChanged 7 SP:Iteration 41Q (1019.870000 sec): 3 clusters Score: Raw -6499816.957838 + Penalty 1057.380975 = -6498759.576863 nChanged 5 SP:Iteration 42Q (1019.960000 sec): 3 clusters Score: Raw -6499818.077988 + Penalty 1057.380975 = -6498760.697013 nChanged 5 SP:Iteration 43Q (1020.060000 sec): 3 clusters Score: Raw -6499819.117736 + Penalty 1057.380975 = -6498761.736761 nChanged 3 SP:Iteration 44Q (1020.160000 sec): 3 clusters Score: Raw -6499819.596179 + Penalty 1057.380975 = -6498762.215204 nChanged 5 SP:Iteration 45Q (1020.260000 sec): 3 clusters Score: Raw -6499822.151066 + Penalty 1057.380975 = -6498764.770091 nChanged 8 SP:Iteration 46Q (1020.350000 sec): 3 clusters Score: Raw -6499824.324824 + Penalty 1057.380975 = -6498766.943849 nChanged 6 SP:Iteration 47Q (1020.450000 sec): 3 clusters Score: Raw -6499826.191268 + Penalty 1057.380975 = -6498768.810293 nChanged 3 SP:Iteration 48Q (1020.540000 sec): 3 clusters Score: Raw -6499827.575094 + Penalty 1057.380975 = -6498770.194119 nChanged 5 SP:Iteration 49Q (1020.640000 sec): 3 clusters Score: Raw -6499828.507716 + Penalty 1057.380975 = -6498771.126741 nChanged 1 SP:Iteration 50Q (1020.740000 sec): 3 clusters Score: Raw -6499828.736149 + Penalty 1057.380975 = -6498771.355174 nChanged 0 SP:Iteration 51F (1020.860000 sec): 3 clusters Score: Raw -6499828.736149 + Penalty 1057.380975 = -6498771.355174 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.910000 sec): 2 clusters Score: Raw -12419.805916 + Penalty 245.410053 = -12174.395862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.910000 sec): 3 clusters Score: Raw -12346.657315 + Penalty 490.820107 = -11855.837208 nChanged 75 SP:Iteration 1F (1020.910000 sec): 3 clusters Score: Raw -12417.246451 + Penalty 490.820107 = -11926.426344 nChanged 15 SP:Iteration 2F (1020.910000 sec): 3 clusters Score: Raw -12444.507189 + Penalty 490.820107 = -11953.687082 nChanged 8 SP:Iteration 3Q (1020.910000 sec): 3 clusters Score: Raw -12450.950747 + Penalty 490.820107 = -11960.130640 nChanged 3 SP:Iteration 4Q (1020.910000 sec): 3 clusters Score: Raw -12455.404256 + Penalty 490.820107 = -11964.584149 nChanged 2 SP:Iteration 5Q (1020.910000 sec): 3 clusters Score: Raw -12456.852658 + Penalty 490.820107 = -11966.032551 nChanged 1 SP:Iteration 6Q (1020.910000 sec): 3 clusters Score: Raw -12457.170358 + Penalty 490.820107 = -11966.350251 nChanged 0 SP:Iteration 7F (1020.910000 sec): 3 clusters Score: Raw -12457.170358 + Penalty 490.820107 = -11966.350251 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.920000 sec): 2 clusters Score: Raw -148056.569513 + Penalty 358.867991 = -147697.701522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.920000 sec): 3 clusters Score: Raw -146547.747053 + Penalty 717.735981 = -145830.011071 nChanged 1157 SP:Iteration 1F (1020.920000 sec): 3 clusters Score: Raw -147284.015079 + Penalty 717.735981 = -146566.279097 nChanged 205 SP:Iteration 2F (1020.920000 sec): 3 clusters Score: Raw -147413.301015 + Penalty 717.735981 = -146695.565033 nChanged 168 SP:Iteration 3F (1020.930000 sec): 3 clusters Score: Raw -147512.551794 + Penalty 717.735981 = -146794.815813 nChanged 131 SP:Iteration 4Q (1020.930000 sec): 3 clusters Score: Raw -147593.510503 + Penalty 717.735981 = -146875.774521 nChanged 122 SP:Iteration 5Q (1020.930000 sec): 3 clusters Score: Raw -147671.809532 + Penalty 717.735981 = -146954.073550 nChanged 112 SP:Iteration 6Q (1020.940000 sec): 3 clusters Score: Raw -147758.526577 + Penalty 717.735981 = -147040.790595 nChanged 101 SP:Iteration 7Q (1020.940000 sec): 3 clusters Score: Raw -147839.373049 + Penalty 717.735981 = -147121.637068 nChanged 73 SP:Iteration 8Q (1020.940000 sec): 3 clusters Score: Raw -147902.808775 + Penalty 717.735981 = -147185.072794 nChanged 47 SP:Iteration 9Q (1020.940000 sec): 3 clusters Score: Raw -147948.083096 + Penalty 717.735981 = -147230.347115 nChanged 41 SP:Iteration 10Q (1020.940000 sec): 3 clusters Score: Raw -147981.259799 + Penalty 717.735981 = -147263.523818 nChanged 22 SP:Iteration 11Q (1020.950000 sec): 3 clusters Score: Raw -148003.884131 + Penalty 717.735981 = -147286.148150 nChanged 27 SP:Iteration 12Q (1020.950000 sec): 3 clusters Score: Raw -148035.971196 + Penalty 717.735981 = -147318.235215 nChanged 25 SP:Iteration 13Q (1020.950000 sec): 3 clusters Score: Raw -148073.935343 + Penalty 717.735981 = -147356.199361 nChanged 17 SP:Iteration 14Q (1020.960000 sec): 3 clusters Score: Raw -148103.848166 + Penalty 717.735981 = -147386.112184 nChanged 13 SP:Iteration 15Q (1020.960000 sec): 3 clusters Score: Raw -148118.000757 + Penalty 717.735981 = -147400.264776 nChanged 5 SP:Iteration 16Q (1020.960000 sec): 3 clusters Score: Raw -148126.248697 + Penalty 717.735981 = -147408.512716 nChanged 6 SP:Iteration 17Q (1020.960000 sec): 3 clusters Score: Raw -148132.594338 + Penalty 717.735981 = -147414.858356 nChanged 7 SP:Iteration 18Q (1020.960000 sec): 3 clusters Score: Raw -148140.070095 + Penalty 717.735981 = -147422.334113 nChanged 1 SP:Iteration 19Q (1020.960000 sec): 3 clusters Score: Raw -148141.195937 + Penalty 717.735981 = -147423.459955 nChanged 1 SP:Iteration 20F (1020.970000 sec): 3 clusters Score: Raw -148142.206953 + Penalty 717.735981 = -147424.470972 nChanged 3 SP:Iteration 21Q (1020.970000 sec): 3 clusters Score: Raw -148145.713303 + Penalty 717.735981 = -147427.977322 nChanged 2 SP:Iteration 22Q (1020.970000 sec): 3 clusters Score: Raw -148147.877486 + Penalty 717.735981 = -147430.141505 nChanged 4 SP:Iteration 23Q (1020.970000 sec): 3 clusters Score: Raw -148150.429648 + Penalty 717.735981 = -147432.693666 nChanged 1 SP:Iteration 24Q (1020.980000 sec): 3 clusters Score: Raw -148150.773021 + Penalty 717.735981 = -147433.037039 nChanged 0 SP:Iteration 25F (1020.980000 sec): 3 clusters Score: Raw -148150.773021 + Penalty 717.735981 = -147433.037039 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.980000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.980000 sec): 3 clusters Score: Raw -10424.606170 + Penalty 474.559154 = -9950.047016 nChanged 47 SP:Iteration 1F (1020.980000 sec): 3 clusters Score: Raw -10462.332520 + Penalty 474.559154 = -9987.773366 nChanged 13 SP:Iteration 2F (1020.980000 sec): 3 clusters Score: Raw -10487.920725 + Penalty 474.559154 = -10013.361571 nChanged 6 SP:Iteration 3Q (1020.980000 sec): 3 clusters Score: Raw -10492.044030 + Penalty 474.559154 = -10017.484876 nChanged 0 SP:Iteration 4F (1020.980000 sec): 3 clusters Score: Raw -10492.044030 + Penalty 474.559154 = -10017.484876 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.980000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.980000 sec): 3 clusters Score: Raw -5735.234498 + Penalty 427.743713 = -5307.490784 nChanged 26 SP:Iteration 1F (1020.980000 sec): 3 clusters Score: Raw -5780.096934 + Penalty 427.743713 = -5352.353221 nChanged 6 SP:Iteration 2F (1020.980000 sec): 3 clusters Score: Raw -5791.118660 + Penalty 427.743713 = -5363.374947 nChanged 5 SP:Iteration 3Q (1020.980000 sec): 3 clusters Score: Raw -5799.131951 + Penalty 427.743713 = -5371.388238 nChanged 2 SP:Iteration 4Q (1020.980000 sec): 3 clusters Score: Raw -5803.579141 + Penalty 427.743713 = -5375.835427 nChanged 1 SP:Iteration 5Q (1020.980000 sec): 3 clusters Score: Raw -5805.602676 + Penalty 427.743713 = -5377.858963 nChanged 0 SP:Iteration 6F (1020.980000 sec): 3 clusters Score: Raw -5805.602676 + Penalty 427.743713 = -5377.858963 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.980000 sec): 2 clusters Score: Raw -28968.769085 + Penalty 283.932551 = -28684.836534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.980000 sec): 3 clusters Score: Raw -28752.556010 + Penalty 567.865102 = -28184.690908 nChanged 178 SP:Iteration 1F (1020.990000 sec): 3 clusters Score: Raw -28907.692646 + Penalty 567.865102 = -28339.827545 nChanged 48 SP:Iteration 2F (1020.990000 sec): 3 clusters Score: Raw -28967.549728 + Penalty 567.865102 = -28399.684626 nChanged 33 SP:Iteration 3F (1020.990000 sec): 3 clusters Score: Raw -29018.563155 + Penalty 567.865102 = -28450.698053 nChanged 27 SP:Iteration 4F (1020.990000 sec): 3 clusters Score: Raw -29047.157598 + Penalty 567.865102 = -28479.292496 nChanged 21 SP:Iteration 5Q (1020.990000 sec): 3 clusters Score: Raw -29061.804293 + Penalty 567.865102 = -28493.939191 nChanged 15 SP:Iteration 6Q (1020.990000 sec): 3 clusters Score: Raw -29082.840033 + Penalty 567.865102 = -28514.974931 nChanged 16 SP:Iteration 7Q (1020.990000 sec): 3 clusters Score: Raw -29095.605898 + Penalty 567.865102 = -28527.740796 nChanged 7 SP:Iteration 8Q (1020.990000 sec): 3 clusters Score: Raw -29101.651811 + Penalty 567.865102 = -28533.786709 nChanged 6 SP:Iteration 9Q (1020.990000 sec): 3 clusters Score: Raw -29107.918344 + Penalty 567.865102 = -28540.053242 nChanged 7 SP:Iteration 10Q (1020.990000 sec): 3 clusters Score: Raw -29112.338469 + Penalty 567.865102 = -28544.473367 nChanged 1 SP:Iteration 11Q (1020.990000 sec): 3 clusters Score: Raw -29112.758503 + Penalty 567.865102 = -28544.893401 nChanged 0 SP:Iteration 12F (1020.990000 sec): 3 clusters Score: Raw -29112.758503 + Penalty 567.865102 = -28544.893401 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.990000 sec): 2 clusters Score: Raw -27211.975349 + Penalty 284.285951 = -26927.689398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.990000 sec): 3 clusters Score: Raw -27021.929057 + Penalty 568.571902 = -26453.357155 nChanged 196 SP:Iteration 1F (1021.000000 sec): 3 clusters Score: Raw -27180.830004 + Penalty 568.571902 = -26612.258102 nChanged 48 SP:Iteration 2F (1021.000000 sec): 3 clusters Score: Raw -27208.442892 + Penalty 568.571902 = -26639.870990 nChanged 19 SP:Iteration 3Q (1021.000000 sec): 3 clusters Score: Raw -27222.207076 + Penalty 568.571902 = -26653.635175 nChanged 18 SP:Iteration 4Q (1021.000000 sec): 3 clusters Score: Raw -27243.594343 + Penalty 568.571902 = -26675.022441 nChanged 13 SP:Iteration 5Q (1021.000000 sec): 3 clusters Score: Raw -27273.260572 + Penalty 568.571902 = -26704.688670 nChanged 19 SP:Iteration 6Q (1021.000000 sec): 3 clusters Score: Raw -27291.777098 + Penalty 568.571902 = -26723.205197 nChanged 10 SP:Iteration 7Q (1021.000000 sec): 3 clusters Score: Raw -27308.860765 + Penalty 568.571902 = -26740.288864 nChanged 6 SP:Iteration 8Q (1021.000000 sec): 3 clusters Score: Raw -27317.047957 + Penalty 568.571902 = -26748.476055 nChanged 5 SP:Iteration 9Q (1021.000000 sec): 3 clusters Score: Raw -27321.118045 + Penalty 568.571902 = -26752.546143 nChanged 4 SP:Iteration 10Q (1021.000000 sec): 3 clusters Score: Raw -27324.271887 + Penalty 568.571902 = -26755.699985 nChanged 3 SP:Iteration 11Q (1021.000000 sec): 3 clusters Score: Raw -27325.068705 + Penalty 568.571902 = -26756.496803 nChanged 2 SP:Iteration 12Q (1021.000000 sec): 3 clusters Score: Raw -27325.953597 + Penalty 568.571902 = -26757.381695 nChanged 0 SP:Iteration 13F (1021.000000 sec): 3 clusters Score: Raw -27325.953597 + Penalty 568.571902 = -26757.381695 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.000000 sec): 2 clusters Score: Raw -8670.525800 + Penalty 237.279577 = -8433.246223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.000000 sec): 3 clusters Score: Raw -8620.157376 + Penalty 474.559154 = -8145.598222 nChanged 51 SP:Iteration 1F (1021.000000 sec): 3 clusters Score: Raw -8680.413256 + Penalty 474.559154 = -8205.854102 nChanged 16 SP:Iteration 2F (1021.000000 sec): 3 clusters Score: Raw -8711.765899 + Penalty 474.559154 = -8237.206745 nChanged 19 SP:Iteration 3F (1021.000000 sec): 3 clusters Score: Raw -8752.293122 + Penalty 474.559154 = -8277.733968 nChanged 16 SP:Iteration 4F (1021.000000 sec): 3 clusters Score: Raw -8779.187405 + Penalty 474.559154 = -8304.628251 nChanged 10 SP:Iteration 5F (1021.000000 sec): 3 clusters Score: Raw -8839.343505 + Penalty 474.559154 = -8364.784351 nChanged 7 SP:Iteration 6Q (1021.000000 sec): 3 clusters Score: Raw -8878.533900 + Penalty 474.559154 = -8403.974746 nChanged 9 SP:Iteration 7Q (1021.000000 sec): 3 clusters Score: Raw -8914.091838 + Penalty 474.559154 = -8439.532684 nChanged 9 SP:Iteration 8Q (1021.000000 sec): 3 clusters Score: Raw -8947.641428 + Penalty 474.559154 = -8473.082274 nChanged 6 SP:Iteration 9Q (1021.000000 sec): 3 clusters Score: Raw -8958.117573 + Penalty 474.559154 = -8483.558419 nChanged 0 SP:Iteration 10F (1021.000000 sec): 3 clusters Score: Raw -8958.117573 + Penalty 474.559154 = -8483.558419 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.010000 sec): 2 clusters Score: Raw -9310.340164 + Penalty 229.768448 = -9080.571715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.010000 sec): 3 clusters Score: Raw -9275.996975 + Penalty 459.536897 = -8816.460078 nChanged 37 SP:Iteration 1F (1021.010000 sec): 3 clusters Score: Raw -9309.647930 + Penalty 459.536897 = -8850.111033 nChanged 9 SP:Iteration 2F (1021.010000 sec): 3 clusters Score: Raw -9325.003695 + Penalty 459.536897 = -8865.466799 nChanged 5 SP:Iteration 3Q (1021.010000 sec): 3 clusters Score: Raw -9333.143488 + Penalty 459.536897 = -8873.606592 nChanged 2 SP:Iteration 4Q (1021.010000 sec): 3 clusters Score: Raw -9335.400852 + Penalty 459.536897 = -8875.863955 nChanged 1 SP:Iteration 5Q (1021.010000 sec): 3 clusters Score: Raw -9336.722020 + Penalty 459.536897 = -8877.185124 nChanged 0 SP:Iteration 6F (1021.010000 sec): 3 clusters Score: Raw -9336.722020 + Penalty 459.536897 = -8877.185124 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.010000 sec): 2 clusters Score: Raw -19300.452231 + Penalty 262.742095 = -19037.710136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.010000 sec): 3 clusters Score: Raw -19187.928687 + Penalty 525.484191 = -18662.444497 nChanged 98 SP:Iteration 1F (1021.010000 sec): 3 clusters Score: Raw -19257.147988 + Penalty 525.484191 = -18731.663797 nChanged 30 SP:Iteration 2F (1021.010000 sec): 3 clusters Score: Raw -19284.213167 + Penalty 525.484191 = -18758.728976 nChanged 16 SP:Iteration 3Q (1021.010000 sec): 3 clusters Score: Raw -19305.294506 + Penalty 525.484191 = -18779.810316 nChanged 18 SP:Iteration 4F (1021.010000 sec): 3 clusters Score: Raw -19316.668398 + Penalty 525.484191 = -18791.184208 nChanged 9 SP:Iteration 5Q (1021.010000 sec): 3 clusters Score: Raw -19327.716430 + Penalty 525.484191 = -18802.232239 nChanged 7 SP:Iteration 6Q (1021.010000 sec): 3 clusters Score: Raw -19335.662062 + Penalty 525.484191 = -18810.177871 nChanged 5 SP:Iteration 7Q (1021.010000 sec): 3 clusters Score: Raw -19340.144605 + Penalty 525.484191 = -18814.660414 nChanged 1 SP:Iteration 8Q (1021.010000 sec): 3 clusters Score: Raw -19340.728884 + Penalty 525.484191 = -18815.244693 nChanged 1 SP:Iteration 9Q (1021.010000 sec): 3 clusters Score: Raw -19341.298452 + Penalty 525.484191 = -18815.814261 nChanged 1 SP:Iteration 10Q (1021.010000 sec): 3 clusters Score: Raw -19342.591699 + Penalty 525.484191 = -18817.107508 nChanged 2 SP:Iteration 11Q (1021.010000 sec): 3 clusters Score: Raw -19347.186360 + Penalty 525.484191 = -18821.702169 nChanged 2 SP:Iteration 12Q (1021.010000 sec): 3 clusters Score: Raw -19348.922990 + Penalty 525.484191 = -18823.438799 nChanged 0 SP:Iteration 13F (1021.010000 sec): 3 clusters Score: Raw -19348.922990 + Penalty 525.484191 = -18823.438799 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.020000 sec): 2 clusters Score: Raw -5609.551671 + Penalty 220.767377 = -5388.784294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.020000 sec): 3 clusters Score: Raw -5702.945089 + Penalty 441.534754 = -5261.410335 nChanged 38 SP:Iteration 1F (1021.020000 sec): 3 clusters Score: Raw -5780.506986 + Penalty 441.534754 = -5338.972232 nChanged 11 SP:Iteration 2F (1021.020000 sec): 3 clusters Score: Raw -5810.109224 + Penalty 441.534754 = -5368.574470 nChanged 2 SP:Iteration 3Q (1021.020000 sec): 3 clusters Score: Raw -5817.175483 + Penalty 441.534754 = -5375.640729 nChanged 1 SP:Iteration 4Q (1021.020000 sec): 3 clusters Score: Raw -5820.970269 + Penalty 441.534754 = -5379.435515 nChanged 0 SP:Iteration 5F (1021.020000 sec): 3 clusters Score: Raw -5820.970269 + Penalty 441.534754 = -5379.435515 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.020000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.020000 sec): 3 clusters Score: Raw -13556.489140 + Penalty 499.493333 = -13056.995807 nChanged 72 SP:Iteration 1F (1021.020000 sec): 3 clusters Score: Raw -13657.246868 + Penalty 499.493333 = -13157.753535 nChanged 18 SP:Iteration 2F (1021.020000 sec): 3 clusters Score: Raw -13691.894632 + Penalty 499.493333 = -13192.401298 nChanged 11 SP:Iteration 3Q (1021.020000 sec): 3 clusters Score: Raw -13702.813494 + Penalty 499.493333 = -13203.320161 nChanged 5 SP:Iteration 4Q (1021.020000 sec): 3 clusters Score: Raw -13708.273890 + Penalty 499.493333 = -13208.780557 nChanged 5 SP:Iteration 5Q (1021.020000 sec): 3 clusters Score: Raw -13717.713994 + Penalty 499.493333 = -13218.220661 nChanged 6 SP:Iteration 6Q (1021.020000 sec): 3 clusters Score: Raw -13724.061848 + Penalty 499.493333 = -13224.568515 nChanged 2 SP:Iteration 7Q (1021.020000 sec): 3 clusters Score: Raw -13725.726804 + Penalty 499.493333 = -13226.233471 nChanged 1 SP:Iteration 8Q (1021.020000 sec): 3 clusters Score: Raw -13725.882526 + Penalty 499.493333 = -13226.389193 nChanged 0 SP:Iteration 9F (1021.020000 sec): 3 clusters Score: Raw -13725.882526 + Penalty 499.493333 = -13226.389193 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.020000 sec): 2 clusters Score: Raw -37133.568811 + Penalty 299.038856 = -36834.529955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.020000 sec): 3 clusters Score: Raw -36798.364248 + Penalty 598.077711 = -36200.286537 nChanged 272 SP:Iteration 1F (1021.020000 sec): 3 clusters Score: Raw -36971.923565 + Penalty 598.077711 = -36373.845853 nChanged 57 SP:Iteration 2F (1021.020000 sec): 3 clusters Score: Raw -37010.044855 + Penalty 598.077711 = -36411.967144 nChanged 39 SP:Iteration 3F (1021.020000 sec): 3 clusters Score: Raw -37033.387375 + Penalty 598.077711 = -36435.309664 nChanged 26 SP:Iteration 4Q (1021.020000 sec): 3 clusters Score: Raw -37056.532828 + Penalty 598.077711 = -36458.455117 nChanged 32 SP:Iteration 5Q (1021.020000 sec): 3 clusters Score: Raw -37076.263349 + Penalty 598.077711 = -36478.185638 nChanged 19 SP:Iteration 6Q (1021.020000 sec): 3 clusters Score: Raw -37084.743033 + Penalty 598.077711 = -36486.665321 nChanged 21 SP:Iteration 7Q (1021.030000 sec): 3 clusters Score: Raw -37096.431104 + Penalty 598.077711 = -36498.353392 nChanged 16 SP:Iteration 8Q (1021.030000 sec): 3 clusters Score: Raw -37105.821665 + Penalty 598.077711 = -36507.743954 nChanged 13 SP:Iteration 9Q (1021.030000 sec): 3 clusters Score: Raw -37112.161087 + Penalty 598.077711 = -36514.083375 nChanged 10 SP:Iteration 10Q (1021.030000 sec): 3 clusters Score: Raw -37118.432686 + Penalty 598.077711 = -36520.354975 nChanged 10 SP:Iteration 11Q (1021.030000 sec): 3 clusters Score: Raw -37121.894707 + Penalty 598.077711 = -36523.816996 nChanged 6 SP:Iteration 12Q (1021.030000 sec): 3 clusters Score: Raw -37123.892919 + Penalty 598.077711 = -36525.815208 nChanged 5 SP:Iteration 13Q (1021.030000 sec): 3 clusters Score: Raw -37125.374470 + Penalty 598.077711 = -36527.296758 nChanged 5 SP:Iteration 14Q (1021.030000 sec): 3 clusters Score: Raw -37126.897251 + Penalty 598.077711 = -36528.819540 nChanged 4 SP:Iteration 15Q (1021.030000 sec): 3 clusters Score: Raw -37128.919328 + Penalty 598.077711 = -36530.841617 nChanged 6 SP:Iteration 16Q (1021.030000 sec): 3 clusters Score: Raw -37132.864398 + Penalty 598.077711 = -36534.786687 nChanged 7 SP:Iteration 17Q (1021.030000 sec): 3 clusters Score: Raw -37137.415228 + Penalty 598.077711 = -36539.337516 nChanged 7 SP:Iteration 18Q (1021.040000 sec): 3 clusters Score: Raw -37140.684009 + Penalty 598.077711 = -36542.606298 nChanged 7 SP:Iteration 19Q (1021.040000 sec): 3 clusters Score: Raw -37143.278560 + Penalty 598.077711 = -36545.200848 nChanged 5 SP:Iteration 20F (1021.040000 sec): 3 clusters Score: Raw -37145.962173 + Penalty 598.077711 = -36547.884461 nChanged 3 SP:Iteration 21Q (1021.040000 sec): 3 clusters Score: Raw -37147.188161 + Penalty 598.077711 = -36549.110450 nChanged 3 SP:Iteration 22Q (1021.040000 sec): 3 clusters Score: Raw -37148.135222 + Penalty 598.077711 = -36550.057510 nChanged 1 SP:Iteration 23Q (1021.040000 sec): 3 clusters Score: Raw -37148.298095 + Penalty 598.077711 = -36550.220383 nChanged 0 SP:Iteration 24F (1021.040000 sec): 3 clusters Score: Raw -37148.298095 + Penalty 598.077711 = -36550.220383 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.040000 sec): 2 clusters Score: Raw -26159.018464 + Penalty 277.768092 = -25881.250372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.040000 sec): 3 clusters Score: Raw -26002.090075 + Penalty 555.536184 = -25446.553891 nChanged 145 SP:Iteration 1F (1021.040000 sec): 3 clusters Score: Raw -26089.327878 + Penalty 555.536184 = -25533.791693 nChanged 31 SP:Iteration 2F (1021.040000 sec): 3 clusters Score: Raw -26110.757479 + Penalty 555.536184 = -25555.221295 nChanged 19 SP:Iteration 3Q (1021.040000 sec): 3 clusters Score: Raw -26124.897653 + Penalty 555.536184 = -25569.361469 nChanged 17 SP:Iteration 4Q (1021.040000 sec): 3 clusters Score: Raw -26141.457000 + Penalty 555.536184 = -25585.920816 nChanged 13 SP:Iteration 5Q (1021.040000 sec): 3 clusters Score: Raw -26155.004910 + Penalty 555.536184 = -25599.468726 nChanged 9 SP:Iteration 6Q (1021.040000 sec): 3 clusters Score: Raw -26163.139892 + Penalty 555.536184 = -25607.603708 nChanged 13 SP:Iteration 7Q (1021.040000 sec): 3 clusters Score: Raw -26177.904830 + Penalty 555.536184 = -25622.368646 nChanged 10 SP:Iteration 8Q (1021.040000 sec): 3 clusters Score: Raw -26191.442407 + Penalty 555.536184 = -25635.906223 nChanged 17 SP:Iteration 9Q (1021.040000 sec): 3 clusters Score: Raw -26216.279032 + Penalty 555.536184 = -25660.742848 nChanged 11 SP:Iteration 10Q (1021.040000 sec): 3 clusters Score: Raw -26237.044691 + Penalty 555.536184 = -25681.508507 nChanged 6 SP:Iteration 11Q (1021.040000 sec): 3 clusters Score: Raw -26243.346491 + Penalty 555.536184 = -25687.810307 nChanged 2 SP:Iteration 12Q (1021.050000 sec): 3 clusters Score: Raw -26245.821657 + Penalty 555.536184 = -25690.285473 nChanged 1 SP:Iteration 13Q (1021.050000 sec): 3 clusters Score: Raw -26247.584478 + Penalty 555.536184 = -25692.048294 nChanged 0 SP:Iteration 14F (1021.050000 sec): 3 clusters Score: Raw -26247.584478 + Penalty 555.536184 = -25692.048294 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.050000 sec): 2 clusters Score: Raw -50734.373575 + Penalty 312.398044 = -50421.975531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.050000 sec): 3 clusters Score: Raw -50254.906825 + Penalty 624.796088 = -49630.110737 nChanged 364 SP:Iteration 1F (1021.050000 sec): 3 clusters Score: Raw -50431.296768 + Penalty 624.796088 = -49806.500680 nChanged 82 SP:Iteration 2F (1021.050000 sec): 3 clusters Score: Raw -50470.652182 + Penalty 624.796088 = -49845.856095 nChanged 47 SP:Iteration 3Q (1021.050000 sec): 3 clusters Score: Raw -50493.624847 + Penalty 624.796088 = -49868.828759 nChanged 42 SP:Iteration 4Q (1021.060000 sec): 3 clusters Score: Raw -50516.255535 + Penalty 624.796088 = -49891.459447 nChanged 37 SP:Iteration 5Q (1021.060000 sec): 3 clusters Score: Raw -50537.452117 + Penalty 624.796088 = -49912.656029 nChanged 34 SP:Iteration 6Q (1021.060000 sec): 3 clusters Score: Raw -50555.576264 + Penalty 624.796088 = -49930.780176 nChanged 23 SP:Iteration 7Q (1021.060000 sec): 3 clusters Score: Raw -50565.503137 + Penalty 624.796088 = -49940.707049 nChanged 22 SP:Iteration 8Q (1021.060000 sec): 3 clusters Score: Raw -50576.474437 + Penalty 624.796088 = -49951.678349 nChanged 24 SP:Iteration 9Q (1021.060000 sec): 3 clusters Score: Raw -50589.573460 + Penalty 624.796088 = -49964.777373 nChanged 20 SP:Iteration 10Q (1021.060000 sec): 3 clusters Score: Raw -50600.590432 + Penalty 624.796088 = -49975.794344 nChanged 18 SP:Iteration 11Q (1021.060000 sec): 3 clusters Score: Raw -50614.554635 + Penalty 624.796088 = -49989.758548 nChanged 15 SP:Iteration 12Q (1021.060000 sec): 3 clusters Score: Raw -50621.642307 + Penalty 624.796088 = -49996.846219 nChanged 13 SP:Iteration 13Q (1021.060000 sec): 3 clusters Score: Raw -50631.254083 + Penalty 624.796088 = -50006.457995 nChanged 15 SP:Iteration 14Q (1021.060000 sec): 3 clusters Score: Raw -50638.011323 + Penalty 624.796088 = -50013.215235 nChanged 9 SP:Iteration 15Q (1021.060000 sec): 3 clusters Score: Raw -50640.742206 + Penalty 624.796088 = -50015.946118 nChanged 3 SP:Iteration 16Q (1021.060000 sec): 3 clusters Score: Raw -50642.315954 + Penalty 624.796088 = -50017.519866 nChanged 2 SP:Iteration 17Q (1021.070000 sec): 3 clusters Score: Raw -50642.702903 + Penalty 624.796088 = -50017.906815 nChanged 1 SP:Iteration 18Q (1021.070000 sec): 3 clusters Score: Raw -50642.801994 + Penalty 624.796088 = -50018.005906 nChanged 1 SP:Iteration 19Q (1021.070000 sec): 3 clusters Score: Raw -50643.020400 + Penalty 624.796088 = -50018.224312 nChanged 1 SP:Iteration 20F (1021.070000 sec): 3 clusters Score: Raw -50643.272383 + Penalty 624.796088 = -50018.476295 nChanged 1 SP:Iteration 21Q (1021.070000 sec): 3 clusters Score: Raw -50643.562765 + Penalty 624.796088 = -50018.766678 nChanged 1 SP:Iteration 22Q (1021.070000 sec): 3 clusters Score: Raw -50643.745522 + Penalty 624.796088 = -50018.949434 nChanged 1 SP:Iteration 23Q (1021.070000 sec): 3 clusters Score: Raw -50643.856138 + Penalty 624.796088 = -50019.060050 nChanged 0 SP:Iteration 24F (1021.070000 sec): 3 clusters Score: Raw -50643.856138 + Penalty 624.796088 = -50019.060050 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.080000 sec): 2 clusters Score: Raw -11670.719582 + Penalty 245.821821 = -11424.897761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.080000 sec): 3 clusters Score: Raw -11600.480370 + Penalty 491.643642 = -11108.836728 nChanged 61 SP:Iteration 1F (1021.080000 sec): 3 clusters Score: Raw -11672.678644 + Penalty 491.643642 = -11181.035003 nChanged 25 SP:Iteration 2F (1021.080000 sec): 3 clusters Score: Raw -11723.108442 + Penalty 491.643642 = -11231.464800 nChanged 9 SP:Iteration 3Q (1021.080000 sec): 3 clusters Score: Raw -11752.744584 + Penalty 491.643642 = -11261.100943 nChanged 10 SP:Iteration 4Q (1021.080000 sec): 3 clusters Score: Raw -11805.719126 + Penalty 491.643642 = -11314.075484 nChanged 8 SP:Iteration 5Q (1021.080000 sec): 3 clusters Score: Raw -11841.149108 + Penalty 491.643642 = -11349.505466 nChanged 10 SP:Iteration 6Q (1021.080000 sec): 3 clusters Score: Raw -11862.010225 + Penalty 491.643642 = -11370.366583 nChanged 7 SP:Iteration 7Q (1021.080000 sec): 3 clusters Score: Raw -11886.157991 + Penalty 491.643642 = -11394.514349 nChanged 6 SP:Iteration 8Q (1021.080000 sec): 3 clusters Score: Raw -11907.462318 + Penalty 491.643642 = -11415.818676 nChanged 5 SP:Iteration 9Q (1021.080000 sec): 3 clusters Score: Raw -11914.907419 + Penalty 491.643642 = -11423.263777 nChanged 2 SP:Iteration 10Q (1021.080000 sec): 3 clusters Score: Raw -11917.980317 + Penalty 491.643642 = -11426.336675 nChanged 0 SP:Iteration 11F (1021.080000 sec): 3 clusters Score: Raw -11917.980317 + Penalty 491.643642 = -11426.336675 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.080000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.080000 sec): 3 clusters Score: Raw -16649.981017 + Penalty 513.090275 = -16136.890743 nChanged 84 SP:Iteration 1F (1021.080000 sec): 3 clusters Score: Raw -16747.192140 + Penalty 513.090275 = -16234.101865 nChanged 26 SP:Iteration 2F (1021.080000 sec): 3 clusters Score: Raw -16787.911665 + Penalty 513.090275 = -16274.821390 nChanged 15 SP:Iteration 3F (1021.080000 sec): 3 clusters Score: Raw -16813.587832 + Penalty 513.090275 = -16300.497557 nChanged 13 SP:Iteration 4Q (1021.080000 sec): 3 clusters Score: Raw -16832.863225 + Penalty 513.090275 = -16319.772950 nChanged 5 SP:Iteration 5Q (1021.080000 sec): 3 clusters Score: Raw -16835.391440 + Penalty 513.090275 = -16322.301165 nChanged 1 SP:Iteration 6Q (1021.080000 sec): 3 clusters Score: Raw -16837.565780 + Penalty 513.090275 = -16324.475505 nChanged 1 SP:Iteration 7Q (1021.080000 sec): 3 clusters Score: Raw -16838.873253 + Penalty 513.090275 = -16325.782978 nChanged 0 SP:Iteration 8F (1021.080000 sec): 3 clusters Score: Raw -16838.873253 + Penalty 513.090275 = -16325.782978 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.080000 sec): 2 clusters Score: Raw -17903.938704 + Penalty 262.030031 = -17641.908673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.080000 sec): 3 clusters Score: Raw -17803.015972 + Penalty 524.060061 = -17278.955911 nChanged 103 SP:Iteration 1F (1021.080000 sec): 3 clusters Score: Raw -17897.153136 + Penalty 524.060061 = -17373.093074 nChanged 26 SP:Iteration 2F (1021.080000 sec): 3 clusters Score: Raw -17944.105286 + Penalty 524.060061 = -17420.045225 nChanged 16 SP:Iteration 3F (1021.080000 sec): 3 clusters Score: Raw -17961.950457 + Penalty 524.060061 = -17437.890396 nChanged 11 SP:Iteration 4Q (1021.080000 sec): 3 clusters Score: Raw -17993.184534 + Penalty 524.060061 = -17469.124473 nChanged 18 SP:Iteration 5F (1021.090000 sec): 3 clusters Score: Raw -18013.822906 + Penalty 524.060061 = -17489.762844 nChanged 8 SP:Iteration 6Q (1021.090000 sec): 3 clusters Score: Raw -18020.601448 + Penalty 524.060061 = -17496.541387 nChanged 5 SP:Iteration 7Q (1021.090000 sec): 3 clusters Score: Raw -18023.886592 + Penalty 524.060061 = -17499.826531 nChanged 1 SP:Iteration 8Q (1021.090000 sec): 3 clusters Score: Raw -18024.160143 + Penalty 524.060061 = -17500.100082 nChanged 0 SP:Iteration 9F (1021.090000 sec): 3 clusters Score: Raw -18024.160143 + Penalty 524.060061 = -17500.100082 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.090000 sec): 2 clusters Score: Raw -6154.603577 + Penalty 220.050827 = -5934.552750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.090000 sec): 3 clusters Score: Raw -6165.270040 + Penalty 440.101654 = -5725.168386 nChanged 31 SP:Iteration 1F (1021.090000 sec): 3 clusters Score: Raw -6227.430025 + Penalty 440.101654 = -5787.328372 nChanged 12 SP:Iteration 2F (1021.090000 sec): 3 clusters Score: Raw -6277.093864 + Penalty 440.101654 = -5836.992210 nChanged 5 SP:Iteration 3Q (1021.090000 sec): 3 clusters Score: Raw -6288.352835 + Penalty 440.101654 = -5848.251182 nChanged 3 SP:Iteration 4Q (1021.090000 sec): 3 clusters Score: Raw -6297.390196 + Penalty 440.101654 = -5857.288542 nChanged 2 SP:Iteration 5Q (1021.090000 sec): 3 clusters Score: Raw -6309.245577 + Penalty 440.101654 = -5869.143923 nChanged 1 SP:Iteration 6Q (1021.090000 sec): 3 clusters Score: Raw -6314.862183 + Penalty 440.101654 = -5874.760530 nChanged 1 SP:Iteration 7Q (1021.090000 sec): 3 clusters Score: Raw -6321.246496 + Penalty 440.101654 = -5881.144843 nChanged 0 SP:Iteration 8F (1021.090000 sec): 3 clusters Score: Raw -6321.246496 + Penalty 440.101654 = -5881.144843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.090000 sec): 2 clusters Score: Raw -11320.913962 + Penalty 240.845370 = -11080.068593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.090000 sec): 3 clusters Score: Raw -11305.115104 + Penalty 481.690739 = -10823.424365 nChanged 50 SP:Iteration 1F (1021.090000 sec): 3 clusters Score: Raw -11374.610985 + Penalty 481.690739 = -10892.920246 nChanged 11 SP:Iteration 2F (1021.090000 sec): 3 clusters Score: Raw -11385.245448 + Penalty 481.690739 = -10903.554709 nChanged 9 SP:Iteration 3Q (1021.090000 sec): 3 clusters Score: Raw -11390.268575 + Penalty 481.690739 = -10908.577836 nChanged 0 SP:Iteration 4F (1021.090000 sec): 3 clusters Score: Raw -11390.268575 + Penalty 481.690739 = -10908.577836 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.090000 sec): 2 clusters Score: Raw -7633.722813 + Penalty 220.410512 = -7413.312300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.090000 sec): 3 clusters Score: Raw -7658.900888 + Penalty 440.821025 = -7218.079863 nChanged 19 SP:Iteration 1F (1021.090000 sec): 3 clusters Score: Raw -7680.818591 + Penalty 440.821025 = -7239.997566 nChanged 2 SP:Iteration 2Q (1021.090000 sec): 3 clusters Score: Raw -7687.817616 + Penalty 440.821025 = -7246.996592 nChanged 2 SP:Iteration 3Q (1021.090000 sec): 3 clusters Score: Raw -7692.956317 + Penalty 440.821025 = -7252.135292 nChanged 1 SP:Iteration 4Q (1021.090000 sec): 3 clusters Score: Raw -7693.589598 + Penalty 440.821025 = -7252.768573 nChanged 1 SP:Iteration 5Q (1021.090000 sec): 3 clusters Score: Raw -7694.216411 + Penalty 440.821025 = -7253.395386 nChanged 0 SP:Iteration 6F (1021.090000 sec): 3 clusters Score: Raw -7694.216411 + Penalty 440.821025 = -7253.395386 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.100000 sec): 2 clusters Score: Raw -24195.791290 + Penalty 272.383566 = -23923.407724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.100000 sec): 3 clusters Score: Raw -24044.615521 + Penalty 544.767132 = -23499.848388 nChanged 117 SP:Iteration 1F (1021.100000 sec): 3 clusters Score: Raw -24123.648648 + Penalty 544.767132 = -23578.881516 nChanged 30 SP:Iteration 2F (1021.100000 sec): 3 clusters Score: Raw -24156.010138 + Penalty 544.767132 = -23611.243006 nChanged 14 SP:Iteration 3Q (1021.100000 sec): 3 clusters Score: Raw -24164.173681 + Penalty 544.767132 = -23619.406548 nChanged 9 SP:Iteration 4Q (1021.100000 sec): 3 clusters Score: Raw -24172.311904 + Penalty 544.767132 = -23627.544771 nChanged 7 SP:Iteration 5Q (1021.100000 sec): 3 clusters Score: Raw -24179.376427 + Penalty 544.767132 = -23634.609295 nChanged 6 SP:Iteration 6Q (1021.100000 sec): 3 clusters Score: Raw -24184.140317 + Penalty 544.767132 = -23639.373185 nChanged 4 SP:Iteration 7Q (1021.110000 sec): 3 clusters Score: Raw -24186.962697 + Penalty 544.767132 = -23642.195565 nChanged 2 SP:Iteration 8Q (1021.110000 sec): 3 clusters Score: Raw -24188.401363 + Penalty 544.767132 = -23643.634230 nChanged 2 SP:Iteration 9Q (1021.110000 sec): 3 clusters Score: Raw -24189.887779 + Penalty 544.767132 = -23645.120646 nChanged 0 SP:Iteration 10F (1021.110000 sec): 3 clusters Score: Raw -24189.887779 + Penalty 544.767132 = -23645.120646 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 3 clusters Score: Raw -11280.793253 + Penalty 479.842960 = -10800.950293 nChanged 52 SP:Iteration 1F (1021.110000 sec): 3 clusters Score: Raw -11344.077934 + Penalty 479.842960 = -10864.234974 nChanged 14 SP:Iteration 2F (1021.110000 sec): 3 clusters Score: Raw -11358.985122 + Penalty 479.842960 = -10879.142162 nChanged 2 SP:Iteration 3Q (1021.110000 sec): 3 clusters Score: Raw -11360.585183 + Penalty 479.842960 = -10880.742223 nChanged 2 SP:Iteration 4Q (1021.110000 sec): 3 clusters Score: Raw -11362.191932 + Penalty 479.842960 = -10882.348973 nChanged 1 SP:Iteration 5Q (1021.110000 sec): 3 clusters Score: Raw -11362.733072 + Penalty 479.842960 = -10882.890113 nChanged 0 SP:Iteration 6F (1021.110000 sec): 3 clusters Score: Raw -11362.733072 + Penalty 479.842960 = -10882.890113 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 2 clusters Score: Raw -4400.449282 + Penalty 201.057248 = -4199.392035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 3 clusters Score: Raw -4404.901204 + Penalty 402.114495 = -4002.786709 nChanged 15 SP:Iteration 1F (1021.110000 sec): 3 clusters Score: Raw -4434.411160 + Penalty 402.114495 = -4032.296665 nChanged 6 SP:Iteration 2F (1021.110000 sec): 3 clusters Score: Raw -4448.403729 + Penalty 402.114495 = -4046.289233 nChanged 3 SP:Iteration 3Q (1021.110000 sec): 3 clusters Score: Raw -4454.224461 + Penalty 402.114495 = -4052.109966 nChanged 2 SP:Iteration 4Q (1021.110000 sec): 3 clusters Score: Raw -4458.205437 + Penalty 402.114495 = -4056.090941 nChanged 1 SP:Iteration 5Q (1021.110000 sec): 3 clusters Score: Raw -4458.808548 + Penalty 402.114495 = -4056.694053 nChanged 0 SP:Iteration 6F (1021.110000 sec): 3 clusters Score: Raw -4458.808548 + Penalty 402.114495 = -4056.694053 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 2 clusters Score: Raw -11177.257076 + Penalty 254.049082 = -10923.207994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 3 clusters Score: Raw -11099.268199 + Penalty 508.098164 = -10591.170035 nChanged 101 SP:Iteration 1F (1021.110000 sec): 3 clusters Score: Raw -11295.550732 + Penalty 508.098164 = -10787.452568 nChanged 32 SP:Iteration 2F (1021.110000 sec): 3 clusters Score: Raw -11362.107826 + Penalty 508.098164 = -10854.009662 nChanged 8 SP:Iteration 3Q (1021.110000 sec): 3 clusters Score: Raw -11371.742789 + Penalty 508.098164 = -10863.644625 nChanged 4 SP:Iteration 4Q (1021.110000 sec): 3 clusters Score: Raw -11375.446385 + Penalty 508.098164 = -10867.348221 nChanged 2 SP:Iteration 5Q (1021.110000 sec): 3 clusters Score: Raw -11377.333926 + Penalty 508.098164 = -10869.235762 nChanged 2 SP:Iteration 6Q (1021.110000 sec): 3 clusters Score: Raw -11379.681282 + Penalty 508.098164 = -10871.583118 nChanged 2 SP:Iteration 7Q (1021.110000 sec): 3 clusters Score: Raw -11380.483804 + Penalty 508.098164 = -10872.385639 nChanged 0 SP:Iteration 8F (1021.110000 sec): 3 clusters Score: Raw -11380.483804 + Penalty 508.098164 = -10872.385639 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 2 clusters Score: Raw -6037.047670 + Penalty 210.880169 = -5826.167501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.110000 sec): 3 clusters Score: Raw -6035.502891 + Penalty 421.760338 = -5613.742553 nChanged 24 SP:Iteration 1F (1021.110000 sec): 3 clusters Score: Raw -6089.499968 + Penalty 421.760338 = -5667.739630 nChanged 6 SP:Iteration 2F (1021.110000 sec): 3 clusters Score: Raw -6106.519500 + Penalty 421.760338 = -5684.759162 nChanged 2 SP:Iteration 3Q (1021.110000 sec): 3 clusters Score: Raw -6112.377524 + Penalty 421.760338 = -5690.617186 nChanged 1 SP:Iteration 4Q (1021.110000 sec): 3 clusters Score: Raw -6113.576455 + Penalty 421.760338 = -5691.816117 nChanged 1 SP:Iteration 5Q (1021.110000 sec): 3 clusters Score: Raw -6117.486755 + Penalty 421.760338 = -5695.726417 nChanged 0 SP:Iteration 6F (1021.110000 sec): 3 clusters Score: Raw -6117.486755 + Penalty 421.760338 = -5695.726417 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.130000 sec): 2 clusters Score: Raw -613553.739660 + Penalty 420.981728 = -613132.757933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.140000 sec): 3 clusters Score: Raw -607055.587662 + Penalty 841.963456 = -606213.624207 nChanged 4913 SP:Iteration 1F (1021.150000 sec): 3 clusters Score: Raw -610154.959276 + Penalty 841.963456 = -609312.995820 nChanged 893 SP:Iteration 2F (1021.160000 sec): 3 clusters Score: Raw -610779.408892 + Penalty 841.963456 = -609937.445437 nChanged 881 SP:Iteration 3F (1021.170000 sec): 3 clusters Score: Raw -611432.736287 + Penalty 841.963456 = -610590.772831 nChanged 753 SP:Iteration 4F (1021.190000 sec): 3 clusters Score: Raw -612000.458343 + Penalty 841.963456 = -611158.494887 nChanged 576 SP:Iteration 5F (1021.190000 sec): 3 clusters Score: Raw -612462.803367 + Penalty 841.963456 = -611620.839911 nChanged 396 SP:Iteration 6Q (1021.210000 sec): 3 clusters Score: Raw -612731.168920 + Penalty 841.963456 = -611889.205465 nChanged 268 SP:Iteration 7Q (1021.210000 sec): 3 clusters Score: Raw -612886.872873 + Penalty 841.963456 = -612044.909417 nChanged 215 SP:Iteration 8Q (1021.230000 sec): 3 clusters Score: Raw -612993.549811 + Penalty 841.963456 = -612151.586355 nChanged 175 SP:Iteration 9Q (1021.230000 sec): 3 clusters Score: Raw -613072.195074 + Penalty 841.963456 = -612230.231618 nChanged 179 SP:Iteration 10Q (1021.250000 sec): 3 clusters Score: Raw -613158.104691 + Penalty 841.963456 = -612316.141235 nChanged 171 SP:Iteration 11Q (1021.250000 sec): 3 clusters Score: Raw -613236.804769 + Penalty 841.963456 = -612394.841313 nChanged 142 SP:Iteration 12Q (1021.270000 sec): 3 clusters Score: Raw -613305.739006 + Penalty 841.963456 = -612463.775550 nChanged 97 SP:Iteration 13Q (1021.270000 sec): 3 clusters Score: Raw -613347.081037 + Penalty 841.963456 = -612505.117582 nChanged 70 SP:Iteration 14Q (1021.290000 sec): 3 clusters Score: Raw -613383.329763 + Penalty 841.963456 = -612541.366307 nChanged 52 SP:Iteration 15Q (1021.290000 sec): 3 clusters Score: Raw -613412.764387 + Penalty 841.963456 = -612570.800932 nChanged 47 SP:Iteration 16Q (1021.300000 sec): 3 clusters Score: Raw -613434.912303 + Penalty 841.963456 = -612592.948847 nChanged 39 SP:Iteration 17Q (1021.310000 sec): 3 clusters Score: Raw -613463.417283 + Penalty 841.963456 = -612621.453827 nChanged 34 SP:Iteration 18Q (1021.320000 sec): 3 clusters Score: Raw -613483.108407 + Penalty 841.963456 = -612641.144952 nChanged 36 SP:Iteration 19Q (1021.330000 sec): 3 clusters Score: Raw -613511.395427 + Penalty 841.963456 = -612669.431971 nChanged 30 SP:Iteration 20F (1021.340000 sec): 3 clusters Score: Raw -613542.579464 + Penalty 841.963456 = -612700.616009 nChanged 33 SP:Iteration 21Q (1021.350000 sec): 3 clusters Score: Raw -613569.265396 + Penalty 841.963456 = -612727.301941 nChanged 19 SP:Iteration 22Q (1021.360000 sec): 3 clusters Score: Raw -613578.209249 + Penalty 841.963456 = -612736.245793 nChanged 15 SP:Iteration 23Q (1021.370000 sec): 3 clusters Score: Raw -613583.483933 + Penalty 841.963456 = -612741.520477 nChanged 7 SP:Iteration 24Q (1021.370000 sec): 3 clusters Score: Raw -613585.099329 + Penalty 841.963456 = -612743.135873 nChanged 6 SP:Iteration 25Q (1021.380000 sec): 3 clusters Score: Raw -613587.596752 + Penalty 841.963456 = -612745.633296 nChanged 5 SP:Iteration 26Q (1021.390000 sec): 3 clusters Score: Raw -613589.536939 + Penalty 841.963456 = -612747.573483 nChanged 6 SP:Iteration 27Q (1021.400000 sec): 3 clusters Score: Raw -613595.807604 + Penalty 841.963456 = -612753.844149 nChanged 9 SP:Iteration 28Q (1021.410000 sec): 3 clusters Score: Raw -613602.620354 + Penalty 841.963456 = -612760.656898 nChanged 9 SP:Iteration 29Q (1021.410000 sec): 3 clusters Score: Raw -613608.378632 + Penalty 841.963456 = -612766.415176 nChanged 11 SP:Iteration 30Q (1021.420000 sec): 3 clusters Score: Raw -613615.474453 + Penalty 841.963456 = -612773.510998 nChanged 14 SP:Iteration 31Q (1021.430000 sec): 3 clusters Score: Raw -613624.538996 + Penalty 841.963456 = -612782.575540 nChanged 11 SP:Iteration 32Q (1021.440000 sec): 3 clusters Score: Raw -613629.183652 + Penalty 841.963456 = -612787.220197 nChanged 4 SP:Iteration 33Q (1021.450000 sec): 3 clusters Score: Raw -613631.111558 + Penalty 841.963456 = -612789.148102 nChanged 5 SP:Iteration 34Q (1021.450000 sec): 3 clusters Score: Raw -613633.431611 + Penalty 841.963456 = -612791.468156 nChanged 6 SP:Iteration 35Q (1021.460000 sec): 3 clusters Score: Raw -613636.448254 + Penalty 841.963456 = -612794.484799 nChanged 2 SP:Iteration 36Q (1021.470000 sec): 3 clusters Score: Raw -613637.862342 + Penalty 841.963456 = -612795.898886 nChanged 3 SP:Iteration 37Q (1021.470000 sec): 3 clusters Score: Raw -613639.340381 + Penalty 841.963456 = -612797.376926 nChanged 3 SP:Iteration 38Q (1021.480000 sec): 3 clusters Score: Raw -613641.056215 + Penalty 841.963456 = -612799.092759 nChanged 5 SP:Iteration 39Q (1021.490000 sec): 3 clusters Score: Raw -613643.169235 + Penalty 841.963456 = -612801.205779 nChanged 5 SP:Iteration 40F (1021.500000 sec): 3 clusters Score: Raw -613644.969867 + Penalty 841.963456 = -612803.006411 nChanged 3 SP:Iteration 41Q (1021.510000 sec): 3 clusters Score: Raw -613645.842611 + Penalty 841.963456 = -612803.879156 nChanged 0 SP:Iteration 42F (1021.520000 sec): 3 clusters Score: Raw -613645.842611 + Penalty 841.963456 = -612803.879156 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.520000 sec): 2 clusters Score: Raw -8690.970840 + Penalty 242.857983 = -8448.112857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.520000 sec): 3 clusters Score: Raw -8673.603622 + Penalty 485.715965 = -8187.887656 nChanged 67 SP:Iteration 1F (1021.530000 sec): 3 clusters Score: Raw -8765.240793 + Penalty 485.715965 = -8279.524828 nChanged 19 SP:Iteration 2F (1021.530000 sec): 3 clusters Score: Raw -8866.123161 + Penalty 485.715965 = -8380.407196 nChanged 15 SP:Iteration 3F (1021.530000 sec): 3 clusters Score: Raw -9080.878438 + Penalty 485.715965 = -8595.162473 nChanged 11 SP:Iteration 4F (1021.530000 sec): 3 clusters Score: Raw -9141.876406 + Penalty 485.715965 = -8656.160441 nChanged 4 SP:Iteration 5Q (1021.530000 sec): 3 clusters Score: Raw -9180.907993 + Penalty 485.715965 = -8695.192027 nChanged 2 SP:Iteration 6Q (1021.530000 sec): 3 clusters Score: Raw -9183.759639 + Penalty 485.715965 = -8698.043674 nChanged 0 SP:Iteration 7F (1021.530000 sec): 3 clusters Score: Raw -9183.759639 + Penalty 485.715965 = -8698.043674 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 2 clusters Score: Raw -13896.963064 + Penalty 248.022250 = -13648.940815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 3 clusters Score: Raw -13842.166135 + Penalty 496.044499 = -13346.121636 nChanged 69 SP:Iteration 1F (1021.530000 sec): 3 clusters Score: Raw -13928.494598 + Penalty 496.044499 = -13432.450099 nChanged 18 SP:Iteration 2F (1021.530000 sec): 3 clusters Score: Raw -13955.394540 + Penalty 496.044499 = -13459.350041 nChanged 9 SP:Iteration 3Q (1021.530000 sec): 3 clusters Score: Raw -13963.316284 + Penalty 496.044499 = -13467.271785 nChanged 4 SP:Iteration 4Q (1021.530000 sec): 3 clusters Score: Raw -13967.103087 + Penalty 496.044499 = -13471.058588 nChanged 2 SP:Iteration 5Q (1021.530000 sec): 3 clusters Score: Raw -13968.261033 + Penalty 496.044499 = -13472.216534 nChanged 1 SP:Iteration 6Q (1021.530000 sec): 3 clusters Score: Raw -13969.209346 + Penalty 496.044499 = -13473.164846 nChanged 0 SP:Iteration 7F (1021.530000 sec): 3 clusters Score: Raw -13969.209346 + Penalty 496.044499 = -13473.164846 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 3 clusters Score: Raw -3605.616803 + Penalty 383.975201 = -3221.641602 nChanged 10 SP:Iteration 1F (1021.530000 sec): 3 clusters Score: Raw -3650.844426 + Penalty 383.975201 = -3266.869225 nChanged 1 SP:Iteration 2Q (1021.530000 sec): 3 clusters Score: Raw -3653.416569 + Penalty 383.975201 = -3269.441368 nChanged 0 SP:Iteration 3F (1021.530000 sec): 3 clusters Score: Raw -3653.416569 + Penalty 383.975201 = -3269.441368 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 2 clusters Score: Raw -549.584915 + Penalty 151.615305 = -397.969610 nChanged 12 SP:Iteration 1F (1021.530000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.530000 sec): 3 clusters Score: Raw -3629.479383 + Penalty 385.303692 = -3244.175691 nChanged 5 SP:Iteration 1F (1021.530000 sec): 3 clusters Score: Raw -3641.991724 + Penalty 385.303692 = -3256.688032 nChanged 2 SP:Iteration 2Q (1021.530000 sec): 3 clusters Score: Raw -3650.263300 + Penalty 385.303692 = -3264.959608 nChanged 1 SP:Iteration 3Q (1021.530000 sec): 3 clusters Score: Raw -3654.426723 + Penalty 385.303692 = -3269.123031 nChanged 2 SP:Iteration 4Q (1021.530000 sec): 3 clusters Score: Raw -3660.666640 + Penalty 385.303692 = -3275.362948 nChanged 2 SP:Iteration 5Q (1021.530000 sec): 3 clusters Score: Raw -3665.293996 + Penalty 385.303692 = -3279.990304 nChanged 0 SP:Iteration 6F (1021.530000 sec): 3 clusters Score: Raw -3665.293996 + Penalty 385.303692 = -3279.990304 nChanged 0 Iteration 219Q (1027.240000 sec): 67 clusters Score: Raw -23950035.590728 + Penalty 38856.568673 = -23911179.022055 nChanged 316 Iteration 220F (1038.090000 sec): 67 clusters Score: Raw -23950612.224422 + Penalty 38856.568673 = -23911755.655749 nChanged 493 Iteration 221Q (1043.660000 sec): 67 clusters Score: Raw -23950791.348577 + Penalty 38856.568673 = -23911934.779904 nChanged 426 Iteration 222Q (1049.200000 sec): 67 clusters Score: Raw -23950883.252528 + Penalty 38856.568673 = -23912026.683855 nChanged 373 Iteration 223Q (1054.740000 sec): 67 clusters Score: Raw -23950939.497029 + Penalty 38856.568673 = -23912082.928356 nChanged 341 Iteration 224Q (1060.250000 sec): 67 clusters Score: Raw -23950988.715049 + Penalty 38856.568673 = -23912132.146376 nChanged 305 Iteration 225Q (1065.770000 sec): 67 clusters Score: Raw -23951041.541325 + Penalty 38856.568673 = -23912184.972652 nChanged 271 Iteration 226Q (1071.320000 sec): 67 clusters Score: Raw -23951071.878993 + Penalty 38856.568673 = -23912215.310319 nChanged 238 Iteration 227Q (1076.920000 sec): 67 clusters Score: Raw -23951101.720863 + Penalty 38856.568673 = -23912245.152189 nChanged 205 Iteration 228Q (1082.510000 sec): 67 clusters Score: Raw -23951122.981047 + Penalty 38856.568673 = -23912266.412373 nChanged 180 Iteration 229Q (1088.090000 sec): 67 clusters Score: Raw -23951149.279886 + Penalty 38856.568673 = -23912292.711213 nChanged 183 Iteration 230Q (1093.660000 sec): 67 clusters Score: Raw -23951167.390418 + Penalty 38856.568673 = -23912310.821745 nChanged 169 Iteration 231Q (1099.230000 sec): 67 clusters Score: Raw -23951180.925753 + Penalty 38856.568673 = -23912324.357079 nChanged 169 Iteration 232Q (1104.810000 sec): 67 clusters Score: Raw -23951194.866919 + Penalty 38856.568673 = -23912338.298246 nChanged 139 Iteration 233Q (1110.390000 sec): 67 clusters Score: Raw -23951213.718486 + Penalty 38856.568673 = -23912357.149813 nChanged 134 Iteration 234Q (1115.970000 sec): 67 clusters Score: Raw -23951235.402262 + Penalty 38856.568673 = -23912378.833589 nChanged 136 Iteration 235Q (1121.560000 sec): 67 clusters Score: Raw -23951251.980337 + Penalty 38856.568673 = -23912395.411664 nChanged 139 Iteration 236Q (1127.150000 sec): 67 clusters Score: Raw -23951261.537822 + Penalty 38856.568673 = -23912404.969149 nChanged 135 Iteration 237Q (1132.750000 sec): 67 clusters Score: Raw -23951267.284933 + Penalty 38856.568673 = -23912410.716260 nChanged 112 Iteration 238Q (1138.560000 sec): 67 clusters Score: Raw -23951270.686195 + Penalty 38856.568673 = -23912414.117521 nChanged 88 Iteration 239Q (1144.310000 sec): 67 clusters Score: Raw -23951273.481140 + Penalty 38856.568673 = -23912416.912467 nChanged 82 Iteration 240F (1156.420000 sec): 67 clusters Score: Raw -23951298.483222 + Penalty 38856.568673 = -23912441.914549 nChanged 90 Iteration 241Q (1162.580000 sec): 67 clusters Score: Raw -23951335.261258 + Penalty 38856.568673 = -23912478.692585 nChanged 85 Iteration 242Q (1168.420000 sec): 67 clusters Score: Raw -23951340.667207 + Penalty 38856.568673 = -23912484.098534 nChanged 75 Iteration 243Q (1173.630000 sec): 67 clusters Score: Raw -23951343.663997 + Penalty 38856.568673 = -23912487.095323 nChanged 78 Iteration 244Q (1178.650000 sec): 67 clusters Score: Raw -23951349.220246 + Penalty 38856.568673 = -23912492.651573 nChanged 72 Iteration 245Q (1183.220000 sec): 67 clusters Score: Raw -23951364.847487 + Penalty 38856.568673 = -23912508.278814 nChanged 61 Iteration 246Q (1188.100000 sec): 67 clusters Score: Raw -23951377.755073 + Penalty 38856.568673 = -23912521.186400 nChanged 60 Iteration 247Q (1192.920000 sec): 67 clusters Score: Raw -23951390.139414 + Penalty 38856.568673 = -23912533.570740 nChanged 54 Iteration 248Q (1197.660000 sec): 67 clusters Score: Raw -23951400.481594 + Penalty 38856.568673 = -23912543.912921 nChanged 46 Iteration 249Q (1202.310000 sec): 67 clusters Score: Raw -23951407.466596 + Penalty 38856.568673 = -23912550.897923 nChanged 45 Iteration 250Q (1206.370000 sec): 67 clusters Score: Raw -23951412.018967 + Penalty 38856.568673 = -23912555.450293 nChanged 41 Iteration 251Q (1210.430000 sec): 67 clusters Score: Raw -23951413.568717 + Penalty 38856.568673 = -23912557.000044 nChanged 38 Iteration 252Q (1214.470000 sec): 67 clusters Score: Raw -23951414.455461 + Penalty 38856.568673 = -23912557.886788 nChanged 31 Iteration 253Q (1218.540000 sec): 67 clusters Score: Raw -23951415.023112 + Penalty 38856.568673 = -23912558.454439 nChanged 27 Iteration 254Q (1222.590000 sec): 67 clusters Score: Raw -23951415.725205 + Penalty 38856.568673 = -23912559.156531 nChanged 30 Iteration 255Q (1226.670000 sec): 67 clusters Score: Raw -23951416.339969 + Penalty 38856.568673 = -23912559.771295 nChanged 29 Iteration 256Q (1230.930000 sec): 67 clusters Score: Raw -23951416.960459 + Penalty 38856.568673 = -23912560.391786 nChanged 23 Iteration 257Q (1235.200000 sec): 67 clusters Score: Raw -23951417.519359 + Penalty 38856.568673 = -23912560.950685 nChanged 18 Iteration 258Q (1239.260000 sec): 67 clusters Score: Raw -23951417.832834 + Penalty 38856.568673 = -23912561.264161 nChanged 14 Writing temp clu file Because OldScore, -23912560.950685, is greater than current (better) Score,-23912561.264161 Compute initial score before splitting: Score: Raw -23951417.832834 + Penalty 38856.568673 = -23912561.264161 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.330000 sec): 2 clusters Score: Raw -22223.527123 + Penalty 270.397372 = -21953.129751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.330000 sec): 3 clusters Score: Raw -22088.423680 + Penalty 540.794743 = -21547.628937 nChanged 108 SP:Iteration 1F (1239.330000 sec): 3 clusters Score: Raw -22167.748066 + Penalty 540.794743 = -21626.953323 nChanged 25 SP:Iteration 2F (1239.330000 sec): 3 clusters Score: Raw -22188.549094 + Penalty 540.794743 = -21647.754351 nChanged 17 SP:Iteration 3Q (1239.330000 sec): 3 clusters Score: Raw -22208.910329 + Penalty 540.794743 = -21668.115586 nChanged 13 SP:Iteration 4Q (1239.330000 sec): 3 clusters Score: Raw -22219.658437 + Penalty 540.794743 = -21678.863694 nChanged 9 SP:Iteration 5Q (1239.330000 sec): 3 clusters Score: Raw -22223.665040 + Penalty 540.794743 = -21682.870297 nChanged 7 SP:Iteration 6Q (1239.330000 sec): 3 clusters Score: Raw -22229.962722 + Penalty 540.794743 = -21689.167979 nChanged 2 SP:Iteration 7Q (1239.340000 sec): 3 clusters Score: Raw -22230.639949 + Penalty 540.794743 = -21689.845206 nChanged 0 SP:Iteration 8F (1239.340000 sec): 3 clusters Score: Raw -22230.639949 + Penalty 540.794743 = -21689.845206 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.340000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.340000 sec): 3 clusters Score: Raw -16634.935473 + Penalty 518.435507 = -16116.499966 nChanged 99 SP:Iteration 1F (1239.340000 sec): 3 clusters Score: Raw -16738.348131 + Penalty 518.435507 = -16219.912624 nChanged 21 SP:Iteration 2F (1239.340000 sec): 3 clusters Score: Raw -16755.336033 + Penalty 518.435507 = -16236.900526 nChanged 5 SP:Iteration 3Q (1239.340000 sec): 3 clusters Score: Raw -16761.092353 + Penalty 518.435507 = -16242.656846 nChanged 3 SP:Iteration 4Q (1239.340000 sec): 3 clusters Score: Raw -16766.499228 + Penalty 518.435507 = -16248.063721 nChanged 4 SP:Iteration 5Q (1239.340000 sec): 3 clusters Score: Raw -16771.123760 + Penalty 518.435507 = -16252.688253 nChanged 3 SP:Iteration 6Q (1239.340000 sec): 3 clusters Score: Raw -16774.093849 + Penalty 518.435507 = -16255.658342 nChanged 4 SP:Iteration 7Q (1239.340000 sec): 3 clusters Score: Raw -16778.269940 + Penalty 518.435507 = -16259.834433 nChanged 4 SP:Iteration 8Q (1239.340000 sec): 3 clusters Score: Raw -16782.139927 + Penalty 518.435507 = -16263.704420 nChanged 5 SP:Iteration 9Q (1239.340000 sec): 3 clusters Score: Raw -16789.922362 + Penalty 518.435507 = -16271.486854 nChanged 5 SP:Iteration 10Q (1239.340000 sec): 3 clusters Score: Raw -16798.840517 + Penalty 518.435507 = -16280.405010 nChanged 3 SP:Iteration 11Q (1239.340000 sec): 3 clusters Score: Raw -16811.168895 + Penalty 518.435507 = -16292.733388 nChanged 5 SP:Iteration 12Q (1239.340000 sec): 3 clusters Score: Raw -16818.613457 + Penalty 518.435507 = -16300.177949 nChanged 5 SP:Iteration 13Q (1239.340000 sec): 3 clusters Score: Raw -16825.822319 + Penalty 518.435507 = -16307.386812 nChanged 5 SP:Iteration 14Q (1239.340000 sec): 3 clusters Score: Raw -16834.331683 + Penalty 518.435507 = -16315.896176 nChanged 3 SP:Iteration 15Q (1239.340000 sec): 3 clusters Score: Raw -16836.959354 + Penalty 518.435507 = -16318.523847 nChanged 3 SP:Iteration 16Q (1239.340000 sec): 3 clusters Score: Raw -16839.933172 + Penalty 518.435507 = -16321.497664 nChanged 1 SP:Iteration 17Q (1239.340000 sec): 3 clusters Score: Raw -16842.637129 + Penalty 518.435507 = -16324.201621 nChanged 2 SP:Iteration 18Q (1239.340000 sec): 3 clusters Score: Raw -16844.709064 + Penalty 518.435507 = -16326.273557 nChanged 3 SP:Iteration 19Q (1239.340000 sec): 3 clusters Score: Raw -16849.358621 + Penalty 518.435507 = -16330.923113 nChanged 4 SP:Iteration 20F (1239.340000 sec): 3 clusters Score: Raw -16853.632142 + Penalty 518.435507 = -16335.196635 nChanged 1 SP:Iteration 21Q (1239.340000 sec): 3 clusters Score: Raw -16855.737690 + Penalty 518.435507 = -16337.302183 nChanged 2 SP:Iteration 22Q (1239.340000 sec): 3 clusters Score: Raw -16858.002939 + Penalty 518.435507 = -16339.567432 nChanged 1 SP:Iteration 23Q (1239.340000 sec): 3 clusters Score: Raw -16858.599685 + Penalty 518.435507 = -16340.164178 nChanged 2 SP:Iteration 24Q (1239.340000 sec): 3 clusters Score: Raw -16863.175085 + Penalty 518.435507 = -16344.739578 nChanged 2 SP:Iteration 25Q (1239.340000 sec): 3 clusters Score: Raw -16867.963308 + Penalty 518.435507 = -16349.527800 nChanged 1 SP:Iteration 26Q (1239.350000 sec): 3 clusters Score: Raw -16871.317198 + Penalty 518.435507 = -16352.881690 nChanged 0 SP:Iteration 27F (1239.350000 sec): 3 clusters Score: Raw -16871.317198 + Penalty 518.435507 = -16352.881690 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.350000 sec): 2 clusters Score: Raw -114233.631775 + Penalty 344.384753 = -113889.247022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.350000 sec): 3 clusters Score: Raw -113160.501393 + Penalty 688.769505 = -112471.731888 nChanged 816 SP:Iteration 1F (1239.360000 sec): 3 clusters Score: Raw -113617.995812 + Penalty 688.769505 = -112929.226307 nChanged 127 SP:Iteration 2F (1239.360000 sec): 3 clusters Score: Raw -113728.489490 + Penalty 688.769505 = -113039.719985 nChanged 141 SP:Iteration 3F (1239.360000 sec): 3 clusters Score: Raw -113858.843157 + Penalty 688.769505 = -113170.073652 nChanged 128 SP:Iteration 4F (1239.360000 sec): 3 clusters Score: Raw -113953.309603 + Penalty 688.769505 = -113264.540097 nChanged 88 SP:Iteration 5Q (1239.360000 sec): 3 clusters Score: Raw -114003.953290 + Penalty 688.769505 = -113315.183785 nChanged 58 SP:Iteration 6Q (1239.360000 sec): 3 clusters Score: Raw -114032.881540 + Penalty 688.769505 = -113344.112035 nChanged 38 SP:Iteration 7Q (1239.370000 sec): 3 clusters Score: Raw -114047.668645 + Penalty 688.769505 = -113358.899140 nChanged 30 SP:Iteration 8Q (1239.370000 sec): 3 clusters Score: Raw -114056.887724 + Penalty 688.769505 = -113368.118219 nChanged 21 SP:Iteration 9Q (1239.370000 sec): 3 clusters Score: Raw -114064.309881 + Penalty 688.769505 = -113375.540375 nChanged 19 SP:Iteration 10Q (1239.380000 sec): 3 clusters Score: Raw -114071.109482 + Penalty 688.769505 = -113382.339977 nChanged 18 SP:Iteration 11Q (1239.380000 sec): 3 clusters Score: Raw -114075.112175 + Penalty 688.769505 = -113386.342670 nChanged 8 SP:Iteration 12Q (1239.380000 sec): 3 clusters Score: Raw -114076.907984 + Penalty 688.769505 = -113388.138479 nChanged 9 SP:Iteration 13Q (1239.380000 sec): 3 clusters Score: Raw -114078.425699 + Penalty 688.769505 = -113389.656194 nChanged 6 SP:Iteration 14Q (1239.380000 sec): 3 clusters Score: Raw -114079.200150 + Penalty 688.769505 = -113390.430645 nChanged 4 SP:Iteration 15Q (1239.380000 sec): 3 clusters Score: Raw -114080.010524 + Penalty 688.769505 = -113391.241019 nChanged 5 SP:Iteration 16Q (1239.390000 sec): 3 clusters Score: Raw -114081.076372 + Penalty 688.769505 = -113392.306867 nChanged 4 SP:Iteration 17Q (1239.390000 sec): 3 clusters Score: Raw -114081.565011 + Penalty 688.769505 = -113392.795505 nChanged 3 SP:Iteration 18Q (1239.390000 sec): 3 clusters Score: Raw -114081.983033 + Penalty 688.769505 = -113393.213528 nChanged 4 SP:Iteration 19Q (1239.390000 sec): 3 clusters Score: Raw -114082.511428 + Penalty 688.769505 = -113393.741923 nChanged 2 SP:Iteration 20F (1239.400000 sec): 3 clusters Score: Raw -114082.597540 + Penalty 688.769505 = -113393.828034 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.470000 sec): 2 clusters Score: Raw -2262626.641159 + Penalty 481.851310 = -2262144.789849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.520000 sec): 3 clusters Score: Raw -2236523.179533 + Penalty 963.702620 = -2235559.476914 nChanged 19139 SP:Iteration 1F (1239.580000 sec): 3 clusters Score: Raw -2249121.699558 + Penalty 963.702620 = -2248157.996938 nChanged 2480 SP:Iteration 2F (1239.630000 sec): 3 clusters Score: Raw -2250439.896874 + Penalty 963.702620 = -2249476.194254 nChanged 2726 SP:Iteration 3F (1239.680000 sec): 3 clusters Score: Raw -2252209.438422 + Penalty 963.702620 = -2251245.735802 nChanged 2836 SP:Iteration 4F (1239.740000 sec): 3 clusters Score: Raw -2254366.827045 + Penalty 963.702620 = -2253403.124425 nChanged 2720 SP:Iteration 5F (1239.790000 sec): 3 clusters Score: Raw -2256658.865264 + Penalty 963.702620 = -2255695.162644 nChanged 2314 SP:Iteration 6F (1239.840000 sec): 3 clusters Score: Raw -2258822.689170 + Penalty 963.702620 = -2257858.986551 nChanged 1740 SP:Iteration 7Q (1239.880000 sec): 3 clusters Score: Raw -2260514.109012 + Penalty 963.702620 = -2259550.406392 nChanged 1013 SP:Iteration 8Q (1239.920000 sec): 3 clusters Score: Raw -2261462.276938 + Penalty 963.702620 = -2260498.574318 nChanged 525 SP:Iteration 9Q (1239.960000 sec): 3 clusters Score: Raw -2261978.544208 + Penalty 963.702620 = -2261014.841588 nChanged 281 SP:Iteration 10Q (1240.000000 sec): 3 clusters Score: Raw -2262259.410979 + Penalty 963.702620 = -2261295.708359 nChanged 152 SP:Iteration 11Q (1240.040000 sec): 3 clusters Score: Raw -2262406.441784 + Penalty 963.702620 = -2261442.739164 nChanged 123 SP:Iteration 12Q (1240.080000 sec): 3 clusters Score: Raw -2262485.595481 + Penalty 963.702620 = -2261521.892861 nChanged 86 SP:Iteration 13Q (1240.120000 sec): 3 clusters Score: Raw -2262535.963728 + Penalty 963.702620 = -2261572.261108 nChanged 63 SP:Iteration 14Q (1240.160000 sec): 3 clusters Score: Raw -2262573.671767 + Penalty 963.702620 = -2261609.969147 nChanged 49 SP:Iteration 15Q (1240.200000 sec): 3 clusters Score: Raw -2262597.459349 + Penalty 963.702620 = -2261633.756729 nChanged 44 SP:Iteration 16Q (1240.240000 sec): 3 clusters Score: Raw -2262619.627412 + Penalty 963.702620 = -2261655.924792 nChanged 34 SP:Iteration 17Q (1240.280000 sec): 3 clusters Score: Raw -2262633.029155 + Penalty 963.702620 = -2261669.326535 nChanged 27 SP:Iteration 18Q (1240.320000 sec): 3 clusters Score: Raw -2262644.532407 + Penalty 963.702620 = -2261680.829788 nChanged 31 SP:Iteration 19Q (1240.360000 sec): 3 clusters Score: Raw -2262657.703062 + Penalty 963.702620 = -2261694.000442 nChanged 20 SP:Iteration 20F (1240.420000 sec): 3 clusters Score: Raw -2262668.900316 + Penalty 963.702620 = -2261705.197696 nChanged 19 SP:Iteration 21Q (1240.460000 sec): 3 clusters Score: Raw -2262678.877145 + Penalty 963.702620 = -2261715.174525 nChanged 11 SP:Iteration 22Q (1240.500000 sec): 3 clusters Score: Raw -2262683.316564 + Penalty 963.702620 = -2261719.613945 nChanged 7 SP:Iteration 23Q (1240.540000 sec): 3 clusters Score: Raw -2262685.503373 + Penalty 963.702620 = -2261721.800753 nChanged 6 SP:Iteration 24Q (1240.580000 sec): 3 clusters Score: Raw -2262688.125596 + Penalty 963.702620 = -2261724.422976 nChanged 9 SP:Iteration 25Q (1240.620000 sec): 3 clusters Score: Raw -2262692.341547 + Penalty 963.702620 = -2261728.638927 nChanged 9 SP:Iteration 26Q (1240.660000 sec): 3 clusters Score: Raw -2262696.552902 + Penalty 963.702620 = -2261732.850282 nChanged 10 SP:Iteration 27Q (1240.700000 sec): 3 clusters Score: Raw -2262699.173907 + Penalty 963.702620 = -2261735.471288 nChanged 7 SP:Iteration 28Q (1240.740000 sec): 3 clusters Score: Raw -2262701.212724 + Penalty 963.702620 = -2261737.510104 nChanged 7 SP:Iteration 29Q (1240.790000 sec): 3 clusters Score: Raw -2262705.354082 + Penalty 963.702620 = -2261741.651463 nChanged 9 SP:Iteration 30Q (1240.830000 sec): 3 clusters Score: Raw -2262708.902254 + Penalty 963.702620 = -2261745.199634 nChanged 7 SP:Iteration 31Q (1240.870000 sec): 3 clusters Score: Raw -2262711.536289 + Penalty 963.702620 = -2261747.833669 nChanged 4 SP:Iteration 32Q (1240.920000 sec): 3 clusters Score: Raw -2262712.144998 + Penalty 963.702620 = -2261748.442378 nChanged 2 SP:Iteration 33Q (1240.960000 sec): 3 clusters Score: Raw -2262712.732875 + Penalty 963.702620 = -2261749.030255 nChanged 6 SP:Iteration 34Q (1241.000000 sec): 3 clusters Score: Raw -2262713.992697 + Penalty 963.702620 = -2261750.290077 nChanged 3 SP:Iteration 35Q (1241.040000 sec): 3 clusters Score: Raw -2262714.754646 + Penalty 963.702620 = -2261751.052026 nChanged 2 SP:Iteration 36Q (1241.080000 sec): 3 clusters Score: Raw -2262715.952375 + Penalty 963.702620 = -2261752.249755 nChanged 1 SP:Iteration 37Q (1241.120000 sec): 3 clusters Score: Raw -2262716.133995 + Penalty 963.702620 = -2261752.431375 nChanged 1 SP:Iteration 38Q (1241.160000 sec): 3 clusters Score: Raw -2262716.523911 + Penalty 963.702620 = -2261752.821291 nChanged 1 SP:Iteration 39Q (1241.210000 sec): 3 clusters Score: Raw -2262716.767847 + Penalty 963.702620 = -2261753.065227 nChanged 1 SP:Iteration 40F (1241.260000 sec): 3 clusters Score: Raw -2262716.817788 + Penalty 963.702620 = -2261753.115168 nChanged 1 SP:Iteration 41Q (1241.300000 sec): 3 clusters Score: Raw -2262717.192013 + Penalty 963.702620 = -2261753.489393 nChanged 2 SP:Iteration 42Q (1241.340000 sec): 3 clusters Score: Raw -2262718.544171 + Penalty 963.702620 = -2261754.841551 nChanged 3 SP:Iteration 43Q (1241.390000 sec): 3 clusters Score: Raw -2262720.056369 + Penalty 963.702620 = -2261756.353749 nChanged 8 SP:Iteration 44Q (1241.430000 sec): 3 clusters Score: Raw -2262725.710811 + Penalty 963.702620 = -2261762.008191 nChanged 9 SP:Iteration 45Q (1241.470000 sec): 3 clusters Score: Raw -2262731.671047 + Penalty 963.702620 = -2261767.968427 nChanged 11 SP:Iteration 46Q (1241.510000 sec): 3 clusters Score: Raw -2262737.897252 + Penalty 963.702620 = -2261774.194632 nChanged 12 SP:Iteration 47Q (1241.550000 sec): 3 clusters Score: Raw -2262745.520285 + Penalty 963.702620 = -2261781.817665 nChanged 7 SP:Iteration 48Q (1241.590000 sec): 3 clusters Score: Raw -2262747.524700 + Penalty 963.702620 = -2261783.822080 nChanged 4 SP:Iteration 49Q (1241.630000 sec): 3 clusters Score: Raw -2262749.111441 + Penalty 963.702620 = -2261785.408821 nChanged 2 SP:Iteration 50Q (1241.670000 sec): 3 clusters Score: Raw -2262749.737822 + Penalty 963.702620 = -2261786.035203 nChanged 1 SP:Iteration 51Q (1241.700000 sec): 3 clusters Score: Raw -2262750.018867 + Penalty 963.702620 = -2261786.316247 nChanged 1 SP:Iteration 52Q (1241.740000 sec): 3 clusters Score: Raw -2262750.392356 + Penalty 963.702620 = -2261786.689736 nChanged 0 SP:Iteration 53F (1241.790000 sec): 3 clusters Score: Raw -2262750.392356 + Penalty 963.702620 = -2261786.689736 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.810000 sec): 2 clusters Score: Raw -200120.240783 + Penalty 369.079078 = -199751.161705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.820000 sec): 3 clusters Score: Raw -198141.406300 + Penalty 738.158155 = -197403.248145 nChanged 1505 SP:Iteration 1F (1241.820000 sec): 3 clusters Score: Raw -198990.893731 + Penalty 738.158155 = -198252.735576 nChanged 213 SP:Iteration 2F (1241.820000 sec): 3 clusters Score: Raw -199099.365907 + Penalty 738.158155 = -198361.207752 nChanged 179 SP:Iteration 3F (1241.830000 sec): 3 clusters Score: Raw -199179.936965 + Penalty 738.158155 = -198441.778810 nChanged 147 SP:Iteration 4Q (1241.830000 sec): 3 clusters Score: Raw -199270.026201 + Penalty 738.158155 = -198531.868046 nChanged 162 SP:Iteration 5Q (1241.840000 sec): 3 clusters Score: Raw -199376.646532 + Penalty 738.158155 = -198638.488377 nChanged 153 SP:Iteration 6Q (1241.840000 sec): 3 clusters Score: Raw -199491.955316 + Penalty 738.158155 = -198753.797161 nChanged 154 SP:Iteration 7Q (1241.840000 sec): 3 clusters Score: Raw -199628.427829 + Penalty 738.158155 = -198890.269674 nChanged 158 SP:Iteration 8Q (1241.850000 sec): 3 clusters Score: Raw -199780.050357 + Penalty 738.158155 = -199041.892202 nChanged 134 SP:Iteration 9Q (1241.850000 sec): 3 clusters Score: Raw -199895.664744 + Penalty 738.158155 = -199157.506589 nChanged 120 SP:Iteration 10Q (1241.860000 sec): 3 clusters Score: Raw -199962.537645 + Penalty 738.158155 = -199224.379490 nChanged 104 SP:Iteration 11Q (1241.860000 sec): 3 clusters Score: Raw -200018.250364 + Penalty 738.158155 = -199280.092209 nChanged 88 SP:Iteration 12Q (1241.860000 sec): 3 clusters Score: Raw -200065.554799 + Penalty 738.158155 = -199327.396643 nChanged 62 SP:Iteration 13Q (1241.870000 sec): 3 clusters Score: Raw -200091.124644 + Penalty 738.158155 = -199352.966489 nChanged 57 SP:Iteration 14Q (1241.870000 sec): 3 clusters Score: Raw -200118.135067 + Penalty 738.158155 = -199379.976911 nChanged 57 SP:Iteration 15Q (1241.880000 sec): 3 clusters Score: Raw -200139.264421 + Penalty 738.158155 = -199401.106266 nChanged 43 SP:Iteration 16Q (1241.880000 sec): 3 clusters Score: Raw -200151.234633 + Penalty 738.158155 = -199413.076478 nChanged 40 SP:Iteration 17Q (1241.880000 sec): 3 clusters Score: Raw -200162.941092 + Penalty 738.158155 = -199424.782937 nChanged 34 SP:Iteration 18Q (1241.880000 sec): 3 clusters Score: Raw -200176.266078 + Penalty 738.158155 = -199438.107923 nChanged 32 SP:Iteration 19Q (1241.890000 sec): 3 clusters Score: Raw -200188.291651 + Penalty 738.158155 = -199450.133496 nChanged 32 SP:Iteration 20F (1241.890000 sec): 3 clusters Score: Raw -200196.869418 + Penalty 738.158155 = -199458.711262 nChanged 26 SP:Iteration 21Q (1241.900000 sec): 3 clusters Score: Raw -200202.506599 + Penalty 738.158155 = -199464.348444 nChanged 22 SP:Iteration 22Q (1241.900000 sec): 3 clusters Score: Raw -200207.966517 + Penalty 738.158155 = -199469.808362 nChanged 17 SP:Iteration 23Q (1241.900000 sec): 3 clusters Score: Raw -200211.166079 + Penalty 738.158155 = -199473.007924 nChanged 18 SP:Iteration 24Q (1241.900000 sec): 3 clusters Score: Raw -200215.363283 + Penalty 738.158155 = -199477.205128 nChanged 16 SP:Iteration 25Q (1241.910000 sec): 3 clusters Score: Raw -200219.214651 + Penalty 738.158155 = -199481.056495 nChanged 20 SP:Iteration 26Q (1241.910000 sec): 3 clusters Score: Raw -200223.848424 + Penalty 738.158155 = -199485.690269 nChanged 23 SP:Iteration 27Q (1241.920000 sec): 3 clusters Score: Raw -200229.599033 + Penalty 738.158155 = -199491.440878 nChanged 19 SP:Iteration 28Q (1241.920000 sec): 3 clusters Score: Raw -200232.635343 + Penalty 738.158155 = -199494.477188 nChanged 14 SP:Iteration 29Q (1241.920000 sec): 3 clusters Score: Raw -200234.349670 + Penalty 738.158155 = -199496.191515 nChanged 10 SP:Iteration 30Q (1241.920000 sec): 3 clusters Score: Raw -200235.534399 + Penalty 738.158155 = -199497.376244 nChanged 5 SP:Iteration 31Q (1241.930000 sec): 3 clusters Score: Raw -200236.043498 + Penalty 738.158155 = -199497.885343 nChanged 1 SP:Iteration 32Q (1241.930000 sec): 3 clusters Score: Raw -200236.066651 + Penalty 738.158155 = -199497.908496 nChanged 1 SP:Iteration 33Q (1241.940000 sec): 3 clusters Score: Raw -200236.161579 + Penalty 738.158155 = -199498.003424 nChanged 2 SP:Iteration 34Q (1241.940000 sec): 3 clusters Score: Raw -200236.360657 + Penalty 738.158155 = -199498.202502 nChanged 3 SP:Iteration 35Q (1241.940000 sec): 3 clusters Score: Raw -200236.541866 + Penalty 738.158155 = -199498.383711 nChanged 0 SP:Iteration 36F (1241.950000 sec): 3 clusters Score: Raw -200236.541866 + Penalty 738.158155 = -199498.383711 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.950000 sec): 2 clusters Score: Raw -23830.913960 + Penalty 302.705268 = -23528.208692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.950000 sec): 3 clusters Score: Raw -23704.780395 + Penalty 605.410536 = -23099.369859 nChanged 314 SP:Iteration 1F (1241.950000 sec): 3 clusters Score: Raw -24343.540170 + Penalty 605.410536 = -23738.129634 nChanged 63 SP:Iteration 2F (1241.950000 sec): 3 clusters Score: Raw -24421.506399 + Penalty 605.410536 = -23816.095864 nChanged 36 SP:Iteration 3Q (1241.960000 sec): 3 clusters Score: Raw -24468.050212 + Penalty 605.410536 = -23862.639677 nChanged 30 SP:Iteration 4Q (1241.960000 sec): 3 clusters Score: Raw -24535.627075 + Penalty 605.410536 = -23930.216539 nChanged 34 SP:Iteration 5Q (1241.960000 sec): 3 clusters Score: Raw -24634.616969 + Penalty 605.410536 = -24029.206434 nChanged 23 SP:Iteration 6Q (1241.960000 sec): 3 clusters Score: Raw -24673.716802 + Penalty 605.410536 = -24068.306266 nChanged 13 SP:Iteration 7Q (1241.960000 sec): 3 clusters Score: Raw -24690.051318 + Penalty 605.410536 = -24084.640783 nChanged 10 SP:Iteration 8Q (1241.960000 sec): 3 clusters Score: Raw -24709.599889 + Penalty 605.410536 = -24104.189353 nChanged 10 SP:Iteration 9Q (1241.960000 sec): 3 clusters Score: Raw -24725.671204 + Penalty 605.410536 = -24120.260668 nChanged 9 SP:Iteration 10Q (1241.960000 sec): 3 clusters Score: Raw -24751.494644 + Penalty 605.410536 = -24146.084109 nChanged 8 SP:Iteration 11Q (1241.960000 sec): 3 clusters Score: Raw -24776.484365 + Penalty 605.410536 = -24171.073830 nChanged 10 SP:Iteration 12Q (1241.960000 sec): 3 clusters Score: Raw -24809.011621 + Penalty 605.410536 = -24203.601085 nChanged 6 SP:Iteration 13Q (1241.960000 sec): 3 clusters Score: Raw -24822.018504 + Penalty 605.410536 = -24216.607968 nChanged 9 SP:Iteration 14Q (1241.960000 sec): 3 clusters Score: Raw -24840.447650 + Penalty 605.410536 = -24235.037114 nChanged 18 SP:Iteration 15Q (1241.960000 sec): 3 clusters Score: Raw -24878.706795 + Penalty 605.410536 = -24273.296259 nChanged 21 SP:Iteration 16Q (1241.960000 sec): 3 clusters Score: Raw -24925.613737 + Penalty 605.410536 = -24320.203201 nChanged 31 SP:Iteration 17Q (1241.960000 sec): 3 clusters Score: Raw -25025.661820 + Penalty 605.410536 = -24420.251284 nChanged 29 SP:Iteration 18Q (1241.970000 sec): 3 clusters Score: Raw -25136.989239 + Penalty 605.410536 = -24531.578704 nChanged 21 SP:Iteration 19Q (1241.970000 sec): 3 clusters Score: Raw -25187.826186 + Penalty 605.410536 = -24582.415650 nChanged 11 SP:Iteration 20F (1241.970000 sec): 3 clusters Score: Raw -25209.884243 + Penalty 605.410536 = -24604.473708 nChanged 7 SP:Iteration 21Q (1241.970000 sec): 3 clusters Score: Raw -25225.299684 + Penalty 605.410536 = -24619.889149 nChanged 4 SP:Iteration 22Q (1241.970000 sec): 3 clusters Score: Raw -25229.289086 + Penalty 605.410536 = -24623.878551 nChanged 1 SP:Iteration 23Q (1241.970000 sec): 3 clusters Score: Raw -25230.175216 + Penalty 605.410536 = -24624.764680 nChanged 1 SP:Iteration 24Q (1241.970000 sec): 3 clusters Score: Raw -25231.994801 + Penalty 605.410536 = -24626.584265 nChanged 2 SP:Iteration 25Q (1241.970000 sec): 3 clusters Score: Raw -25241.481283 + Penalty 605.410536 = -24636.070747 nChanged 2 SP:Iteration 26Q (1241.970000 sec): 3 clusters Score: Raw -25246.450940 + Penalty 605.410536 = -24641.040404 nChanged 2 SP:Iteration 27Q (1241.970000 sec): 3 clusters Score: Raw -25250.224152 + Penalty 605.410536 = -24644.813617 nChanged 1 SP:Iteration 28Q (1241.980000 sec): 3 clusters Score: Raw -25252.611174 + Penalty 605.410536 = -24647.200638 nChanged 2 SP:Iteration 29Q (1241.980000 sec): 3 clusters Score: Raw -25253.579045 + Penalty 605.410536 = -24648.168509 nChanged 0 SP:Iteration 30F (1241.980000 sec): 3 clusters Score: Raw -25253.579045 + Penalty 605.410536 = -24648.168509 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.980000 sec): 2 clusters Score: Raw -61047.165758 + Penalty 319.783165 = -60727.382593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.980000 sec): 3 clusters Score: Raw -60471.921813 + Penalty 639.566330 = -59832.355483 nChanged 443 SP:Iteration 1F (1241.980000 sec): 3 clusters Score: Raw -60748.551435 + Penalty 639.566330 = -60108.985105 nChanged 93 SP:Iteration 2F (1241.980000 sec): 3 clusters Score: Raw -60817.048808 + Penalty 639.566330 = -60177.482477 nChanged 72 SP:Iteration 3F (1241.980000 sec): 3 clusters Score: Raw -60851.598459 + Penalty 639.566330 = -60212.032128 nChanged 46 SP:Iteration 4Q (1241.990000 sec): 3 clusters Score: Raw -60873.387482 + Penalty 639.566330 = -60233.821151 nChanged 41 SP:Iteration 5Q (1241.990000 sec): 3 clusters Score: Raw -60905.956976 + Penalty 639.566330 = -60266.390646 nChanged 48 SP:Iteration 6Q (1241.990000 sec): 3 clusters Score: Raw -60943.100315 + Penalty 639.566330 = -60303.533984 nChanged 43 SP:Iteration 7Q (1241.990000 sec): 3 clusters Score: Raw -60970.762270 + Penalty 639.566330 = -60331.195939 nChanged 31 SP:Iteration 8Q (1241.990000 sec): 3 clusters Score: Raw -60995.850277 + Penalty 639.566330 = -60356.283947 nChanged 35 SP:Iteration 9Q (1241.990000 sec): 3 clusters Score: Raw -61032.248373 + Penalty 639.566330 = -60392.682043 nChanged 36 SP:Iteration 10Q (1242.000000 sec): 3 clusters Score: Raw -61069.919600 + Penalty 639.566330 = -60430.353269 nChanged 33 SP:Iteration 11Q (1242.000000 sec): 3 clusters Score: Raw -61093.959327 + Penalty 639.566330 = -60454.392996 nChanged 24 SP:Iteration 12Q (1242.000000 sec): 3 clusters Score: Raw -61109.740755 + Penalty 639.566330 = -60470.174424 nChanged 14 SP:Iteration 13Q (1242.000000 sec): 3 clusters Score: Raw -61118.083931 + Penalty 639.566330 = -60478.517601 nChanged 13 SP:Iteration 14Q (1242.000000 sec): 3 clusters Score: Raw -61127.848349 + Penalty 639.566330 = -60488.282018 nChanged 4 SP:Iteration 15Q (1242.000000 sec): 3 clusters Score: Raw -61131.514855 + Penalty 639.566330 = -60491.948525 nChanged 4 SP:Iteration 16Q (1242.000000 sec): 3 clusters Score: Raw -61133.152588 + Penalty 639.566330 = -60493.586257 nChanged 8 SP:Iteration 17Q (1242.000000 sec): 3 clusters Score: Raw -61141.669290 + Penalty 639.566330 = -60502.102960 nChanged 6 SP:Iteration 18Q (1242.000000 sec): 3 clusters Score: Raw -61142.874521 + Penalty 639.566330 = -60503.308190 nChanged 2 SP:Iteration 19Q (1242.010000 sec): 3 clusters Score: Raw -61143.361089 + Penalty 639.566330 = -60503.794759 nChanged 2 SP:Iteration 20F (1242.010000 sec): 3 clusters Score: Raw -61144.084746 + Penalty 639.566330 = -60504.518415 nChanged 1 SP:Iteration 21Q (1242.010000 sec): 3 clusters Score: Raw -61144.363109 + Penalty 639.566330 = -60504.796779 nChanged 0 SP:Iteration 22F (1242.010000 sec): 3 clusters Score: Raw -61144.363109 + Penalty 639.566330 = -60504.796779 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1242.010000 sec): 2 clusters Score: Raw -3166.370335 + Penalty 190.629291 = -2975.741044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1242.010000 sec): 3 clusters Score: Raw -3248.156627 + Penalty 381.258582 = -2866.898045 nChanged 8 SP:Iteration 1F (1242.010000 sec): 3 clusters Score: Raw -3269.288787 + Penalty 381.258582 = -2888.030205 nChanged 3 SP:Iteration 2Q (1242.010000 sec): 3 clusters Score: Raw -3284.040821 + Penalty 381.258582 = -2902.782240 nChanged 0 SP:Iteration 3F (1242.010000 sec): 3 clusters Score: Raw -3284.040821 + Penalty 381.258582 = -2902.782240 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1242.010000 sec): 2 clusters Score: Raw -9549.147214 + Penalty 240.845370 = -9308.301845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1242.010000 sec): 3 clusters Score: Raw -9529.820155 + Penalty 481.690739 = -9048.129415 nChanged 60 SP:Iteration 1F (1242.020000 sec): 3 clusters Score: Raw -9605.943184 + Penalty 481.690739 = -9124.252445 nChanged 16 SP:Iteration 2F (1242.020000 sec): 3 clusters Score: Raw -9622.292604 + Penalty 481.690739 = -9140.601865 nChanged 9 SP:Iteration 3Q (1242.020000 sec): 3 clusters Score: Raw -9638.761614 + Penalty 481.690739 = -9157.070875 nChanged 13 SP:Iteration 4F (1242.020000 sec): 3 clusters Score: Raw -9655.711347 + Penalty 481.690739 = -9174.020608 nChanged 5 SP:Iteration 5Q (1242.020000 sec): 3 clusters Score: Raw -9661.766388 + Penalty 481.690739 = -9180.075649 nChanged 2 SP:Iteration 6Q (1242.020000 sec): 3 clusters Score: Raw -9662.477240 + Penalty 481.690739 = -9180.786501 nChanged 1 SP:Iteration 7Q (1242.020000 sec): 3 clusters Score: Raw -9662.950821 + Penalty 481.690739 = -9181.260082 nChanged 0 SP:Iteration 8F (1242.020000 sec): 3 clusters Score: Raw -9662.950821 + Penalty 481.690739 = -9181.260082 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1242.340000 sec): 2 clusters Score: Raw -10190165.052110 + Penalty 546.766003 = -10189618.286107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1242.580000 sec): 3 clusters Score: Raw -10078324.132898 + Penalty 1093.532006 = -10077230.600892 nChanged 81082 SP:Iteration 1F (1242.800000 sec): 3 clusters Score: Raw -10127708.679202 + Penalty 1093.532006 = -10126615.147196 nChanged 8139 SP:Iteration 2Q (1243.040000 sec): 3 clusters Score: Raw -10131116.062110 + Penalty 1093.532006 = -10130022.530104 nChanged 11912 SP:Iteration 3F (1243.270000 sec): 3 clusters Score: Raw -10138350.510417 + Penalty 1093.532006 = -10137256.978411 nChanged 15543 SP:Iteration 4F (1243.500000 sec): 3 clusters Score: Raw -10151084.361392 + Penalty 1093.532006 = -10149990.829386 nChanged 16519 SP:Iteration 5F (1243.720000 sec): 3 clusters Score: Raw -10167762.483281 + Penalty 1093.532006 = -10166668.951275 nChanged 12714 SP:Iteration 6F (1243.940000 sec): 3 clusters Score: Raw -10181654.947652 + Penalty 1093.532006 = -10180561.415646 nChanged 6040 SP:Iteration 7Q (1244.170000 sec): 3 clusters Score: Raw -10188012.868567 + Penalty 1093.532006 = -10186919.336561 nChanged 1810 SP:Iteration 8Q (1244.410000 sec): 3 clusters Score: Raw -10189756.252018 + Penalty 1093.532006 = -10188662.720012 nChanged 399 SP:Iteration 9Q (1244.600000 sec): 3 clusters Score: Raw -10190148.708649 + Penalty 1093.532006 = -10189055.176643 nChanged 63 SP:Iteration 10Q (1244.780000 sec): 3 clusters Score: Raw -10190289.210232 + Penalty 1093.532006 = -10189195.678226 nChanged 39 SP:Iteration 11Q (1244.960000 sec): 3 clusters Score: Raw -10190349.220569 + Penalty 1093.532006 = -10189255.688563 nChanged 38 SP:Iteration 12Q (1245.140000 sec): 3 clusters Score: Raw -10190375.684279 + Penalty 1093.532006 = -10189282.152273 nChanged 19 SP:Iteration 13Q (1245.330000 sec): 3 clusters Score: Raw -10190387.038729 + Penalty 1093.532006 = -10189293.506723 nChanged 13 SP:Iteration 14Q (1245.500000 sec): 3 clusters Score: Raw -10190393.490544 + Penalty 1093.532006 = -10189299.958538 nChanged 12 SP:Iteration 15Q (1245.680000 sec): 3 clusters Score: Raw -10190398.261270 + Penalty 1093.532006 = -10189304.729264 nChanged 14 SP:Iteration 16Q (1245.860000 sec): 3 clusters Score: Raw -10190405.952059 + Penalty 1093.532006 = -10189312.420053 nChanged 13 SP:Iteration 17Q (1246.040000 sec): 3 clusters Score: Raw -10190411.078408 + Penalty 1093.532006 = -10189317.546402 nChanged 9 SP:Iteration 18Q (1246.230000 sec): 3 clusters Score: Raw -10190414.161727 + Penalty 1093.532006 = -10189320.629721 nChanged 5 SP:Iteration 19Q (1246.410000 sec): 3 clusters Score: Raw -10190416.493485 + Penalty 1093.532006 = -10189322.961479 nChanged 5 SP:Iteration 20F (1246.640000 sec): 3 clusters Score: Raw -10190417.868671 + Penalty 1093.532006 = -10189324.336665 nChanged 7 SP:Iteration 21Q (1246.840000 sec): 3 clusters Score: Raw -10190420.086246 + Penalty 1093.532006 = -10189326.554240 nChanged 6 SP:Iteration 22Q (1247.020000 sec): 3 clusters Score: Raw -10190422.664456 + Penalty 1093.532006 = -10189329.132450 nChanged 6 SP:Iteration 23Q (1247.200000 sec): 3 clusters Score: Raw -10190424.920543 + Penalty 1093.532006 = -10189331.388538 nChanged 11 SP:Iteration 24Q (1247.390000 sec): 3 clusters Score: Raw -10190428.090293 + Penalty 1093.532006 = -10189334.558287 nChanged 6 SP:Iteration 25Q (1247.580000 sec): 3 clusters Score: Raw -10190430.420877 + Penalty 1093.532006 = -10189336.888871 nChanged 2 SP:Iteration 26Q (1247.760000 sec): 3 clusters Score: Raw -10190431.024352 + Penalty 1093.532006 = -10189337.492347 nChanged 3 SP:Iteration 27Q (1247.950000 sec): 3 clusters Score: Raw -10190432.040215 + Penalty 1093.532006 = -10189338.508209 nChanged 3 SP:Iteration 28Q (1248.130000 sec): 3 clusters Score: Raw -10190432.954307 + Penalty 1093.532006 = -10189339.422302 nChanged 2 SP:Iteration 29Q (1248.310000 sec): 3 clusters Score: Raw -10190433.517215 + Penalty 1093.532006 = -10189339.985209 nChanged 2 SP:Iteration 30Q (1248.500000 sec): 3 clusters Score: Raw -10190433.797042 + Penalty 1093.532006 = -10189340.265036 nChanged 1 SP:Iteration 31Q (1248.680000 sec): 3 clusters Score: Raw -10190433.875300 + Penalty 1093.532006 = -10189340.343294 nChanged 2 SP:Iteration 32Q (1248.860000 sec): 3 clusters Score: Raw -10190435.183572 + Penalty 1093.532006 = -10189341.651566 nChanged 3 SP:Iteration 33Q (1249.030000 sec): 3 clusters Score: Raw -10190436.803090 + Penalty 1093.532006 = -10189343.271084 nChanged 6 SP:Iteration 34Q (1249.200000 sec): 3 clusters Score: Raw -10190439.586428 + Penalty 1093.532006 = -10189346.054422 nChanged 5 SP:Iteration 35Q (1249.380000 sec): 3 clusters Score: Raw -10190440.805263 + Penalty 1093.532006 = -10189347.273257 nChanged 1 SP:Iteration 36Q (1249.550000 sec): 3 clusters Score: Raw -10190440.980893 + Penalty 1093.532006 = -10189347.448887 nChanged 2 SP:Iteration 37Q (1249.720000 sec): 3 clusters Score: Raw -10190441.409938 + Penalty 1093.532006 = -10189347.877932 nChanged 1 SP:Iteration 38Q (1249.900000 sec): 3 clusters Score: Raw -10190441.526291 + Penalty 1093.532006 = -10189347.994285 nChanged 1 SP:Iteration 39Q (1250.070000 sec): 3 clusters Score: Raw -10190441.894187 + Penalty 1093.532006 = -10189348.362181 nChanged 3 SP:Iteration 40F (1250.290000 sec): 3 clusters Score: Raw -10190442.543458 + Penalty 1093.532006 = -10189349.011452 nChanged 1 SP:Iteration 41Q (1250.470000 sec): 3 clusters Score: Raw -10190442.682000 + Penalty 1093.532006 = -10189349.149994 nChanged 1 SP:Iteration 42Q (1250.640000 sec): 3 clusters Score: Raw -10190442.819704 + Penalty 1093.532006 = -10189349.287698 nChanged 1 SP:Iteration 43Q (1250.810000 sec): 3 clusters Score: Raw -10190442.908622 + Penalty 1093.532006 = -10189349.376616 nChanged 0 SP:Iteration 44F (1251.030000 sec): 3 clusters Score: Raw -10190442.908622 + Penalty 1093.532006 = -10189349.376616 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.120000 sec): 2 clusters Score: Raw -13436.417320 + Penalty 248.796736 = -13187.620584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.120000 sec): 3 clusters Score: Raw -13377.202424 + Penalty 497.593473 = -12879.608951 nChanged 62 SP:Iteration 1F (1251.120000 sec): 3 clusters Score: Raw -13429.516112 + Penalty 497.593473 = -12931.922639 nChanged 13 SP:Iteration 2F (1251.120000 sec): 3 clusters Score: Raw -13448.250544 + Penalty 497.593473 = -12950.657071 nChanged 8 SP:Iteration 3Q (1251.120000 sec): 3 clusters Score: Raw -13457.967375 + Penalty 497.593473 = -12960.373902 nChanged 1 SP:Iteration 4Q (1251.120000 sec): 3 clusters Score: Raw -13458.930459 + Penalty 497.593473 = -12961.336987 nChanged 1 SP:Iteration 5Q (1251.120000 sec): 3 clusters Score: Raw -13460.225707 + Penalty 497.593473 = -12962.632235 nChanged 2 SP:Iteration 6Q (1251.120000 sec): 3 clusters Score: Raw -13462.205053 + Penalty 497.593473 = -12964.611580 nChanged 1 SP:Iteration 7Q (1251.120000 sec): 3 clusters Score: Raw -13463.543995 + Penalty 497.593473 = -12965.950522 nChanged 0 SP:Iteration 8F (1251.120000 sec): 3 clusters Score: Raw -13463.543995 + Penalty 497.593473 = -12965.950522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.120000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.120000 sec): 3 clusters Score: Raw -6266.499545 + Penalty 425.227424 = -5841.272121 nChanged 17 SP:Iteration 1F (1251.120000 sec): 3 clusters Score: Raw -6291.144047 + Penalty 425.227424 = -5865.916623 nChanged 4 SP:Iteration 2Q (1251.130000 sec): 3 clusters Score: Raw -6298.304756 + Penalty 425.227424 = -5873.077332 nChanged 2 SP:Iteration 3Q (1251.130000 sec): 3 clusters Score: Raw -6302.464615 + Penalty 425.227424 = -5877.237191 nChanged 1 SP:Iteration 4Q (1251.130000 sec): 3 clusters Score: Raw -6303.257656 + Penalty 425.227424 = -5878.030232 nChanged 0 SP:Iteration 5F (1251.130000 sec): 3 clusters Score: Raw -6303.257656 + Penalty 425.227424 = -5878.030232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.130000 sec): 2 clusters Score: Raw -29495.075297 + Penalty 286.350577 = -29208.724720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.130000 sec): 3 clusters Score: Raw -29260.616777 + Penalty 572.701154 = -28687.915623 nChanged 212 SP:Iteration 1F (1251.130000 sec): 3 clusters Score: Raw -29392.217307 + Penalty 572.701154 = -28819.516153 nChanged 40 SP:Iteration 2F (1251.130000 sec): 3 clusters Score: Raw -29416.464466 + Penalty 572.701154 = -28843.763312 nChanged 33 SP:Iteration 3F (1251.130000 sec): 3 clusters Score: Raw -29436.082440 + Penalty 572.701154 = -28863.381286 nChanged 20 SP:Iteration 4Q (1251.130000 sec): 3 clusters Score: Raw -29448.829130 + Penalty 572.701154 = -28876.127976 nChanged 16 SP:Iteration 5Q (1251.130000 sec): 3 clusters Score: Raw -29460.833170 + Penalty 572.701154 = -28888.132015 nChanged 22 SP:Iteration 6Q (1251.130000 sec): 3 clusters Score: Raw -29480.386147 + Penalty 572.701154 = -28907.684992 nChanged 23 SP:Iteration 7Q (1251.130000 sec): 3 clusters Score: Raw -29498.350490 + Penalty 572.701154 = -28925.649336 nChanged 23 SP:Iteration 8Q (1251.130000 sec): 3 clusters Score: Raw -29517.193512 + Penalty 572.701154 = -28944.492357 nChanged 23 SP:Iteration 9Q (1251.130000 sec): 3 clusters Score: Raw -29530.793779 + Penalty 572.701154 = -28958.092625 nChanged 13 SP:Iteration 10Q (1251.130000 sec): 3 clusters Score: Raw -29539.108890 + Penalty 572.701154 = -28966.407735 nChanged 10 SP:Iteration 11Q (1251.130000 sec): 3 clusters Score: Raw -29547.221457 + Penalty 572.701154 = -28974.520303 nChanged 10 SP:Iteration 12Q (1251.130000 sec): 3 clusters Score: Raw -29558.825618 + Penalty 572.701154 = -28986.124464 nChanged 7 SP:Iteration 13Q (1251.130000 sec): 3 clusters Score: Raw -29568.552897 + Penalty 572.701154 = -28995.851742 nChanged 10 SP:Iteration 14Q (1251.130000 sec): 3 clusters Score: Raw -29580.070823 + Penalty 572.701154 = -29007.369669 nChanged 14 SP:Iteration 15Q (1251.140000 sec): 3 clusters Score: Raw -29592.378702 + Penalty 572.701154 = -29019.677547 nChanged 9 SP:Iteration 16Q (1251.140000 sec): 3 clusters Score: Raw -29605.558623 + Penalty 572.701154 = -29032.857468 nChanged 4 SP:Iteration 17Q (1251.140000 sec): 3 clusters Score: Raw -29611.092104 + Penalty 572.701154 = -29038.390950 nChanged 1 SP:Iteration 18Q (1251.140000 sec): 3 clusters Score: Raw -29611.757038 + Penalty 572.701154 = -29039.055884 nChanged 1 SP:Iteration 19Q (1251.140000 sec): 3 clusters Score: Raw -29612.244346 + Penalty 572.701154 = -29039.543192 nChanged 1 SP:Iteration 20F (1251.140000 sec): 3 clusters Score: Raw -29612.477548 + Penalty 572.701154 = -29039.776394 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.140000 sec): 2 clusters Score: Raw -5640.091188 + Penalty 219.688275 = -5420.402913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.140000 sec): 3 clusters Score: Raw -5633.418429 + Penalty 439.376550 = -5194.041879 nChanged 25 SP:Iteration 1F (1251.140000 sec): 3 clusters Score: Raw -5666.127599 + Penalty 439.376550 = -5226.751049 nChanged 8 SP:Iteration 2F (1251.140000 sec): 3 clusters Score: Raw -5690.553802 + Penalty 439.376550 = -5251.177252 nChanged 9 SP:Iteration 3F (1251.140000 sec): 3 clusters Score: Raw -5722.169004 + Penalty 439.376550 = -5282.792454 nChanged 3 SP:Iteration 4Q (1251.140000 sec): 3 clusters Score: Raw -5729.227173 + Penalty 439.376550 = -5289.850623 nChanged 2 SP:Iteration 5Q (1251.140000 sec): 3 clusters Score: Raw -5732.038496 + Penalty 439.376550 = -5292.661946 nChanged 1 SP:Iteration 6Q (1251.140000 sec): 3 clusters Score: Raw -5733.725631 + Penalty 439.376550 = -5294.349081 nChanged 0 SP:Iteration 7F (1251.140000 sec): 3 clusters Score: Raw -5733.725631 + Penalty 439.376550 = -5294.349081 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.170000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.190000 sec): 3 clusters Score: Raw -1053027.128003 + Penalty 885.351209 = -1052141.776794 nChanged 7952 SP:Iteration 1F (1251.210000 sec): 3 clusters Score: Raw -1057818.077107 + Penalty 885.351209 = -1056932.725898 nChanged 1013 SP:Iteration 2F (1251.230000 sec): 3 clusters Score: Raw -1058381.238450 + Penalty 885.351209 = -1057495.887241 nChanged 1077 SP:Iteration 3F (1251.250000 sec): 3 clusters Score: Raw -1059154.428931 + Penalty 885.351209 = -1058269.077721 nChanged 1133 SP:Iteration 4F (1251.270000 sec): 3 clusters Score: Raw -1060088.114457 + Penalty 885.351209 = -1059202.763248 nChanged 1010 SP:Iteration 5F (1251.290000 sec): 3 clusters Score: Raw -1060919.111024 + Penalty 885.351209 = -1060033.759815 nChanged 808 SP:Iteration 6Q (1251.310000 sec): 3 clusters Score: Raw -1061433.467131 + Penalty 885.351209 = -1060548.115922 nChanged 522 SP:Iteration 7Q (1251.330000 sec): 3 clusters Score: Raw -1061635.154426 + Penalty 885.351209 = -1060749.803217 nChanged 307 SP:Iteration 8Q (1251.350000 sec): 3 clusters Score: Raw -1061767.338092 + Penalty 885.351209 = -1060881.986883 nChanged 300 SP:Iteration 9Q (1251.360000 sec): 3 clusters Score: Raw -1061905.838711 + Penalty 885.351209 = -1061020.487502 nChanged 291 SP:Iteration 10Q (1251.380000 sec): 3 clusters Score: Raw -1062021.331969 + Penalty 885.351209 = -1061135.980760 nChanged 285 SP:Iteration 11Q (1251.400000 sec): 3 clusters Score: Raw -1062126.037382 + Penalty 885.351209 = -1061240.686173 nChanged 284 SP:Iteration 12Q (1251.410000 sec): 3 clusters Score: Raw -1062239.477747 + Penalty 885.351209 = -1061354.126538 nChanged 278 SP:Iteration 13Q (1251.430000 sec): 3 clusters Score: Raw -1062360.327418 + Penalty 885.351209 = -1061474.976209 nChanged 269 SP:Iteration 14Q (1251.450000 sec): 3 clusters Score: Raw -1062481.166960 + Penalty 885.351209 = -1061595.815751 nChanged 268 SP:Iteration 15Q (1251.470000 sec): 3 clusters Score: Raw -1062604.698330 + Penalty 885.351209 = -1061719.347121 nChanged 236 SP:Iteration 16Q (1251.480000 sec): 3 clusters Score: Raw -1062705.487669 + Penalty 885.351209 = -1061820.136460 nChanged 227 SP:Iteration 17Q (1251.500000 sec): 3 clusters Score: Raw -1062805.338584 + Penalty 885.351209 = -1061919.987374 nChanged 222 SP:Iteration 18Q (1251.510000 sec): 3 clusters Score: Raw -1062909.901625 + Penalty 885.351209 = -1062024.550416 nChanged 227 SP:Iteration 19Q (1251.530000 sec): 3 clusters Score: Raw -1063019.359262 + Penalty 885.351209 = -1062134.008053 nChanged 187 SP:Iteration 20F (1251.550000 sec): 3 clusters Score: Raw -1063108.007626 + Penalty 885.351209 = -1062222.656416 nChanged 167 SP:Iteration 21Q (1251.570000 sec): 3 clusters Score: Raw -1063190.587935 + Penalty 885.351209 = -1062305.236726 nChanged 143 SP:Iteration 22Q (1251.580000 sec): 3 clusters Score: Raw -1063267.127790 + Penalty 885.351209 = -1062381.776581 nChanged 140 SP:Iteration 23Q (1251.590000 sec): 3 clusters Score: Raw -1063343.178594 + Penalty 885.351209 = -1062457.827385 nChanged 123 SP:Iteration 24Q (1251.610000 sec): 3 clusters Score: Raw -1063406.052123 + Penalty 885.351209 = -1062520.700914 nChanged 97 SP:Iteration 25Q (1251.630000 sec): 3 clusters Score: Raw -1063454.886334 + Penalty 885.351209 = -1062569.535125 nChanged 89 SP:Iteration 26Q (1251.640000 sec): 3 clusters Score: Raw -1063497.948839 + Penalty 885.351209 = -1062612.597630 nChanged 79 SP:Iteration 27Q (1251.650000 sec): 3 clusters Score: Raw -1063536.421363 + Penalty 885.351209 = -1062651.070154 nChanged 58 SP:Iteration 28Q (1251.670000 sec): 3 clusters Score: Raw -1063562.109716 + Penalty 885.351209 = -1062676.758507 nChanged 49 SP:Iteration 29Q (1251.680000 sec): 3 clusters Score: Raw -1063585.106355 + Penalty 885.351209 = -1062699.755146 nChanged 39 SP:Iteration 30Q (1251.700000 sec): 3 clusters Score: Raw -1063603.165672 + Penalty 885.351209 = -1062717.814463 nChanged 33 SP:Iteration 31Q (1251.710000 sec): 3 clusters Score: Raw -1063616.868049 + Penalty 885.351209 = -1062731.516840 nChanged 29 SP:Iteration 32Q (1251.730000 sec): 3 clusters Score: Raw -1063626.485972 + Penalty 885.351209 = -1062741.134763 nChanged 32 SP:Iteration 33Q (1251.740000 sec): 3 clusters Score: Raw -1063639.706998 + Penalty 885.351209 = -1062754.355789 nChanged 34 SP:Iteration 34Q (1251.750000 sec): 3 clusters Score: Raw -1063656.232148 + Penalty 885.351209 = -1062770.880939 nChanged 25 SP:Iteration 35Q (1251.770000 sec): 3 clusters Score: Raw -1063670.199027 + Penalty 885.351209 = -1062784.847818 nChanged 29 SP:Iteration 36Q (1251.780000 sec): 3 clusters Score: Raw -1063686.809375 + Penalty 885.351209 = -1062801.458166 nChanged 23 SP:Iteration 37Q (1251.790000 sec): 3 clusters Score: Raw -1063699.551432 + Penalty 885.351209 = -1062814.200223 nChanged 19 SP:Iteration 38Q (1251.810000 sec): 3 clusters Score: Raw -1063710.088472 + Penalty 885.351209 = -1062824.737263 nChanged 14 SP:Iteration 39Q (1251.820000 sec): 3 clusters Score: Raw -1063717.269582 + Penalty 885.351209 = -1062831.918373 nChanged 14 SP:Iteration 40F (1251.840000 sec): 3 clusters Score: Raw -1063724.514019 + Penalty 885.351209 = -1062839.162810 nChanged 15 SP:Iteration 41Q (1251.850000 sec): 3 clusters Score: Raw -1063732.234768 + Penalty 885.351209 = -1062846.883559 nChanged 9 SP:Iteration 42Q (1251.870000 sec): 3 clusters Score: Raw -1063737.117648 + Penalty 885.351209 = -1062851.766439 nChanged 8 SP:Iteration 43Q (1251.880000 sec): 3 clusters Score: Raw -1063740.096016 + Penalty 885.351209 = -1062854.744807 nChanged 4 SP:Iteration 44Q (1251.900000 sec): 3 clusters Score: Raw -1063742.024010 + Penalty 885.351209 = -1062856.672801 nChanged 7 SP:Iteration 45Q (1251.910000 sec): 3 clusters Score: Raw -1063748.075603 + Penalty 885.351209 = -1062862.724394 nChanged 6 SP:Iteration 46Q (1251.930000 sec): 3 clusters Score: Raw -1063752.821258 + Penalty 885.351209 = -1062867.470049 nChanged 7 SP:Iteration 47Q (1251.940000 sec): 3 clusters Score: Raw -1063758.072077 + Penalty 885.351209 = -1062872.720868 nChanged 6 SP:Iteration 48Q (1251.950000 sec): 3 clusters Score: Raw -1063762.327190 + Penalty 885.351209 = -1062876.975981 nChanged 5 SP:Iteration 49Q (1251.970000 sec): 3 clusters Score: Raw -1063764.904836 + Penalty 885.351209 = -1062879.553627 nChanged 1 SP:Iteration 50Q (1251.980000 sec): 3 clusters Score: Raw -1063766.238485 + Penalty 885.351209 = -1062880.887276 nChanged 2 SP:Iteration 51Q (1251.990000 sec): 3 clusters Score: Raw -1063768.165120 + Penalty 885.351209 = -1062882.813911 nChanged 2 SP:Iteration 52Q (1252.010000 sec): 3 clusters Score: Raw -1063769.005432 + Penalty 885.351209 = -1062883.654223 nChanged 0 SP:Iteration 53F (1252.030000 sec): 3 clusters Score: Raw -1063769.005432 + Penalty 885.351209 = -1062883.654223 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.060000 sec): 2 clusters Score: Raw -1407568.536125 + Penalty 456.181664 = -1407112.354461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.090000 sec): 3 clusters Score: Raw -1393012.140865 + Penalty 912.363328 = -1392099.777537 nChanged 10761 SP:Iteration 1F (1252.110000 sec): 3 clusters Score: Raw -1399770.008422 + Penalty 912.363328 = -1398857.645094 nChanged 1510 SP:Iteration 2F (1252.140000 sec): 3 clusters Score: Raw -1400868.916154 + Penalty 912.363328 = -1399956.552826 nChanged 1786 SP:Iteration 3F (1252.170000 sec): 3 clusters Score: Raw -1402457.655814 + Penalty 912.363328 = -1401545.292486 nChanged 1836 SP:Iteration 4F (1252.190000 sec): 3 clusters Score: Raw -1404372.254148 + Penalty 912.363328 = -1403459.890820 nChanged 1560 SP:Iteration 5F (1252.220000 sec): 3 clusters Score: Raw -1405790.702262 + Penalty 912.363328 = -1404878.338934 nChanged 982 SP:Iteration 6Q (1252.250000 sec): 3 clusters Score: Raw -1406497.861645 + Penalty 912.363328 = -1405585.498317 nChanged 579 SP:Iteration 7Q (1252.270000 sec): 3 clusters Score: Raw -1406903.422874 + Penalty 912.363328 = -1405991.059546 nChanged 407 SP:Iteration 8Q (1252.290000 sec): 3 clusters Score: Raw -1407132.115971 + Penalty 912.363328 = -1406219.752643 nChanged 334 SP:Iteration 9Q (1252.320000 sec): 3 clusters Score: Raw -1407265.111097 + Penalty 912.363328 = -1406352.747769 nChanged 252 SP:Iteration 10Q (1252.340000 sec): 3 clusters Score: Raw -1407339.799784 + Penalty 912.363328 = -1406427.436457 nChanged 169 SP:Iteration 11Q (1252.370000 sec): 3 clusters Score: Raw -1407372.366846 + Penalty 912.363328 = -1406460.003519 nChanged 124 SP:Iteration 12Q (1252.390000 sec): 3 clusters Score: Raw -1407389.372016 + Penalty 912.363328 = -1406477.008688 nChanged 84 SP:Iteration 13Q (1252.410000 sec): 3 clusters Score: Raw -1407398.833503 + Penalty 912.363328 = -1406486.470175 nChanged 65 SP:Iteration 14Q (1252.440000 sec): 3 clusters Score: Raw -1407404.146313 + Penalty 912.363328 = -1406491.782986 nChanged 46 SP:Iteration 15Q (1252.460000 sec): 3 clusters Score: Raw -1407407.366128 + Penalty 912.363328 = -1406495.002800 nChanged 32 SP:Iteration 16Q (1252.490000 sec): 3 clusters Score: Raw -1407409.616147 + Penalty 912.363328 = -1406497.252819 nChanged 34 SP:Iteration 17Q (1252.510000 sec): 3 clusters Score: Raw -1407411.622948 + Penalty 912.363328 = -1406499.259620 nChanged 27 SP:Iteration 18Q (1252.530000 sec): 3 clusters Score: Raw -1407413.096228 + Penalty 912.363328 = -1406500.732900 nChanged 24 SP:Iteration 19Q (1252.550000 sec): 3 clusters Score: Raw -1407414.529381 + Penalty 912.363328 = -1406502.166053 nChanged 26 SP:Iteration 20F (1252.580000 sec): 3 clusters Score: Raw -1407416.451791 + Penalty 912.363328 = -1406504.088463 nChanged 28 SP:Iteration 21Q (1252.610000 sec): 3 clusters Score: Raw -1407417.906406 + Penalty 912.363328 = -1406505.543078 nChanged 29 SP:Iteration 22Q (1252.630000 sec): 3 clusters Score: Raw -1407419.646445 + Penalty 912.363328 = -1406507.283117 nChanged 30 SP:Iteration 23Q (1252.650000 sec): 3 clusters Score: Raw -1407422.959626 + Penalty 912.363328 = -1406510.596298 nChanged 45 SP:Iteration 24Q (1252.670000 sec): 3 clusters Score: Raw -1407426.816570 + Penalty 912.363328 = -1406514.453242 nChanged 34 SP:Iteration 25Q (1252.700000 sec): 3 clusters Score: Raw -1407429.290256 + Penalty 912.363328 = -1406516.926928 nChanged 32 SP:Iteration 26Q (1252.720000 sec): 3 clusters Score: Raw -1407431.096640 + Penalty 912.363328 = -1406518.733312 nChanged 26 SP:Iteration 27Q (1252.750000 sec): 3 clusters Score: Raw -1407432.394908 + Penalty 912.363328 = -1406520.031580 nChanged 26 SP:Iteration 28Q (1252.770000 sec): 3 clusters Score: Raw -1407434.447175 + Penalty 912.363328 = -1406522.083847 nChanged 28 SP:Iteration 29Q (1252.790000 sec): 3 clusters Score: Raw -1407435.699359 + Penalty 912.363328 = -1406523.336031 nChanged 21 SP:Iteration 30Q (1252.820000 sec): 3 clusters Score: Raw -1407436.645229 + Penalty 912.363328 = -1406524.281901 nChanged 21 SP:Iteration 31Q (1252.840000 sec): 3 clusters Score: Raw -1407437.484880 + Penalty 912.363328 = -1406525.121552 nChanged 27 SP:Iteration 32Q (1252.860000 sec): 3 clusters Score: Raw -1407438.828675 + Penalty 912.363328 = -1406526.465347 nChanged 22 SP:Iteration 33Q (1252.880000 sec): 3 clusters Score: Raw -1407440.325037 + Penalty 912.363328 = -1406527.961709 nChanged 23 SP:Iteration 34Q (1252.910000 sec): 3 clusters Score: Raw -1407441.625987 + Penalty 912.363328 = -1406529.262659 nChanged 24 SP:Iteration 35Q (1252.930000 sec): 3 clusters Score: Raw -1407443.381978 + Penalty 912.363328 = -1406531.018650 nChanged 20 SP:Iteration 36Q (1252.950000 sec): 3 clusters Score: Raw -1407444.832429 + Penalty 912.363328 = -1406532.469101 nChanged 29 SP:Iteration 37Q (1252.970000 sec): 3 clusters Score: Raw -1407447.123016 + Penalty 912.363328 = -1406534.759688 nChanged 32 SP:Iteration 38Q (1253.000000 sec): 3 clusters Score: Raw -1407449.367008 + Penalty 912.363328 = -1406537.003680 nChanged 35 SP:Iteration 39Q (1253.020000 sec): 3 clusters Score: Raw -1407451.709910 + Penalty 912.363328 = -1406539.346582 nChanged 31 SP:Iteration 40F (1253.050000 sec): 3 clusters Score: Raw -1407453.547715 + Penalty 912.363328 = -1406541.184387 nChanged 37 SP:Iteration 41Q (1253.070000 sec): 3 clusters Score: Raw -1407455.704716 + Penalty 912.363328 = -1406543.341388 nChanged 36 SP:Iteration 42Q (1253.090000 sec): 3 clusters Score: Raw -1407458.454746 + Penalty 912.363328 = -1406546.091419 nChanged 46 SP:Iteration 43Q (1253.120000 sec): 3 clusters Score: Raw -1407462.304350 + Penalty 912.363328 = -1406549.941022 nChanged 47 SP:Iteration 44Q (1253.140000 sec): 3 clusters Score: Raw -1407466.426159 + Penalty 912.363328 = -1406554.062831 nChanged 54 SP:Iteration 45Q (1253.170000 sec): 3 clusters Score: Raw -1407471.050394 + Penalty 912.363328 = -1406558.687067 nChanged 50 SP:Iteration 46Q (1253.190000 sec): 3 clusters Score: Raw -1407475.323863 + Penalty 912.363328 = -1406562.960535 nChanged 61 SP:Iteration 47Q (1253.210000 sec): 3 clusters Score: Raw -1407480.451540 + Penalty 912.363328 = -1406568.088212 nChanged 51 SP:Iteration 48Q (1253.230000 sec): 3 clusters Score: Raw -1407485.095747 + Penalty 912.363328 = -1406572.732419 nChanged 52 SP:Iteration 49Q (1253.260000 sec): 3 clusters Score: Raw -1407489.157128 + Penalty 912.363328 = -1406576.793800 nChanged 47 SP:Iteration 50Q (1253.280000 sec): 3 clusters Score: Raw -1407493.005020 + Penalty 912.363328 = -1406580.641692 nChanged 43 SP:Iteration 51Q (1253.310000 sec): 3 clusters Score: Raw -1407495.890703 + Penalty 912.363328 = -1406583.527375 nChanged 39 SP:Iteration 52Q (1253.330000 sec): 3 clusters Score: Raw -1407498.858296 + Penalty 912.363328 = -1406586.494968 nChanged 40 SP:Iteration 53Q (1253.350000 sec): 3 clusters Score: Raw -1407502.431469 + Penalty 912.363328 = -1406590.068141 nChanged 49 SP:Iteration 54Q (1253.370000 sec): 3 clusters Score: Raw -1407507.286608 + Penalty 912.363328 = -1406594.923280 nChanged 37 SP:Iteration 55Q (1253.400000 sec): 3 clusters Score: Raw -1407511.124594 + Penalty 912.363328 = -1406598.761266 nChanged 33 SP:Iteration 56Q (1253.420000 sec): 3 clusters Score: Raw -1407514.565884 + Penalty 912.363328 = -1406602.202556 nChanged 38 SP:Iteration 57Q (1253.440000 sec): 3 clusters Score: Raw -1407517.903110 + Penalty 912.363328 = -1406605.539782 nChanged 33 SP:Iteration 58Q (1253.470000 sec): 3 clusters Score: Raw -1407520.485689 + Penalty 912.363328 = -1406608.122361 nChanged 33 SP:Iteration 59Q (1253.490000 sec): 3 clusters Score: Raw -1407523.460902 + Penalty 912.363328 = -1406611.097574 nChanged 28 SP:Iteration 60F (1253.510000 sec): 3 clusters Score: Raw -1407525.133237 + Penalty 912.363328 = -1406612.769909 nChanged 23 SP:Iteration 61Q (1253.540000 sec): 3 clusters Score: Raw -1407526.413747 + Penalty 912.363328 = -1406614.050419 nChanged 23 SP:Iteration 62Q (1253.560000 sec): 3 clusters Score: Raw -1407527.807651 + Penalty 912.363328 = -1406615.444323 nChanged 21 SP:Iteration 63Q (1253.580000 sec): 3 clusters Score: Raw -1407528.933035 + Penalty 912.363328 = -1406616.569707 nChanged 19 SP:Iteration 64Q (1253.610000 sec): 3 clusters Score: Raw -1407529.913781 + Penalty 912.363328 = -1406617.550453 nChanged 25 SP:Iteration 65Q (1253.630000 sec): 3 clusters Score: Raw -1407531.316992 + Penalty 912.363328 = -1406618.953664 nChanged 20 SP:Iteration 66Q (1253.650000 sec): 3 clusters Score: Raw -1407532.533407 + Penalty 912.363328 = -1406620.170079 nChanged 17 SP:Iteration 67Q (1253.670000 sec): 3 clusters Score: Raw -1407533.500836 + Penalty 912.363328 = -1406621.137508 nChanged 15 SP:Iteration 68Q (1253.700000 sec): 3 clusters Score: Raw -1407534.151993 + Penalty 912.363328 = -1406621.788665 nChanged 18 SP:Iteration 69Q (1253.720000 sec): 3 clusters Score: Raw -1407534.886914 + Penalty 912.363328 = -1406622.523586 nChanged 19 SP:Iteration 70Q (1253.740000 sec): 3 clusters Score: Raw -1407535.939530 + Penalty 912.363328 = -1406623.576203 nChanged 16 SP:Iteration 71Q (1253.770000 sec): 3 clusters Score: Raw -1407536.662064 + Penalty 912.363328 = -1406624.298736 nChanged 11 SP:Iteration 72Q (1253.790000 sec): 3 clusters Score: Raw -1407537.279012 + Penalty 912.363328 = -1406624.915685 nChanged 16 SP:Iteration 73Q (1253.810000 sec): 3 clusters Score: Raw -1407538.083642 + Penalty 912.363328 = -1406625.720314 nChanged 18 SP:Iteration 74Q (1253.830000 sec): 3 clusters Score: Raw -1407538.801494 + Penalty 912.363328 = -1406626.438166 nChanged 11 SP:Iteration 75Q (1253.850000 sec): 3 clusters Score: Raw -1407539.185480 + Penalty 912.363328 = -1406626.822152 nChanged 8 SP:Iteration 76Q (1253.880000 sec): 3 clusters Score: Raw -1407539.510667 + Penalty 912.363328 = -1406627.147339 nChanged 11 SP:Iteration 77Q (1253.900000 sec): 3 clusters Score: Raw -1407539.949279 + Penalty 912.363328 = -1406627.585951 nChanged 10 SP:Iteration 78Q (1253.930000 sec): 3 clusters Score: Raw -1407540.439553 + Penalty 912.363328 = -1406628.076225 nChanged 14 SP:Iteration 79Q (1253.950000 sec): 3 clusters Score: Raw -1407540.975907 + Penalty 912.363328 = -1406628.612579 nChanged 6 SP:Iteration 80F (1253.970000 sec): 3 clusters Score: Raw -1407541.158921 + Penalty 912.363328 = -1406628.795593 nChanged 4 SP:Iteration 81Q (1254.000000 sec): 3 clusters Score: Raw -1407541.214233 + Penalty 912.363328 = -1406628.850905 nChanged 2 SP:Iteration 82Q (1254.020000 sec): 3 clusters Score: Raw -1407541.245822 + Penalty 912.363328 = -1406628.882494 nChanged 2 SP:Iteration 83Q (1254.040000 sec): 3 clusters Score: Raw -1407541.279917 + Penalty 912.363328 = -1406628.916589 nChanged 0 SP:Iteration 84F (1254.070000 sec): 3 clusters Score: Raw -1407541.279917 + Penalty 912.363328 = -1406628.916589 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1254.080000 sec): 2 clusters Score: Raw -10677.071407 + Penalty 239.452404 = -10437.619003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1254.080000 sec): 3 clusters Score: Raw -10646.660392 + Penalty 478.904807 = -10167.755585 nChanged 51 SP:Iteration 1F (1254.080000 sec): 3 clusters Score: Raw -10708.326360 + Penalty 478.904807 = -10229.421553 nChanged 11 SP:Iteration 2F (1254.080000 sec): 3 clusters Score: Raw -10734.413318 + Penalty 478.904807 = -10255.508511 nChanged 10 SP:Iteration 3F (1254.080000 sec): 3 clusters Score: Raw -10762.171691 + Penalty 478.904807 = -10283.266884 nChanged 6 SP:Iteration 4Q (1254.080000 sec): 3 clusters Score: Raw -10769.469142 + Penalty 478.904807 = -10290.564335 nChanged 2 SP:Iteration 5Q (1254.080000 sec): 3 clusters Score: Raw -10770.441053 + Penalty 478.904807 = -10291.536245 nChanged 0 SP:Iteration 6F (1254.080000 sec): 3 clusters Score: Raw -10770.441053 + Penalty 478.904807 = -10291.536245 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1254.090000 sec): 2 clusters Score: Raw -191540.444511 + Penalty 365.590454 = -191174.854058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1254.090000 sec): 3 clusters Score: Raw -189769.786668 + Penalty 731.180907 = -189038.605761 nChanged 1363 SP:Iteration 1F (1254.090000 sec): 3 clusters Score: Raw -190585.166159 + Penalty 731.180907 = -189853.985252 nChanged 243 SP:Iteration 2F (1254.100000 sec): 3 clusters Score: Raw -190736.902458 + Penalty 731.180907 = -190005.721551 nChanged 219 SP:Iteration 3F (1254.100000 sec): 3 clusters Score: Raw -190881.939728 + Penalty 731.180907 = -190150.758821 nChanged 212 SP:Iteration 4F (1254.110000 sec): 3 clusters Score: Raw -191045.067372 + Penalty 731.180907 = -190313.886465 nChanged 172 SP:Iteration 5F (1254.110000 sec): 3 clusters Score: Raw -191189.673049 + Penalty 731.180907 = -190458.492142 nChanged 163 SP:Iteration 6F (1254.110000 sec): 3 clusters Score: Raw -191330.051215 + Penalty 731.180907 = -190598.870307 nChanged 91 SP:Iteration 7Q (1254.110000 sec): 3 clusters Score: Raw -191407.877228 + Penalty 731.180907 = -190676.696321 nChanged 59 SP:Iteration 8Q (1254.120000 sec): 3 clusters Score: Raw -191448.571333 + Penalty 731.180907 = -190717.390425 nChanged 36 SP:Iteration 9Q (1254.120000 sec): 3 clusters Score: Raw -191481.881481 + Penalty 731.180907 = -190750.700574 nChanged 36 SP:Iteration 10Q (1254.130000 sec): 3 clusters Score: Raw -191516.618015 + Penalty 731.180907 = -190785.437108 nChanged 25 SP:Iteration 11Q (1254.130000 sec): 3 clusters Score: Raw -191545.233640 + Penalty 731.180907 = -190814.052733 nChanged 22 SP:Iteration 12Q (1254.130000 sec): 3 clusters Score: Raw -191560.942518 + Penalty 731.180907 = -190829.761610 nChanged 14 SP:Iteration 13Q (1254.130000 sec): 3 clusters Score: Raw -191570.028786 + Penalty 731.180907 = -190838.847879 nChanged 10 SP:Iteration 14Q (1254.140000 sec): 3 clusters Score: Raw -191575.120565 + Penalty 731.180907 = -190843.939658 nChanged 8 SP:Iteration 15Q (1254.140000 sec): 3 clusters Score: Raw -191577.891683 + Penalty 731.180907 = -190846.710775 nChanged 3 SP:Iteration 16Q (1254.140000 sec): 3 clusters Score: Raw -191579.150262 + Penalty 731.180907 = -190847.969355 nChanged 2 SP:Iteration 17Q (1254.150000 sec): 3 clusters Score: Raw -191579.974761 + Penalty 731.180907 = -190848.793854 nChanged 2 SP:Iteration 18Q (1254.150000 sec): 3 clusters Score: Raw -191581.545788 + Penalty 731.180907 = -190850.364881 nChanged 2 SP:Iteration 19Q (1254.150000 sec): 3 clusters Score: Raw -191583.494641 + Penalty 731.180907 = -190852.313734 nChanged 2 SP:Iteration 20F (1254.150000 sec): 3 clusters Score: Raw -191584.271732 + Penalty 731.180907 = -190853.090825 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1254.170000 sec): 2 clusters Score: Raw -523299.380396 + Penalty 415.271678 = -522884.108718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1254.180000 sec): 3 clusters Score: Raw -517617.617103 + Penalty 830.543356 = -516787.073747 nChanged 4281 SP:Iteration 1F (1254.190000 sec): 3 clusters Score: Raw -520161.420866 + Penalty 830.543356 = -519330.877511 nChanged 577 SP:Iteration 2F (1254.200000 sec): 3 clusters Score: Raw -520457.097463 + Penalty 830.543356 = -519626.554107 nChanged 562 SP:Iteration 3F (1254.210000 sec): 3 clusters Score: Raw -520778.078809 + Penalty 830.543356 = -519947.535453 nChanged 561 SP:Iteration 4F (1254.220000 sec): 3 clusters Score: Raw -521130.336564 + Penalty 830.543356 = -520299.793209 nChanged 531 SP:Iteration 5F (1254.230000 sec): 3 clusters Score: Raw -521482.875026 + Penalty 830.543356 = -520652.331671 nChanged 528 SP:Iteration 6F (1254.240000 sec): 3 clusters Score: Raw -521848.732271 + Penalty 830.543356 = -521018.188916 nChanged 462 SP:Iteration 7F (1254.250000 sec): 3 clusters Score: Raw -522117.431614 + Penalty 830.543356 = -521286.888259 nChanged 337 SP:Iteration 8Q (1254.260000 sec): 3 clusters Score: Raw -522265.030270 + Penalty 830.543356 = -521434.486914 nChanged 204 SP:Iteration 9Q (1254.270000 sec): 3 clusters Score: Raw -522322.737064 + Penalty 830.543356 = -521492.193708 nChanged 156 SP:Iteration 10Q (1254.280000 sec): 3 clusters Score: Raw -522371.819859 + Penalty 830.543356 = -521541.276503 nChanged 136 SP:Iteration 11Q (1254.290000 sec): 3 clusters Score: Raw -522403.715193 + Penalty 830.543356 = -521573.171837 nChanged 106 SP:Iteration 12Q (1254.300000 sec): 3 clusters Score: Raw -522426.798424 + Penalty 830.543356 = -521596.255068 nChanged 93 SP:Iteration 13Q (1254.310000 sec): 3 clusters Score: Raw -522445.873861 + Penalty 830.543356 = -521615.330506 nChanged 85 SP:Iteration 14Q (1254.320000 sec): 3 clusters Score: Raw -522462.415908 + Penalty 830.543356 = -521631.872553 nChanged 70 SP:Iteration 15Q (1254.330000 sec): 3 clusters Score: Raw -522474.546914 + Penalty 830.543356 = -521644.003558 nChanged 66 SP:Iteration 16Q (1254.340000 sec): 3 clusters Score: Raw -522484.586168 + Penalty 830.543356 = -521654.042812 nChanged 62 SP:Iteration 17Q (1254.350000 sec): 3 clusters Score: Raw -522492.870982 + Penalty 830.543356 = -521662.327627 nChanged 59 SP:Iteration 18Q (1254.360000 sec): 3 clusters Score: Raw -522502.462680 + Penalty 830.543356 = -521671.919324 nChanged 53 SP:Iteration 19Q (1254.370000 sec): 3 clusters Score: Raw -522510.314120 + Penalty 830.543356 = -521679.770764 nChanged 41 SP:Iteration 20F (1254.380000 sec): 3 clusters Score: Raw -522515.230772 + Penalty 830.543356 = -521684.687416 nChanged 43 SP:Iteration 21Q (1254.390000 sec): 3 clusters Score: Raw -522521.016461 + Penalty 830.543356 = -521690.473105 nChanged 47 SP:Iteration 22Q (1254.400000 sec): 3 clusters Score: Raw -522528.061391 + Penalty 830.543356 = -521697.518036 nChanged 54 SP:Iteration 23Q (1254.410000 sec): 3 clusters Score: Raw -522536.962303 + Penalty 830.543356 = -521706.418947 nChanged 55 SP:Iteration 24Q (1254.420000 sec): 3 clusters Score: Raw -522543.258692 + Penalty 830.543356 = -521712.715337 nChanged 40 SP:Iteration 25Q (1254.430000 sec): 3 clusters Score: Raw -522548.622984 + Penalty 830.543356 = -521718.079629 nChanged 55 SP:Iteration 26Q (1254.440000 sec): 3 clusters Score: Raw -522558.114097 + Penalty 830.543356 = -521727.570742 nChanged 61 SP:Iteration 27Q (1254.450000 sec): 3 clusters Score: Raw -522568.797618 + Penalty 830.543356 = -521738.254262 nChanged 56 SP:Iteration 28Q (1254.460000 sec): 3 clusters Score: Raw -522577.285610 + Penalty 830.543356 = -521746.742255 nChanged 60 SP:Iteration 29Q (1254.470000 sec): 3 clusters Score: Raw -522587.411581 + Penalty 830.543356 = -521756.868226 nChanged 52 SP:Iteration 30Q (1254.480000 sec): 3 clusters Score: Raw -522596.381401 + Penalty 830.543356 = -521765.838045 nChanged 54 SP:Iteration 31Q (1254.490000 sec): 3 clusters Score: Raw -522607.366913 + Penalty 830.543356 = -521776.823558 nChanged 71 SP:Iteration 32Q (1254.500000 sec): 3 clusters Score: Raw -522621.560930 + Penalty 830.543356 = -521791.017574 nChanged 71 SP:Iteration 33Q (1254.510000 sec): 3 clusters Score: Raw -522634.133585 + Penalty 830.543356 = -521803.590230 nChanged 70 SP:Iteration 34Q (1254.520000 sec): 3 clusters Score: Raw -522647.598183 + Penalty 830.543356 = -521817.054827 nChanged 90 SP:Iteration 35Q (1254.530000 sec): 3 clusters Score: Raw -522669.219440 + Penalty 830.543356 = -521838.676084 nChanged 88 SP:Iteration 36Q (1254.540000 sec): 3 clusters Score: Raw -522693.948351 + Penalty 830.543356 = -521863.404995 nChanged 99 SP:Iteration 37Q (1254.550000 sec): 3 clusters Score: Raw -522727.992050 + Penalty 830.543356 = -521897.448695 nChanged 115 SP:Iteration 38Q (1254.560000 sec): 3 clusters Score: Raw -522765.972838 + Penalty 830.543356 = -521935.429483 nChanged 117 SP:Iteration 39Q (1254.570000 sec): 3 clusters Score: Raw -522805.071727 + Penalty 830.543356 = -521974.528372 nChanged 110 SP:Iteration 40F (1254.580000 sec): 3 clusters Score: Raw -522844.930187 + Penalty 830.543356 = -522014.386831 nChanged 104 SP:Iteration 41Q (1254.590000 sec): 3 clusters Score: Raw -522882.599255 + Penalty 830.543356 = -522052.055899 nChanged 93 SP:Iteration 42Q (1254.600000 sec): 3 clusters Score: Raw -522916.538869 + Penalty 830.543356 = -522085.995514 nChanged 86 SP:Iteration 43Q (1254.610000 sec): 3 clusters Score: Raw -522954.206713 + Penalty 830.543356 = -522123.663358 nChanged 91 SP:Iteration 44Q (1254.620000 sec): 3 clusters Score: Raw -522991.673563 + Penalty 830.543356 = -522161.130207 nChanged 94 SP:Iteration 45Q (1254.630000 sec): 3 clusters Score: Raw -523028.995297 + Penalty 830.543356 = -522198.451942 nChanged 90 SP:Iteration 46Q (1254.640000 sec): 3 clusters Score: Raw -523062.498784 + Penalty 830.543356 = -522231.955428 nChanged 82 SP:Iteration 47Q (1254.650000 sec): 3 clusters Score: Raw -523088.583609 + Penalty 830.543356 = -522258.040253 nChanged 73 SP:Iteration 48Q (1254.650000 sec): 3 clusters Score: Raw -523108.435388 + Penalty 830.543356 = -522277.892033 nChanged 74 SP:Iteration 49Q (1254.670000 sec): 3 clusters Score: Raw -523126.975921 + Penalty 830.543356 = -522296.432565 nChanged 66 SP:Iteration 50Q (1254.670000 sec): 3 clusters Score: Raw -523144.014274 + Penalty 830.543356 = -522313.470918 nChanged 72 SP:Iteration 51Q (1254.680000 sec): 3 clusters Score: Raw -523167.416974 + Penalty 830.543356 = -522336.873618 nChanged 65 SP:Iteration 52Q (1254.690000 sec): 3 clusters Score: Raw -523186.690352 + Penalty 830.543356 = -522356.146996 nChanged 63 SP:Iteration 53Q (1254.700000 sec): 3 clusters Score: Raw -523203.206741 + Penalty 830.543356 = -522372.663386 nChanged 52 SP:Iteration 54Q (1254.710000 sec): 3 clusters Score: Raw -523220.133983 + Penalty 830.543356 = -522389.590627 nChanged 51 SP:Iteration 55Q (1254.720000 sec): 3 clusters Score: Raw -523238.091137 + Penalty 830.543356 = -522407.547782 nChanged 66 SP:Iteration 56Q (1254.730000 sec): 3 clusters Score: Raw -523261.897722 + Penalty 830.543356 = -522431.354367 nChanged 61 SP:Iteration 57Q (1254.730000 sec): 3 clusters Score: Raw -523292.177029 + Penalty 830.543356 = -522461.633674 nChanged 59 SP:Iteration 58Q (1254.750000 sec): 3 clusters Score: Raw -523318.306685 + Penalty 830.543356 = -522487.763329 nChanged 43 SP:Iteration 59Q (1254.750000 sec): 3 clusters Score: Raw -523332.238188 + Penalty 830.543356 = -522501.694833 nChanged 34 SP:Iteration 60F (1254.760000 sec): 3 clusters Score: Raw -523340.653834 + Penalty 830.543356 = -522510.110478 nChanged 34 SP:Iteration 61Q (1254.770000 sec): 3 clusters Score: Raw -523350.715438 + Penalty 830.543356 = -522520.172082 nChanged 27 SP:Iteration 62Q (1254.780000 sec): 3 clusters Score: Raw -523357.612566 + Penalty 830.543356 = -522527.069210 nChanged 30 SP:Iteration 63Q (1254.790000 sec): 3 clusters Score: Raw -523367.355803 + Penalty 830.543356 = -522536.812447 nChanged 29 SP:Iteration 64Q (1254.800000 sec): 3 clusters Score: Raw -523375.305460 + Penalty 830.543356 = -522544.762105 nChanged 24 SP:Iteration 65Q (1254.810000 sec): 3 clusters Score: Raw -523381.276574 + Penalty 830.543356 = -522550.733218 nChanged 23 SP:Iteration 66Q (1254.810000 sec): 3 clusters Score: Raw -523387.548073 + Penalty 830.543356 = -522557.004718 nChanged 18 SP:Iteration 67Q (1254.820000 sec): 3 clusters Score: Raw -523391.816509 + Penalty 830.543356 = -522561.273154 nChanged 16 SP:Iteration 68Q (1254.830000 sec): 3 clusters Score: Raw -523395.424811 + Penalty 830.543356 = -522564.881456 nChanged 9 SP:Iteration 69Q (1254.840000 sec): 3 clusters Score: Raw -523397.622192 + Penalty 830.543356 = -522567.078836 nChanged 5 SP:Iteration 70Q (1254.850000 sec): 3 clusters Score: Raw -523398.387245 + Penalty 830.543356 = -522567.843890 nChanged 7 SP:Iteration 71Q (1254.860000 sec): 3 clusters Score: Raw -523399.437726 + Penalty 830.543356 = -522568.894370 nChanged 7 SP:Iteration 72Q (1254.870000 sec): 3 clusters Score: Raw -523400.640501 + Penalty 830.543356 = -522570.097146 nChanged 4 SP:Iteration 73Q (1254.870000 sec): 3 clusters Score: Raw -523401.362648 + Penalty 830.543356 = -522570.819292 nChanged 3 SP:Iteration 74Q (1254.880000 sec): 3 clusters Score: Raw -523402.076267 + Penalty 830.543356 = -522571.532911 nChanged 6 SP:Iteration 75Q (1254.890000 sec): 3 clusters Score: Raw -523403.488773 + Penalty 830.543356 = -522572.945418 nChanged 7 SP:Iteration 76Q (1254.900000 sec): 3 clusters Score: Raw -523406.392024 + Penalty 830.543356 = -522575.848669 nChanged 6 SP:Iteration 77Q (1254.910000 sec): 3 clusters Score: Raw -523407.588154 + Penalty 830.543356 = -522577.044798 nChanged 2 SP:Iteration 78Q (1254.910000 sec): 3 clusters Score: Raw -523408.726085 + Penalty 830.543356 = -522578.182729 nChanged 3 SP:Iteration 79Q (1254.920000 sec): 3 clusters Score: Raw -523409.922866 + Penalty 830.543356 = -522579.379510 nChanged 7 SP:Iteration 80F (1254.930000 sec): 3 clusters Score: Raw -523411.195313 + Penalty 830.543356 = -522580.651957 nChanged 6 SP:Iteration 81Q (1254.940000 sec): 3 clusters Score: Raw -523411.801576 + Penalty 830.543356 = -522581.258221 nChanged 2 SP:Iteration 82Q (1254.950000 sec): 3 clusters Score: Raw -523412.038316 + Penalty 830.543356 = -522581.494960 nChanged 5 SP:Iteration 83Q (1254.960000 sec): 3 clusters Score: Raw -523413.102631 + Penalty 830.543356 = -522582.559276 nChanged 2 SP:Iteration 84Q (1254.970000 sec): 3 clusters Score: Raw -523413.500768 + Penalty 830.543356 = -522582.957413 nChanged 3 SP:Iteration 85Q (1254.970000 sec): 3 clusters Score: Raw -523414.244921 + Penalty 830.543356 = -522583.701566 nChanged 4 SP:Iteration 86Q (1254.980000 sec): 3 clusters Score: Raw -523415.256154 + Penalty 830.543356 = -522584.712799 nChanged 1 SP:Iteration 87Q (1254.990000 sec): 3 clusters Score: Raw -523415.509773 + Penalty 830.543356 = -522584.966417 nChanged 3 SP:Iteration 88Q (1255.000000 sec): 3 clusters Score: Raw -523416.064029 + Penalty 830.543356 = -522585.520674 nChanged 2 SP:Iteration 89Q (1255.010000 sec): 3 clusters Score: Raw -523416.448610 + Penalty 830.543356 = -522585.905255 nChanged 0 SP:Iteration 90F (1255.010000 sec): 3 clusters Score: Raw -523416.448610 + Penalty 830.543356 = -522585.905255 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.020000 sec): 2 clusters Score: Raw -157245.864264 + Penalty 363.586654 = -156882.277610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.030000 sec): 3 clusters Score: Raw -155595.004140 + Penalty 727.173307 = -154867.830833 nChanged 1281 SP:Iteration 1F (1255.030000 sec): 3 clusters Score: Raw -156333.518955 + Penalty 727.173307 = -155606.345648 nChanged 206 SP:Iteration 2F (1255.030000 sec): 3 clusters Score: Raw -156467.939730 + Penalty 727.173307 = -155740.766422 nChanged 179 SP:Iteration 3F (1255.030000 sec): 3 clusters Score: Raw -156578.402084 + Penalty 727.173307 = -155851.228777 nChanged 154 SP:Iteration 4F (1255.040000 sec): 3 clusters Score: Raw -156679.753959 + Penalty 727.173307 = -155952.580652 nChanged 140 SP:Iteration 5Q (1255.040000 sec): 3 clusters Score: Raw -156767.315936 + Penalty 727.173307 = -156040.142629 nChanged 128 SP:Iteration 6Q (1255.050000 sec): 3 clusters Score: Raw -156842.763338 + Penalty 727.173307 = -156115.590031 nChanged 127 SP:Iteration 7Q (1255.050000 sec): 3 clusters Score: Raw -156938.986869 + Penalty 727.173307 = -156211.813562 nChanged 117 SP:Iteration 8Q (1255.050000 sec): 3 clusters Score: Raw -157004.575059 + Penalty 727.173307 = -156277.401752 nChanged 82 SP:Iteration 9Q (1255.050000 sec): 3 clusters Score: Raw -157043.825678 + Penalty 727.173307 = -156316.652371 nChanged 71 SP:Iteration 10Q (1255.060000 sec): 3 clusters Score: Raw -157078.624373 + Penalty 727.173307 = -156351.451066 nChanged 71 SP:Iteration 11Q (1255.060000 sec): 3 clusters Score: Raw -157112.257121 + Penalty 727.173307 = -156385.083813 nChanged 63 SP:Iteration 12Q (1255.070000 sec): 3 clusters Score: Raw -157145.302219 + Penalty 727.173307 = -156418.128912 nChanged 60 SP:Iteration 13Q (1255.070000 sec): 3 clusters Score: Raw -157171.625946 + Penalty 727.173307 = -156444.452639 nChanged 50 SP:Iteration 14Q (1255.070000 sec): 3 clusters Score: Raw -157199.031003 + Penalty 727.173307 = -156471.857696 nChanged 50 SP:Iteration 15Q (1255.070000 sec): 3 clusters Score: Raw -157221.014661 + Penalty 727.173307 = -156493.841353 nChanged 44 SP:Iteration 16Q (1255.080000 sec): 3 clusters Score: Raw -157241.260790 + Penalty 727.173307 = -156514.087483 nChanged 41 SP:Iteration 17Q (1255.080000 sec): 3 clusters Score: Raw -157256.452765 + Penalty 727.173307 = -156529.279457 nChanged 30 SP:Iteration 18Q (1255.080000 sec): 3 clusters Score: Raw -157266.969369 + Penalty 727.173307 = -156539.796062 nChanged 30 SP:Iteration 19Q (1255.090000 sec): 3 clusters Score: Raw -157277.596757 + Penalty 727.173307 = -156550.423450 nChanged 22 SP:Iteration 20F (1255.090000 sec): 3 clusters Score: Raw -157284.332634 + Penalty 727.173307 = -156557.159327 nChanged 18 SP:Iteration 21Q (1255.090000 sec): 3 clusters Score: Raw -157290.297367 + Penalty 727.173307 = -156563.124060 nChanged 16 SP:Iteration 22Q (1255.090000 sec): 3 clusters Score: Raw -157299.139920 + Penalty 727.173307 = -156571.966613 nChanged 21 SP:Iteration 23Q (1255.100000 sec): 3 clusters Score: Raw -157305.431138 + Penalty 727.173307 = -156578.257831 nChanged 16 SP:Iteration 24Q (1255.100000 sec): 3 clusters Score: Raw -157309.634607 + Penalty 727.173307 = -156582.461299 nChanged 14 SP:Iteration 25Q (1255.100000 sec): 3 clusters Score: Raw -157314.444008 + Penalty 727.173307 = -156587.270701 nChanged 18 SP:Iteration 26Q (1255.110000 sec): 3 clusters Score: Raw -157321.453317 + Penalty 727.173307 = -156594.280010 nChanged 17 SP:Iteration 27Q (1255.110000 sec): 3 clusters Score: Raw -157326.880638 + Penalty 727.173307 = -156599.707331 nChanged 14 SP:Iteration 28Q (1255.110000 sec): 3 clusters Score: Raw -157330.258608 + Penalty 727.173307 = -156603.085301 nChanged 16 SP:Iteration 29Q (1255.110000 sec): 3 clusters Score: Raw -157334.240567 + Penalty 727.173307 = -156607.067260 nChanged 12 SP:Iteration 30Q (1255.120000 sec): 3 clusters Score: Raw -157338.895683 + Penalty 727.173307 = -156611.722376 nChanged 13 SP:Iteration 31Q (1255.120000 sec): 3 clusters Score: Raw -157344.184217 + Penalty 727.173307 = -156617.010910 nChanged 13 SP:Iteration 32Q (1255.120000 sec): 3 clusters Score: Raw -157350.052259 + Penalty 727.173307 = -156622.878951 nChanged 14 SP:Iteration 33Q (1255.130000 sec): 3 clusters Score: Raw -157355.046329 + Penalty 727.173307 = -156627.873022 nChanged 12 SP:Iteration 34Q (1255.130000 sec): 3 clusters Score: Raw -157359.047706 + Penalty 727.173307 = -156631.874398 nChanged 13 SP:Iteration 35Q (1255.130000 sec): 3 clusters Score: Raw -157365.624332 + Penalty 727.173307 = -156638.451025 nChanged 13 SP:Iteration 36Q (1255.130000 sec): 3 clusters Score: Raw -157375.592793 + Penalty 727.173307 = -156648.419486 nChanged 17 SP:Iteration 37Q (1255.140000 sec): 3 clusters Score: Raw -157386.970387 + Penalty 727.173307 = -156659.797079 nChanged 12 SP:Iteration 38Q (1255.140000 sec): 3 clusters Score: Raw -157399.973507 + Penalty 727.173307 = -156672.800200 nChanged 15 SP:Iteration 39Q (1255.140000 sec): 3 clusters Score: Raw -157426.364315 + Penalty 727.173307 = -156699.191008 nChanged 26 SP:Iteration 40F (1255.150000 sec): 3 clusters Score: Raw -157452.461702 + Penalty 727.173307 = -156725.288395 nChanged 18 SP:Iteration 41Q (1255.150000 sec): 3 clusters Score: Raw -157462.844923 + Penalty 727.173307 = -156735.671616 nChanged 11 SP:Iteration 42Q (1255.150000 sec): 3 clusters Score: Raw -157468.105972 + Penalty 727.173307 = -156740.932665 nChanged 10 SP:Iteration 43Q (1255.150000 sec): 3 clusters Score: Raw -157472.034460 + Penalty 727.173307 = -156744.861153 nChanged 9 SP:Iteration 44Q (1255.160000 sec): 3 clusters Score: Raw -157475.752170 + Penalty 727.173307 = -156748.578862 nChanged 6 SP:Iteration 45Q (1255.160000 sec): 3 clusters Score: Raw -157477.045260 + Penalty 727.173307 = -156749.871952 nChanged 5 SP:Iteration 46Q (1255.160000 sec): 3 clusters Score: Raw -157478.342005 + Penalty 727.173307 = -156751.168698 nChanged 2 SP:Iteration 47Q (1255.170000 sec): 3 clusters Score: Raw -157478.657781 + Penalty 727.173307 = -156751.484474 nChanged 2 SP:Iteration 48Q (1255.170000 sec): 3 clusters Score: Raw -157479.027725 + Penalty 727.173307 = -156751.854418 nChanged 0 SP:Iteration 49F (1255.170000 sec): 3 clusters Score: Raw -157479.027725 + Penalty 727.173307 = -156751.854418 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.170000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.170000 sec): 3 clusters Score: Raw -3025.384776 + Penalty 372.585355 = -2652.799421 nChanged 7 SP:Iteration 1F (1255.170000 sec): 3 clusters Score: Raw -3052.262824 + Penalty 372.585355 = -2679.677469 nChanged 3 SP:Iteration 2Q (1255.170000 sec): 3 clusters Score: Raw -3067.129495 + Penalty 372.585355 = -2694.544140 nChanged 1 SP:Iteration 3Q (1255.170000 sec): 3 clusters Score: Raw -3068.929800 + Penalty 372.585355 = -2696.344445 nChanged 0 SP:Iteration 4F (1255.170000 sec): 3 clusters Score: Raw -3068.929800 + Penalty 372.585355 = -2696.344445 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.180000 sec): 2 clusters Score: Raw -104262.052792 + Penalty 343.555087 = -103918.497706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.180000 sec): 3 clusters Score: Raw -103195.571861 + Penalty 687.110173 = -102508.461688 nChanged 826 SP:Iteration 1F (1255.180000 sec): 3 clusters Score: Raw -103637.602552 + Penalty 687.110173 = -102950.492379 nChanged 122 SP:Iteration 2F (1255.180000 sec): 3 clusters Score: Raw -103713.107631 + Penalty 687.110173 = -103025.997458 nChanged 118 SP:Iteration 3F (1255.190000 sec): 3 clusters Score: Raw -103793.939123 + Penalty 687.110173 = -103106.828950 nChanged 122 SP:Iteration 4F (1255.190000 sec): 3 clusters Score: Raw -103884.847687 + Penalty 687.110173 = -103197.737514 nChanged 101 SP:Iteration 5F (1255.190000 sec): 3 clusters Score: Raw -103947.843929 + Penalty 687.110173 = -103260.733756 nChanged 78 SP:Iteration 6Q (1255.190000 sec): 3 clusters Score: Raw -103991.372185 + Penalty 687.110173 = -103304.262012 nChanged 71 SP:Iteration 7Q (1255.190000 sec): 3 clusters Score: Raw -104032.182919 + Penalty 687.110173 = -103345.072746 nChanged 70 SP:Iteration 8Q (1255.200000 sec): 3 clusters Score: Raw -104075.715017 + Penalty 687.110173 = -103388.604844 nChanged 71 SP:Iteration 9Q (1255.200000 sec): 3 clusters Score: Raw -104118.225235 + Penalty 687.110173 = -103431.115062 nChanged 48 SP:Iteration 10Q (1255.200000 sec): 3 clusters Score: Raw -104143.267837 + Penalty 687.110173 = -103456.157664 nChanged 39 SP:Iteration 11Q (1255.200000 sec): 3 clusters Score: Raw -104163.175239 + Penalty 687.110173 = -103476.065066 nChanged 34 SP:Iteration 12Q (1255.210000 sec): 3 clusters Score: Raw -104179.822954 + Penalty 687.110173 = -103492.712781 nChanged 31 SP:Iteration 13Q (1255.210000 sec): 3 clusters Score: Raw -104196.095724 + Penalty 687.110173 = -103508.985551 nChanged 19 SP:Iteration 14Q (1255.210000 sec): 3 clusters Score: Raw -104201.808485 + Penalty 687.110173 = -103514.698312 nChanged 18 SP:Iteration 15Q (1255.210000 sec): 3 clusters Score: Raw -104209.453087 + Penalty 687.110173 = -103522.342914 nChanged 14 SP:Iteration 16Q (1255.210000 sec): 3 clusters Score: Raw -104215.930004 + Penalty 687.110173 = -103528.819831 nChanged 18 SP:Iteration 17Q (1255.210000 sec): 3 clusters Score: Raw -104222.989617 + Penalty 687.110173 = -103535.879444 nChanged 15 SP:Iteration 18Q (1255.220000 sec): 3 clusters Score: Raw -104229.809090 + Penalty 687.110173 = -103542.698917 nChanged 16 SP:Iteration 19Q (1255.220000 sec): 3 clusters Score: Raw -104238.595735 + Penalty 687.110173 = -103551.485562 nChanged 16 SP:Iteration 20F (1255.220000 sec): 3 clusters Score: Raw -104245.899591 + Penalty 687.110173 = -103558.789418 nChanged 17 SP:Iteration 21Q (1255.220000 sec): 3 clusters Score: Raw -104250.447953 + Penalty 687.110173 = -103563.337779 nChanged 10 SP:Iteration 22Q (1255.230000 sec): 3 clusters Score: Raw -104253.700685 + Penalty 687.110173 = -103566.590512 nChanged 6 SP:Iteration 23Q (1255.230000 sec): 3 clusters Score: Raw -104255.310876 + Penalty 687.110173 = -103568.200703 nChanged 5 SP:Iteration 24Q (1255.230000 sec): 3 clusters Score: Raw -104255.740176 + Penalty 687.110173 = -103568.630003 nChanged 1 SP:Iteration 25Q (1255.230000 sec): 3 clusters Score: Raw -104255.864134 + Penalty 687.110173 = -103568.753961 nChanged 2 SP:Iteration 26Q (1255.230000 sec): 3 clusters Score: Raw -104256.561398 + Penalty 687.110173 = -103569.451224 nChanged 3 SP:Iteration 27Q (1255.230000 sec): 3 clusters Score: Raw -104257.088097 + Penalty 687.110173 = -103569.977924 nChanged 3 SP:Iteration 28Q (1255.240000 sec): 3 clusters Score: Raw -104258.026182 + Penalty 687.110173 = -103570.916009 nChanged 4 SP:Iteration 29Q (1255.240000 sec): 3 clusters Score: Raw -104258.792296 + Penalty 687.110173 = -103571.682123 nChanged 8 SP:Iteration 30Q (1255.240000 sec): 3 clusters Score: Raw -104261.712994 + Penalty 687.110173 = -103574.602820 nChanged 9 SP:Iteration 31Q (1255.250000 sec): 3 clusters Score: Raw -104266.481200 + Penalty 687.110173 = -103579.371026 nChanged 8 SP:Iteration 32Q (1255.250000 sec): 3 clusters Score: Raw -104273.644030 + Penalty 687.110173 = -103586.533857 nChanged 10 SP:Iteration 33Q (1255.250000 sec): 3 clusters Score: Raw -104281.861564 + Penalty 687.110173 = -103594.751391 nChanged 10 SP:Iteration 34Q (1255.250000 sec): 3 clusters Score: Raw -104286.364116 + Penalty 687.110173 = -103599.253943 nChanged 9 SP:Iteration 35Q (1255.250000 sec): 3 clusters Score: Raw -104289.947506 + Penalty 687.110173 = -103602.837333 nChanged 5 SP:Iteration 36Q (1255.250000 sec): 3 clusters Score: Raw -104291.372162 + Penalty 687.110173 = -103604.261989 nChanged 2 SP:Iteration 37Q (1255.260000 sec): 3 clusters Score: Raw -104291.488034 + Penalty 687.110173 = -103604.377860 nChanged 2 SP:Iteration 38Q (1255.260000 sec): 3 clusters Score: Raw -104291.879053 + Penalty 687.110173 = -103604.768880 nChanged 0 SP:Iteration 39F (1255.260000 sec): 3 clusters Score: Raw -104291.879053 + Penalty 687.110173 = -103604.768880 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.260000 sec): 2 clusters Score: Raw -3898.573294 + Penalty 213.456329 = -3685.116965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.260000 sec): 3 clusters Score: Raw -3898.518949 + Penalty 426.912657 = -3471.606292 nChanged 30 SP:Iteration 1F (1255.260000 sec): 3 clusters Score: Raw -3964.812112 + Penalty 426.912657 = -3537.899455 nChanged 11 SP:Iteration 2F (1255.260000 sec): 3 clusters Score: Raw -4068.368242 + Penalty 426.912657 = -3641.455584 nChanged 9 SP:Iteration 3F (1255.260000 sec): 3 clusters Score: Raw -4169.198104 + Penalty 426.912657 = -3742.285447 nChanged 6 SP:Iteration 4F (1255.260000 sec): 3 clusters Score: Raw -4189.687091 + Penalty 426.912657 = -3762.774434 nChanged 2 SP:Iteration 5Q (1255.260000 sec): 3 clusters Score: Raw -4198.541443 + Penalty 426.912657 = -3771.628785 nChanged 2 SP:Iteration 6Q (1255.260000 sec): 3 clusters Score: Raw -4206.160444 + Penalty 426.912657 = -3779.247787 nChanged 0 SP:Iteration 7F (1255.260000 sec): 3 clusters Score: Raw -4206.160444 + Penalty 426.912657 = -3779.247787 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.270000 sec): 2 clusters Score: Raw -10530.039768 + Penalty 235.257022 = -10294.782746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.270000 sec): 3 clusters Score: Raw -10492.478103 + Penalty 470.514044 = -10021.964060 nChanged 39 SP:Iteration 1F (1255.270000 sec): 3 clusters Score: Raw -10545.110411 + Penalty 470.514044 = -10074.596368 nChanged 6 SP:Iteration 2Q (1255.270000 sec): 3 clusters Score: Raw -10554.344759 + Penalty 470.514044 = -10083.830715 nChanged 2 SP:Iteration 3Q (1255.270000 sec): 3 clusters Score: Raw -10556.287796 + Penalty 470.514044 = -10085.773753 nChanged 1 SP:Iteration 4Q (1255.270000 sec): 3 clusters Score: Raw -10556.863089 + Penalty 470.514044 = -10086.349046 nChanged 0 SP:Iteration 5F (1255.270000 sec): 3 clusters Score: Raw -10556.863089 + Penalty 470.514044 = -10086.349046 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.270000 sec): 2 clusters Score: Raw -9093.953019 + Penalty 232.868718 = -8861.084301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.270000 sec): 3 clusters Score: Raw -9055.967478 + Penalty 465.737437 = -8590.230041 nChanged 41 SP:Iteration 1F (1255.270000 sec): 3 clusters Score: Raw -9113.175256 + Penalty 465.737437 = -8647.437820 nChanged 11 SP:Iteration 2F (1255.270000 sec): 3 clusters Score: Raw -9139.709708 + Penalty 465.737437 = -8673.972271 nChanged 14 SP:Iteration 3F (1255.270000 sec): 3 clusters Score: Raw -9177.682460 + Penalty 465.737437 = -8711.945023 nChanged 7 SP:Iteration 4Q (1255.270000 sec): 3 clusters Score: Raw -9199.903284 + Penalty 465.737437 = -8734.165847 nChanged 5 SP:Iteration 5Q (1255.270000 sec): 3 clusters Score: Raw -9216.688592 + Penalty 465.737437 = -8750.951155 nChanged 3 SP:Iteration 6Q (1255.270000 sec): 3 clusters Score: Raw -9225.431275 + Penalty 465.737437 = -8759.693838 nChanged 3 SP:Iteration 7Q (1255.270000 sec): 3 clusters Score: Raw -9237.187746 + Penalty 465.737437 = -8771.450309 nChanged 2 SP:Iteration 8Q (1255.270000 sec): 3 clusters Score: Raw -9246.963848 + Penalty 465.737437 = -8781.226411 nChanged 3 SP:Iteration 9Q (1255.270000 sec): 3 clusters Score: Raw -9271.553787 + Penalty 465.737437 = -8805.816350 nChanged 0 SP:Iteration 10F (1255.270000 sec): 3 clusters Score: Raw -9271.553787 + Penalty 465.737437 = -8805.816350 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.270000 sec): 2 clusters Score: Raw -86805.003039 + Penalty 334.652587 = -86470.350452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.270000 sec): 3 clusters Score: Raw -85934.854804 + Penalty 669.305175 = -85265.549629 nChanged 644 SP:Iteration 1F (1255.280000 sec): 3 clusters Score: Raw -86328.834100 + Penalty 669.305175 = -85659.528925 nChanged 137 SP:Iteration 2F (1255.280000 sec): 3 clusters Score: Raw -86443.048252 + Penalty 669.305175 = -85773.743077 nChanged 112 SP:Iteration 3F (1255.280000 sec): 3 clusters Score: Raw -86536.182260 + Penalty 669.305175 = -85866.877085 nChanged 96 SP:Iteration 4F (1255.280000 sec): 3 clusters Score: Raw -86619.313557 + Penalty 669.305175 = -85950.008382 nChanged 85 SP:Iteration 5F (1255.280000 sec): 3 clusters Score: Raw -86679.926026 + Penalty 669.305175 = -86010.620851 nChanged 59 SP:Iteration 6Q (1255.290000 sec): 3 clusters Score: Raw -86718.720562 + Penalty 669.305175 = -86049.415387 nChanged 51 SP:Iteration 7Q (1255.290000 sec): 3 clusters Score: Raw -86755.750099 + Penalty 669.305175 = -86086.444924 nChanged 48 SP:Iteration 8Q (1255.290000 sec): 3 clusters Score: Raw -86792.612869 + Penalty 669.305175 = -86123.307695 nChanged 41 SP:Iteration 9Q (1255.290000 sec): 3 clusters Score: Raw -86817.257268 + Penalty 669.305175 = -86147.952093 nChanged 25 SP:Iteration 10Q (1255.290000 sec): 3 clusters Score: Raw -86835.833409 + Penalty 669.305175 = -86166.528234 nChanged 14 SP:Iteration 11Q (1255.290000 sec): 3 clusters Score: Raw -86842.496036 + Penalty 669.305175 = -86173.190862 nChanged 11 SP:Iteration 12Q (1255.290000 sec): 3 clusters Score: Raw -86848.467389 + Penalty 669.305175 = -86179.162214 nChanged 12 SP:Iteration 13Q (1255.300000 sec): 3 clusters Score: Raw -86856.086001 + Penalty 669.305175 = -86186.780826 nChanged 9 SP:Iteration 14Q (1255.300000 sec): 3 clusters Score: Raw -86861.590974 + Penalty 669.305175 = -86192.285799 nChanged 13 SP:Iteration 15Q (1255.300000 sec): 3 clusters Score: Raw -86871.003592 + Penalty 669.305175 = -86201.698417 nChanged 10 SP:Iteration 16Q (1255.300000 sec): 3 clusters Score: Raw -86878.074160 + Penalty 669.305175 = -86208.768985 nChanged 4 SP:Iteration 17Q (1255.300000 sec): 3 clusters Score: Raw -86879.869127 + Penalty 669.305175 = -86210.563952 nChanged 2 SP:Iteration 18Q (1255.310000 sec): 3 clusters Score: Raw -86880.967990 + Penalty 669.305175 = -86211.662815 nChanged 2 SP:Iteration 19Q (1255.310000 sec): 3 clusters Score: Raw -86881.420767 + Penalty 669.305175 = -86212.115593 nChanged 3 SP:Iteration 20F (1255.310000 sec): 3 clusters Score: Raw -86883.640342 + Penalty 669.305175 = -86214.335167 nChanged 1 SP:Iteration 21Q (1255.310000 sec): 3 clusters Score: Raw -86884.258628 + Penalty 669.305175 = -86214.953453 nChanged 1 SP:Iteration 22Q (1255.310000 sec): 3 clusters Score: Raw -86884.759541 + Penalty 669.305175 = -86215.454366 nChanged 2 SP:Iteration 23Q (1255.310000 sec): 3 clusters Score: Raw -86885.351584 + Penalty 669.305175 = -86216.046409 nChanged 0 SP:Iteration 24F (1255.310000 sec): 3 clusters Score: Raw -86885.351584 + Penalty 669.305175 = -86216.046409 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.520000 sec): 2 clusters Score: Raw -6498813.354273 + Penalty 528.685989 = -6498284.668285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.670000 sec): 3 clusters Score: Raw -6424178.770967 + Penalty 1057.371977 = -6423121.398990 nChanged 54511 SP:Iteration 1F (1255.830000 sec): 3 clusters Score: Raw -6456777.285137 + Penalty 1057.371977 = -6455719.913160 nChanged 5019 SP:Iteration 2Q (1255.990000 sec): 3 clusters Score: Raw -6458866.884724 + Penalty 1057.371977 = -6457809.512747 nChanged 7094 SP:Iteration 3F (1256.140000 sec): 3 clusters Score: Raw -6463083.474450 + Penalty 1057.371977 = -6462026.102473 nChanged 9420 SP:Iteration 4F (1256.290000 sec): 3 clusters Score: Raw -6470524.513879 + Penalty 1057.371977 = -6469467.141902 nChanged 10500 SP:Iteration 5F (1256.440000 sec): 3 clusters Score: Raw -6480443.610915 + Penalty 1057.371977 = -6479386.238938 nChanged 8820 SP:Iteration 6F (1256.590000 sec): 3 clusters Score: Raw -6489395.716873 + Penalty 1057.371977 = -6488338.344896 nChanged 5547 SP:Iteration 7Q (1256.750000 sec): 3 clusters Score: Raw -6494983.235361 + Penalty 1057.371977 = -6493925.863384 nChanged 2684 SP:Iteration 8Q (1256.890000 sec): 3 clusters Score: Raw -6497562.266047 + Penalty 1057.371977 = -6496504.894069 nChanged 974 SP:Iteration 9Q (1257.010000 sec): 3 clusters Score: Raw -6498448.207356 + Penalty 1057.371977 = -6497390.835378 nChanged 331 SP:Iteration 10Q (1257.130000 sec): 3 clusters Score: Raw -6498805.928464 + Penalty 1057.371977 = -6497748.556487 nChanged 80 SP:Iteration 11Q (1257.250000 sec): 3 clusters Score: Raw -6498920.006295 + Penalty 1057.371977 = -6497862.634317 nChanged 44 SP:Iteration 12Q (1257.370000 sec): 3 clusters Score: Raw -6498957.003070 + Penalty 1057.371977 = -6497899.631093 nChanged 28 SP:Iteration 13Q (1257.480000 sec): 3 clusters Score: Raw -6498983.676107 + Penalty 1057.371977 = -6497926.304130 nChanged 21 SP:Iteration 14Q (1257.600000 sec): 3 clusters Score: Raw -6498999.531734 + Penalty 1057.371977 = -6497942.159757 nChanged 28 SP:Iteration 15Q (1257.720000 sec): 3 clusters Score: Raw -6499014.458403 + Penalty 1057.371977 = -6497957.086425 nChanged 21 SP:Iteration 16Q (1257.830000 sec): 3 clusters Score: Raw -6499029.451348 + Penalty 1057.371977 = -6497972.079371 nChanged 19 SP:Iteration 17Q (1257.950000 sec): 3 clusters Score: Raw -6499041.551543 + Penalty 1057.371977 = -6497984.179566 nChanged 19 SP:Iteration 18Q (1258.060000 sec): 3 clusters Score: Raw -6499051.459119 + Penalty 1057.371977 = -6497994.087142 nChanged 15 SP:Iteration 19Q (1258.180000 sec): 3 clusters Score: Raw -6499058.805019 + Penalty 1057.371977 = -6498001.433042 nChanged 10 SP:Iteration 20F (1258.330000 sec): 3 clusters Score: Raw -6499061.955488 + Penalty 1057.371977 = -6498004.583511 nChanged 6 SP:Iteration 21Q (1258.440000 sec): 3 clusters Score: Raw -6499065.263169 + Penalty 1057.371977 = -6498007.891192 nChanged 5 SP:Iteration 22Q (1258.560000 sec): 3 clusters Score: Raw -6499068.114487 + Penalty 1057.371977 = -6498010.742510 nChanged 9 SP:Iteration 23Q (1258.670000 sec): 3 clusters Score: Raw -6499071.007455 + Penalty 1057.371977 = -6498013.635477 nChanged 3 SP:Iteration 24Q (1258.790000 sec): 3 clusters Score: Raw -6499072.269553 + Penalty 1057.371977 = -6498014.897575 nChanged 6 SP:Iteration 25Q (1258.900000 sec): 3 clusters Score: Raw -6499074.479408 + Penalty 1057.371977 = -6498017.107431 nChanged 7 SP:Iteration 26Q (1259.020000 sec): 3 clusters Score: Raw -6499076.208105 + Penalty 1057.371977 = -6498018.836128 nChanged 3 SP:Iteration 27Q (1259.130000 sec): 3 clusters Score: Raw -6499077.367710 + Penalty 1057.371977 = -6498019.995732 nChanged 0 SP:Iteration 28F (1259.280000 sec): 3 clusters Score: Raw -6499077.367710 + Penalty 1057.371977 = -6498019.995732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.340000 sec): 2 clusters Score: Raw -12419.805916 + Penalty 245.410053 = -12174.395862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.340000 sec): 3 clusters Score: Raw -12346.749218 + Penalty 490.820107 = -11855.929112 nChanged 67 SP:Iteration 1F (1259.340000 sec): 3 clusters Score: Raw -12415.947161 + Penalty 490.820107 = -11925.127055 nChanged 22 SP:Iteration 2F (1259.340000 sec): 3 clusters Score: Raw -12445.605882 + Penalty 490.820107 = -11954.785776 nChanged 12 SP:Iteration 3F (1259.340000 sec): 3 clusters Score: Raw -12461.878639 + Penalty 490.820107 = -11971.058532 nChanged 7 SP:Iteration 4Q (1259.340000 sec): 3 clusters Score: Raw -12471.808410 + Penalty 490.820107 = -11980.988303 nChanged 3 SP:Iteration 5Q (1259.340000 sec): 3 clusters Score: Raw -12474.072944 + Penalty 490.820107 = -11983.252837 nChanged 1 SP:Iteration 6Q (1259.340000 sec): 3 clusters Score: Raw -12474.518257 + Penalty 490.820107 = -11983.698150 nChanged 1 SP:Iteration 7Q (1259.340000 sec): 3 clusters Score: Raw -12477.915973 + Penalty 490.820107 = -11987.095866 nChanged 1 SP:Iteration 8Q (1259.340000 sec): 3 clusters Score: Raw -12478.566654 + Penalty 490.820107 = -11987.746547 nChanged 0 SP:Iteration 9F (1259.340000 sec): 3 clusters Score: Raw -12478.566654 + Penalty 490.820107 = -11987.746547 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.350000 sec): 2 clusters Score: Raw -147663.107111 + Penalty 358.731097 = -147304.376014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.350000 sec): 3 clusters Score: Raw -146168.119494 + Penalty 717.462194 = -145450.657300 nChanged 1122 SP:Iteration 1F (1259.350000 sec): 3 clusters Score: Raw -146748.561447 + Penalty 717.462194 = -146031.099253 nChanged 178 SP:Iteration 2F (1259.350000 sec): 3 clusters Score: Raw -146847.773971 + Penalty 717.462194 = -146130.311777 nChanged 165 SP:Iteration 3F (1259.360000 sec): 3 clusters Score: Raw -146958.031133 + Penalty 717.462194 = -146240.568939 nChanged 180 SP:Iteration 4F (1259.360000 sec): 3 clusters Score: Raw -147069.319946 + Penalty 717.462194 = -146351.857752 nChanged 144 SP:Iteration 5F (1259.360000 sec): 3 clusters Score: Raw -147157.239884 + Penalty 717.462194 = -146439.777690 nChanged 123 SP:Iteration 6Q (1259.370000 sec): 3 clusters Score: Raw -147244.440203 + Penalty 717.462194 = -146526.978009 nChanged 116 SP:Iteration 7Q (1259.370000 sec): 3 clusters Score: Raw -147333.690014 + Penalty 717.462194 = -146616.227820 nChanged 103 SP:Iteration 8Q (1259.370000 sec): 3 clusters Score: Raw -147404.525582 + Penalty 717.462194 = -146687.063388 nChanged 85 SP:Iteration 9Q (1259.370000 sec): 3 clusters Score: Raw -147463.168534 + Penalty 717.462194 = -146745.706340 nChanged 54 SP:Iteration 10Q (1259.380000 sec): 3 clusters Score: Raw -147505.292981 + Penalty 717.462194 = -146787.830787 nChanged 48 SP:Iteration 11Q (1259.380000 sec): 3 clusters Score: Raw -147545.709451 + Penalty 717.462194 = -146828.247257 nChanged 47 SP:Iteration 12Q (1259.380000 sec): 3 clusters Score: Raw -147573.160657 + Penalty 717.462194 = -146855.698463 nChanged 35 SP:Iteration 13Q (1259.390000 sec): 3 clusters Score: Raw -147587.079177 + Penalty 717.462194 = -146869.616984 nChanged 26 SP:Iteration 14Q (1259.390000 sec): 3 clusters Score: Raw -147597.465072 + Penalty 717.462194 = -146880.002878 nChanged 25 SP:Iteration 15Q (1259.390000 sec): 3 clusters Score: Raw -147610.779357 + Penalty 717.462194 = -146893.317163 nChanged 25 SP:Iteration 16Q (1259.390000 sec): 3 clusters Score: Raw -147623.546062 + Penalty 717.462194 = -146906.083868 nChanged 27 SP:Iteration 17Q (1259.400000 sec): 3 clusters Score: Raw -147636.897763 + Penalty 717.462194 = -146919.435569 nChanged 23 SP:Iteration 18Q (1259.400000 sec): 3 clusters Score: Raw -147651.288400 + Penalty 717.462194 = -146933.826206 nChanged 17 SP:Iteration 19Q (1259.400000 sec): 3 clusters Score: Raw -147660.287542 + Penalty 717.462194 = -146942.825348 nChanged 18 SP:Iteration 20F (1259.410000 sec): 3 clusters Score: Raw -147665.634036 + Penalty 717.462194 = -146948.171842 nChanged 10 SP:Iteration 21Q (1259.410000 sec): 3 clusters Score: Raw -147668.617817 + Penalty 717.462194 = -146951.155623 nChanged 7 SP:Iteration 22Q (1259.410000 sec): 3 clusters Score: Raw -147670.190678 + Penalty 717.462194 = -146952.728484 nChanged 6 SP:Iteration 23Q (1259.410000 sec): 3 clusters Score: Raw -147672.344899 + Penalty 717.462194 = -146954.882705 nChanged 9 SP:Iteration 24Q (1259.410000 sec): 3 clusters Score: Raw -147676.050193 + Penalty 717.462194 = -146958.587999 nChanged 13 SP:Iteration 25Q (1259.420000 sec): 3 clusters Score: Raw -147684.592240 + Penalty 717.462194 = -146967.130046 nChanged 18 SP:Iteration 26Q (1259.420000 sec): 3 clusters Score: Raw -147697.184348 + Penalty 717.462194 = -146979.722154 nChanged 22 SP:Iteration 27Q (1259.420000 sec): 3 clusters Score: Raw -147709.258362 + Penalty 717.462194 = -146991.796168 nChanged 16 SP:Iteration 28Q (1259.430000 sec): 3 clusters Score: Raw -147716.831156 + Penalty 717.462194 = -146999.368962 nChanged 18 SP:Iteration 29Q (1259.430000 sec): 3 clusters Score: Raw -147721.359938 + Penalty 717.462194 = -147003.897744 nChanged 7 SP:Iteration 30Q (1259.430000 sec): 3 clusters Score: Raw -147722.736398 + Penalty 717.462194 = -147005.274204 nChanged 9 SP:Iteration 31Q (1259.430000 sec): 3 clusters Score: Raw -147724.030329 + Penalty 717.462194 = -147006.568135 nChanged 2 SP:Iteration 32Q (1259.430000 sec): 3 clusters Score: Raw -147724.430969 + Penalty 717.462194 = -147006.968775 nChanged 2 SP:Iteration 33Q (1259.440000 sec): 3 clusters Score: Raw -147725.257608 + Penalty 717.462194 = -147007.795414 nChanged 8 SP:Iteration 34Q (1259.440000 sec): 3 clusters Score: Raw -147727.076455 + Penalty 717.462194 = -147009.614261 nChanged 5 SP:Iteration 35Q (1259.440000 sec): 3 clusters Score: Raw -147728.797327 + Penalty 717.462194 = -147011.335133 nChanged 5 SP:Iteration 36Q (1259.450000 sec): 3 clusters Score: Raw -147730.536992 + Penalty 717.462194 = -147013.074798 nChanged 8 SP:Iteration 37Q (1259.450000 sec): 3 clusters Score: Raw -147732.629252 + Penalty 717.462194 = -147015.167058 nChanged 5 SP:Iteration 38Q (1259.450000 sec): 3 clusters Score: Raw -147733.646777 + Penalty 717.462194 = -147016.184583 nChanged 7 SP:Iteration 39Q (1259.450000 sec): 3 clusters Score: Raw -147735.425213 + Penalty 717.462194 = -147017.963019 nChanged 4 SP:Iteration 40F (1259.450000 sec): 3 clusters Score: Raw -147736.013566 + Penalty 717.462194 = -147018.551372 nChanged 2 SP:Iteration 41Q (1259.460000 sec): 3 clusters Score: Raw -147736.201456 + Penalty 717.462194 = -147018.739262 nChanged 1 SP:Iteration 42Q (1259.460000 sec): 3 clusters Score: Raw -147736.293187 + Penalty 717.462194 = -147018.830993 nChanged 3 SP:Iteration 43Q (1259.460000 sec): 3 clusters Score: Raw -147736.763834 + Penalty 717.462194 = -147019.301640 nChanged 3 SP:Iteration 44Q (1259.470000 sec): 3 clusters Score: Raw -147737.044304 + Penalty 717.462194 = -147019.582110 nChanged 2 SP:Iteration 45Q (1259.470000 sec): 3 clusters Score: Raw -147737.223325 + Penalty 717.462194 = -147019.761131 nChanged 1 SP:Iteration 46Q (1259.470000 sec): 3 clusters Score: Raw -147737.423137 + Penalty 717.462194 = -147019.960943 nChanged 1 SP:Iteration 47Q (1259.470000 sec): 3 clusters Score: Raw -147737.579067 + Penalty 717.462194 = -147020.116873 nChanged 0 SP:Iteration 48F (1259.480000 sec): 3 clusters Score: Raw -147737.579067 + Penalty 717.462194 = -147020.116873 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.480000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.480000 sec): 3 clusters Score: Raw -10446.216688 + Penalty 474.559154 = -9971.657534 nChanged 47 SP:Iteration 1F (1259.480000 sec): 3 clusters Score: Raw -10524.004033 + Penalty 474.559154 = -10049.444879 nChanged 15 SP:Iteration 2F (1259.480000 sec): 3 clusters Score: Raw -10547.224538 + Penalty 474.559154 = -10072.665384 nChanged 6 SP:Iteration 3Q (1259.480000 sec): 3 clusters Score: Raw -10567.592646 + Penalty 474.559154 = -10093.033492 nChanged 1 SP:Iteration 4Q (1259.480000 sec): 3 clusters Score: Raw -10569.236962 + Penalty 474.559154 = -10094.677808 nChanged 3 SP:Iteration 5Q (1259.480000 sec): 3 clusters Score: Raw -10574.163287 + Penalty 474.559154 = -10099.604133 nChanged 1 SP:Iteration 6Q (1259.480000 sec): 3 clusters Score: Raw -10574.850307 + Penalty 474.559154 = -10100.291153 nChanged 0 SP:Iteration 7F (1259.480000 sec): 3 clusters Score: Raw -10574.850307 + Penalty 474.559154 = -10100.291153 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.480000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.480000 sec): 3 clusters Score: Raw -5745.302366 + Penalty 427.743713 = -5317.558652 nChanged 23 SP:Iteration 1F (1259.480000 sec): 3 clusters Score: Raw -5788.732116 + Penalty 427.743713 = -5360.988403 nChanged 3 SP:Iteration 2Q (1259.480000 sec): 3 clusters Score: Raw -5797.721809 + Penalty 427.743713 = -5369.978096 nChanged 4 SP:Iteration 3Q (1259.480000 sec): 3 clusters Score: Raw -5812.434617 + Penalty 427.743713 = -5384.690904 nChanged 3 SP:Iteration 4Q (1259.480000 sec): 3 clusters Score: Raw -5821.491161 + Penalty 427.743713 = -5393.747448 nChanged 2 SP:Iteration 5Q (1259.480000 sec): 3 clusters Score: Raw -5826.059990 + Penalty 427.743713 = -5398.316276 nChanged 0 SP:Iteration 6F (1259.480000 sec): 3 clusters Score: Raw -5826.059990 + Penalty 427.743713 = -5398.316276 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.490000 sec): 2 clusters Score: Raw -28723.194804 + Penalty 283.217409 = -28439.977395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.490000 sec): 3 clusters Score: Raw -28510.748092 + Penalty 566.434817 = -27944.313275 nChanged 172 SP:Iteration 1F (1259.490000 sec): 3 clusters Score: Raw -28625.368435 + Penalty 566.434817 = -28058.933618 nChanged 46 SP:Iteration 2F (1259.490000 sec): 3 clusters Score: Raw -28658.373080 + Penalty 566.434817 = -28091.938263 nChanged 27 SP:Iteration 3F (1259.490000 sec): 3 clusters Score: Raw -28675.216670 + Penalty 566.434817 = -28108.781853 nChanged 15 SP:Iteration 4Q (1259.490000 sec): 3 clusters Score: Raw -28683.827691 + Penalty 566.434817 = -28117.392874 nChanged 11 SP:Iteration 5Q (1259.490000 sec): 3 clusters Score: Raw -28690.191742 + Penalty 566.434817 = -28123.756925 nChanged 4 SP:Iteration 6Q (1259.490000 sec): 3 clusters Score: Raw -28691.896608 + Penalty 566.434817 = -28125.461791 nChanged 3 SP:Iteration 7Q (1259.490000 sec): 3 clusters Score: Raw -28692.547847 + Penalty 566.434817 = -28126.113030 nChanged 0 SP:Iteration 8F (1259.490000 sec): 3 clusters Score: Raw -28692.547847 + Penalty 566.434817 = -28126.113030 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.490000 sec): 2 clusters Score: Raw -27264.007459 + Penalty 284.373874 = -26979.633585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.490000 sec): 3 clusters Score: Raw -27052.113818 + Penalty 568.747747 = -26483.366071 nChanged 195 SP:Iteration 1F (1259.490000 sec): 3 clusters Score: Raw -27197.814559 + Penalty 568.747747 = -26629.066812 nChanged 53 SP:Iteration 2F (1259.490000 sec): 3 clusters Score: Raw -27254.666095 + Penalty 568.747747 = -26685.918348 nChanged 39 SP:Iteration 3F (1259.490000 sec): 3 clusters Score: Raw -27305.475199 + Penalty 568.747747 = -26736.727452 nChanged 28 SP:Iteration 4F (1259.490000 sec): 3 clusters Score: Raw -27346.258785 + Penalty 568.747747 = -26777.511038 nChanged 22 SP:Iteration 5Q (1259.490000 sec): 3 clusters Score: Raw -27380.655588 + Penalty 568.747747 = -26811.907841 nChanged 13 SP:Iteration 6Q (1259.490000 sec): 3 clusters Score: Raw -27394.897454 + Penalty 568.747747 = -26826.149707 nChanged 10 SP:Iteration 7Q (1259.490000 sec): 3 clusters Score: Raw -27403.281065 + Penalty 568.747747 = -26834.533317 nChanged 5 SP:Iteration 8Q (1259.500000 sec): 3 clusters Score: Raw -27405.872790 + Penalty 568.747747 = -26837.125043 nChanged 2 SP:Iteration 9Q (1259.500000 sec): 3 clusters Score: Raw -27406.977087 + Penalty 568.747747 = -26838.229340 nChanged 1 SP:Iteration 10Q (1259.500000 sec): 3 clusters Score: Raw -27408.595401 + Penalty 568.747747 = -26839.847654 nChanged 1 SP:Iteration 11Q (1259.500000 sec): 3 clusters Score: Raw -27409.006630 + Penalty 568.747747 = -26840.258883 nChanged 0 SP:Iteration 12F (1259.500000 sec): 3 clusters Score: Raw -27411.694408 + Penalty 568.747747 = -26842.946661 nChanged 1 SP:Iteration 13Q (1259.500000 sec): 3 clusters Score: Raw -27435.302846 + Penalty 568.747747 = -26866.555099 nChanged 6 SP:Iteration 14Q (1259.500000 sec): 3 clusters Score: Raw -27442.127173 + Penalty 568.747747 = -26873.379426 nChanged 3 SP:Iteration 15Q (1259.500000 sec): 3 clusters Score: Raw -27443.388472 + Penalty 568.747747 = -26874.640725 nChanged 1 SP:Iteration 16Q (1259.500000 sec): 3 clusters Score: Raw -27443.861810 + Penalty 568.747747 = -26875.114063 nChanged 1 SP:Iteration 17Q (1259.500000 sec): 3 clusters Score: Raw -27444.235578 + Penalty 568.747747 = -26875.487830 nChanged 2 SP:Iteration 18Q (1259.500000 sec): 3 clusters Score: Raw -27444.832689 + Penalty 568.747747 = -26876.084942 nChanged 1 SP:Iteration 19Q (1259.500000 sec): 3 clusters Score: Raw -27445.125927 + Penalty 568.747747 = -26876.378180 nChanged 2 SP:Iteration 20F (1259.500000 sec): 3 clusters Score: Raw -27446.326270 + Penalty 568.747747 = -26877.578523 nChanged 4 SP:Iteration 21Q (1259.500000 sec): 3 clusters Score: Raw -27449.259140 + Penalty 568.747747 = -26880.511393 nChanged 5 SP:Iteration 22Q (1259.510000 sec): 3 clusters Score: Raw -27452.455354 + Penalty 568.747747 = -26883.707607 nChanged 4 SP:Iteration 23Q (1259.510000 sec): 3 clusters Score: Raw -27455.844888 + Penalty 568.747747 = -26887.097141 nChanged 7 SP:Iteration 24Q (1259.510000 sec): 3 clusters Score: Raw -27458.920521 + Penalty 568.747747 = -26890.172774 nChanged 2 SP:Iteration 25Q (1259.510000 sec): 3 clusters Score: Raw -27459.371277 + Penalty 568.747747 = -26890.623530 nChanged 0 SP:Iteration 26F (1259.510000 sec): 3 clusters Score: Raw -27459.371277 + Penalty 568.747747 = -26890.623530 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.510000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.510000 sec): 3 clusters Score: Raw -2641.831195 + Penalty 364.667320 = -2277.163875 nChanged 4 SP:Iteration 1F (1259.510000 sec): 3 clusters Score: Raw -2657.421451 + Penalty 364.667320 = -2292.754131 nChanged 1 SP:Iteration 2Q (1259.510000 sec): 3 clusters Score: Raw -2659.884657 + Penalty 364.667320 = -2295.217337 nChanged 1 SP:Iteration 3Q (1259.510000 sec): 3 clusters Score: Raw -2667.066775 + Penalty 364.667320 = -2302.399455 nChanged 0 SP:Iteration 4F (1259.510000 sec): 3 clusters Score: Raw -2667.066775 + Penalty 364.667320 = -2302.399455 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.510000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.510000 sec): 3 clusters Score: Raw -9321.652493 + Penalty 460.118368 = -8861.534125 nChanged 37 SP:Iteration 1F (1259.510000 sec): 3 clusters Score: Raw -9377.346797 + Penalty 460.118368 = -8917.228428 nChanged 16 SP:Iteration 2F (1259.510000 sec): 3 clusters Score: Raw -9399.035634 + Penalty 460.118368 = -8938.917265 nChanged 6 SP:Iteration 3Q (1259.510000 sec): 3 clusters Score: Raw -9404.553520 + Penalty 460.118368 = -8944.435152 nChanged 4 SP:Iteration 4Q (1259.510000 sec): 3 clusters Score: Raw -9407.891277 + Penalty 460.118368 = -8947.772908 nChanged 3 SP:Iteration 5Q (1259.510000 sec): 3 clusters Score: Raw -9411.813423 + Penalty 460.118368 = -8951.695055 nChanged 1 SP:Iteration 6Q (1259.510000 sec): 3 clusters Score: Raw -9413.446736 + Penalty 460.118368 = -8953.328367 nChanged 1 SP:Iteration 7Q (1259.510000 sec): 3 clusters Score: Raw -9414.444457 + Penalty 460.118368 = -8954.326089 nChanged 0 SP:Iteration 8F (1259.510000 sec): 3 clusters Score: Raw -9414.444457 + Penalty 460.118368 = -8954.326089 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.510000 sec): 2 clusters Score: Raw -19295.230792 + Penalty 262.742095 = -19032.488697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.510000 sec): 3 clusters Score: Raw -19189.249238 + Penalty 525.484191 = -18663.765047 nChanged 107 SP:Iteration 1F (1259.510000 sec): 3 clusters Score: Raw -19293.381175 + Penalty 525.484191 = -18767.896984 nChanged 20 SP:Iteration 2F (1259.510000 sec): 3 clusters Score: Raw -19308.927394 + Penalty 525.484191 = -18783.443204 nChanged 9 SP:Iteration 3Q (1259.510000 sec): 3 clusters Score: Raw -19315.364128 + Penalty 525.484191 = -18789.879937 nChanged 5 SP:Iteration 4Q (1259.510000 sec): 3 clusters Score: Raw -19321.144032 + Penalty 525.484191 = -18795.659842 nChanged 8 SP:Iteration 5Q (1259.510000 sec): 3 clusters Score: Raw -19332.642587 + Penalty 525.484191 = -18807.158396 nChanged 6 SP:Iteration 6Q (1259.510000 sec): 3 clusters Score: Raw -19337.045824 + Penalty 525.484191 = -18811.561633 nChanged 4 SP:Iteration 7Q (1259.510000 sec): 3 clusters Score: Raw -19339.829695 + Penalty 525.484191 = -18814.345504 nChanged 1 SP:Iteration 8Q (1259.510000 sec): 3 clusters Score: Raw -19341.320555 + Penalty 525.484191 = -18815.836364 nChanged 0 SP:Iteration 9F (1259.520000 sec): 3 clusters Score: Raw -19341.320555 + Penalty 525.484191 = -18815.836364 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.520000 sec): 2 clusters Score: Raw -5607.320767 + Penalty 220.767377 = -5386.553390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.520000 sec): 3 clusters Score: Raw -5638.078527 + Penalty 441.534754 = -5196.543773 nChanged 32 SP:Iteration 1F (1259.520000 sec): 3 clusters Score: Raw -5709.857570 + Penalty 441.534754 = -5268.322816 nChanged 10 SP:Iteration 2F (1259.520000 sec): 3 clusters Score: Raw -5777.110179 + Penalty 441.534754 = -5335.575425 nChanged 8 SP:Iteration 3F (1259.520000 sec): 3 clusters Score: Raw -5855.879902 + Penalty 441.534754 = -5414.345148 nChanged 2 SP:Iteration 4Q (1259.520000 sec): 3 clusters Score: Raw -5860.800043 + Penalty 441.534754 = -5419.265289 nChanged 1 SP:Iteration 5Q (1259.520000 sec): 3 clusters Score: Raw -5862.383077 + Penalty 441.534754 = -5420.848323 nChanged 0 SP:Iteration 6F (1259.520000 sec): 3 clusters Score: Raw -5862.383077 + Penalty 441.534754 = -5420.848323 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.520000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.520000 sec): 3 clusters Score: Raw -13554.952175 + Penalty 499.493333 = -13055.458842 nChanged 77 SP:Iteration 1F (1259.520000 sec): 3 clusters Score: Raw -13640.186961 + Penalty 499.493333 = -13140.693628 nChanged 20 SP:Iteration 2F (1259.520000 sec): 3 clusters Score: Raw -13671.130127 + Penalty 499.493333 = -13171.636794 nChanged 14 SP:Iteration 3F (1259.520000 sec): 3 clusters Score: Raw -13694.898503 + Penalty 499.493333 = -13195.405170 nChanged 6 SP:Iteration 4Q (1259.520000 sec): 3 clusters Score: Raw -13702.210495 + Penalty 499.493333 = -13202.717162 nChanged 4 SP:Iteration 5Q (1259.520000 sec): 3 clusters Score: Raw -13706.617987 + Penalty 499.493333 = -13207.124654 nChanged 1 SP:Iteration 6Q (1259.520000 sec): 3 clusters Score: Raw -13707.220635 + Penalty 499.493333 = -13207.727301 nChanged 0 SP:Iteration 7F (1259.520000 sec): 3 clusters Score: Raw -13707.220635 + Penalty 499.493333 = -13207.727301 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.530000 sec): 2 clusters Score: Raw -38197.220416 + Penalty 300.355970 = -37896.864446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.530000 sec): 3 clusters Score: Raw -37833.420911 + Penalty 600.711941 = -37232.708970 nChanged 274 SP:Iteration 1F (1259.530000 sec): 3 clusters Score: Raw -38041.718676 + Penalty 600.711941 = -37441.006735 nChanged 70 SP:Iteration 2F (1259.530000 sec): 3 clusters Score: Raw -38101.345290 + Penalty 600.711941 = -37500.633349 nChanged 42 SP:Iteration 3F (1259.530000 sec): 3 clusters Score: Raw -38145.724231 + Penalty 600.711941 = -37545.012291 nChanged 36 SP:Iteration 4Q (1259.530000 sec): 3 clusters Score: Raw -38182.252718 + Penalty 600.711941 = -37581.540777 nChanged 31 SP:Iteration 5Q (1259.530000 sec): 3 clusters Score: Raw -38219.838613 + Penalty 600.711941 = -37619.126672 nChanged 26 SP:Iteration 6Q (1259.530000 sec): 3 clusters Score: Raw -38248.689329 + Penalty 600.711941 = -37647.977388 nChanged 19 SP:Iteration 7Q (1259.530000 sec): 3 clusters Score: Raw -38263.763114 + Penalty 600.711941 = -37663.051174 nChanged 10 SP:Iteration 8Q (1259.530000 sec): 3 clusters Score: Raw -38269.720238 + Penalty 600.711941 = -37669.008297 nChanged 5 SP:Iteration 9Q (1259.530000 sec): 3 clusters Score: Raw -38272.640189 + Penalty 600.711941 = -37671.928248 nChanged 2 SP:Iteration 10Q (1259.530000 sec): 3 clusters Score: Raw -38273.756266 + Penalty 600.711941 = -37673.044325 nChanged 2 SP:Iteration 11Q (1259.530000 sec): 3 clusters Score: Raw -38274.649374 + Penalty 600.711941 = -37673.937433 nChanged 2 SP:Iteration 12Q (1259.530000 sec): 3 clusters Score: Raw -38274.904840 + Penalty 600.711941 = -37674.192899 nChanged 1 SP:Iteration 13Q (1259.540000 sec): 3 clusters Score: Raw -38274.980371 + Penalty 600.711941 = -37674.268430 nChanged 1 SP:Iteration 14Q (1259.540000 sec): 3 clusters Score: Raw -38275.045907 + Penalty 600.711941 = -37674.333966 nChanged 0 SP:Iteration 15F (1259.540000 sec): 3 clusters Score: Raw -38275.045907 + Penalty 600.711941 = -37674.333966 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.540000 sec): 2 clusters Score: Raw -26328.222194 + Penalty 278.071764 = -26050.150430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.540000 sec): 3 clusters Score: Raw -26136.219861 + Penalty 556.143528 = -25580.076333 nChanged 165 SP:Iteration 1F (1259.540000 sec): 3 clusters Score: Raw -26263.403797 + Penalty 556.143528 = -25707.260269 nChanged 44 SP:Iteration 2F (1259.540000 sec): 3 clusters Score: Raw -26302.806671 + Penalty 556.143528 = -25746.663143 nChanged 22 SP:Iteration 3Q (1259.540000 sec): 3 clusters Score: Raw -26319.126535 + Penalty 556.143528 = -25762.983007 nChanged 11 SP:Iteration 4Q (1259.540000 sec): 3 clusters Score: Raw -26329.892607 + Penalty 556.143528 = -25773.749079 nChanged 10 SP:Iteration 5Q (1259.540000 sec): 3 clusters Score: Raw -26339.813217 + Penalty 556.143528 = -25783.669689 nChanged 8 SP:Iteration 6Q (1259.540000 sec): 3 clusters Score: Raw -26347.410586 + Penalty 556.143528 = -25791.267058 nChanged 11 SP:Iteration 7Q (1259.540000 sec): 3 clusters Score: Raw -26355.967329 + Penalty 556.143528 = -25799.823801 nChanged 7 SP:Iteration 8Q (1259.550000 sec): 3 clusters Score: Raw -26363.823375 + Penalty 556.143528 = -25807.679847 nChanged 5 SP:Iteration 9Q (1259.550000 sec): 3 clusters Score: Raw -26366.969337 + Penalty 556.143528 = -25810.825809 nChanged 1 SP:Iteration 10Q (1259.550000 sec): 3 clusters Score: Raw -26367.398306 + Penalty 556.143528 = -25811.254778 nChanged 0 SP:Iteration 11F (1259.550000 sec): 3 clusters Score: Raw -26367.398306 + Penalty 556.143528 = -25811.254778 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.550000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.550000 sec): 3 clusters Score: Raw -52386.162883 + Penalty 628.514685 = -51757.648199 nChanged 390 SP:Iteration 1F (1259.550000 sec): 3 clusters Score: Raw -52617.677876 + Penalty 628.514685 = -51989.163191 nChanged 83 SP:Iteration 2F (1259.550000 sec): 3 clusters Score: Raw -52682.858054 + Penalty 628.514685 = -52054.343369 nChanged 55 SP:Iteration 3F (1259.550000 sec): 3 clusters Score: Raw -52727.352710 + Penalty 628.514685 = -52098.838026 nChanged 55 SP:Iteration 4F (1259.550000 sec): 3 clusters Score: Raw -52762.574688 + Penalty 628.514685 = -52134.060003 nChanged 36 SP:Iteration 5Q (1259.550000 sec): 3 clusters Score: Raw -52786.377358 + Penalty 628.514685 = -52157.862673 nChanged 26 SP:Iteration 6Q (1259.550000 sec): 3 clusters Score: Raw -52797.131132 + Penalty 628.514685 = -52168.616448 nChanged 19 SP:Iteration 7Q (1259.560000 sec): 3 clusters Score: Raw -52805.473633 + Penalty 628.514685 = -52176.958948 nChanged 11 SP:Iteration 8Q (1259.560000 sec): 3 clusters Score: Raw -52810.746876 + Penalty 628.514685 = -52182.232192 nChanged 11 SP:Iteration 9Q (1259.560000 sec): 3 clusters Score: Raw -52815.070176 + Penalty 628.514685 = -52186.555491 nChanged 14 SP:Iteration 10Q (1259.560000 sec): 3 clusters Score: Raw -52818.090162 + Penalty 628.514685 = -52189.575477 nChanged 4 SP:Iteration 11Q (1259.560000 sec): 3 clusters Score: Raw -52820.148852 + Penalty 628.514685 = -52191.634167 nChanged 6 SP:Iteration 12Q (1259.560000 sec): 3 clusters Score: Raw -52822.089005 + Penalty 628.514685 = -52193.574320 nChanged 3 SP:Iteration 13Q (1259.560000 sec): 3 clusters Score: Raw -52823.282688 + Penalty 628.514685 = -52194.768003 nChanged 2 SP:Iteration 14Q (1259.570000 sec): 3 clusters Score: Raw -52823.565129 + Penalty 628.514685 = -52195.050445 nChanged 2 SP:Iteration 15Q (1259.570000 sec): 3 clusters Score: Raw -52823.852897 + Penalty 628.514685 = -52195.338212 nChanged 2 SP:Iteration 16Q (1259.570000 sec): 3 clusters Score: Raw -52824.238114 + Penalty 628.514685 = -52195.723429 nChanged 3 SP:Iteration 17Q (1259.570000 sec): 3 clusters Score: Raw -52825.872436 + Penalty 628.514685 = -52197.357752 nChanged 6 SP:Iteration 18Q (1259.570000 sec): 3 clusters Score: Raw -52828.086239 + Penalty 628.514685 = -52199.571554 nChanged 7 SP:Iteration 19Q (1259.570000 sec): 3 clusters Score: Raw -52830.965703 + Penalty 628.514685 = -52202.451018 nChanged 9 SP:Iteration 20F (1259.570000 sec): 3 clusters Score: Raw -52833.922401 + Penalty 628.514685 = -52205.407716 nChanged 7 SP:Iteration 21Q (1259.570000 sec): 3 clusters Score: Raw -52836.872534 + Penalty 628.514685 = -52208.357849 nChanged 6 SP:Iteration 22Q (1259.570000 sec): 3 clusters Score: Raw -52838.742603 + Penalty 628.514685 = -52210.227918 nChanged 3 SP:Iteration 23Q (1259.570000 sec): 3 clusters Score: Raw -52839.409032 + Penalty 628.514685 = -52210.894347 nChanged 2 SP:Iteration 24Q (1259.570000 sec): 3 clusters Score: Raw -52840.922224 + Penalty 628.514685 = -52212.407540 nChanged 2 SP:Iteration 25Q (1259.580000 sec): 3 clusters Score: Raw -52841.630565 + Penalty 628.514685 = -52213.115880 nChanged 3 SP:Iteration 26Q (1259.580000 sec): 3 clusters Score: Raw -52842.334623 + Penalty 628.514685 = -52213.819938 nChanged 2 SP:Iteration 27Q (1259.580000 sec): 3 clusters Score: Raw -52842.771893 + Penalty 628.514685 = -52214.257208 nChanged 2 SP:Iteration 28Q (1259.580000 sec): 3 clusters Score: Raw -52843.115449 + Penalty 628.514685 = -52214.600764 nChanged 0 SP:Iteration 29F (1259.580000 sec): 3 clusters Score: Raw -52843.115449 + Penalty 628.514685 = -52214.600764 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.580000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.580000 sec): 3 clusters Score: Raw -8610.133996 + Penalty 460.696148 = -8149.437848 nChanged 44 SP:Iteration 1F (1259.580000 sec): 3 clusters Score: Raw -8679.679201 + Penalty 460.696148 = -8218.983053 nChanged 12 SP:Iteration 2F (1259.580000 sec): 3 clusters Score: Raw -8696.502190 + Penalty 460.696148 = -8235.806042 nChanged 3 SP:Iteration 3Q (1259.580000 sec): 3 clusters Score: Raw -8701.789581 + Penalty 460.696148 = -8241.093433 nChanged 2 SP:Iteration 4Q (1259.590000 sec): 3 clusters Score: Raw -8704.675786 + Penalty 460.696148 = -8243.979638 nChanged 0 SP:Iteration 5F (1259.590000 sec): 3 clusters Score: Raw -8704.675786 + Penalty 460.696148 = -8243.979638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.590000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.590000 sec): 3 clusters Score: Raw -16642.616648 + Penalty 513.090275 = -16129.526373 nChanged 88 SP:Iteration 1F (1259.590000 sec): 3 clusters Score: Raw -16739.568835 + Penalty 513.090275 = -16226.478560 nChanged 17 SP:Iteration 2F (1259.590000 sec): 3 clusters Score: Raw -16761.916909 + Penalty 513.090275 = -16248.826634 nChanged 13 SP:Iteration 3Q (1259.590000 sec): 3 clusters Score: Raw -16785.163210 + Penalty 513.090275 = -16272.072935 nChanged 11 SP:Iteration 4Q (1259.590000 sec): 3 clusters Score: Raw -16800.570892 + Penalty 513.090275 = -16287.480617 nChanged 6 SP:Iteration 5Q (1259.590000 sec): 3 clusters Score: Raw -16810.326291 + Penalty 513.090275 = -16297.236016 nChanged 6 SP:Iteration 6Q (1259.590000 sec): 3 clusters Score: Raw -16815.037865 + Penalty 513.090275 = -16301.947590 nChanged 2 SP:Iteration 7Q (1259.590000 sec): 3 clusters Score: Raw -16817.352492 + Penalty 513.090275 = -16304.262217 nChanged 3 SP:Iteration 8Q (1259.590000 sec): 3 clusters Score: Raw -16820.200240 + Penalty 513.090275 = -16307.109965 nChanged 1 SP:Iteration 9Q (1259.590000 sec): 3 clusters Score: Raw -16821.049131 + Penalty 513.090275 = -16307.958857 nChanged 1 SP:Iteration 10Q (1259.590000 sec): 3 clusters Score: Raw -16821.385564 + Penalty 513.090275 = -16308.295290 nChanged 0 SP:Iteration 11F (1259.590000 sec): 3 clusters Score: Raw -16821.385564 + Penalty 513.090275 = -16308.295290 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.590000 sec): 2 clusters Score: Raw -17903.938704 + Penalty 262.030031 = -17641.908673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.590000 sec): 3 clusters Score: Raw -17803.497821 + Penalty 524.060061 = -17279.437759 nChanged 89 SP:Iteration 1F (1259.590000 sec): 3 clusters Score: Raw -17890.875477 + Penalty 524.060061 = -17366.815415 nChanged 25 SP:Iteration 2F (1259.590000 sec): 3 clusters Score: Raw -17936.990326 + Penalty 524.060061 = -17412.930264 nChanged 16 SP:Iteration 3F (1259.590000 sec): 3 clusters Score: Raw -17972.190136 + Penalty 524.060061 = -17448.130075 nChanged 16 SP:Iteration 4F (1259.590000 sec): 3 clusters Score: Raw -17988.373101 + Penalty 524.060061 = -17464.313040 nChanged 8 SP:Iteration 5Q (1259.590000 sec): 3 clusters Score: Raw -17996.072612 + Penalty 524.060061 = -17472.012550 nChanged 11 SP:Iteration 6Q (1259.590000 sec): 3 clusters Score: Raw -18004.736290 + Penalty 524.060061 = -17480.676229 nChanged 5 SP:Iteration 7Q (1259.590000 sec): 3 clusters Score: Raw -18007.628751 + Penalty 524.060061 = -17483.568690 nChanged 3 SP:Iteration 8Q (1259.590000 sec): 3 clusters Score: Raw -18009.457836 + Penalty 524.060061 = -17485.397774 nChanged 3 SP:Iteration 9Q (1259.590000 sec): 3 clusters Score: Raw -18012.997207 + Penalty 524.060061 = -17488.937146 nChanged 3 SP:Iteration 10Q (1259.590000 sec): 3 clusters Score: Raw -18014.849595 + Penalty 524.060061 = -17490.789533 nChanged 1 SP:Iteration 11Q (1259.590000 sec): 3 clusters Score: Raw -18018.763523 + Penalty 524.060061 = -17494.703462 nChanged 2 SP:Iteration 12Q (1259.590000 sec): 3 clusters Score: Raw -18024.221447 + Penalty 524.060061 = -17500.161386 nChanged 3 SP:Iteration 13Q (1259.590000 sec): 3 clusters Score: Raw -18039.675691 + Penalty 524.060061 = -17515.615630 nChanged 4 SP:Iteration 14Q (1259.600000 sec): 3 clusters Score: Raw -18042.853639 + Penalty 524.060061 = -17518.793577 nChanged 3 SP:Iteration 15Q (1259.600000 sec): 3 clusters Score: Raw -18045.886095 + Penalty 524.060061 = -17521.826033 nChanged 2 SP:Iteration 16Q (1259.600000 sec): 3 clusters Score: Raw -18047.245453 + Penalty 524.060061 = -17523.185391 nChanged 1 SP:Iteration 17Q (1259.600000 sec): 3 clusters Score: Raw -18049.305478 + Penalty 524.060061 = -17525.245417 nChanged 0 SP:Iteration 18F (1259.600000 sec): 3 clusters Score: Raw -18049.305478 + Penalty 524.060061 = -17525.245417 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.600000 sec): 2 clusters Score: Raw -6154.603577 + Penalty 220.050827 = -5934.552750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.600000 sec): 3 clusters Score: Raw -6188.862693 + Penalty 440.101654 = -5748.761040 nChanged 44 SP:Iteration 1F (1259.600000 sec): 3 clusters Score: Raw -6256.915731 + Penalty 440.101654 = -5816.814078 nChanged 6 SP:Iteration 2Q (1259.600000 sec): 3 clusters Score: Raw -6269.279981 + Penalty 440.101654 = -5829.178327 nChanged 1 SP:Iteration 3Q (1259.600000 sec): 3 clusters Score: Raw -6269.565043 + Penalty 440.101654 = -5829.463389 nChanged 0 SP:Iteration 4F (1259.600000 sec): 3 clusters Score: Raw -6269.565043 + Penalty 440.101654 = -5829.463389 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.600000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.600000 sec): 3 clusters Score: Raw -11090.654072 + Penalty 479.842960 = -10610.811112 nChanged 56 SP:Iteration 1F (1259.600000 sec): 3 clusters Score: Raw -11139.474596 + Penalty 479.842960 = -10659.631637 nChanged 16 SP:Iteration 2F (1259.600000 sec): 3 clusters Score: Raw -11152.409688 + Penalty 479.842960 = -10672.566728 nChanged 4 SP:Iteration 3Q (1259.600000 sec): 3 clusters Score: Raw -11155.224344 + Penalty 479.842960 = -10675.381384 nChanged 2 SP:Iteration 4Q (1259.600000 sec): 3 clusters Score: Raw -11158.055509 + Penalty 479.842960 = -10678.212549 nChanged 1 SP:Iteration 5Q (1259.600000 sec): 3 clusters Score: Raw -11160.574119 + Penalty 479.842960 = -10680.731159 nChanged 2 SP:Iteration 6Q (1259.600000 sec): 3 clusters Score: Raw -11162.448526 + Penalty 479.842960 = -10682.605566 nChanged 2 SP:Iteration 7Q (1259.600000 sec): 3 clusters Score: Raw -11164.938900 + Penalty 479.842960 = -10685.095940 nChanged 1 SP:Iteration 8Q (1259.600000 sec): 3 clusters Score: Raw -11166.357485 + Penalty 479.842960 = -10686.514525 nChanged 0 SP:Iteration 9F (1259.600000 sec): 3 clusters Score: Raw -11166.357485 + Penalty 479.842960 = -10686.514525 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.610000 sec): 2 clusters Score: Raw -7680.951646 + Penalty 220.767377 = -7460.184269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.610000 sec): 3 clusters Score: Raw -7674.388870 + Penalty 441.534754 = -7232.854116 nChanged 29 SP:Iteration 1F (1259.610000 sec): 3 clusters Score: Raw -7721.865730 + Penalty 441.534754 = -7280.330976 nChanged 7 SP:Iteration 2F (1259.610000 sec): 3 clusters Score: Raw -7733.039186 + Penalty 441.534754 = -7291.504432 nChanged 1 SP:Iteration 3Q (1259.610000 sec): 3 clusters Score: Raw -7735.542444 + Penalty 441.534754 = -7294.007690 nChanged 0 SP:Iteration 4F (1259.610000 sec): 3 clusters Score: Raw -7735.542444 + Penalty 441.534754 = -7294.007690 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.610000 sec): 2 clusters Score: Raw -23972.886724 + Penalty 271.923966 = -23700.962758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.610000 sec): 3 clusters Score: Raw -23821.178073 + Penalty 543.847933 = -23277.330140 nChanged 120 SP:Iteration 1F (1259.610000 sec): 3 clusters Score: Raw -23917.407767 + Penalty 543.847933 = -23373.559834 nChanged 26 SP:Iteration 2F (1259.610000 sec): 3 clusters Score: Raw -23930.376761 + Penalty 543.847933 = -23386.528829 nChanged 12 SP:Iteration 3Q (1259.610000 sec): 3 clusters Score: Raw -23939.412285 + Penalty 543.847933 = -23395.564353 nChanged 9 SP:Iteration 4Q (1259.610000 sec): 3 clusters Score: Raw -23945.604520 + Penalty 543.847933 = -23401.756588 nChanged 7 SP:Iteration 5Q (1259.610000 sec): 3 clusters Score: Raw -23951.424452 + Penalty 543.847933 = -23407.576520 nChanged 7 SP:Iteration 6Q (1259.610000 sec): 3 clusters Score: Raw -23958.569743 + Penalty 543.847933 = -23414.721810 nChanged 6 SP:Iteration 7Q (1259.610000 sec): 3 clusters Score: Raw -23963.827741 + Penalty 543.847933 = -23419.979809 nChanged 4 SP:Iteration 8Q (1259.610000 sec): 3 clusters Score: Raw -23966.823449 + Penalty 543.847933 = -23422.975516 nChanged 2 SP:Iteration 9Q (1259.610000 sec): 3 clusters Score: Raw -23967.986890 + Penalty 543.847933 = -23424.138957 nChanged 1 SP:Iteration 10Q (1259.610000 sec): 3 clusters Score: Raw -23968.476400 + Penalty 543.847933 = -23424.628468 nChanged 1 SP:Iteration 11Q (1259.610000 sec): 3 clusters Score: Raw -23968.597991 + Penalty 543.847933 = -23424.750058 nChanged 0 SP:Iteration 12F (1259.610000 sec): 3 clusters Score: Raw -23968.597991 + Penalty 543.847933 = -23424.750058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.610000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.610000 sec): 3 clusters Score: Raw -11278.473454 + Penalty 479.842960 = -10798.630494 nChanged 43 SP:Iteration 1F (1259.610000 sec): 3 clusters Score: Raw -11324.429231 + Penalty 479.842960 = -10844.586272 nChanged 7 SP:Iteration 2Q (1259.610000 sec): 3 clusters Score: Raw -11340.326236 + Penalty 479.842960 = -10860.483276 nChanged 5 SP:Iteration 3Q (1259.610000 sec): 3 clusters Score: Raw -11359.741670 + Penalty 479.842960 = -10879.898710 nChanged 6 SP:Iteration 4Q (1259.610000 sec): 3 clusters Score: Raw -11373.766828 + Penalty 479.842960 = -10893.923869 nChanged 5 SP:Iteration 5Q (1259.610000 sec): 3 clusters Score: Raw -11384.437922 + Penalty 479.842960 = -10904.594962 nChanged 6 SP:Iteration 6Q (1259.610000 sec): 3 clusters Score: Raw -11395.397509 + Penalty 479.842960 = -10915.554550 nChanged 3 SP:Iteration 7Q (1259.610000 sec): 3 clusters Score: Raw -11402.768869 + Penalty 479.842960 = -10922.925909 nChanged 3 SP:Iteration 8Q (1259.610000 sec): 3 clusters Score: Raw -11406.408115 + Penalty 479.842960 = -10926.565155 nChanged 1 SP:Iteration 9Q (1259.610000 sec): 3 clusters Score: Raw -11408.096486 + Penalty 479.842960 = -10928.253526 nChanged 1 SP:Iteration 10Q (1259.620000 sec): 3 clusters Score: Raw -11411.350901 + Penalty 479.842960 = -10931.507942 nChanged 4 SP:Iteration 11Q (1259.620000 sec): 3 clusters Score: Raw -11419.458519 + Penalty 479.842960 = -10939.615559 nChanged 3 SP:Iteration 12Q (1259.620000 sec): 3 clusters Score: Raw -11424.520096 + Penalty 479.842960 = -10944.677136 nChanged 1 SP:Iteration 13Q (1259.620000 sec): 3 clusters Score: Raw -11425.792130 + Penalty 479.842960 = -10945.949171 nChanged 1 SP:Iteration 14Q (1259.620000 sec): 3 clusters Score: Raw -11427.822115 + Penalty 479.842960 = -10947.979155 nChanged 1 SP:Iteration 15Q (1259.620000 sec): 3 clusters Score: Raw -11428.564776 + Penalty 479.842960 = -10948.721816 nChanged 0 SP:Iteration 16F (1259.620000 sec): 3 clusters Score: Raw -11428.564776 + Penalty 479.842960 = -10948.721816 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.620000 sec): 2 clusters Score: Raw -4295.242809 + Penalty 199.947437 = -4095.295373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.620000 sec): 3 clusters Score: Raw -4307.582194 + Penalty 399.894873 = -3907.687321 nChanged 14 SP:Iteration 1F (1259.620000 sec): 3 clusters Score: Raw -4330.970900 + Penalty 399.894873 = -3931.076027 nChanged 3 SP:Iteration 2Q (1259.620000 sec): 3 clusters Score: Raw -4336.459281 + Penalty 399.894873 = -3936.564408 nChanged 3 SP:Iteration 3Q (1259.620000 sec): 3 clusters Score: Raw -4356.114265 + Penalty 399.894873 = -3956.219392 nChanged 1 SP:Iteration 4Q (1259.620000 sec): 3 clusters Score: Raw -4364.376511 + Penalty 399.894873 = -3964.481638 nChanged 0 SP:Iteration 5F (1259.620000 sec): 3 clusters Score: Raw -4364.376511 + Penalty 399.894873 = -3964.481638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (1053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.620000 sec): 2 clusters Score: Raw -36884.285828 + Penalty 316.652632 = -36567.633195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.620000 sec): 3 clusters Score: Raw -36432.315094 + Penalty 633.305265 = -35799.009830 nChanged 443 SP:Iteration 1F (1259.620000 sec): 3 clusters Score: Raw -37443.762527 + Penalty 633.305265 = -36810.457262 nChanged 154 SP:Iteration 2F (1259.630000 sec): 3 clusters Score: Raw -37877.328235 + Penalty 633.305265 = -37244.022971 nChanged 83 SP:Iteration 3F (1259.630000 sec): 3 clusters Score: Raw -38150.718554 + Penalty 633.305265 = -37517.413289 nChanged 30 SP:Iteration 4Q (1259.630000 sec): 3 clusters Score: Raw -38271.339492 + Penalty 633.305265 = -37638.034227 nChanged 24 SP:Iteration 5Q (1259.630000 sec): 3 clusters Score: Raw -38367.998887 + Penalty 633.305265 = -37734.693623 nChanged 13 SP:Iteration 6Q (1259.630000 sec): 3 clusters Score: Raw -38429.507833 + Penalty 633.305265 = -37796.202569 nChanged 17 SP:Iteration 7Q (1259.630000 sec): 3 clusters Score: Raw -38477.282358 + Penalty 633.305265 = -37843.977093 nChanged 9 SP:Iteration 8Q (1259.630000 sec): 3 clusters Score: Raw -38493.876751 + Penalty 633.305265 = -37860.571486 nChanged 7 SP:Iteration 9Q (1259.630000 sec): 3 clusters Score: Raw -38505.706786 + Penalty 633.305265 = -37872.401521 nChanged 5 SP:Iteration 10Q (1259.630000 sec): 3 clusters Score: Raw -38509.110482 + Penalty 633.305265 = -37875.805217 nChanged 3 SP:Iteration 11Q (1259.630000 sec): 3 clusters Score: Raw -38510.878391 + Penalty 633.305265 = -37877.573127 nChanged 4 SP:Iteration 12Q (1259.630000 sec): 3 clusters Score: Raw -38512.144024 + Penalty 633.305265 = -37878.838759 nChanged 1 SP:Iteration 13Q (1259.630000 sec): 3 clusters Score: Raw -38512.237823 + Penalty 633.305265 = -37878.932558 nChanged 0 SP:Iteration 14F (1259.640000 sec): 3 clusters Score: Raw -38512.237823 + Penalty 633.305265 = -37878.932558 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.640000 sec): 2 clusters Score: Raw -11177.257076 + Penalty 254.049082 = -10923.207994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.640000 sec): 3 clusters Score: Raw -11135.951057 + Penalty 508.098164 = -10627.852893 nChanged 84 SP:Iteration 1F (1259.640000 sec): 3 clusters Score: Raw -11313.604210 + Penalty 508.098164 = -10805.506046 nChanged 21 SP:Iteration 2F (1259.640000 sec): 3 clusters Score: Raw -11363.664068 + Penalty 508.098164 = -10855.565904 nChanged 15 SP:Iteration 3F (1259.640000 sec): 3 clusters Score: Raw -11405.504539 + Penalty 508.098164 = -10897.406375 nChanged 7 SP:Iteration 4Q (1259.640000 sec): 3 clusters Score: Raw -11425.077433 + Penalty 508.098164 = -10916.979269 nChanged 5 SP:Iteration 5Q (1259.640000 sec): 3 clusters Score: Raw -11437.021515 + Penalty 508.098164 = -10928.923351 nChanged 4 SP:Iteration 6Q (1259.640000 sec): 3 clusters Score: Raw -11442.889336 + Penalty 508.098164 = -10934.791172 nChanged 3 SP:Iteration 7Q (1259.640000 sec): 3 clusters Score: Raw -11444.957880 + Penalty 508.098164 = -10936.859716 nChanged 2 SP:Iteration 8Q (1259.640000 sec): 3 clusters Score: Raw -11446.099866 + Penalty 508.098164 = -10938.001702 nChanged 1 SP:Iteration 9Q (1259.640000 sec): 3 clusters Score: Raw -11446.823494 + Penalty 508.098164 = -10938.725330 nChanged 1 SP:Iteration 10Q (1259.640000 sec): 3 clusters Score: Raw -11447.962728 + Penalty 508.098164 = -10939.864564 nChanged 1 SP:Iteration 11Q (1259.640000 sec): 3 clusters Score: Raw -11448.267804 + Penalty 508.098164 = -10940.169640 nChanged 0 SP:Iteration 12F (1259.640000 sec): 3 clusters Score: Raw -11448.267804 + Penalty 508.098164 = -10940.169640 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.650000 sec): 2 clusters Score: Raw -6037.047670 + Penalty 210.880169 = -5826.167501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.650000 sec): 3 clusters Score: Raw -6043.352954 + Penalty 421.760338 = -5621.592616 nChanged 18 SP:Iteration 1F (1259.650000 sec): 3 clusters Score: Raw -6065.599800 + Penalty 421.760338 = -5643.839462 nChanged 1 SP:Iteration 2Q (1259.650000 sec): 3 clusters Score: Raw -6066.511182 + Penalty 421.760338 = -5644.750844 nChanged 1 SP:Iteration 3Q (1259.650000 sec): 3 clusters Score: Raw -6067.761775 + Penalty 421.760338 = -5646.001437 nChanged 0 SP:Iteration 4F (1259.650000 sec): 3 clusters Score: Raw -6067.761775 + Penalty 421.760338 = -5646.001437 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.670000 sec): 2 clusters Score: Raw -629660.726094 + Penalty 421.978543 = -629238.747550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.680000 sec): 3 clusters Score: Raw -622952.290826 + Penalty 843.957086 = -622108.333739 nChanged 4989 SP:Iteration 1F (1259.690000 sec): 3 clusters Score: Raw -625979.561152 + Penalty 843.957086 = -625135.604066 nChanged 630 SP:Iteration 2F (1259.700000 sec): 3 clusters Score: Raw -626320.059509 + Penalty 843.957086 = -625476.102422 nChanged 672 SP:Iteration 3F (1259.710000 sec): 3 clusters Score: Raw -626763.101548 + Penalty 843.957086 = -625919.144461 nChanged 728 SP:Iteration 4F (1259.730000 sec): 3 clusters Score: Raw -627264.417430 + Penalty 843.957086 = -626420.460343 nChanged 702 SP:Iteration 5F (1259.740000 sec): 3 clusters Score: Raw -627742.303456 + Penalty 843.957086 = -626898.346370 nChanged 575 SP:Iteration 6F (1259.750000 sec): 3 clusters Score: Raw -628082.242803 + Penalty 843.957086 = -627238.285717 nChanged 475 SP:Iteration 7Q (1259.760000 sec): 3 clusters Score: Raw -628349.974191 + Penalty 843.957086 = -627506.017105 nChanged 410 SP:Iteration 8Q (1259.770000 sec): 3 clusters Score: Raw -628601.698751 + Penalty 843.957086 = -627757.741664 nChanged 390 SP:Iteration 9Q (1259.780000 sec): 3 clusters Score: Raw -628855.157719 + Penalty 843.957086 = -628011.200632 nChanged 309 SP:Iteration 10Q (1259.800000 sec): 3 clusters Score: Raw -629090.197761 + Penalty 843.957086 = -628246.240674 nChanged 272 SP:Iteration 11Q (1259.810000 sec): 3 clusters Score: Raw -629339.593137 + Penalty 843.957086 = -628495.636051 nChanged 145 SP:Iteration 12Q (1259.820000 sec): 3 clusters Score: Raw -629562.846149 + Penalty 843.957086 = -628718.889062 nChanged 78 SP:Iteration 13Q (1259.830000 sec): 3 clusters Score: Raw -629709.431452 + Penalty 843.957086 = -628865.474366 nChanged 43 SP:Iteration 14Q (1259.840000 sec): 3 clusters Score: Raw -629755.209071 + Penalty 843.957086 = -628911.251984 nChanged 33 SP:Iteration 15Q (1259.850000 sec): 3 clusters Score: Raw -629777.368405 + Penalty 843.957086 = -628933.411319 nChanged 31 SP:Iteration 16Q (1259.860000 sec): 3 clusters Score: Raw -629798.453817 + Penalty 843.957086 = -628954.496730 nChanged 29 SP:Iteration 17Q (1259.870000 sec): 3 clusters Score: Raw -629812.271809 + Penalty 843.957086 = -628968.314722 nChanged 17 SP:Iteration 18Q (1259.880000 sec): 3 clusters Score: Raw -629819.723116 + Penalty 843.957086 = -628975.766030 nChanged 16 SP:Iteration 19Q (1259.880000 sec): 3 clusters Score: Raw -629826.044364 + Penalty 843.957086 = -628982.087278 nChanged 9 SP:Iteration 20F (1259.890000 sec): 3 clusters Score: Raw -629829.685025 + Penalty 843.957086 = -628985.727938 nChanged 6 SP:Iteration 21Q (1259.900000 sec): 3 clusters Score: Raw -629832.174178 + Penalty 843.957086 = -628988.217091 nChanged 3 SP:Iteration 22Q (1259.910000 sec): 3 clusters Score: Raw -629833.287594 + Penalty 843.957086 = -628989.330507 nChanged 6 SP:Iteration 23Q (1259.920000 sec): 3 clusters Score: Raw -629834.438806 + Penalty 843.957086 = -628990.481720 nChanged 4 SP:Iteration 24Q (1259.930000 sec): 3 clusters Score: Raw -629835.448510 + Penalty 843.957086 = -628991.491423 nChanged 5 SP:Iteration 25Q (1259.940000 sec): 3 clusters Score: Raw -629836.521050 + Penalty 843.957086 = -628992.563963 nChanged 5 SP:Iteration 26Q (1259.950000 sec): 3 clusters Score: Raw -629837.675876 + Penalty 843.957086 = -628993.718789 nChanged 0 SP:Iteration 27F (1259.960000 sec): 3 clusters Score: Raw -629837.675876 + Penalty 843.957086 = -628993.718789 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.960000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.960000 sec): 3 clusters Score: Raw -3374.011394 + Penalty 392.891418 = -2981.119976 nChanged 11 SP:Iteration 1F (1259.960000 sec): 3 clusters Score: Raw -3397.542665 + Penalty 392.891418 = -3004.651247 nChanged 2 SP:Iteration 2Q (1259.960000 sec): 3 clusters Score: Raw -3406.588758 + Penalty 392.891418 = -3013.697340 nChanged 0 SP:Iteration 3F (1259.960000 sec): 3 clusters Score: Raw -3406.588758 + Penalty 392.891418 = -3013.697340 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.960000 sec): 2 clusters Score: Raw -13896.963064 + Penalty 248.022250 = -13648.940815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.960000 sec): 3 clusters Score: Raw -13850.671997 + Penalty 496.044499 = -13354.627498 nChanged 63 SP:Iteration 1F (1259.970000 sec): 3 clusters Score: Raw -13939.537967 + Penalty 496.044499 = -13443.493468 nChanged 14 SP:Iteration 2F (1259.970000 sec): 3 clusters Score: Raw -13954.660998 + Penalty 496.044499 = -13458.616499 nChanged 8 SP:Iteration 3Q (1259.970000 sec): 3 clusters Score: Raw -13970.619574 + Penalty 496.044499 = -13474.575074 nChanged 5 SP:Iteration 4Q (1259.970000 sec): 3 clusters Score: Raw -13982.116536 + Penalty 496.044499 = -13486.072037 nChanged 5 SP:Iteration 5Q (1259.970000 sec): 3 clusters Score: Raw -13987.480382 + Penalty 496.044499 = -13491.435883 nChanged 4 SP:Iteration 6Q (1259.970000 sec): 3 clusters Score: Raw -13990.070422 + Penalty 496.044499 = -13494.025923 nChanged 2 SP:Iteration 7Q (1259.970000 sec): 3 clusters Score: Raw -13994.036552 + Penalty 496.044499 = -13497.992053 nChanged 2 SP:Iteration 8Q (1259.970000 sec): 3 clusters Score: Raw -13997.556840 + Penalty 496.044499 = -13501.512341 nChanged 3 SP:Iteration 9Q (1259.970000 sec): 3 clusters Score: Raw -14005.091854 + Penalty 496.044499 = -13509.047354 nChanged 4 SP:Iteration 10Q (1259.970000 sec): 3 clusters Score: Raw -14015.533576 + Penalty 496.044499 = -13519.489077 nChanged 5 SP:Iteration 11Q (1259.970000 sec): 3 clusters Score: Raw -14026.030667 + Penalty 496.044499 = -13529.986168 nChanged 4 SP:Iteration 12Q (1259.970000 sec): 3 clusters Score: Raw -14034.598706 + Penalty 496.044499 = -13538.554207 nChanged 1 SP:Iteration 13Q (1259.970000 sec): 3 clusters Score: Raw -14037.259925 + Penalty 496.044499 = -13541.215425 nChanged 0 SP:Iteration 14F (1259.970000 sec): 3 clusters Score: Raw -14037.259925 + Penalty 496.044499 = -13541.215425 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.970000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.970000 sec): 3 clusters Score: Raw -3607.672762 + Penalty 383.975201 = -3223.697561 nChanged 11 SP:Iteration 1F (1259.970000 sec): 3 clusters Score: Raw -3639.949897 + Penalty 383.975201 = -3255.974696 nChanged 1 SP:Iteration 2Q (1259.970000 sec): 3 clusters Score: Raw -3641.978625 + Penalty 383.975201 = -3258.003423 nChanged 0 SP:Iteration 3F (1259.970000 sec): 3 clusters Score: Raw -3641.978625 + Penalty 383.975201 = -3258.003423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.970000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.970000 sec): 3 clusters Score: Raw -1535.390369 + Penalty 303.230610 = -1232.159759 nChanged 1 SP:Iteration 1Q (1259.970000 sec): 3 clusters Score: Raw -1542.582401 + Penalty 303.230610 = -1239.351791 nChanged 0 SP:Iteration 2F (1259.970000 sec): 3 clusters Score: Raw -1542.582401 + Penalty 303.230610 = -1239.351791 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.970000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.970000 sec): 3 clusters Score: Raw -3584.960652 + Penalty 385.303692 = -3199.656960 nChanged 13 SP:Iteration 1F (1259.970000 sec): 3 clusters Score: Raw -3620.013191 + Penalty 385.303692 = -3234.709500 nChanged 2 SP:Iteration 2Q (1259.970000 sec): 3 clusters Score: Raw -3640.743796 + Penalty 385.303692 = -3255.440104 nChanged 0 SP:Iteration 3F (1259.970000 sec): 3 clusters Score: Raw -3640.743796 + Penalty 385.303692 = -3255.440104 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.980000 sec): 2 clusters Score: Raw -3067.246222 + Penalty 195.215905 = -2872.030317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.980000 sec): 3 clusters Score: Raw -3089.102276 + Penalty 390.431809 = -2698.670467 nChanged 11 SP:Iteration 1F (1259.980000 sec): 3 clusters Score: Raw -3128.305688 + Penalty 390.431809 = -2737.873879 nChanged 1 SP:Iteration 2Q (1259.980000 sec): 3 clusters Score: Raw -3133.926628 + Penalty 390.431809 = -2743.494819 nChanged 0 SP:Iteration 3F (1259.980000 sec): 3 clusters Score: Raw -3133.926628 + Penalty 390.431809 = -2743.494819 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.990000 sec): 2 clusters Score: Raw -471123.003147 + Penalty 408.264416 = -470714.738731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.000000 sec): 3 clusters Score: Raw -466349.461375 + Penalty 816.528833 = -465532.932543 nChanged 3625 SP:Iteration 1F (1260.010000 sec): 3 clusters Score: Raw -468513.134319 + Penalty 816.528833 = -467696.605487 nChanged 450 SP:Iteration 2F (1260.020000 sec): 3 clusters Score: Raw -468731.245921 + Penalty 816.528833 = -467914.717089 nChanged 437 SP:Iteration 3F (1260.020000 sec): 3 clusters Score: Raw -468932.997499 + Penalty 816.528833 = -468116.468666 nChanged 383 SP:Iteration 4Q (1260.030000 sec): 3 clusters Score: Raw -469129.510813 + Penalty 816.528833 = -468312.981981 nChanged 397 SP:Iteration 5F (1260.040000 sec): 3 clusters Score: Raw -469347.987460 + Penalty 816.528833 = -468531.458628 nChanged 347 SP:Iteration 6Q (1260.050000 sec): 3 clusters Score: Raw -469557.628686 + Penalty 816.528833 = -468741.099854 nChanged 335 SP:Iteration 7Q (1260.060000 sec): 3 clusters Score: Raw -469768.800506 + Penalty 816.528833 = -468952.271673 nChanged 298 SP:Iteration 8Q (1260.070000 sec): 3 clusters Score: Raw -469944.244970 + Penalty 816.528833 = -469127.716138 nChanged 246 SP:Iteration 9Q (1260.080000 sec): 3 clusters Score: Raw -470075.794882 + Penalty 816.528833 = -469259.266050 nChanged 206 SP:Iteration 10Q (1260.080000 sec): 3 clusters Score: Raw -470167.494193 + Penalty 816.528833 = -469350.965361 nChanged 157 SP:Iteration 11Q (1260.100000 sec): 3 clusters Score: Raw -470228.296816 + Penalty 816.528833 = -469411.767983 nChanged 139 SP:Iteration 12Q (1260.100000 sec): 3 clusters Score: Raw -470289.174974 + Penalty 816.528833 = -469472.646141 nChanged 130 SP:Iteration 13Q (1260.110000 sec): 3 clusters Score: Raw -470353.706591 + Penalty 816.528833 = -469537.177758 nChanged 156 SP:Iteration 14Q (1260.120000 sec): 3 clusters Score: Raw -470458.227184 + Penalty 816.528833 = -469641.698351 nChanged 150 SP:Iteration 15Q (1260.130000 sec): 3 clusters Score: Raw -470564.198964 + Penalty 816.528833 = -469747.670132 nChanged 146 SP:Iteration 16Q (1260.140000 sec): 3 clusters Score: Raw -470630.857828 + Penalty 816.528833 = -469814.328995 nChanged 115 SP:Iteration 17Q (1260.140000 sec): 3 clusters Score: Raw -470675.268400 + Penalty 816.528833 = -469858.739567 nChanged 120 SP:Iteration 18Q (1260.150000 sec): 3 clusters Score: Raw -470713.428859 + Penalty 816.528833 = -469896.900026 nChanged 102 SP:Iteration 19Q (1260.160000 sec): 3 clusters Score: Raw -470737.657897 + Penalty 816.528833 = -469921.129064 nChanged 85 SP:Iteration 20F (1260.170000 sec): 3 clusters Score: Raw -470755.117702 + Penalty 816.528833 = -469938.588869 nChanged 71 SP:Iteration 21Q (1260.180000 sec): 3 clusters Score: Raw -470773.178873 + Penalty 816.528833 = -469956.650040 nChanged 71 SP:Iteration 22Q (1260.180000 sec): 3 clusters Score: Raw -470790.882202 + Penalty 816.528833 = -469974.353369 nChanged 74 SP:Iteration 23Q (1260.190000 sec): 3 clusters Score: Raw -470808.956838 + Penalty 816.528833 = -469992.428006 nChanged 64 SP:Iteration 24Q (1260.200000 sec): 3 clusters Score: Raw -470822.356380 + Penalty 816.528833 = -470005.827547 nChanged 54 SP:Iteration 25Q (1260.210000 sec): 3 clusters Score: Raw -470834.657299 + Penalty 816.528833 = -470018.128467 nChanged 55 SP:Iteration 26Q (1260.220000 sec): 3 clusters Score: Raw -470847.933946 + Penalty 816.528833 = -470031.405113 nChanged 62 SP:Iteration 27Q (1260.220000 sec): 3 clusters Score: Raw -470861.736898 + Penalty 816.528833 = -470045.208066 nChanged 51 SP:Iteration 28Q (1260.230000 sec): 3 clusters Score: Raw -470873.702930 + Penalty 816.528833 = -470057.174097 nChanged 44 SP:Iteration 29Q (1260.240000 sec): 3 clusters Score: Raw -470880.978676 + Penalty 816.528833 = -470064.449843 nChanged 41 SP:Iteration 30Q (1260.250000 sec): 3 clusters Score: Raw -470886.725840 + Penalty 816.528833 = -470070.197007 nChanged 36 SP:Iteration 31Q (1260.260000 sec): 3 clusters Score: Raw -470893.022504 + Penalty 816.528833 = -470076.493671 nChanged 46 SP:Iteration 32Q (1260.260000 sec): 3 clusters Score: Raw -470901.736076 + Penalty 816.528833 = -470085.207243 nChanged 38 SP:Iteration 33Q (1260.270000 sec): 3 clusters Score: Raw -470909.213197 + Penalty 816.528833 = -470092.684365 nChanged 37 SP:Iteration 34Q (1260.280000 sec): 3 clusters Score: Raw -470915.853981 + Penalty 816.528833 = -470099.325148 nChanged 35 SP:Iteration 35Q (1260.290000 sec): 3 clusters Score: Raw -470921.231554 + Penalty 816.528833 = -470104.702721 nChanged 34 SP:Iteration 36Q (1260.300000 sec): 3 clusters Score: Raw -470927.484836 + Penalty 816.528833 = -470110.956003 nChanged 42 SP:Iteration 37Q (1260.300000 sec): 3 clusters Score: Raw -470934.940799 + Penalty 816.528833 = -470118.411967 nChanged 48 SP:Iteration 38Q (1260.310000 sec): 3 clusters Score: Raw -470942.729168 + Penalty 816.528833 = -470126.200335 nChanged 45 SP:Iteration 39Q (1260.320000 sec): 3 clusters Score: Raw -470950.718262 + Penalty 816.528833 = -470134.189430 nChanged 50 SP:Iteration 40F (1260.330000 sec): 3 clusters Score: Raw -470960.334659 + Penalty 816.528833 = -470143.805827 nChanged 52 SP:Iteration 41Q (1260.340000 sec): 3 clusters Score: Raw -470970.416576 + Penalty 816.528833 = -470153.887744 nChanged 53 SP:Iteration 42Q (1260.340000 sec): 3 clusters Score: Raw -470982.244897 + Penalty 816.528833 = -470165.716065 nChanged 57 SP:Iteration 43Q (1260.350000 sec): 3 clusters Score: Raw -470996.053403 + Penalty 816.528833 = -470179.524570 nChanged 45 SP:Iteration 44Q (1260.360000 sec): 3 clusters Score: Raw -471004.966223 + Penalty 816.528833 = -470188.437390 nChanged 50 SP:Iteration 45Q (1260.370000 sec): 3 clusters Score: Raw -471016.732843 + Penalty 816.528833 = -470200.204010 nChanged 52 SP:Iteration 46Q (1260.380000 sec): 3 clusters Score: Raw -471024.741458 + Penalty 816.528833 = -470208.212625 nChanged 43 SP:Iteration 47Q (1260.380000 sec): 3 clusters Score: Raw -471032.027606 + Penalty 816.528833 = -470215.498774 nChanged 43 SP:Iteration 48Q (1260.390000 sec): 3 clusters Score: Raw -471039.720462 + Penalty 816.528833 = -470223.191629 nChanged 49 SP:Iteration 49Q (1260.400000 sec): 3 clusters Score: Raw -471049.710460 + Penalty 816.528833 = -470233.181627 nChanged 52 SP:Iteration 50Q (1260.400000 sec): 3 clusters Score: Raw -471061.009641 + Penalty 816.528833 = -470244.480808 nChanged 53 SP:Iteration 51Q (1260.410000 sec): 3 clusters Score: Raw -471071.014690 + Penalty 816.528833 = -470254.485858 nChanged 40 SP:Iteration 52Q (1260.420000 sec): 3 clusters Score: Raw -471079.837784 + Penalty 816.528833 = -470263.308952 nChanged 39 SP:Iteration 53Q (1260.430000 sec): 3 clusters Score: Raw -471092.526651 + Penalty 816.528833 = -470275.997819 nChanged 47 SP:Iteration 54Q (1260.440000 sec): 3 clusters Score: Raw -471107.221865 + Penalty 816.528833 = -470290.693033 nChanged 44 SP:Iteration 55Q (1260.440000 sec): 3 clusters Score: Raw -471124.952334 + Penalty 816.528833 = -470308.423501 nChanged 36 SP:Iteration 56Q (1260.450000 sec): 3 clusters Score: Raw -471137.435110 + Penalty 816.528833 = -470320.906278 nChanged 29 SP:Iteration 57Q (1260.460000 sec): 3 clusters Score: Raw -471143.579548 + Penalty 816.528833 = -470327.050716 nChanged 20 SP:Iteration 58Q (1260.470000 sec): 3 clusters Score: Raw -471146.110018 + Penalty 816.528833 = -470329.581185 nChanged 15 SP:Iteration 59Q (1260.470000 sec): 3 clusters Score: Raw -471147.691573 + Penalty 816.528833 = -470331.162741 nChanged 11 SP:Iteration 60F (1260.480000 sec): 3 clusters Score: Raw -471148.960749 + Penalty 816.528833 = -470332.431916 nChanged 13 SP:Iteration 61Q (1260.490000 sec): 3 clusters Score: Raw -471150.042017 + Penalty 816.528833 = -470333.513184 nChanged 7 SP:Iteration 62Q (1260.500000 sec): 3 clusters Score: Raw -471150.654453 + Penalty 816.528833 = -470334.125620 nChanged 10 SP:Iteration 63Q (1260.500000 sec): 3 clusters Score: Raw -471151.431460 + Penalty 816.528833 = -470334.902627 nChanged 8 SP:Iteration 64Q (1260.510000 sec): 3 clusters Score: Raw -471152.207077 + Penalty 816.528833 = -470335.678244 nChanged 12 SP:Iteration 65Q (1260.520000 sec): 3 clusters Score: Raw -471153.798759 + Penalty 816.528833 = -470337.269926 nChanged 16 SP:Iteration 66Q (1260.530000 sec): 3 clusters Score: Raw -471156.083303 + Penalty 816.528833 = -470339.554470 nChanged 22 SP:Iteration 67Q (1260.540000 sec): 3 clusters Score: Raw -471158.818727 + Penalty 816.528833 = -470342.289894 nChanged 18 SP:Iteration 68Q (1260.540000 sec): 3 clusters Score: Raw -471162.239144 + Penalty 816.528833 = -470345.710311 nChanged 29 SP:Iteration 69Q (1260.550000 sec): 3 clusters Score: Raw -471167.748995 + Penalty 816.528833 = -470351.220162 nChanged 31 SP:Iteration 70Q (1260.560000 sec): 3 clusters Score: Raw -471173.514979 + Penalty 816.528833 = -470356.986147 nChanged 33 SP:Iteration 71Q (1260.560000 sec): 3 clusters Score: Raw -471178.522455 + Penalty 816.528833 = -470361.993622 nChanged 25 SP:Iteration 72Q (1260.570000 sec): 3 clusters Score: Raw -471182.545166 + Penalty 816.528833 = -470366.016334 nChanged 17 SP:Iteration 73Q (1260.580000 sec): 3 clusters Score: Raw -471185.008673 + Penalty 816.528833 = -470368.479841 nChanged 12 SP:Iteration 74Q (1260.590000 sec): 3 clusters Score: Raw -471186.358576 + Penalty 816.528833 = -470369.829743 nChanged 15 SP:Iteration 75Q (1260.590000 sec): 3 clusters Score: Raw -471188.376363 + Penalty 816.528833 = -470371.847531 nChanged 19 SP:Iteration 76Q (1260.600000 sec): 3 clusters Score: Raw -471191.131963 + Penalty 816.528833 = -470374.603131 nChanged 16 SP:Iteration 77Q (1260.610000 sec): 3 clusters Score: Raw -471193.235144 + Penalty 816.528833 = -470376.706311 nChanged 17 SP:Iteration 78Q (1260.620000 sec): 3 clusters Score: Raw -471195.305763 + Penalty 816.528833 = -470378.776931 nChanged 18 SP:Iteration 79Q (1260.620000 sec): 3 clusters Score: Raw -471197.786124 + Penalty 816.528833 = -470381.257291 nChanged 20 SP:Iteration 80F (1260.630000 sec): 3 clusters Score: Raw -471200.698798 + Penalty 816.528833 = -470384.169965 nChanged 17 SP:Iteration 81Q (1260.640000 sec): 3 clusters Score: Raw -471204.319941 + Penalty 816.528833 = -470387.791108 nChanged 18 SP:Iteration 82Q (1260.650000 sec): 3 clusters Score: Raw -471207.045136 + Penalty 816.528833 = -470390.516303 nChanged 15 SP:Iteration 83Q (1260.650000 sec): 3 clusters Score: Raw -471208.874909 + Penalty 816.528833 = -470392.346076 nChanged 17 SP:Iteration 84Q (1260.660000 sec): 3 clusters Score: Raw -471210.976254 + Penalty 816.528833 = -470394.447421 nChanged 13 SP:Iteration 85Q (1260.670000 sec): 3 clusters Score: Raw -471212.181347 + Penalty 816.528833 = -470395.652515 nChanged 9 SP:Iteration 86Q (1260.680000 sec): 3 clusters Score: Raw -471213.277792 + Penalty 816.528833 = -470396.748959 nChanged 14 SP:Iteration 87Q (1260.680000 sec): 3 clusters Score: Raw -471215.094824 + Penalty 816.528833 = -470398.565992 nChanged 10 SP:Iteration 88Q (1260.690000 sec): 3 clusters Score: Raw -471216.799724 + Penalty 816.528833 = -470400.270891 nChanged 14 SP:Iteration 89Q (1260.700000 sec): 3 clusters Score: Raw -471218.865948 + Penalty 816.528833 = -470402.337116 nChanged 17 SP:Iteration 90Q (1260.700000 sec): 3 clusters Score: Raw -471221.421362 + Penalty 816.528833 = -470404.892529 nChanged 22 SP:Iteration 91Q (1260.710000 sec): 3 clusters Score: Raw -471224.161098 + Penalty 816.528833 = -470407.632265 nChanged 21 SP:Iteration 92Q (1260.720000 sec): 3 clusters Score: Raw -471227.775473 + Penalty 816.528833 = -470411.246640 nChanged 16 SP:Iteration 93Q (1260.730000 sec): 3 clusters Score: Raw -471229.682823 + Penalty 816.528833 = -470413.153990 nChanged 11 SP:Iteration 94Q (1260.730000 sec): 3 clusters Score: Raw -471231.176251 + Penalty 816.528833 = -470414.647419 nChanged 6 SP:Iteration 95Q (1260.740000 sec): 3 clusters Score: Raw -471231.581772 + Penalty 816.528833 = -470415.052940 nChanged 4 SP:Iteration 96Q (1260.750000 sec): 3 clusters Score: Raw -471231.943379 + Penalty 816.528833 = -470415.414546 nChanged 4 SP:Iteration 97Q (1260.760000 sec): 3 clusters Score: Raw -471232.520117 + Penalty 816.528833 = -470415.991284 nChanged 2 SP:Iteration 98Q (1260.770000 sec): 3 clusters Score: Raw -471232.699343 + Penalty 816.528833 = -470416.170510 nChanged 1 SP:Iteration 99Q (1260.770000 sec): 3 clusters Score: Raw -471232.768992 + Penalty 816.528833 = -470416.240160 nChanged 1 SP:Iteration 100F (1260.790000 sec): 3 clusters Score: Raw -471232.790986 + Penalty 816.528833 = -470416.262154 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.790000 sec): 2 clusters Score: Raw -6718.713678 + Penalty 233.945692 = -6484.767986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.790000 sec): 3 clusters Score: Raw -6734.187745 + Penalty 467.891384 = -6266.296361 nChanged 48 SP:Iteration 1F (1260.790000 sec): 3 clusters Score: Raw -6934.834881 + Penalty 467.891384 = -6466.943497 nChanged 13 SP:Iteration 2F (1260.790000 sec): 3 clusters Score: Raw -7021.991844 + Penalty 467.891384 = -6554.100461 nChanged 6 SP:Iteration 3Q (1260.790000 sec): 3 clusters Score: Raw -7048.009147 + Penalty 467.891384 = -6580.117764 nChanged 4 SP:Iteration 4Q (1260.790000 sec): 3 clusters Score: Raw -7059.485232 + Penalty 467.891384 = -6591.593848 nChanged 4 SP:Iteration 5Q (1260.790000 sec): 3 clusters Score: Raw -7066.228595 + Penalty 467.891384 = -6598.337211 nChanged 1 SP:Iteration 6Q (1260.790000 sec): 3 clusters Score: Raw -7067.393142 + Penalty 467.891384 = -6599.501758 nChanged 2 SP:Iteration 7Q (1260.790000 sec): 3 clusters Score: Raw -7093.017153 + Penalty 467.891384 = -6625.125770 nChanged 3 SP:Iteration 8Q (1260.790000 sec): 3 clusters Score: Raw -7104.049371 + Penalty 467.891384 = -6636.157987 nChanged 1 SP:Iteration 9Q (1260.790000 sec): 3 clusters Score: Raw -7107.134988 + Penalty 467.891384 = -6639.243605 nChanged 0 SP:Iteration 10F (1260.790000 sec): 3 clusters Score: Raw -7107.134988 + Penalty 467.891384 = -6639.243605 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 72. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.790000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.790000 sec): 3 clusters Score: Raw -17414.206054 + Penalty 529.897176 = -16884.308877 nChanged 105 SP:Iteration 1F (1260.790000 sec): 3 clusters Score: Raw -17511.610980 + Penalty 529.897176 = -16981.713804 nChanged 37 SP:Iteration 2F (1260.790000 sec): 3 clusters Score: Raw -17568.933513 + Penalty 529.897176 = -17039.036337 nChanged 11 SP:Iteration 3Q (1260.800000 sec): 3 clusters Score: Raw -17588.160281 + Penalty 529.897176 = -17058.263105 nChanged 2 SP:Iteration 4Q (1260.800000 sec): 3 clusters Score: Raw -17589.118964 + Penalty 529.897176 = -17059.221787 nChanged 2 SP:Iteration 5Q (1260.800000 sec): 3 clusters Score: Raw -17589.903341 + Penalty 529.897176 = -17060.006165 nChanged 0 SP:Iteration 6F (1260.800000 sec): 3 clusters Score: Raw -17589.903341 + Penalty 529.897176 = -17060.006165 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.800000 sec): 2 clusters Score: Raw -8135.210346 + Penalty 230.635141 = -7904.575205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.800000 sec): 3 clusters Score: Raw -8105.819249 + Penalty 461.270282 = -7644.548967 nChanged 41 SP:Iteration 1F (1260.800000 sec): 3 clusters Score: Raw -8147.032723 + Penalty 461.270282 = -7685.762441 nChanged 9 SP:Iteration 2F (1260.800000 sec): 3 clusters Score: Raw -8163.774363 + Penalty 461.270282 = -7702.504080 nChanged 6 SP:Iteration 3Q (1260.800000 sec): 3 clusters Score: Raw -8169.793857 + Penalty 461.270282 = -7708.523575 nChanged 7 SP:Iteration 4Q (1260.800000 sec): 3 clusters Score: Raw -8179.673573 + Penalty 461.270282 = -7718.403291 nChanged 6 SP:Iteration 5Q (1260.800000 sec): 3 clusters Score: Raw -8189.581023 + Penalty 461.270282 = -7728.310741 nChanged 3 SP:Iteration 6Q (1260.800000 sec): 3 clusters Score: Raw -8192.150356 + Penalty 461.270282 = -7730.880074 nChanged 1 SP:Iteration 7Q (1260.800000 sec): 3 clusters Score: Raw -8194.639225 + Penalty 461.270282 = -7733.368943 nChanged 2 SP:Iteration 8Q (1260.800000 sec): 3 clusters Score: Raw -8202.640534 + Penalty 461.270282 = -7741.370252 nChanged 3 SP:Iteration 9Q (1260.800000 sec): 3 clusters Score: Raw -8214.358981 + Penalty 461.270282 = -7753.088698 nChanged 4 SP:Iteration 10Q (1260.800000 sec): 3 clusters Score: Raw -8225.814606 + Penalty 461.270282 = -7764.544324 nChanged 3 SP:Iteration 11Q (1260.800000 sec): 3 clusters Score: Raw -8236.503567 + Penalty 461.270282 = -7775.233285 nChanged 3 SP:Iteration 12Q (1260.800000 sec): 3 clusters Score: Raw -8242.624655 + Penalty 461.270282 = -7781.354373 nChanged 1 SP:Iteration 13Q (1260.800000 sec): 3 clusters Score: Raw -8243.835668 + Penalty 461.270282 = -7782.565385 nChanged 0 SP:Iteration 14F (1260.800000 sec): 3 clusters Score: Raw -8243.835668 + Penalty 461.270282 = -7782.565385 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.800000 sec): 2 clusters Score: Raw -3824.104867 + Penalty 193.951934 = -3630.152932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.800000 sec): 3 clusters Score: Raw -3836.091284 + Penalty 387.903869 = -3448.187415 nChanged 10 SP:Iteration 1F (1260.800000 sec): 3 clusters Score: Raw -3860.057012 + Penalty 387.903869 = -3472.153143 nChanged 1 SP:Iteration 2Q (1260.800000 sec): 3 clusters Score: Raw -3861.185817 + Penalty 387.903869 = -3473.281948 nChanged 1 SP:Iteration 3Q (1260.800000 sec): 3 clusters Score: Raw -3865.613923 + Penalty 387.903869 = -3477.710054 nChanged 1 SP:Iteration 4Q (1260.800000 sec): 3 clusters Score: Raw -3869.781727 + Penalty 387.903869 = -3481.877858 nChanged 1 SP:Iteration 5Q (1260.800000 sec): 3 clusters Score: Raw -3875.646129 + Penalty 387.903869 = -3487.742261 nChanged 0 SP:Iteration 6F (1260.800000 sec): 3 clusters Score: Raw -3875.646129 + Penalty 387.903869 = -3487.742261 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.800000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.810000 sec): 3 clusters Score: Raw -5980.982709 + Penalty 445.021771 = -5535.960939 nChanged 29 SP:Iteration 1F (1260.810000 sec): 3 clusters Score: Raw -6033.546288 + Penalty 445.021771 = -5588.524517 nChanged 9 SP:Iteration 2F (1260.810000 sec): 3 clusters Score: Raw -6060.250453 + Penalty 445.021771 = -5615.228682 nChanged 6 SP:Iteration 3Q (1260.810000 sec): 3 clusters Score: Raw -6070.115318 + Penalty 445.021771 = -5625.093547 nChanged 7 SP:Iteration 4F (1260.810000 sec): 3 clusters Score: Raw -6090.666331 + Penalty 445.021771 = -5645.644561 nChanged 3 SP:Iteration 5Q (1260.810000 sec): 3 clusters Score: Raw -6102.127634 + Penalty 445.021771 = -5657.105863 nChanged 3 SP:Iteration 6Q (1260.810000 sec): 3 clusters Score: Raw -6118.037004 + Penalty 445.021771 = -5673.015233 nChanged 5 SP:Iteration 7Q (1260.810000 sec): 3 clusters Score: Raw -6133.726812 + Penalty 445.021771 = -5688.705041 nChanged 4 SP:Iteration 8Q (1260.810000 sec): 3 clusters Score: Raw -6143.690633 + Penalty 445.021771 = -5698.668862 nChanged 3 SP:Iteration 9Q (1260.810000 sec): 3 clusters Score: Raw -6148.678656 + Penalty 445.021771 = -5703.656886 nChanged 1 SP:Iteration 10Q (1260.810000 sec): 3 clusters Score: Raw -6149.921286 + Penalty 445.021771 = -5704.899516 nChanged 1 SP:Iteration 11Q (1260.810000 sec): 3 clusters Score: Raw -6152.199994 + Penalty 445.021771 = -5707.178223 nChanged 0 SP:Iteration 12F (1260.810000 sec): 3 clusters Score: Raw -6152.199994 + Penalty 445.021771 = -5707.178223 nChanged 0 Deleting Class 69 (41 points): Lose 511.722459 but Gain 588.735889 Iteration 259Q (1265.360000 sec): 72 clusters Score: Raw -23955233.537960 + Penalty 41800.248118 = -23913433.289841 nChanged 99 Iteration 260F (1277.250000 sec): 72 clusters Score: Raw -23955522.026461 + Penalty 41800.248118 = -23913721.778343 nChanged 70 Iteration 261Q (1281.570000 sec): 72 clusters Score: Raw -23955610.208926 + Penalty 41800.248118 = -23913809.960808 nChanged 35 Iteration 262Q (1285.910000 sec): 72 clusters Score: Raw -23955642.200599 + Penalty 41800.248118 = -23913841.952481 nChanged 21 Iteration 263Q (1290.240000 sec): 72 clusters Score: Raw -23955651.354218 + Penalty 41800.248118 = -23913851.106100 nChanged 12 Iteration 264Q (1294.580000 sec): 72 clusters Score: Raw -23955655.298463 + Penalty 41800.248118 = -23913855.050345 nChanged 13 Iteration 265Q (1299.130000 sec): 72 clusters Score: Raw -23955656.960115 + Penalty 41800.248118 = -23913856.711997 nChanged 7 Iteration 266Q (1303.800000 sec): 72 clusters Score: Raw -23955657.488304 + Penalty 41800.248118 = -23913857.240186 nChanged 7 Iteration 267Q (1308.340000 sec): 72 clusters Score: Raw -23955659.323467 + Penalty 41800.248118 = -23913859.075349 nChanged 9 Iteration 268Q (1313.020000 sec): 72 clusters Score: Raw -23955661.703107 + Penalty 41800.248118 = -23913861.454989 nChanged 8 Iteration 269Q (1317.450000 sec): 72 clusters Score: Raw -23955662.008212 + Penalty 41800.248118 = -23913861.760094 nChanged 7 Iteration 270Q (1321.810000 sec): 72 clusters Score: Raw -23955662.311811 + Penalty 41800.248118 = -23913862.063692 nChanged 6 Iteration 271Q (1326.130000 sec): 72 clusters Score: Raw -23955662.353234 + Penalty 41800.248118 = -23913862.105116 nChanged 3 Iteration 272Q (1330.480000 sec): 72 clusters Score: Raw -23955662.407414 + Penalty 41800.248118 = -23913862.159296 nChanged 3 Iteration 273Q (1334.790000 sec): 72 clusters Score: Raw -23955662.428164 + Penalty 41800.248118 = -23913862.180045 nChanged 3 Iteration 274Q (1339.130000 sec): 72 clusters Score: Raw -23955662.441401 + Penalty 41800.248118 = -23913862.193283 nChanged 2 Iteration 275Q (1343.450000 sec): 72 clusters Score: Raw -23955662.448611 + Penalty 41800.248118 = -23913862.200493 nChanged 2 Iteration 276Q (1347.800000 sec): 72 clusters Score: Raw -23955662.466886 + Penalty 41800.248118 = -23913862.218768 nChanged 3 Iteration 277Q (1352.110000 sec): 72 clusters Score: Raw -23955662.486990 + Penalty 41800.248118 = -23913862.238872 nChanged 4 Iteration 278Q (1356.450000 sec): 72 clusters Score: Raw -23955662.512220 + Penalty 41800.248118 = -23913862.264102 nChanged 0 Iteration 279F (1367.570000 sec): 72 clusters Score: Raw -23955662.512220 + Penalty 41800.248118 = -23913862.264102 nChanged 0 Compute initial score before splitting: Score: Raw -23955662.512220 + Penalty 41800.248118 = -23913862.264102 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.580000 sec): 2 clusters Score: Raw -22234.166220 + Penalty 270.397372 = -21963.768849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.580000 sec): 3 clusters Score: Raw -22088.500014 + Penalty 540.794743 = -21547.705271 nChanged 118 SP:Iteration 1F (1367.580000 sec): 3 clusters Score: Raw -22195.779172 + Penalty 540.794743 = -21654.984429 nChanged 45 SP:Iteration 2F (1367.580000 sec): 3 clusters Score: Raw -22230.908781 + Penalty 540.794743 = -21690.114038 nChanged 22 SP:Iteration 3F (1367.580000 sec): 3 clusters Score: Raw -22251.933253 + Penalty 540.794743 = -21711.138510 nChanged 12 SP:Iteration 4Q (1367.580000 sec): 3 clusters Score: Raw -22259.851034 + Penalty 540.794743 = -21719.056291 nChanged 10 SP:Iteration 5Q (1367.580000 sec): 3 clusters Score: Raw -22268.034046 + Penalty 540.794743 = -21727.239303 nChanged 6 SP:Iteration 6Q (1367.580000 sec): 3 clusters Score: Raw -22273.602269 + Penalty 540.794743 = -21732.807526 nChanged 5 SP:Iteration 7Q (1367.580000 sec): 3 clusters Score: Raw -22277.743403 + Penalty 540.794743 = -21736.948660 nChanged 7 SP:Iteration 8Q (1367.580000 sec): 3 clusters Score: Raw -22282.257128 + Penalty 540.794743 = -21741.462385 nChanged 5 SP:Iteration 9Q (1367.580000 sec): 3 clusters Score: Raw -22284.904801 + Penalty 540.794743 = -21744.110057 nChanged 1 SP:Iteration 10Q (1367.580000 sec): 3 clusters Score: Raw -22285.797006 + Penalty 540.794743 = -21745.002263 nChanged 0 SP:Iteration 11F (1367.580000 sec): 3 clusters Score: Raw -22285.797006 + Penalty 540.794743 = -21745.002263 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.580000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.580000 sec): 3 clusters Score: Raw -16648.554252 + Penalty 518.435507 = -16130.118744 nChanged 93 SP:Iteration 1F (1367.580000 sec): 3 clusters Score: Raw -16770.983217 + Penalty 518.435507 = -16252.547710 nChanged 22 SP:Iteration 2F (1367.580000 sec): 3 clusters Score: Raw -16812.318976 + Penalty 518.435507 = -16293.883468 nChanged 13 SP:Iteration 3Q (1367.590000 sec): 3 clusters Score: Raw -16845.977576 + Penalty 518.435507 = -16327.542068 nChanged 13 SP:Iteration 4Q (1367.590000 sec): 3 clusters Score: Raw -16871.811632 + Penalty 518.435507 = -16353.376124 nChanged 12 SP:Iteration 5Q (1367.590000 sec): 3 clusters Score: Raw -16881.613970 + Penalty 518.435507 = -16363.178463 nChanged 6 SP:Iteration 6Q (1367.590000 sec): 3 clusters Score: Raw -16886.357150 + Penalty 518.435507 = -16367.921643 nChanged 3 SP:Iteration 7Q (1367.590000 sec): 3 clusters Score: Raw -16888.225405 + Penalty 518.435507 = -16369.789897 nChanged 0 SP:Iteration 8F (1367.590000 sec): 3 clusters Score: Raw -16888.225405 + Penalty 518.435507 = -16369.789897 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.590000 sec): 2 clusters Score: Raw -114123.655508 + Penalty 344.337749 = -113779.317760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.590000 sec): 3 clusters Score: Raw -113069.831602 + Penalty 688.675497 = -112381.156105 nChanged 831 SP:Iteration 1F (1367.590000 sec): 3 clusters Score: Raw -113560.529320 + Penalty 688.675497 = -112871.853823 nChanged 160 SP:Iteration 2F (1367.590000 sec): 3 clusters Score: Raw -113659.015507 + Penalty 688.675497 = -112970.340010 nChanged 112 SP:Iteration 3F (1367.600000 sec): 3 clusters Score: Raw -113726.394189 + Penalty 688.675497 = -113037.718692 nChanged 103 SP:Iteration 4F (1367.600000 sec): 3 clusters Score: Raw -113791.229604 + Penalty 688.675497 = -113102.554107 nChanged 88 SP:Iteration 5Q (1367.600000 sec): 3 clusters Score: Raw -113851.069944 + Penalty 688.675497 = -113162.394447 nChanged 87 SP:Iteration 6Q (1367.600000 sec): 3 clusters Score: Raw -113913.223242 + Penalty 688.675497 = -113224.547745 nChanged 72 SP:Iteration 7Q (1367.600000 sec): 3 clusters Score: Raw -113954.225419 + Penalty 688.675497 = -113265.549922 nChanged 61 SP:Iteration 8Q (1367.600000 sec): 3 clusters Score: Raw -113987.739699 + Penalty 688.675497 = -113299.064202 nChanged 52 SP:Iteration 9Q (1367.610000 sec): 3 clusters Score: Raw -114012.132236 + Penalty 688.675497 = -113323.456739 nChanged 33 SP:Iteration 10Q (1367.610000 sec): 3 clusters Score: Raw -114023.102215 + Penalty 688.675497 = -113334.426718 nChanged 27 SP:Iteration 11Q (1367.610000 sec): 3 clusters Score: Raw -114030.624867 + Penalty 688.675497 = -113341.949370 nChanged 16 SP:Iteration 12Q (1367.610000 sec): 3 clusters Score: Raw -114036.099224 + Penalty 688.675497 = -113347.423727 nChanged 9 SP:Iteration 13Q (1367.610000 sec): 3 clusters Score: Raw -114037.580337 + Penalty 688.675497 = -113348.904840 nChanged 6 SP:Iteration 14Q (1367.620000 sec): 3 clusters Score: Raw -114038.681101 + Penalty 688.675497 = -113350.005604 nChanged 5 SP:Iteration 15Q (1367.620000 sec): 3 clusters Score: Raw -114040.030924 + Penalty 688.675497 = -113351.355427 nChanged 9 SP:Iteration 16Q (1367.620000 sec): 3 clusters Score: Raw -114041.802219 + Penalty 688.675497 = -113353.126722 nChanged 9 SP:Iteration 17Q (1367.620000 sec): 3 clusters Score: Raw -114044.739472 + Penalty 688.675497 = -113356.063975 nChanged 9 SP:Iteration 18Q (1367.620000 sec): 3 clusters Score: Raw -114048.304891 + Penalty 688.675497 = -113359.629394 nChanged 12 SP:Iteration 19Q (1367.620000 sec): 3 clusters Score: Raw -114052.724939 + Penalty 688.675497 = -113364.049441 nChanged 8 SP:Iteration 20F (1367.630000 sec): 3 clusters Score: Raw -114054.661155 + Penalty 688.675497 = -113365.985658 nChanged 11 SP:Iteration 21Q (1367.630000 sec): 3 clusters Score: Raw -114056.847121 + Penalty 688.675497 = -113368.171624 nChanged 7 SP:Iteration 22Q (1367.630000 sec): 3 clusters Score: Raw -114058.162983 + Penalty 688.675497 = -113369.487486 nChanged 3 SP:Iteration 23Q (1367.630000 sec): 3 clusters Score: Raw -114058.921724 + Penalty 688.675497 = -113370.246227 nChanged 0 SP:Iteration 24F (1367.640000 sec): 3 clusters Score: Raw -114058.921724 + Penalty 688.675497 = -113370.246227 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.700000 sec): 2 clusters Score: Raw -2261386.098170 + Penalty 481.824969 = -2260904.273201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.750000 sec): 3 clusters Score: Raw -2235102.980987 + Penalty 963.649939 = -2234139.331048 nChanged 19305 SP:Iteration 1F (1367.800000 sec): 3 clusters Score: Raw -2247206.246087 + Penalty 963.649939 = -2246242.596148 nChanged 2081 SP:Iteration 2F (1367.840000 sec): 3 clusters Score: Raw -2248120.919370 + Penalty 963.649939 = -2247157.269432 nChanged 2671 SP:Iteration 3F (1367.890000 sec): 3 clusters Score: Raw -2249636.093396 + Penalty 963.649939 = -2248672.443457 nChanged 3138 SP:Iteration 4F (1367.930000 sec): 3 clusters Score: Raw -2251878.471674 + Penalty 963.649939 = -2250914.821735 nChanged 3315 SP:Iteration 5F (1367.980000 sec): 3 clusters Score: Raw -2254717.246001 + Penalty 963.649939 = -2253753.596063 nChanged 2946 SP:Iteration 6F (1368.020000 sec): 3 clusters Score: Raw -2257535.426270 + Penalty 963.649939 = -2256571.776332 nChanged 2102 SP:Iteration 7F (1368.060000 sec): 3 clusters Score: Raw -2259629.284354 + Penalty 963.649939 = -2258665.634415 nChanged 1110 SP:Iteration 8Q (1368.100000 sec): 3 clusters Score: Raw -2260717.541106 + Penalty 963.649939 = -2259753.891167 nChanged 449 SP:Iteration 9Q (1368.140000 sec): 3 clusters Score: Raw -2261175.860894 + Penalty 963.649939 = -2260212.210955 nChanged 147 SP:Iteration 10Q (1368.180000 sec): 3 clusters Score: Raw -2261346.140349 + Penalty 963.649939 = -2260382.490411 nChanged 59 SP:Iteration 11Q (1368.210000 sec): 3 clusters Score: Raw -2261417.716911 + Penalty 963.649939 = -2260454.066973 nChanged 29 SP:Iteration 12Q (1368.240000 sec): 3 clusters Score: Raw -2261445.417466 + Penalty 963.649939 = -2260481.767527 nChanged 17 SP:Iteration 13Q (1368.280000 sec): 3 clusters Score: Raw -2261464.476921 + Penalty 963.649939 = -2260500.826982 nChanged 16 SP:Iteration 14Q (1368.310000 sec): 3 clusters Score: Raw -2261483.389962 + Penalty 963.649939 = -2260519.740023 nChanged 17 SP:Iteration 15Q (1368.340000 sec): 3 clusters Score: Raw -2261498.083751 + Penalty 963.649939 = -2260534.433813 nChanged 13 SP:Iteration 16Q (1368.380000 sec): 3 clusters Score: Raw -2261506.772687 + Penalty 963.649939 = -2260543.122748 nChanged 6 SP:Iteration 17Q (1368.410000 sec): 3 clusters Score: Raw -2261509.452456 + Penalty 963.649939 = -2260545.802518 nChanged 3 SP:Iteration 18Q (1368.450000 sec): 3 clusters Score: Raw -2261510.498039 + Penalty 963.649939 = -2260546.848101 nChanged 5 SP:Iteration 19Q (1368.480000 sec): 3 clusters Score: Raw -2261513.967760 + Penalty 963.649939 = -2260550.317822 nChanged 3 SP:Iteration 20F (1368.520000 sec): 3 clusters Score: Raw -2261515.288267 + Penalty 963.649939 = -2260551.638328 nChanged 3 SP:Iteration 21Q (1368.560000 sec): 3 clusters Score: Raw -2261517.096023 + Penalty 963.649939 = -2260553.446084 nChanged 5 SP:Iteration 22Q (1368.590000 sec): 3 clusters Score: Raw -2261520.480259 + Penalty 963.649939 = -2260556.830321 nChanged 1 SP:Iteration 23Q (1368.620000 sec): 3 clusters Score: Raw -2261520.932923 + Penalty 963.649939 = -2260557.282985 nChanged 2 SP:Iteration 24Q (1368.660000 sec): 3 clusters Score: Raw -2261521.410009 + Penalty 963.649939 = -2260557.760071 nChanged 0 SP:Iteration 25F (1368.700000 sec): 3 clusters Score: Raw -2261521.410009 + Penalty 963.649939 = -2260557.760071 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.720000 sec): 2 clusters Score: Raw -200174.548428 + Penalty 369.092727 = -199805.455702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.720000 sec): 3 clusters Score: Raw -198286.262355 + Penalty 738.185454 = -197548.076901 nChanged 1455 SP:Iteration 1F (1368.730000 sec): 3 clusters Score: Raw -199161.618795 + Penalty 738.185454 = -198423.433341 nChanged 247 SP:Iteration 2F (1368.730000 sec): 3 clusters Score: Raw -199347.195196 + Penalty 738.185454 = -198609.009742 nChanged 232 SP:Iteration 3F (1368.740000 sec): 3 clusters Score: Raw -199519.015365 + Penalty 738.185454 = -198780.829911 nChanged 223 SP:Iteration 4F (1368.740000 sec): 3 clusters Score: Raw -199683.703476 + Penalty 738.185454 = -198945.518022 nChanged 205 SP:Iteration 5F (1368.740000 sec): 3 clusters Score: Raw -199853.847192 + Penalty 738.185454 = -199115.661738 nChanged 180 SP:Iteration 6F (1368.740000 sec): 3 clusters Score: Raw -199960.880875 + Penalty 738.185454 = -199222.695421 nChanged 113 SP:Iteration 7Q (1368.750000 sec): 3 clusters Score: Raw -200019.948295 + Penalty 738.185454 = -199281.762842 nChanged 97 SP:Iteration 8Q (1368.750000 sec): 3 clusters Score: Raw -200070.136791 + Penalty 738.185454 = -199331.951338 nChanged 75 SP:Iteration 9Q (1368.760000 sec): 3 clusters Score: Raw -200100.174172 + Penalty 738.185454 = -199361.988719 nChanged 54 SP:Iteration 10Q (1368.760000 sec): 3 clusters Score: Raw -200117.290429 + Penalty 738.185454 = -199379.104975 nChanged 42 SP:Iteration 11Q (1368.760000 sec): 3 clusters Score: Raw -200130.198436 + Penalty 738.185454 = -199392.012982 nChanged 31 SP:Iteration 12Q (1368.760000 sec): 3 clusters Score: Raw -200138.402309 + Penalty 738.185454 = -199400.216855 nChanged 26 SP:Iteration 13Q (1368.770000 sec): 3 clusters Score: Raw -200144.978402 + Penalty 738.185454 = -199406.792948 nChanged 28 SP:Iteration 14Q (1368.770000 sec): 3 clusters Score: Raw -200150.428159 + Penalty 738.185454 = -199412.242706 nChanged 24 SP:Iteration 15Q (1368.770000 sec): 3 clusters Score: Raw -200154.872991 + Penalty 738.185454 = -199416.687537 nChanged 21 SP:Iteration 16Q (1368.780000 sec): 3 clusters Score: Raw -200158.276030 + Penalty 738.185454 = -199420.090576 nChanged 19 SP:Iteration 17Q (1368.780000 sec): 3 clusters Score: Raw -200163.370978 + Penalty 738.185454 = -199425.185525 nChanged 25 SP:Iteration 18Q (1368.780000 sec): 3 clusters Score: Raw -200170.368991 + Penalty 738.185454 = -199432.183537 nChanged 28 SP:Iteration 19Q (1368.780000 sec): 3 clusters Score: Raw -200177.220555 + Penalty 738.185454 = -199439.035101 nChanged 24 SP:Iteration 20F (1368.790000 sec): 3 clusters Score: Raw -200182.758938 + Penalty 738.185454 = -199444.573484 nChanged 20 SP:Iteration 21Q (1368.790000 sec): 3 clusters Score: Raw -200188.666227 + Penalty 738.185454 = -199450.480773 nChanged 24 SP:Iteration 22Q (1368.800000 sec): 3 clusters Score: Raw -200196.410440 + Penalty 738.185454 = -199458.224986 nChanged 30 SP:Iteration 23Q (1368.800000 sec): 3 clusters Score: Raw -200205.265767 + Penalty 738.185454 = -199467.080314 nChanged 30 SP:Iteration 24Q (1368.800000 sec): 3 clusters Score: Raw -200213.554822 + Penalty 738.185454 = -199475.369368 nChanged 27 SP:Iteration 25Q (1368.800000 sec): 3 clusters Score: Raw -200220.191206 + Penalty 738.185454 = -199482.005752 nChanged 23 SP:Iteration 26Q (1368.810000 sec): 3 clusters Score: Raw -200225.826433 + Penalty 738.185454 = -199487.640979 nChanged 19 SP:Iteration 27Q (1368.810000 sec): 3 clusters Score: Raw -200230.393724 + Penalty 738.185454 = -199492.208270 nChanged 15 SP:Iteration 28Q (1368.810000 sec): 3 clusters Score: Raw -200236.845014 + Penalty 738.185454 = -199498.659560 nChanged 15 SP:Iteration 29Q (1368.820000 sec): 3 clusters Score: Raw -200239.927194 + Penalty 738.185454 = -199501.741740 nChanged 10 SP:Iteration 30Q (1368.820000 sec): 3 clusters Score: Raw -200241.656937 + Penalty 738.185454 = -199503.471483 nChanged 10 SP:Iteration 31Q (1368.820000 sec): 3 clusters Score: Raw -200243.119114 + Penalty 738.185454 = -199504.933660 nChanged 13 SP:Iteration 32Q (1368.820000 sec): 3 clusters Score: Raw -200245.677114 + Penalty 738.185454 = -199507.491660 nChanged 16 SP:Iteration 33Q (1368.830000 sec): 3 clusters Score: Raw -200250.666709 + Penalty 738.185454 = -199512.481255 nChanged 18 SP:Iteration 34Q (1368.830000 sec): 3 clusters Score: Raw -200254.927152 + Penalty 738.185454 = -199516.741698 nChanged 17 SP:Iteration 35Q (1368.830000 sec): 3 clusters Score: Raw -200257.963432 + Penalty 738.185454 = -199519.777978 nChanged 10 SP:Iteration 36Q (1368.840000 sec): 3 clusters Score: Raw -200261.238432 + Penalty 738.185454 = -199523.052978 nChanged 17 SP:Iteration 37Q (1368.840000 sec): 3 clusters Score: Raw -200267.376814 + Penalty 738.185454 = -199529.191361 nChanged 16 SP:Iteration 38Q (1368.840000 sec): 3 clusters Score: Raw -200274.553362 + Penalty 738.185454 = -199536.367908 nChanged 18 SP:Iteration 39Q (1368.840000 sec): 3 clusters Score: Raw -200281.020671 + Penalty 738.185454 = -199542.835217 nChanged 17 SP:Iteration 40F (1368.850000 sec): 3 clusters Score: Raw -200286.838935 + Penalty 738.185454 = -199548.653482 nChanged 15 SP:Iteration 41Q (1368.850000 sec): 3 clusters Score: Raw -200291.165818 + Penalty 738.185454 = -199552.980364 nChanged 12 SP:Iteration 42Q (1368.860000 sec): 3 clusters Score: Raw -200294.992667 + Penalty 738.185454 = -199556.807213 nChanged 10 SP:Iteration 43Q (1368.860000 sec): 3 clusters Score: Raw -200297.835213 + Penalty 738.185454 = -199559.649760 nChanged 12 SP:Iteration 44Q (1368.860000 sec): 3 clusters Score: Raw -200301.557647 + Penalty 738.185454 = -199563.372193 nChanged 11 SP:Iteration 45Q (1368.860000 sec): 3 clusters Score: Raw -200306.370815 + Penalty 738.185454 = -199568.185361 nChanged 8 SP:Iteration 46Q (1368.860000 sec): 3 clusters Score: Raw -200311.589923 + Penalty 738.185454 = -199573.404469 nChanged 9 SP:Iteration 47Q (1368.870000 sec): 3 clusters Score: Raw -200315.883475 + Penalty 738.185454 = -199577.698022 nChanged 10 SP:Iteration 48Q (1368.870000 sec): 3 clusters Score: Raw -200318.684117 + Penalty 738.185454 = -199580.498663 nChanged 5 SP:Iteration 49Q (1368.870000 sec): 3 clusters Score: Raw -200320.319253 + Penalty 738.185454 = -199582.133799 nChanged 7 SP:Iteration 50Q (1368.880000 sec): 3 clusters Score: Raw -200323.400527 + Penalty 738.185454 = -199585.215073 nChanged 8 SP:Iteration 51Q (1368.880000 sec): 3 clusters Score: Raw -200326.940235 + Penalty 738.185454 = -199588.754781 nChanged 10 SP:Iteration 52Q (1368.880000 sec): 3 clusters Score: Raw -200331.191901 + Penalty 738.185454 = -199593.006447 nChanged 7 SP:Iteration 53Q (1368.880000 sec): 3 clusters Score: Raw -200333.987824 + Penalty 738.185454 = -199595.802371 nChanged 7 SP:Iteration 54Q (1368.890000 sec): 3 clusters Score: Raw -200335.413000 + Penalty 738.185454 = -199597.227547 nChanged 3 SP:Iteration 55Q (1368.890000 sec): 3 clusters Score: Raw -200336.457538 + Penalty 738.185454 = -199598.272084 nChanged 5 SP:Iteration 56Q (1368.890000 sec): 3 clusters Score: Raw -200337.872038 + Penalty 738.185454 = -199599.686584 nChanged 6 SP:Iteration 57Q (1368.900000 sec): 3 clusters Score: Raw -200340.311612 + Penalty 738.185454 = -199602.126158 nChanged 8 SP:Iteration 58Q (1368.900000 sec): 3 clusters Score: Raw -200349.741614 + Penalty 738.185454 = -199611.556160 nChanged 14 SP:Iteration 59Q (1368.900000 sec): 3 clusters Score: Raw -200369.992293 + Penalty 738.185454 = -199631.806839 nChanged 14 SP:Iteration 60F (1368.900000 sec): 3 clusters Score: Raw -200383.747407 + Penalty 738.185454 = -199645.561953 nChanged 12 SP:Iteration 61Q (1368.910000 sec): 3 clusters Score: Raw -200388.518037 + Penalty 738.185454 = -199650.332584 nChanged 3 SP:Iteration 62Q (1368.910000 sec): 3 clusters Score: Raw -200389.475193 + Penalty 738.185454 = -199651.289739 nChanged 4 SP:Iteration 63Q (1368.910000 sec): 3 clusters Score: Raw -200390.653193 + Penalty 738.185454 = -199652.467740 nChanged 2 SP:Iteration 64Q (1368.920000 sec): 3 clusters Score: Raw -200391.267044 + Penalty 738.185454 = -199653.081590 nChanged 2 SP:Iteration 65Q (1368.920000 sec): 3 clusters Score: Raw -200392.057413 + Penalty 738.185454 = -199653.871959 nChanged 1 SP:Iteration 66Q (1368.920000 sec): 3 clusters Score: Raw -200392.495389 + Penalty 738.185454 = -199654.309935 nChanged 3 SP:Iteration 67Q (1368.920000 sec): 3 clusters Score: Raw -200393.014417 + Penalty 738.185454 = -199654.828963 nChanged 0 SP:Iteration 68F (1368.930000 sec): 3 clusters Score: Raw -200393.014417 + Penalty 738.185454 = -199654.828963 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.930000 sec): 2 clusters Score: Raw -15817.988940 + Penalty 281.190758 = -15536.798182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.930000 sec): 3 clusters Score: Raw -15665.961631 + Penalty 562.381515 = -15103.580115 nChanged 168 SP:Iteration 1F (1368.930000 sec): 3 clusters Score: Raw -16019.683665 + Penalty 562.381515 = -15457.302150 nChanged 58 SP:Iteration 2F (1368.930000 sec): 3 clusters Score: Raw -16155.066999 + Penalty 562.381515 = -15592.685483 nChanged 29 SP:Iteration 3F (1368.930000 sec): 3 clusters Score: Raw -16325.132162 + Penalty 562.381515 = -15762.750646 nChanged 35 SP:Iteration 4F (1368.930000 sec): 3 clusters Score: Raw -16475.886011 + Penalty 562.381515 = -15913.504495 nChanged 27 SP:Iteration 5F (1368.930000 sec): 3 clusters Score: Raw -16542.562419 + Penalty 562.381515 = -15980.180903 nChanged 26 SP:Iteration 6F (1368.930000 sec): 3 clusters Score: Raw -16601.407090 + Penalty 562.381515 = -16039.025574 nChanged 12 SP:Iteration 7Q (1368.930000 sec): 3 clusters Score: Raw -16625.723405 + Penalty 562.381515 = -16063.341890 nChanged 5 SP:Iteration 8Q (1368.930000 sec): 3 clusters Score: Raw -16634.810724 + Penalty 562.381515 = -16072.429209 nChanged 4 SP:Iteration 9Q (1368.940000 sec): 3 clusters Score: Raw -16639.688836 + Penalty 562.381515 = -16077.307320 nChanged 3 SP:Iteration 10Q (1368.940000 sec): 3 clusters Score: Raw -16642.426253 + Penalty 562.381515 = -16080.044738 nChanged 5 SP:Iteration 11Q (1368.940000 sec): 3 clusters Score: Raw -16647.176900 + Penalty 562.381515 = -16084.795385 nChanged 3 SP:Iteration 12Q (1368.940000 sec): 3 clusters Score: Raw -16650.065256 + Penalty 562.381515 = -16087.683741 nChanged 2 SP:Iteration 13Q (1368.940000 sec): 3 clusters Score: Raw -16651.239194 + Penalty 562.381515 = -16088.857679 nChanged 2 SP:Iteration 14Q (1368.940000 sec): 3 clusters Score: Raw -16653.607722 + Penalty 562.381515 = -16091.226206 nChanged 1 SP:Iteration 15Q (1368.940000 sec): 3 clusters Score: Raw -16654.162277 + Penalty 562.381515 = -16091.780761 nChanged 1 SP:Iteration 16Q (1368.940000 sec): 3 clusters Score: Raw -16655.828960 + Penalty 562.381515 = -16093.447444 nChanged 3 SP:Iteration 17Q (1368.940000 sec): 3 clusters Score: Raw -16658.848227 + Penalty 562.381515 = -16096.466712 nChanged 1 SP:Iteration 18Q (1368.940000 sec): 3 clusters Score: Raw -16663.658320 + Penalty 562.381515 = -16101.276804 nChanged 3 SP:Iteration 19Q (1368.940000 sec): 3 clusters Score: Raw -16677.387950 + Penalty 562.381515 = -16115.006434 nChanged 3 SP:Iteration 20F (1368.940000 sec): 3 clusters Score: Raw -16682.310409 + Penalty 562.381515 = -16119.928893 nChanged 3 SP:Iteration 21Q (1368.940000 sec): 3 clusters Score: Raw -16685.981636 + Penalty 562.381515 = -16123.600120 nChanged 3 SP:Iteration 22Q (1368.940000 sec): 3 clusters Score: Raw -16689.271809 + Penalty 562.381515 = -16126.890293 nChanged 5 SP:Iteration 23Q (1368.940000 sec): 3 clusters Score: Raw -16705.648411 + Penalty 562.381515 = -16143.266896 nChanged 8 SP:Iteration 24Q (1368.940000 sec): 3 clusters Score: Raw -16729.649812 + Penalty 562.381515 = -16167.268297 nChanged 4 SP:Iteration 25Q (1368.940000 sec): 3 clusters Score: Raw -16742.171996 + Penalty 562.381515 = -16179.790480 nChanged 5 SP:Iteration 26Q (1368.940000 sec): 3 clusters Score: Raw -16760.131381 + Penalty 562.381515 = -16197.749865 nChanged 9 SP:Iteration 27Q (1368.940000 sec): 3 clusters Score: Raw -16789.672735 + Penalty 562.381515 = -16227.291219 nChanged 8 SP:Iteration 28Q (1368.940000 sec): 3 clusters Score: Raw -16863.640625 + Penalty 562.381515 = -16301.259110 nChanged 1 SP:Iteration 29Q (1368.940000 sec): 3 clusters Score: Raw -16878.296071 + Penalty 562.381515 = -16315.914555 nChanged 1 SP:Iteration 30Q (1368.940000 sec): 3 clusters Score: Raw -16901.648789 + Penalty 562.381515 = -16339.267274 nChanged 1 SP:Iteration 31Q (1368.940000 sec): 3 clusters Score: Raw -16954.825852 + Penalty 562.381515 = -16392.444336 nChanged 0 SP:Iteration 32F (1368.940000 sec): 3 clusters Score: Raw -16954.825852 + Penalty 562.381515 = -16392.444336 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.950000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.950000 sec): 3 clusters Score: Raw -60520.938412 + Penalty 639.646968 = -59881.291443 nChanged 473 SP:Iteration 1F (1368.950000 sec): 3 clusters Score: Raw -60882.945667 + Penalty 639.646968 = -60243.298698 nChanged 112 SP:Iteration 2F (1368.950000 sec): 3 clusters Score: Raw -60985.565921 + Penalty 639.646968 = -60345.918952 nChanged 71 SP:Iteration 3F (1368.950000 sec): 3 clusters Score: Raw -61036.852839 + Penalty 639.646968 = -60397.205871 nChanged 46 SP:Iteration 4Q (1368.950000 sec): 3 clusters Score: Raw -61062.781839 + Penalty 639.646968 = -60423.134871 nChanged 28 SP:Iteration 5Q (1368.960000 sec): 3 clusters Score: Raw -61081.565730 + Penalty 639.646968 = -60441.918761 nChanged 32 SP:Iteration 6Q (1368.960000 sec): 3 clusters Score: Raw -61107.297832 + Penalty 639.646968 = -60467.650864 nChanged 22 SP:Iteration 7Q (1368.960000 sec): 3 clusters Score: Raw -61125.117240 + Penalty 639.646968 = -60485.470271 nChanged 25 SP:Iteration 8Q (1368.960000 sec): 3 clusters Score: Raw -61149.165306 + Penalty 639.646968 = -60509.518337 nChanged 22 SP:Iteration 9Q (1368.960000 sec): 3 clusters Score: Raw -61165.805030 + Penalty 639.646968 = -60526.158062 nChanged 10 SP:Iteration 10Q (1368.960000 sec): 3 clusters Score: Raw -61174.468489 + Penalty 639.646968 = -60534.821521 nChanged 7 SP:Iteration 11Q (1368.960000 sec): 3 clusters Score: Raw -61178.991620 + Penalty 639.646968 = -60539.344652 nChanged 7 SP:Iteration 12Q (1368.960000 sec): 3 clusters Score: Raw -61184.788346 + Penalty 639.646968 = -60545.141377 nChanged 6 SP:Iteration 13Q (1368.960000 sec): 3 clusters Score: Raw -61188.793690 + Penalty 639.646968 = -60549.146722 nChanged 6 SP:Iteration 14Q (1368.960000 sec): 3 clusters Score: Raw -61193.075519 + Penalty 639.646968 = -60553.428551 nChanged 4 SP:Iteration 15Q (1368.960000 sec): 3 clusters Score: Raw -61196.940219 + Penalty 639.646968 = -60557.293251 nChanged 3 SP:Iteration 16Q (1368.970000 sec): 3 clusters Score: Raw -61199.733036 + Penalty 639.646968 = -60560.086068 nChanged 5 SP:Iteration 17Q (1368.970000 sec): 3 clusters Score: Raw -61205.479604 + Penalty 639.646968 = -60565.832636 nChanged 5 SP:Iteration 18Q (1368.970000 sec): 3 clusters Score: Raw -61209.621580 + Penalty 639.646968 = -60569.974611 nChanged 4 SP:Iteration 19Q (1368.970000 sec): 3 clusters Score: Raw -61212.063315 + Penalty 639.646968 = -60572.416346 nChanged 2 SP:Iteration 20F (1368.970000 sec): 3 clusters Score: Raw -61215.809340 + Penalty 639.646968 = -60576.162372 nChanged 3 SP:Iteration 21Q (1368.970000 sec): 3 clusters Score: Raw -61219.376852 + Penalty 639.646968 = -60579.729883 nChanged 6 SP:Iteration 22Q (1368.970000 sec): 3 clusters Score: Raw -61222.494471 + Penalty 639.646968 = -60582.847503 nChanged 6 SP:Iteration 23Q (1368.970000 sec): 3 clusters Score: Raw -61224.661054 + Penalty 639.646968 = -60585.014085 nChanged 1 SP:Iteration 24Q (1368.980000 sec): 3 clusters Score: Raw -61225.483827 + Penalty 639.646968 = -60585.836859 nChanged 1 SP:Iteration 25Q (1368.980000 sec): 3 clusters Score: Raw -61226.067370 + Penalty 639.646968 = -60586.420402 nChanged 1 SP:Iteration 26Q (1368.980000 sec): 3 clusters Score: Raw -61226.288490 + Penalty 639.646968 = -60586.641522 nChanged 0 SP:Iteration 27F (1368.980000 sec): 3 clusters Score: Raw -61226.288490 + Penalty 639.646968 = -60586.641522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.980000 sec): 2 clusters Score: Raw -3287.046368 + Penalty 193.951934 = -3093.094433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.980000 sec): 3 clusters Score: Raw -3340.595597 + Penalty 387.903869 = -2952.691728 nChanged 14 SP:Iteration 1F (1368.980000 sec): 3 clusters Score: Raw -3378.863914 + Penalty 387.903869 = -2990.960045 nChanged 3 SP:Iteration 2Q (1368.980000 sec): 3 clusters Score: Raw -3399.524618 + Penalty 387.903869 = -3011.620749 nChanged 1 SP:Iteration 3Q (1368.980000 sec): 3 clusters Score: Raw -3406.402927 + Penalty 387.903869 = -3018.499058 nChanged 0 SP:Iteration 4F (1368.980000 sec): 3 clusters Score: Raw -3406.402927 + Penalty 387.903869 = -3018.499058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.980000 sec): 2 clusters Score: Raw -9367.375508 + Penalty 239.921480 = -9127.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.980000 sec): 3 clusters Score: Raw -9358.799408 + Penalty 479.842960 = -8878.956448 nChanged 58 SP:Iteration 1F (1368.980000 sec): 3 clusters Score: Raw -9436.288572 + Penalty 479.842960 = -8956.445612 nChanged 12 SP:Iteration 2F (1368.980000 sec): 3 clusters Score: Raw -9464.763456 + Penalty 479.842960 = -8984.920496 nChanged 6 SP:Iteration 3Q (1368.980000 sec): 3 clusters Score: Raw -9473.352995 + Penalty 479.842960 = -8993.510035 nChanged 4 SP:Iteration 4Q (1368.980000 sec): 3 clusters Score: Raw -9479.672799 + Penalty 479.842960 = -8999.829839 nChanged 4 SP:Iteration 5Q (1368.980000 sec): 3 clusters Score: Raw -9484.843763 + Penalty 479.842960 = -9005.000803 nChanged 3 SP:Iteration 6Q (1368.980000 sec): 3 clusters Score: Raw -9488.034052 + Penalty 479.842960 = -9008.191092 nChanged 1 SP:Iteration 7Q (1368.980000 sec): 3 clusters Score: Raw -9488.939366 + Penalty 479.842960 = -9009.096406 nChanged 1 SP:Iteration 8Q (1368.980000 sec): 3 clusters Score: Raw -9492.075937 + Penalty 479.842960 = -9012.232977 nChanged 0 SP:Iteration 9F (1368.980000 sec): 3 clusters Score: Raw -9492.075937 + Penalty 479.842960 = -9012.232977 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.280000 sec): 2 clusters Score: Raw -10188081.327451 + Penalty 546.756106 = -10187534.571345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.500000 sec): 3 clusters Score: Raw -10076585.639309 + Penalty 1093.512211 = -10075492.127097 nChanged 81224 SP:Iteration 1F (1369.700000 sec): 3 clusters Score: Raw -10126808.729489 + Penalty 1093.512211 = -10125715.217277 nChanged 9424 SP:Iteration 2F (1369.910000 sec): 3 clusters Score: Raw -10131639.191153 + Penalty 1093.512211 = -10130545.678941 nChanged 13281 SP:Iteration 3F (1370.110000 sec): 3 clusters Score: Raw -10141165.575617 + Penalty 1093.512211 = -10140072.063406 nChanged 16006 SP:Iteration 4F (1370.310000 sec): 3 clusters Score: Raw -10155722.936573 + Penalty 1093.512211 = -10154629.424362 nChanged 14958 SP:Iteration 5F (1370.520000 sec): 3 clusters Score: Raw -10171083.450653 + Penalty 1093.512211 = -10169989.938442 nChanged 9764 SP:Iteration 6F (1370.710000 sec): 3 clusters Score: Raw -10181222.623660 + Penalty 1093.512211 = -10180129.111448 nChanged 4508 SP:Iteration 7Q (1370.910000 sec): 3 clusters Score: Raw -10185705.162765 + Penalty 1093.512211 = -10184611.650554 nChanged 1762 SP:Iteration 8Q (1371.080000 sec): 3 clusters Score: Raw -10187367.655066 + Penalty 1093.512211 = -10186274.142855 nChanged 572 SP:Iteration 9Q (1371.250000 sec): 3 clusters Score: Raw -10187880.904595 + Penalty 1093.512211 = -10186787.392384 nChanged 167 SP:Iteration 10Q (1371.410000 sec): 3 clusters Score: Raw -10188017.242163 + Penalty 1093.512211 = -10186923.729952 nChanged 53 SP:Iteration 11Q (1371.580000 sec): 3 clusters Score: Raw -10188068.103542 + Penalty 1093.512211 = -10186974.591330 nChanged 24 SP:Iteration 12Q (1371.740000 sec): 3 clusters Score: Raw -10188095.180640 + Penalty 1093.512211 = -10187001.668428 nChanged 16 SP:Iteration 13Q (1371.900000 sec): 3 clusters Score: Raw -10188117.971258 + Penalty 1093.512211 = -10187024.459046 nChanged 9 SP:Iteration 14Q (1372.060000 sec): 3 clusters Score: Raw -10188128.247255 + Penalty 1093.512211 = -10187034.735044 nChanged 6 SP:Iteration 15Q (1372.220000 sec): 3 clusters Score: Raw -10188132.044051 + Penalty 1093.512211 = -10187038.531840 nChanged 3 SP:Iteration 16Q (1372.380000 sec): 3 clusters Score: Raw -10188134.475469 + Penalty 1093.512211 = -10187040.963258 nChanged 2 SP:Iteration 17Q (1372.540000 sec): 3 clusters Score: Raw -10188136.898927 + Penalty 1093.512211 = -10187043.386716 nChanged 1 SP:Iteration 18Q (1372.700000 sec): 3 clusters Score: Raw -10188138.003085 + Penalty 1093.512211 = -10187044.490874 nChanged 1 SP:Iteration 19Q (1372.860000 sec): 3 clusters Score: Raw -10188139.089449 + Penalty 1093.512211 = -10187045.577238 nChanged 0 SP:Iteration 20F (1373.060000 sec): 3 clusters Score: Raw -10188139.089449 + Penalty 1093.512211 = -10187045.577238 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.150000 sec): 2 clusters Score: Raw -13504.052962 + Penalty 249.179092 = -13254.873870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.150000 sec): 3 clusters Score: Raw -13443.911195 + Penalty 498.358183 = -12945.553012 nChanged 62 SP:Iteration 1F (1373.150000 sec): 3 clusters Score: Raw -13495.437382 + Penalty 498.358183 = -12997.079199 nChanged 19 SP:Iteration 2F (1373.150000 sec): 3 clusters Score: Raw -13516.740170 + Penalty 498.358183 = -13018.381987 nChanged 9 SP:Iteration 3Q (1373.150000 sec): 3 clusters Score: Raw -13529.708722 + Penalty 498.358183 = -13031.350538 nChanged 7 SP:Iteration 4Q (1373.150000 sec): 3 clusters Score: Raw -13536.869057 + Penalty 498.358183 = -13038.510874 nChanged 6 SP:Iteration 5Q (1373.150000 sec): 3 clusters Score: Raw -13541.721374 + Penalty 498.358183 = -13043.363191 nChanged 3 SP:Iteration 6Q (1373.150000 sec): 3 clusters Score: Raw -13544.404324 + Penalty 498.358183 = -13046.046140 nChanged 2 SP:Iteration 7Q (1373.150000 sec): 3 clusters Score: Raw -13545.427860 + Penalty 498.358183 = -13047.069677 nChanged 1 SP:Iteration 8Q (1373.150000 sec): 3 clusters Score: Raw -13545.974519 + Penalty 498.358183 = -13047.616336 nChanged 1 SP:Iteration 9Q (1373.150000 sec): 3 clusters Score: Raw -13547.402390 + Penalty 498.358183 = -13049.044207 nChanged 0 SP:Iteration 10F (1373.150000 sec): 3 clusters Score: Raw -13547.402390 + Penalty 498.358183 = -13049.044207 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.150000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.150000 sec): 3 clusters Score: Raw -6266.200190 + Penalty 425.227424 = -5840.972766 nChanged 12 SP:Iteration 1F (1373.150000 sec): 3 clusters Score: Raw -6286.434086 + Penalty 425.227424 = -5861.206662 nChanged 3 SP:Iteration 2Q (1373.150000 sec): 3 clusters Score: Raw -6292.389716 + Penalty 425.227424 = -5867.162292 nChanged 6 SP:Iteration 3F (1373.150000 sec): 3 clusters Score: Raw -6301.814295 + Penalty 425.227424 = -5876.586871 nChanged 1 SP:Iteration 4Q (1373.150000 sec): 3 clusters Score: Raw -6306.310331 + Penalty 425.227424 = -5881.082907 nChanged 0 SP:Iteration 5F (1373.150000 sec): 3 clusters Score: Raw -6306.310331 + Penalty 425.227424 = -5881.082907 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.160000 sec): 2 clusters Score: Raw -29238.356131 + Penalty 285.928104 = -28952.428027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.160000 sec): 3 clusters Score: Raw -29032.542020 + Penalty 571.856209 = -28460.685811 nChanged 186 SP:Iteration 1F (1373.160000 sec): 3 clusters Score: Raw -29186.087614 + Penalty 571.856209 = -28614.231405 nChanged 50 SP:Iteration 2F (1373.160000 sec): 3 clusters Score: Raw -29230.616919 + Penalty 571.856209 = -28658.760710 nChanged 36 SP:Iteration 3F (1373.160000 sec): 3 clusters Score: Raw -29260.655824 + Penalty 571.856209 = -28688.799615 nChanged 20 SP:Iteration 4Q (1373.160000 sec): 3 clusters Score: Raw -29276.431965 + Penalty 571.856209 = -28704.575757 nChanged 18 SP:Iteration 5Q (1373.160000 sec): 3 clusters Score: Raw -29293.542716 + Penalty 571.856209 = -28721.686508 nChanged 15 SP:Iteration 6Q (1373.160000 sec): 3 clusters Score: Raw -29303.621305 + Penalty 571.856209 = -28731.765097 nChanged 7 SP:Iteration 7Q (1373.160000 sec): 3 clusters Score: Raw -29307.100542 + Penalty 571.856209 = -28735.244334 nChanged 8 SP:Iteration 8Q (1373.160000 sec): 3 clusters Score: Raw -29313.183375 + Penalty 571.856209 = -28741.327167 nChanged 8 SP:Iteration 9Q (1373.160000 sec): 3 clusters Score: Raw -29320.337286 + Penalty 571.856209 = -28748.481077 nChanged 8 SP:Iteration 10Q (1373.160000 sec): 3 clusters Score: Raw -29327.668660 + Penalty 571.856209 = -28755.812451 nChanged 4 SP:Iteration 11Q (1373.160000 sec): 3 clusters Score: Raw -29331.976048 + Penalty 571.856209 = -28760.119839 nChanged 6 SP:Iteration 12Q (1373.160000 sec): 3 clusters Score: Raw -29337.611261 + Penalty 571.856209 = -28765.755053 nChanged 4 SP:Iteration 13Q (1373.160000 sec): 3 clusters Score: Raw -29340.816553 + Penalty 571.856209 = -28768.960345 nChanged 6 SP:Iteration 14Q (1373.160000 sec): 3 clusters Score: Raw -29345.486153 + Penalty 571.856209 = -28773.629944 nChanged 3 SP:Iteration 15Q (1373.160000 sec): 3 clusters Score: Raw -29347.861010 + Penalty 571.856209 = -28776.004801 nChanged 3 SP:Iteration 16Q (1373.160000 sec): 3 clusters Score: Raw -29349.134107 + Penalty 571.856209 = -28777.277899 nChanged 0 SP:Iteration 17F (1373.160000 sec): 3 clusters Score: Raw -29349.134107 + Penalty 571.856209 = -28777.277899 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.170000 sec): 2 clusters Score: Raw -5673.033043 + Penalty 220.050827 = -5452.982217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.170000 sec): 3 clusters Score: Raw -5656.994608 + Penalty 440.101654 = -5216.892954 nChanged 25 SP:Iteration 1F (1373.170000 sec): 3 clusters Score: Raw -5699.776061 + Penalty 440.101654 = -5259.674408 nChanged 9 SP:Iteration 2F (1373.170000 sec): 3 clusters Score: Raw -5720.040360 + Penalty 440.101654 = -5279.938707 nChanged 5 SP:Iteration 3Q (1373.170000 sec): 3 clusters Score: Raw -5726.821095 + Penalty 440.101654 = -5286.719442 nChanged 0 SP:Iteration 4F (1373.170000 sec): 3 clusters Score: Raw -5726.821095 + Penalty 440.101654 = -5286.719442 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.200000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.220000 sec): 3 clusters Score: Raw -1052910.554108 + Penalty 885.351209 = -1052025.202899 nChanged 7933 SP:Iteration 1F (1373.240000 sec): 3 clusters Score: Raw -1057480.014034 + Penalty 885.351209 = -1056594.662825 nChanged 979 SP:Iteration 2F (1373.260000 sec): 3 clusters Score: Raw -1057862.034344 + Penalty 885.351209 = -1056976.683135 nChanged 960 SP:Iteration 3F (1373.270000 sec): 3 clusters Score: Raw -1058303.611481 + Penalty 885.351209 = -1057418.260272 nChanged 1020 SP:Iteration 4F (1373.290000 sec): 3 clusters Score: Raw -1058923.142728 + Penalty 885.351209 = -1058037.791519 nChanged 1071 SP:Iteration 5F (1373.310000 sec): 3 clusters Score: Raw -1059764.493765 + Penalty 885.351209 = -1058879.142556 nChanged 1130 SP:Iteration 6F (1373.320000 sec): 3 clusters Score: Raw -1060691.410412 + Penalty 885.351209 = -1059806.059203 nChanged 915 SP:Iteration 7F (1373.340000 sec): 3 clusters Score: Raw -1061256.397113 + Penalty 885.351209 = -1060371.045904 nChanged 566 SP:Iteration 8Q (1373.360000 sec): 3 clusters Score: Raw -1061470.174053 + Penalty 885.351209 = -1060584.822844 nChanged 359 SP:Iteration 9Q (1373.380000 sec): 3 clusters Score: Raw -1061586.054534 + Penalty 885.351209 = -1060700.703324 nChanged 254 SP:Iteration 10Q (1373.390000 sec): 3 clusters Score: Raw -1061660.366132 + Penalty 885.351209 = -1060775.014923 nChanged 225 SP:Iteration 11Q (1373.410000 sec): 3 clusters Score: Raw -1061729.153719 + Penalty 885.351209 = -1060843.802510 nChanged 220 SP:Iteration 12Q (1373.420000 sec): 3 clusters Score: Raw -1061797.329775 + Penalty 885.351209 = -1060911.978566 nChanged 213 SP:Iteration 13Q (1373.440000 sec): 3 clusters Score: Raw -1061858.339624 + Penalty 885.351209 = -1060972.988415 nChanged 208 SP:Iteration 14Q (1373.460000 sec): 3 clusters Score: Raw -1061916.052592 + Penalty 885.351209 = -1061030.701383 nChanged 218 SP:Iteration 15Q (1373.480000 sec): 3 clusters Score: Raw -1061971.714080 + Penalty 885.351209 = -1061086.362871 nChanged 191 SP:Iteration 16Q (1373.490000 sec): 3 clusters Score: Raw -1062015.138907 + Penalty 885.351209 = -1061129.787698 nChanged 160 SP:Iteration 17Q (1373.510000 sec): 3 clusters Score: Raw -1062049.388507 + Penalty 885.351209 = -1061164.037298 nChanged 150 SP:Iteration 18Q (1373.520000 sec): 3 clusters Score: Raw -1062080.180580 + Penalty 885.351209 = -1061194.829371 nChanged 113 SP:Iteration 19Q (1373.540000 sec): 3 clusters Score: Raw -1062096.602370 + Penalty 885.351209 = -1061211.251161 nChanged 90 SP:Iteration 20F (1373.560000 sec): 3 clusters Score: Raw -1062106.954010 + Penalty 885.351209 = -1061221.602801 nChanged 71 SP:Iteration 21Q (1373.570000 sec): 3 clusters Score: Raw -1062114.234856 + Penalty 885.351209 = -1061228.883647 nChanged 59 SP:Iteration 22Q (1373.590000 sec): 3 clusters Score: Raw -1062119.851356 + Penalty 885.351209 = -1061234.500147 nChanged 51 SP:Iteration 23Q (1373.610000 sec): 3 clusters Score: Raw -1062124.773276 + Penalty 885.351209 = -1061239.422067 nChanged 53 SP:Iteration 24Q (1373.620000 sec): 3 clusters Score: Raw -1062128.531894 + Penalty 885.351209 = -1061243.180685 nChanged 43 SP:Iteration 25Q (1373.640000 sec): 3 clusters Score: Raw -1062131.392253 + Penalty 885.351209 = -1061246.041044 nChanged 25 SP:Iteration 26Q (1373.660000 sec): 3 clusters Score: Raw -1062132.656091 + Penalty 885.351209 = -1061247.304882 nChanged 27 SP:Iteration 27Q (1373.670000 sec): 3 clusters Score: Raw -1062133.924207 + Penalty 885.351209 = -1061248.572998 nChanged 25 SP:Iteration 28Q (1373.690000 sec): 3 clusters Score: Raw -1062135.205431 + Penalty 885.351209 = -1061249.854222 nChanged 21 SP:Iteration 29Q (1373.700000 sec): 3 clusters Score: Raw -1062136.093971 + Penalty 885.351209 = -1061250.742762 nChanged 17 SP:Iteration 30Q (1373.720000 sec): 3 clusters Score: Raw -1062136.673799 + Penalty 885.351209 = -1061251.322590 nChanged 11 SP:Iteration 31Q (1373.740000 sec): 3 clusters Score: Raw -1062136.988462 + Penalty 885.351209 = -1061251.637253 nChanged 8 SP:Iteration 32Q (1373.750000 sec): 3 clusters Score: Raw -1062137.206147 + Penalty 885.351209 = -1061251.854937 nChanged 5 SP:Iteration 33Q (1373.770000 sec): 3 clusters Score: Raw -1062137.333260 + Penalty 885.351209 = -1061251.982051 nChanged 6 SP:Iteration 34Q (1373.790000 sec): 3 clusters Score: Raw -1062137.584826 + Penalty 885.351209 = -1061252.233617 nChanged 6 SP:Iteration 35Q (1373.800000 sec): 3 clusters Score: Raw -1062137.860835 + Penalty 885.351209 = -1061252.509626 nChanged 9 SP:Iteration 36Q (1373.820000 sec): 3 clusters Score: Raw -1062138.150827 + Penalty 885.351209 = -1061252.799618 nChanged 7 SP:Iteration 37Q (1373.840000 sec): 3 clusters Score: Raw -1062138.396223 + Penalty 885.351209 = -1061253.045014 nChanged 8 SP:Iteration 38Q (1373.850000 sec): 3 clusters Score: Raw -1062138.559545 + Penalty 885.351209 = -1061253.208336 nChanged 4 SP:Iteration 39Q (1373.870000 sec): 3 clusters Score: Raw -1062138.649495 + Penalty 885.351209 = -1061253.298286 nChanged 4 SP:Iteration 40F (1373.880000 sec): 3 clusters Score: Raw -1062138.761635 + Penalty 885.351209 = -1061253.410426 nChanged 9 SP:Iteration 41Q (1373.900000 sec): 3 clusters Score: Raw -1062139.056542 + Penalty 885.351209 = -1061253.705333 nChanged 7 SP:Iteration 42Q (1373.920000 sec): 3 clusters Score: Raw -1062139.199135 + Penalty 885.351209 = -1061253.847926 nChanged 6 SP:Iteration 43Q (1373.940000 sec): 3 clusters Score: Raw -1062139.339404 + Penalty 885.351209 = -1061253.988195 nChanged 3 SP:Iteration 44Q (1373.950000 sec): 3 clusters Score: Raw -1062139.375910 + Penalty 885.351209 = -1061254.024701 nChanged 1 SP:Iteration 45Q (1373.970000 sec): 3 clusters Score: Raw -1062139.388001 + Penalty 885.351209 = -1061254.036792 nChanged 0 SP:Iteration 46F (1373.990000 sec): 3 clusters Score: Raw -1062139.388001 + Penalty 885.351209 = -1061254.036792 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1374.020000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.040000 sec): 3 clusters Score: Raw -1393812.756201 + Penalty 912.415644 = -1392900.340557 nChanged 10707 SP:Iteration 1F (1374.070000 sec): 3 clusters Score: Raw -1400916.245371 + Penalty 912.415644 = -1400003.829726 nChanged 1552 SP:Iteration 2F (1374.090000 sec): 3 clusters Score: Raw -1401819.103556 + Penalty 912.415644 = -1400906.687912 nChanged 1571 SP:Iteration 3F (1374.120000 sec): 3 clusters Score: Raw -1402923.300416 + Penalty 912.415644 = -1402010.884772 nChanged 1452 SP:Iteration 4F (1374.140000 sec): 3 clusters Score: Raw -1404137.634784 + Penalty 912.415644 = -1403225.219140 nChanged 1278 SP:Iteration 5F (1374.160000 sec): 3 clusters Score: Raw -1405363.785975 + Penalty 912.415644 = -1404451.370331 nChanged 1004 SP:Iteration 6Q (1374.190000 sec): 3 clusters Score: Raw -1406374.587988 + Penalty 912.415644 = -1405462.172344 nChanged 736 SP:Iteration 7Q (1374.210000 sec): 3 clusters Score: Raw -1406942.818006 + Penalty 912.415644 = -1406030.402362 nChanged 489 SP:Iteration 8Q (1374.230000 sec): 3 clusters Score: Raw -1407219.658957 + Penalty 912.415644 = -1406307.243313 nChanged 346 SP:Iteration 9Q (1374.260000 sec): 3 clusters Score: Raw -1407408.027088 + Penalty 912.415644 = -1406495.611443 nChanged 294 SP:Iteration 10Q (1374.280000 sec): 3 clusters Score: Raw -1407559.665049 + Penalty 912.415644 = -1406647.249405 nChanged 248 SP:Iteration 11Q (1374.300000 sec): 3 clusters Score: Raw -1407684.830276 + Penalty 912.415644 = -1406772.414632 nChanged 215 SP:Iteration 12Q (1374.320000 sec): 3 clusters Score: Raw -1407786.476607 + Penalty 912.415644 = -1406874.060963 nChanged 196 SP:Iteration 13Q (1374.340000 sec): 3 clusters Score: Raw -1407878.418432 + Penalty 912.415644 = -1406966.002788 nChanged 181 SP:Iteration 14Q (1374.360000 sec): 3 clusters Score: Raw -1407961.224949 + Penalty 912.415644 = -1407048.809304 nChanged 168 SP:Iteration 15Q (1374.380000 sec): 3 clusters Score: Raw -1408038.524537 + Penalty 912.415644 = -1407126.108893 nChanged 153 SP:Iteration 16Q (1374.400000 sec): 3 clusters Score: Raw -1408111.679885 + Penalty 912.415644 = -1407199.264241 nChanged 125 SP:Iteration 17Q (1374.420000 sec): 3 clusters Score: Raw -1408170.258559 + Penalty 912.415644 = -1407257.842915 nChanged 109 SP:Iteration 18Q (1374.430000 sec): 3 clusters Score: Raw -1408224.200521 + Penalty 912.415644 = -1407311.784877 nChanged 98 SP:Iteration 19Q (1374.450000 sec): 3 clusters Score: Raw -1408261.714551 + Penalty 912.415644 = -1407349.298907 nChanged 71 SP:Iteration 20F (1374.480000 sec): 3 clusters Score: Raw -1408287.280095 + Penalty 912.415644 = -1407374.864451 nChanged 55 SP:Iteration 21Q (1374.490000 sec): 3 clusters Score: Raw -1408305.407908 + Penalty 912.415644 = -1407392.992264 nChanged 57 SP:Iteration 22Q (1374.510000 sec): 3 clusters Score: Raw -1408326.481638 + Penalty 912.415644 = -1407414.065994 nChanged 41 SP:Iteration 23Q (1374.530000 sec): 3 clusters Score: Raw -1408342.718309 + Penalty 912.415644 = -1407430.302665 nChanged 35 SP:Iteration 24Q (1374.550000 sec): 3 clusters Score: Raw -1408355.037702 + Penalty 912.415644 = -1407442.622058 nChanged 28 SP:Iteration 25Q (1374.560000 sec): 3 clusters Score: Raw -1408364.320631 + Penalty 912.415644 = -1407451.904987 nChanged 27 SP:Iteration 26Q (1374.580000 sec): 3 clusters Score: Raw -1408372.935118 + Penalty 912.415644 = -1407460.519473 nChanged 21 SP:Iteration 27Q (1374.600000 sec): 3 clusters Score: Raw -1408379.502278 + Penalty 912.415644 = -1407467.086634 nChanged 22 SP:Iteration 28Q (1374.620000 sec): 3 clusters Score: Raw -1408387.165782 + Penalty 912.415644 = -1407474.750138 nChanged 25 SP:Iteration 29Q (1374.640000 sec): 3 clusters Score: Raw -1408394.026087 + Penalty 912.415644 = -1407481.610442 nChanged 18 SP:Iteration 30Q (1374.650000 sec): 3 clusters Score: Raw -1408399.218416 + Penalty 912.415644 = -1407486.802772 nChanged 17 SP:Iteration 31Q (1374.670000 sec): 3 clusters Score: Raw -1408407.409629 + Penalty 912.415644 = -1407494.993985 nChanged 16 SP:Iteration 32Q (1374.690000 sec): 3 clusters Score: Raw -1408413.622957 + Penalty 912.415644 = -1407501.207313 nChanged 16 SP:Iteration 33Q (1374.700000 sec): 3 clusters Score: Raw -1408417.761704 + Penalty 912.415644 = -1407505.346060 nChanged 10 SP:Iteration 34Q (1374.720000 sec): 3 clusters Score: Raw -1408420.640063 + Penalty 912.415644 = -1407508.224419 nChanged 9 SP:Iteration 35Q (1374.740000 sec): 3 clusters Score: Raw -1408423.649077 + Penalty 912.415644 = -1407511.233433 nChanged 11 SP:Iteration 36Q (1374.760000 sec): 3 clusters Score: Raw -1408427.909613 + Penalty 912.415644 = -1407515.493969 nChanged 8 SP:Iteration 37Q (1374.780000 sec): 3 clusters Score: Raw -1408431.787769 + Penalty 912.415644 = -1407519.372125 nChanged 9 SP:Iteration 38Q (1374.790000 sec): 3 clusters Score: Raw -1408435.589865 + Penalty 912.415644 = -1407523.174221 nChanged 10 SP:Iteration 39Q (1374.810000 sec): 3 clusters Score: Raw -1408440.503509 + Penalty 912.415644 = -1407528.087865 nChanged 8 SP:Iteration 40F (1374.830000 sec): 3 clusters Score: Raw -1408444.521748 + Penalty 912.415644 = -1407532.106104 nChanged 11 SP:Iteration 41Q (1374.850000 sec): 3 clusters Score: Raw -1408449.994379 + Penalty 912.415644 = -1407537.578735 nChanged 14 SP:Iteration 42Q (1374.870000 sec): 3 clusters Score: Raw -1408455.726453 + Penalty 912.415644 = -1407543.310809 nChanged 11 SP:Iteration 43Q (1374.890000 sec): 3 clusters Score: Raw -1408460.404866 + Penalty 912.415644 = -1407547.989221 nChanged 7 SP:Iteration 44Q (1374.900000 sec): 3 clusters Score: Raw -1408463.305689 + Penalty 912.415644 = -1407550.890045 nChanged 5 SP:Iteration 45Q (1374.920000 sec): 3 clusters Score: Raw -1408465.353885 + Penalty 912.415644 = -1407552.938241 nChanged 8 SP:Iteration 46Q (1374.940000 sec): 3 clusters Score: Raw -1408471.282126 + Penalty 912.415644 = -1407558.866482 nChanged 7 SP:Iteration 47Q (1374.960000 sec): 3 clusters Score: Raw -1408476.500924 + Penalty 912.415644 = -1407564.085280 nChanged 11 SP:Iteration 48Q (1374.970000 sec): 3 clusters Score: Raw -1408482.670598 + Penalty 912.415644 = -1407570.254954 nChanged 6 SP:Iteration 49Q (1374.990000 sec): 3 clusters Score: Raw -1408487.567266 + Penalty 912.415644 = -1407575.151622 nChanged 9 SP:Iteration 50Q (1375.010000 sec): 3 clusters Score: Raw -1408492.121442 + Penalty 912.415644 = -1407579.705797 nChanged 6 SP:Iteration 51Q (1375.020000 sec): 3 clusters Score: Raw -1408494.824424 + Penalty 912.415644 = -1407582.408779 nChanged 3 SP:Iteration 52Q (1375.040000 sec): 3 clusters Score: Raw -1408496.377786 + Penalty 912.415644 = -1407583.962142 nChanged 2 SP:Iteration 53Q (1375.060000 sec): 3 clusters Score: Raw -1408497.293067 + Penalty 912.415644 = -1407584.877423 nChanged 3 SP:Iteration 54Q (1375.080000 sec): 3 clusters Score: Raw -1408498.537051 + Penalty 912.415644 = -1407586.121407 nChanged 3 SP:Iteration 55Q (1375.090000 sec): 3 clusters Score: Raw -1408501.451892 + Penalty 912.415644 = -1407589.036248 nChanged 1 SP:Iteration 56Q (1375.110000 sec): 3 clusters Score: Raw -1408501.603933 + Penalty 912.415644 = -1407589.188289 nChanged 1 SP:Iteration 57Q (1375.120000 sec): 3 clusters Score: Raw -1408502.241194 + Penalty 912.415644 = -1407589.825549 nChanged 0 SP:Iteration 58F (1375.150000 sec): 3 clusters Score: Raw -1408502.241194 + Penalty 912.415644 = -1407589.825549 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.160000 sec): 2 clusters Score: Raw -11210.498264 + Penalty 241.750872 = -10968.747392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.160000 sec): 3 clusters Score: Raw -11160.882234 + Penalty 483.501744 = -10677.380490 nChanged 59 SP:Iteration 1F (1375.160000 sec): 3 clusters Score: Raw -11229.050002 + Penalty 483.501744 = -10745.548258 nChanged 13 SP:Iteration 2F (1375.160000 sec): 3 clusters Score: Raw -11253.839416 + Penalty 483.501744 = -10770.337672 nChanged 11 SP:Iteration 3F (1375.160000 sec): 3 clusters Score: Raw -11273.563037 + Penalty 483.501744 = -10790.061292 nChanged 9 SP:Iteration 4Q (1375.160000 sec): 3 clusters Score: Raw -11283.335896 + Penalty 483.501744 = -10799.834151 nChanged 3 SP:Iteration 5Q (1375.160000 sec): 3 clusters Score: Raw -11285.890397 + Penalty 483.501744 = -10802.388653 nChanged 2 SP:Iteration 6Q (1375.160000 sec): 3 clusters Score: Raw -11288.004427 + Penalty 483.501744 = -10804.502683 nChanged 1 SP:Iteration 7Q (1375.160000 sec): 3 clusters Score: Raw -11289.614205 + Penalty 483.501744 = -10806.112461 nChanged 3 SP:Iteration 8Q (1375.160000 sec): 3 clusters Score: Raw -11292.001626 + Penalty 483.501744 = -10808.499881 nChanged 2 SP:Iteration 9Q (1375.160000 sec): 3 clusters Score: Raw -11293.490447 + Penalty 483.501744 = -10809.988703 nChanged 2 SP:Iteration 10Q (1375.160000 sec): 3 clusters Score: Raw -11297.123602 + Penalty 483.501744 = -10813.621858 nChanged 1 SP:Iteration 11Q (1375.160000 sec): 3 clusters Score: Raw -11298.645509 + Penalty 483.501744 = -10815.143765 nChanged 0 SP:Iteration 12F (1375.160000 sec): 3 clusters Score: Raw -11298.645509 + Penalty 483.501744 = -10815.143765 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.170000 sec): 2 clusters Score: Raw -192227.109591 + Penalty 365.752297 = -191861.357294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.170000 sec): 3 clusters Score: Raw -190498.336045 + Penalty 731.504594 = -189766.831451 nChanged 1325 SP:Iteration 1F (1375.180000 sec): 3 clusters Score: Raw -191216.629171 + Penalty 731.504594 = -190485.124577 nChanged 183 SP:Iteration 2F (1375.180000 sec): 3 clusters Score: Raw -191303.128764 + Penalty 731.504594 = -190571.624170 nChanged 162 SP:Iteration 3F (1375.180000 sec): 3 clusters Score: Raw -191373.947572 + Penalty 731.504594 = -190642.442978 nChanged 150 SP:Iteration 4Q (1375.180000 sec): 3 clusters Score: Raw -191446.738497 + Penalty 731.504594 = -190715.233903 nChanged 153 SP:Iteration 5Q (1375.190000 sec): 3 clusters Score: Raw -191528.538740 + Penalty 731.504594 = -190797.034146 nChanged 142 SP:Iteration 6Q (1375.190000 sec): 3 clusters Score: Raw -191617.078089 + Penalty 731.504594 = -190885.573495 nChanged 158 SP:Iteration 7F (1375.190000 sec): 3 clusters Score: Raw -191730.076523 + Penalty 731.504594 = -190998.571929 nChanged 163 SP:Iteration 8F (1375.200000 sec): 3 clusters Score: Raw -191857.619500 + Penalty 731.504594 = -191126.114906 nChanged 120 SP:Iteration 9Q (1375.200000 sec): 3 clusters Score: Raw -191942.724777 + Penalty 731.504594 = -191211.220183 nChanged 96 SP:Iteration 10Q (1375.200000 sec): 3 clusters Score: Raw -192013.950435 + Penalty 731.504594 = -191282.445841 nChanged 90 SP:Iteration 11Q (1375.200000 sec): 3 clusters Score: Raw -192086.932142 + Penalty 731.504594 = -191355.427548 nChanged 74 SP:Iteration 12Q (1375.210000 sec): 3 clusters Score: Raw -192142.020386 + Penalty 731.504594 = -191410.515792 nChanged 49 SP:Iteration 13Q (1375.210000 sec): 3 clusters Score: Raw -192177.224193 + Penalty 731.504594 = -191445.719599 nChanged 37 SP:Iteration 14Q (1375.210000 sec): 3 clusters Score: Raw -192200.669501 + Penalty 731.504594 = -191469.164907 nChanged 26 SP:Iteration 15Q (1375.220000 sec): 3 clusters Score: Raw -192221.006231 + Penalty 731.504594 = -191489.501637 nChanged 18 SP:Iteration 16Q (1375.220000 sec): 3 clusters Score: Raw -192243.529912 + Penalty 731.504594 = -191512.025318 nChanged 14 SP:Iteration 17Q (1375.220000 sec): 3 clusters Score: Raw -192256.054541 + Penalty 731.504594 = -191524.549947 nChanged 9 SP:Iteration 18Q (1375.220000 sec): 3 clusters Score: Raw -192264.686941 + Penalty 731.504594 = -191533.182348 nChanged 4 SP:Iteration 19Q (1375.220000 sec): 3 clusters Score: Raw -192269.118706 + Penalty 731.504594 = -191537.614112 nChanged 3 SP:Iteration 20F (1375.230000 sec): 3 clusters Score: Raw -192272.424828 + Penalty 731.504594 = -191540.920234 nChanged 3 SP:Iteration 21Q (1375.230000 sec): 3 clusters Score: Raw -192274.208983 + Penalty 731.504594 = -191542.704389 nChanged 2 SP:Iteration 22Q (1375.230000 sec): 3 clusters Score: Raw -192276.428208 + Penalty 731.504594 = -191544.923614 nChanged 1 SP:Iteration 23Q (1375.240000 sec): 3 clusters Score: Raw -192279.163626 + Penalty 731.504594 = -191547.659032 nChanged 4 SP:Iteration 24Q (1375.240000 sec): 3 clusters Score: Raw -192281.541433 + Penalty 731.504594 = -191550.036839 nChanged 3 SP:Iteration 25Q (1375.240000 sec): 3 clusters Score: Raw -192284.295827 + Penalty 731.504594 = -191552.791233 nChanged 3 SP:Iteration 26Q (1375.240000 sec): 3 clusters Score: Raw -192287.045830 + Penalty 731.504594 = -191555.541236 nChanged 0 SP:Iteration 27F (1375.240000 sec): 3 clusters Score: Raw -192287.045830 + Penalty 731.504594 = -191555.541236 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.260000 sec): 2 clusters Score: Raw -523349.672330 + Penalty 415.276624 = -522934.395706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.270000 sec): 3 clusters Score: Raw -517658.483644 + Penalty 830.553247 = -516827.930397 nChanged 4244 SP:Iteration 1F (1375.280000 sec): 3 clusters Score: Raw -520112.129953 + Penalty 830.553247 = -519281.576706 nChanged 598 SP:Iteration 2F (1375.290000 sec): 3 clusters Score: Raw -520464.247711 + Penalty 830.553247 = -519633.694463 nChanged 596 SP:Iteration 3F (1375.300000 sec): 3 clusters Score: Raw -520817.457767 + Penalty 830.553247 = -519986.904519 nChanged 548 SP:Iteration 4F (1375.300000 sec): 3 clusters Score: Raw -521164.873569 + Penalty 830.553247 = -520334.320321 nChanged 515 SP:Iteration 5F (1375.320000 sec): 3 clusters Score: Raw -521510.890679 + Penalty 830.553247 = -520680.337432 nChanged 459 SP:Iteration 6Q (1375.320000 sec): 3 clusters Score: Raw -521781.903127 + Penalty 830.553247 = -520951.349879 nChanged 340 SP:Iteration 7Q (1375.330000 sec): 3 clusters Score: Raw -521927.511471 + Penalty 830.553247 = -521096.958223 nChanged 224 SP:Iteration 8Q (1375.340000 sec): 3 clusters Score: Raw -521996.606552 + Penalty 830.553247 = -521166.053305 nChanged 138 SP:Iteration 9Q (1375.350000 sec): 3 clusters Score: Raw -522030.316139 + Penalty 830.553247 = -521199.762892 nChanged 111 SP:Iteration 10Q (1375.360000 sec): 3 clusters Score: Raw -522051.608518 + Penalty 830.553247 = -521221.055271 nChanged 88 SP:Iteration 11Q (1375.370000 sec): 3 clusters Score: Raw -522068.411503 + Penalty 830.553247 = -521237.858255 nChanged 79 SP:Iteration 12Q (1375.380000 sec): 3 clusters Score: Raw -522084.835293 + Penalty 830.553247 = -521254.282046 nChanged 79 SP:Iteration 13Q (1375.380000 sec): 3 clusters Score: Raw -522103.458825 + Penalty 830.553247 = -521272.905578 nChanged 84 SP:Iteration 14Q (1375.400000 sec): 3 clusters Score: Raw -522123.577271 + Penalty 830.553247 = -521293.024023 nChanged 98 SP:Iteration 15Q (1375.400000 sec): 3 clusters Score: Raw -522148.333726 + Penalty 830.553247 = -521317.780479 nChanged 96 SP:Iteration 16Q (1375.410000 sec): 3 clusters Score: Raw -522168.420148 + Penalty 830.553247 = -521337.866901 nChanged 81 SP:Iteration 17Q (1375.420000 sec): 3 clusters Score: Raw -522184.783645 + Penalty 830.553247 = -521354.230398 nChanged 78 SP:Iteration 18Q (1375.430000 sec): 3 clusters Score: Raw -522201.687496 + Penalty 830.553247 = -521371.134249 nChanged 66 SP:Iteration 19Q (1375.440000 sec): 3 clusters Score: Raw -522213.363485 + Penalty 830.553247 = -521382.810238 nChanged 55 SP:Iteration 20F (1375.450000 sec): 3 clusters Score: Raw -522222.113108 + Penalty 830.553247 = -521391.559861 nChanged 60 SP:Iteration 21Q (1375.460000 sec): 3 clusters Score: Raw -522232.259346 + Penalty 830.553247 = -521401.706099 nChanged 76 SP:Iteration 22Q (1375.460000 sec): 3 clusters Score: Raw -522247.354173 + Penalty 830.553247 = -521416.800925 nChanged 89 SP:Iteration 23Q (1375.470000 sec): 3 clusters Score: Raw -522268.074694 + Penalty 830.553247 = -521437.521446 nChanged 93 SP:Iteration 24Q (1375.480000 sec): 3 clusters Score: Raw -522288.213104 + Penalty 830.553247 = -521457.659857 nChanged 100 SP:Iteration 25Q (1375.490000 sec): 3 clusters Score: Raw -522313.271840 + Penalty 830.553247 = -521482.718592 nChanged 115 SP:Iteration 26Q (1375.500000 sec): 3 clusters Score: Raw -522346.297619 + Penalty 830.553247 = -521515.744372 nChanged 143 SP:Iteration 27Q (1375.510000 sec): 3 clusters Score: Raw -522391.360355 + Penalty 830.553247 = -521560.807107 nChanged 148 SP:Iteration 28Q (1375.520000 sec): 3 clusters Score: Raw -522437.503562 + Penalty 830.553247 = -521606.950315 nChanged 138 SP:Iteration 29Q (1375.520000 sec): 3 clusters Score: Raw -522478.536848 + Penalty 830.553247 = -521647.983601 nChanged 133 SP:Iteration 30Q (1375.530000 sec): 3 clusters Score: Raw -522519.620279 + Penalty 830.553247 = -521689.067032 nChanged 129 SP:Iteration 31Q (1375.540000 sec): 3 clusters Score: Raw -522563.950231 + Penalty 830.553247 = -521733.396983 nChanged 146 SP:Iteration 32Q (1375.550000 sec): 3 clusters Score: Raw -522616.991331 + Penalty 830.553247 = -521786.438084 nChanged 147 SP:Iteration 33Q (1375.560000 sec): 3 clusters Score: Raw -522672.727379 + Penalty 830.553247 = -521842.174132 nChanged 142 SP:Iteration 34Q (1375.570000 sec): 3 clusters Score: Raw -522732.226485 + Penalty 830.553247 = -521901.673238 nChanged 134 SP:Iteration 35Q (1375.580000 sec): 3 clusters Score: Raw -522790.747530 + Penalty 830.553247 = -521960.194283 nChanged 139 SP:Iteration 36Q (1375.580000 sec): 3 clusters Score: Raw -522859.194161 + Penalty 830.553247 = -522028.640914 nChanged 126 SP:Iteration 37Q (1375.590000 sec): 3 clusters Score: Raw -522919.709729 + Penalty 830.553247 = -522089.156481 nChanged 98 SP:Iteration 38Q (1375.600000 sec): 3 clusters Score: Raw -522970.966534 + Penalty 830.553247 = -522140.413286 nChanged 91 SP:Iteration 39Q (1375.610000 sec): 3 clusters Score: Raw -523024.231132 + Penalty 830.553247 = -522193.677885 nChanged 91 SP:Iteration 40F (1375.620000 sec): 3 clusters Score: Raw -523074.517147 + Penalty 830.553247 = -522243.963900 nChanged 80 SP:Iteration 41Q (1375.620000 sec): 3 clusters Score: Raw -523113.193105 + Penalty 830.553247 = -522282.639857 nChanged 67 SP:Iteration 42Q (1375.630000 sec): 3 clusters Score: Raw -523145.047304 + Penalty 830.553247 = -522314.494057 nChanged 72 SP:Iteration 43Q (1375.640000 sec): 3 clusters Score: Raw -523179.179915 + Penalty 830.553247 = -522348.626668 nChanged 65 SP:Iteration 44Q (1375.640000 sec): 3 clusters Score: Raw -523212.995653 + Penalty 830.553247 = -522382.442405 nChanged 61 SP:Iteration 45Q (1375.650000 sec): 3 clusters Score: Raw -523244.902791 + Penalty 830.553247 = -522414.349543 nChanged 50 SP:Iteration 46Q (1375.660000 sec): 3 clusters Score: Raw -523273.190762 + Penalty 830.553247 = -522442.637515 nChanged 38 SP:Iteration 47Q (1375.670000 sec): 3 clusters Score: Raw -523290.288981 + Penalty 830.553247 = -522459.735734 nChanged 25 SP:Iteration 48Q (1375.670000 sec): 3 clusters Score: Raw -523301.203132 + Penalty 830.553247 = -522470.649885 nChanged 29 SP:Iteration 49Q (1375.680000 sec): 3 clusters Score: Raw -523321.266270 + Penalty 830.553247 = -522490.713023 nChanged 33 SP:Iteration 50Q (1375.690000 sec): 3 clusters Score: Raw -523339.774138 + Penalty 830.553247 = -522509.220890 nChanged 25 SP:Iteration 51Q (1375.700000 sec): 3 clusters Score: Raw -523357.765099 + Penalty 830.553247 = -522527.211852 nChanged 16 SP:Iteration 52Q (1375.700000 sec): 3 clusters Score: Raw -523366.724208 + Penalty 830.553247 = -522536.170961 nChanged 19 SP:Iteration 53Q (1375.710000 sec): 3 clusters Score: Raw -523377.932338 + Penalty 830.553247 = -522547.379091 nChanged 12 SP:Iteration 54Q (1375.720000 sec): 3 clusters Score: Raw -523388.472595 + Penalty 830.553247 = -522557.919348 nChanged 14 SP:Iteration 55Q (1375.720000 sec): 3 clusters Score: Raw -523402.065538 + Penalty 830.553247 = -522571.512291 nChanged 14 SP:Iteration 56Q (1375.730000 sec): 3 clusters Score: Raw -523409.909568 + Penalty 830.553247 = -522579.356321 nChanged 9 SP:Iteration 57Q (1375.740000 sec): 3 clusters Score: Raw -523414.708439 + Penalty 830.553247 = -522584.155192 nChanged 9 SP:Iteration 58Q (1375.740000 sec): 3 clusters Score: Raw -523418.348018 + Penalty 830.553247 = -522587.794770 nChanged 3 SP:Iteration 59Q (1375.750000 sec): 3 clusters Score: Raw -523419.638930 + Penalty 830.553247 = -522589.085683 nChanged 0 SP:Iteration 60F (1375.760000 sec): 3 clusters Score: Raw -523419.638930 + Penalty 830.553247 = -522589.085683 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.760000 sec): 2 clusters Score: Raw -157348.868167 + Penalty 363.617449 = -156985.250718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.770000 sec): 3 clusters Score: Raw -155683.375762 + Penalty 727.234898 = -154956.140864 nChanged 1266 SP:Iteration 1F (1375.770000 sec): 3 clusters Score: Raw -156416.341809 + Penalty 727.234898 = -155689.106911 nChanged 209 SP:Iteration 2F (1375.780000 sec): 3 clusters Score: Raw -156529.444632 + Penalty 727.234898 = -155802.209734 nChanged 183 SP:Iteration 3F (1375.780000 sec): 3 clusters Score: Raw -156661.405001 + Penalty 727.234898 = -155934.170104 nChanged 172 SP:Iteration 4F (1375.780000 sec): 3 clusters Score: Raw -156780.593567 + Penalty 727.234898 = -156053.358670 nChanged 159 SP:Iteration 5F (1375.780000 sec): 3 clusters Score: Raw -156897.874434 + Penalty 727.234898 = -156170.639536 nChanged 144 SP:Iteration 6Q (1375.790000 sec): 3 clusters Score: Raw -156981.446771 + Penalty 727.234898 = -156254.211873 nChanged 115 SP:Iteration 7Q (1375.790000 sec): 3 clusters Score: Raw -157049.338160 + Penalty 727.234898 = -156322.103263 nChanged 109 SP:Iteration 8Q (1375.790000 sec): 3 clusters Score: Raw -157106.127750 + Penalty 727.234898 = -156378.892852 nChanged 92 SP:Iteration 9Q (1375.800000 sec): 3 clusters Score: Raw -157149.137959 + Penalty 727.234898 = -156421.903062 nChanged 63 SP:Iteration 10Q (1375.800000 sec): 3 clusters Score: Raw -157179.207060 + Penalty 727.234898 = -156451.972163 nChanged 53 SP:Iteration 11Q (1375.800000 sec): 3 clusters Score: Raw -157196.668540 + Penalty 727.234898 = -156469.433643 nChanged 38 SP:Iteration 12Q (1375.800000 sec): 3 clusters Score: Raw -157205.786315 + Penalty 727.234898 = -156478.551417 nChanged 33 SP:Iteration 13Q (1375.810000 sec): 3 clusters Score: Raw -157213.606670 + Penalty 727.234898 = -156486.371772 nChanged 27 SP:Iteration 14Q (1375.810000 sec): 3 clusters Score: Raw -157221.908624 + Penalty 727.234898 = -156494.673727 nChanged 36 SP:Iteration 15Q (1375.810000 sec): 3 clusters Score: Raw -157236.462065 + Penalty 727.234898 = -156509.227167 nChanged 46 SP:Iteration 16Q (1375.820000 sec): 3 clusters Score: Raw -157255.359219 + Penalty 727.234898 = -156528.124322 nChanged 46 SP:Iteration 17Q (1375.820000 sec): 3 clusters Score: Raw -157274.959514 + Penalty 727.234898 = -156547.724617 nChanged 39 SP:Iteration 18Q (1375.820000 sec): 3 clusters Score: Raw -157289.118142 + Penalty 727.234898 = -156561.883244 nChanged 39 SP:Iteration 19Q (1375.820000 sec): 3 clusters Score: Raw -157302.006257 + Penalty 727.234898 = -156574.771359 nChanged 44 SP:Iteration 20F (1375.830000 sec): 3 clusters Score: Raw -157321.330274 + Penalty 727.234898 = -156594.095376 nChanged 50 SP:Iteration 21Q (1375.830000 sec): 3 clusters Score: Raw -157356.296871 + Penalty 727.234898 = -156629.061973 nChanged 54 SP:Iteration 22Q (1375.830000 sec): 3 clusters Score: Raw -157391.725341 + Penalty 727.234898 = -156664.490443 nChanged 51 SP:Iteration 23Q (1375.840000 sec): 3 clusters Score: Raw -157416.850514 + Penalty 727.234898 = -156689.615616 nChanged 33 SP:Iteration 24Q (1375.840000 sec): 3 clusters Score: Raw -157429.688466 + Penalty 727.234898 = -156702.453569 nChanged 27 SP:Iteration 25Q (1375.840000 sec): 3 clusters Score: Raw -157441.632275 + Penalty 727.234898 = -156714.397377 nChanged 28 SP:Iteration 26Q (1375.840000 sec): 3 clusters Score: Raw -157455.764601 + Penalty 727.234898 = -156728.529703 nChanged 30 SP:Iteration 27Q (1375.840000 sec): 3 clusters Score: Raw -157471.563131 + Penalty 727.234898 = -156744.328233 nChanged 25 SP:Iteration 28Q (1375.850000 sec): 3 clusters Score: Raw -157483.941141 + Penalty 727.234898 = -156756.706244 nChanged 28 SP:Iteration 29Q (1375.850000 sec): 3 clusters Score: Raw -157494.971448 + Penalty 727.234898 = -156767.736550 nChanged 20 SP:Iteration 30Q (1375.850000 sec): 3 clusters Score: Raw -157502.149084 + Penalty 727.234898 = -156774.914186 nChanged 16 SP:Iteration 31Q (1375.860000 sec): 3 clusters Score: Raw -157510.747393 + Penalty 727.234898 = -156783.512496 nChanged 25 SP:Iteration 32Q (1375.860000 sec): 3 clusters Score: Raw -157526.384241 + Penalty 727.234898 = -156799.149344 nChanged 27 SP:Iteration 33Q (1375.860000 sec): 3 clusters Score: Raw -157540.161290 + Penalty 727.234898 = -156812.926393 nChanged 22 SP:Iteration 34Q (1375.860000 sec): 3 clusters Score: Raw -157548.612435 + Penalty 727.234898 = -156821.377537 nChanged 19 SP:Iteration 35Q (1375.870000 sec): 3 clusters Score: Raw -157555.791007 + Penalty 727.234898 = -156828.556109 nChanged 12 SP:Iteration 36Q (1375.870000 sec): 3 clusters Score: Raw -157558.861723 + Penalty 727.234898 = -156831.626826 nChanged 6 SP:Iteration 37Q (1375.870000 sec): 3 clusters Score: Raw -157559.563166 + Penalty 727.234898 = -156832.328268 nChanged 0 SP:Iteration 38F (1375.880000 sec): 3 clusters Score: Raw -157559.563166 + Penalty 727.234898 = -156832.328268 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.880000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.880000 sec): 3 clusters Score: Raw -3021.881871 + Penalty 372.585355 = -2649.296516 nChanged 6 SP:Iteration 1F (1375.880000 sec): 3 clusters Score: Raw -3035.243856 + Penalty 372.585355 = -2662.658501 nChanged 2 SP:Iteration 2Q (1375.880000 sec): 3 clusters Score: Raw -3041.965157 + Penalty 372.585355 = -2669.379801 nChanged 1 SP:Iteration 3Q (1375.880000 sec): 3 clusters Score: Raw -3045.869990 + Penalty 372.585355 = -2673.284635 nChanged 2 SP:Iteration 4Q (1375.880000 sec): 3 clusters Score: Raw -3050.195831 + Penalty 372.585355 = -2677.610476 nChanged 0 SP:Iteration 5F (1375.880000 sec): 3 clusters Score: Raw -3050.195831 + Penalty 372.585355 = -2677.610476 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.880000 sec): 2 clusters Score: Raw -104208.894575 + Penalty 343.531158 = -103865.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.880000 sec): 3 clusters Score: Raw -103204.708533 + Penalty 687.062316 = -102517.646217 nChanged 770 SP:Iteration 1F (1375.880000 sec): 3 clusters Score: Raw -103660.201579 + Penalty 687.062316 = -102973.139262 nChanged 200 SP:Iteration 2F (1375.890000 sec): 3 clusters Score: Raw -103835.323260 + Penalty 687.062316 = -103148.260944 nChanged 151 SP:Iteration 3F (1375.890000 sec): 3 clusters Score: Raw -103958.647828 + Penalty 687.062316 = -103271.585512 nChanged 102 SP:Iteration 4F (1375.890000 sec): 3 clusters Score: Raw -104017.356116 + Penalty 687.062316 = -103330.293800 nChanged 83 SP:Iteration 5Q (1375.890000 sec): 3 clusters Score: Raw -104061.265413 + Penalty 687.062316 = -103374.203096 nChanged 60 SP:Iteration 6Q (1375.900000 sec): 3 clusters Score: Raw -104091.555906 + Penalty 687.062316 = -103404.493590 nChanged 42 SP:Iteration 7Q (1375.900000 sec): 3 clusters Score: Raw -104108.682266 + Penalty 687.062316 = -103421.619950 nChanged 26 SP:Iteration 8Q (1375.900000 sec): 3 clusters Score: Raw -104116.941543 + Penalty 687.062316 = -103429.879227 nChanged 28 SP:Iteration 9Q (1375.900000 sec): 3 clusters Score: Raw -104128.511443 + Penalty 687.062316 = -103441.449127 nChanged 26 SP:Iteration 10Q (1375.900000 sec): 3 clusters Score: Raw -104139.542572 + Penalty 687.062316 = -103452.480256 nChanged 35 SP:Iteration 11Q (1375.900000 sec): 3 clusters Score: Raw -104155.641161 + Penalty 687.062316 = -103468.578845 nChanged 34 SP:Iteration 12Q (1375.900000 sec): 3 clusters Score: Raw -104169.388295 + Penalty 687.062316 = -103482.325979 nChanged 31 SP:Iteration 13Q (1375.910000 sec): 3 clusters Score: Raw -104182.256776 + Penalty 687.062316 = -103495.194460 nChanged 28 SP:Iteration 14Q (1375.910000 sec): 3 clusters Score: Raw -104198.105188 + Penalty 687.062316 = -103511.042872 nChanged 24 SP:Iteration 15Q (1375.910000 sec): 3 clusters Score: Raw -104204.802778 + Penalty 687.062316 = -103517.740462 nChanged 15 SP:Iteration 16Q (1375.910000 sec): 3 clusters Score: Raw -104209.216793 + Penalty 687.062316 = -103522.154476 nChanged 15 SP:Iteration 17Q (1375.920000 sec): 3 clusters Score: Raw -104216.075419 + Penalty 687.062316 = -103529.013103 nChanged 19 SP:Iteration 18Q (1375.920000 sec): 3 clusters Score: Raw -104220.634185 + Penalty 687.062316 = -103533.571868 nChanged 12 SP:Iteration 19Q (1375.920000 sec): 3 clusters Score: Raw -104222.690155 + Penalty 687.062316 = -103535.627838 nChanged 8 SP:Iteration 20F (1375.920000 sec): 3 clusters Score: Raw -104225.712249 + Penalty 687.062316 = -103538.649933 nChanged 9 SP:Iteration 21Q (1375.920000 sec): 3 clusters Score: Raw -104228.372084 + Penalty 687.062316 = -103541.309768 nChanged 8 SP:Iteration 22Q (1375.920000 sec): 3 clusters Score: Raw -104229.962712 + Penalty 687.062316 = -103542.900395 nChanged 6 SP:Iteration 23Q (1375.920000 sec): 3 clusters Score: Raw -104231.222794 + Penalty 687.062316 = -103544.160478 nChanged 3 SP:Iteration 24Q (1375.930000 sec): 3 clusters Score: Raw -104231.669782 + Penalty 687.062316 = -103544.607466 nChanged 2 SP:Iteration 25Q (1375.930000 sec): 3 clusters Score: Raw -104231.922346 + Penalty 687.062316 = -103544.860030 nChanged 2 SP:Iteration 26Q (1375.930000 sec): 3 clusters Score: Raw -104232.550700 + Penalty 687.062316 = -103545.488384 nChanged 3 SP:Iteration 27Q (1375.930000 sec): 3 clusters Score: Raw -104233.360019 + Penalty 687.062316 = -103546.297703 nChanged 4 SP:Iteration 28Q (1375.940000 sec): 3 clusters Score: Raw -104234.905375 + Penalty 687.062316 = -103547.843059 nChanged 5 SP:Iteration 29Q (1375.940000 sec): 3 clusters Score: Raw -104235.925036 + Penalty 687.062316 = -103548.862720 nChanged 2 SP:Iteration 30Q (1375.940000 sec): 3 clusters Score: Raw -104237.031037 + Penalty 687.062316 = -103549.968721 nChanged 3 SP:Iteration 31Q (1375.940000 sec): 3 clusters Score: Raw -104237.537318 + Penalty 687.062316 = -103550.475002 nChanged 1 SP:Iteration 32Q (1375.940000 sec): 3 clusters Score: Raw -104237.576748 + Penalty 687.062316 = -103550.514431 nChanged 0 SP:Iteration 33F (1375.940000 sec): 3 clusters Score: Raw -104237.576748 + Penalty 687.062316 = -103550.514431 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.940000 sec): 2 clusters Score: Raw -1374.782893 + Penalty 165.510170 = -1209.272723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.940000 sec): 3 clusters Score: Raw -1480.028033 + Penalty 331.020341 = -1149.007693 nChanged 1 SP:Iteration 1Q (1375.940000 sec): 3 clusters Score: Raw -1483.386989 + Penalty 331.020341 = -1152.366649 nChanged 0 SP:Iteration 2F (1375.940000 sec): 3 clusters Score: Raw -1483.386989 + Penalty 331.020341 = -1152.366649 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.950000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.950000 sec): 3 clusters Score: Raw -10587.457486 + Penalty 471.542303 = -10115.915183 nChanged 45 SP:Iteration 1F (1375.950000 sec): 3 clusters Score: Raw -10643.333531 + Penalty 471.542303 = -10171.791228 nChanged 10 SP:Iteration 2F (1375.950000 sec): 3 clusters Score: Raw -10654.601701 + Penalty 471.542303 = -10183.059397 nChanged 5 SP:Iteration 3Q (1375.950000 sec): 3 clusters Score: Raw -10659.651583 + Penalty 471.542303 = -10188.109280 nChanged 3 SP:Iteration 4Q (1375.950000 sec): 3 clusters Score: Raw -10664.682303 + Penalty 471.542303 = -10193.140000 nChanged 1 SP:Iteration 5Q (1375.950000 sec): 3 clusters Score: Raw -10665.896937 + Penalty 471.542303 = -10194.354633 nChanged 2 SP:Iteration 6Q (1375.950000 sec): 3 clusters Score: Raw -10669.093256 + Penalty 471.542303 = -10197.550953 nChanged 1 SP:Iteration 7Q (1375.950000 sec): 3 clusters Score: Raw -10670.332813 + Penalty 471.542303 = -10198.790510 nChanged 0 SP:Iteration 8F (1375.950000 sec): 3 clusters Score: Raw -10670.332813 + Penalty 471.542303 = -10198.790510 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.950000 sec): 2 clusters Score: Raw -9090.468375 + Penalty 232.868718 = -8857.599657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.950000 sec): 3 clusters Score: Raw -9052.948965 + Penalty 465.737437 = -8587.211528 nChanged 35 SP:Iteration 1F (1375.950000 sec): 3 clusters Score: Raw -9114.254202 + Penalty 465.737437 = -8648.516765 nChanged 13 SP:Iteration 2F (1375.950000 sec): 3 clusters Score: Raw -9143.465435 + Penalty 465.737437 = -8677.727998 nChanged 9 SP:Iteration 3F (1375.950000 sec): 3 clusters Score: Raw -9160.972812 + Penalty 465.737437 = -8695.235375 nChanged 4 SP:Iteration 4Q (1375.950000 sec): 3 clusters Score: Raw -9165.588473 + Penalty 465.737437 = -8699.851036 nChanged 3 SP:Iteration 5Q (1375.950000 sec): 3 clusters Score: Raw -9170.639816 + Penalty 465.737437 = -8704.902379 nChanged 4 SP:Iteration 6Q (1375.950000 sec): 3 clusters Score: Raw -9179.338936 + Penalty 465.737437 = -8713.601500 nChanged 3 SP:Iteration 7Q (1375.950000 sec): 3 clusters Score: Raw -9181.675326 + Penalty 465.737437 = -8715.937889 nChanged 0 SP:Iteration 8F (1375.950000 sec): 3 clusters Score: Raw -9181.675326 + Penalty 465.737437 = -8715.937889 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.960000 sec): 2 clusters Score: Raw -87142.757403 + Penalty 334.826806 = -86807.930597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.960000 sec): 3 clusters Score: Raw -86290.335753 + Penalty 669.653612 = -85620.682141 nChanged 648 SP:Iteration 1F (1375.960000 sec): 3 clusters Score: Raw -86691.902435 + Penalty 669.653612 = -86022.248823 nChanged 142 SP:Iteration 2F (1375.960000 sec): 3 clusters Score: Raw -86777.726043 + Penalty 669.653612 = -86108.072432 nChanged 103 SP:Iteration 3F (1375.960000 sec): 3 clusters Score: Raw -86846.750961 + Penalty 669.653612 = -86177.097349 nChanged 73 SP:Iteration 4Q (1375.960000 sec): 3 clusters Score: Raw -86893.360632 + Penalty 669.653612 = -86223.707020 nChanged 73 SP:Iteration 5Q (1375.960000 sec): 3 clusters Score: Raw -86951.840944 + Penalty 669.653612 = -86282.187332 nChanged 72 SP:Iteration 6Q (1375.960000 sec): 3 clusters Score: Raw -86999.602781 + Penalty 669.653612 = -86329.949169 nChanged 52 SP:Iteration 7Q (1375.970000 sec): 3 clusters Score: Raw -87033.472443 + Penalty 669.653612 = -86363.818831 nChanged 48 SP:Iteration 8Q (1375.970000 sec): 3 clusters Score: Raw -87068.056441 + Penalty 669.653612 = -86398.402830 nChanged 46 SP:Iteration 9Q (1375.970000 sec): 3 clusters Score: Raw -87100.658913 + Penalty 669.653612 = -86431.005302 nChanged 37 SP:Iteration 10Q (1375.970000 sec): 3 clusters Score: Raw -87120.964321 + Penalty 669.653612 = -86451.310709 nChanged 33 SP:Iteration 11Q (1375.970000 sec): 3 clusters Score: Raw -87136.348147 + Penalty 669.653612 = -86466.694535 nChanged 22 SP:Iteration 12Q (1375.980000 sec): 3 clusters Score: Raw -87146.082423 + Penalty 669.653612 = -86476.428811 nChanged 21 SP:Iteration 13Q (1375.980000 sec): 3 clusters Score: Raw -87160.253772 + Penalty 669.653612 = -86490.600160 nChanged 20 SP:Iteration 14Q (1375.980000 sec): 3 clusters Score: Raw -87168.628846 + Penalty 669.653612 = -86498.975234 nChanged 11 SP:Iteration 15Q (1375.980000 sec): 3 clusters Score: Raw -87172.695265 + Penalty 669.653612 = -86503.041654 nChanged 10 SP:Iteration 16Q (1375.980000 sec): 3 clusters Score: Raw -87174.919605 + Penalty 669.653612 = -86505.265993 nChanged 7 SP:Iteration 17Q (1375.980000 sec): 3 clusters Score: Raw -87176.895979 + Penalty 669.653612 = -86507.242368 nChanged 4 SP:Iteration 18Q (1375.980000 sec): 3 clusters Score: Raw -87177.696834 + Penalty 669.653612 = -86508.043222 nChanged 3 SP:Iteration 19Q (1375.980000 sec): 3 clusters Score: Raw -87178.520384 + Penalty 669.653612 = -86508.866772 nChanged 3 SP:Iteration 20F (1375.980000 sec): 3 clusters Score: Raw -87179.157443 + Penalty 669.653612 = -86509.503832 nChanged 2 SP:Iteration 21Q (1375.990000 sec): 3 clusters Score: Raw -87179.831581 + Penalty 669.653612 = -86510.177969 nChanged 1 SP:Iteration 22Q (1375.990000 sec): 3 clusters Score: Raw -87180.127664 + Penalty 669.653612 = -86510.474053 nChanged 1 SP:Iteration 23Q (1375.990000 sec): 3 clusters Score: Raw -87180.173804 + Penalty 669.653612 = -86510.520192 nChanged 0 SP:Iteration 24F (1375.990000 sec): 3 clusters Score: Raw -87180.173804 + Penalty 669.653612 = -86510.520192 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.180000 sec): 2 clusters Score: Raw -6498658.448842 + Penalty 528.684762 = -6498129.764080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.320000 sec): 3 clusters Score: Raw -6423806.826166 + Penalty 1057.369523 = -6422749.456643 nChanged 54564 SP:Iteration 1F (1376.460000 sec): 3 clusters Score: Raw -6458744.522973 + Penalty 1057.369523 = -6457687.153450 nChanged 5193 SP:Iteration 2Q (1376.620000 sec): 3 clusters Score: Raw -6460744.458009 + Penalty 1057.369523 = -6459687.088486 nChanged 5787 SP:Iteration 3F (1376.750000 sec): 3 clusters Score: Raw -6463465.632411 + Penalty 1057.369523 = -6462408.262888 nChanged 6423 SP:Iteration 4F (1376.890000 sec): 3 clusters Score: Raw -6467120.650505 + Penalty 1057.369523 = -6466063.280982 nChanged 6774 SP:Iteration 5F (1377.030000 sec): 3 clusters Score: Raw -6471799.795470 + Penalty 1057.369523 = -6470742.425947 nChanged 6575 SP:Iteration 6F (1377.160000 sec): 3 clusters Score: Raw -6477047.872201 + Penalty 1057.369523 = -6475990.502678 nChanged 5885 SP:Iteration 7F (1377.300000 sec): 3 clusters Score: Raw -6481874.500581 + Penalty 1057.369523 = -6480817.131058 nChanged 4642 SP:Iteration 8Q (1377.450000 sec): 3 clusters Score: Raw -6485093.858933 + Penalty 1057.369523 = -6484036.489410 nChanged 3275 SP:Iteration 9Q (1377.590000 sec): 3 clusters Score: Raw -6486985.927814 + Penalty 1057.369523 = -6485928.558291 nChanged 2656 SP:Iteration 10Q (1377.740000 sec): 3 clusters Score: Raw -6488357.068110 + Penalty 1057.369523 = -6487299.698587 nChanged 2433 SP:Iteration 11Q (1377.870000 sec): 3 clusters Score: Raw -6489484.493323 + Penalty 1057.369523 = -6488427.123800 nChanged 2338 SP:Iteration 12Q (1378.010000 sec): 3 clusters Score: Raw -6490580.255324 + Penalty 1057.369523 = -6489522.885801 nChanged 2247 SP:Iteration 13Q (1378.140000 sec): 3 clusters Score: Raw -6491673.073669 + Penalty 1057.369523 = -6490615.704146 nChanged 2093 SP:Iteration 14Q (1378.260000 sec): 3 clusters Score: Raw -6492738.375187 + Penalty 1057.369523 = -6491681.005664 nChanged 1921 SP:Iteration 15Q (1378.390000 sec): 3 clusters Score: Raw -6493734.009898 + Penalty 1057.369523 = -6492676.640375 nChanged 1628 SP:Iteration 16Q (1378.520000 sec): 3 clusters Score: Raw -6494577.943770 + Penalty 1057.369523 = -6493520.574247 nChanged 1540 SP:Iteration 17Q (1378.640000 sec): 3 clusters Score: Raw -6495387.878780 + Penalty 1057.369523 = -6494330.509257 nChanged 1307 SP:Iteration 18Q (1378.750000 sec): 3 clusters Score: Raw -6496071.013893 + Penalty 1057.369523 = -6495013.644370 nChanged 1138 SP:Iteration 19Q (1378.870000 sec): 3 clusters Score: Raw -6496691.453098 + Penalty 1057.369523 = -6495634.083575 nChanged 997 SP:Iteration 20F (1379.010000 sec): 3 clusters Score: Raw -6497260.199097 + Penalty 1057.369523 = -6496202.829574 nChanged 827 SP:Iteration 21Q (1379.120000 sec): 3 clusters Score: Raw -6497732.810284 + Penalty 1057.369523 = -6496675.440761 nChanged 621 SP:Iteration 22Q (1379.240000 sec): 3 clusters Score: Raw -6498064.263652 + Penalty 1057.369523 = -6497006.894129 nChanged 480 SP:Iteration 23Q (1379.350000 sec): 3 clusters Score: Raw -6498318.411173 + Penalty 1057.369523 = -6497261.041650 nChanged 340 SP:Iteration 24Q (1379.470000 sec): 3 clusters Score: Raw -6498486.387902 + Penalty 1057.369523 = -6497429.018379 nChanged 248 SP:Iteration 25Q (1379.580000 sec): 3 clusters Score: Raw -6498589.146323 + Penalty 1057.369523 = -6497531.776800 nChanged 174 SP:Iteration 26Q (1379.690000 sec): 3 clusters Score: Raw -6498654.112412 + Penalty 1057.369523 = -6497596.742889 nChanged 126 SP:Iteration 27Q (1379.810000 sec): 3 clusters Score: Raw -6498694.108822 + Penalty 1057.369523 = -6497636.739298 nChanged 93 SP:Iteration 28Q (1379.920000 sec): 3 clusters Score: Raw -6498718.557133 + Penalty 1057.369523 = -6497661.187610 nChanged 65 SP:Iteration 29Q (1380.030000 sec): 3 clusters Score: Raw -6498737.277415 + Penalty 1057.369523 = -6497679.907892 nChanged 53 SP:Iteration 30Q (1380.140000 sec): 3 clusters Score: Raw -6498750.226335 + Penalty 1057.369523 = -6497692.856812 nChanged 41 SP:Iteration 31Q (1380.250000 sec): 3 clusters Score: Raw -6498758.514639 + Penalty 1057.369523 = -6497701.145116 nChanged 36 SP:Iteration 32Q (1380.370000 sec): 3 clusters Score: Raw -6498767.418240 + Penalty 1057.369523 = -6497710.048717 nChanged 35 SP:Iteration 33Q (1380.480000 sec): 3 clusters Score: Raw -6498776.242764 + Penalty 1057.369523 = -6497718.873241 nChanged 41 SP:Iteration 34Q (1380.590000 sec): 3 clusters Score: Raw -6498787.961787 + Penalty 1057.369523 = -6497730.592264 nChanged 44 SP:Iteration 35Q (1380.710000 sec): 3 clusters Score: Raw -6498799.636816 + Penalty 1057.369523 = -6497742.267293 nChanged 37 SP:Iteration 36Q (1380.820000 sec): 3 clusters Score: Raw -6498806.552210 + Penalty 1057.369523 = -6497749.182687 nChanged 18 SP:Iteration 37Q (1380.930000 sec): 3 clusters Score: Raw -6498810.902210 + Penalty 1057.369523 = -6497753.532687 nChanged 18 SP:Iteration 38Q (1381.050000 sec): 3 clusters Score: Raw -6498814.998678 + Penalty 1057.369523 = -6497757.629155 nChanged 16 SP:Iteration 39Q (1381.150000 sec): 3 clusters Score: Raw -6498817.631699 + Penalty 1057.369523 = -6497760.262176 nChanged 11 SP:Iteration 40F (1381.290000 sec): 3 clusters Score: Raw -6498819.866616 + Penalty 1057.369523 = -6497762.497093 nChanged 4 SP:Iteration 41Q (1381.400000 sec): 3 clusters Score: Raw -6498820.437341 + Penalty 1057.369523 = -6497763.067818 nChanged 4 SP:Iteration 42Q (1381.510000 sec): 3 clusters Score: Raw -6498820.939153 + Penalty 1057.369523 = -6497763.569630 nChanged 1 SP:Iteration 43Q (1381.620000 sec): 3 clusters Score: Raw -6498820.996440 + Penalty 1057.369523 = -6497763.626917 nChanged 0 SP:Iteration 44F (1381.750000 sec): 3 clusters Score: Raw -6498820.996440 + Penalty 1057.369523 = -6497763.626917 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.810000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.810000 sec): 3 clusters Score: Raw -12238.813674 + Penalty 489.989051 = -11748.824624 nChanged 72 SP:Iteration 1F (1381.810000 sec): 3 clusters Score: Raw -12323.457377 + Penalty 489.989051 = -11833.468326 nChanged 14 SP:Iteration 2F (1381.810000 sec): 3 clusters Score: Raw -12335.479875 + Penalty 489.989051 = -11845.490824 nChanged 4 SP:Iteration 3Q (1381.810000 sec): 3 clusters Score: Raw -12339.263038 + Penalty 489.989051 = -11849.273987 nChanged 1 SP:Iteration 4Q (1381.810000 sec): 3 clusters Score: Raw -12340.748678 + Penalty 489.989051 = -11850.759627 nChanged 1 SP:Iteration 5Q (1381.810000 sec): 3 clusters Score: Raw -12342.120800 + Penalty 489.989051 = -11852.131749 nChanged 0 SP:Iteration 6F (1381.810000 sec): 3 clusters Score: Raw -12342.120800 + Penalty 489.989051 = -11852.131749 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.810000 sec): 2 clusters Score: Raw -146974.288396 + Penalty 358.507763 = -146615.780633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.810000 sec): 3 clusters Score: Raw -145504.876927 + Penalty 717.015525 = -144787.861402 nChanged 1154 SP:Iteration 1F (1381.820000 sec): 3 clusters Score: Raw -146163.938298 + Penalty 717.015525 = -145446.922773 nChanged 148 SP:Iteration 2F (1381.820000 sec): 3 clusters Score: Raw -146220.126800 + Penalty 717.015525 = -145503.111275 nChanged 112 SP:Iteration 3Q (1381.820000 sec): 3 clusters Score: Raw -146262.970779 + Penalty 717.015525 = -145545.955254 nChanged 107 SP:Iteration 4Q (1381.830000 sec): 3 clusters Score: Raw -146312.436556 + Penalty 717.015525 = -145595.421031 nChanged 110 SP:Iteration 5Q (1381.830000 sec): 3 clusters Score: Raw -146369.575161 + Penalty 717.015525 = -145652.559635 nChanged 116 SP:Iteration 6Q (1381.830000 sec): 3 clusters Score: Raw -146440.064718 + Penalty 717.015525 = -145723.049193 nChanged 130 SP:Iteration 7Q (1381.830000 sec): 3 clusters Score: Raw -146537.227952 + Penalty 717.015525 = -145820.212427 nChanged 143 SP:Iteration 8F (1381.840000 sec): 3 clusters Score: Raw -146665.390762 + Penalty 717.015525 = -145948.375237 nChanged 116 SP:Iteration 9Q (1381.840000 sec): 3 clusters Score: Raw -146765.736999 + Penalty 717.015525 = -146048.721473 nChanged 96 SP:Iteration 10Q (1381.840000 sec): 3 clusters Score: Raw -146858.317622 + Penalty 717.015525 = -146141.302097 nChanged 66 SP:Iteration 11Q (1381.850000 sec): 3 clusters Score: Raw -146920.326247 + Penalty 717.015525 = -146203.310722 nChanged 46 SP:Iteration 12Q (1381.850000 sec): 3 clusters Score: Raw -146955.875656 + Penalty 717.015525 = -146238.860131 nChanged 29 SP:Iteration 13Q (1381.850000 sec): 3 clusters Score: Raw -146975.666402 + Penalty 717.015525 = -146258.650877 nChanged 12 SP:Iteration 14Q (1381.850000 sec): 3 clusters Score: Raw -146985.369403 + Penalty 717.015525 = -146268.353877 nChanged 7 SP:Iteration 15Q (1381.850000 sec): 3 clusters Score: Raw -146989.391708 + Penalty 717.015525 = -146272.376183 nChanged 6 SP:Iteration 16Q (1381.850000 sec): 3 clusters Score: Raw -146997.023247 + Penalty 717.015525 = -146280.007722 nChanged 5 SP:Iteration 17Q (1381.860000 sec): 3 clusters Score: Raw -147001.980157 + Penalty 717.015525 = -146284.964632 nChanged 4 SP:Iteration 18Q (1381.860000 sec): 3 clusters Score: Raw -147005.969423 + Penalty 717.015525 = -146288.953898 nChanged 2 SP:Iteration 19Q (1381.860000 sec): 3 clusters Score: Raw -147008.346017 + Penalty 717.015525 = -146291.330492 nChanged 1 SP:Iteration 20F (1381.870000 sec): 3 clusters Score: Raw -147008.707895 + Penalty 717.015525 = -146291.692370 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.870000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.870000 sec): 3 clusters Score: Raw -10432.335424 + Penalty 474.559154 = -9957.776270 nChanged 43 SP:Iteration 1F (1381.870000 sec): 3 clusters Score: Raw -10522.516275 + Penalty 474.559154 = -10047.957121 nChanged 23 SP:Iteration 2F (1381.870000 sec): 3 clusters Score: Raw -10561.902571 + Penalty 474.559154 = -10087.343417 nChanged 8 SP:Iteration 3Q (1381.870000 sec): 3 clusters Score: Raw -10574.786108 + Penalty 474.559154 = -10100.226954 nChanged 1 SP:Iteration 4Q (1381.870000 sec): 3 clusters Score: Raw -10579.690656 + Penalty 474.559154 = -10105.131502 nChanged 2 SP:Iteration 5Q (1381.870000 sec): 3 clusters Score: Raw -10591.591657 + Penalty 474.559154 = -10117.032503 nChanged 1 SP:Iteration 6Q (1381.870000 sec): 3 clusters Score: Raw -10593.448268 + Penalty 474.559154 = -10118.889114 nChanged 1 SP:Iteration 7Q (1381.870000 sec): 3 clusters Score: Raw -10594.313695 + Penalty 474.559154 = -10119.754541 nChanged 1 SP:Iteration 8Q (1381.870000 sec): 3 clusters Score: Raw -10595.269247 + Penalty 474.559154 = -10120.710093 nChanged 0 SP:Iteration 9F (1381.870000 sec): 3 clusters Score: Raw -10595.269247 + Penalty 474.559154 = -10120.710093 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.870000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.870000 sec): 3 clusters Score: Raw -5743.612071 + Penalty 427.743713 = -5315.868358 nChanged 20 SP:Iteration 1F (1381.870000 sec): 3 clusters Score: Raw -5792.278817 + Penalty 427.743713 = -5364.535104 nChanged 4 SP:Iteration 2Q (1381.870000 sec): 3 clusters Score: Raw -5805.934417 + Penalty 427.743713 = -5378.190704 nChanged 0 SP:Iteration 3F (1381.870000 sec): 3 clusters Score: Raw -5805.934417 + Penalty 427.743713 = -5378.190704 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.870000 sec): 2 clusters Score: Raw -28621.503073 + Penalty 283.036853 = -28338.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.870000 sec): 3 clusters Score: Raw -28399.559967 + Penalty 566.073705 = -27833.486262 nChanged 160 SP:Iteration 1F (1381.870000 sec): 3 clusters Score: Raw -28514.844225 + Penalty 566.073705 = -27948.770520 nChanged 42 SP:Iteration 2F (1381.870000 sec): 3 clusters Score: Raw -28552.162968 + Penalty 566.073705 = -27986.089263 nChanged 25 SP:Iteration 3Q (1381.870000 sec): 3 clusters Score: Raw -28569.373497 + Penalty 566.073705 = -28003.299791 nChanged 13 SP:Iteration 4Q (1381.870000 sec): 3 clusters Score: Raw -28578.822193 + Penalty 566.073705 = -28012.748487 nChanged 10 SP:Iteration 5Q (1381.870000 sec): 3 clusters Score: Raw -28584.446537 + Penalty 566.073705 = -28018.372831 nChanged 4 SP:Iteration 6Q (1381.870000 sec): 3 clusters Score: Raw -28588.294063 + Penalty 566.073705 = -28022.220358 nChanged 3 SP:Iteration 7Q (1381.870000 sec): 3 clusters Score: Raw -28590.150862 + Penalty 566.073705 = -28024.077157 nChanged 2 SP:Iteration 8Q (1381.870000 sec): 3 clusters Score: Raw -28592.385736 + Penalty 566.073705 = -28026.312030 nChanged 3 SP:Iteration 9Q (1381.880000 sec): 3 clusters Score: Raw -28594.224403 + Penalty 566.073705 = -28028.150698 nChanged 5 SP:Iteration 10Q (1381.880000 sec): 3 clusters Score: Raw -28597.235851 + Penalty 566.073705 = -28031.162146 nChanged 4 SP:Iteration 11Q (1381.880000 sec): 3 clusters Score: Raw -28600.230567 + Penalty 566.073705 = -28034.156861 nChanged 3 SP:Iteration 12Q (1381.880000 sec): 3 clusters Score: Raw -28601.893179 + Penalty 566.073705 = -28035.819474 nChanged 4 SP:Iteration 13Q (1381.880000 sec): 3 clusters Score: Raw -28603.447856 + Penalty 566.073705 = -28037.374151 nChanged 3 SP:Iteration 14Q (1381.880000 sec): 3 clusters Score: Raw -28604.939236 + Penalty 566.073705 = -28038.865530 nChanged 2 SP:Iteration 15Q (1381.880000 sec): 3 clusters Score: Raw -28605.289356 + Penalty 566.073705 = -28039.215650 nChanged 2 SP:Iteration 16Q (1381.880000 sec): 3 clusters Score: Raw -28608.166584 + Penalty 566.073705 = -28042.092878 nChanged 0 SP:Iteration 17F (1381.880000 sec): 3 clusters Score: Raw -28608.166584 + Penalty 566.073705 = -28042.092878 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.880000 sec): 2 clusters Score: Raw -27264.823500 + Penalty 284.373874 = -26980.449626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.880000 sec): 3 clusters Score: Raw -27077.467493 + Penalty 568.747747 = -26508.719746 nChanged 184 SP:Iteration 1F (1381.880000 sec): 3 clusters Score: Raw -27255.015094 + Penalty 568.747747 = -26686.267347 nChanged 55 SP:Iteration 2F (1381.880000 sec): 3 clusters Score: Raw -27314.890439 + Penalty 568.747747 = -26746.142692 nChanged 38 SP:Iteration 3F (1381.890000 sec): 3 clusters Score: Raw -27356.872894 + Penalty 568.747747 = -26788.125147 nChanged 21 SP:Iteration 4Q (1381.890000 sec): 3 clusters Score: Raw -27377.923646 + Penalty 568.747747 = -26809.175899 nChanged 23 SP:Iteration 5Q (1381.890000 sec): 3 clusters Score: Raw -27405.115624 + Penalty 568.747747 = -26836.367877 nChanged 15 SP:Iteration 6Q (1381.890000 sec): 3 clusters Score: Raw -27453.028471 + Penalty 568.747747 = -26884.280724 nChanged 9 SP:Iteration 7Q (1381.890000 sec): 3 clusters Score: Raw -27460.241087 + Penalty 568.747747 = -26891.493340 nChanged 7 SP:Iteration 8Q (1381.890000 sec): 3 clusters Score: Raw -27463.149232 + Penalty 568.747747 = -26894.401485 nChanged 4 SP:Iteration 9Q (1381.890000 sec): 3 clusters Score: Raw -27467.258338 + Penalty 568.747747 = -26898.510591 nChanged 4 SP:Iteration 10Q (1381.890000 sec): 3 clusters Score: Raw -27469.569010 + Penalty 568.747747 = -26900.821263 nChanged 2 SP:Iteration 11Q (1381.890000 sec): 3 clusters Score: Raw -27470.062290 + Penalty 568.747747 = -26901.314543 nChanged 1 SP:Iteration 12Q (1381.890000 sec): 3 clusters Score: Raw -27470.309614 + Penalty 568.747747 = -26901.561867 nChanged 1 SP:Iteration 13Q (1381.890000 sec): 3 clusters Score: Raw -27470.922385 + Penalty 568.747747 = -26902.174638 nChanged 1 SP:Iteration 14Q (1381.890000 sec): 3 clusters Score: Raw -27471.226594 + Penalty 568.747747 = -26902.478846 nChanged 0 SP:Iteration 15F (1381.890000 sec): 3 clusters Score: Raw -27471.226594 + Penalty 568.747747 = -26902.478846 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.890000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.890000 sec): 3 clusters Score: Raw -2656.460653 + Penalty 364.667320 = -2291.793333 nChanged 8 SP:Iteration 1F (1381.890000 sec): 3 clusters Score: Raw -2679.166054 + Penalty 364.667320 = -2314.498734 nChanged 1 SP:Iteration 2Q (1381.890000 sec): 3 clusters Score: Raw -2679.826877 + Penalty 364.667320 = -2315.159557 nChanged 0 SP:Iteration 3F (1381.890000 sec): 3 clusters Score: Raw -2679.826877 + Penalty 364.667320 = -2315.159557 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.890000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.890000 sec): 3 clusters Score: Raw -9330.824597 + Penalty 460.118368 = -8870.706229 nChanged 42 SP:Iteration 1F (1381.890000 sec): 3 clusters Score: Raw -9366.779718 + Penalty 460.118368 = -8906.661350 nChanged 5 SP:Iteration 2Q (1381.890000 sec): 3 clusters Score: Raw -9371.373131 + Penalty 460.118368 = -8911.254763 nChanged 4 SP:Iteration 3Q (1381.890000 sec): 3 clusters Score: Raw -9377.533358 + Penalty 460.118368 = -8917.414990 nChanged 0 SP:Iteration 4F (1381.890000 sec): 3 clusters Score: Raw -9377.533358 + Penalty 460.118368 = -8917.414990 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.890000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.890000 sec): 3 clusters Score: Raw -19379.025188 + Penalty 526.328092 = -18852.697096 nChanged 102 SP:Iteration 1F (1381.890000 sec): 3 clusters Score: Raw -19469.440813 + Penalty 526.328092 = -18943.112722 nChanged 22 SP:Iteration 2F (1381.890000 sec): 3 clusters Score: Raw -19489.423476 + Penalty 526.328092 = -18963.095385 nChanged 19 SP:Iteration 3F (1381.900000 sec): 3 clusters Score: Raw -19507.631490 + Penalty 526.328092 = -18981.303399 nChanged 11 SP:Iteration 4Q (1381.900000 sec): 3 clusters Score: Raw -19519.319705 + Penalty 526.328092 = -18992.991613 nChanged 5 SP:Iteration 5Q (1381.900000 sec): 3 clusters Score: Raw -19527.568930 + Penalty 526.328092 = -19001.240839 nChanged 8 SP:Iteration 6Q (1381.900000 sec): 3 clusters Score: Raw -19534.856526 + Penalty 526.328092 = -19008.528435 nChanged 2 SP:Iteration 7Q (1381.900000 sec): 3 clusters Score: Raw -19537.868206 + Penalty 526.328092 = -19011.540115 nChanged 1 SP:Iteration 8Q (1381.900000 sec): 3 clusters Score: Raw -19540.057251 + Penalty 526.328092 = -19013.729159 nChanged 1 SP:Iteration 9Q (1381.900000 sec): 3 clusters Score: Raw -19542.057349 + Penalty 526.328092 = -19015.729258 nChanged 3 SP:Iteration 10Q (1381.900000 sec): 3 clusters Score: Raw -19546.496845 + Penalty 526.328092 = -19020.168754 nChanged 1 SP:Iteration 11Q (1381.900000 sec): 3 clusters Score: Raw -19549.419130 + Penalty 526.328092 = -19023.091039 nChanged 2 SP:Iteration 12Q (1381.900000 sec): 3 clusters Score: Raw -19552.847985 + Penalty 526.328092 = -19026.519894 nChanged 2 SP:Iteration 13Q (1381.900000 sec): 3 clusters Score: Raw -19554.285899 + Penalty 526.328092 = -19027.957807 nChanged 2 SP:Iteration 14Q (1381.900000 sec): 3 clusters Score: Raw -19555.804671 + Penalty 526.328092 = -19029.476579 nChanged 1 SP:Iteration 15Q (1381.900000 sec): 3 clusters Score: Raw -19558.015918 + Penalty 526.328092 = -19031.687826 nChanged 0 SP:Iteration 16F (1381.900000 sec): 3 clusters Score: Raw -19558.015918 + Penalty 526.328092 = -19031.687826 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.900000 sec): 2 clusters Score: Raw -5325.393846 + Penalty 214.283624 = -5111.110222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.900000 sec): 3 clusters Score: Raw -5341.936342 + Penalty 428.567248 = -4913.369094 nChanged 16 SP:Iteration 1F (1381.900000 sec): 3 clusters Score: Raw -5375.336483 + Penalty 428.567248 = -4946.769234 nChanged 4 SP:Iteration 2Q (1381.900000 sec): 3 clusters Score: Raw -5379.654053 + Penalty 428.567248 = -4951.086804 nChanged 2 SP:Iteration 3Q (1381.900000 sec): 3 clusters Score: Raw -5387.323874 + Penalty 428.567248 = -4958.756626 nChanged 0 SP:Iteration 4F (1381.900000 sec): 3 clusters Score: Raw -5387.323874 + Penalty 428.567248 = -4958.756626 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.900000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.900000 sec): 3 clusters Score: Raw -13562.159387 + Penalty 499.493333 = -13062.666053 nChanged 62 SP:Iteration 1F (1381.900000 sec): 3 clusters Score: Raw -13638.575498 + Penalty 499.493333 = -13139.082165 nChanged 14 SP:Iteration 2F (1381.900000 sec): 3 clusters Score: Raw -13658.902685 + Penalty 499.493333 = -13159.409352 nChanged 10 SP:Iteration 3Q (1381.910000 sec): 3 clusters Score: Raw -13670.692132 + Penalty 499.493333 = -13171.198799 nChanged 9 SP:Iteration 4Q (1381.910000 sec): 3 clusters Score: Raw -13696.482757 + Penalty 499.493333 = -13196.989423 nChanged 9 SP:Iteration 5Q (1381.910000 sec): 3 clusters Score: Raw -13725.373342 + Penalty 499.493333 = -13225.880009 nChanged 12 SP:Iteration 6Q (1381.910000 sec): 3 clusters Score: Raw -13744.327552 + Penalty 499.493333 = -13244.834218 nChanged 6 SP:Iteration 7Q (1381.910000 sec): 3 clusters Score: Raw -13759.278982 + Penalty 499.493333 = -13259.785648 nChanged 7 SP:Iteration 8Q (1381.910000 sec): 3 clusters Score: Raw -13769.668800 + Penalty 499.493333 = -13270.175467 nChanged 3 SP:Iteration 9Q (1381.910000 sec): 3 clusters Score: Raw -13776.355120 + Penalty 499.493333 = -13276.861787 nChanged 4 SP:Iteration 10Q (1381.910000 sec): 3 clusters Score: Raw -13784.262372 + Penalty 499.493333 = -13284.769039 nChanged 5 SP:Iteration 11Q (1381.910000 sec): 3 clusters Score: Raw -13803.937128 + Penalty 499.493333 = -13304.443795 nChanged 5 SP:Iteration 12Q (1381.910000 sec): 3 clusters Score: Raw -13820.624467 + Penalty 499.493333 = -13321.131134 nChanged 4 SP:Iteration 13Q (1381.910000 sec): 3 clusters Score: Raw -13829.573371 + Penalty 499.493333 = -13330.080038 nChanged 1 SP:Iteration 14Q (1381.910000 sec): 3 clusters Score: Raw -13832.201871 + Penalty 499.493333 = -13332.708538 nChanged 2 SP:Iteration 15Q (1381.910000 sec): 3 clusters Score: Raw -13837.892140 + Penalty 499.493333 = -13338.398807 nChanged 3 SP:Iteration 16Q (1381.910000 sec): 3 clusters Score: Raw -13845.211481 + Penalty 499.493333 = -13345.718148 nChanged 1 SP:Iteration 17Q (1381.910000 sec): 3 clusters Score: Raw -13850.721797 + Penalty 499.493333 = -13351.228463 nChanged 1 SP:Iteration 18Q (1381.910000 sec): 3 clusters Score: Raw -13851.809478 + Penalty 499.493333 = -13352.316144 nChanged 0 SP:Iteration 19F (1381.910000 sec): 3 clusters Score: Raw -13851.809478 + Penalty 499.493333 = -13352.316144 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.910000 sec): 2 clusters Score: Raw -38486.357698 + Penalty 300.725391 = -38185.632308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.910000 sec): 3 clusters Score: Raw -38154.953459 + Penalty 601.450781 = -37553.502678 nChanged 259 SP:Iteration 1F (1381.910000 sec): 3 clusters Score: Raw -38348.406106 + Penalty 601.450781 = -37746.955325 nChanged 68 SP:Iteration 2F (1381.910000 sec): 3 clusters Score: Raw -38423.043475 + Penalty 601.450781 = -37821.592694 nChanged 43 SP:Iteration 3F (1381.910000 sec): 3 clusters Score: Raw -38451.203098 + Penalty 601.450781 = -37849.752317 nChanged 23 SP:Iteration 4Q (1381.910000 sec): 3 clusters Score: Raw -38466.427037 + Penalty 601.450781 = -37864.976256 nChanged 12 SP:Iteration 5Q (1381.910000 sec): 3 clusters Score: Raw -38471.358036 + Penalty 601.450781 = -37869.907255 nChanged 8 SP:Iteration 6Q (1381.910000 sec): 3 clusters Score: Raw -38475.843873 + Penalty 601.450781 = -37874.393092 nChanged 8 SP:Iteration 7Q (1381.910000 sec): 3 clusters Score: Raw -38478.387126 + Penalty 601.450781 = -37876.936345 nChanged 8 SP:Iteration 8Q (1381.920000 sec): 3 clusters Score: Raw -38482.418623 + Penalty 601.450781 = -37880.967842 nChanged 5 SP:Iteration 9Q (1381.920000 sec): 3 clusters Score: Raw -38484.545791 + Penalty 601.450781 = -37883.095010 nChanged 3 SP:Iteration 10Q (1381.920000 sec): 3 clusters Score: Raw -38485.145005 + Penalty 601.450781 = -37883.694223 nChanged 0 SP:Iteration 11F (1381.920000 sec): 3 clusters Score: Raw -38485.145005 + Penalty 601.450781 = -37883.694223 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.920000 sec): 2 clusters Score: Raw -26468.377116 + Penalty 278.373423 = -26190.003693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.920000 sec): 3 clusters Score: Raw -26277.571143 + Penalty 556.746845 = -25720.824298 nChanged 155 SP:Iteration 1F (1381.920000 sec): 3 clusters Score: Raw -26378.096279 + Penalty 556.746845 = -25821.349434 nChanged 52 SP:Iteration 2F (1381.920000 sec): 3 clusters Score: Raw -26445.257842 + Penalty 556.746845 = -25888.510997 nChanged 37 SP:Iteration 3F (1381.920000 sec): 3 clusters Score: Raw -26505.385204 + Penalty 556.746845 = -25948.638359 nChanged 30 SP:Iteration 4F (1381.920000 sec): 3 clusters Score: Raw -26538.799128 + Penalty 556.746845 = -25982.052283 nChanged 16 SP:Iteration 5Q (1381.920000 sec): 3 clusters Score: Raw -26554.470988 + Penalty 556.746845 = -25997.724143 nChanged 10 SP:Iteration 6Q (1381.920000 sec): 3 clusters Score: Raw -26564.001129 + Penalty 556.746845 = -26007.254284 nChanged 5 SP:Iteration 7Q (1381.930000 sec): 3 clusters Score: Raw -26568.410671 + Penalty 556.746845 = -26011.663825 nChanged 2 SP:Iteration 8Q (1381.930000 sec): 3 clusters Score: Raw -26569.574805 + Penalty 556.746845 = -26012.827960 nChanged 2 SP:Iteration 9Q (1381.930000 sec): 3 clusters Score: Raw -26570.242922 + Penalty 556.746845 = -26013.496077 nChanged 0 SP:Iteration 10F (1381.930000 sec): 3 clusters Score: Raw -26570.242922 + Penalty 556.746845 = -26013.496077 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.930000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.930000 sec): 3 clusters Score: Raw -52398.118429 + Penalty 628.514685 = -51769.603744 nChanged 393 SP:Iteration 1F (1381.930000 sec): 3 clusters Score: Raw -52651.463800 + Penalty 628.514685 = -52022.949115 nChanged 79 SP:Iteration 2F (1381.930000 sec): 3 clusters Score: Raw -52695.680403 + Penalty 628.514685 = -52067.165718 nChanged 51 SP:Iteration 3F (1381.930000 sec): 3 clusters Score: Raw -52718.614778 + Penalty 628.514685 = -52090.100093 nChanged 28 SP:Iteration 4Q (1381.930000 sec): 3 clusters Score: Raw -52733.242792 + Penalty 628.514685 = -52104.728107 nChanged 29 SP:Iteration 5Q (1381.930000 sec): 3 clusters Score: Raw -52748.006367 + Penalty 628.514685 = -52119.491682 nChanged 29 SP:Iteration 6Q (1381.930000 sec): 3 clusters Score: Raw -52764.413727 + Penalty 628.514685 = -52135.899042 nChanged 28 SP:Iteration 7Q (1381.930000 sec): 3 clusters Score: Raw -52781.560079 + Penalty 628.514685 = -52153.045395 nChanged 26 SP:Iteration 8Q (1381.940000 sec): 3 clusters Score: Raw -52791.891266 + Penalty 628.514685 = -52163.376582 nChanged 16 SP:Iteration 9Q (1381.940000 sec): 3 clusters Score: Raw -52798.027208 + Penalty 628.514685 = -52169.512524 nChanged 17 SP:Iteration 10Q (1381.940000 sec): 3 clusters Score: Raw -52810.201158 + Penalty 628.514685 = -52181.686474 nChanged 15 SP:Iteration 11Q (1381.940000 sec): 3 clusters Score: Raw -52817.585217 + Penalty 628.514685 = -52189.070532 nChanged 15 SP:Iteration 12Q (1381.940000 sec): 3 clusters Score: Raw -52825.370321 + Penalty 628.514685 = -52196.855636 nChanged 9 SP:Iteration 13Q (1381.940000 sec): 3 clusters Score: Raw -52831.371179 + Penalty 628.514685 = -52202.856494 nChanged 13 SP:Iteration 14Q (1381.940000 sec): 3 clusters Score: Raw -52839.858190 + Penalty 628.514685 = -52211.343506 nChanged 14 SP:Iteration 15Q (1381.940000 sec): 3 clusters Score: Raw -52846.902678 + Penalty 628.514685 = -52218.387993 nChanged 11 SP:Iteration 16Q (1381.950000 sec): 3 clusters Score: Raw -52852.410116 + Penalty 628.514685 = -52223.895431 nChanged 9 SP:Iteration 17Q (1381.950000 sec): 3 clusters Score: Raw -52855.957453 + Penalty 628.514685 = -52227.442768 nChanged 2 SP:Iteration 18Q (1381.950000 sec): 3 clusters Score: Raw -52856.877111 + Penalty 628.514685 = -52228.362426 nChanged 3 SP:Iteration 19Q (1381.950000 sec): 3 clusters Score: Raw -52857.658573 + Penalty 628.514685 = -52229.143888 nChanged 2 SP:Iteration 20F (1381.950000 sec): 3 clusters Score: Raw -52857.994835 + Penalty 628.514685 = -52229.480151 nChanged 2 SP:Iteration 21Q (1381.950000 sec): 3 clusters Score: Raw -52858.706674 + Penalty 628.514685 = -52230.191989 nChanged 4 SP:Iteration 22Q (1381.950000 sec): 3 clusters Score: Raw -52859.560095 + Penalty 628.514685 = -52231.045410 nChanged 1 SP:Iteration 23Q (1381.950000 sec): 3 clusters Score: Raw -52859.800334 + Penalty 628.514685 = -52231.285649 nChanged 2 SP:Iteration 24Q (1381.950000 sec): 3 clusters Score: Raw -52860.962537 + Penalty 628.514685 = -52232.447852 nChanged 4 SP:Iteration 25Q (1381.950000 sec): 3 clusters Score: Raw -52862.238027 + Penalty 628.514685 = -52233.723342 nChanged 3 SP:Iteration 26Q (1381.950000 sec): 3 clusters Score: Raw -52864.257383 + Penalty 628.514685 = -52235.742698 nChanged 5 SP:Iteration 27Q (1381.950000 sec): 3 clusters Score: Raw -52866.170251 + Penalty 628.514685 = -52237.655566 nChanged 4 SP:Iteration 28Q (1381.960000 sec): 3 clusters Score: Raw -52868.864492 + Penalty 628.514685 = -52240.349808 nChanged 4 SP:Iteration 29Q (1381.960000 sec): 3 clusters Score: Raw -52870.463189 + Penalty 628.514685 = -52241.948504 nChanged 5 SP:Iteration 30Q (1381.960000 sec): 3 clusters Score: Raw -52872.345897 + Penalty 628.514685 = -52243.831212 nChanged 6 SP:Iteration 31Q (1381.960000 sec): 3 clusters Score: Raw -52878.008091 + Penalty 628.514685 = -52249.493406 nChanged 9 SP:Iteration 32Q (1381.960000 sec): 3 clusters Score: Raw -52883.236199 + Penalty 628.514685 = -52254.721514 nChanged 7 SP:Iteration 33Q (1381.960000 sec): 3 clusters Score: Raw -52889.731129 + Penalty 628.514685 = -52261.216445 nChanged 8 SP:Iteration 34Q (1381.960000 sec): 3 clusters Score: Raw -52896.625484 + Penalty 628.514685 = -52268.110799 nChanged 8 SP:Iteration 35Q (1381.960000 sec): 3 clusters Score: Raw -52903.001780 + Penalty 628.514685 = -52274.487095 nChanged 8 SP:Iteration 36Q (1381.970000 sec): 3 clusters Score: Raw -52907.120326 + Penalty 628.514685 = -52278.605641 nChanged 5 SP:Iteration 37Q (1381.970000 sec): 3 clusters Score: Raw -52909.131743 + Penalty 628.514685 = -52280.617058 nChanged 6 SP:Iteration 38Q (1381.970000 sec): 3 clusters Score: Raw -52912.919116 + Penalty 628.514685 = -52284.404431 nChanged 3 SP:Iteration 39Q (1381.970000 sec): 3 clusters Score: Raw -52914.596201 + Penalty 628.514685 = -52286.081516 nChanged 3 SP:Iteration 40F (1381.970000 sec): 3 clusters Score: Raw -52917.135469 + Penalty 628.514685 = -52288.620784 nChanged 6 SP:Iteration 41Q (1381.970000 sec): 3 clusters Score: Raw -52921.956692 + Penalty 628.514685 = -52293.442007 nChanged 9 SP:Iteration 42Q (1381.970000 sec): 3 clusters Score: Raw -52930.224974 + Penalty 628.514685 = -52301.710289 nChanged 7 SP:Iteration 43Q (1381.970000 sec): 3 clusters Score: Raw -52933.641606 + Penalty 628.514685 = -52305.126921 nChanged 3 SP:Iteration 44Q (1381.970000 sec): 3 clusters Score: Raw -52935.556503 + Penalty 628.514685 = -52307.041818 nChanged 1 SP:Iteration 45Q (1381.970000 sec): 3 clusters Score: Raw -52935.817674 + Penalty 628.514685 = -52307.302989 nChanged 1 SP:Iteration 46Q (1381.970000 sec): 3 clusters Score: Raw -52936.261214 + Penalty 628.514685 = -52307.746529 nChanged 0 SP:Iteration 47F (1381.970000 sec): 3 clusters Score: Raw -52936.261214 + Penalty 628.514685 = -52307.746529 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.980000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.980000 sec): 3 clusters Score: Raw -8620.658256 + Penalty 460.696148 = -8159.962108 nChanged 45 SP:Iteration 1F (1381.980000 sec): 3 clusters Score: Raw -8700.911918 + Penalty 460.696148 = -8240.215770 nChanged 13 SP:Iteration 2F (1381.980000 sec): 3 clusters Score: Raw -8723.003340 + Penalty 460.696148 = -8262.307192 nChanged 1 SP:Iteration 3Q (1381.980000 sec): 3 clusters Score: Raw -8724.945161 + Penalty 460.696148 = -8264.249013 nChanged 0 SP:Iteration 4F (1381.980000 sec): 3 clusters Score: Raw -8724.945161 + Penalty 460.696148 = -8264.249013 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.980000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.980000 sec): 3 clusters Score: Raw -16642.448022 + Penalty 513.090275 = -16129.357747 nChanged 91 SP:Iteration 1F (1381.980000 sec): 3 clusters Score: Raw -16722.095708 + Penalty 513.090275 = -16209.005433 nChanged 14 SP:Iteration 2Q (1381.980000 sec): 3 clusters Score: Raw -16733.220265 + Penalty 513.090275 = -16220.129990 nChanged 5 SP:Iteration 3Q (1381.980000 sec): 3 clusters Score: Raw -16736.821689 + Penalty 513.090275 = -16223.731415 nChanged 3 SP:Iteration 4Q (1381.980000 sec): 3 clusters Score: Raw -16739.912390 + Penalty 513.090275 = -16226.822115 nChanged 4 SP:Iteration 5Q (1381.980000 sec): 3 clusters Score: Raw -16746.706308 + Penalty 513.090275 = -16233.616033 nChanged 4 SP:Iteration 6Q (1381.980000 sec): 3 clusters Score: Raw -16752.506118 + Penalty 513.090275 = -16239.415843 nChanged 3 SP:Iteration 7Q (1381.980000 sec): 3 clusters Score: Raw -16755.136344 + Penalty 513.090275 = -16242.046069 nChanged 3 SP:Iteration 8Q (1381.980000 sec): 3 clusters Score: Raw -16756.919816 + Penalty 513.090275 = -16243.829541 nChanged 1 SP:Iteration 9Q (1381.980000 sec): 3 clusters Score: Raw -16757.050370 + Penalty 513.090275 = -16243.960095 nChanged 1 SP:Iteration 10Q (1381.980000 sec): 3 clusters Score: Raw -16757.401178 + Penalty 513.090275 = -16244.310903 nChanged 0 SP:Iteration 11F (1381.980000 sec): 3 clusters Score: Raw -16757.401178 + Penalty 513.090275 = -16244.310903 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.980000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.980000 sec): 3 clusters Score: Raw -17928.127357 + Penalty 524.632390 = -17403.494966 nChanged 94 SP:Iteration 1F (1381.980000 sec): 3 clusters Score: Raw -18012.791516 + Penalty 524.632390 = -17488.159125 nChanged 27 SP:Iteration 2F (1381.990000 sec): 3 clusters Score: Raw -18038.742226 + Penalty 524.632390 = -17514.109835 nChanged 10 SP:Iteration 3Q (1381.990000 sec): 3 clusters Score: Raw -18045.664798 + Penalty 524.632390 = -17521.032408 nChanged 7 SP:Iteration 4Q (1381.990000 sec): 3 clusters Score: Raw -18053.521710 + Penalty 524.632390 = -17528.889320 nChanged 7 SP:Iteration 5Q (1381.990000 sec): 3 clusters Score: Raw -18063.258057 + Penalty 524.632390 = -17538.625666 nChanged 2 SP:Iteration 6Q (1381.990000 sec): 3 clusters Score: Raw -18064.790265 + Penalty 524.632390 = -17540.157875 nChanged 3 SP:Iteration 7Q (1381.990000 sec): 3 clusters Score: Raw -18067.040912 + Penalty 524.632390 = -17542.408522 nChanged 2 SP:Iteration 8Q (1381.990000 sec): 3 clusters Score: Raw -18071.482450 + Penalty 524.632390 = -17546.850060 nChanged 3 SP:Iteration 9Q (1381.990000 sec): 3 clusters Score: Raw -18077.862623 + Penalty 524.632390 = -17553.230233 nChanged 4 SP:Iteration 10Q (1381.990000 sec): 3 clusters Score: Raw -18079.422246 + Penalty 524.632390 = -17554.789856 nChanged 2 SP:Iteration 11Q (1381.990000 sec): 3 clusters Score: Raw -18081.029534 + Penalty 524.632390 = -17556.397143 nChanged 0 SP:Iteration 12F (1381.990000 sec): 3 clusters Score: Raw -18081.029534 + Penalty 524.632390 = -17556.397143 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.990000 sec): 2 clusters Score: Raw -6129.905865 + Penalty 219.688275 = -5910.217590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.990000 sec): 3 clusters Score: Raw -6139.160863 + Penalty 439.376550 = -5699.784313 nChanged 35 SP:Iteration 1F (1381.990000 sec): 3 clusters Score: Raw -6196.106118 + Penalty 439.376550 = -5756.729568 nChanged 11 SP:Iteration 2F (1381.990000 sec): 3 clusters Score: Raw -6218.536462 + Penalty 439.376550 = -5779.159912 nChanged 3 SP:Iteration 3Q (1381.990000 sec): 3 clusters Score: Raw -6224.884152 + Penalty 439.376550 = -5785.507602 nChanged 4 SP:Iteration 4Q (1381.990000 sec): 3 clusters Score: Raw -6230.394233 + Penalty 439.376550 = -5791.017682 nChanged 4 SP:Iteration 5Q (1381.990000 sec): 3 clusters Score: Raw -6234.955723 + Penalty 439.376550 = -5795.579173 nChanged 1 SP:Iteration 6Q (1381.990000 sec): 3 clusters Score: Raw -6237.314420 + Penalty 439.376550 = -5797.937870 nChanged 2 SP:Iteration 7Q (1381.990000 sec): 3 clusters Score: Raw -6241.877564 + Penalty 439.376550 = -5802.501014 nChanged 1 SP:Iteration 8Q (1381.990000 sec): 3 clusters Score: Raw -6270.151622 + Penalty 439.376550 = -5830.775072 nChanged 1 SP:Iteration 9Q (1381.990000 sec): 3 clusters Score: Raw -6291.224256 + Penalty 439.376550 = -5851.847706 nChanged 0 SP:Iteration 10F (1381.990000 sec): 3 clusters Score: Raw -6291.224256 + Penalty 439.376550 = -5851.847706 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.990000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.990000 sec): 3 clusters Score: Raw -11094.581742 + Penalty 479.842960 = -10614.738782 nChanged 48 SP:Iteration 1F (1381.990000 sec): 3 clusters Score: Raw -11135.547115 + Penalty 479.842960 = -10655.704155 nChanged 9 SP:Iteration 2Q (1381.990000 sec): 3 clusters Score: Raw -11148.320533 + Penalty 479.842960 = -10668.477573 nChanged 6 SP:Iteration 3Q (1381.990000 sec): 3 clusters Score: Raw -11155.970983 + Penalty 479.842960 = -10676.128023 nChanged 4 SP:Iteration 4Q (1381.990000 sec): 3 clusters Score: Raw -11160.699101 + Penalty 479.842960 = -10680.856141 nChanged 2 SP:Iteration 5Q (1381.990000 sec): 3 clusters Score: Raw -11165.461510 + Penalty 479.842960 = -10685.618551 nChanged 1 SP:Iteration 6Q (1381.990000 sec): 3 clusters Score: Raw -11167.465823 + Penalty 479.842960 = -10687.622863 nChanged 0 SP:Iteration 7F (1381.990000 sec): 3 clusters Score: Raw -11167.465823 + Penalty 479.842960 = -10687.622863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.990000 sec): 2 clusters Score: Raw -7680.951646 + Penalty 220.767377 = -7460.184269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.990000 sec): 3 clusters Score: Raw -7675.537750 + Penalty 441.534754 = -7234.002996 nChanged 28 SP:Iteration 1F (1381.990000 sec): 3 clusters Score: Raw -7713.299849 + Penalty 441.534754 = -7271.765095 nChanged 9 SP:Iteration 2F (1381.990000 sec): 3 clusters Score: Raw -7721.653352 + Penalty 441.534754 = -7280.118598 nChanged 2 SP:Iteration 3Q (1381.990000 sec): 3 clusters Score: Raw -7733.092337 + Penalty 441.534754 = -7291.557583 nChanged 2 SP:Iteration 4Q (1381.990000 sec): 3 clusters Score: Raw -7735.148308 + Penalty 441.534754 = -7293.613554 nChanged 1 SP:Iteration 5Q (1381.990000 sec): 3 clusters Score: Raw -7737.795735 + Penalty 441.534754 = -7296.260981 nChanged 0 SP:Iteration 6F (1381.990000 sec): 3 clusters Score: Raw -7737.795735 + Penalty 441.534754 = -7296.260981 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.000000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.000000 sec): 3 clusters Score: Raw -23751.716025 + Penalty 543.616675 = -23208.099350 nChanged 128 SP:Iteration 1F (1382.000000 sec): 3 clusters Score: Raw -23831.073330 + Penalty 543.616675 = -23287.456656 nChanged 17 SP:Iteration 2Q (1382.000000 sec): 3 clusters Score: Raw -23847.723072 + Penalty 543.616675 = -23304.106398 nChanged 19 SP:Iteration 3Q (1382.000000 sec): 3 clusters Score: Raw -23865.018577 + Penalty 543.616675 = -23321.401902 nChanged 13 SP:Iteration 4Q (1382.000000 sec): 3 clusters Score: Raw -23875.096293 + Penalty 543.616675 = -23331.479619 nChanged 9 SP:Iteration 5Q (1382.000000 sec): 3 clusters Score: Raw -23886.586175 + Penalty 543.616675 = -23342.969500 nChanged 5 SP:Iteration 6Q (1382.000000 sec): 3 clusters Score: Raw -23889.783488 + Penalty 543.616675 = -23346.166813 nChanged 5 SP:Iteration 7Q (1382.000000 sec): 3 clusters Score: Raw -23892.939198 + Penalty 543.616675 = -23349.322523 nChanged 2 SP:Iteration 8Q (1382.000000 sec): 3 clusters Score: Raw -23893.359628 + Penalty 543.616675 = -23349.742953 nChanged 3 SP:Iteration 9Q (1382.000000 sec): 3 clusters Score: Raw -23897.376232 + Penalty 543.616675 = -23353.759558 nChanged 5 SP:Iteration 10Q (1382.000000 sec): 3 clusters Score: Raw -23901.821809 + Penalty 543.616675 = -23358.205135 nChanged 6 SP:Iteration 11Q (1382.000000 sec): 3 clusters Score: Raw -23908.132296 + Penalty 543.616675 = -23364.515621 nChanged 4 SP:Iteration 12Q (1382.000000 sec): 3 clusters Score: Raw -23909.252529 + Penalty 543.616675 = -23365.635854 nChanged 2 SP:Iteration 13Q (1382.000000 sec): 3 clusters Score: Raw -23910.575217 + Penalty 543.616675 = -23366.958542 nChanged 3 SP:Iteration 14Q (1382.000000 sec): 3 clusters Score: Raw -23913.831772 + Penalty 543.616675 = -23370.215098 nChanged 5 SP:Iteration 15Q (1382.000000 sec): 3 clusters Score: Raw -23916.548384 + Penalty 543.616675 = -23372.931709 nChanged 4 SP:Iteration 16Q (1382.000000 sec): 3 clusters Score: Raw -23920.242456 + Penalty 543.616675 = -23376.625781 nChanged 5 SP:Iteration 17Q (1382.010000 sec): 3 clusters Score: Raw -23924.120731 + Penalty 543.616675 = -23380.504056 nChanged 3 SP:Iteration 18Q (1382.010000 sec): 3 clusters Score: Raw -23925.455631 + Penalty 543.616675 = -23381.838956 nChanged 1 SP:Iteration 19Q (1382.010000 sec): 3 clusters Score: Raw -23925.876700 + Penalty 543.616675 = -23382.260025 nChanged 0 SP:Iteration 20F (1382.010000 sec): 3 clusters Score: Raw -23925.876700 + Penalty 543.616675 = -23382.260025 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 3 clusters Score: Raw -11287.641616 + Penalty 479.842960 = -10807.798657 nChanged 48 SP:Iteration 1F (1382.010000 sec): 3 clusters Score: Raw -11336.218272 + Penalty 479.842960 = -10856.375312 nChanged 7 SP:Iteration 2Q (1382.010000 sec): 3 clusters Score: Raw -11344.486212 + Penalty 479.842960 = -10864.643252 nChanged 4 SP:Iteration 3Q (1382.010000 sec): 3 clusters Score: Raw -11346.551369 + Penalty 479.842960 = -10866.708409 nChanged 1 SP:Iteration 4Q (1382.010000 sec): 3 clusters Score: Raw -11348.258089 + Penalty 479.842960 = -10868.415129 nChanged 0 SP:Iteration 5F (1382.010000 sec): 3 clusters Score: Raw -11348.258089 + Penalty 479.842960 = -10868.415129 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 2 clusters Score: Raw -4251.029531 + Penalty 199.382212 = -4051.647319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 3 clusters Score: Raw -4279.898231 + Penalty 398.764424 = -3881.133807 nChanged 18 SP:Iteration 1F (1382.010000 sec): 3 clusters Score: Raw -4333.463057 + Penalty 398.764424 = -3934.698633 nChanged 2 SP:Iteration 2Q (1382.010000 sec): 3 clusters Score: Raw -4336.439989 + Penalty 398.764424 = -3937.675565 nChanged 1 SP:Iteration 3Q (1382.010000 sec): 3 clusters Score: Raw -4340.225340 + Penalty 398.764424 = -3941.460916 nChanged 0 SP:Iteration 4F (1382.010000 sec): 3 clusters Score: Raw -4340.225340 + Penalty 398.764424 = -3941.460916 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 2 clusters Score: Raw -10496.669889 + Penalty 254.559368 = -10242.110521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 3 clusters Score: Raw -10450.809557 + Penalty 509.118736 = -9941.690821 nChanged 96 SP:Iteration 1F (1382.010000 sec): 3 clusters Score: Raw -10663.897071 + Penalty 509.118736 = -10154.778335 nChanged 34 SP:Iteration 2F (1382.010000 sec): 3 clusters Score: Raw -10759.820465 + Penalty 509.118736 = -10250.701729 nChanged 16 SP:Iteration 3F (1382.010000 sec): 3 clusters Score: Raw -10817.840745 + Penalty 509.118736 = -10308.722010 nChanged 12 SP:Iteration 4Q (1382.010000 sec): 3 clusters Score: Raw -10897.347197 + Penalty 509.118736 = -10388.228462 nChanged 14 SP:Iteration 5F (1382.010000 sec): 3 clusters Score: Raw -10955.231969 + Penalty 509.118736 = -10446.113234 nChanged 10 SP:Iteration 6Q (1382.010000 sec): 3 clusters Score: Raw -10987.628321 + Penalty 509.118736 = -10478.509586 nChanged 6 SP:Iteration 7Q (1382.010000 sec): 3 clusters Score: Raw -11001.242087 + Penalty 509.118736 = -10492.123351 nChanged 1 SP:Iteration 8Q (1382.010000 sec): 3 clusters Score: Raw -11002.256301 + Penalty 509.118736 = -10493.137565 nChanged 1 SP:Iteration 9Q (1382.010000 sec): 3 clusters Score: Raw -11003.175974 + Penalty 509.118736 = -10494.057238 nChanged 0 SP:Iteration 10F (1382.010000 sec): 3 clusters Score: Raw -11003.175974 + Penalty 509.118736 = -10494.057238 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 73. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.010000 sec): 3 clusters Score: Raw -7168.035803 + Penalty 464.087845 = -6703.947958 nChanged 39 SP:Iteration 1F (1382.020000 sec): 3 clusters Score: Raw -7273.917499 + Penalty 464.087845 = -6809.829654 nChanged 11 SP:Iteration 2F (1382.020000 sec): 3 clusters Score: Raw -7299.968915 + Penalty 464.087845 = -6835.881070 nChanged 7 SP:Iteration 3Q (1382.020000 sec): 3 clusters Score: Raw -7312.482274 + Penalty 464.087845 = -6848.394429 nChanged 2 SP:Iteration 4Q (1382.020000 sec): 3 clusters Score: Raw -7316.195240 + Penalty 464.087845 = -6852.107395 nChanged 1 SP:Iteration 5Q (1382.020000 sec): 3 clusters Score: Raw -7317.275358 + Penalty 464.087845 = -6853.187513 nChanged 0 SP:Iteration 6F (1382.020000 sec): 3 clusters Score: Raw -7317.275358 + Penalty 464.087845 = -6853.187513 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.020000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.020000 sec): 3 clusters Score: Raw -6100.939047 + Penalty 422.639572 = -5678.299475 nChanged 19 SP:Iteration 1F (1382.020000 sec): 3 clusters Score: Raw -6137.422939 + Penalty 422.639572 = -5714.783367 nChanged 6 SP:Iteration 2F (1382.020000 sec): 3 clusters Score: Raw -6151.087202 + Penalty 422.639572 = -5728.447630 nChanged 2 SP:Iteration 3Q (1382.020000 sec): 3 clusters Score: Raw -6160.282551 + Penalty 422.639572 = -5737.642979 nChanged 1 SP:Iteration 4Q (1382.020000 sec): 3 clusters Score: Raw -6163.334195 + Penalty 422.639572 = -5740.694624 nChanged 0 SP:Iteration 5F (1382.020000 sec): 3 clusters Score: Raw -6163.334195 + Penalty 422.639572 = -5740.694624 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.040000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.050000 sec): 3 clusters Score: Raw -624945.461098 + Penalty 844.246869 = -624101.214229 nChanged 4991 SP:Iteration 1F (1382.060000 sec): 3 clusters Score: Raw -627909.946476 + Penalty 844.246869 = -627065.699607 nChanged 674 SP:Iteration 2F (1382.070000 sec): 3 clusters Score: Raw -628294.738918 + Penalty 844.246869 = -627450.492050 nChanged 731 SP:Iteration 3F (1382.080000 sec): 3 clusters Score: Raw -628683.148429 + Penalty 844.246869 = -627838.901560 nChanged 622 SP:Iteration 4F (1382.090000 sec): 3 clusters Score: Raw -628985.335019 + Penalty 844.246869 = -628141.088151 nChanged 518 SP:Iteration 5Q (1382.100000 sec): 3 clusters Score: Raw -629213.673736 + Penalty 844.246869 = -628369.426868 nChanged 448 SP:Iteration 6Q (1382.110000 sec): 3 clusters Score: Raw -629393.200752 + Penalty 844.246869 = -628548.953884 nChanged 381 SP:Iteration 7Q (1382.130000 sec): 3 clusters Score: Raw -629523.266390 + Penalty 844.246869 = -628679.019521 nChanged 340 SP:Iteration 8Q (1382.130000 sec): 3 clusters Score: Raw -629665.134522 + Penalty 844.246869 = -628820.887654 nChanged 353 SP:Iteration 9Q (1382.150000 sec): 3 clusters Score: Raw -629826.411608 + Penalty 844.246869 = -628982.164739 nChanged 316 SP:Iteration 10Q (1382.160000 sec): 3 clusters Score: Raw -629955.436575 + Penalty 844.246869 = -629111.189707 nChanged 256 SP:Iteration 11Q (1382.170000 sec): 3 clusters Score: Raw -630035.915582 + Penalty 844.246869 = -629191.668714 nChanged 214 SP:Iteration 12Q (1382.180000 sec): 3 clusters Score: Raw -630101.209849 + Penalty 844.246869 = -629256.962981 nChanged 182 SP:Iteration 13Q (1382.190000 sec): 3 clusters Score: Raw -630151.002234 + Penalty 844.246869 = -629306.755365 nChanged 159 SP:Iteration 14Q (1382.200000 sec): 3 clusters Score: Raw -630185.779768 + Penalty 844.246869 = -629341.532900 nChanged 136 SP:Iteration 15Q (1382.210000 sec): 3 clusters Score: Raw -630212.283717 + Penalty 844.246869 = -629368.036849 nChanged 113 SP:Iteration 16Q (1382.220000 sec): 3 clusters Score: Raw -630232.330343 + Penalty 844.246869 = -629388.083475 nChanged 104 SP:Iteration 17Q (1382.230000 sec): 3 clusters Score: Raw -630248.954033 + Penalty 844.246869 = -629404.707165 nChanged 101 SP:Iteration 18Q (1382.240000 sec): 3 clusters Score: Raw -630266.850776 + Penalty 844.246869 = -629422.603908 nChanged 102 SP:Iteration 19Q (1382.250000 sec): 3 clusters Score: Raw -630283.428694 + Penalty 844.246869 = -629439.181825 nChanged 90 SP:Iteration 20F (1382.270000 sec): 3 clusters Score: Raw -630295.701484 + Penalty 844.246869 = -629451.454615 nChanged 80 SP:Iteration 21Q (1382.270000 sec): 3 clusters Score: Raw -630306.656832 + Penalty 844.246869 = -629462.409964 nChanged 88 SP:Iteration 22Q (1382.290000 sec): 3 clusters Score: Raw -630319.398551 + Penalty 844.246869 = -629475.151683 nChanged 92 SP:Iteration 23Q (1382.300000 sec): 3 clusters Score: Raw -630334.210349 + Penalty 844.246869 = -629489.963480 nChanged 94 SP:Iteration 24Q (1382.310000 sec): 3 clusters Score: Raw -630347.061751 + Penalty 844.246869 = -629502.814882 nChanged 80 SP:Iteration 25Q (1382.320000 sec): 3 clusters Score: Raw -630358.581573 + Penalty 844.246869 = -629514.334704 nChanged 79 SP:Iteration 26Q (1382.330000 sec): 3 clusters Score: Raw -630368.909526 + Penalty 844.246869 = -629524.662657 nChanged 83 SP:Iteration 27Q (1382.340000 sec): 3 clusters Score: Raw -630379.988872 + Penalty 844.246869 = -629535.742004 nChanged 69 SP:Iteration 28Q (1382.350000 sec): 3 clusters Score: Raw -630389.432151 + Penalty 844.246869 = -629545.185282 nChanged 67 SP:Iteration 29Q (1382.360000 sec): 3 clusters Score: Raw -630399.365027 + Penalty 844.246869 = -629555.118158 nChanged 73 SP:Iteration 30Q (1382.370000 sec): 3 clusters Score: Raw -630411.658770 + Penalty 844.246869 = -629567.411902 nChanged 90 SP:Iteration 31Q (1382.380000 sec): 3 clusters Score: Raw -630426.888999 + Penalty 844.246869 = -629582.642130 nChanged 89 SP:Iteration 32Q (1382.390000 sec): 3 clusters Score: Raw -630440.037068 + Penalty 844.246869 = -629595.790199 nChanged 86 SP:Iteration 33Q (1382.400000 sec): 3 clusters Score: Raw -630450.243376 + Penalty 844.246869 = -629605.996508 nChanged 75 SP:Iteration 34Q (1382.410000 sec): 3 clusters Score: Raw -630459.179801 + Penalty 844.246869 = -629614.932933 nChanged 68 SP:Iteration 35Q (1382.420000 sec): 3 clusters Score: Raw -630467.798082 + Penalty 844.246869 = -629623.551214 nChanged 81 SP:Iteration 36Q (1382.430000 sec): 3 clusters Score: Raw -630478.925218 + Penalty 844.246869 = -629634.678350 nChanged 87 SP:Iteration 37Q (1382.440000 sec): 3 clusters Score: Raw -630492.850823 + Penalty 844.246869 = -629648.603954 nChanged 89 SP:Iteration 38Q (1382.450000 sec): 3 clusters Score: Raw -630508.258471 + Penalty 844.246869 = -629664.011602 nChanged 103 SP:Iteration 39Q (1382.460000 sec): 3 clusters Score: Raw -630529.015433 + Penalty 844.246869 = -629684.768565 nChanged 114 SP:Iteration 40F (1382.470000 sec): 3 clusters Score: Raw -630558.722296 + Penalty 844.246869 = -629714.475427 nChanged 131 SP:Iteration 41Q (1382.490000 sec): 3 clusters Score: Raw -630590.109573 + Penalty 844.246869 = -629745.862705 nChanged 131 SP:Iteration 42Q (1382.490000 sec): 3 clusters Score: Raw -630621.609764 + Penalty 844.246869 = -629777.362896 nChanged 123 SP:Iteration 43Q (1382.510000 sec): 3 clusters Score: Raw -630652.834091 + Penalty 844.246869 = -629808.587223 nChanged 137 SP:Iteration 44Q (1382.510000 sec): 3 clusters Score: Raw -630689.344227 + Penalty 844.246869 = -629845.097358 nChanged 139 SP:Iteration 45Q (1382.530000 sec): 3 clusters Score: Raw -630728.601722 + Penalty 844.246869 = -629884.354853 nChanged 155 SP:Iteration 46Q (1382.530000 sec): 3 clusters Score: Raw -630780.832823 + Penalty 844.246869 = -629936.585954 nChanged 163 SP:Iteration 47Q (1382.550000 sec): 3 clusters Score: Raw -630838.750455 + Penalty 844.246869 = -629994.503587 nChanged 152 SP:Iteration 48Q (1382.550000 sec): 3 clusters Score: Raw -630892.810835 + Penalty 844.246869 = -630048.563966 nChanged 142 SP:Iteration 49Q (1382.570000 sec): 3 clusters Score: Raw -630944.433277 + Penalty 844.246869 = -630100.186408 nChanged 165 SP:Iteration 50Q (1382.570000 sec): 3 clusters Score: Raw -631006.776096 + Penalty 844.246869 = -630162.529227 nChanged 151 SP:Iteration 51Q (1382.590000 sec): 3 clusters Score: Raw -631069.059959 + Penalty 844.246869 = -630224.813090 nChanged 162 SP:Iteration 52Q (1382.590000 sec): 3 clusters Score: Raw -631139.441986 + Penalty 844.246869 = -630295.195118 nChanged 152 SP:Iteration 53Q (1382.600000 sec): 3 clusters Score: Raw -631206.545860 + Penalty 844.246869 = -630362.298992 nChanged 156 SP:Iteration 54Q (1382.610000 sec): 3 clusters Score: Raw -631278.297318 + Penalty 844.246869 = -630434.050450 nChanged 131 SP:Iteration 55Q (1382.620000 sec): 3 clusters Score: Raw -631332.476275 + Penalty 844.246869 = -630488.229407 nChanged 118 SP:Iteration 56Q (1382.630000 sec): 3 clusters Score: Raw -631378.726264 + Penalty 844.246869 = -630534.479396 nChanged 99 SP:Iteration 57Q (1382.640000 sec): 3 clusters Score: Raw -631412.416118 + Penalty 844.246869 = -630568.169249 nChanged 90 SP:Iteration 58Q (1382.650000 sec): 3 clusters Score: Raw -631440.446278 + Penalty 844.246869 = -630596.199410 nChanged 74 SP:Iteration 59Q (1382.660000 sec): 3 clusters Score: Raw -631464.485423 + Penalty 844.246869 = -630620.238554 nChanged 72 SP:Iteration 60F (1382.670000 sec): 3 clusters Score: Raw -631487.677128 + Penalty 844.246869 = -630643.430260 nChanged 68 SP:Iteration 61Q (1382.680000 sec): 3 clusters Score: Raw -631513.125205 + Penalty 844.246869 = -630668.878337 nChanged 71 SP:Iteration 62Q (1382.690000 sec): 3 clusters Score: Raw -631539.182338 + Penalty 844.246869 = -630694.935470 nChanged 58 SP:Iteration 63Q (1382.690000 sec): 3 clusters Score: Raw -631557.748141 + Penalty 844.246869 = -630713.501272 nChanged 49 SP:Iteration 64Q (1382.700000 sec): 3 clusters Score: Raw -631572.581205 + Penalty 844.246869 = -630728.334337 nChanged 45 SP:Iteration 65Q (1382.710000 sec): 3 clusters Score: Raw -631584.152521 + Penalty 844.246869 = -630739.905653 nChanged 49 SP:Iteration 66Q (1382.720000 sec): 3 clusters Score: Raw -631598.974999 + Penalty 844.246869 = -630754.728130 nChanged 49 SP:Iteration 67Q (1382.730000 sec): 3 clusters Score: Raw -631614.332840 + Penalty 844.246869 = -630770.085972 nChanged 41 SP:Iteration 68Q (1382.740000 sec): 3 clusters Score: Raw -631627.914052 + Penalty 844.246869 = -630783.667184 nChanged 41 SP:Iteration 69Q (1382.750000 sec): 3 clusters Score: Raw -631641.807988 + Penalty 844.246869 = -630797.561119 nChanged 41 SP:Iteration 70Q (1382.750000 sec): 3 clusters Score: Raw -631655.460809 + Penalty 844.246869 = -630811.213940 nChanged 27 SP:Iteration 71Q (1382.760000 sec): 3 clusters Score: Raw -631662.953529 + Penalty 844.246869 = -630818.706661 nChanged 30 SP:Iteration 72Q (1382.770000 sec): 3 clusters Score: Raw -631672.327471 + Penalty 844.246869 = -630828.080602 nChanged 26 SP:Iteration 73Q (1382.780000 sec): 3 clusters Score: Raw -631678.500294 + Penalty 844.246869 = -630834.253425 nChanged 13 SP:Iteration 74Q (1382.790000 sec): 3 clusters Score: Raw -631683.102748 + Penalty 844.246869 = -630838.855880 nChanged 16 SP:Iteration 75Q (1382.790000 sec): 3 clusters Score: Raw -631689.488378 + Penalty 844.246869 = -630845.241510 nChanged 20 SP:Iteration 76Q (1382.800000 sec): 3 clusters Score: Raw -631695.829593 + Penalty 844.246869 = -630851.582724 nChanged 13 SP:Iteration 77Q (1382.810000 sec): 3 clusters Score: Raw -631699.164125 + Penalty 844.246869 = -630854.917256 nChanged 16 SP:Iteration 78Q (1382.820000 sec): 3 clusters Score: Raw -631702.749308 + Penalty 844.246869 = -630858.502439 nChanged 15 SP:Iteration 79Q (1382.830000 sec): 3 clusters Score: Raw -631706.518311 + Penalty 844.246869 = -630862.271442 nChanged 10 SP:Iteration 80F (1382.840000 sec): 3 clusters Score: Raw -631708.394912 + Penalty 844.246869 = -630864.148044 nChanged 12 SP:Iteration 81Q (1382.850000 sec): 3 clusters Score: Raw -631711.794784 + Penalty 844.246869 = -630867.547916 nChanged 11 SP:Iteration 82Q (1382.850000 sec): 3 clusters Score: Raw -631714.686185 + Penalty 844.246869 = -630870.439317 nChanged 6 SP:Iteration 83Q (1382.860000 sec): 3 clusters Score: Raw -631716.038944 + Penalty 844.246869 = -630871.792076 nChanged 11 SP:Iteration 84Q (1382.870000 sec): 3 clusters Score: Raw -631718.925684 + Penalty 844.246869 = -630874.678815 nChanged 9 SP:Iteration 85Q (1382.880000 sec): 3 clusters Score: Raw -631720.543600 + Penalty 844.246869 = -630876.296731 nChanged 6 SP:Iteration 86Q (1382.890000 sec): 3 clusters Score: Raw -631722.037097 + Penalty 844.246869 = -630877.790228 nChanged 5 SP:Iteration 87Q (1382.890000 sec): 3 clusters Score: Raw -631722.872045 + Penalty 844.246869 = -630878.625176 nChanged 6 SP:Iteration 88Q (1382.900000 sec): 3 clusters Score: Raw -631723.926644 + Penalty 844.246869 = -630879.679775 nChanged 3 SP:Iteration 89Q (1382.910000 sec): 3 clusters Score: Raw -631724.534273 + Penalty 844.246869 = -630880.287404 nChanged 2 SP:Iteration 90Q (1382.920000 sec): 3 clusters Score: Raw -631725.014958 + Penalty 844.246869 = -630880.768090 nChanged 3 SP:Iteration 91Q (1382.930000 sec): 3 clusters Score: Raw -631726.050983 + Penalty 844.246869 = -630881.804115 nChanged 6 SP:Iteration 92Q (1382.930000 sec): 3 clusters Score: Raw -631727.261423 + Penalty 844.246869 = -630883.014554 nChanged 3 SP:Iteration 93Q (1382.940000 sec): 3 clusters Score: Raw -631727.811735 + Penalty 844.246869 = -630883.564867 nChanged 8 SP:Iteration 94Q (1382.950000 sec): 3 clusters Score: Raw -631729.387915 + Penalty 844.246869 = -630885.141047 nChanged 7 SP:Iteration 95Q (1382.960000 sec): 3 clusters Score: Raw -631731.460474 + Penalty 844.246869 = -630887.213605 nChanged 9 SP:Iteration 96Q (1382.970000 sec): 3 clusters Score: Raw -631733.467839 + Penalty 844.246869 = -630889.220970 nChanged 5 SP:Iteration 97Q (1382.970000 sec): 3 clusters Score: Raw -631734.281524 + Penalty 844.246869 = -630890.034656 nChanged 4 SP:Iteration 98Q (1382.990000 sec): 3 clusters Score: Raw -631735.120853 + Penalty 844.246869 = -630890.873984 nChanged 5 SP:Iteration 99Q (1382.990000 sec): 3 clusters Score: Raw -631736.079293 + Penalty 844.246869 = -630891.832424 nChanged 6 SP:Iteration 100F (1383.000000 sec): 3 clusters Score: Raw -631737.196079 + Penalty 844.246869 = -630892.949210 nChanged 4 SP:Iteration 101Q (1383.010000 sec): 3 clusters Score: Raw -631737.704185 + Penalty 844.246869 = -630893.457316 nChanged 2 SP:Iteration 102Q (1383.020000 sec): 3 clusters Score: Raw -631738.231852 + Penalty 844.246869 = -630893.984984 nChanged 2 SP:Iteration 103Q (1383.030000 sec): 3 clusters Score: Raw -631738.463442 + Penalty 844.246869 = -630894.216573 nChanged 4 SP:Iteration 104Q (1383.030000 sec): 3 clusters Score: Raw -631739.425781 + Penalty 844.246869 = -630895.178913 nChanged 6 SP:Iteration 105Q (1383.040000 sec): 3 clusters Score: Raw -631741.051141 + Penalty 844.246869 = -630896.804273 nChanged 7 SP:Iteration 106Q (1383.050000 sec): 3 clusters Score: Raw -631742.726336 + Penalty 844.246869 = -630898.479468 nChanged 4 SP:Iteration 107Q (1383.060000 sec): 3 clusters Score: Raw -631743.666604 + Penalty 844.246869 = -630899.419736 nChanged 3 SP:Iteration 108Q (1383.070000 sec): 3 clusters Score: Raw -631744.074847 + Penalty 844.246869 = -630899.827979 nChanged 3 SP:Iteration 109Q (1383.070000 sec): 3 clusters Score: Raw -631744.539092 + Penalty 844.246869 = -630900.292224 nChanged 4 SP:Iteration 110Q (1383.080000 sec): 3 clusters Score: Raw -631745.769525 + Penalty 844.246869 = -630901.522656 nChanged 6 SP:Iteration 111Q (1383.090000 sec): 3 clusters Score: Raw -631747.797474 + Penalty 844.246869 = -630903.550605 nChanged 6 SP:Iteration 112Q (1383.100000 sec): 3 clusters Score: Raw -631749.620710 + Penalty 844.246869 = -630905.373841 nChanged 5 SP:Iteration 113Q (1383.110000 sec): 3 clusters Score: Raw -631750.862857 + Penalty 844.246869 = -630906.615988 nChanged 2 SP:Iteration 114Q (1383.120000 sec): 3 clusters Score: Raw -631751.062278 + Penalty 844.246869 = -630906.815410 nChanged 0 SP:Iteration 115F (1383.130000 sec): 3 clusters Score: Raw -631751.062278 + Penalty 844.246869 = -630906.815410 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.130000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.130000 sec): 3 clusters Score: Raw -3342.088151 + Penalty 392.891418 = -2949.196733 nChanged 15 SP:Iteration 1F (1383.130000 sec): 3 clusters Score: Raw -3394.132378 + Penalty 392.891418 = -3001.240959 nChanged 3 SP:Iteration 2Q (1383.130000 sec): 3 clusters Score: Raw -3441.126301 + Penalty 392.891418 = -3048.234883 nChanged 1 SP:Iteration 3Q (1383.130000 sec): 3 clusters Score: Raw -3444.515221 + Penalty 392.891418 = -3051.623802 nChanged 1 SP:Iteration 4Q (1383.130000 sec): 3 clusters Score: Raw -3449.496203 + Penalty 392.891418 = -3056.604785 nChanged 0 SP:Iteration 5F (1383.130000 sec): 3 clusters Score: Raw -3449.496203 + Penalty 392.891418 = -3056.604785 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.130000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.130000 sec): 3 clusters Score: Raw -13785.306858 + Penalty 495.653101 = -13289.653757 nChanged 63 SP:Iteration 1F (1383.130000 sec): 3 clusters Score: Raw -13849.005128 + Penalty 495.653101 = -13353.352027 nChanged 11 SP:Iteration 2Q (1383.130000 sec): 3 clusters Score: Raw -13859.242851 + Penalty 495.653101 = -13363.589750 nChanged 5 SP:Iteration 3Q (1383.130000 sec): 3 clusters Score: Raw -13863.900299 + Penalty 495.653101 = -13368.247198 nChanged 3 SP:Iteration 4Q (1383.130000 sec): 3 clusters Score: Raw -13871.090738 + Penalty 495.653101 = -13375.437637 nChanged 1 SP:Iteration 5Q (1383.130000 sec): 3 clusters Score: Raw -13874.241226 + Penalty 495.653101 = -13378.588125 nChanged 1 SP:Iteration 6Q (1383.130000 sec): 3 clusters Score: Raw -13876.812892 + Penalty 495.653101 = -13381.159791 nChanged 0 SP:Iteration 7F (1383.140000 sec): 3 clusters Score: Raw -13876.812892 + Penalty 495.653101 = -13381.159791 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 3 clusters Score: Raw -3593.703395 + Penalty 383.975201 = -3209.728194 nChanged 7 SP:Iteration 1F (1383.140000 sec): 3 clusters Score: Raw -3619.144970 + Penalty 383.975201 = -3235.169769 nChanged 4 SP:Iteration 2F (1383.140000 sec): 3 clusters Score: Raw -3626.816333 + Penalty 383.975201 = -3242.841132 nChanged 3 SP:Iteration 3Q (1383.140000 sec): 3 clusters Score: Raw -3636.358313 + Penalty 383.975201 = -3252.383111 nChanged 2 SP:Iteration 4Q (1383.140000 sec): 3 clusters Score: Raw -3642.677416 + Penalty 383.975201 = -3258.702215 nChanged 0 SP:Iteration 5F (1383.140000 sec): 3 clusters Score: Raw -3642.677416 + Penalty 383.975201 = -3258.702215 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 3 clusters Score: Raw -1562.669403 + Penalty 303.230610 = -1259.438792 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 3 clusters Score: Raw -3588.342286 + Penalty 385.303692 = -3203.038594 nChanged 10 SP:Iteration 1F (1383.140000 sec): 3 clusters Score: Raw -3613.592339 + Penalty 385.303692 = -3228.288647 nChanged 4 SP:Iteration 2F (1383.140000 sec): 3 clusters Score: Raw -3622.849550 + Penalty 385.303692 = -3237.545859 nChanged 1 SP:Iteration 3Q (1383.140000 sec): 3 clusters Score: Raw -3629.475962 + Penalty 385.303692 = -3244.172270 nChanged 2 SP:Iteration 4Q (1383.140000 sec): 3 clusters Score: Raw -3652.092079 + Penalty 385.303692 = -3266.788387 nChanged 1 SP:Iteration 5Q (1383.140000 sec): 3 clusters Score: Raw -3654.062767 + Penalty 385.303692 = -3268.759075 nChanged 0 SP:Iteration 6F (1383.140000 sec): 3 clusters Score: Raw -3654.062767 + Penalty 385.303692 = -3268.759075 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 2 clusters Score: Raw -3148.431168 + Penalty 197.048367 = -2951.382801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.140000 sec): 3 clusters Score: Raw -3190.888283 + Penalty 394.096734 = -2796.791549 nChanged 18 SP:Iteration 1F (1383.140000 sec): 3 clusters Score: Raw -3248.756361 + Penalty 394.096734 = -2854.659627 nChanged 6 SP:Iteration 2F (1383.140000 sec): 3 clusters Score: Raw -3281.422246 + Penalty 394.096734 = -2887.325512 nChanged 3 SP:Iteration 3Q (1383.140000 sec): 3 clusters Score: Raw -3299.738940 + Penalty 394.096734 = -2905.642206 nChanged 2 SP:Iteration 4Q (1383.140000 sec): 3 clusters Score: Raw -3307.202688 + Penalty 394.096734 = -2913.105954 nChanged 0 SP:Iteration 5F (1383.140000 sec): 3 clusters Score: Raw -3307.202688 + Penalty 394.096734 = -2913.105954 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.150000 sec): 2 clusters Score: Raw -470748.770777 + Penalty 408.229785 = -470340.540992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.160000 sec): 3 clusters Score: Raw -465883.607334 + Penalty 816.459570 = -465067.147764 nChanged 3648 SP:Iteration 1F (1383.170000 sec): 3 clusters Score: Raw -467935.115374 + Penalty 816.459570 = -467118.655804 nChanged 457 SP:Iteration 2F (1383.180000 sec): 3 clusters Score: Raw -468124.681405 + Penalty 816.459570 = -467308.221835 nChanged 456 SP:Iteration 3F (1383.190000 sec): 3 clusters Score: Raw -468339.753448 + Penalty 816.459570 = -467523.293879 nChanged 447 SP:Iteration 4F (1383.190000 sec): 3 clusters Score: Raw -468589.793083 + Penalty 816.459570 = -467773.333513 nChanged 432 SP:Iteration 5F (1383.200000 sec): 3 clusters Score: Raw -468877.868099 + Penalty 816.459570 = -468061.408529 nChanged 403 SP:Iteration 6F (1383.210000 sec): 3 clusters Score: Raw -469213.638444 + Penalty 816.459570 = -468397.178875 nChanged 396 SP:Iteration 7F (1383.220000 sec): 3 clusters Score: Raw -469674.705714 + Penalty 816.459570 = -468858.246144 nChanged 410 SP:Iteration 8F (1383.230000 sec): 3 clusters Score: Raw -470231.498156 + Penalty 816.459570 = -469415.038586 nChanged 314 SP:Iteration 9Q (1383.230000 sec): 3 clusters Score: Raw -470540.015815 + Penalty 816.459570 = -469723.556246 nChanged 203 SP:Iteration 10Q (1383.240000 sec): 3 clusters Score: Raw -470704.373085 + Penalty 816.459570 = -469887.913515 nChanged 149 SP:Iteration 11Q (1383.250000 sec): 3 clusters Score: Raw -470791.200334 + Penalty 816.459570 = -469974.740765 nChanged 109 SP:Iteration 12Q (1383.250000 sec): 3 clusters Score: Raw -470844.775087 + Penalty 816.459570 = -470028.315517 nChanged 83 SP:Iteration 13Q (1383.260000 sec): 3 clusters Score: Raw -470873.276857 + Penalty 816.459570 = -470056.817287 nChanged 53 SP:Iteration 14Q (1383.270000 sec): 3 clusters Score: Raw -470888.358566 + Penalty 816.459570 = -470071.898997 nChanged 44 SP:Iteration 15Q (1383.270000 sec): 3 clusters Score: Raw -470898.000667 + Penalty 816.459570 = -470081.541097 nChanged 30 SP:Iteration 16Q (1383.280000 sec): 3 clusters Score: Raw -470904.112359 + Penalty 816.459570 = -470087.652789 nChanged 23 SP:Iteration 17Q (1383.290000 sec): 3 clusters Score: Raw -470910.244104 + Penalty 816.459570 = -470093.784534 nChanged 25 SP:Iteration 18Q (1383.290000 sec): 3 clusters Score: Raw -470915.260681 + Penalty 816.459570 = -470098.801111 nChanged 19 SP:Iteration 19Q (1383.300000 sec): 3 clusters Score: Raw -470918.242590 + Penalty 816.459570 = -470101.783021 nChanged 17 SP:Iteration 20F (1383.310000 sec): 3 clusters Score: Raw -470920.320766 + Penalty 816.459570 = -470103.861196 nChanged 8 SP:Iteration 21Q (1383.310000 sec): 3 clusters Score: Raw -470921.036769 + Penalty 816.459570 = -470104.577199 nChanged 9 SP:Iteration 22Q (1383.320000 sec): 3 clusters Score: Raw -470921.655205 + Penalty 816.459570 = -470105.195635 nChanged 6 SP:Iteration 23Q (1383.330000 sec): 3 clusters Score: Raw -470922.028689 + Penalty 816.459570 = -470105.569120 nChanged 6 SP:Iteration 24Q (1383.330000 sec): 3 clusters Score: Raw -470922.405946 + Penalty 816.459570 = -470105.946377 nChanged 4 SP:Iteration 25Q (1383.340000 sec): 3 clusters Score: Raw -470922.681476 + Penalty 816.459570 = -470106.221906 nChanged 2 SP:Iteration 26Q (1383.350000 sec): 3 clusters Score: Raw -470922.819192 + Penalty 816.459570 = -470106.359622 nChanged 1 SP:Iteration 27Q (1383.350000 sec): 3 clusters Score: Raw -470922.900677 + Penalty 816.459570 = -470106.441107 nChanged 2 SP:Iteration 28Q (1383.360000 sec): 3 clusters Score: Raw -470923.015610 + Penalty 816.459570 = -470106.556041 nChanged 1 SP:Iteration 29Q (1383.370000 sec): 3 clusters Score: Raw -470923.070503 + Penalty 816.459570 = -470106.610934 nChanged 2 SP:Iteration 30Q (1383.370000 sec): 3 clusters Score: Raw -470923.153888 + Penalty 816.459570 = -470106.694319 nChanged 2 SP:Iteration 31Q (1383.380000 sec): 3 clusters Score: Raw -470923.280334 + Penalty 816.459570 = -470106.820764 nChanged 5 SP:Iteration 32Q (1383.390000 sec): 3 clusters Score: Raw -470923.702702 + Penalty 816.459570 = -470107.243133 nChanged 3 SP:Iteration 33Q (1383.390000 sec): 3 clusters Score: Raw -470923.789525 + Penalty 816.459570 = -470107.329955 nChanged 1 SP:Iteration 34Q (1383.400000 sec): 3 clusters Score: Raw -470923.807326 + Penalty 816.459570 = -470107.347756 nChanged 0 SP:Iteration 35F (1383.410000 sec): 3 clusters Score: Raw -470923.807326 + Penalty 816.459570 = -470107.347756 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.410000 sec): 2 clusters Score: Raw -4592.921737 + Penalty 213.456329 = -4379.465408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.410000 sec): 3 clusters Score: Raw -4630.477492 + Penalty 426.912657 = -4203.564835 nChanged 20 SP:Iteration 1F (1383.410000 sec): 3 clusters Score: Raw -4713.397111 + Penalty 426.912657 = -4286.484453 nChanged 6 SP:Iteration 2F (1383.410000 sec): 3 clusters Score: Raw -4784.230861 + Penalty 426.912657 = -4357.318203 nChanged 1 SP:Iteration 3Q (1383.410000 sec): 3 clusters Score: Raw -4786.739674 + Penalty 426.912657 = -4359.827017 nChanged 1 SP:Iteration 4Q (1383.410000 sec): 3 clusters Score: Raw -4789.153421 + Penalty 426.912657 = -4362.240763 nChanged 1 SP:Iteration 5Q (1383.410000 sec): 3 clusters Score: Raw -4789.485288 + Penalty 426.912657 = -4362.572630 nChanged 0 SP:Iteration 6F (1383.410000 sec): 3 clusters Score: Raw -4789.485288 + Penalty 426.912657 = -4362.572630 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.420000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.420000 sec): 3 clusters Score: Raw -17423.153267 + Penalty 529.897176 = -16893.256090 nChanged 107 SP:Iteration 1F (1383.420000 sec): 3 clusters Score: Raw -17534.752670 + Penalty 529.897176 = -17004.855493 nChanged 37 SP:Iteration 2F (1383.420000 sec): 3 clusters Score: Raw -17568.380973 + Penalty 529.897176 = -17038.483796 nChanged 19 SP:Iteration 3F (1383.420000 sec): 3 clusters Score: Raw -17586.266199 + Penalty 529.897176 = -17056.369022 nChanged 12 SP:Iteration 4Q (1383.420000 sec): 3 clusters Score: Raw -17599.538318 + Penalty 529.897176 = -17069.641142 nChanged 9 SP:Iteration 5Q (1383.420000 sec): 3 clusters Score: Raw -17605.437242 + Penalty 529.897176 = -17075.540066 nChanged 2 SP:Iteration 6Q (1383.420000 sec): 3 clusters Score: Raw -17607.160293 + Penalty 529.897176 = -17077.263116 nChanged 1 SP:Iteration 7Q (1383.420000 sec): 3 clusters Score: Raw -17607.367940 + Penalty 529.897176 = -17077.470764 nChanged 1 SP:Iteration 8Q (1383.420000 sec): 3 clusters Score: Raw -17607.986170 + Penalty 529.897176 = -17078.088993 nChanged 3 SP:Iteration 9Q (1383.420000 sec): 3 clusters Score: Raw -17610.526593 + Penalty 529.897176 = -17080.629417 nChanged 1 SP:Iteration 10Q (1383.420000 sec): 3 clusters Score: Raw -17610.798978 + Penalty 529.897176 = -17080.901802 nChanged 0 SP:Iteration 11F (1383.420000 sec): 3 clusters Score: Raw -17610.798978 + Penalty 529.897176 = -17080.901802 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.420000 sec): 2 clusters Score: Raw -8233.857031 + Penalty 231.203899 = -8002.653133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.420000 sec): 3 clusters Score: Raw -8236.454181 + Penalty 462.407797 = -7774.046384 nChanged 35 SP:Iteration 1F (1383.420000 sec): 3 clusters Score: Raw -8283.491769 + Penalty 462.407797 = -7821.083972 nChanged 10 SP:Iteration 2F (1383.420000 sec): 3 clusters Score: Raw -8301.952898 + Penalty 462.407797 = -7839.545101 nChanged 6 SP:Iteration 3Q (1383.420000 sec): 3 clusters Score: Raw -8314.290893 + Penalty 462.407797 = -7851.883096 nChanged 3 SP:Iteration 4Q (1383.420000 sec): 3 clusters Score: Raw -8319.056982 + Penalty 462.407797 = -7856.649185 nChanged 1 SP:Iteration 5Q (1383.420000 sec): 3 clusters Score: Raw -8320.307182 + Penalty 462.407797 = -7857.899385 nChanged 1 SP:Iteration 6Q (1383.420000 sec): 3 clusters Score: Raw -8321.071083 + Penalty 462.407797 = -7858.663286 nChanged 1 SP:Iteration 7Q (1383.420000 sec): 3 clusters Score: Raw -8322.984502 + Penalty 462.407797 = -7860.576705 nChanged 0 SP:Iteration 8F (1383.430000 sec): 3 clusters Score: Raw -8322.984502 + Penalty 462.407797 = -7860.576705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 3 clusters Score: Raw -3970.990566 + Penalty 391.669923 = -3579.320643 nChanged 13 SP:Iteration 1F (1383.430000 sec): 3 clusters Score: Raw -4001.772195 + Penalty 391.669923 = -3610.102271 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 3 clusters Score: Raw -5974.913414 + Penalty 445.021771 = -5529.891643 nChanged 35 SP:Iteration 1F (1383.430000 sec): 3 clusters Score: Raw -6034.148694 + Penalty 445.021771 = -5589.126923 nChanged 7 SP:Iteration 2F (1383.430000 sec): 3 clusters Score: Raw -6052.394322 + Penalty 445.021771 = -5607.372551 nChanged 2 SP:Iteration 3Q (1383.430000 sec): 3 clusters Score: Raw -6054.462650 + Penalty 445.021771 = -5609.440880 nChanged 1 SP:Iteration 4Q (1383.430000 sec): 3 clusters Score: Raw -6055.104453 + Penalty 445.021771 = -5610.082682 nChanged 0 SP:Iteration 5F (1383.430000 sec): 3 clusters Score: Raw -6055.104453 + Penalty 445.021771 = -5610.082682 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 2 clusters Score: Raw -10550.374071 + Penalty 261.306645 = -10289.067426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 3 clusters Score: Raw -10515.871723 + Penalty 522.613290 = -9993.258433 nChanged 111 SP:Iteration 1F (1383.430000 sec): 3 clusters Score: Raw -10890.783003 + Penalty 522.613290 = -10368.169712 nChanged 40 SP:Iteration 2F (1383.430000 sec): 3 clusters Score: Raw -11026.767851 + Penalty 522.613290 = -10504.154561 nChanged 25 SP:Iteration 3F (1383.430000 sec): 3 clusters Score: Raw -11132.015993 + Penalty 522.613290 = -10609.402703 nChanged 12 SP:Iteration 4Q (1383.430000 sec): 3 clusters Score: Raw -11163.304765 + Penalty 522.613290 = -10640.691475 nChanged 5 SP:Iteration 5Q (1383.430000 sec): 3 clusters Score: Raw -11183.633703 + Penalty 522.613290 = -10661.020413 nChanged 4 SP:Iteration 6Q (1383.430000 sec): 3 clusters Score: Raw -11206.635452 + Penalty 522.613290 = -10684.022162 nChanged 2 SP:Iteration 7Q (1383.430000 sec): 3 clusters Score: Raw -11212.692060 + Penalty 522.613290 = -10690.078770 nChanged 1 SP:Iteration 8Q (1383.430000 sec): 3 clusters Score: Raw -11215.601590 + Penalty 522.613290 = -10692.988300 nChanged 1 SP:Iteration 9Q (1383.430000 sec): 3 clusters Score: Raw -11217.970344 + Penalty 522.613290 = -10695.357053 nChanged 0 SP:Iteration 10F (1383.430000 sec): 3 clusters Score: Raw -11217.970344 + Penalty 522.613290 = -10695.357053 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 74. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 2 clusters Score: Raw -2966.114406 + Penalty 195.215905 = -2770.898502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 3 clusters Score: Raw -3045.480628 + Penalty 390.431809 = -2655.048819 nChanged 20 SP:Iteration 1F (1383.430000 sec): 3 clusters Score: Raw -3115.721753 + Penalty 390.431809 = -2725.289944 nChanged 3 SP:Iteration 2Q (1383.430000 sec): 3 clusters Score: Raw -3142.641227 + Penalty 390.431809 = -2752.209418 nChanged 3 SP:Iteration 3Q (1383.430000 sec): 3 clusters Score: Raw -3157.031376 + Penalty 390.431809 = -2766.599567 nChanged 0 SP:Iteration 4F (1383.430000 sec): 3 clusters Score: Raw -3157.031376 + Penalty 390.431809 = -2766.599567 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.430000 sec): 2 clusters Score: Raw -28256.628140 + Penalty 302.410768 = -27954.217372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.440000 sec): 3 clusters Score: Raw -27935.569953 + Penalty 604.821537 = -27330.748416 nChanged 303 SP:Iteration 1F (1383.440000 sec): 3 clusters Score: Raw -28271.062022 + Penalty 604.821537 = -27666.240485 nChanged 78 SP:Iteration 2F (1383.440000 sec): 3 clusters Score: Raw -28409.480529 + Penalty 604.821537 = -27804.658993 nChanged 52 SP:Iteration 3F (1383.440000 sec): 3 clusters Score: Raw -28483.666346 + Penalty 604.821537 = -27878.844809 nChanged 42 SP:Iteration 4F (1383.440000 sec): 3 clusters Score: Raw -28529.318813 + Penalty 604.821537 = -27924.497276 nChanged 26 SP:Iteration 5Q (1383.440000 sec): 3 clusters Score: Raw -28556.322153 + Penalty 604.821537 = -27951.500616 nChanged 21 SP:Iteration 6Q (1383.440000 sec): 3 clusters Score: Raw -28589.991659 + Penalty 604.821537 = -27985.170122 nChanged 25 SP:Iteration 7Q (1383.440000 sec): 3 clusters Score: Raw -28631.249821 + Penalty 604.821537 = -28026.428284 nChanged 25 SP:Iteration 8Q (1383.440000 sec): 3 clusters Score: Raw -28682.582019 + Penalty 604.821537 = -28077.760482 nChanged 25 SP:Iteration 9Q (1383.440000 sec): 3 clusters Score: Raw -28711.777699 + Penalty 604.821537 = -28106.956162 nChanged 15 SP:Iteration 10Q (1383.440000 sec): 3 clusters Score: Raw -28725.450259 + Penalty 604.821537 = -28120.628722 nChanged 7 SP:Iteration 11Q (1383.450000 sec): 3 clusters Score: Raw -28736.507800 + Penalty 604.821537 = -28131.686263 nChanged 13 SP:Iteration 12Q (1383.450000 sec): 3 clusters Score: Raw -28752.014488 + Penalty 604.821537 = -28147.192951 nChanged 13 SP:Iteration 13Q (1383.450000 sec): 3 clusters Score: Raw -28764.482451 + Penalty 604.821537 = -28159.660914 nChanged 8 SP:Iteration 14Q (1383.450000 sec): 3 clusters Score: Raw -28772.969114 + Penalty 604.821537 = -28168.147577 nChanged 7 SP:Iteration 15Q (1383.450000 sec): 3 clusters Score: Raw -28783.433161 + Penalty 604.821537 = -28178.611624 nChanged 10 SP:Iteration 16Q (1383.450000 sec): 3 clusters Score: Raw -28791.966597 + Penalty 604.821537 = -28187.145060 nChanged 7 SP:Iteration 17Q (1383.450000 sec): 3 clusters Score: Raw -28800.397788 + Penalty 604.821537 = -28195.576251 nChanged 5 SP:Iteration 18Q (1383.450000 sec): 3 clusters Score: Raw -28803.746597 + Penalty 604.821537 = -28198.925060 nChanged 6 SP:Iteration 19Q (1383.450000 sec): 3 clusters Score: Raw -28812.152075 + Penalty 604.821537 = -28207.330538 nChanged 7 SP:Iteration 20F (1383.450000 sec): 3 clusters Score: Raw -28829.417070 + Penalty 604.821537 = -28224.595533 nChanged 7 SP:Iteration 21Q (1383.450000 sec): 3 clusters Score: Raw -28836.333397 + Penalty 604.821537 = -28231.511860 nChanged 2 SP:Iteration 22Q (1383.450000 sec): 3 clusters Score: Raw -28837.230973 + Penalty 604.821537 = -28232.409436 nChanged 1 SP:Iteration 23Q (1383.450000 sec): 3 clusters Score: Raw -28837.660423 + Penalty 604.821537 = -28232.838886 nChanged 0 SP:Iteration 24F (1383.450000 sec): 3 clusters Score: Raw -28837.660423 + Penalty 604.821537 = -28232.838886 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 75. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.450000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.450000 sec): 3 clusters Score: Raw -4476.623443 + Penalty 420.872526 = -4055.750917 nChanged 19 SP:Iteration 1F (1383.450000 sec): 3 clusters Score: Raw -4520.591825 + Penalty 420.872526 = -4099.719299 nChanged 5 SP:Iteration 2Q (1383.450000 sec): 3 clusters Score: Raw -4529.230058 + Penalty 420.872526 = -4108.357532 nChanged 3 SP:Iteration 3Q (1383.460000 sec): 3 clusters Score: Raw -4537.637200 + Penalty 420.872526 = -4116.764674 nChanged 4 SP:Iteration 4Q (1383.460000 sec): 3 clusters Score: Raw -4554.202941 + Penalty 420.872526 = -4133.330415 nChanged 4 SP:Iteration 5Q (1383.460000 sec): 3 clusters Score: Raw -4569.337047 + Penalty 420.872526 = -4148.464521 nChanged 1 SP:Iteration 6Q (1383.460000 sec): 3 clusters Score: Raw -4575.644434 + Penalty 420.872526 = -4154.771908 nChanged 1 SP:Iteration 7Q (1383.460000 sec): 3 clusters Score: Raw -4581.453408 + Penalty 420.872526 = -4160.580882 nChanged 4 SP:Iteration 8Q (1383.460000 sec): 3 clusters Score: Raw -4594.470534 + Penalty 420.872526 = -4173.598008 nChanged 1 SP:Iteration 9Q (1383.460000 sec): 3 clusters Score: Raw -4595.353995 + Penalty 420.872526 = -4174.481469 nChanged 0 SP:Iteration 10F (1383.460000 sec): 3 clusters Score: Raw -4595.353995 + Penalty 420.872526 = -4174.481469 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.460000 sec): 2 clusters Score: Raw -2588.737081 + Penalty 187.044761 = -2401.692321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.460000 sec): 3 clusters Score: Raw -2638.201235 + Penalty 374.089522 = -2264.111713 nChanged 6 SP:Iteration 1F (1383.460000 sec): 3 clusters Score: Raw -2654.289800 + Penalty 374.089522 = -2280.200279 nChanged 3 SP:Iteration 2Q (1383.460000 sec): 3 clusters Score: Raw -2665.982333 + Penalty 374.089522 = -2291.892812 nChanged 1 SP:Iteration 3Q (1383.460000 sec): 3 clusters Score: Raw -2669.789920 + Penalty 374.089522 = -2295.700398 nChanged 1 SP:Iteration 4Q (1383.460000 sec): 3 clusters Score: Raw -2672.150181 + Penalty 374.089522 = -2298.060659 nChanged 1 SP:Iteration 5Q (1383.460000 sec): 3 clusters Score: Raw -2683.786557 + Penalty 374.089522 = -2309.697035 nChanged 0 SP:Iteration 6F (1383.460000 sec): 3 clusters Score: Raw -2683.786557 + Penalty 374.089522 = -2309.697035 nChanged 0 Iteration 280F (1395.140000 sec): 76 clusters Score: Raw -23958697.248468 + Penalty 44155.191674 = -23914542.056794 nChanged 69 Iteration 281Q (1399.690000 sec): 76 clusters Score: Raw -23958969.395360 + Penalty 44155.191674 = -23914814.203686 nChanged 36 Iteration 282Q (1404.210000 sec): 76 clusters Score: Raw -23959063.868610 + Penalty 44155.191674 = -23914908.676936 nChanged 26 Iteration 283Q (1408.770000 sec): 76 clusters Score: Raw -23959176.881489 + Penalty 44155.191674 = -23915021.689815 nChanged 19 Iteration 284Q (1413.290000 sec): 76 clusters Score: Raw -23959308.168796 + Penalty 44155.191674 = -23915152.977122 nChanged 26 Iteration 285Q (1417.840000 sec): 76 clusters Score: Raw -23959370.116094 + Penalty 44155.191674 = -23915214.924419 nChanged 27 Iteration 286Q (1422.370000 sec): 76 clusters Score: Raw -23959453.095964 + Penalty 44155.191674 = -23915297.904290 nChanged 17 Iteration 287Q (1426.920000 sec): 76 clusters Score: Raw -23959483.497404 + Penalty 44155.191674 = -23915328.305729 nChanged 16 Iteration 288Q (1431.510000 sec): 76 clusters Score: Raw -23959511.644436 + Penalty 44155.191674 = -23915356.452762 nChanged 20 Iteration 289Q (1436.070000 sec): 76 clusters Score: Raw -23959543.273373 + Penalty 44155.191674 = -23915388.081698 nChanged 17 Iteration 290Q (1440.560000 sec): 76 clusters Score: Raw -23959564.531400 + Penalty 44155.191674 = -23915409.339726 nChanged 6 Iteration 291Q (1445.060000 sec): 76 clusters Score: Raw -23959576.625547 + Penalty 44155.191674 = -23915421.433872 nChanged 5 Iteration 292Q (1449.550000 sec): 76 clusters Score: Raw -23959578.601564 + Penalty 44155.191674 = -23915423.409890 nChanged 1 Iteration 293Q (1454.030000 sec): 76 clusters Score: Raw -23959579.024056 + Penalty 44155.191674 = -23915423.832382 nChanged 1 Iteration 294Q (1458.510000 sec): 76 clusters Score: Raw -23959579.672815 + Penalty 44155.191674 = -23915424.481141 nChanged 0 Iteration 295F (1470.210000 sec): 76 clusters Score: Raw -23959605.779029 + Penalty 44155.191674 = -23915450.587354 nChanged 7 Iteration 296Q (1474.750000 sec): 76 clusters Score: Raw -23959662.868187 + Penalty 44155.191674 = -23915507.676513 nChanged 6 Iteration 297Q (1479.330000 sec): 76 clusters Score: Raw -23959667.563214 + Penalty 44155.191674 = -23915512.371540 nChanged 3 Iteration 298Q (1483.870000 sec): 76 clusters Score: Raw -23959672.164854 + Penalty 44155.191674 = -23915516.973180 nChanged 4 Writing temp clu file Because OldScore, -23915512.371540, is greater than current (better) Score,-23915516.973180 Compute initial score before splitting: Score: Raw -23959672.164854 + Penalty 44155.191674 = -23915516.973180 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.930000 sec): 2 clusters Score: Raw -22234.166220 + Penalty 270.397372 = -21963.768849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.930000 sec): 3 clusters Score: Raw -22093.518956 + Penalty 540.794743 = -21552.724213 nChanged 128 SP:Iteration 1F (1483.930000 sec): 3 clusters Score: Raw -22209.354135 + Penalty 540.794743 = -21668.559392 nChanged 35 SP:Iteration 2F (1483.930000 sec): 3 clusters Score: Raw -22243.768211 + Penalty 540.794743 = -21702.973468 nChanged 17 SP:Iteration 3Q (1483.930000 sec): 3 clusters Score: Raw -22265.956723 + Penalty 540.794743 = -21725.161980 nChanged 13 SP:Iteration 4Q (1483.930000 sec): 3 clusters Score: Raw -22285.407051 + Penalty 540.794743 = -21744.612308 nChanged 12 SP:Iteration 5Q (1483.930000 sec): 3 clusters Score: Raw -22300.104489 + Penalty 540.794743 = -21759.309745 nChanged 8 SP:Iteration 6Q (1483.930000 sec): 3 clusters Score: Raw -22310.481045 + Penalty 540.794743 = -21769.686301 nChanged 8 SP:Iteration 7Q (1483.930000 sec): 3 clusters Score: Raw -22316.096136 + Penalty 540.794743 = -21775.301393 nChanged 5 SP:Iteration 8Q (1483.930000 sec): 3 clusters Score: Raw -22320.961272 + Penalty 540.794743 = -21780.166529 nChanged 4 SP:Iteration 9Q (1483.930000 sec): 3 clusters Score: Raw -22323.056583 + Penalty 540.794743 = -21782.261840 nChanged 2 SP:Iteration 10Q (1483.930000 sec): 3 clusters Score: Raw -22323.978463 + Penalty 540.794743 = -21783.183720 nChanged 0 SP:Iteration 11F (1483.930000 sec): 3 clusters Score: Raw -22323.978463 + Penalty 540.794743 = -21783.183720 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.930000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.930000 sec): 3 clusters Score: Raw -16639.496923 + Penalty 518.435507 = -16121.061416 nChanged 93 SP:Iteration 1F (1483.930000 sec): 3 clusters Score: Raw -16740.790190 + Penalty 518.435507 = -16222.354683 nChanged 21 SP:Iteration 2F (1483.930000 sec): 3 clusters Score: Raw -16759.396442 + Penalty 518.435507 = -16240.960935 nChanged 15 SP:Iteration 3F (1483.930000 sec): 3 clusters Score: Raw -16772.942449 + Penalty 518.435507 = -16254.506941 nChanged 8 SP:Iteration 4Q (1483.930000 sec): 3 clusters Score: Raw -16780.150779 + Penalty 518.435507 = -16261.715272 nChanged 4 SP:Iteration 5Q (1483.930000 sec): 3 clusters Score: Raw -16781.953756 + Penalty 518.435507 = -16263.518249 nChanged 1 SP:Iteration 6Q (1483.930000 sec): 3 clusters Score: Raw -16782.172286 + Penalty 518.435507 = -16263.736778 nChanged 0 SP:Iteration 7F (1483.940000 sec): 3 clusters Score: Raw -16782.172286 + Penalty 518.435507 = -16263.736778 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.940000 sec): 2 clusters Score: Raw -114123.655508 + Penalty 344.337749 = -113779.317760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.940000 sec): 3 clusters Score: Raw -113071.202643 + Penalty 688.675497 = -112382.527146 nChanged 818 SP:Iteration 1F (1483.950000 sec): 3 clusters Score: Raw -113555.346286 + Penalty 688.675497 = -112866.670789 nChanged 141 SP:Iteration 2F (1483.950000 sec): 3 clusters Score: Raw -113631.707297 + Penalty 688.675497 = -112943.031800 nChanged 112 SP:Iteration 3F (1483.950000 sec): 3 clusters Score: Raw -113693.193478 + Penalty 688.675497 = -113004.517981 nChanged 104 SP:Iteration 4F (1483.950000 sec): 3 clusters Score: Raw -113767.865095 + Penalty 688.675497 = -113079.189598 nChanged 88 SP:Iteration 5Q (1483.950000 sec): 3 clusters Score: Raw -113841.713166 + Penalty 688.675497 = -113153.037668 nChanged 86 SP:Iteration 6Q (1483.950000 sec): 3 clusters Score: Raw -113903.099236 + Penalty 688.675497 = -113214.423739 nChanged 68 SP:Iteration 7Q (1483.960000 sec): 3 clusters Score: Raw -113941.442377 + Penalty 688.675497 = -113252.766880 nChanged 44 SP:Iteration 8Q (1483.960000 sec): 3 clusters Score: Raw -113967.052038 + Penalty 688.675497 = -113278.376541 nChanged 38 SP:Iteration 9Q (1483.960000 sec): 3 clusters Score: Raw -113986.528206 + Penalty 688.675497 = -113297.852709 nChanged 28 SP:Iteration 10Q (1483.960000 sec): 3 clusters Score: Raw -113995.269841 + Penalty 688.675497 = -113306.594343 nChanged 18 SP:Iteration 11Q (1483.970000 sec): 3 clusters Score: Raw -114000.693039 + Penalty 688.675497 = -113312.017542 nChanged 10 SP:Iteration 12Q (1483.970000 sec): 3 clusters Score: Raw -114003.911903 + Penalty 688.675497 = -113315.236406 nChanged 9 SP:Iteration 13Q (1483.970000 sec): 3 clusters Score: Raw -114007.534784 + Penalty 688.675497 = -113318.859287 nChanged 11 SP:Iteration 14Q (1483.970000 sec): 3 clusters Score: Raw -114010.015602 + Penalty 688.675497 = -113321.340104 nChanged 10 SP:Iteration 15Q (1483.970000 sec): 3 clusters Score: Raw -114013.913676 + Penalty 688.675497 = -113325.238178 nChanged 11 SP:Iteration 16Q (1483.970000 sec): 3 clusters Score: Raw -114017.128559 + Penalty 688.675497 = -113328.453061 nChanged 8 SP:Iteration 17Q (1483.980000 sec): 3 clusters Score: Raw -114019.245692 + Penalty 688.675497 = -113330.570195 nChanged 7 SP:Iteration 18Q (1483.980000 sec): 3 clusters Score: Raw -114021.502784 + Penalty 688.675497 = -113332.827287 nChanged 7 SP:Iteration 19Q (1483.980000 sec): 3 clusters Score: Raw -114024.155755 + Penalty 688.675497 = -113335.480258 nChanged 7 SP:Iteration 20F (1483.990000 sec): 3 clusters Score: Raw -114026.027149 + Penalty 688.675497 = -113337.351652 nChanged 8 SP:Iteration 21Q (1483.990000 sec): 3 clusters Score: Raw -114028.591746 + Penalty 688.675497 = -113339.916249 nChanged 8 SP:Iteration 22Q (1483.990000 sec): 3 clusters Score: Raw -114029.818148 + Penalty 688.675497 = -113341.142651 nChanged 6 SP:Iteration 23Q (1483.990000 sec): 3 clusters Score: Raw -114030.738926 + Penalty 688.675497 = -113342.063429 nChanged 5 SP:Iteration 24Q (1483.990000 sec): 3 clusters Score: Raw -114032.905262 + Penalty 688.675497 = -113344.229765 nChanged 8 SP:Iteration 25Q (1483.990000 sec): 3 clusters Score: Raw -114037.399427 + Penalty 688.675497 = -113348.723930 nChanged 12 SP:Iteration 26Q (1484.000000 sec): 3 clusters Score: Raw -114043.214278 + Penalty 688.675497 = -113354.538781 nChanged 14 SP:Iteration 27Q (1484.000000 sec): 3 clusters Score: Raw -114046.914911 + Penalty 688.675497 = -113358.239414 nChanged 8 SP:Iteration 28Q (1484.000000 sec): 3 clusters Score: Raw -114048.726198 + Penalty 688.675497 = -113360.050701 nChanged 11 SP:Iteration 29Q (1484.000000 sec): 3 clusters Score: Raw -114052.398007 + Penalty 688.675497 = -113363.722510 nChanged 7 SP:Iteration 30Q (1484.010000 sec): 3 clusters Score: Raw -114054.213981 + Penalty 688.675497 = -113365.538484 nChanged 11 SP:Iteration 31Q (1484.010000 sec): 3 clusters Score: Raw -114056.496615 + Penalty 688.675497 = -113367.821118 nChanged 6 SP:Iteration 32Q (1484.010000 sec): 3 clusters Score: Raw -114057.448659 + Penalty 688.675497 = -113368.773161 nChanged 2 SP:Iteration 33Q (1484.010000 sec): 3 clusters Score: Raw -114057.930051 + Penalty 688.675497 = -113369.254554 nChanged 4 SP:Iteration 34Q (1484.010000 sec): 3 clusters Score: Raw -114058.962929 + Penalty 688.675497 = -113370.287432 nChanged 5 SP:Iteration 35Q (1484.010000 sec): 3 clusters Score: Raw -114059.704690 + Penalty 688.675497 = -113371.029193 nChanged 0 SP:Iteration 36F (1484.020000 sec): 3 clusters Score: Raw -114059.704690 + Penalty 688.675497 = -113371.029193 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.090000 sec): 2 clusters Score: Raw -2261386.098170 + Penalty 481.824969 = -2260904.273201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1484.140000 sec): 3 clusters Score: Raw -2235246.826237 + Penalty 963.649939 = -2234283.176298 nChanged 19137 SP:Iteration 1F (1484.190000 sec): 3 clusters Score: Raw -2246685.296287 + Penalty 963.649939 = -2245721.646348 nChanged 2249 SP:Iteration 2F (1484.240000 sec): 3 clusters Score: Raw -2247744.793310 + Penalty 963.649939 = -2246781.143372 nChanged 3026 SP:Iteration 3F (1484.290000 sec): 3 clusters Score: Raw -2249741.308759 + Penalty 963.649939 = -2248777.658820 nChanged 3697 SP:Iteration 4F (1484.340000 sec): 3 clusters Score: Raw -2252906.058266 + Penalty 963.649939 = -2251942.408328 nChanged 3568 SP:Iteration 5F (1484.390000 sec): 3 clusters Score: Raw -2256459.608989 + Penalty 963.649939 = -2255495.959050 nChanged 2580 SP:Iteration 6F (1484.440000 sec): 3 clusters Score: Raw -2259036.693834 + Penalty 963.649939 = -2258073.043895 nChanged 1411 SP:Iteration 7Q (1484.490000 sec): 3 clusters Score: Raw -2260425.723534 + Penalty 963.649939 = -2259462.073595 nChanged 673 SP:Iteration 8Q (1484.550000 sec): 3 clusters Score: Raw -2261081.652748 + Penalty 963.649939 = -2260118.002809 nChanged 262 SP:Iteration 9Q (1484.590000 sec): 3 clusters Score: Raw -2261343.070992 + Penalty 963.649939 = -2260379.421053 nChanged 53 SP:Iteration 10Q (1484.640000 sec): 3 clusters Score: Raw -2261410.914920 + Penalty 963.649939 = -2260447.264981 nChanged 18 SP:Iteration 11Q (1484.680000 sec): 3 clusters Score: Raw -2261429.884570 + Penalty 963.649939 = -2260466.234631 nChanged 7 SP:Iteration 12Q (1484.710000 sec): 3 clusters Score: Raw -2261439.782228 + Penalty 963.649939 = -2260476.132290 nChanged 2 SP:Iteration 13Q (1484.750000 sec): 3 clusters Score: Raw -2261442.675252 + Penalty 963.649939 = -2260479.025313 nChanged 4 SP:Iteration 14Q (1484.790000 sec): 3 clusters Score: Raw -2261450.965990 + Penalty 963.649939 = -2260487.316051 nChanged 4 SP:Iteration 15Q (1484.830000 sec): 3 clusters Score: Raw -2261454.765820 + Penalty 963.649939 = -2260491.115881 nChanged 2 SP:Iteration 16Q (1484.870000 sec): 3 clusters Score: Raw -2261455.665144 + Penalty 963.649939 = -2260492.015205 nChanged 0 SP:Iteration 17F (1484.920000 sec): 3 clusters Score: Raw -2261455.665144 + Penalty 963.649939 = -2260492.015205 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.950000 sec): 2 clusters Score: Raw -200174.548428 + Penalty 369.092727 = -199805.455702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1484.950000 sec): 3 clusters Score: Raw -198259.136722 + Penalty 738.185454 = -197520.951268 nChanged 1448 SP:Iteration 1F (1484.950000 sec): 3 clusters Score: Raw -199183.990286 + Penalty 738.185454 = -198445.804832 nChanged 271 SP:Iteration 2F (1484.960000 sec): 3 clusters Score: Raw -199399.794667 + Penalty 738.185454 = -198661.609213 nChanged 254 SP:Iteration 3F (1484.960000 sec): 3 clusters Score: Raw -199605.142629 + Penalty 738.185454 = -198866.957175 nChanged 246 SP:Iteration 4F (1484.960000 sec): 3 clusters Score: Raw -199795.252828 + Penalty 738.185454 = -199057.067374 nChanged 209 SP:Iteration 5F (1484.970000 sec): 3 clusters Score: Raw -199911.608691 + Penalty 738.185454 = -199173.423238 nChanged 136 SP:Iteration 6Q (1484.970000 sec): 3 clusters Score: Raw -199966.867921 + Penalty 738.185454 = -199228.682468 nChanged 95 SP:Iteration 7Q (1484.970000 sec): 3 clusters Score: Raw -200009.357158 + Penalty 738.185454 = -199271.171704 nChanged 61 SP:Iteration 8Q (1484.980000 sec): 3 clusters Score: Raw -200027.979954 + Penalty 738.185454 = -199289.794500 nChanged 38 SP:Iteration 9Q (1484.980000 sec): 3 clusters Score: Raw -200037.486196 + Penalty 738.185454 = -199299.300742 nChanged 36 SP:Iteration 10Q (1484.990000 sec): 3 clusters Score: Raw -200044.973425 + Penalty 738.185454 = -199306.787971 nChanged 25 SP:Iteration 11Q (1484.990000 sec): 3 clusters Score: Raw -200050.354065 + Penalty 738.185454 = -199312.168611 nChanged 35 SP:Iteration 12Q (1484.990000 sec): 3 clusters Score: Raw -200058.999440 + Penalty 738.185454 = -199320.813986 nChanged 38 SP:Iteration 13Q (1484.990000 sec): 3 clusters Score: Raw -200067.309326 + Penalty 738.185454 = -199329.123872 nChanged 28 SP:Iteration 14Q (1485.000000 sec): 3 clusters Score: Raw -200073.954794 + Penalty 738.185454 = -199335.769340 nChanged 30 SP:Iteration 15Q (1485.000000 sec): 3 clusters Score: Raw -200079.374354 + Penalty 738.185454 = -199341.188900 nChanged 21 SP:Iteration 16Q (1485.010000 sec): 3 clusters Score: Raw -200082.642026 + Penalty 738.185454 = -199344.456572 nChanged 14 SP:Iteration 17Q (1485.010000 sec): 3 clusters Score: Raw -200085.567307 + Penalty 738.185454 = -199347.381853 nChanged 12 SP:Iteration 18Q (1485.010000 sec): 3 clusters Score: Raw -200087.698411 + Penalty 738.185454 = -199349.512957 nChanged 13 SP:Iteration 19Q (1485.020000 sec): 3 clusters Score: Raw -200089.615877 + Penalty 738.185454 = -199351.430423 nChanged 12 SP:Iteration 20F (1485.020000 sec): 3 clusters Score: Raw -200091.385462 + Penalty 738.185454 = -199353.200008 nChanged 12 SP:Iteration 21Q (1485.030000 sec): 3 clusters Score: Raw -200092.855031 + Penalty 738.185454 = -199354.669577 nChanged 7 SP:Iteration 22Q (1485.030000 sec): 3 clusters Score: Raw -200093.872503 + Penalty 738.185454 = -199355.687049 nChanged 9 SP:Iteration 23Q (1485.030000 sec): 3 clusters Score: Raw -200094.683710 + Penalty 738.185454 = -199356.498256 nChanged 4 SP:Iteration 24Q (1485.030000 sec): 3 clusters Score: Raw -200094.903945 + Penalty 738.185454 = -199356.718491 nChanged 1 SP:Iteration 25Q (1485.040000 sec): 3 clusters Score: Raw -200094.942475 + Penalty 738.185454 = -199356.757021 nChanged 2 SP:Iteration 26Q (1485.040000 sec): 3 clusters Score: Raw -200095.096672 + Penalty 738.185454 = -199356.911218 nChanged 3 SP:Iteration 27Q (1485.050000 sec): 3 clusters Score: Raw -200095.469639 + Penalty 738.185454 = -199357.284185 nChanged 6 SP:Iteration 28Q (1485.050000 sec): 3 clusters Score: Raw -200096.061326 + Penalty 738.185454 = -199357.875872 nChanged 8 SP:Iteration 29Q (1485.050000 sec): 3 clusters Score: Raw -200096.818901 + Penalty 738.185454 = -199358.633447 nChanged 8 SP:Iteration 30Q (1485.060000 sec): 3 clusters Score: Raw -200097.342723 + Penalty 738.185454 = -199359.157269 nChanged 8 SP:Iteration 31Q (1485.060000 sec): 3 clusters Score: Raw -200098.122572 + Penalty 738.185454 = -199359.937118 nChanged 4 SP:Iteration 32Q (1485.060000 sec): 3 clusters Score: Raw -200098.563229 + Penalty 738.185454 = -199360.377775 nChanged 7 SP:Iteration 33Q (1485.070000 sec): 3 clusters Score: Raw -200099.198057 + Penalty 738.185454 = -199361.012603 nChanged 5 SP:Iteration 34Q (1485.070000 sec): 3 clusters Score: Raw -200099.476258 + Penalty 738.185454 = -199361.290804 nChanged 2 SP:Iteration 35Q (1485.070000 sec): 3 clusters Score: Raw -200099.634820 + Penalty 738.185454 = -199361.449366 nChanged 4 SP:Iteration 36Q (1485.080000 sec): 3 clusters Score: Raw -200099.779504 + Penalty 738.185454 = -199361.594051 nChanged 1 SP:Iteration 37Q (1485.080000 sec): 3 clusters Score: Raw -200099.795085 + Penalty 738.185454 = -199361.609631 nChanged 0 SP:Iteration 38F (1485.090000 sec): 3 clusters Score: Raw -200099.795085 + Penalty 738.185454 = -199361.609631 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.090000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.090000 sec): 3 clusters Score: Raw -3233.664722 + Penalty 396.460503 = -2837.204219 nChanged 16 SP:Iteration 1F (1485.090000 sec): 3 clusters Score: Raw -3275.519623 + Penalty 396.460503 = -2879.059120 nChanged 3 SP:Iteration 2Q (1485.090000 sec): 3 clusters Score: Raw -3286.460510 + Penalty 396.460503 = -2890.000006 nChanged 0 SP:Iteration 3F (1485.090000 sec): 3 clusters Score: Raw -3286.460510 + Penalty 396.460503 = -2890.000006 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.090000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.090000 sec): 3 clusters Score: Raw -60550.038402 + Penalty 639.646968 = -59910.391433 nChanged 433 SP:Iteration 1F (1485.090000 sec): 3 clusters Score: Raw -60805.077418 + Penalty 639.646968 = -60165.430450 nChanged 107 SP:Iteration 2F (1485.090000 sec): 3 clusters Score: Raw -60899.876952 + Penalty 639.646968 = -60260.229984 nChanged 94 SP:Iteration 3F (1485.090000 sec): 3 clusters Score: Raw -60987.944470 + Penalty 639.646968 = -60348.297501 nChanged 79 SP:Iteration 4F (1485.100000 sec): 3 clusters Score: Raw -61051.630975 + Penalty 639.646968 = -60411.984007 nChanged 51 SP:Iteration 5Q (1485.100000 sec): 3 clusters Score: Raw -61081.902842 + Penalty 639.646968 = -60442.255874 nChanged 32 SP:Iteration 6Q (1485.100000 sec): 3 clusters Score: Raw -61100.273781 + Penalty 639.646968 = -60460.626813 nChanged 21 SP:Iteration 7Q (1485.100000 sec): 3 clusters Score: Raw -61110.960399 + Penalty 639.646968 = -60471.313431 nChanged 16 SP:Iteration 8Q (1485.100000 sec): 3 clusters Score: Raw -61119.658740 + Penalty 639.646968 = -60480.011772 nChanged 17 SP:Iteration 9Q (1485.100000 sec): 3 clusters Score: Raw -61127.373879 + Penalty 639.646968 = -60487.726911 nChanged 11 SP:Iteration 10Q (1485.110000 sec): 3 clusters Score: Raw -61132.951524 + Penalty 639.646968 = -60493.304556 nChanged 6 SP:Iteration 11Q (1485.110000 sec): 3 clusters Score: Raw -61134.623455 + Penalty 639.646968 = -60494.976487 nChanged 4 SP:Iteration 12Q (1485.110000 sec): 3 clusters Score: Raw -61137.754361 + Penalty 639.646968 = -60498.107393 nChanged 9 SP:Iteration 13Q (1485.110000 sec): 3 clusters Score: Raw -61142.996076 + Penalty 639.646968 = -60503.349108 nChanged 10 SP:Iteration 14Q (1485.110000 sec): 3 clusters Score: Raw -61148.557940 + Penalty 639.646968 = -60508.910972 nChanged 11 SP:Iteration 15Q (1485.110000 sec): 3 clusters Score: Raw -61155.563226 + Penalty 639.646968 = -60515.916257 nChanged 8 SP:Iteration 16Q (1485.110000 sec): 3 clusters Score: Raw -61162.900872 + Penalty 639.646968 = -60523.253904 nChanged 9 SP:Iteration 17Q (1485.110000 sec): 3 clusters Score: Raw -61168.557682 + Penalty 639.646968 = -60528.910714 nChanged 4 SP:Iteration 18Q (1485.110000 sec): 3 clusters Score: Raw -61170.155264 + Penalty 639.646968 = -60530.508295 nChanged 4 SP:Iteration 19Q (1485.110000 sec): 3 clusters Score: Raw -61173.579401 + Penalty 639.646968 = -60533.932432 nChanged 6 SP:Iteration 20F (1485.120000 sec): 3 clusters Score: Raw -61178.958273 + Penalty 639.646968 = -60539.311304 nChanged 5 SP:Iteration 21Q (1485.120000 sec): 3 clusters Score: Raw -61182.423685 + Penalty 639.646968 = -60542.776716 nChanged 6 SP:Iteration 22Q (1485.120000 sec): 3 clusters Score: Raw -61189.104070 + Penalty 639.646968 = -60549.457101 nChanged 9 SP:Iteration 23Q (1485.120000 sec): 3 clusters Score: Raw -61195.636690 + Penalty 639.646968 = -60555.989722 nChanged 6 SP:Iteration 24Q (1485.120000 sec): 3 clusters Score: Raw -61203.602107 + Penalty 639.646968 = -60563.955139 nChanged 4 SP:Iteration 25Q (1485.120000 sec): 3 clusters Score: Raw -61209.082998 + Penalty 639.646968 = -60569.436030 nChanged 2 SP:Iteration 26Q (1485.120000 sec): 3 clusters Score: Raw -61210.832201 + Penalty 639.646968 = -60571.185232 nChanged 2 SP:Iteration 27Q (1485.130000 sec): 3 clusters Score: Raw -61212.880786 + Penalty 639.646968 = -60573.233818 nChanged 2 SP:Iteration 28Q (1485.130000 sec): 3 clusters Score: Raw -61214.055878 + Penalty 639.646968 = -60574.408910 nChanged 0 SP:Iteration 29F (1485.130000 sec): 3 clusters Score: Raw -61214.055878 + Penalty 639.646968 = -60574.408910 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.130000 sec): 2 clusters Score: Raw -3287.046368 + Penalty 193.951934 = -3093.094433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.130000 sec): 3 clusters Score: Raw -3320.901660 + Penalty 387.903869 = -2932.997792 nChanged 16 SP:Iteration 1F (1485.130000 sec): 3 clusters Score: Raw -3361.851162 + Penalty 387.903869 = -2973.947293 nChanged 5 SP:Iteration 2F (1485.130000 sec): 3 clusters Score: Raw -3377.773985 + Penalty 387.903869 = -2989.870116 nChanged 1 SP:Iteration 3Q (1485.130000 sec): 3 clusters Score: Raw -3378.569673 + Penalty 387.903869 = -2990.665804 nChanged 0 SP:Iteration 4F (1485.130000 sec): 3 clusters Score: Raw -3378.569673 + Penalty 387.903869 = -2990.665804 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.130000 sec): 2 clusters Score: Raw -9367.375508 + Penalty 239.921480 = -9127.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.130000 sec): 3 clusters Score: Raw -9363.122915 + Penalty 479.842960 = -8883.279955 nChanged 49 SP:Iteration 1F (1485.130000 sec): 3 clusters Score: Raw -9426.400946 + Penalty 479.842960 = -8946.557986 nChanged 15 SP:Iteration 2F (1485.130000 sec): 3 clusters Score: Raw -9445.891503 + Penalty 479.842960 = -8966.048544 nChanged 6 SP:Iteration 3Q (1485.130000 sec): 3 clusters Score: Raw -9461.884252 + Penalty 479.842960 = -8982.041292 nChanged 3 SP:Iteration 4Q (1485.130000 sec): 3 clusters Score: Raw -9467.476596 + Penalty 479.842960 = -8987.633636 nChanged 0 SP:Iteration 5F (1485.130000 sec): 3 clusters Score: Raw -9467.476596 + Penalty 479.842960 = -8987.633636 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.430000 sec): 2 clusters Score: Raw -10188081.327451 + Penalty 546.756106 = -10187534.571345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.670000 sec): 3 clusters Score: Raw -10076269.366408 + Penalty 1093.512211 = -10075175.854197 nChanged 81498 SP:Iteration 1F (1485.900000 sec): 3 clusters Score: Raw -10126007.679343 + Penalty 1093.512211 = -10124914.167131 nChanged 7215 SP:Iteration 2Q (1486.150000 sec): 3 clusters Score: Raw -10128285.861711 + Penalty 1093.512211 = -10127192.349500 nChanged 8548 SP:Iteration 3F (1486.380000 sec): 3 clusters Score: Raw -10131520.661652 + Penalty 1093.512211 = -10130427.149441 nChanged 9625 SP:Iteration 4F (1486.610000 sec): 3 clusters Score: Raw -10135900.405286 + Penalty 1093.512211 = -10134806.893075 nChanged 10673 SP:Iteration 5F (1486.830000 sec): 3 clusters Score: Raw -10141782.018025 + Penalty 1093.512211 = -10140688.505813 nChanged 11402 SP:Iteration 6F (1487.050000 sec): 3 clusters Score: Raw -10149367.607449 + Penalty 1093.512211 = -10148274.095238 nChanged 11446 SP:Iteration 7F (1487.280000 sec): 3 clusters Score: Raw -10158490.433492 + Penalty 1093.512211 = -10157396.921280 nChanged 11201 SP:Iteration 8F (1487.510000 sec): 3 clusters Score: Raw -10169080.662319 + Penalty 1093.512211 = -10167987.150108 nChanged 9317 SP:Iteration 9F (1487.730000 sec): 3 clusters Score: Raw -10179353.397504 + Penalty 1093.512211 = -10178259.885293 nChanged 5843 SP:Iteration 10Q (1487.940000 sec): 3 clusters Score: Raw -10185961.095852 + Penalty 1093.512211 = -10184867.583641 nChanged 1769 SP:Iteration 11Q (1488.130000 sec): 3 clusters Score: Raw -10187743.192937 + Penalty 1093.512211 = -10186649.680726 nChanged 300 SP:Iteration 12Q (1488.300000 sec): 3 clusters Score: Raw -10188035.488700 + Penalty 1093.512211 = -10186941.976489 nChanged 55 SP:Iteration 13Q (1488.460000 sec): 3 clusters Score: Raw -10188111.766887 + Penalty 1093.512211 = -10187018.254675 nChanged 9 SP:Iteration 14Q (1488.630000 sec): 3 clusters Score: Raw -10188127.816753 + Penalty 1093.512211 = -10187034.304542 nChanged 3 SP:Iteration 15Q (1488.780000 sec): 3 clusters Score: Raw -10188131.572526 + Penalty 1093.512211 = -10187038.060314 nChanged 2 SP:Iteration 16Q (1488.950000 sec): 3 clusters Score: Raw -10188133.581128 + Penalty 1093.512211 = -10187040.068916 nChanged 2 SP:Iteration 17Q (1489.110000 sec): 3 clusters Score: Raw -10188139.265818 + Penalty 1093.512211 = -10187045.753607 nChanged 1 SP:Iteration 18Q (1489.270000 sec): 3 clusters Score: Raw -10188142.250845 + Penalty 1093.512211 = -10187048.738634 nChanged 1 SP:Iteration 19Q (1489.430000 sec): 3 clusters Score: Raw -10188144.037548 + Penalty 1093.512211 = -10187050.525337 nChanged 0 SP:Iteration 20F (1489.630000 sec): 3 clusters Score: Raw -10188144.037548 + Penalty 1093.512211 = -10187050.525337 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1489.710000 sec): 2 clusters Score: Raw -13504.052962 + Penalty 249.179092 = -13254.873870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1489.710000 sec): 3 clusters Score: Raw -13454.570958 + Penalty 498.358183 = -12956.212775 nChanged 70 SP:Iteration 1F (1489.710000 sec): 3 clusters Score: Raw -13520.823608 + Penalty 498.358183 = -13022.465425 nChanged 17 SP:Iteration 2F (1489.710000 sec): 3 clusters Score: Raw -13531.302676 + Penalty 498.358183 = -13032.944493 nChanged 3 SP:Iteration 3Q (1489.710000 sec): 3 clusters Score: Raw -13533.369681 + Penalty 498.358183 = -13035.011498 nChanged 0 SP:Iteration 4F (1489.710000 sec): 3 clusters Score: Raw -13533.369681 + Penalty 498.358183 = -13035.011498 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1489.710000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1489.710000 sec): 3 clusters Score: Raw -6260.347028 + Penalty 425.227424 = -5835.119604 nChanged 19 SP:Iteration 1F (1489.710000 sec): 3 clusters Score: Raw -6293.980880 + Penalty 425.227424 = -5868.753457 nChanged 5 SP:Iteration 2Q (1489.710000 sec): 3 clusters Score: Raw -6305.798219 + Penalty 425.227424 = -5880.570795 nChanged 1 SP:Iteration 3Q (1489.710000 sec): 3 clusters Score: Raw -6307.882482 + Penalty 425.227424 = -5882.655058 nChanged 0 SP:Iteration 4F (1489.710000 sec): 3 clusters Score: Raw -6307.882482 + Penalty 425.227424 = -5882.655058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1489.710000 sec): 2 clusters Score: Raw -29238.356131 + Penalty 285.928104 = -28952.428027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1489.710000 sec): 3 clusters Score: Raw -29046.188824 + Penalty 571.856209 = -28474.332615 nChanged 174 SP:Iteration 1F (1489.710000 sec): 3 clusters Score: Raw -29211.774935 + Penalty 571.856209 = -28639.918726 nChanged 40 SP:Iteration 2F (1489.710000 sec): 3 clusters Score: Raw -29257.379916 + Penalty 571.856209 = -28685.523707 nChanged 30 SP:Iteration 3F (1489.710000 sec): 3 clusters Score: Raw -29281.816121 + Penalty 571.856209 = -28709.959913 nChanged 19 SP:Iteration 4Q (1489.710000 sec): 3 clusters Score: Raw -29299.408437 + Penalty 571.856209 = -28727.552229 nChanged 13 SP:Iteration 5Q (1489.710000 sec): 3 clusters Score: Raw -29312.885542 + Penalty 571.856209 = -28741.029333 nChanged 13 SP:Iteration 6Q (1489.710000 sec): 3 clusters Score: Raw -29326.633198 + Penalty 571.856209 = -28754.776989 nChanged 12 SP:Iteration 7Q (1489.710000 sec): 3 clusters Score: Raw -29337.016020 + Penalty 571.856209 = -28765.159812 nChanged 9 SP:Iteration 8Q (1489.710000 sec): 3 clusters Score: Raw -29340.842665 + Penalty 571.856209 = -28768.986456 nChanged 5 SP:Iteration 9Q (1489.710000 sec): 3 clusters Score: Raw -29343.036470 + Penalty 571.856209 = -28771.180261 nChanged 4 SP:Iteration 10Q (1489.720000 sec): 3 clusters Score: Raw -29344.932661 + Penalty 571.856209 = -28773.076453 nChanged 2 SP:Iteration 11Q (1489.720000 sec): 3 clusters Score: Raw -29345.949516 + Penalty 571.856209 = -28774.093307 nChanged 3 SP:Iteration 12Q (1489.720000 sec): 3 clusters Score: Raw -29347.613889 + Penalty 571.856209 = -28775.757680 nChanged 2 SP:Iteration 13Q (1489.720000 sec): 3 clusters Score: Raw -29348.250170 + Penalty 571.856209 = -28776.393962 nChanged 1 SP:Iteration 14Q (1489.720000 sec): 3 clusters Score: Raw -29348.622632 + Penalty 571.856209 = -28776.766423 nChanged 2 SP:Iteration 15Q (1489.720000 sec): 3 clusters Score: Raw -29350.096848 + Penalty 571.856209 = -28778.240639 nChanged 1 SP:Iteration 16Q (1489.720000 sec): 3 clusters Score: Raw -29350.648011 + Penalty 571.856209 = -28778.791803 nChanged 1 SP:Iteration 17Q (1489.720000 sec): 3 clusters Score: Raw -29351.026230 + Penalty 571.856209 = -28779.170021 nChanged 1 SP:Iteration 18Q (1489.720000 sec): 3 clusters Score: Raw -29351.332586 + Penalty 571.856209 = -28779.476377 nChanged 0 SP:Iteration 19F (1489.720000 sec): 3 clusters Score: Raw -29351.332586 + Penalty 571.856209 = -28779.476377 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1489.720000 sec): 2 clusters Score: Raw -5673.033043 + Penalty 220.050827 = -5452.982217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1489.720000 sec): 3 clusters Score: Raw -5672.009465 + Penalty 440.101654 = -5231.907812 nChanged 28 SP:Iteration 1F (1489.720000 sec): 3 clusters Score: Raw -5719.260087 + Penalty 440.101654 = -5279.158434 nChanged 12 SP:Iteration 2F (1489.720000 sec): 3 clusters Score: Raw -5749.796997 + Penalty 440.101654 = -5309.695344 nChanged 4 SP:Iteration 3Q (1489.720000 sec): 3 clusters Score: Raw -5758.288904 + Penalty 440.101654 = -5318.187250 nChanged 1 SP:Iteration 4Q (1489.720000 sec): 3 clusters Score: Raw -5762.622509 + Penalty 440.101654 = -5322.520855 nChanged 2 SP:Iteration 5Q (1489.720000 sec): 3 clusters Score: Raw -5768.612490 + Penalty 440.101654 = -5328.510837 nChanged 1 SP:Iteration 6Q (1489.720000 sec): 3 clusters Score: Raw -5770.493647 + Penalty 440.101654 = -5330.391993 nChanged 1 SP:Iteration 7Q (1489.720000 sec): 3 clusters Score: Raw -5774.883120 + Penalty 440.101654 = -5334.781467 nChanged 1 SP:Iteration 8Q (1489.720000 sec): 3 clusters Score: Raw -5779.779187 + Penalty 440.101654 = -5339.677533 nChanged 0 SP:Iteration 9F (1489.720000 sec): 3 clusters Score: Raw -5779.779187 + Penalty 440.101654 = -5339.677533 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1489.750000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1489.770000 sec): 3 clusters Score: Raw -1052978.084315 + Penalty 885.351209 = -1052092.733106 nChanged 7902 SP:Iteration 1F (1489.790000 sec): 3 clusters Score: Raw -1057619.659279 + Penalty 885.351209 = -1056734.308070 nChanged 849 SP:Iteration 2F (1489.810000 sec): 3 clusters Score: Raw -1058000.570054 + Penalty 885.351209 = -1057115.218845 nChanged 998 SP:Iteration 3F (1489.820000 sec): 3 clusters Score: Raw -1058636.492597 + Penalty 885.351209 = -1057751.141388 nChanged 1243 SP:Iteration 4F (1489.840000 sec): 3 clusters Score: Raw -1059695.680786 + Penalty 885.351209 = -1058810.329577 nChanged 1335 SP:Iteration 5F (1489.860000 sec): 3 clusters Score: Raw -1061042.181434 + Penalty 885.351209 = -1060156.830225 nChanged 1012 SP:Iteration 6F (1489.870000 sec): 3 clusters Score: Raw -1062082.494633 + Penalty 885.351209 = -1061197.143424 nChanged 635 SP:Iteration 7Q (1489.890000 sec): 3 clusters Score: Raw -1062651.541175 + Penalty 885.351209 = -1061766.189966 nChanged 390 SP:Iteration 8Q (1489.910000 sec): 3 clusters Score: Raw -1062966.567807 + Penalty 885.351209 = -1062081.216598 nChanged 300 SP:Iteration 9Q (1489.920000 sec): 3 clusters Score: Raw -1063186.470060 + Penalty 885.351209 = -1062301.118851 nChanged 209 SP:Iteration 10Q (1489.930000 sec): 3 clusters Score: Raw -1063340.466635 + Penalty 885.351209 = -1062455.115426 nChanged 168 SP:Iteration 11Q (1489.950000 sec): 3 clusters Score: Raw -1063465.153970 + Penalty 885.351209 = -1062579.802761 nChanged 120 SP:Iteration 12Q (1489.960000 sec): 3 clusters Score: Raw -1063561.904896 + Penalty 885.351209 = -1062676.553686 nChanged 75 SP:Iteration 13Q (1489.970000 sec): 3 clusters Score: Raw -1063620.508457 + Penalty 885.351209 = -1062735.157248 nChanged 53 SP:Iteration 14Q (1489.990000 sec): 3 clusters Score: Raw -1063657.276526 + Penalty 885.351209 = -1062771.925317 nChanged 26 SP:Iteration 15Q (1490.000000 sec): 3 clusters Score: Raw -1063681.091801 + Penalty 885.351209 = -1062795.740592 nChanged 24 SP:Iteration 16Q (1490.010000 sec): 3 clusters Score: Raw -1063705.611624 + Penalty 885.351209 = -1062820.260415 nChanged 17 SP:Iteration 17Q (1490.030000 sec): 3 clusters Score: Raw -1063725.616306 + Penalty 885.351209 = -1062840.265097 nChanged 10 SP:Iteration 18Q (1490.040000 sec): 3 clusters Score: Raw -1063733.824049 + Penalty 885.351209 = -1062848.472840 nChanged 7 SP:Iteration 19Q (1490.050000 sec): 3 clusters Score: Raw -1063739.256908 + Penalty 885.351209 = -1062853.905699 nChanged 6 SP:Iteration 20F (1490.070000 sec): 3 clusters Score: Raw -1063743.008816 + Penalty 885.351209 = -1062857.657607 nChanged 6 SP:Iteration 21Q (1490.080000 sec): 3 clusters Score: Raw -1063748.838261 + Penalty 885.351209 = -1062863.487052 nChanged 3 SP:Iteration 22Q (1490.090000 sec): 3 clusters Score: Raw -1063750.834747 + Penalty 885.351209 = -1062865.483538 nChanged 2 SP:Iteration 23Q (1490.100000 sec): 3 clusters Score: Raw -1063752.734066 + Penalty 885.351209 = -1062867.382857 nChanged 2 SP:Iteration 24Q (1490.110000 sec): 3 clusters Score: Raw -1063754.185677 + Penalty 885.351209 = -1062868.834468 nChanged 2 SP:Iteration 25Q (1490.130000 sec): 3 clusters Score: Raw -1063754.732245 + Penalty 885.351209 = -1062869.381036 nChanged 0 SP:Iteration 26F (1490.150000 sec): 3 clusters Score: Raw -1063754.732245 + Penalty 885.351209 = -1062869.381036 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.170000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.200000 sec): 3 clusters Score: Raw -1393832.157774 + Penalty 912.415644 = -1392919.742130 nChanged 10756 SP:Iteration 1F (1490.220000 sec): 3 clusters Score: Raw -1399814.160321 + Penalty 912.415644 = -1398901.744677 nChanged 669 SP:Iteration 2Q (1490.250000 sec): 3 clusters Score: Raw -1399958.937057 + Penalty 912.415644 = -1399046.521413 nChanged 691 SP:Iteration 3Q (1490.270000 sec): 3 clusters Score: Raw -1400118.522060 + Penalty 912.415644 = -1399206.106416 nChanged 733 SP:Iteration 4Q (1490.290000 sec): 3 clusters Score: Raw -1400337.182524 + Penalty 912.415644 = -1399424.766879 nChanged 879 SP:Iteration 5Q (1490.320000 sec): 3 clusters Score: Raw -1400676.958102 + Penalty 912.415644 = -1399764.542458 nChanged 985 SP:Iteration 6Q (1490.340000 sec): 3 clusters Score: Raw -1401215.933588 + Penalty 912.415644 = -1400303.517944 nChanged 1215 SP:Iteration 7F (1490.360000 sec): 3 clusters Score: Raw -1402133.282869 + Penalty 912.415644 = -1401220.867225 nChanged 1435 SP:Iteration 8F (1490.390000 sec): 3 clusters Score: Raw -1403296.807491 + Penalty 912.415644 = -1402384.391847 nChanged 1347 SP:Iteration 9F (1490.410000 sec): 3 clusters Score: Raw -1404030.944938 + Penalty 912.415644 = -1403118.529294 nChanged 787 SP:Iteration 10Q (1490.430000 sec): 3 clusters Score: Raw -1404250.181612 + Penalty 912.415644 = -1403337.765968 nChanged 422 SP:Iteration 11Q (1490.460000 sec): 3 clusters Score: Raw -1404305.253593 + Penalty 912.415644 = -1403392.837949 nChanged 187 SP:Iteration 12Q (1490.480000 sec): 3 clusters Score: Raw -1404323.773903 + Penalty 912.415644 = -1403411.358259 nChanged 123 SP:Iteration 13Q (1490.500000 sec): 3 clusters Score: Raw -1404334.648365 + Penalty 912.415644 = -1403422.232721 nChanged 106 SP:Iteration 14Q (1490.530000 sec): 3 clusters Score: Raw -1404344.911866 + Penalty 912.415644 = -1403432.496222 nChanged 100 SP:Iteration 15Q (1490.550000 sec): 3 clusters Score: Raw -1404355.380689 + Penalty 912.415644 = -1403442.965045 nChanged 112 SP:Iteration 16Q (1490.570000 sec): 3 clusters Score: Raw -1404367.584023 + Penalty 912.415644 = -1403455.168378 nChanged 127 SP:Iteration 17Q (1490.590000 sec): 3 clusters Score: Raw -1404382.167976 + Penalty 912.415644 = -1403469.752332 nChanged 115 SP:Iteration 18Q (1490.620000 sec): 3 clusters Score: Raw -1404394.240604 + Penalty 912.415644 = -1403481.824960 nChanged 121 SP:Iteration 19Q (1490.640000 sec): 3 clusters Score: Raw -1404405.868232 + Penalty 912.415644 = -1403493.452587 nChanged 112 SP:Iteration 20F (1490.670000 sec): 3 clusters Score: Raw -1404417.531979 + Penalty 912.415644 = -1403505.116335 nChanged 109 SP:Iteration 21Q (1490.690000 sec): 3 clusters Score: Raw -1404429.114644 + Penalty 912.415644 = -1403516.699000 nChanged 120 SP:Iteration 22Q (1490.710000 sec): 3 clusters Score: Raw -1404442.770043 + Penalty 912.415644 = -1403530.354399 nChanged 119 SP:Iteration 23Q (1490.730000 sec): 3 clusters Score: Raw -1404455.560915 + Penalty 912.415644 = -1403543.145270 nChanged 115 SP:Iteration 24Q (1490.760000 sec): 3 clusters Score: Raw -1404470.313326 + Penalty 912.415644 = -1403557.897682 nChanged 127 SP:Iteration 25Q (1490.780000 sec): 3 clusters Score: Raw -1404487.502594 + Penalty 912.415644 = -1403575.086950 nChanged 122 SP:Iteration 26Q (1490.800000 sec): 3 clusters Score: Raw -1404507.816439 + Penalty 912.415644 = -1403595.400795 nChanged 149 SP:Iteration 27Q (1490.830000 sec): 3 clusters Score: Raw -1404534.191329 + Penalty 912.415644 = -1403621.775684 nChanged 176 SP:Iteration 28Q (1490.850000 sec): 3 clusters Score: Raw -1404572.859601 + Penalty 912.415644 = -1403660.443957 nChanged 204 SP:Iteration 29Q (1490.870000 sec): 3 clusters Score: Raw -1404629.334475 + Penalty 912.415644 = -1403716.918831 nChanged 219 SP:Iteration 30Q (1490.890000 sec): 3 clusters Score: Raw -1404690.233854 + Penalty 912.415644 = -1403777.818210 nChanged 258 SP:Iteration 31Q (1490.910000 sec): 3 clusters Score: Raw -1404770.769818 + Penalty 912.415644 = -1403858.354173 nChanged 279 SP:Iteration 32Q (1490.940000 sec): 3 clusters Score: Raw -1404874.061798 + Penalty 912.415644 = -1403961.646154 nChanged 294 SP:Iteration 33Q (1490.960000 sec): 3 clusters Score: Raw -1404996.124078 + Penalty 912.415644 = -1404083.708434 nChanged 295 SP:Iteration 34Q (1490.980000 sec): 3 clusters Score: Raw -1405115.620677 + Penalty 912.415644 = -1404203.205033 nChanged 284 SP:Iteration 35Q (1491.000000 sec): 3 clusters Score: Raw -1405235.803474 + Penalty 912.415644 = -1404323.387829 nChanged 317 SP:Iteration 36Q (1491.030000 sec): 3 clusters Score: Raw -1405382.842358 + Penalty 912.415644 = -1404470.426714 nChanged 328 SP:Iteration 37Q (1491.050000 sec): 3 clusters Score: Raw -1405535.031522 + Penalty 912.415644 = -1404622.615878 nChanged 339 SP:Iteration 38Q (1491.070000 sec): 3 clusters Score: Raw -1405680.064540 + Penalty 912.415644 = -1404767.648896 nChanged 306 SP:Iteration 39Q (1491.090000 sec): 3 clusters Score: Raw -1405804.846640 + Penalty 912.415644 = -1404892.430996 nChanged 297 SP:Iteration 40F (1491.110000 sec): 3 clusters Score: Raw -1405942.384131 + Penalty 912.415644 = -1405029.968486 nChanged 292 SP:Iteration 41Q (1491.130000 sec): 3 clusters Score: Raw -1406074.912536 + Penalty 912.415644 = -1405162.496892 nChanged 294 SP:Iteration 42Q (1491.150000 sec): 3 clusters Score: Raw -1406224.120824 + Penalty 912.415644 = -1405311.705180 nChanged 317 SP:Iteration 43Q (1491.180000 sec): 3 clusters Score: Raw -1406388.324203 + Penalty 912.415644 = -1405475.908559 nChanged 315 SP:Iteration 44Q (1491.200000 sec): 3 clusters Score: Raw -1406536.986779 + Penalty 912.415644 = -1405624.571135 nChanged 291 SP:Iteration 45Q (1491.220000 sec): 3 clusters Score: Raw -1406671.259686 + Penalty 912.415644 = -1405758.844042 nChanged 273 SP:Iteration 46Q (1491.240000 sec): 3 clusters Score: Raw -1406797.664888 + Penalty 912.415644 = -1405885.249244 nChanged 280 SP:Iteration 47Q (1491.260000 sec): 3 clusters Score: Raw -1406925.534384 + Penalty 912.415644 = -1406013.118740 nChanged 258 SP:Iteration 48Q (1491.280000 sec): 3 clusters Score: Raw -1407037.687031 + Penalty 912.415644 = -1406125.271386 nChanged 238 SP:Iteration 49Q (1491.300000 sec): 3 clusters Score: Raw -1407129.812075 + Penalty 912.415644 = -1406217.396431 nChanged 210 SP:Iteration 50Q (1491.320000 sec): 3 clusters Score: Raw -1407198.461030 + Penalty 912.415644 = -1406286.045386 nChanged 207 SP:Iteration 51Q (1491.340000 sec): 3 clusters Score: Raw -1407261.202419 + Penalty 912.415644 = -1406348.786775 nChanged 212 SP:Iteration 52Q (1491.360000 sec): 3 clusters Score: Raw -1407322.265219 + Penalty 912.415644 = -1406409.849575 nChanged 173 SP:Iteration 53Q (1491.380000 sec): 3 clusters Score: Raw -1407370.137704 + Penalty 912.415644 = -1406457.722060 nChanged 159 SP:Iteration 54Q (1491.400000 sec): 3 clusters Score: Raw -1407416.556950 + Penalty 912.415644 = -1406504.141306 nChanged 178 SP:Iteration 55Q (1491.420000 sec): 3 clusters Score: Raw -1407472.692768 + Penalty 912.415644 = -1406560.277124 nChanged 188 SP:Iteration 56Q (1491.440000 sec): 3 clusters Score: Raw -1407530.011210 + Penalty 912.415644 = -1406617.595566 nChanged 180 SP:Iteration 57Q (1491.460000 sec): 3 clusters Score: Raw -1407584.547132 + Penalty 912.415644 = -1406672.131487 nChanged 191 SP:Iteration 58Q (1491.480000 sec): 3 clusters Score: Raw -1407641.607531 + Penalty 912.415644 = -1406729.191886 nChanged 199 SP:Iteration 59Q (1491.490000 sec): 3 clusters Score: Raw -1407699.527379 + Penalty 912.415644 = -1406787.111735 nChanged 188 SP:Iteration 60F (1491.520000 sec): 3 clusters Score: Raw -1407751.285274 + Penalty 912.415644 = -1406838.869629 nChanged 183 SP:Iteration 61Q (1491.540000 sec): 3 clusters Score: Raw -1407809.398983 + Penalty 912.415644 = -1406896.983339 nChanged 190 SP:Iteration 62Q (1491.560000 sec): 3 clusters Score: Raw -1407877.344782 + Penalty 912.415644 = -1406964.929138 nChanged 166 SP:Iteration 63Q (1491.570000 sec): 3 clusters Score: Raw -1407932.184976 + Penalty 912.415644 = -1407019.769332 nChanged 150 SP:Iteration 64Q (1491.590000 sec): 3 clusters Score: Raw -1407982.197160 + Penalty 912.415644 = -1407069.781516 nChanged 128 SP:Iteration 65Q (1491.610000 sec): 3 clusters Score: Raw -1408023.628656 + Penalty 912.415644 = -1407111.213012 nChanged 129 SP:Iteration 66Q (1491.630000 sec): 3 clusters Score: Raw -1408069.514536 + Penalty 912.415644 = -1407157.098892 nChanged 125 SP:Iteration 67Q (1491.650000 sec): 3 clusters Score: Raw -1408112.213111 + Penalty 912.415644 = -1407199.797467 nChanged 113 SP:Iteration 68Q (1491.670000 sec): 3 clusters Score: Raw -1408153.543710 + Penalty 912.415644 = -1407241.128066 nChanged 107 SP:Iteration 69Q (1491.690000 sec): 3 clusters Score: Raw -1408195.848609 + Penalty 912.415644 = -1407283.432965 nChanged 115 SP:Iteration 70Q (1491.700000 sec): 3 clusters Score: Raw -1408252.523613 + Penalty 912.415644 = -1407340.107969 nChanged 108 SP:Iteration 71Q (1491.720000 sec): 3 clusters Score: Raw -1408304.144461 + Penalty 912.415644 = -1407391.728817 nChanged 76 SP:Iteration 72Q (1491.740000 sec): 3 clusters Score: Raw -1408334.821402 + Penalty 912.415644 = -1407422.405758 nChanged 57 SP:Iteration 73Q (1491.760000 sec): 3 clusters Score: Raw -1408354.806771 + Penalty 912.415644 = -1407442.391127 nChanged 47 SP:Iteration 74Q (1491.770000 sec): 3 clusters Score: Raw -1408375.463544 + Penalty 912.415644 = -1407463.047900 nChanged 43 SP:Iteration 75Q (1491.790000 sec): 3 clusters Score: Raw -1408392.252508 + Penalty 912.415644 = -1407479.836864 nChanged 30 SP:Iteration 76Q (1491.810000 sec): 3 clusters Score: Raw -1408400.770448 + Penalty 912.415644 = -1407488.354804 nChanged 19 SP:Iteration 77Q (1491.830000 sec): 3 clusters Score: Raw -1408407.216401 + Penalty 912.415644 = -1407494.800756 nChanged 17 SP:Iteration 78Q (1491.840000 sec): 3 clusters Score: Raw -1408413.818418 + Penalty 912.415644 = -1407501.402774 nChanged 16 SP:Iteration 79Q (1491.860000 sec): 3 clusters Score: Raw -1408420.009029 + Penalty 912.415644 = -1407507.593385 nChanged 12 SP:Iteration 80F (1491.880000 sec): 3 clusters Score: Raw -1408423.516982 + Penalty 912.415644 = -1407511.101338 nChanged 11 SP:Iteration 81Q (1491.900000 sec): 3 clusters Score: Raw -1408426.689162 + Penalty 912.415644 = -1407514.273518 nChanged 12 SP:Iteration 82Q (1491.920000 sec): 3 clusters Score: Raw -1408429.133192 + Penalty 912.415644 = -1407516.717547 nChanged 10 SP:Iteration 83Q (1491.930000 sec): 3 clusters Score: Raw -1408432.167410 + Penalty 912.415644 = -1407519.751765 nChanged 11 SP:Iteration 84Q (1491.950000 sec): 3 clusters Score: Raw -1408435.398200 + Penalty 912.415644 = -1407522.982556 nChanged 9 SP:Iteration 85Q (1491.970000 sec): 3 clusters Score: Raw -1408438.576515 + Penalty 912.415644 = -1407526.160871 nChanged 10 SP:Iteration 86Q (1491.980000 sec): 3 clusters Score: Raw -1408441.373930 + Penalty 912.415644 = -1407528.958286 nChanged 9 SP:Iteration 87Q (1492.000000 sec): 3 clusters Score: Raw -1408443.082378 + Penalty 912.415644 = -1407530.666734 nChanged 4 SP:Iteration 88Q (1492.020000 sec): 3 clusters Score: Raw -1408443.718552 + Penalty 912.415644 = -1407531.302908 nChanged 4 SP:Iteration 89Q (1492.030000 sec): 3 clusters Score: Raw -1408444.918704 + Penalty 912.415644 = -1407532.503060 nChanged 4 SP:Iteration 90Q (1492.050000 sec): 3 clusters Score: Raw -1408445.953490 + Penalty 912.415644 = -1407533.537846 nChanged 6 SP:Iteration 91Q (1492.070000 sec): 3 clusters Score: Raw -1408447.969240 + Penalty 912.415644 = -1407535.553596 nChanged 9 SP:Iteration 92Q (1492.090000 sec): 3 clusters Score: Raw -1408450.235603 + Penalty 912.415644 = -1407537.819959 nChanged 10 SP:Iteration 93Q (1492.100000 sec): 3 clusters Score: Raw -1408453.081530 + Penalty 912.415644 = -1407540.665886 nChanged 8 SP:Iteration 94Q (1492.120000 sec): 3 clusters Score: Raw -1408455.256729 + Penalty 912.415644 = -1407542.841085 nChanged 4 SP:Iteration 95Q (1492.140000 sec): 3 clusters Score: Raw -1408457.009957 + Penalty 912.415644 = -1407544.594312 nChanged 3 SP:Iteration 96Q (1492.150000 sec): 3 clusters Score: Raw -1408458.095912 + Penalty 912.415644 = -1407545.680267 nChanged 3 SP:Iteration 97Q (1492.170000 sec): 3 clusters Score: Raw -1408458.443916 + Penalty 912.415644 = -1407546.028272 nChanged 3 SP:Iteration 98Q (1492.190000 sec): 3 clusters Score: Raw -1408459.072288 + Penalty 912.415644 = -1407546.656644 nChanged 4 SP:Iteration 99Q (1492.210000 sec): 3 clusters Score: Raw -1408460.115703 + Penalty 912.415644 = -1407547.700059 nChanged 2 SP:Iteration 100F (1492.230000 sec): 3 clusters Score: Raw -1408460.759683 + Penalty 912.415644 = -1407548.344039 nChanged 2 SP:Iteration 101Q (1492.250000 sec): 3 clusters Score: Raw -1408461.212455 + Penalty 912.415644 = -1407548.796811 nChanged 1 SP:Iteration 102Q (1492.260000 sec): 3 clusters Score: Raw -1408461.489025 + Penalty 912.415644 = -1407549.073381 nChanged 0 SP:Iteration 103F (1492.290000 sec): 3 clusters Score: Raw -1408461.489025 + Penalty 912.415644 = -1407549.073381 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.290000 sec): 2 clusters Score: Raw -11210.498264 + Penalty 241.750872 = -10968.747392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.290000 sec): 3 clusters Score: Raw -11169.341980 + Penalty 483.501744 = -10685.840236 nChanged 61 SP:Iteration 1F (1492.290000 sec): 3 clusters Score: Raw -11238.809460 + Penalty 483.501744 = -10755.307716 nChanged 11 SP:Iteration 2F (1492.300000 sec): 3 clusters Score: Raw -11254.672299 + Penalty 483.501744 = -10771.170555 nChanged 7 SP:Iteration 3Q (1492.300000 sec): 3 clusters Score: Raw -11262.840399 + Penalty 483.501744 = -10779.338655 nChanged 4 SP:Iteration 4Q (1492.300000 sec): 3 clusters Score: Raw -11268.170607 + Penalty 483.501744 = -10784.668863 nChanged 1 SP:Iteration 5Q (1492.300000 sec): 3 clusters Score: Raw -11270.123819 + Penalty 483.501744 = -10786.622075 nChanged 0 SP:Iteration 6F (1492.300000 sec): 3 clusters Score: Raw -11270.123819 + Penalty 483.501744 = -10786.622075 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.300000 sec): 2 clusters Score: Raw -192227.109591 + Penalty 365.752297 = -191861.357294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.310000 sec): 3 clusters Score: Raw -190452.810519 + Penalty 731.504594 = -189721.305925 nChanged 1339 SP:Iteration 1F (1492.310000 sec): 3 clusters Score: Raw -191179.196696 + Penalty 731.504594 = -190447.692102 nChanged 225 SP:Iteration 2F (1492.310000 sec): 3 clusters Score: Raw -191309.566522 + Penalty 731.504594 = -190578.061928 nChanged 231 SP:Iteration 3F (1492.310000 sec): 3 clusters Score: Raw -191445.881716 + Penalty 731.504594 = -190714.377122 nChanged 213 SP:Iteration 4F (1492.320000 sec): 3 clusters Score: Raw -191606.661017 + Penalty 731.504594 = -190875.156423 nChanged 214 SP:Iteration 5F (1492.320000 sec): 3 clusters Score: Raw -191790.284192 + Penalty 731.504594 = -191058.779598 nChanged 183 SP:Iteration 6F (1492.320000 sec): 3 clusters Score: Raw -191952.679345 + Penalty 731.504594 = -191221.174751 nChanged 136 SP:Iteration 7Q (1492.330000 sec): 3 clusters Score: Raw -192063.380056 + Penalty 731.504594 = -191331.875462 nChanged 84 SP:Iteration 8Q (1492.330000 sec): 3 clusters Score: Raw -192129.148469 + Penalty 731.504594 = -191397.643875 nChanged 64 SP:Iteration 9Q (1492.330000 sec): 3 clusters Score: Raw -192182.825629 + Penalty 731.504594 = -191451.321035 nChanged 34 SP:Iteration 10Q (1492.330000 sec): 3 clusters Score: Raw -192204.527236 + Penalty 731.504594 = -191473.022642 nChanged 25 SP:Iteration 11Q (1492.340000 sec): 3 clusters Score: Raw -192222.873223 + Penalty 731.504594 = -191491.368629 nChanged 17 SP:Iteration 12Q (1492.340000 sec): 3 clusters Score: Raw -192239.866017 + Penalty 731.504594 = -191508.361423 nChanged 11 SP:Iteration 13Q (1492.340000 sec): 3 clusters Score: Raw -192254.384660 + Penalty 731.504594 = -191522.880066 nChanged 7 SP:Iteration 14Q (1492.350000 sec): 3 clusters Score: Raw -192262.498452 + Penalty 731.504594 = -191530.993858 nChanged 6 SP:Iteration 15Q (1492.350000 sec): 3 clusters Score: Raw -192269.357181 + Penalty 731.504594 = -191537.852587 nChanged 2 SP:Iteration 16Q (1492.350000 sec): 3 clusters Score: Raw -192271.984808 + Penalty 731.504594 = -191540.480214 nChanged 1 SP:Iteration 17Q (1492.350000 sec): 3 clusters Score: Raw -192272.920212 + Penalty 731.504594 = -191541.415618 nChanged 2 SP:Iteration 18Q (1492.360000 sec): 3 clusters Score: Raw -192275.299199 + Penalty 731.504594 = -191543.794606 nChanged 1 SP:Iteration 19Q (1492.360000 sec): 3 clusters Score: Raw -192275.990478 + Penalty 731.504594 = -191544.485884 nChanged 2 SP:Iteration 20F (1492.360000 sec): 3 clusters Score: Raw -192277.925079 + Penalty 731.504594 = -191546.420485 nChanged 1 SP:Iteration 21Q (1492.370000 sec): 3 clusters Score: Raw -192279.897332 + Penalty 731.504594 = -191548.392738 nChanged 1 SP:Iteration 22Q (1492.370000 sec): 3 clusters Score: Raw -192281.991361 + Penalty 731.504594 = -191550.486767 nChanged 1 SP:Iteration 23Q (1492.370000 sec): 3 clusters Score: Raw -192283.177938 + Penalty 731.504594 = -191551.673344 nChanged 1 SP:Iteration 24Q (1492.370000 sec): 3 clusters Score: Raw -192284.849516 + Penalty 731.504594 = -191553.344922 nChanged 1 SP:Iteration 25Q (1492.370000 sec): 3 clusters Score: Raw -192285.864577 + Penalty 731.504594 = -191554.359983 nChanged 2 SP:Iteration 26Q (1492.380000 sec): 3 clusters Score: Raw -192289.405659 + Penalty 731.504594 = -191557.901065 nChanged 2 SP:Iteration 27Q (1492.380000 sec): 3 clusters Score: Raw -192291.010201 + Penalty 731.504594 = -191559.505608 nChanged 0 SP:Iteration 28F (1492.380000 sec): 3 clusters Score: Raw -192291.010201 + Penalty 731.504594 = -191559.505608 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.400000 sec): 2 clusters Score: Raw -523349.672330 + Penalty 415.276624 = -522934.395706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.410000 sec): 3 clusters Score: Raw -517580.789714 + Penalty 830.553247 = -516750.236467 nChanged 4285 SP:Iteration 1F (1492.410000 sec): 3 clusters Score: Raw -520205.787717 + Penalty 830.553247 = -519375.234469 nChanged 648 SP:Iteration 2F (1492.430000 sec): 3 clusters Score: Raw -520572.000326 + Penalty 830.553247 = -519741.447079 nChanged 623 SP:Iteration 3F (1492.430000 sec): 3 clusters Score: Raw -520962.809037 + Penalty 830.553247 = -520132.255789 nChanged 587 SP:Iteration 4F (1492.440000 sec): 3 clusters Score: Raw -521343.771739 + Penalty 830.553247 = -520513.218492 nChanged 537 SP:Iteration 5F (1492.450000 sec): 3 clusters Score: Raw -521735.693709 + Penalty 830.553247 = -520905.140462 nChanged 439 SP:Iteration 6Q (1492.460000 sec): 3 clusters Score: Raw -522011.916186 + Penalty 830.553247 = -521181.362938 nChanged 315 SP:Iteration 7Q (1492.470000 sec): 3 clusters Score: Raw -522151.633917 + Penalty 830.553247 = -521321.080670 nChanged 248 SP:Iteration 8Q (1492.480000 sec): 3 clusters Score: Raw -522249.423168 + Penalty 830.553247 = -521418.869921 nChanged 180 SP:Iteration 9Q (1492.490000 sec): 3 clusters Score: Raw -522307.528792 + Penalty 830.553247 = -521476.975545 nChanged 129 SP:Iteration 10Q (1492.500000 sec): 3 clusters Score: Raw -522349.737380 + Penalty 830.553247 = -521519.184133 nChanged 121 SP:Iteration 11Q (1492.510000 sec): 3 clusters Score: Raw -522388.292162 + Penalty 830.553247 = -521557.738915 nChanged 117 SP:Iteration 12Q (1492.510000 sec): 3 clusters Score: Raw -522420.564855 + Penalty 830.553247 = -521590.011607 nChanged 124 SP:Iteration 13Q (1492.520000 sec): 3 clusters Score: Raw -522454.237587 + Penalty 830.553247 = -521623.684340 nChanged 134 SP:Iteration 14Q (1492.530000 sec): 3 clusters Score: Raw -522493.623939 + Penalty 830.553247 = -521663.070692 nChanged 140 SP:Iteration 15Q (1492.540000 sec): 3 clusters Score: Raw -522541.736944 + Penalty 830.553247 = -521711.183697 nChanged 139 SP:Iteration 16Q (1492.550000 sec): 3 clusters Score: Raw -522588.589332 + Penalty 830.553247 = -521758.036085 nChanged 145 SP:Iteration 17Q (1492.560000 sec): 3 clusters Score: Raw -522642.529077 + Penalty 830.553247 = -521811.975830 nChanged 139 SP:Iteration 18Q (1492.570000 sec): 3 clusters Score: Raw -522692.282440 + Penalty 830.553247 = -521861.729192 nChanged 145 SP:Iteration 19Q (1492.570000 sec): 3 clusters Score: Raw -522754.185712 + Penalty 830.553247 = -521923.632464 nChanged 150 SP:Iteration 20F (1492.580000 sec): 3 clusters Score: Raw -522817.056449 + Penalty 830.553247 = -521986.503201 nChanged 136 SP:Iteration 21Q (1492.590000 sec): 3 clusters Score: Raw -522876.987966 + Penalty 830.553247 = -522046.434718 nChanged 137 SP:Iteration 22Q (1492.600000 sec): 3 clusters Score: Raw -522943.910276 + Penalty 830.553247 = -522113.357029 nChanged 139 SP:Iteration 23Q (1492.610000 sec): 3 clusters Score: Raw -523017.303018 + Penalty 830.553247 = -522186.749770 nChanged 126 SP:Iteration 24Q (1492.610000 sec): 3 clusters Score: Raw -523097.152115 + Penalty 830.553247 = -522266.598868 nChanged 122 SP:Iteration 25Q (1492.620000 sec): 3 clusters Score: Raw -523161.304659 + Penalty 830.553247 = -522330.751411 nChanged 93 SP:Iteration 26Q (1492.630000 sec): 3 clusters Score: Raw -523205.309672 + Penalty 830.553247 = -522374.756425 nChanged 94 SP:Iteration 27Q (1492.640000 sec): 3 clusters Score: Raw -523252.538504 + Penalty 830.553247 = -522421.985257 nChanged 68 SP:Iteration 28Q (1492.650000 sec): 3 clusters Score: Raw -523282.124629 + Penalty 830.553247 = -522451.571381 nChanged 43 SP:Iteration 29Q (1492.650000 sec): 3 clusters Score: Raw -523295.204287 + Penalty 830.553247 = -522464.651040 nChanged 43 SP:Iteration 30Q (1492.660000 sec): 3 clusters Score: Raw -523310.855784 + Penalty 830.553247 = -522480.302537 nChanged 45 SP:Iteration 31Q (1492.670000 sec): 3 clusters Score: Raw -523327.833086 + Penalty 830.553247 = -522497.279839 nChanged 36 SP:Iteration 32Q (1492.670000 sec): 3 clusters Score: Raw -523340.050893 + Penalty 830.553247 = -522509.497645 nChanged 26 SP:Iteration 33Q (1492.680000 sec): 3 clusters Score: Raw -523347.558571 + Penalty 830.553247 = -522517.005324 nChanged 24 SP:Iteration 34Q (1492.690000 sec): 3 clusters Score: Raw -523352.133338 + Penalty 830.553247 = -522521.580090 nChanged 17 SP:Iteration 35Q (1492.700000 sec): 3 clusters Score: Raw -523355.281038 + Penalty 830.553247 = -522524.727790 nChanged 18 SP:Iteration 36Q (1492.710000 sec): 3 clusters Score: Raw -523361.053976 + Penalty 830.553247 = -522530.500729 nChanged 19 SP:Iteration 37Q (1492.710000 sec): 3 clusters Score: Raw -523365.176821 + Penalty 830.553247 = -522534.623574 nChanged 15 SP:Iteration 38Q (1492.720000 sec): 3 clusters Score: Raw -523369.710553 + Penalty 830.553247 = -522539.157306 nChanged 15 SP:Iteration 39Q (1492.730000 sec): 3 clusters Score: Raw -523374.437474 + Penalty 830.553247 = -522543.884227 nChanged 17 SP:Iteration 40F (1492.730000 sec): 3 clusters Score: Raw -523379.806214 + Penalty 830.553247 = -522549.252966 nChanged 11 SP:Iteration 41Q (1492.740000 sec): 3 clusters Score: Raw -523382.706209 + Penalty 830.553247 = -522552.152961 nChanged 6 SP:Iteration 42Q (1492.750000 sec): 3 clusters Score: Raw -523384.632863 + Penalty 830.553247 = -522554.079616 nChanged 10 SP:Iteration 43Q (1492.760000 sec): 3 clusters Score: Raw -523387.475438 + Penalty 830.553247 = -522556.922191 nChanged 10 SP:Iteration 44Q (1492.770000 sec): 3 clusters Score: Raw -523390.230346 + Penalty 830.553247 = -522559.677098 nChanged 8 SP:Iteration 45Q (1492.770000 sec): 3 clusters Score: Raw -523391.067885 + Penalty 830.553247 = -522560.514637 nChanged 3 SP:Iteration 46Q (1492.780000 sec): 3 clusters Score: Raw -523391.534972 + Penalty 830.553247 = -522560.981725 nChanged 4 SP:Iteration 47Q (1492.790000 sec): 3 clusters Score: Raw -523391.986373 + Penalty 830.553247 = -522561.433125 nChanged 4 SP:Iteration 48Q (1492.790000 sec): 3 clusters Score: Raw -523392.527013 + Penalty 830.553247 = -522561.973765 nChanged 5 SP:Iteration 49Q (1492.800000 sec): 3 clusters Score: Raw -523393.310693 + Penalty 830.553247 = -522562.757446 nChanged 5 SP:Iteration 50Q (1492.810000 sec): 3 clusters Score: Raw -523393.900089 + Penalty 830.553247 = -522563.346841 nChanged 4 SP:Iteration 51Q (1492.810000 sec): 3 clusters Score: Raw -523394.667132 + Penalty 830.553247 = -522564.113884 nChanged 3 SP:Iteration 52Q (1492.820000 sec): 3 clusters Score: Raw -523395.707186 + Penalty 830.553247 = -522565.153939 nChanged 7 SP:Iteration 53Q (1492.830000 sec): 3 clusters Score: Raw -523397.548665 + Penalty 830.553247 = -522566.995417 nChanged 12 SP:Iteration 54Q (1492.830000 sec): 3 clusters Score: Raw -523399.973092 + Penalty 830.553247 = -522569.419845 nChanged 11 SP:Iteration 55Q (1492.840000 sec): 3 clusters Score: Raw -523402.257141 + Penalty 830.553247 = -522571.703894 nChanged 8 SP:Iteration 56Q (1492.850000 sec): 3 clusters Score: Raw -523404.208999 + Penalty 830.553247 = -522573.655752 nChanged 8 SP:Iteration 57Q (1492.860000 sec): 3 clusters Score: Raw -523406.240762 + Penalty 830.553247 = -522575.687515 nChanged 12 SP:Iteration 58Q (1492.860000 sec): 3 clusters Score: Raw -523409.448497 + Penalty 830.553247 = -522578.895249 nChanged 10 SP:Iteration 59Q (1492.870000 sec): 3 clusters Score: Raw -523412.659429 + Penalty 830.553247 = -522582.106182 nChanged 8 SP:Iteration 60F (1492.880000 sec): 3 clusters Score: Raw -523414.718971 + Penalty 830.553247 = -522584.165724 nChanged 11 SP:Iteration 61Q (1492.890000 sec): 3 clusters Score: Raw -523419.234930 + Penalty 830.553247 = -522588.681683 nChanged 17 SP:Iteration 62Q (1492.890000 sec): 3 clusters Score: Raw -523424.230718 + Penalty 830.553247 = -522593.677470 nChanged 14 SP:Iteration 63Q (1492.900000 sec): 3 clusters Score: Raw -523428.476643 + Penalty 830.553247 = -522597.923396 nChanged 19 SP:Iteration 64Q (1492.910000 sec): 3 clusters Score: Raw -523433.877003 + Penalty 830.553247 = -522603.323755 nChanged 17 SP:Iteration 65Q (1492.910000 sec): 3 clusters Score: Raw -523438.233943 + Penalty 830.553247 = -522607.680696 nChanged 8 SP:Iteration 66Q (1492.920000 sec): 3 clusters Score: Raw -523439.370463 + Penalty 830.553247 = -522608.817215 nChanged 1 SP:Iteration 67Q (1492.930000 sec): 3 clusters Score: Raw -523439.513361 + Penalty 830.553247 = -522608.960114 nChanged 0 SP:Iteration 68F (1492.940000 sec): 3 clusters Score: Raw -523439.513361 + Penalty 830.553247 = -522608.960114 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.950000 sec): 2 clusters Score: Raw -157348.868167 + Penalty 363.617449 = -156985.250718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.950000 sec): 3 clusters Score: Raw -155658.979654 + Penalty 727.234898 = -154931.744756 nChanged 1310 SP:Iteration 1F (1492.950000 sec): 3 clusters Score: Raw -156433.814983 + Penalty 727.234898 = -155706.580085 nChanged 254 SP:Iteration 2F (1492.950000 sec): 3 clusters Score: Raw -156589.227730 + Penalty 727.234898 = -155861.992833 nChanged 195 SP:Iteration 3F (1492.960000 sec): 3 clusters Score: Raw -156703.134873 + Penalty 727.234898 = -155975.899975 nChanged 160 SP:Iteration 4F (1492.960000 sec): 3 clusters Score: Raw -156784.772615 + Penalty 727.234898 = -156057.537717 nChanged 119 SP:Iteration 5Q (1492.970000 sec): 3 clusters Score: Raw -156854.792497 + Penalty 727.234898 = -156127.557599 nChanged 104 SP:Iteration 6Q (1492.970000 sec): 3 clusters Score: Raw -156935.404934 + Penalty 727.234898 = -156208.170037 nChanged 104 SP:Iteration 7Q (1492.970000 sec): 3 clusters Score: Raw -157007.100892 + Penalty 727.234898 = -156279.865994 nChanged 69 SP:Iteration 8Q (1492.970000 sec): 3 clusters Score: Raw -157048.960243 + Penalty 727.234898 = -156321.725345 nChanged 63 SP:Iteration 9Q (1492.970000 sec): 3 clusters Score: Raw -157077.037831 + Penalty 727.234898 = -156349.802933 nChanged 47 SP:Iteration 10Q (1492.980000 sec): 3 clusters Score: Raw -157092.698133 + Penalty 727.234898 = -156365.463235 nChanged 32 SP:Iteration 11Q (1492.980000 sec): 3 clusters Score: Raw -157102.374131 + Penalty 727.234898 = -156375.139233 nChanged 23 SP:Iteration 12Q (1492.990000 sec): 3 clusters Score: Raw -157111.327491 + Penalty 727.234898 = -156384.092594 nChanged 30 SP:Iteration 13Q (1492.990000 sec): 3 clusters Score: Raw -157121.865757 + Penalty 727.234898 = -156394.630860 nChanged 29 SP:Iteration 14Q (1492.990000 sec): 3 clusters Score: Raw -157131.879139 + Penalty 727.234898 = -156404.644241 nChanged 20 SP:Iteration 15Q (1492.990000 sec): 3 clusters Score: Raw -157135.819937 + Penalty 727.234898 = -156408.585039 nChanged 11 SP:Iteration 16Q (1492.990000 sec): 3 clusters Score: Raw -157138.403757 + Penalty 727.234898 = -156411.168859 nChanged 14 SP:Iteration 17Q (1493.000000 sec): 3 clusters Score: Raw -157142.730612 + Penalty 727.234898 = -156415.495715 nChanged 17 SP:Iteration 18Q (1493.000000 sec): 3 clusters Score: Raw -157147.035700 + Penalty 727.234898 = -156419.800803 nChanged 21 SP:Iteration 19Q (1493.000000 sec): 3 clusters Score: Raw -157152.200726 + Penalty 727.234898 = -156424.965828 nChanged 19 SP:Iteration 20F (1493.010000 sec): 3 clusters Score: Raw -157156.448669 + Penalty 727.234898 = -156429.213771 nChanged 17 SP:Iteration 21Q (1493.010000 sec): 3 clusters Score: Raw -157161.130974 + Penalty 727.234898 = -156433.896077 nChanged 20 SP:Iteration 22Q (1493.010000 sec): 3 clusters Score: Raw -157166.237363 + Penalty 727.234898 = -156439.002466 nChanged 13 SP:Iteration 23Q (1493.010000 sec): 3 clusters Score: Raw -157169.738293 + Penalty 727.234898 = -156442.503395 nChanged 10 SP:Iteration 24Q (1493.020000 sec): 3 clusters Score: Raw -157174.164123 + Penalty 727.234898 = -156446.929225 nChanged 11 SP:Iteration 25Q (1493.020000 sec): 3 clusters Score: Raw -157177.841556 + Penalty 727.234898 = -156450.606658 nChanged 11 SP:Iteration 26Q (1493.020000 sec): 3 clusters Score: Raw -157181.310731 + Penalty 727.234898 = -156454.075833 nChanged 16 SP:Iteration 27Q (1493.030000 sec): 3 clusters Score: Raw -157185.547991 + Penalty 727.234898 = -156458.313094 nChanged 18 SP:Iteration 28Q (1493.030000 sec): 3 clusters Score: Raw -157189.867865 + Penalty 727.234898 = -156462.632967 nChanged 14 SP:Iteration 29Q (1493.030000 sec): 3 clusters Score: Raw -157193.408821 + Penalty 727.234898 = -156466.173924 nChanged 11 SP:Iteration 30Q (1493.030000 sec): 3 clusters Score: Raw -157196.746139 + Penalty 727.234898 = -156469.511241 nChanged 20 SP:Iteration 31Q (1493.040000 sec): 3 clusters Score: Raw -157203.518438 + Penalty 727.234898 = -156476.283540 nChanged 24 SP:Iteration 32Q (1493.040000 sec): 3 clusters Score: Raw -157212.089922 + Penalty 727.234898 = -156484.855025 nChanged 33 SP:Iteration 33Q (1493.040000 sec): 3 clusters Score: Raw -157226.408980 + Penalty 727.234898 = -156499.174083 nChanged 29 SP:Iteration 34Q (1493.050000 sec): 3 clusters Score: Raw -157244.101423 + Penalty 727.234898 = -156516.866526 nChanged 30 SP:Iteration 35Q (1493.050000 sec): 3 clusters Score: Raw -157264.316698 + Penalty 727.234898 = -156537.081801 nChanged 31 SP:Iteration 36Q (1493.050000 sec): 3 clusters Score: Raw -157284.352958 + Penalty 727.234898 = -156557.118061 nChanged 31 SP:Iteration 37Q (1493.050000 sec): 3 clusters Score: Raw -157305.471514 + Penalty 727.234898 = -156578.236616 nChanged 32 SP:Iteration 38Q (1493.050000 sec): 3 clusters Score: Raw -157325.736232 + Penalty 727.234898 = -156598.501334 nChanged 23 SP:Iteration 39Q (1493.060000 sec): 3 clusters Score: Raw -157337.130117 + Penalty 727.234898 = -156609.895219 nChanged 17 SP:Iteration 40F (1493.060000 sec): 3 clusters Score: Raw -157343.245040 + Penalty 727.234898 = -156616.010143 nChanged 22 SP:Iteration 41Q (1493.060000 sec): 3 clusters Score: Raw -157353.166959 + Penalty 727.234898 = -156625.932061 nChanged 25 SP:Iteration 42Q (1493.070000 sec): 3 clusters Score: Raw -157361.178425 + Penalty 727.234898 = -156633.943527 nChanged 23 SP:Iteration 43Q (1493.070000 sec): 3 clusters Score: Raw -157372.510095 + Penalty 727.234898 = -156645.275198 nChanged 24 SP:Iteration 44Q (1493.070000 sec): 3 clusters Score: Raw -157385.700267 + Penalty 727.234898 = -156658.465369 nChanged 27 SP:Iteration 45Q (1493.070000 sec): 3 clusters Score: Raw -157397.068614 + Penalty 727.234898 = -156669.833717 nChanged 25 SP:Iteration 46Q (1493.070000 sec): 3 clusters Score: Raw -157407.072832 + Penalty 727.234898 = -156679.837935 nChanged 21 SP:Iteration 47Q (1493.080000 sec): 3 clusters Score: Raw -157416.144478 + Penalty 727.234898 = -156688.909581 nChanged 14 SP:Iteration 48Q (1493.080000 sec): 3 clusters Score: Raw -157420.800964 + Penalty 727.234898 = -156693.566067 nChanged 11 SP:Iteration 49Q (1493.080000 sec): 3 clusters Score: Raw -157424.679536 + Penalty 727.234898 = -156697.444639 nChanged 12 SP:Iteration 50Q (1493.090000 sec): 3 clusters Score: Raw -157429.842119 + Penalty 727.234898 = -156702.607221 nChanged 14 SP:Iteration 51Q (1493.090000 sec): 3 clusters Score: Raw -157436.071429 + Penalty 727.234898 = -156708.836532 nChanged 15 SP:Iteration 52Q (1493.090000 sec): 3 clusters Score: Raw -157443.770308 + Penalty 727.234898 = -156716.535410 nChanged 9 SP:Iteration 53Q (1493.090000 sec): 3 clusters Score: Raw -157447.741150 + Penalty 727.234898 = -156720.506253 nChanged 12 SP:Iteration 54Q (1493.090000 sec): 3 clusters Score: Raw -157456.645921 + Penalty 727.234898 = -156729.411024 nChanged 9 SP:Iteration 55Q (1493.100000 sec): 3 clusters Score: Raw -157460.035479 + Penalty 727.234898 = -156732.800581 nChanged 10 SP:Iteration 56Q (1493.100000 sec): 3 clusters Score: Raw -157463.006314 + Penalty 727.234898 = -156735.771417 nChanged 6 SP:Iteration 57Q (1493.100000 sec): 3 clusters Score: Raw -157465.184319 + Penalty 727.234898 = -156737.949422 nChanged 4 SP:Iteration 58Q (1493.110000 sec): 3 clusters Score: Raw -157466.941065 + Penalty 727.234898 = -156739.706167 nChanged 7 SP:Iteration 59Q (1493.110000 sec): 3 clusters Score: Raw -157468.782294 + Penalty 727.234898 = -156741.547396 nChanged 4 SP:Iteration 60F (1493.110000 sec): 3 clusters Score: Raw -157469.513821 + Penalty 727.234898 = -156742.278923 nChanged 2 SP:Iteration 61Q (1493.110000 sec): 3 clusters Score: Raw -157469.811851 + Penalty 727.234898 = -156742.576954 nChanged 3 SP:Iteration 62Q (1493.110000 sec): 3 clusters Score: Raw -157470.233789 + Penalty 727.234898 = -156742.998891 nChanged 0 SP:Iteration 63F (1493.120000 sec): 3 clusters Score: Raw -157470.233789 + Penalty 727.234898 = -156742.998891 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.120000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.120000 sec): 3 clusters Score: Raw -3020.659595 + Penalty 372.585355 = -2648.074240 nChanged 9 SP:Iteration 1F (1493.120000 sec): 3 clusters Score: Raw -3051.589715 + Penalty 372.585355 = -2679.004360 nChanged 3 SP:Iteration 2Q (1493.120000 sec): 3 clusters Score: Raw -3072.620791 + Penalty 372.585355 = -2700.035436 nChanged 0 SP:Iteration 3F (1493.120000 sec): 3 clusters Score: Raw -3072.620791 + Penalty 372.585355 = -2700.035436 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.120000 sec): 2 clusters Score: Raw -104208.894575 + Penalty 343.531158 = -103865.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.130000 sec): 3 clusters Score: Raw -103153.333677 + Penalty 687.062316 = -102466.271361 nChanged 805 SP:Iteration 1F (1493.130000 sec): 3 clusters Score: Raw -103658.912214 + Penalty 687.062316 = -102971.849898 nChanged 148 SP:Iteration 2F (1493.130000 sec): 3 clusters Score: Raw -103758.214116 + Penalty 687.062316 = -103071.151800 nChanged 120 SP:Iteration 3F (1493.130000 sec): 3 clusters Score: Raw -103830.603680 + Penalty 687.062316 = -103143.541363 nChanged 87 SP:Iteration 4Q (1493.130000 sec): 3 clusters Score: Raw -103872.253628 + Penalty 687.062316 = -103185.191312 nChanged 63 SP:Iteration 5Q (1493.130000 sec): 3 clusters Score: Raw -103909.915901 + Penalty 687.062316 = -103222.853585 nChanged 56 SP:Iteration 6Q (1493.140000 sec): 3 clusters Score: Raw -103940.540554 + Penalty 687.062316 = -103253.478238 nChanged 59 SP:Iteration 7Q (1493.140000 sec): 3 clusters Score: Raw -103970.951239 + Penalty 687.062316 = -103283.888922 nChanged 47 SP:Iteration 8Q (1493.140000 sec): 3 clusters Score: Raw -103995.786453 + Penalty 687.062316 = -103308.724137 nChanged 39 SP:Iteration 9Q (1493.140000 sec): 3 clusters Score: Raw -104012.018835 + Penalty 687.062316 = -103324.956519 nChanged 34 SP:Iteration 10Q (1493.140000 sec): 3 clusters Score: Raw -104025.965137 + Penalty 687.062316 = -103338.902821 nChanged 30 SP:Iteration 11Q (1493.150000 sec): 3 clusters Score: Raw -104036.869313 + Penalty 687.062316 = -103349.806997 nChanged 28 SP:Iteration 12Q (1493.150000 sec): 3 clusters Score: Raw -104048.410607 + Penalty 687.062316 = -103361.348291 nChanged 35 SP:Iteration 13Q (1493.150000 sec): 3 clusters Score: Raw -104060.839661 + Penalty 687.062316 = -103373.777345 nChanged 17 SP:Iteration 14Q (1493.150000 sec): 3 clusters Score: Raw -104066.095229 + Penalty 687.062316 = -103379.032913 nChanged 17 SP:Iteration 15Q (1493.150000 sec): 3 clusters Score: Raw -104071.697220 + Penalty 687.062316 = -103384.634904 nChanged 20 SP:Iteration 16Q (1493.150000 sec): 3 clusters Score: Raw -104079.107412 + Penalty 687.062316 = -103392.045096 nChanged 27 SP:Iteration 17Q (1493.160000 sec): 3 clusters Score: Raw -104094.633449 + Penalty 687.062316 = -103407.571132 nChanged 35 SP:Iteration 18Q (1493.160000 sec): 3 clusters Score: Raw -104114.913498 + Penalty 687.062316 = -103427.851182 nChanged 31 SP:Iteration 19Q (1493.160000 sec): 3 clusters Score: Raw -104128.043476 + Penalty 687.062316 = -103440.981159 nChanged 22 SP:Iteration 20F (1493.160000 sec): 3 clusters Score: Raw -104139.060234 + Penalty 687.062316 = -103451.997918 nChanged 16 SP:Iteration 21Q (1493.160000 sec): 3 clusters Score: Raw -104145.041432 + Penalty 687.062316 = -103457.979116 nChanged 14 SP:Iteration 22Q (1493.170000 sec): 3 clusters Score: Raw -104151.472493 + Penalty 687.062316 = -103464.410177 nChanged 16 SP:Iteration 23Q (1493.170000 sec): 3 clusters Score: Raw -104158.815069 + Penalty 687.062316 = -103471.752753 nChanged 15 SP:Iteration 24Q (1493.170000 sec): 3 clusters Score: Raw -104168.011128 + Penalty 687.062316 = -103480.948812 nChanged 12 SP:Iteration 25Q (1493.170000 sec): 3 clusters Score: Raw -104180.485869 + Penalty 687.062316 = -103493.423553 nChanged 14 SP:Iteration 26Q (1493.170000 sec): 3 clusters Score: Raw -104190.296633 + Penalty 687.062316 = -103503.234317 nChanged 13 SP:Iteration 27Q (1493.170000 sec): 3 clusters Score: Raw -104196.788269 + Penalty 687.062316 = -103509.725953 nChanged 6 SP:Iteration 28Q (1493.170000 sec): 3 clusters Score: Raw -104201.838790 + Penalty 687.062316 = -103514.776474 nChanged 2 SP:Iteration 29Q (1493.170000 sec): 3 clusters Score: Raw -104202.511804 + Penalty 687.062316 = -103515.449487 nChanged 2 SP:Iteration 30Q (1493.180000 sec): 3 clusters Score: Raw -104203.422983 + Penalty 687.062316 = -103516.360666 nChanged 4 SP:Iteration 31Q (1493.180000 sec): 3 clusters Score: Raw -104205.173655 + Penalty 687.062316 = -103518.111339 nChanged 5 SP:Iteration 32Q (1493.180000 sec): 3 clusters Score: Raw -104207.033461 + Penalty 687.062316 = -103519.971145 nChanged 3 SP:Iteration 33Q (1493.180000 sec): 3 clusters Score: Raw -104207.706662 + Penalty 687.062316 = -103520.644345 nChanged 0 SP:Iteration 34F (1493.180000 sec): 3 clusters Score: Raw -104207.706662 + Penalty 687.062316 = -103520.644345 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 2 clusters Score: Raw -1374.782893 + Penalty 165.510170 = -1209.272723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 3 clusters Score: Raw -1427.628609 + Penalty 331.020341 = -1096.608268 nChanged 1 SP:Iteration 1Q (1493.190000 sec): 3 clusters Score: Raw -1436.673391 + Penalty 331.020341 = -1105.653051 nChanged 0 SP:Iteration 2F (1493.190000 sec): 3 clusters Score: Raw -1436.673391 + Penalty 331.020341 = -1105.653051 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 3 clusters Score: Raw -10596.898171 + Penalty 471.542303 = -10125.355868 nChanged 46 SP:Iteration 1F (1493.190000 sec): 3 clusters Score: Raw -10648.470036 + Penalty 471.542303 = -10176.927733 nChanged 7 SP:Iteration 2Q (1493.190000 sec): 3 clusters Score: Raw -10662.969999 + Penalty 471.542303 = -10191.427696 nChanged 4 SP:Iteration 3Q (1493.190000 sec): 3 clusters Score: Raw -10667.246948 + Penalty 471.542303 = -10195.704645 nChanged 1 SP:Iteration 4Q (1493.190000 sec): 3 clusters Score: Raw -10669.695756 + Penalty 471.542303 = -10198.153453 nChanged 2 SP:Iteration 5Q (1493.190000 sec): 3 clusters Score: Raw -10673.299337 + Penalty 471.542303 = -10201.757034 nChanged 1 SP:Iteration 6Q (1493.190000 sec): 3 clusters Score: Raw -10674.453860 + Penalty 471.542303 = -10202.911557 nChanged 0 SP:Iteration 7F (1493.190000 sec): 3 clusters Score: Raw -10674.453860 + Penalty 471.542303 = -10202.911557 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 2 clusters Score: Raw -9090.468375 + Penalty 232.868718 = -8857.599657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 3 clusters Score: Raw -9055.546828 + Penalty 465.737437 = -8589.809391 nChanged 51 SP:Iteration 1F (1493.190000 sec): 3 clusters Score: Raw -9118.954864 + Penalty 465.737437 = -8653.217427 nChanged 10 SP:Iteration 2F (1493.190000 sec): 3 clusters Score: Raw -9130.353678 + Penalty 465.737437 = -8664.616241 nChanged 5 SP:Iteration 3Q (1493.190000 sec): 3 clusters Score: Raw -9145.616200 + Penalty 465.737437 = -8679.878763 nChanged 11 SP:Iteration 4F (1493.190000 sec): 3 clusters Score: Raw -9171.153070 + Penalty 465.737437 = -8705.415633 nChanged 4 SP:Iteration 5Q (1493.190000 sec): 3 clusters Score: Raw -9176.439801 + Penalty 465.737437 = -8710.702364 nChanged 1 SP:Iteration 6Q (1493.190000 sec): 3 clusters Score: Raw -9177.656697 + Penalty 465.737437 = -8711.919260 nChanged 0 SP:Iteration 7F (1493.190000 sec): 3 clusters Score: Raw -9177.656697 + Penalty 465.737437 = -8711.919260 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 2 clusters Score: Raw -87142.757403 + Penalty 334.826806 = -86807.930597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.190000 sec): 3 clusters Score: Raw -86296.467074 + Penalty 669.653612 = -85626.813462 nChanged 625 SP:Iteration 1F (1493.200000 sec): 3 clusters Score: Raw -86627.412616 + Penalty 669.653612 = -85957.759005 nChanged 125 SP:Iteration 2F (1493.200000 sec): 3 clusters Score: Raw -86697.141087 + Penalty 669.653612 = -86027.487475 nChanged 96 SP:Iteration 3F (1493.200000 sec): 3 clusters Score: Raw -86746.037561 + Penalty 669.653612 = -86076.383949 nChanged 70 SP:Iteration 4Q (1493.200000 sec): 3 clusters Score: Raw -86779.290330 + Penalty 669.653612 = -86109.636718 nChanged 62 SP:Iteration 5Q (1493.200000 sec): 3 clusters Score: Raw -86815.458220 + Penalty 669.653612 = -86145.804608 nChanged 55 SP:Iteration 6Q (1493.210000 sec): 3 clusters Score: Raw -86844.813897 + Penalty 669.653612 = -86175.160285 nChanged 51 SP:Iteration 7Q (1493.210000 sec): 3 clusters Score: Raw -86873.697755 + Penalty 669.653612 = -86204.044144 nChanged 53 SP:Iteration 8Q (1493.210000 sec): 3 clusters Score: Raw -86908.388897 + Penalty 669.653612 = -86238.735286 nChanged 48 SP:Iteration 9Q (1493.210000 sec): 3 clusters Score: Raw -86939.265439 + Penalty 669.653612 = -86269.611827 nChanged 53 SP:Iteration 10Q (1493.210000 sec): 3 clusters Score: Raw -86974.700947 + Penalty 669.653612 = -86305.047335 nChanged 57 SP:Iteration 11Q (1493.210000 sec): 3 clusters Score: Raw -87021.891502 + Penalty 669.653612 = -86352.237890 nChanged 53 SP:Iteration 12Q (1493.210000 sec): 3 clusters Score: Raw -87069.098014 + Penalty 669.653612 = -86399.444402 nChanged 36 SP:Iteration 13Q (1493.210000 sec): 3 clusters Score: Raw -87096.118120 + Penalty 669.653612 = -86426.464508 nChanged 39 SP:Iteration 14Q (1493.220000 sec): 3 clusters Score: Raw -87114.920841 + Penalty 669.653612 = -86445.267229 nChanged 28 SP:Iteration 15Q (1493.220000 sec): 3 clusters Score: Raw -87130.135189 + Penalty 669.653612 = -86460.481578 nChanged 23 SP:Iteration 16Q (1493.220000 sec): 3 clusters Score: Raw -87140.698734 + Penalty 669.653612 = -86471.045122 nChanged 18 SP:Iteration 17Q (1493.220000 sec): 3 clusters Score: Raw -87150.042325 + Penalty 669.653612 = -86480.388713 nChanged 17 SP:Iteration 18Q (1493.220000 sec): 3 clusters Score: Raw -87156.678490 + Penalty 669.653612 = -86487.024878 nChanged 13 SP:Iteration 19Q (1493.230000 sec): 3 clusters Score: Raw -87160.596188 + Penalty 669.653612 = -86490.942576 nChanged 6 SP:Iteration 20F (1493.230000 sec): 3 clusters Score: Raw -87162.209290 + Penalty 669.653612 = -86492.555678 nChanged 5 SP:Iteration 21Q (1493.230000 sec): 3 clusters Score: Raw -87163.990380 + Penalty 669.653612 = -86494.336769 nChanged 7 SP:Iteration 22Q (1493.230000 sec): 3 clusters Score: Raw -87166.566363 + Penalty 669.653612 = -86496.912751 nChanged 10 SP:Iteration 23Q (1493.230000 sec): 3 clusters Score: Raw -87171.188774 + Penalty 669.653612 = -86501.535163 nChanged 7 SP:Iteration 24Q (1493.230000 sec): 3 clusters Score: Raw -87173.672669 + Penalty 669.653612 = -86504.019057 nChanged 6 SP:Iteration 25Q (1493.230000 sec): 3 clusters Score: Raw -87176.506424 + Penalty 669.653612 = -86506.852812 nChanged 6 SP:Iteration 26Q (1493.230000 sec): 3 clusters Score: Raw -87179.184632 + Penalty 669.653612 = -86509.531020 nChanged 5 SP:Iteration 27Q (1493.240000 sec): 3 clusters Score: Raw -87181.157031 + Penalty 669.653612 = -86511.503419 nChanged 5 SP:Iteration 28Q (1493.240000 sec): 3 clusters Score: Raw -87182.682482 + Penalty 669.653612 = -86513.028870 nChanged 6 SP:Iteration 29Q (1493.240000 sec): 3 clusters Score: Raw -87184.309469 + Penalty 669.653612 = -86514.655857 nChanged 7 SP:Iteration 30Q (1493.240000 sec): 3 clusters Score: Raw -87186.675841 + Penalty 669.653612 = -86517.022230 nChanged 7 SP:Iteration 31Q (1493.240000 sec): 3 clusters Score: Raw -87188.892569 + Penalty 669.653612 = -86519.238958 nChanged 8 SP:Iteration 32Q (1493.240000 sec): 3 clusters Score: Raw -87191.429555 + Penalty 669.653612 = -86521.775943 nChanged 6 SP:Iteration 33Q (1493.250000 sec): 3 clusters Score: Raw -87192.981748 + Penalty 669.653612 = -86523.328136 nChanged 1 SP:Iteration 34Q (1493.250000 sec): 3 clusters Score: Raw -87193.140682 + Penalty 669.653612 = -86523.487071 nChanged 0 SP:Iteration 35F (1493.250000 sec): 3 clusters Score: Raw -87193.140682 + Penalty 669.653612 = -86523.487071 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.440000 sec): 2 clusters Score: Raw -6498658.448842 + Penalty 528.684762 = -6498129.764080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.580000 sec): 3 clusters Score: Raw -6423567.803980 + Penalty 1057.369523 = -6422510.434457 nChanged 54450 SP:Iteration 1F (1493.720000 sec): 3 clusters Score: Raw -6456991.481335 + Penalty 1057.369523 = -6455934.111812 nChanged 4616 SP:Iteration 2Q (1493.870000 sec): 3 clusters Score: Raw -6458811.814160 + Penalty 1057.369523 = -6457754.444637 nChanged 5361 SP:Iteration 3Q (1494.020000 sec): 3 clusters Score: Raw -6461529.757878 + Penalty 1057.369523 = -6460472.388355 nChanged 6414 SP:Iteration 4F (1494.160000 sec): 3 clusters Score: Raw -6465582.224047 + Penalty 1057.369523 = -6464524.854524 nChanged 7672 SP:Iteration 5F (1494.290000 sec): 3 clusters Score: Raw -6471315.779312 + Penalty 1057.369523 = -6470258.409789 nChanged 8427 SP:Iteration 6F (1494.430000 sec): 3 clusters Score: Raw -6478322.331200 + Penalty 1057.369523 = -6477264.961677 nChanged 8230 SP:Iteration 7F (1494.560000 sec): 3 clusters Score: Raw -6485407.527487 + Penalty 1057.369523 = -6484350.157964 nChanged 6590 SP:Iteration 8F (1494.700000 sec): 3 clusters Score: Raw -6491022.209949 + Penalty 1057.369523 = -6489964.840426 nChanged 4606 SP:Iteration 9Q (1494.830000 sec): 3 clusters Score: Raw -6494818.966230 + Penalty 1057.369523 = -6493761.596707 nChanged 2632 SP:Iteration 10Q (1494.950000 sec): 3 clusters Score: Raw -6496896.265492 + Penalty 1057.369523 = -6495838.895969 nChanged 1338 SP:Iteration 11Q (1495.070000 sec): 3 clusters Score: Raw -6497932.832759 + Penalty 1057.369523 = -6496875.463236 nChanged 614 SP:Iteration 12Q (1495.180000 sec): 3 clusters Score: Raw -6498385.874812 + Penalty 1057.369523 = -6497328.505289 nChanged 242 SP:Iteration 13Q (1495.290000 sec): 3 clusters Score: Raw -6498567.561903 + Penalty 1057.369523 = -6497510.192380 nChanged 97 SP:Iteration 14Q (1495.400000 sec): 3 clusters Score: Raw -6498648.410487 + Penalty 1057.369523 = -6497591.040964 nChanged 52 SP:Iteration 15Q (1495.510000 sec): 3 clusters Score: Raw -6498687.524684 + Penalty 1057.369523 = -6497630.155161 nChanged 28 SP:Iteration 16Q (1495.620000 sec): 3 clusters Score: Raw -6498709.915179 + Penalty 1057.369523 = -6497652.545656 nChanged 14 SP:Iteration 17Q (1495.740000 sec): 3 clusters Score: Raw -6498719.874352 + Penalty 1057.369523 = -6497662.504829 nChanged 8 SP:Iteration 18Q (1495.850000 sec): 3 clusters Score: Raw -6498723.323495 + Penalty 1057.369523 = -6497665.953972 nChanged 4 SP:Iteration 19Q (1495.950000 sec): 3 clusters Score: Raw -6498726.436632 + Penalty 1057.369523 = -6497669.067109 nChanged 3 SP:Iteration 20F (1496.090000 sec): 3 clusters Score: Raw -6498729.025193 + Penalty 1057.369523 = -6497671.655670 nChanged 1 SP:Iteration 21Q (1496.190000 sec): 3 clusters Score: Raw -6498729.341260 + Penalty 1057.369523 = -6497671.971737 nChanged 2 SP:Iteration 22Q (1496.300000 sec): 3 clusters Score: Raw -6498730.273136 + Penalty 1057.369523 = -6497672.903613 nChanged 1 SP:Iteration 23Q (1496.410000 sec): 3 clusters Score: Raw -6498730.540030 + Penalty 1057.369523 = -6497673.170507 nChanged 0 SP:Iteration 24F (1496.540000 sec): 3 clusters Score: Raw -6498730.540030 + Penalty 1057.369523 = -6497673.170507 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.590000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.590000 sec): 3 clusters Score: Raw -12263.263860 + Penalty 489.989051 = -11773.274809 nChanged 68 SP:Iteration 1F (1496.590000 sec): 3 clusters Score: Raw -12340.627770 + Penalty 489.989051 = -11850.638719 nChanged 16 SP:Iteration 2F (1496.590000 sec): 3 clusters Score: Raw -12359.306283 + Penalty 489.989051 = -11869.317233 nChanged 4 SP:Iteration 3Q (1496.590000 sec): 3 clusters Score: Raw -12361.509984 + Penalty 489.989051 = -11871.520933 nChanged 1 SP:Iteration 4Q (1496.590000 sec): 3 clusters Score: Raw -12362.333780 + Penalty 489.989051 = -11872.344729 nChanged 1 SP:Iteration 5Q (1496.590000 sec): 3 clusters Score: Raw -12362.563812 + Penalty 489.989051 = -11872.574762 nChanged 1 SP:Iteration 6Q (1496.590000 sec): 3 clusters Score: Raw -12362.724876 + Penalty 489.989051 = -11872.735826 nChanged 0 SP:Iteration 7F (1496.590000 sec): 3 clusters Score: Raw -12362.724876 + Penalty 489.989051 = -11872.735826 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.590000 sec): 2 clusters Score: Raw -146974.288396 + Penalty 358.507763 = -146615.780633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.600000 sec): 3 clusters Score: Raw -145467.009739 + Penalty 717.015525 = -144749.994214 nChanged 1149 SP:Iteration 1F (1496.600000 sec): 3 clusters Score: Raw -146124.557759 + Penalty 717.015525 = -145407.542233 nChanged 221 SP:Iteration 2F (1496.600000 sec): 3 clusters Score: Raw -146237.614484 + Penalty 717.015525 = -145520.598959 nChanged 162 SP:Iteration 3F (1496.610000 sec): 3 clusters Score: Raw -146319.151032 + Penalty 717.015525 = -145602.135507 nChanged 136 SP:Iteration 4F (1496.610000 sec): 3 clusters Score: Raw -146396.535609 + Penalty 717.015525 = -145679.520084 nChanged 126 SP:Iteration 5Q (1496.610000 sec): 3 clusters Score: Raw -146465.967281 + Penalty 717.015525 = -145748.951756 nChanged 95 SP:Iteration 6Q (1496.610000 sec): 3 clusters Score: Raw -146517.593401 + Penalty 717.015525 = -145800.577875 nChanged 82 SP:Iteration 7Q (1496.610000 sec): 3 clusters Score: Raw -146579.166142 + Penalty 717.015525 = -145862.150617 nChanged 90 SP:Iteration 8Q (1496.620000 sec): 3 clusters Score: Raw -146651.793838 + Penalty 717.015525 = -145934.778313 nChanged 95 SP:Iteration 9Q (1496.620000 sec): 3 clusters Score: Raw -146723.746724 + Penalty 717.015525 = -146006.731199 nChanged 91 SP:Iteration 10Q (1496.620000 sec): 3 clusters Score: Raw -146813.380080 + Penalty 717.015525 = -146096.364555 nChanged 101 SP:Iteration 11Q (1496.630000 sec): 3 clusters Score: Raw -146947.535881 + Penalty 717.015525 = -146230.520356 nChanged 73 SP:Iteration 12Q (1496.630000 sec): 3 clusters Score: Raw -147004.462144 + Penalty 717.015525 = -146287.446619 nChanged 39 SP:Iteration 13Q (1496.630000 sec): 3 clusters Score: Raw -147023.162080 + Penalty 717.015525 = -146306.146555 nChanged 30 SP:Iteration 14Q (1496.630000 sec): 3 clusters Score: Raw -147030.990981 + Penalty 717.015525 = -146313.975456 nChanged 11 SP:Iteration 15Q (1496.630000 sec): 3 clusters Score: Raw -147033.998196 + Penalty 717.015525 = -146316.982671 nChanged 9 SP:Iteration 16Q (1496.640000 sec): 3 clusters Score: Raw -147035.473351 + Penalty 717.015525 = -146318.457826 nChanged 5 SP:Iteration 17Q (1496.640000 sec): 3 clusters Score: Raw -147037.064151 + Penalty 717.015525 = -146320.048625 nChanged 5 SP:Iteration 18Q (1496.640000 sec): 3 clusters Score: Raw -147040.007827 + Penalty 717.015525 = -146322.992302 nChanged 3 SP:Iteration 19Q (1496.650000 sec): 3 clusters Score: Raw -147040.458837 + Penalty 717.015525 = -146323.443312 nChanged 6 SP:Iteration 20F (1496.650000 sec): 3 clusters Score: Raw -147042.358581 + Penalty 717.015525 = -146325.343055 nChanged 8 SP:Iteration 21Q (1496.650000 sec): 3 clusters Score: Raw -147044.773608 + Penalty 717.015525 = -146327.758083 nChanged 9 SP:Iteration 22Q (1496.650000 sec): 3 clusters Score: Raw -147046.445536 + Penalty 717.015525 = -146329.430010 nChanged 3 SP:Iteration 23Q (1496.650000 sec): 3 clusters Score: Raw -147047.431865 + Penalty 717.015525 = -146330.416340 nChanged 4 SP:Iteration 24Q (1496.660000 sec): 3 clusters Score: Raw -147049.175862 + Penalty 717.015525 = -146332.160337 nChanged 9 SP:Iteration 25Q (1496.660000 sec): 3 clusters Score: Raw -147052.596721 + Penalty 717.015525 = -146335.581196 nChanged 8 SP:Iteration 26Q (1496.660000 sec): 3 clusters Score: Raw -147054.708812 + Penalty 717.015525 = -146337.693286 nChanged 7 SP:Iteration 27Q (1496.660000 sec): 3 clusters Score: Raw -147055.851153 + Penalty 717.015525 = -146338.835627 nChanged 4 SP:Iteration 28Q (1496.670000 sec): 3 clusters Score: Raw -147056.535539 + Penalty 717.015525 = -146339.520014 nChanged 5 SP:Iteration 29Q (1496.670000 sec): 3 clusters Score: Raw -147057.390385 + Penalty 717.015525 = -146340.374860 nChanged 5 SP:Iteration 30Q (1496.670000 sec): 3 clusters Score: Raw -147058.094692 + Penalty 717.015525 = -146341.079167 nChanged 4 SP:Iteration 31Q (1496.670000 sec): 3 clusters Score: Raw -147058.851355 + Penalty 717.015525 = -146341.835830 nChanged 6 SP:Iteration 32Q (1496.670000 sec): 3 clusters Score: Raw -147060.165237 + Penalty 717.015525 = -146343.149712 nChanged 5 SP:Iteration 33Q (1496.680000 sec): 3 clusters Score: Raw -147061.548149 + Penalty 717.015525 = -146344.532624 nChanged 11 SP:Iteration 34Q (1496.680000 sec): 3 clusters Score: Raw -147064.720064 + Penalty 717.015525 = -146347.704539 nChanged 5 SP:Iteration 35Q (1496.680000 sec): 3 clusters Score: Raw -147065.619523 + Penalty 717.015525 = -146348.603998 nChanged 2 SP:Iteration 36Q (1496.680000 sec): 3 clusters Score: Raw -147065.870346 + Penalty 717.015525 = -146348.854821 nChanged 3 SP:Iteration 37Q (1496.690000 sec): 3 clusters Score: Raw -147066.103459 + Penalty 717.015525 = -146349.087934 nChanged 2 SP:Iteration 38Q (1496.690000 sec): 3 clusters Score: Raw -147066.715971 + Penalty 717.015525 = -146349.700446 nChanged 1 SP:Iteration 39Q (1496.690000 sec): 3 clusters Score: Raw -147066.789444 + Penalty 717.015525 = -146349.773919 nChanged 0 SP:Iteration 40F (1496.690000 sec): 3 clusters Score: Raw -147066.789444 + Penalty 717.015525 = -146349.773919 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.690000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.690000 sec): 3 clusters Score: Raw -10431.466137 + Penalty 474.559154 = -9956.906984 nChanged 41 SP:Iteration 1F (1496.690000 sec): 3 clusters Score: Raw -10486.278781 + Penalty 474.559154 = -10011.719627 nChanged 10 SP:Iteration 2F (1496.690000 sec): 3 clusters Score: Raw -10507.452584 + Penalty 474.559154 = -10032.893430 nChanged 10 SP:Iteration 3F (1496.690000 sec): 3 clusters Score: Raw -10539.850254 + Penalty 474.559154 = -10065.291100 nChanged 7 SP:Iteration 4Q (1496.690000 sec): 3 clusters Score: Raw -10556.567653 + Penalty 474.559154 = -10082.008499 nChanged 3 SP:Iteration 5Q (1496.690000 sec): 3 clusters Score: Raw -10561.615125 + Penalty 474.559154 = -10087.055971 nChanged 1 SP:Iteration 6Q (1496.690000 sec): 3 clusters Score: Raw -10563.351024 + Penalty 474.559154 = -10088.791870 nChanged 2 SP:Iteration 7Q (1496.700000 sec): 3 clusters Score: Raw -10566.191172 + Penalty 474.559154 = -10091.632018 nChanged 1 SP:Iteration 8Q (1496.700000 sec): 3 clusters Score: Raw -10566.954465 + Penalty 474.559154 = -10092.395311 nChanged 2 SP:Iteration 9Q (1496.700000 sec): 3 clusters Score: Raw -10567.830736 + Penalty 474.559154 = -10093.271582 nChanged 0 SP:Iteration 10F (1496.700000 sec): 3 clusters Score: Raw -10567.830736 + Penalty 474.559154 = -10093.271582 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.700000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.700000 sec): 3 clusters Score: Raw -5747.934496 + Penalty 427.743713 = -5320.190783 nChanged 16 SP:Iteration 1F (1496.700000 sec): 3 clusters Score: Raw -5766.651918 + Penalty 427.743713 = -5338.908205 nChanged 3 SP:Iteration 2Q (1496.700000 sec): 3 clusters Score: Raw -5771.102073 + Penalty 427.743713 = -5343.358360 nChanged 0 SP:Iteration 3F (1496.700000 sec): 3 clusters Score: Raw -5771.102073 + Penalty 427.743713 = -5343.358360 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.700000 sec): 2 clusters Score: Raw -28621.503073 + Penalty 283.036853 = -28338.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.700000 sec): 3 clusters Score: Raw -28411.694581 + Penalty 566.073705 = -27845.620876 nChanged 187 SP:Iteration 1F (1496.700000 sec): 3 clusters Score: Raw -28543.698224 + Penalty 566.073705 = -27977.624519 nChanged 31 SP:Iteration 2F (1496.700000 sec): 3 clusters Score: Raw -28567.708073 + Penalty 566.073705 = -28001.634368 nChanged 19 SP:Iteration 3Q (1496.700000 sec): 3 clusters Score: Raw -28581.592259 + Penalty 566.073705 = -28015.518553 nChanged 12 SP:Iteration 4Q (1496.700000 sec): 3 clusters Score: Raw -28589.970423 + Penalty 566.073705 = -28023.896718 nChanged 8 SP:Iteration 5Q (1496.700000 sec): 3 clusters Score: Raw -28595.732534 + Penalty 566.073705 = -28029.658829 nChanged 10 SP:Iteration 6Q (1496.700000 sec): 3 clusters Score: Raw -28604.349736 + Penalty 566.073705 = -28038.276031 nChanged 10 SP:Iteration 7Q (1496.700000 sec): 3 clusters Score: Raw -28614.636224 + Penalty 566.073705 = -28048.562518 nChanged 8 SP:Iteration 8Q (1496.710000 sec): 3 clusters Score: Raw -28622.813956 + Penalty 566.073705 = -28056.740251 nChanged 10 SP:Iteration 9Q (1496.710000 sec): 3 clusters Score: Raw -28635.774268 + Penalty 566.073705 = -28069.700563 nChanged 10 SP:Iteration 10Q (1496.710000 sec): 3 clusters Score: Raw -28653.751752 + Penalty 566.073705 = -28087.678047 nChanged 8 SP:Iteration 11Q (1496.710000 sec): 3 clusters Score: Raw -28662.353365 + Penalty 566.073705 = -28096.279660 nChanged 11 SP:Iteration 12Q (1496.710000 sec): 3 clusters Score: Raw -28674.031735 + Penalty 566.073705 = -28107.958029 nChanged 9 SP:Iteration 13Q (1496.710000 sec): 3 clusters Score: Raw -28682.210530 + Penalty 566.073705 = -28116.136824 nChanged 9 SP:Iteration 14Q (1496.710000 sec): 3 clusters Score: Raw -28689.784006 + Penalty 566.073705 = -28123.710301 nChanged 2 SP:Iteration 15Q (1496.710000 sec): 3 clusters Score: Raw -28690.879289 + Penalty 566.073705 = -28124.805583 nChanged 2 SP:Iteration 16Q (1496.710000 sec): 3 clusters Score: Raw -28692.667678 + Penalty 566.073705 = -28126.593973 nChanged 3 SP:Iteration 17Q (1496.710000 sec): 3 clusters Score: Raw -28694.019098 + Penalty 566.073705 = -28127.945392 nChanged 3 SP:Iteration 18Q (1496.710000 sec): 3 clusters Score: Raw -28695.770431 + Penalty 566.073705 = -28129.696725 nChanged 2 SP:Iteration 19Q (1496.710000 sec): 3 clusters Score: Raw -28696.940870 + Penalty 566.073705 = -28130.867165 nChanged 0 SP:Iteration 20F (1496.710000 sec): 3 clusters Score: Raw -28696.940870 + Penalty 566.073705 = -28130.867165 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.710000 sec): 2 clusters Score: Raw -27264.823500 + Penalty 284.373874 = -26980.449626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.710000 sec): 3 clusters Score: Raw -27084.980227 + Penalty 568.747747 = -26516.232480 nChanged 191 SP:Iteration 1F (1496.710000 sec): 3 clusters Score: Raw -27268.386625 + Penalty 568.747747 = -26699.638877 nChanged 49 SP:Iteration 2F (1496.710000 sec): 3 clusters Score: Raw -27319.945313 + Penalty 568.747747 = -26751.197566 nChanged 32 SP:Iteration 3F (1496.710000 sec): 3 clusters Score: Raw -27359.181937 + Penalty 568.747747 = -26790.434190 nChanged 21 SP:Iteration 4Q (1496.710000 sec): 3 clusters Score: Raw -27375.896945 + Penalty 568.747747 = -26807.149198 nChanged 17 SP:Iteration 5Q (1496.710000 sec): 3 clusters Score: Raw -27398.949676 + Penalty 568.747747 = -26830.201929 nChanged 10 SP:Iteration 6Q (1496.710000 sec): 3 clusters Score: Raw -27411.824455 + Penalty 568.747747 = -26843.076708 nChanged 7 SP:Iteration 7Q (1496.710000 sec): 3 clusters Score: Raw -27427.043924 + Penalty 568.747747 = -26858.296177 nChanged 7 SP:Iteration 8Q (1496.720000 sec): 3 clusters Score: Raw -27436.261815 + Penalty 568.747747 = -26867.514068 nChanged 6 SP:Iteration 9Q (1496.720000 sec): 3 clusters Score: Raw -27445.078107 + Penalty 568.747747 = -26876.330360 nChanged 10 SP:Iteration 10Q (1496.720000 sec): 3 clusters Score: Raw -27453.811527 + Penalty 568.747747 = -26885.063780 nChanged 5 SP:Iteration 11Q (1496.720000 sec): 3 clusters Score: Raw -27455.771428 + Penalty 568.747747 = -26887.023681 nChanged 5 SP:Iteration 12Q (1496.720000 sec): 3 clusters Score: Raw -27457.379351 + Penalty 568.747747 = -26888.631604 nChanged 2 SP:Iteration 13Q (1496.720000 sec): 3 clusters Score: Raw -27457.914901 + Penalty 568.747747 = -26889.167154 nChanged 1 SP:Iteration 14Q (1496.720000 sec): 3 clusters Score: Raw -27458.273328 + Penalty 568.747747 = -26889.525581 nChanged 1 SP:Iteration 15Q (1496.720000 sec): 3 clusters Score: Raw -27459.141148 + Penalty 568.747747 = -26890.393401 nChanged 1 SP:Iteration 16Q (1496.720000 sec): 3 clusters Score: Raw -27460.255500 + Penalty 568.747747 = -26891.507753 nChanged 1 SP:Iteration 17Q (1496.720000 sec): 3 clusters Score: Raw -27460.451706 + Penalty 568.747747 = -26891.703959 nChanged 1 SP:Iteration 18Q (1496.720000 sec): 3 clusters Score: Raw -27460.763578 + Penalty 568.747747 = -26892.015831 nChanged 1 SP:Iteration 19Q (1496.720000 sec): 3 clusters Score: Raw -27461.701101 + Penalty 568.747747 = -26892.953354 nChanged 2 SP:Iteration 20F (1496.720000 sec): 3 clusters Score: Raw -27462.613296 + Penalty 568.747747 = -26893.865549 nChanged 2 SP:Iteration 21Q (1496.720000 sec): 3 clusters Score: Raw -27464.164408 + Penalty 568.747747 = -26895.416661 nChanged 1 SP:Iteration 22Q (1496.720000 sec): 3 clusters Score: Raw -27464.300289 + Penalty 568.747747 = -26895.552542 nChanged 1 SP:Iteration 23Q (1496.720000 sec): 3 clusters Score: Raw -27464.577863 + Penalty 568.747747 = -26895.830116 nChanged 1 SP:Iteration 24Q (1496.730000 sec): 3 clusters Score: Raw -27464.904815 + Penalty 568.747747 = -26896.157068 nChanged 1 SP:Iteration 25Q (1496.730000 sec): 3 clusters Score: Raw -27465.077775 + Penalty 568.747747 = -26896.330028 nChanged 0 SP:Iteration 26F (1496.730000 sec): 3 clusters Score: Raw -27465.077775 + Penalty 568.747747 = -26896.330028 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 3 clusters Score: Raw -2681.899457 + Penalty 364.667320 = -2317.232137 nChanged 5 SP:Iteration 1F (1496.730000 sec): 3 clusters Score: Raw -2702.268085 + Penalty 364.667320 = -2337.600765 nChanged 2 SP:Iteration 2Q (1496.730000 sec): 3 clusters Score: Raw -2714.899090 + Penalty 364.667320 = -2350.231770 nChanged 1 SP:Iteration 3Q (1496.730000 sec): 3 clusters Score: Raw -2720.423409 + Penalty 364.667320 = -2355.756089 nChanged 0 SP:Iteration 4F (1496.730000 sec): 3 clusters Score: Raw -2720.423409 + Penalty 364.667320 = -2355.756089 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 3 clusters Score: Raw -9336.918965 + Penalty 460.118368 = -8876.800597 nChanged 33 SP:Iteration 1F (1496.730000 sec): 3 clusters Score: Raw -9374.159309 + Penalty 460.118368 = -8914.040941 nChanged 9 SP:Iteration 2F (1496.730000 sec): 3 clusters Score: Raw -9389.846266 + Penalty 460.118368 = -8929.727898 nChanged 3 SP:Iteration 3Q (1496.730000 sec): 3 clusters Score: Raw -9392.600816 + Penalty 460.118368 = -8932.482447 nChanged 0 SP:Iteration 4F (1496.730000 sec): 3 clusters Score: Raw -9392.600816 + Penalty 460.118368 = -8932.482447 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 3 clusters Score: Raw -19341.187260 + Penalty 526.328092 = -18814.859168 nChanged 105 SP:Iteration 1F (1496.730000 sec): 3 clusters Score: Raw -19432.238310 + Penalty 526.328092 = -18905.910218 nChanged 22 SP:Iteration 2F (1496.730000 sec): 3 clusters Score: Raw -19449.646388 + Penalty 526.328092 = -18923.318296 nChanged 15 SP:Iteration 3Q (1496.730000 sec): 3 clusters Score: Raw -19460.218823 + Penalty 526.328092 = -18933.890731 nChanged 16 SP:Iteration 4Q (1496.730000 sec): 3 clusters Score: Raw -19470.684634 + Penalty 526.328092 = -18944.356542 nChanged 8 SP:Iteration 5Q (1496.730000 sec): 3 clusters Score: Raw -19473.676961 + Penalty 526.328092 = -18947.348870 nChanged 1 SP:Iteration 6Q (1496.730000 sec): 3 clusters Score: Raw -19474.519492 + Penalty 526.328092 = -18948.191400 nChanged 2 SP:Iteration 7Q (1496.730000 sec): 3 clusters Score: Raw -19475.937292 + Penalty 526.328092 = -18949.609201 nChanged 1 SP:Iteration 8Q (1496.730000 sec): 3 clusters Score: Raw -19477.276075 + Penalty 526.328092 = -18950.947983 nChanged 0 SP:Iteration 9F (1496.730000 sec): 3 clusters Score: Raw -19477.276075 + Penalty 526.328092 = -18950.947983 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 2 clusters Score: Raw -5325.393846 + Penalty 214.283624 = -5111.110222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 3 clusters Score: Raw -5329.423728 + Penalty 428.567248 = -4900.856480 nChanged 26 SP:Iteration 1F (1496.730000 sec): 3 clusters Score: Raw -5371.199205 + Penalty 428.567248 = -4942.631956 nChanged 3 SP:Iteration 2Q (1496.730000 sec): 3 clusters Score: Raw -5375.559194 + Penalty 428.567248 = -4946.991946 nChanged 0 SP:Iteration 3F (1496.730000 sec): 3 clusters Score: Raw -5375.559194 + Penalty 428.567248 = -4946.991946 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.730000 sec): 3 clusters Score: Raw -13564.954214 + Penalty 499.493333 = -13065.460881 nChanged 77 SP:Iteration 1F (1496.740000 sec): 3 clusters Score: Raw -13643.151926 + Penalty 499.493333 = -13143.658593 nChanged 20 SP:Iteration 2F (1496.740000 sec): 3 clusters Score: Raw -13672.011298 + Penalty 499.493333 = -13172.517965 nChanged 14 SP:Iteration 3F (1496.740000 sec): 3 clusters Score: Raw -13691.756386 + Penalty 499.493333 = -13192.263053 nChanged 6 SP:Iteration 4Q (1496.740000 sec): 3 clusters Score: Raw -13704.319226 + Penalty 499.493333 = -13204.825892 nChanged 5 SP:Iteration 5Q (1496.740000 sec): 3 clusters Score: Raw -13718.364592 + Penalty 499.493333 = -13218.871259 nChanged 7 SP:Iteration 6Q (1496.740000 sec): 3 clusters Score: Raw -13737.648726 + Penalty 499.493333 = -13238.155392 nChanged 1 SP:Iteration 7Q (1496.740000 sec): 3 clusters Score: Raw -13739.777945 + Penalty 499.493333 = -13240.284612 nChanged 0 SP:Iteration 8F (1496.740000 sec): 3 clusters Score: Raw -13739.777945 + Penalty 499.493333 = -13240.284612 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.740000 sec): 2 clusters Score: Raw -38486.357698 + Penalty 300.725391 = -38185.632308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.740000 sec): 3 clusters Score: Raw -38153.278277 + Penalty 601.450781 = -37551.827496 nChanged 285 SP:Iteration 1F (1496.740000 sec): 3 clusters Score: Raw -38389.546075 + Penalty 601.450781 = -37788.095294 nChanged 57 SP:Iteration 2F (1496.740000 sec): 3 clusters Score: Raw -38430.499288 + Penalty 601.450781 = -37829.048507 nChanged 37 SP:Iteration 3Q (1496.740000 sec): 3 clusters Score: Raw -38458.978794 + Penalty 601.450781 = -37857.528013 nChanged 32 SP:Iteration 4Q (1496.740000 sec): 3 clusters Score: Raw -38481.963651 + Penalty 601.450781 = -37880.512869 nChanged 21 SP:Iteration 5Q (1496.750000 sec): 3 clusters Score: Raw -38498.466954 + Penalty 601.450781 = -37897.016172 nChanged 18 SP:Iteration 6Q (1496.750000 sec): 3 clusters Score: Raw -38509.778820 + Penalty 601.450781 = -37908.328039 nChanged 17 SP:Iteration 7Q (1496.750000 sec): 3 clusters Score: Raw -38519.623996 + Penalty 601.450781 = -37918.173215 nChanged 16 SP:Iteration 8Q (1496.750000 sec): 3 clusters Score: Raw -38527.855683 + Penalty 601.450781 = -37926.404902 nChanged 13 SP:Iteration 9Q (1496.750000 sec): 3 clusters Score: Raw -38533.679485 + Penalty 601.450781 = -37932.228704 nChanged 6 SP:Iteration 10Q (1496.750000 sec): 3 clusters Score: Raw -38536.710114 + Penalty 601.450781 = -37935.259333 nChanged 10 SP:Iteration 11Q (1496.750000 sec): 3 clusters Score: Raw -38542.745639 + Penalty 601.450781 = -37941.294858 nChanged 9 SP:Iteration 12Q (1496.750000 sec): 3 clusters Score: Raw -38546.447439 + Penalty 601.450781 = -37944.996658 nChanged 6 SP:Iteration 13Q (1496.750000 sec): 3 clusters Score: Raw -38548.627899 + Penalty 601.450781 = -37947.177118 nChanged 6 SP:Iteration 14Q (1496.750000 sec): 3 clusters Score: Raw -38551.397136 + Penalty 601.450781 = -37949.946355 nChanged 8 SP:Iteration 15Q (1496.750000 sec): 3 clusters Score: Raw -38554.381512 + Penalty 601.450781 = -37952.930731 nChanged 6 SP:Iteration 16Q (1496.750000 sec): 3 clusters Score: Raw -38557.750138 + Penalty 601.450781 = -37956.299357 nChanged 4 SP:Iteration 17Q (1496.750000 sec): 3 clusters Score: Raw -38558.835983 + Penalty 601.450781 = -37957.385201 nChanged 1 SP:Iteration 18Q (1496.750000 sec): 3 clusters Score: Raw -38558.938109 + Penalty 601.450781 = -37957.487328 nChanged 1 SP:Iteration 19Q (1496.750000 sec): 3 clusters Score: Raw -38559.281326 + Penalty 601.450781 = -37957.830545 nChanged 1 SP:Iteration 20F (1496.750000 sec): 3 clusters Score: Raw -38559.412307 + Penalty 601.450781 = -37957.961526 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.760000 sec): 2 clusters Score: Raw -26468.377116 + Penalty 278.373423 = -26190.003693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.760000 sec): 3 clusters Score: Raw -26284.149404 + Penalty 556.746845 = -25727.402559 nChanged 149 SP:Iteration 1F (1496.760000 sec): 3 clusters Score: Raw -26405.057352 + Penalty 556.746845 = -25848.310507 nChanged 48 SP:Iteration 2F (1496.760000 sec): 3 clusters Score: Raw -26439.009121 + Penalty 556.746845 = -25882.262275 nChanged 20 SP:Iteration 3Q (1496.760000 sec): 3 clusters Score: Raw -26464.196162 + Penalty 556.746845 = -25907.449317 nChanged 27 SP:Iteration 4F (1496.760000 sec): 3 clusters Score: Raw -26496.813383 + Penalty 556.746845 = -25940.066538 nChanged 21 SP:Iteration 5Q (1496.760000 sec): 3 clusters Score: Raw -26513.035342 + Penalty 556.746845 = -25956.288497 nChanged 11 SP:Iteration 6Q (1496.760000 sec): 3 clusters Score: Raw -26521.934376 + Penalty 556.746845 = -25965.187531 nChanged 10 SP:Iteration 7Q (1496.760000 sec): 3 clusters Score: Raw -26528.653989 + Penalty 556.746845 = -25971.907144 nChanged 6 SP:Iteration 8Q (1496.760000 sec): 3 clusters Score: Raw -26531.483716 + Penalty 556.746845 = -25974.736871 nChanged 6 SP:Iteration 9Q (1496.760000 sec): 3 clusters Score: Raw -26534.343651 + Penalty 556.746845 = -25977.596806 nChanged 4 SP:Iteration 10Q (1496.760000 sec): 3 clusters Score: Raw -26536.797790 + Penalty 556.746845 = -25980.050945 nChanged 2 SP:Iteration 11Q (1496.760000 sec): 3 clusters Score: Raw -26537.160193 + Penalty 556.746845 = -25980.413348 nChanged 0 SP:Iteration 12F (1496.760000 sec): 3 clusters Score: Raw -26537.160193 + Penalty 556.746845 = -25980.413348 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.770000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.770000 sec): 3 clusters Score: Raw -52391.484731 + Penalty 628.514685 = -51762.970046 nChanged 385 SP:Iteration 1F (1496.770000 sec): 3 clusters Score: Raw -52623.110310 + Penalty 628.514685 = -51994.595625 nChanged 88 SP:Iteration 2F (1496.770000 sec): 3 clusters Score: Raw -52680.995917 + Penalty 628.514685 = -52052.481232 nChanged 52 SP:Iteration 3F (1496.770000 sec): 3 clusters Score: Raw -52719.231796 + Penalty 628.514685 = -52090.717111 nChanged 43 SP:Iteration 4Q (1496.770000 sec): 3 clusters Score: Raw -52760.727738 + Penalty 628.514685 = -52132.213053 nChanged 43 SP:Iteration 5Q (1496.770000 sec): 3 clusters Score: Raw -52787.583627 + Penalty 628.514685 = -52159.068942 nChanged 27 SP:Iteration 6Q (1496.770000 sec): 3 clusters Score: Raw -52806.604685 + Penalty 628.514685 = -52178.090000 nChanged 27 SP:Iteration 7Q (1496.770000 sec): 3 clusters Score: Raw -52822.444609 + Penalty 628.514685 = -52193.929924 nChanged 21 SP:Iteration 8Q (1496.770000 sec): 3 clusters Score: Raw -52829.871525 + Penalty 628.514685 = -52201.356840 nChanged 8 SP:Iteration 9Q (1496.770000 sec): 3 clusters Score: Raw -52834.343743 + Penalty 628.514685 = -52205.829058 nChanged 11 SP:Iteration 10Q (1496.780000 sec): 3 clusters Score: Raw -52838.308092 + Penalty 628.514685 = -52209.793407 nChanged 13 SP:Iteration 11Q (1496.780000 sec): 3 clusters Score: Raw -52845.414927 + Penalty 628.514685 = -52216.900242 nChanged 14 SP:Iteration 12Q (1496.780000 sec): 3 clusters Score: Raw -52852.522367 + Penalty 628.514685 = -52224.007682 nChanged 12 SP:Iteration 13Q (1496.780000 sec): 3 clusters Score: Raw -52859.626289 + Penalty 628.514685 = -52231.111604 nChanged 12 SP:Iteration 14Q (1496.780000 sec): 3 clusters Score: Raw -52866.982988 + Penalty 628.514685 = -52238.468303 nChanged 11 SP:Iteration 15Q (1496.780000 sec): 3 clusters Score: Raw -52872.472126 + Penalty 628.514685 = -52243.957441 nChanged 9 SP:Iteration 16Q (1496.780000 sec): 3 clusters Score: Raw -52875.824162 + Penalty 628.514685 = -52247.309477 nChanged 7 SP:Iteration 17Q (1496.780000 sec): 3 clusters Score: Raw -52879.224996 + Penalty 628.514685 = -52250.710311 nChanged 9 SP:Iteration 18Q (1496.790000 sec): 3 clusters Score: Raw -52882.617968 + Penalty 628.514685 = -52254.103283 nChanged 5 SP:Iteration 19Q (1496.790000 sec): 3 clusters Score: Raw -52883.903592 + Penalty 628.514685 = -52255.388907 nChanged 7 SP:Iteration 20F (1496.790000 sec): 3 clusters Score: Raw -52886.256784 + Penalty 628.514685 = -52257.742099 nChanged 6 SP:Iteration 21Q (1496.790000 sec): 3 clusters Score: Raw -52889.033474 + Penalty 628.514685 = -52260.518789 nChanged 5 SP:Iteration 22Q (1496.790000 sec): 3 clusters Score: Raw -52890.448668 + Penalty 628.514685 = -52261.933983 nChanged 6 SP:Iteration 23Q (1496.790000 sec): 3 clusters Score: Raw -52892.018119 + Penalty 628.514685 = -52263.503434 nChanged 5 SP:Iteration 24Q (1496.790000 sec): 3 clusters Score: Raw -52893.371275 + Penalty 628.514685 = -52264.856590 nChanged 4 SP:Iteration 25Q (1496.790000 sec): 3 clusters Score: Raw -52894.847273 + Penalty 628.514685 = -52266.332588 nChanged 4 SP:Iteration 26Q (1496.790000 sec): 3 clusters Score: Raw -52897.772935 + Penalty 628.514685 = -52269.258251 nChanged 7 SP:Iteration 27Q (1496.790000 sec): 3 clusters Score: Raw -52901.625188 + Penalty 628.514685 = -52273.110503 nChanged 4 SP:Iteration 28Q (1496.790000 sec): 3 clusters Score: Raw -52902.441005 + Penalty 628.514685 = -52273.926320 nChanged 3 SP:Iteration 29Q (1496.790000 sec): 3 clusters Score: Raw -52903.033057 + Penalty 628.514685 = -52274.518372 nChanged 1 SP:Iteration 30Q (1496.790000 sec): 3 clusters Score: Raw -52903.458768 + Penalty 628.514685 = -52274.944083 nChanged 4 SP:Iteration 31Q (1496.800000 sec): 3 clusters Score: Raw -52905.113433 + Penalty 628.514685 = -52276.598748 nChanged 6 SP:Iteration 32Q (1496.800000 sec): 3 clusters Score: Raw -52907.604304 + Penalty 628.514685 = -52279.089619 nChanged 5 SP:Iteration 33Q (1496.800000 sec): 3 clusters Score: Raw -52908.978371 + Penalty 628.514685 = -52280.463686 nChanged 4 SP:Iteration 34Q (1496.800000 sec): 3 clusters Score: Raw -52910.094974 + Penalty 628.514685 = -52281.580289 nChanged 1 SP:Iteration 35Q (1496.800000 sec): 3 clusters Score: Raw -52910.412177 + Penalty 628.514685 = -52281.897492 nChanged 0 SP:Iteration 36F (1496.800000 sec): 3 clusters Score: Raw -52910.412177 + Penalty 628.514685 = -52281.897492 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.800000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.800000 sec): 3 clusters Score: Raw -8630.121068 + Penalty 460.696148 = -8169.424920 nChanged 38 SP:Iteration 1F (1496.800000 sec): 3 clusters Score: Raw -8696.203103 + Penalty 460.696148 = -8235.506955 nChanged 6 SP:Iteration 2Q (1496.800000 sec): 3 clusters Score: Raw -8708.402455 + Penalty 460.696148 = -8247.706307 nChanged 3 SP:Iteration 3Q (1496.800000 sec): 3 clusters Score: Raw -8712.255085 + Penalty 460.696148 = -8251.558937 nChanged 2 SP:Iteration 4Q (1496.810000 sec): 3 clusters Score: Raw -8714.017781 + Penalty 460.696148 = -8253.321633 nChanged 0 SP:Iteration 5F (1496.810000 sec): 3 clusters Score: Raw -8714.017781 + Penalty 460.696148 = -8253.321633 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.810000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.810000 sec): 3 clusters Score: Raw -16656.290930 + Penalty 513.090275 = -16143.200655 nChanged 81 SP:Iteration 1F (1496.810000 sec): 3 clusters Score: Raw -16723.872668 + Penalty 513.090275 = -16210.782393 nChanged 12 SP:Iteration 2Q (1496.810000 sec): 3 clusters Score: Raw -16737.356524 + Penalty 513.090275 = -16224.266249 nChanged 8 SP:Iteration 3Q (1496.810000 sec): 3 clusters Score: Raw -16746.188310 + Penalty 513.090275 = -16233.098036 nChanged 11 SP:Iteration 4Q (1496.810000 sec): 3 clusters Score: Raw -16754.376564 + Penalty 513.090275 = -16241.286290 nChanged 5 SP:Iteration 5Q (1496.810000 sec): 3 clusters Score: Raw -16757.911667 + Penalty 513.090275 = -16244.821392 nChanged 2 SP:Iteration 6Q (1496.810000 sec): 3 clusters Score: Raw -16759.638198 + Penalty 513.090275 = -16246.547923 nChanged 2 SP:Iteration 7Q (1496.810000 sec): 3 clusters Score: Raw -16761.600043 + Penalty 513.090275 = -16248.509768 nChanged 2 SP:Iteration 8Q (1496.810000 sec): 3 clusters Score: Raw -16764.681425 + Penalty 513.090275 = -16251.591150 nChanged 2 SP:Iteration 9Q (1496.810000 sec): 3 clusters Score: Raw -16765.908647 + Penalty 513.090275 = -16252.818372 nChanged 0 SP:Iteration 10F (1496.810000 sec): 3 clusters Score: Raw -16765.908647 + Penalty 513.090275 = -16252.818372 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.810000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.810000 sec): 3 clusters Score: Raw -17934.602119 + Penalty 524.632390 = -17409.969729 nChanged 98 SP:Iteration 1F (1496.810000 sec): 3 clusters Score: Raw -18028.581539 + Penalty 524.632390 = -17503.949149 nChanged 21 SP:Iteration 2F (1496.810000 sec): 3 clusters Score: Raw -18056.599686 + Penalty 524.632390 = -17531.967296 nChanged 11 SP:Iteration 3Q (1496.810000 sec): 3 clusters Score: Raw -18070.800896 + Penalty 524.632390 = -17546.168506 nChanged 14 SP:Iteration 4Q (1496.810000 sec): 3 clusters Score: Raw -18092.261584 + Penalty 524.632390 = -17567.629194 nChanged 13 SP:Iteration 5Q (1496.810000 sec): 3 clusters Score: Raw -18116.771800 + Penalty 524.632390 = -17592.139409 nChanged 13 SP:Iteration 6Q (1496.810000 sec): 3 clusters Score: Raw -18154.014516 + Penalty 524.632390 = -17629.382125 nChanged 12 SP:Iteration 7Q (1496.810000 sec): 3 clusters Score: Raw -18169.480038 + Penalty 524.632390 = -17644.847647 nChanged 7 SP:Iteration 8Q (1496.810000 sec): 3 clusters Score: Raw -18176.097586 + Penalty 524.632390 = -17651.465196 nChanged 2 SP:Iteration 9Q (1496.810000 sec): 3 clusters Score: Raw -18177.353606 + Penalty 524.632390 = -17652.721216 nChanged 1 SP:Iteration 10Q (1496.810000 sec): 3 clusters Score: Raw -18177.732595 + Penalty 524.632390 = -17653.100205 nChanged 0 SP:Iteration 11F (1496.810000 sec): 3 clusters Score: Raw -18177.732595 + Penalty 524.632390 = -17653.100205 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.810000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.810000 sec): 3 clusters Score: Raw -6068.805672 + Penalty 437.165915 = -5631.639757 nChanged 38 SP:Iteration 1F (1496.810000 sec): 3 clusters Score: Raw -6114.050529 + Penalty 437.165915 = -5676.884614 nChanged 6 SP:Iteration 2Q (1496.810000 sec): 3 clusters Score: Raw -6122.295623 + Penalty 437.165915 = -5685.129708 nChanged 3 SP:Iteration 3Q (1496.810000 sec): 3 clusters Score: Raw -6126.560351 + Penalty 437.165915 = -5689.394436 nChanged 0 SP:Iteration 4F (1496.810000 sec): 3 clusters Score: Raw -6126.560351 + Penalty 437.165915 = -5689.394436 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.820000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.820000 sec): 3 clusters Score: Raw -11100.057615 + Penalty 479.842960 = -10620.214655 nChanged 43 SP:Iteration 1F (1496.820000 sec): 3 clusters Score: Raw -11146.949916 + Penalty 479.842960 = -10667.106957 nChanged 8 SP:Iteration 2Q (1496.820000 sec): 3 clusters Score: Raw -11154.401592 + Penalty 479.842960 = -10674.558632 nChanged 2 SP:Iteration 3Q (1496.820000 sec): 3 clusters Score: Raw -11158.967137 + Penalty 479.842960 = -10679.124177 nChanged 3 SP:Iteration 4Q (1496.820000 sec): 3 clusters Score: Raw -11166.204564 + Penalty 479.842960 = -10686.361604 nChanged 1 SP:Iteration 5Q (1496.820000 sec): 3 clusters Score: Raw -11166.741111 + Penalty 479.842960 = -10686.898151 nChanged 1 SP:Iteration 6Q (1496.820000 sec): 3 clusters Score: Raw -11168.885916 + Penalty 479.842960 = -10689.042956 nChanged 2 SP:Iteration 7Q (1496.820000 sec): 3 clusters Score: Raw -11170.130663 + Penalty 479.842960 = -10690.287703 nChanged 0 SP:Iteration 8F (1496.820000 sec): 3 clusters Score: Raw -11170.130663 + Penalty 479.842960 = -10690.287703 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.820000 sec): 2 clusters Score: Raw -7680.951646 + Penalty 220.767377 = -7460.184269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.820000 sec): 3 clusters Score: Raw -7674.865515 + Penalty 441.534754 = -7233.330761 nChanged 31 SP:Iteration 1F (1496.820000 sec): 3 clusters Score: Raw -7710.768340 + Penalty 441.534754 = -7269.233586 nChanged 6 SP:Iteration 2Q (1496.820000 sec): 3 clusters Score: Raw -7721.756808 + Penalty 441.534754 = -7280.222054 nChanged 3 SP:Iteration 3Q (1496.820000 sec): 3 clusters Score: Raw -7723.340756 + Penalty 441.534754 = -7281.806002 nChanged 0 SP:Iteration 4F (1496.820000 sec): 3 clusters Score: Raw -7723.340756 + Penalty 441.534754 = -7281.806002 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.820000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.820000 sec): 3 clusters Score: Raw -23766.800137 + Penalty 543.616675 = -23223.183463 nChanged 127 SP:Iteration 1F (1496.820000 sec): 3 clusters Score: Raw -23863.327043 + Penalty 543.616675 = -23319.710368 nChanged 19 SP:Iteration 2Q (1496.820000 sec): 3 clusters Score: Raw -23878.366926 + Penalty 543.616675 = -23334.750251 nChanged 10 SP:Iteration 3Q (1496.820000 sec): 3 clusters Score: Raw -23884.987449 + Penalty 543.616675 = -23341.370774 nChanged 6 SP:Iteration 4Q (1496.820000 sec): 3 clusters Score: Raw -23892.267231 + Penalty 543.616675 = -23348.650556 nChanged 9 SP:Iteration 5Q (1496.830000 sec): 3 clusters Score: Raw -23898.236232 + Penalty 543.616675 = -23354.619557 nChanged 5 SP:Iteration 6Q (1496.830000 sec): 3 clusters Score: Raw -23901.026266 + Penalty 543.616675 = -23357.409591 nChanged 2 SP:Iteration 7Q (1496.830000 sec): 3 clusters Score: Raw -23904.124121 + Penalty 543.616675 = -23360.507446 nChanged 2 SP:Iteration 8Q (1496.830000 sec): 3 clusters Score: Raw -23905.776632 + Penalty 543.616675 = -23362.159957 nChanged 3 SP:Iteration 9Q (1496.830000 sec): 3 clusters Score: Raw -23909.224647 + Penalty 543.616675 = -23365.607972 nChanged 5 SP:Iteration 10Q (1496.830000 sec): 3 clusters Score: Raw -23912.817616 + Penalty 543.616675 = -23369.200942 nChanged 2 SP:Iteration 11Q (1496.830000 sec): 3 clusters Score: Raw -23914.297087 + Penalty 543.616675 = -23370.680412 nChanged 2 SP:Iteration 12Q (1496.830000 sec): 3 clusters Score: Raw -23916.781687 + Penalty 543.616675 = -23373.165012 nChanged 2 SP:Iteration 13Q (1496.830000 sec): 3 clusters Score: Raw -23918.529510 + Penalty 543.616675 = -23374.912835 nChanged 1 SP:Iteration 14Q (1496.830000 sec): 3 clusters Score: Raw -23919.547268 + Penalty 543.616675 = -23375.930594 nChanged 1 SP:Iteration 15Q (1496.830000 sec): 3 clusters Score: Raw -23920.323336 + Penalty 543.616675 = -23376.706661 nChanged 0 SP:Iteration 16F (1496.830000 sec): 3 clusters Score: Raw -23920.323336 + Penalty 543.616675 = -23376.706661 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.830000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.830000 sec): 3 clusters Score: Raw -11257.979560 + Penalty 479.842960 = -10778.136601 nChanged 51 SP:Iteration 1F (1496.830000 sec): 3 clusters Score: Raw -11319.402220 + Penalty 479.842960 = -10839.559261 nChanged 20 SP:Iteration 2F (1496.830000 sec): 3 clusters Score: Raw -11347.712934 + Penalty 479.842960 = -10867.869974 nChanged 13 SP:Iteration 3F (1496.830000 sec): 3 clusters Score: Raw -11365.269424 + Penalty 479.842960 = -10885.426464 nChanged 6 SP:Iteration 4Q (1496.830000 sec): 3 clusters Score: Raw -11377.186143 + Penalty 479.842960 = -10897.343183 nChanged 6 SP:Iteration 5Q (1496.830000 sec): 3 clusters Score: Raw -11394.396786 + Penalty 479.842960 = -10914.553826 nChanged 7 SP:Iteration 6Q (1496.830000 sec): 3 clusters Score: Raw -11412.242650 + Penalty 479.842960 = -10932.399690 nChanged 5 SP:Iteration 7Q (1496.830000 sec): 3 clusters Score: Raw -11421.925277 + Penalty 479.842960 = -10942.082317 nChanged 4 SP:Iteration 8Q (1496.830000 sec): 3 clusters Score: Raw -11428.415816 + Penalty 479.842960 = -10948.572856 nChanged 1 SP:Iteration 9Q (1496.830000 sec): 3 clusters Score: Raw -11429.986718 + Penalty 479.842960 = -10950.143758 nChanged 0 SP:Iteration 10F (1496.830000 sec): 3 clusters Score: Raw -11429.986718 + Penalty 479.842960 = -10950.143758 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.830000 sec): 2 clusters Score: Raw -4251.029531 + Penalty 199.382212 = -4051.647319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.830000 sec): 3 clusters Score: Raw -4270.439859 + Penalty 398.764424 = -3871.675436 nChanged 10 SP:Iteration 1F (1496.830000 sec): 3 clusters Score: Raw -4292.899725 + Penalty 398.764424 = -3894.135301 nChanged 5 SP:Iteration 2F (1496.830000 sec): 3 clusters Score: Raw -4305.080096 + Penalty 398.764424 = -3906.315672 nChanged 3 SP:Iteration 3Q (1496.830000 sec): 3 clusters Score: Raw -4309.983561 + Penalty 398.764424 = -3911.219137 nChanged 3 SP:Iteration 4Q (1496.830000 sec): 3 clusters Score: Raw -4317.283523 + Penalty 398.764424 = -3918.519099 nChanged 0 SP:Iteration 5F (1496.830000 sec): 3 clusters Score: Raw -4317.283523 + Penalty 398.764424 = -3918.519099 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.830000 sec): 2 clusters Score: Raw -3532.708355 + Penalty 205.741380 = -3326.966975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.830000 sec): 3 clusters Score: Raw -3624.812201 + Penalty 411.482761 = -3213.329441 nChanged 21 SP:Iteration 1F (1496.830000 sec): 3 clusters Score: Raw -3725.741625 + Penalty 411.482761 = -3314.258864 nChanged 6 SP:Iteration 2F (1496.830000 sec): 3 clusters Score: Raw -3784.510846 + Penalty 411.482761 = -3373.028085 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.840000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.840000 sec): 3 clusters Score: Raw -7151.627464 + Penalty 464.087845 = -6687.539619 nChanged 46 SP:Iteration 1F (1496.840000 sec): 3 clusters Score: Raw -7228.480127 + Penalty 464.087845 = -6764.392282 nChanged 10 SP:Iteration 2F (1496.840000 sec): 3 clusters Score: Raw -7272.569274 + Penalty 464.087845 = -6808.481429 nChanged 2 SP:Iteration 3Q (1496.840000 sec): 3 clusters Score: Raw -7301.581620 + Penalty 464.087845 = -6837.493775 nChanged 9 SP:Iteration 4F (1496.840000 sec): 3 clusters Score: Raw -7318.147804 + Penalty 464.087845 = -6854.059959 nChanged 3 SP:Iteration 5Q (1496.840000 sec): 3 clusters Score: Raw -7323.623122 + Penalty 464.087845 = -6859.535277 nChanged 0 SP:Iteration 6F (1496.840000 sec): 3 clusters Score: Raw -7323.623122 + Penalty 464.087845 = -6859.535277 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.840000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.840000 sec): 3 clusters Score: Raw -6111.793052 + Penalty 422.639572 = -5689.153480 nChanged 20 SP:Iteration 1F (1496.840000 sec): 3 clusters Score: Raw -6159.459234 + Penalty 422.639572 = -5736.819663 nChanged 4 SP:Iteration 2Q (1496.840000 sec): 3 clusters Score: Raw -6171.599785 + Penalty 422.639572 = -5748.960214 nChanged 2 SP:Iteration 3Q (1496.840000 sec): 3 clusters Score: Raw -6181.762556 + Penalty 422.639572 = -5759.122984 nChanged 2 SP:Iteration 4Q (1496.840000 sec): 3 clusters Score: Raw -6188.823363 + Penalty 422.639572 = -5766.183792 nChanged 2 SP:Iteration 5Q (1496.840000 sec): 3 clusters Score: Raw -6196.517846 + Penalty 422.639572 = -5773.878274 nChanged 1 SP:Iteration 6Q (1496.840000 sec): 3 clusters Score: Raw -6204.020434 + Penalty 422.639572 = -5781.380863 nChanged 0 SP:Iteration 7F (1496.840000 sec): 3 clusters Score: Raw -6204.020434 + Penalty 422.639572 = -5781.380863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.860000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.870000 sec): 3 clusters Score: Raw -624935.660026 + Penalty 844.246869 = -624091.413158 nChanged 5026 SP:Iteration 1F (1496.880000 sec): 3 clusters Score: Raw -627815.400088 + Penalty 844.246869 = -626971.153219 nChanged 675 SP:Iteration 2F (1496.890000 sec): 3 clusters Score: Raw -628189.044062 + Penalty 844.246869 = -627344.797194 nChanged 804 SP:Iteration 3F (1496.900000 sec): 3 clusters Score: Raw -628712.050297 + Penalty 844.246869 = -627867.803429 nChanged 852 SP:Iteration 4F (1496.910000 sec): 3 clusters Score: Raw -629316.641559 + Penalty 844.246869 = -628472.394691 nChanged 776 SP:Iteration 5F (1496.920000 sec): 3 clusters Score: Raw -629898.353344 + Penalty 844.246869 = -629054.106476 nChanged 617 SP:Iteration 6F (1496.930000 sec): 3 clusters Score: Raw -630394.708073 + Penalty 844.246869 = -629550.461204 nChanged 472 SP:Iteration 7Q (1496.950000 sec): 3 clusters Score: Raw -630799.760050 + Penalty 844.246869 = -629955.513182 nChanged 345 SP:Iteration 8Q (1496.950000 sec): 3 clusters Score: Raw -631118.229394 + Penalty 844.246869 = -630273.982525 nChanged 280 SP:Iteration 9Q (1496.970000 sec): 3 clusters Score: Raw -631374.062709 + Penalty 844.246869 = -630529.815841 nChanged 187 SP:Iteration 10Q (1496.970000 sec): 3 clusters Score: Raw -631532.985148 + Penalty 844.246869 = -630688.738280 nChanged 141 SP:Iteration 11Q (1496.980000 sec): 3 clusters Score: Raw -631617.719785 + Penalty 844.246869 = -630773.472916 nChanged 93 SP:Iteration 12Q (1496.990000 sec): 3 clusters Score: Raw -631668.237809 + Penalty 844.246869 = -630823.990941 nChanged 71 SP:Iteration 13Q (1497.000000 sec): 3 clusters Score: Raw -631705.636350 + Penalty 844.246869 = -630861.389482 nChanged 66 SP:Iteration 14Q (1497.010000 sec): 3 clusters Score: Raw -631738.889773 + Penalty 844.246869 = -630894.642904 nChanged 48 SP:Iteration 15Q (1497.020000 sec): 3 clusters Score: Raw -631761.374203 + Penalty 844.246869 = -630917.127335 nChanged 52 SP:Iteration 16Q (1497.030000 sec): 3 clusters Score: Raw -631787.379747 + Penalty 844.246869 = -630943.132878 nChanged 43 SP:Iteration 17Q (1497.030000 sec): 3 clusters Score: Raw -631808.414464 + Penalty 844.246869 = -630964.167596 nChanged 34 SP:Iteration 18Q (1497.050000 sec): 3 clusters Score: Raw -631824.927084 + Penalty 844.246869 = -630980.680216 nChanged 30 SP:Iteration 19Q (1497.050000 sec): 3 clusters Score: Raw -631836.208278 + Penalty 844.246869 = -630991.961409 nChanged 20 SP:Iteration 20F (1497.060000 sec): 3 clusters Score: Raw -631840.559746 + Penalty 844.246869 = -630996.312877 nChanged 13 SP:Iteration 21Q (1497.070000 sec): 3 clusters Score: Raw -631843.515844 + Penalty 844.246869 = -630999.268976 nChanged 11 SP:Iteration 22Q (1497.080000 sec): 3 clusters Score: Raw -631845.013947 + Penalty 844.246869 = -631000.767079 nChanged 5 SP:Iteration 23Q (1497.090000 sec): 3 clusters Score: Raw -631845.787121 + Penalty 844.246869 = -631001.540252 nChanged 7 SP:Iteration 24Q (1497.100000 sec): 3 clusters Score: Raw -631847.416386 + Penalty 844.246869 = -631003.169518 nChanged 8 SP:Iteration 25Q (1497.110000 sec): 3 clusters Score: Raw -631848.734349 + Penalty 844.246869 = -631004.487480 nChanged 5 SP:Iteration 26Q (1497.110000 sec): 3 clusters Score: Raw -631850.092386 + Penalty 844.246869 = -631005.845518 nChanged 7 SP:Iteration 27Q (1497.120000 sec): 3 clusters Score: Raw -631851.557221 + Penalty 844.246869 = -631007.310352 nChanged 2 SP:Iteration 28Q (1497.130000 sec): 3 clusters Score: Raw -631852.148626 + Penalty 844.246869 = -631007.901757 nChanged 4 SP:Iteration 29Q (1497.140000 sec): 3 clusters Score: Raw -631853.093351 + Penalty 844.246869 = -631008.846483 nChanged 1 SP:Iteration 30Q (1497.150000 sec): 3 clusters Score: Raw -631853.208662 + Penalty 844.246869 = -631008.961793 nChanged 0 SP:Iteration 31F (1497.160000 sec): 3 clusters Score: Raw -631853.208662 + Penalty 844.246869 = -631008.961793 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 3 clusters Score: Raw -3413.310833 + Penalty 392.891418 = -3020.419415 nChanged 10 SP:Iteration 1F (1497.170000 sec): 3 clusters Score: Raw -3444.188541 + Penalty 392.891418 = -3051.297122 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 3 clusters Score: Raw -13800.213846 + Penalty 495.653101 = -13304.560745 nChanged 65 SP:Iteration 1F (1497.170000 sec): 3 clusters Score: Raw -13894.816168 + Penalty 495.653101 = -13399.163067 nChanged 15 SP:Iteration 2F (1497.170000 sec): 3 clusters Score: Raw -13915.392086 + Penalty 495.653101 = -13419.738985 nChanged 5 SP:Iteration 3Q (1497.170000 sec): 3 clusters Score: Raw -13920.404818 + Penalty 495.653101 = -13424.751717 nChanged 5 SP:Iteration 4Q (1497.170000 sec): 3 clusters Score: Raw -13928.439081 + Penalty 495.653101 = -13432.785980 nChanged 4 SP:Iteration 5Q (1497.170000 sec): 3 clusters Score: Raw -13934.792836 + Penalty 495.653101 = -13439.139735 nChanged 5 SP:Iteration 6Q (1497.170000 sec): 3 clusters Score: Raw -13940.681705 + Penalty 495.653101 = -13445.028604 nChanged 4 SP:Iteration 7Q (1497.170000 sec): 3 clusters Score: Raw -13946.390307 + Penalty 495.653101 = -13450.737206 nChanged 3 SP:Iteration 8Q (1497.170000 sec): 3 clusters Score: Raw -13950.172398 + Penalty 495.653101 = -13454.519298 nChanged 1 SP:Iteration 9Q (1497.170000 sec): 3 clusters Score: Raw -13951.024935 + Penalty 495.653101 = -13455.371834 nChanged 1 SP:Iteration 10Q (1497.170000 sec): 3 clusters Score: Raw -13954.056108 + Penalty 495.653101 = -13458.403007 nChanged 1 SP:Iteration 11Q (1497.170000 sec): 3 clusters Score: Raw -13955.511119 + Penalty 495.653101 = -13459.858018 nChanged 2 SP:Iteration 12Q (1497.170000 sec): 3 clusters Score: Raw -13959.062748 + Penalty 495.653101 = -13463.409647 nChanged 1 SP:Iteration 13Q (1497.170000 sec): 3 clusters Score: Raw -13959.999947 + Penalty 495.653101 = -13464.346846 nChanged 1 SP:Iteration 14Q (1497.170000 sec): 3 clusters Score: Raw -13961.329634 + Penalty 495.653101 = -13465.676533 nChanged 2 SP:Iteration 15Q (1497.170000 sec): 3 clusters Score: Raw -13962.434563 + Penalty 495.653101 = -13466.781462 nChanged 1 SP:Iteration 16Q (1497.170000 sec): 3 clusters Score: Raw -13963.320607 + Penalty 495.653101 = -13467.667507 nChanged 1 SP:Iteration 17Q (1497.170000 sec): 3 clusters Score: Raw -13964.240123 + Penalty 495.653101 = -13468.587022 nChanged 2 SP:Iteration 18Q (1497.170000 sec): 3 clusters Score: Raw -13965.709091 + Penalty 495.653101 = -13470.055990 nChanged 2 SP:Iteration 19Q (1497.170000 sec): 3 clusters Score: Raw -13967.295804 + Penalty 495.653101 = -13471.642703 nChanged 1 SP:Iteration 20F (1497.170000 sec): 3 clusters Score: Raw -13967.971934 + Penalty 495.653101 = -13472.318833 nChanged 1 SP:Iteration 21Q (1497.170000 sec): 3 clusters Score: Raw -13970.481239 + Penalty 495.653101 = -13474.828139 nChanged 2 SP:Iteration 22Q (1497.170000 sec): 3 clusters Score: Raw -13972.168988 + Penalty 495.653101 = -13476.515887 nChanged 0 SP:Iteration 23F (1497.170000 sec): 3 clusters Score: Raw -13972.168988 + Penalty 495.653101 = -13476.515887 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 3 clusters Score: Raw -3611.071537 + Penalty 383.975201 = -3227.096336 nChanged 7 SP:Iteration 1F (1497.170000 sec): 3 clusters Score: Raw -3641.400761 + Penalty 383.975201 = -3257.425560 nChanged 2 SP:Iteration 2Q (1497.170000 sec): 3 clusters Score: Raw -3649.434773 + Penalty 383.975201 = -3265.459571 nChanged 0 SP:Iteration 3F (1497.170000 sec): 3 clusters Score: Raw -3649.434773 + Penalty 383.975201 = -3265.459571 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 2 clusters Score: Raw -1396.544191 + Penalty 151.615305 = -1244.928886 nChanged 9 SP:Iteration 1F (1497.170000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 3 clusters Score: Raw -3579.517863 + Penalty 385.303692 = -3194.214171 nChanged 7 SP:Iteration 1F (1497.170000 sec): 3 clusters Score: Raw -3592.079776 + Penalty 385.303692 = -3206.776084 nChanged 1 SP:Iteration 2Q (1497.170000 sec): 3 clusters Score: Raw -3594.540856 + Penalty 385.303692 = -3209.237164 nChanged 1 SP:Iteration 3Q (1497.170000 sec): 3 clusters Score: Raw -3596.716716 + Penalty 385.303692 = -3211.413024 nChanged 0 SP:Iteration 4F (1497.170000 sec): 3 clusters Score: Raw -3596.716716 + Penalty 385.303692 = -3211.413024 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 2 clusters Score: Raw -3148.431168 + Penalty 197.048367 = -2951.382801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.170000 sec): 3 clusters Score: Raw -3184.622200 + Penalty 394.096734 = -2790.525466 nChanged 22 SP:Iteration 1F (1497.170000 sec): 3 clusters Score: Raw -3258.304554 + Penalty 394.096734 = -2864.207820 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.190000 sec): 2 clusters Score: Raw -470748.770777 + Penalty 408.229785 = -470340.540992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.200000 sec): 3 clusters Score: Raw -465788.433863 + Penalty 816.459570 = -464971.974294 nChanged 3668 SP:Iteration 1F (1497.210000 sec): 3 clusters Score: Raw -467916.814968 + Penalty 816.459570 = -467100.355398 nChanged 438 SP:Iteration 2F (1497.210000 sec): 3 clusters Score: Raw -468102.804564 + Penalty 816.459570 = -467286.344994 nChanged 468 SP:Iteration 3F (1497.220000 sec): 3 clusters Score: Raw -468332.082296 + Penalty 816.459570 = -467515.622727 nChanged 467 SP:Iteration 4F (1497.230000 sec): 3 clusters Score: Raw -468598.968715 + Penalty 816.459570 = -467782.509146 nChanged 500 SP:Iteration 5F (1497.240000 sec): 3 clusters Score: Raw -468939.423109 + Penalty 816.459570 = -468122.963539 nChanged 537 SP:Iteration 6F (1497.250000 sec): 3 clusters Score: Raw -469375.951798 + Penalty 816.459570 = -468559.492228 nChanged 499 SP:Iteration 7F (1497.250000 sec): 3 clusters Score: Raw -469809.145785 + Penalty 816.459570 = -468992.686215 nChanged 422 SP:Iteration 8F (1497.260000 sec): 3 clusters Score: Raw -470197.155863 + Penalty 816.459570 = -469380.696294 nChanged 283 SP:Iteration 9Q (1497.270000 sec): 3 clusters Score: Raw -470470.692630 + Penalty 816.459570 = -469654.233060 nChanged 157 SP:Iteration 10Q (1497.270000 sec): 3 clusters Score: Raw -470624.376515 + Penalty 816.459570 = -469807.916946 nChanged 83 SP:Iteration 11Q (1497.280000 sec): 3 clusters Score: Raw -470700.002092 + Penalty 816.459570 = -469883.542522 nChanged 47 SP:Iteration 12Q (1497.290000 sec): 3 clusters Score: Raw -470751.006427 + Penalty 816.459570 = -469934.546858 nChanged 28 SP:Iteration 13Q (1497.290000 sec): 3 clusters Score: Raw -470785.127499 + Penalty 816.459570 = -469968.667929 nChanged 13 SP:Iteration 14Q (1497.300000 sec): 3 clusters Score: Raw -470803.346977 + Penalty 816.459570 = -469986.887407 nChanged 7 SP:Iteration 15Q (1497.310000 sec): 3 clusters Score: Raw -470817.812195 + Penalty 816.459570 = -470001.352625 nChanged 6 SP:Iteration 16Q (1497.310000 sec): 3 clusters Score: Raw -470823.563243 + Penalty 816.459570 = -470007.103673 nChanged 3 SP:Iteration 17Q (1497.320000 sec): 3 clusters Score: Raw -470825.709011 + Penalty 816.459570 = -470009.249441 nChanged 1 SP:Iteration 18Q (1497.320000 sec): 3 clusters Score: Raw -470826.515543 + Penalty 816.459570 = -470010.055974 nChanged 3 SP:Iteration 19Q (1497.330000 sec): 3 clusters Score: Raw -470829.036190 + Penalty 816.459570 = -470012.576621 nChanged 1 SP:Iteration 20F (1497.340000 sec): 3 clusters Score: Raw -470831.246753 + Penalty 816.459570 = -470014.787184 nChanged 2 SP:Iteration 21Q (1497.340000 sec): 3 clusters Score: Raw -470832.848204 + Penalty 816.459570 = -470016.388634 nChanged 0 SP:Iteration 22F (1497.350000 sec): 3 clusters Score: Raw -470832.848204 + Penalty 816.459570 = -470016.388634 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.350000 sec): 2 clusters Score: Raw -4592.921737 + Penalty 213.456329 = -4379.465408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.350000 sec): 3 clusters Score: Raw -4617.312886 + Penalty 426.912657 = -4190.400229 nChanged 27 SP:Iteration 1F (1497.350000 sec): 3 clusters Score: Raw -4683.444586 + Penalty 426.912657 = -4256.531929 nChanged 9 SP:Iteration 2F (1497.350000 sec): 3 clusters Score: Raw -4764.668636 + Penalty 426.912657 = -4337.755978 nChanged 7 SP:Iteration 3F (1497.350000 sec): 3 clusters Score: Raw -4789.436207 + Penalty 426.912657 = -4362.523549 nChanged 4 SP:Iteration 4Q (1497.350000 sec): 3 clusters Score: Raw -4817.439801 + Penalty 426.912657 = -4390.527144 nChanged 4 SP:Iteration 5Q (1497.350000 sec): 3 clusters Score: Raw -4834.031926 + Penalty 426.912657 = -4407.119269 nChanged 2 SP:Iteration 6Q (1497.350000 sec): 3 clusters Score: Raw -4841.001330 + Penalty 426.912657 = -4414.088673 nChanged 1 SP:Iteration 7Q (1497.350000 sec): 3 clusters Score: Raw -4845.241223 + Penalty 426.912657 = -4418.328566 nChanged 1 SP:Iteration 8Q (1497.350000 sec): 3 clusters Score: Raw -4846.892254 + Penalty 426.912657 = -4419.979597 nChanged 0 SP:Iteration 9F (1497.350000 sec): 3 clusters Score: Raw -4846.892254 + Penalty 426.912657 = -4419.979597 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 77. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.360000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.360000 sec): 3 clusters Score: Raw -17415.763739 + Penalty 529.897176 = -16885.866563 nChanged 109 SP:Iteration 1F (1497.360000 sec): 3 clusters Score: Raw -17514.102784 + Penalty 529.897176 = -16984.205607 nChanged 28 SP:Iteration 2F (1497.360000 sec): 3 clusters Score: Raw -17545.548791 + Penalty 529.897176 = -17015.651615 nChanged 18 SP:Iteration 3F (1497.360000 sec): 3 clusters Score: Raw -17570.201032 + Penalty 529.897176 = -17040.303856 nChanged 11 SP:Iteration 4Q (1497.360000 sec): 3 clusters Score: Raw -17587.313539 + Penalty 529.897176 = -17057.416363 nChanged 11 SP:Iteration 5Q (1497.360000 sec): 3 clusters Score: Raw -17596.944029 + Penalty 529.897176 = -17067.046853 nChanged 8 SP:Iteration 6Q (1497.360000 sec): 3 clusters Score: Raw -17605.537522 + Penalty 529.897176 = -17075.640345 nChanged 6 SP:Iteration 7Q (1497.360000 sec): 3 clusters Score: Raw -17612.988746 + Penalty 529.897176 = -17083.091570 nChanged 4 SP:Iteration 8Q (1497.360000 sec): 3 clusters Score: Raw -17619.035323 + Penalty 529.897176 = -17089.138146 nChanged 6 SP:Iteration 9Q (1497.360000 sec): 3 clusters Score: Raw -17630.367765 + Penalty 529.897176 = -17100.470589 nChanged 7 SP:Iteration 10Q (1497.360000 sec): 3 clusters Score: Raw -17640.722848 + Penalty 529.897176 = -17110.825672 nChanged 4 SP:Iteration 11Q (1497.360000 sec): 3 clusters Score: Raw -17646.496807 + Penalty 529.897176 = -17116.599630 nChanged 1 SP:Iteration 12Q (1497.360000 sec): 3 clusters Score: Raw -17646.614855 + Penalty 529.897176 = -17116.717678 nChanged 0 SP:Iteration 13F (1497.360000 sec): 3 clusters Score: Raw -17646.614855 + Penalty 529.897176 = -17116.717678 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 2 clusters Score: Raw -8233.857031 + Penalty 231.203899 = -8002.653133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 3 clusters Score: Raw -8215.940835 + Penalty 462.407797 = -7753.533038 nChanged 35 SP:Iteration 1F (1497.370000 sec): 3 clusters Score: Raw -8264.156827 + Penalty 462.407797 = -7801.749029 nChanged 12 SP:Iteration 2F (1497.370000 sec): 3 clusters Score: Raw -8286.757262 + Penalty 462.407797 = -7824.349465 nChanged 2 SP:Iteration 3Q (1497.370000 sec): 3 clusters Score: Raw -8287.992645 + Penalty 462.407797 = -7825.584848 nChanged 2 SP:Iteration 4Q (1497.370000 sec): 3 clusters Score: Raw -8298.108672 + Penalty 462.407797 = -7835.700875 nChanged 6 SP:Iteration 5Q (1497.370000 sec): 3 clusters Score: Raw -8315.215966 + Penalty 462.407797 = -7852.808169 nChanged 9 SP:Iteration 6F (1497.370000 sec): 3 clusters Score: Raw -8334.272286 + Penalty 462.407797 = -7871.864489 nChanged 1 SP:Iteration 7Q (1497.370000 sec): 3 clusters Score: Raw -8334.986715 + Penalty 462.407797 = -7872.578917 nChanged 0 SP:Iteration 8F (1497.370000 sec): 3 clusters Score: Raw -8334.986715 + Penalty 462.407797 = -7872.578917 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 3 clusters Score: Raw -3958.898535 + Penalty 391.669923 = -3567.228612 nChanged 9 SP:Iteration 1F (1497.370000 sec): 3 clusters Score: Raw -3994.027788 + Penalty 391.669923 = -3602.357865 nChanged 2 SP:Iteration 2Q (1497.370000 sec): 3 clusters Score: Raw -4003.852264 + Penalty 391.669923 = -3612.182341 nChanged 4 SP:Iteration 3F (1497.370000 sec): 3 clusters Score: Raw -4021.275803 + Penalty 391.669923 = -3629.605879 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 3 clusters Score: Raw -6013.501911 + Penalty 445.021771 = -5568.480141 nChanged 29 SP:Iteration 1F (1497.370000 sec): 3 clusters Score: Raw -6078.999714 + Penalty 445.021771 = -5633.977944 nChanged 6 SP:Iteration 2Q (1497.370000 sec): 3 clusters Score: Raw -6093.705373 + Penalty 445.021771 = -5648.683603 nChanged 1 SP:Iteration 3Q (1497.370000 sec): 3 clusters Score: Raw -6111.383593 + Penalty 445.021771 = -5666.361822 nChanged 3 SP:Iteration 4Q (1497.370000 sec): 3 clusters Score: Raw -6126.931601 + Penalty 445.021771 = -5681.909831 nChanged 1 SP:Iteration 5Q (1497.370000 sec): 3 clusters Score: Raw -6130.035201 + Penalty 445.021771 = -5685.013430 nChanged 0 SP:Iteration 6F (1497.370000 sec): 3 clusters Score: Raw -6130.035201 + Penalty 445.021771 = -5685.013430 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 2 clusters Score: Raw -10471.514709 + Penalty 254.219814 = -10217.294895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 3 clusters Score: Raw -10418.016179 + Penalty 508.439628 = -9909.576552 nChanged 89 SP:Iteration 1F (1497.370000 sec): 3 clusters Score: Raw -10579.567155 + Penalty 508.439628 = -10071.127527 nChanged 23 SP:Iteration 2F (1497.370000 sec): 3 clusters Score: Raw -10629.393715 + Penalty 508.439628 = -10120.954087 nChanged 11 SP:Iteration 3Q (1497.370000 sec): 3 clusters Score: Raw -10660.874393 + Penalty 508.439628 = -10152.434765 nChanged 6 SP:Iteration 4Q (1497.370000 sec): 3 clusters Score: Raw -10684.735336 + Penalty 508.439628 = -10176.295709 nChanged 9 SP:Iteration 5Q (1497.370000 sec): 3 clusters Score: Raw -10697.797605 + Penalty 508.439628 = -10189.357977 nChanged 5 SP:Iteration 6Q (1497.370000 sec): 3 clusters Score: Raw -10707.922181 + Penalty 508.439628 = -10199.482553 nChanged 2 SP:Iteration 7Q (1497.370000 sec): 3 clusters Score: Raw -10711.943168 + Penalty 508.439628 = -10203.503541 nChanged 2 SP:Iteration 8Q (1497.370000 sec): 3 clusters Score: Raw -10713.929696 + Penalty 508.439628 = -10205.490068 nChanged 2 SP:Iteration 9Q (1497.370000 sec): 3 clusters Score: Raw -10715.896994 + Penalty 508.439628 = -10207.457366 nChanged 0 SP:Iteration 10F (1497.370000 sec): 3 clusters Score: Raw -10715.896994 + Penalty 508.439628 = -10207.457366 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 2 clusters Score: Raw -2966.114406 + Penalty 195.215905 = -2770.898502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 3 clusters Score: Raw -3058.081068 + Penalty 390.431809 = -2667.649258 nChanged 13 SP:Iteration 1F (1497.370000 sec): 3 clusters Score: Raw -3102.616801 + Penalty 390.431809 = -2712.184992 nChanged 3 SP:Iteration 2Q (1497.370000 sec): 3 clusters Score: Raw -3117.558988 + Penalty 390.431809 = -2727.127179 nChanged 3 SP:Iteration 3Q (1497.370000 sec): 3 clusters Score: Raw -3138.924045 + Penalty 390.431809 = -2748.492236 nChanged 3 SP:Iteration 4Q (1497.370000 sec): 3 clusters Score: Raw -3148.814441 + Penalty 390.431809 = -2758.382632 nChanged 0 SP:Iteration 5F (1497.370000 sec): 3 clusters Score: Raw -3148.814441 + Penalty 390.431809 = -2758.382632 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.370000 sec): 2 clusters Score: Raw -13509.730658 + Penalty 272.039302 = -13237.691356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.380000 sec): 3 clusters Score: Raw -13404.027228 + Penalty 544.078605 = -12859.948624 nChanged 138 SP:Iteration 1F (1497.380000 sec): 3 clusters Score: Raw -13671.338547 + Penalty 544.078605 = -13127.259942 nChanged 50 SP:Iteration 2F (1497.380000 sec): 3 clusters Score: Raw -13793.965435 + Penalty 544.078605 = -13249.886831 nChanged 21 SP:Iteration 3F (1497.380000 sec): 3 clusters Score: Raw -13823.599348 + Penalty 544.078605 = -13279.520743 nChanged 6 SP:Iteration 4Q (1497.380000 sec): 3 clusters Score: Raw -13829.925766 + Penalty 544.078605 = -13285.847162 nChanged 3 SP:Iteration 5Q (1497.380000 sec): 3 clusters Score: Raw -13831.535328 + Penalty 544.078605 = -13287.456723 nChanged 1 SP:Iteration 6Q (1497.380000 sec): 3 clusters Score: Raw -13832.794877 + Penalty 544.078605 = -13288.716272 nChanged 2 SP:Iteration 7Q (1497.380000 sec): 3 clusters Score: Raw -13835.136950 + Penalty 544.078605 = -13291.058346 nChanged 2 SP:Iteration 8Q (1497.380000 sec): 3 clusters Score: Raw -13836.261291 + Penalty 544.078605 = -13292.182686 nChanged 2 SP:Iteration 9Q (1497.380000 sec): 3 clusters Score: Raw -13836.946942 + Penalty 544.078605 = -13292.868338 nChanged 0 SP:Iteration 10F (1497.380000 sec): 3 clusters Score: Raw -13836.946942 + Penalty 544.078605 = -13292.868338 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 78. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.380000 sec): 2 clusters Score: Raw -14237.662426 + Penalty 268.817774 = -13968.844652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.380000 sec): 3 clusters Score: Raw -14098.943793 + Penalty 537.635547 = -13561.308246 nChanged 133 SP:Iteration 1F (1497.380000 sec): 3 clusters Score: Raw -14437.522190 + Penalty 537.635547 = -13899.886643 nChanged 58 SP:Iteration 2F (1497.380000 sec): 3 clusters Score: Raw -14811.515463 + Penalty 537.635547 = -14273.879916 nChanged 23 SP:Iteration 3F (1497.390000 sec): 3 clusters Score: Raw -14863.785814 + Penalty 537.635547 = -14326.150267 nChanged 8 SP:Iteration 4Q (1497.390000 sec): 3 clusters Score: Raw -14875.258273 + Penalty 537.635547 = -14337.622725 nChanged 4 SP:Iteration 5Q (1497.390000 sec): 3 clusters Score: Raw -14881.452788 + Penalty 537.635547 = -14343.817240 nChanged 3 SP:Iteration 6Q (1497.390000 sec): 3 clusters Score: Raw -14885.609678 + Penalty 537.635547 = -14347.974131 nChanged 2 SP:Iteration 7Q (1497.390000 sec): 3 clusters Score: Raw -14888.802645 + Penalty 537.635547 = -14351.167098 nChanged 0 SP:Iteration 8F (1497.390000 sec): 3 clusters Score: Raw -14888.802645 + Penalty 537.635547 = -14351.167098 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 79. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.390000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.390000 sec): 3 clusters Score: Raw -4477.079415 + Penalty 420.872526 = -4056.206889 nChanged 30 SP:Iteration 1F (1497.390000 sec): 3 clusters Score: Raw -4526.690500 + Penalty 420.872526 = -4105.817974 nChanged 1 SP:Iteration 2Q (1497.390000 sec): 3 clusters Score: Raw -4528.285987 + Penalty 420.872526 = -4107.413461 nChanged 0 SP:Iteration 3F (1497.390000 sec): 3 clusters Score: Raw -4528.285987 + Penalty 420.872526 = -4107.413461 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.390000 sec): 2 clusters Score: Raw -2588.737081 + Penalty 187.044761 = -2401.692321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.390000 sec): 3 clusters Score: Raw -2651.983298 + Penalty 374.089522 = -2277.893776 nChanged 5 SP:Iteration 1F (1497.390000 sec): 3 clusters Score: Raw -2664.580251 + Penalty 374.089522 = -2290.490729 nChanged 2 SP:Iteration 2Q (1497.390000 sec): 3 clusters Score: Raw -2688.774754 + Penalty 374.089522 = -2314.685232 nChanged 0 SP:Iteration 3F (1497.390000 sec): 3 clusters Score: Raw -2688.774754 + Penalty 374.089522 = -2314.685232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.390000 sec): 2 clusters Score: Raw -9323.146788 + Penalty 244.785330 = -9078.361459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.390000 sec): 3 clusters Score: Raw -9308.941042 + Penalty 489.570659 = -8819.370383 nChanged 59 SP:Iteration 1F (1497.390000 sec): 3 clusters Score: Raw -9428.175904 + Penalty 489.570659 = -8938.605245 nChanged 25 SP:Iteration 2F (1497.390000 sec): 3 clusters Score: Raw -9525.681481 + Penalty 489.570659 = -9036.110822 nChanged 12 SP:Iteration 3F (1497.390000 sec): 3 clusters Score: Raw -9547.838867 + Penalty 489.570659 = -9058.268208 nChanged 8 SP:Iteration 4Q (1497.390000 sec): 3 clusters Score: Raw -9579.651767 + Penalty 489.570659 = -9090.081108 nChanged 9 SP:Iteration 5Q (1497.390000 sec): 3 clusters Score: Raw -9617.450382 + Penalty 489.570659 = -9127.879723 nChanged 8 SP:Iteration 6Q (1497.390000 sec): 3 clusters Score: Raw -9698.111115 + Penalty 489.570659 = -9208.540455 nChanged 6 SP:Iteration 7Q (1497.390000 sec): 3 clusters Score: Raw -9720.950584 + Penalty 489.570659 = -9231.379925 nChanged 5 SP:Iteration 8Q (1497.390000 sec): 3 clusters Score: Raw -9751.670434 + Penalty 489.570659 = -9262.099774 nChanged 5 SP:Iteration 9Q (1497.390000 sec): 3 clusters Score: Raw -9782.220488 + Penalty 489.570659 = -9292.649829 nChanged 2 SP:Iteration 10Q (1497.390000 sec): 3 clusters Score: Raw -9790.359127 + Penalty 489.570659 = -9300.788468 nChanged 1 SP:Iteration 11Q (1497.390000 sec): 3 clusters Score: Raw -9794.463824 + Penalty 489.570659 = -9304.893165 nChanged 1 SP:Iteration 12Q (1497.390000 sec): 3 clusters Score: Raw -9796.079898 + Penalty 489.570659 = -9306.509238 nChanged 2 SP:Iteration 13Q (1497.390000 sec): 3 clusters Score: Raw -9806.487350 + Penalty 489.570659 = -9316.916691 nChanged 4 SP:Iteration 14Q (1497.390000 sec): 3 clusters Score: Raw -9826.590861 + Penalty 489.570659 = -9337.020201 nChanged 2 SP:Iteration 15Q (1497.390000 sec): 3 clusters Score: Raw -9842.818009 + Penalty 489.570659 = -9353.247350 nChanged 1 SP:Iteration 16Q (1497.390000 sec): 3 clusters Score: Raw -9854.496556 + Penalty 489.570659 = -9364.925897 nChanged 1 SP:Iteration 17Q (1497.390000 sec): 3 clusters Score: Raw -9871.040486 + Penalty 489.570659 = -9381.469827 nChanged 0 SP:Iteration 18F (1497.390000 sec): 3 clusters Score: Raw -9881.920457 + Penalty 489.570659 = -9392.349797 nChanged 2 SP:Iteration 19Q (1497.390000 sec): 3 clusters Score: Raw -9910.974119 + Penalty 489.570659 = -9421.403460 nChanged 0 SP:Iteration 20F (1497.390000 sec): 3 clusters Score: Raw -9910.974119 + Penalty 489.570659 = -9421.403460 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 80. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.400000 sec): 2 clusters Score: Raw -2265.921823 + Penalty 190.629291 = -2075.292532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.400000 sec): 3 clusters Score: Raw -2308.528799 + Penalty 381.258582 = -1927.270217 nChanged 9 SP:Iteration 1F (1497.400000 sec): 3 clusters Score: Raw -2334.313455 + Penalty 381.258582 = -1953.054874 nChanged 3 SP:Iteration 2Q (1497.400000 sec): 3 clusters Score: Raw -2347.008086 + Penalty 381.258582 = -1965.749505 nChanged 1 SP:Iteration 3Q (1497.400000 sec): 3 clusters Score: Raw -2349.024807 + Penalty 381.258582 = -1967.766225 nChanged 1 SP:Iteration 4Q (1497.400000 sec): 3 clusters Score: Raw -2350.446496 + Penalty 381.258582 = -1969.187915 nChanged 2 SP:Iteration 5Q (1497.400000 sec): 3 clusters Score: Raw -2357.716871 + Penalty 381.258582 = -1976.458290 nChanged 3 SP:Iteration 6Q (1497.400000 sec): 3 clusters Score: Raw -2370.638476 + Penalty 381.258582 = -1989.379894 nChanged 1 SP:Iteration 7Q (1497.400000 sec): 3 clusters Score: Raw -2384.222742 + Penalty 381.258582 = -2002.964160 nChanged 0 SP:Iteration 8F (1497.400000 sec): 3 clusters Score: Raw -2384.222742 + Penalty 381.258582 = -2002.964160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.400000 sec): 2 clusters Score: Raw -13796.327904 + Penalty 268.069812 = -13528.258093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.400000 sec): 3 clusters Score: Raw -13668.409140 + Penalty 536.139623 = -13132.269517 nChanged 128 SP:Iteration 1F (1497.400000 sec): 3 clusters Score: Raw -13844.818137 + Penalty 536.139623 = -13308.678514 nChanged 36 SP:Iteration 2F (1497.400000 sec): 3 clusters Score: Raw -13912.251490 + Penalty 536.139623 = -13376.111867 nChanged 19 SP:Iteration 3F (1497.400000 sec): 3 clusters Score: Raw -13937.928903 + Penalty 536.139623 = -13401.789280 nChanged 7 SP:Iteration 4Q (1497.400000 sec): 3 clusters Score: Raw -13961.065627 + Penalty 536.139623 = -13424.926003 nChanged 13 SP:Iteration 5Q (1497.400000 sec): 3 clusters Score: Raw -13987.385747 + Penalty 536.139623 = -13451.246123 nChanged 11 SP:Iteration 6Q (1497.400000 sec): 3 clusters Score: Raw -14026.964812 + Penalty 536.139623 = -13490.825189 nChanged 13 SP:Iteration 7Q (1497.400000 sec): 3 clusters Score: Raw -14077.371129 + Penalty 536.139623 = -13541.231506 nChanged 8 SP:Iteration 8Q (1497.400000 sec): 3 clusters Score: Raw -14100.554707 + Penalty 536.139623 = -13564.415084 nChanged 8 SP:Iteration 9Q (1497.400000 sec): 3 clusters Score: Raw -14147.182708 + Penalty 536.139623 = -13611.043084 nChanged 13 SP:Iteration 10Q (1497.400000 sec): 3 clusters Score: Raw -14304.645977 + Penalty 536.139623 = -13768.506354 nChanged 10 SP:Iteration 11Q (1497.400000 sec): 3 clusters Score: Raw -14355.237201 + Penalty 536.139623 = -13819.097578 nChanged 5 SP:Iteration 12Q (1497.400000 sec): 3 clusters Score: Raw -14371.069010 + Penalty 536.139623 = -13834.929386 nChanged 2 SP:Iteration 13Q (1497.410000 sec): 3 clusters Score: Raw -14377.619477 + Penalty 536.139623 = -13841.479854 nChanged 1 SP:Iteration 14Q (1497.410000 sec): 3 clusters Score: Raw -14380.601324 + Penalty 536.139623 = -13844.461700 nChanged 1 SP:Iteration 15Q (1497.410000 sec): 3 clusters Score: Raw -14382.747484 + Penalty 536.139623 = -13846.607861 nChanged 1 SP:Iteration 16Q (1497.410000 sec): 3 clusters Score: Raw -14385.353664 + Penalty 536.139623 = -13849.214041 nChanged 0 SP:Iteration 17F (1497.410000 sec): 3 clusters Score: Raw -14385.353664 + Penalty 536.139623 = -13849.214041 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 81. Deleting Class 76 (27 points): Lose 449.998380 but Gain 588.735889 Iteration 299Q (1502.250000 sec): 81 clusters Score: Raw -23961931.009287 + Penalty 47098.871119 = -23914832.138168 nChanged 51 Deleting Class 62 (39 points): Lose 428.740633 but Gain 588.735889 Iteration 300F (1514.690000 sec): 80 clusters Score: Raw -23961881.355080 + Penalty 46510.135230 = -23915371.219850 nChanged 69 Iteration 301Q (1519.390000 sec): 80 clusters Score: Raw -23962271.514198 + Penalty 46510.135230 = -23915761.378968 nChanged 18 Iteration 302Q (1524.110000 sec): 80 clusters Score: Raw -23962350.037184 + Penalty 46510.135230 = -23915839.901954 nChanged 7 Iteration 303Q (1528.840000 sec): 80 clusters Score: Raw -23962410.849402 + Penalty 46510.135230 = -23915900.714171 nChanged 7 Iteration 304Q (1533.520000 sec): 80 clusters Score: Raw -23962466.054530 + Penalty 46510.135230 = -23915955.919300 nChanged 5 Iteration 305Q (1538.240000 sec): 80 clusters Score: Raw -23962472.242692 + Penalty 46510.135230 = -23915962.107461 nChanged 2 Iteration 306Q (1542.940000 sec): 80 clusters Score: Raw -23962474.388318 + Penalty 46510.135230 = -23915964.253088 nChanged 1 Iteration 307Q (1547.640000 sec): 80 clusters Score: Raw -23962476.293922 + Penalty 46510.135230 = -23915966.158692 nChanged 2 Iteration 308Q (1552.480000 sec): 80 clusters Score: Raw -23962479.257591 + Penalty 46510.135230 = -23915969.122360 nChanged 0 Iteration 309F (1564.920000 sec): 80 clusters Score: Raw -23962479.257591 + Penalty 46510.135230 = -23915969.122360 nChanged 0 Compute initial score before splitting: Score: Raw -23962479.257591 + Penalty 46510.135230 = -23915969.122360 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1564.940000 sec): 2 clusters Score: Raw -22234.166220 + Penalty 270.397372 = -21963.768849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1564.940000 sec): 3 clusters Score: Raw -22071.062302 + Penalty 540.794743 = -21530.267559 nChanged 121 SP:Iteration 1F (1564.940000 sec): 3 clusters Score: Raw -22152.722454 + Penalty 540.794743 = -21611.927711 nChanged 24 SP:Iteration 2F (1564.940000 sec): 3 clusters Score: Raw -22176.065284 + Penalty 540.794743 = -21635.270541 nChanged 13 SP:Iteration 3Q (1564.940000 sec): 3 clusters Score: Raw -22186.411760 + Penalty 540.794743 = -21645.617017 nChanged 6 SP:Iteration 4Q (1564.940000 sec): 3 clusters Score: Raw -22190.452134 + Penalty 540.794743 = -21649.657391 nChanged 6 SP:Iteration 5Q (1564.940000 sec): 3 clusters Score: Raw -22193.371577 + Penalty 540.794743 = -21652.576834 nChanged 3 SP:Iteration 6Q (1564.940000 sec): 3 clusters Score: Raw -22195.730809 + Penalty 540.794743 = -21654.936066 nChanged 4 SP:Iteration 7Q (1564.940000 sec): 3 clusters Score: Raw -22198.596644 + Penalty 540.794743 = -21657.801901 nChanged 2 SP:Iteration 8Q (1564.940000 sec): 3 clusters Score: Raw -22209.709077 + Penalty 540.794743 = -21668.914334 nChanged 10 SP:Iteration 9Q (1564.940000 sec): 3 clusters Score: Raw -22225.383193 + Penalty 540.794743 = -21684.588450 nChanged 10 SP:Iteration 10Q (1564.940000 sec): 3 clusters Score: Raw -22232.905190 + Penalty 540.794743 = -21692.110447 nChanged 7 SP:Iteration 11Q (1564.940000 sec): 3 clusters Score: Raw -22236.233810 + Penalty 540.794743 = -21695.439067 nChanged 3 SP:Iteration 12Q (1564.940000 sec): 3 clusters Score: Raw -22239.483398 + Penalty 540.794743 = -21698.688655 nChanged 2 SP:Iteration 13Q (1564.940000 sec): 3 clusters Score: Raw -22241.327862 + Penalty 540.794743 = -21700.533119 nChanged 2 SP:Iteration 14Q (1564.940000 sec): 3 clusters Score: Raw -22246.036094 + Penalty 540.794743 = -21705.241351 nChanged 5 SP:Iteration 15Q (1564.940000 sec): 3 clusters Score: Raw -22248.648149 + Penalty 540.794743 = -21707.853406 nChanged 4 SP:Iteration 16Q (1564.940000 sec): 3 clusters Score: Raw -22251.136244 + Penalty 540.794743 = -21710.341501 nChanged 2 SP:Iteration 17Q (1564.940000 sec): 3 clusters Score: Raw -22252.486392 + Penalty 540.794743 = -21711.691649 nChanged 3 SP:Iteration 18Q (1564.940000 sec): 3 clusters Score: Raw -22254.511272 + Penalty 540.794743 = -21713.716529 nChanged 7 SP:Iteration 19Q (1564.940000 sec): 3 clusters Score: Raw -22261.082800 + Penalty 540.794743 = -21720.288057 nChanged 8 SP:Iteration 20F (1564.940000 sec): 3 clusters Score: Raw -22268.322076 + Penalty 540.794743 = -21727.527333 nChanged 8 SP:Iteration 21Q (1564.940000 sec): 3 clusters Score: Raw -22272.699374 + Penalty 540.794743 = -21731.904631 nChanged 2 SP:Iteration 22Q (1564.940000 sec): 3 clusters Score: Raw -22274.207480 + Penalty 540.794743 = -21733.412736 nChanged 2 SP:Iteration 23Q (1564.940000 sec): 3 clusters Score: Raw -22275.065682 + Penalty 540.794743 = -21734.270938 nChanged 2 SP:Iteration 24Q (1564.940000 sec): 3 clusters Score: Raw -22275.997262 + Penalty 540.794743 = -21735.202519 nChanged 1 SP:Iteration 25Q (1564.940000 sec): 3 clusters Score: Raw -22277.352061 + Penalty 540.794743 = -21736.557317 nChanged 2 SP:Iteration 26Q (1564.940000 sec): 3 clusters Score: Raw -22279.373378 + Penalty 540.794743 = -21738.578634 nChanged 5 SP:Iteration 27Q (1564.940000 sec): 3 clusters Score: Raw -22281.462847 + Penalty 540.794743 = -21740.668104 nChanged 2 SP:Iteration 28Q (1564.950000 sec): 3 clusters Score: Raw -22285.843786 + Penalty 540.794743 = -21745.049043 nChanged 3 SP:Iteration 29Q (1564.950000 sec): 3 clusters Score: Raw -22287.183182 + Penalty 540.794743 = -21746.388439 nChanged 1 SP:Iteration 30Q (1564.950000 sec): 3 clusters Score: Raw -22287.687945 + Penalty 540.794743 = -21746.893202 nChanged 1 SP:Iteration 31Q (1564.950000 sec): 3 clusters Score: Raw -22288.332866 + Penalty 540.794743 = -21747.538123 nChanged 1 SP:Iteration 32Q (1564.950000 sec): 3 clusters Score: Raw -22289.297274 + Penalty 540.794743 = -21748.502531 nChanged 3 SP:Iteration 33Q (1564.950000 sec): 3 clusters Score: Raw -22290.730526 + Penalty 540.794743 = -21749.935783 nChanged 2 SP:Iteration 34Q (1564.950000 sec): 3 clusters Score: Raw -22292.615317 + Penalty 540.794743 = -21751.820574 nChanged 4 SP:Iteration 35Q (1564.950000 sec): 3 clusters Score: Raw -22294.466549 + Penalty 540.794743 = -21753.671806 nChanged 1 SP:Iteration 36Q (1564.950000 sec): 3 clusters Score: Raw -22294.807752 + Penalty 540.794743 = -21754.013009 nChanged 0 SP:Iteration 37F (1564.950000 sec): 3 clusters Score: Raw -22294.807752 + Penalty 540.794743 = -21754.013009 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1564.950000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1564.950000 sec): 3 clusters Score: Raw -16624.013492 + Penalty 518.435507 = -16105.577985 nChanged 93 SP:Iteration 1F (1564.950000 sec): 3 clusters Score: Raw -16705.099293 + Penalty 518.435507 = -16186.663785 nChanged 24 SP:Iteration 2F (1564.950000 sec): 3 clusters Score: Raw -16734.340023 + Penalty 518.435507 = -16215.904516 nChanged 14 SP:Iteration 3Q (1564.950000 sec): 3 clusters Score: Raw -16755.759233 + Penalty 518.435507 = -16237.323726 nChanged 13 SP:Iteration 4Q (1564.950000 sec): 3 clusters Score: Raw -16784.415222 + Penalty 518.435507 = -16265.979715 nChanged 5 SP:Iteration 5Q (1564.950000 sec): 3 clusters Score: Raw -16795.060604 + Penalty 518.435507 = -16276.625097 nChanged 1 SP:Iteration 6Q (1564.950000 sec): 3 clusters Score: Raw -16800.976396 + Penalty 518.435507 = -16282.540889 nChanged 3 SP:Iteration 7Q (1564.950000 sec): 3 clusters Score: Raw -16804.161013 + Penalty 518.435507 = -16285.725506 nChanged 1 SP:Iteration 8Q (1564.950000 sec): 3 clusters Score: Raw -16804.772448 + Penalty 518.435507 = -16286.336940 nChanged 1 SP:Iteration 9Q (1564.950000 sec): 3 clusters Score: Raw -16805.141474 + Penalty 518.435507 = -16286.705967 nChanged 0 SP:Iteration 10F (1564.960000 sec): 3 clusters Score: Raw -16805.141474 + Penalty 518.435507 = -16286.705967 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1564.960000 sec): 2 clusters Score: Raw -114123.655508 + Penalty 344.337749 = -113779.317760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1564.960000 sec): 3 clusters Score: Raw -113057.331630 + Penalty 688.675497 = -112368.656133 nChanged 792 SP:Iteration 1F (1564.960000 sec): 3 clusters Score: Raw -113556.624468 + Penalty 688.675497 = -112867.948971 nChanged 153 SP:Iteration 2F (1564.960000 sec): 3 clusters Score: Raw -113665.102832 + Penalty 688.675497 = -112976.427335 nChanged 120 SP:Iteration 3F (1564.960000 sec): 3 clusters Score: Raw -113751.774016 + Penalty 688.675497 = -113063.098519 nChanged 107 SP:Iteration 4F (1564.970000 sec): 3 clusters Score: Raw -113821.918422 + Penalty 688.675497 = -113133.242925 nChanged 77 SP:Iteration 5Q (1564.970000 sec): 3 clusters Score: Raw -113869.821506 + Penalty 688.675497 = -113181.146009 nChanged 68 SP:Iteration 6Q (1564.970000 sec): 3 clusters Score: Raw -113906.924908 + Penalty 688.675497 = -113218.249411 nChanged 61 SP:Iteration 7Q (1564.970000 sec): 3 clusters Score: Raw -113938.074822 + Penalty 688.675497 = -113249.399325 nChanged 46 SP:Iteration 8Q (1564.980000 sec): 3 clusters Score: Raw -113960.336335 + Penalty 688.675497 = -113271.660838 nChanged 32 SP:Iteration 9Q (1564.980000 sec): 3 clusters Score: Raw -113975.195819 + Penalty 688.675497 = -113286.520322 nChanged 23 SP:Iteration 10Q (1564.980000 sec): 3 clusters Score: Raw -113986.653223 + Penalty 688.675497 = -113297.977726 nChanged 23 SP:Iteration 11Q (1564.980000 sec): 3 clusters Score: Raw -113996.526618 + Penalty 688.675497 = -113307.851120 nChanged 17 SP:Iteration 12Q (1564.980000 sec): 3 clusters Score: Raw -114000.585301 + Penalty 688.675497 = -113311.909804 nChanged 15 SP:Iteration 13Q (1564.980000 sec): 3 clusters Score: Raw -114003.740740 + Penalty 688.675497 = -113315.065243 nChanged 20 SP:Iteration 14Q (1564.980000 sec): 3 clusters Score: Raw -114009.861122 + Penalty 688.675497 = -113321.185625 nChanged 16 SP:Iteration 15Q (1564.990000 sec): 3 clusters Score: Raw -114014.318179 + Penalty 688.675497 = -113325.642682 nChanged 15 SP:Iteration 16Q (1564.990000 sec): 3 clusters Score: Raw -114018.025011 + Penalty 688.675497 = -113329.349514 nChanged 15 SP:Iteration 17Q (1564.990000 sec): 3 clusters Score: Raw -114023.608320 + Penalty 688.675497 = -113334.932823 nChanged 16 SP:Iteration 18Q (1564.990000 sec): 3 clusters Score: Raw -114028.865226 + Penalty 688.675497 = -113340.189729 nChanged 18 SP:Iteration 19Q (1565.000000 sec): 3 clusters Score: Raw -114034.985100 + Penalty 688.675497 = -113346.309603 nChanged 12 SP:Iteration 20F (1565.000000 sec): 3 clusters Score: Raw -114038.613292 + Penalty 688.675497 = -113349.937795 nChanged 14 SP:Iteration 21Q (1565.000000 sec): 3 clusters Score: Raw -114041.892268 + Penalty 688.675497 = -113353.216770 nChanged 10 SP:Iteration 22Q (1565.000000 sec): 3 clusters Score: Raw -114044.029358 + Penalty 688.675497 = -113355.353861 nChanged 9 SP:Iteration 23Q (1565.000000 sec): 3 clusters Score: Raw -114045.954996 + Penalty 688.675497 = -113357.279499 nChanged 8 SP:Iteration 24Q (1565.000000 sec): 3 clusters Score: Raw -114047.231294 + Penalty 688.675497 = -113358.555797 nChanged 4 SP:Iteration 25Q (1565.000000 sec): 3 clusters Score: Raw -114048.191830 + Penalty 688.675497 = -113359.516333 nChanged 0 SP:Iteration 26F (1565.010000 sec): 3 clusters Score: Raw -114048.191830 + Penalty 688.675497 = -113359.516333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1565.070000 sec): 2 clusters Score: Raw -2261386.098170 + Penalty 481.824969 = -2260904.273201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1565.120000 sec): 3 clusters Score: Raw -2235230.746976 + Penalty 963.649939 = -2234267.097038 nChanged 19266 SP:Iteration 1F (1565.160000 sec): 3 clusters Score: Raw -2247360.753610 + Penalty 963.649939 = -2246397.103671 nChanged 2869 SP:Iteration 2F (1565.210000 sec): 3 clusters Score: Raw -2249126.264347 + Penalty 963.649939 = -2248162.614408 nChanged 3483 SP:Iteration 3F (1565.250000 sec): 3 clusters Score: Raw -2251817.056404 + Penalty 963.649939 = -2250853.406465 nChanged 3524 SP:Iteration 4F (1565.290000 sec): 3 clusters Score: Raw -2254943.998722 + Penalty 963.649939 = -2253980.348784 nChanged 2864 SP:Iteration 5F (1565.340000 sec): 3 clusters Score: Raw -2257695.568751 + Penalty 963.649939 = -2256731.918813 nChanged 1882 SP:Iteration 6Q (1565.380000 sec): 3 clusters Score: Raw -2259566.063827 + Penalty 963.649939 = -2258602.413889 nChanged 992 SP:Iteration 7Q (1565.430000 sec): 3 clusters Score: Raw -2260571.906771 + Penalty 963.649939 = -2259608.256833 nChanged 462 SP:Iteration 8Q (1565.460000 sec): 3 clusters Score: Raw -2261084.652660 + Penalty 963.649939 = -2260121.002721 nChanged 180 SP:Iteration 9Q (1565.500000 sec): 3 clusters Score: Raw -2261269.802264 + Penalty 963.649939 = -2260306.152325 nChanged 112 SP:Iteration 10Q (1565.530000 sec): 3 clusters Score: Raw -2261377.406845 + Penalty 963.649939 = -2260413.756906 nChanged 57 SP:Iteration 11Q (1565.560000 sec): 3 clusters Score: Raw -2261428.282894 + Penalty 963.649939 = -2260464.632956 nChanged 40 SP:Iteration 12Q (1565.600000 sec): 3 clusters Score: Raw -2261457.339969 + Penalty 963.649939 = -2260493.690030 nChanged 32 SP:Iteration 13Q (1565.630000 sec): 3 clusters Score: Raw -2261476.372646 + Penalty 963.649939 = -2260512.722707 nChanged 23 SP:Iteration 14Q (1565.660000 sec): 3 clusters Score: Raw -2261490.128066 + Penalty 963.649939 = -2260526.478127 nChanged 21 SP:Iteration 15Q (1565.690000 sec): 3 clusters Score: Raw -2261499.599607 + Penalty 963.649939 = -2260535.949669 nChanged 12 SP:Iteration 16Q (1565.720000 sec): 3 clusters Score: Raw -2261506.066720 + Penalty 963.649939 = -2260542.416782 nChanged 14 SP:Iteration 17Q (1565.760000 sec): 3 clusters Score: Raw -2261511.150089 + Penalty 963.649939 = -2260547.500150 nChanged 7 SP:Iteration 18Q (1565.790000 sec): 3 clusters Score: Raw -2261513.346582 + Penalty 963.649939 = -2260549.696643 nChanged 6 SP:Iteration 19Q (1565.820000 sec): 3 clusters Score: Raw -2261514.604499 + Penalty 963.649939 = -2260550.954561 nChanged 3 SP:Iteration 20F (1565.860000 sec): 3 clusters Score: Raw -2261515.126402 + Penalty 963.649939 = -2260551.476464 nChanged 2 SP:Iteration 21Q (1565.900000 sec): 3 clusters Score: Raw -2261515.708020 + Penalty 963.649939 = -2260552.058082 nChanged 1 SP:Iteration 22Q (1565.930000 sec): 3 clusters Score: Raw -2261515.733475 + Penalty 963.649939 = -2260552.083537 nChanged 0 SP:Iteration 23F (1565.970000 sec): 3 clusters Score: Raw -2261515.733475 + Penalty 963.649939 = -2260552.083537 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.000000 sec): 2 clusters Score: Raw -200174.548428 + Penalty 369.092727 = -199805.455702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.000000 sec): 3 clusters Score: Raw -198231.655047 + Penalty 738.185454 = -197493.469593 nChanged 1468 SP:Iteration 1F (1566.000000 sec): 3 clusters Score: Raw -199067.522597 + Penalty 738.185454 = -198329.337143 nChanged 207 SP:Iteration 2F (1566.000000 sec): 3 clusters Score: Raw -199205.793507 + Penalty 738.185454 = -198467.608054 nChanged 232 SP:Iteration 3F (1566.010000 sec): 3 clusters Score: Raw -199368.308511 + Penalty 738.185454 = -198630.123057 nChanged 221 SP:Iteration 4F (1566.010000 sec): 3 clusters Score: Raw -199519.856423 + Penalty 738.185454 = -198781.670969 nChanged 196 SP:Iteration 5F (1566.020000 sec): 3 clusters Score: Raw -199683.543070 + Penalty 738.185454 = -198945.357616 nChanged 171 SP:Iteration 6F (1566.020000 sec): 3 clusters Score: Raw -199829.113791 + Penalty 738.185454 = -199090.928337 nChanged 151 SP:Iteration 7Q (1566.020000 sec): 3 clusters Score: Raw -199942.308092 + Penalty 738.185454 = -199204.122638 nChanged 141 SP:Iteration 8Q (1566.020000 sec): 3 clusters Score: Raw -200040.193414 + Penalty 738.185454 = -199302.007960 nChanged 89 SP:Iteration 9Q (1566.030000 sec): 3 clusters Score: Raw -200083.302915 + Penalty 738.185454 = -199345.117462 nChanged 71 SP:Iteration 10Q (1566.030000 sec): 3 clusters Score: Raw -200118.928607 + Penalty 738.185454 = -199380.743154 nChanged 75 SP:Iteration 11Q (1566.030000 sec): 3 clusters Score: Raw -200162.301940 + Penalty 738.185454 = -199424.116486 nChanged 69 SP:Iteration 12Q (1566.040000 sec): 3 clusters Score: Raw -200225.266797 + Penalty 738.185454 = -199487.081343 nChanged 82 SP:Iteration 13Q (1566.040000 sec): 3 clusters Score: Raw -200310.873322 + Penalty 738.185454 = -199572.687868 nChanged 79 SP:Iteration 14Q (1566.040000 sec): 3 clusters Score: Raw -200395.907181 + Penalty 738.185454 = -199657.721727 nChanged 81 SP:Iteration 15Q (1566.040000 sec): 3 clusters Score: Raw -200465.416294 + Penalty 738.185454 = -199727.230840 nChanged 60 SP:Iteration 16Q (1566.050000 sec): 3 clusters Score: Raw -200501.247548 + Penalty 738.185454 = -199763.062095 nChanged 44 SP:Iteration 17Q (1566.050000 sec): 3 clusters Score: Raw -200518.462984 + Penalty 738.185454 = -199780.277530 nChanged 28 SP:Iteration 18Q (1566.060000 sec): 3 clusters Score: Raw -200529.384893 + Penalty 738.185454 = -199791.199440 nChanged 20 SP:Iteration 19Q (1566.060000 sec): 3 clusters Score: Raw -200532.985489 + Penalty 738.185454 = -199794.800035 nChanged 8 SP:Iteration 20F (1566.060000 sec): 3 clusters Score: Raw -200534.069252 + Penalty 738.185454 = -199795.883798 nChanged 3 SP:Iteration 21Q (1566.060000 sec): 3 clusters Score: Raw -200534.857401 + Penalty 738.185454 = -199796.671947 nChanged 5 SP:Iteration 22Q (1566.070000 sec): 3 clusters Score: Raw -200535.940660 + Penalty 738.185454 = -199797.755206 nChanged 3 SP:Iteration 23Q (1566.070000 sec): 3 clusters Score: Raw -200536.289261 + Penalty 738.185454 = -199798.103807 nChanged 0 SP:Iteration 24F (1566.070000 sec): 3 clusters Score: Raw -200536.289261 + Penalty 738.185454 = -199798.103807 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.080000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.080000 sec): 3 clusters Score: Raw -3205.819857 + Penalty 396.460503 = -2809.359353 nChanged 16 SP:Iteration 1F (1566.080000 sec): 3 clusters Score: Raw -3236.139389 + Penalty 396.460503 = -2839.678886 nChanged 5 SP:Iteration 2F (1566.080000 sec): 3 clusters Score: Raw -3249.142609 + Penalty 396.460503 = -2852.682105 nChanged 1 SP:Iteration 3Q (1566.080000 sec): 3 clusters Score: Raw -3252.326491 + Penalty 396.460503 = -2855.865988 nChanged 0 SP:Iteration 4F (1566.080000 sec): 3 clusters Score: Raw -3252.326491 + Penalty 396.460503 = -2855.865988 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.080000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.080000 sec): 3 clusters Score: Raw -60529.335715 + Penalty 639.646968 = -59889.688746 nChanged 452 SP:Iteration 1F (1566.080000 sec): 3 clusters Score: Raw -60831.041285 + Penalty 639.646968 = -60191.394317 nChanged 99 SP:Iteration 2F (1566.080000 sec): 3 clusters Score: Raw -60902.134369 + Penalty 639.646968 = -60262.487401 nChanged 69 SP:Iteration 3F (1566.080000 sec): 3 clusters Score: Raw -60954.077782 + Penalty 639.646968 = -60314.430814 nChanged 53 SP:Iteration 4Q (1566.080000 sec): 3 clusters Score: Raw -60987.448870 + Penalty 639.646968 = -60347.801902 nChanged 40 SP:Iteration 5Q (1566.080000 sec): 3 clusters Score: Raw -61011.670123 + Penalty 639.646968 = -60372.023154 nChanged 33 SP:Iteration 6Q (1566.090000 sec): 3 clusters Score: Raw -61033.927960 + Penalty 639.646968 = -60394.280992 nChanged 41 SP:Iteration 7Q (1566.090000 sec): 3 clusters Score: Raw -61051.942322 + Penalty 639.646968 = -60412.295353 nChanged 38 SP:Iteration 8Q (1566.090000 sec): 3 clusters Score: Raw -61069.967046 + Penalty 639.646968 = -60430.320077 nChanged 33 SP:Iteration 9Q (1566.090000 sec): 3 clusters Score: Raw -61082.817715 + Penalty 639.646968 = -60443.170747 nChanged 23 SP:Iteration 10Q (1566.090000 sec): 3 clusters Score: Raw -61089.896249 + Penalty 639.646968 = -60450.249281 nChanged 18 SP:Iteration 11Q (1566.090000 sec): 3 clusters Score: Raw -61096.097388 + Penalty 639.646968 = -60456.450420 nChanged 24 SP:Iteration 12Q (1566.090000 sec): 3 clusters Score: Raw -61105.954989 + Penalty 639.646968 = -60466.308021 nChanged 21 SP:Iteration 13Q (1566.090000 sec): 3 clusters Score: Raw -61117.815776 + Penalty 639.646968 = -60478.168808 nChanged 21 SP:Iteration 14Q (1566.100000 sec): 3 clusters Score: Raw -61131.594130 + Penalty 639.646968 = -60491.947161 nChanged 21 SP:Iteration 15Q (1566.100000 sec): 3 clusters Score: Raw -61143.457272 + Penalty 639.646968 = -60503.810303 nChanged 16 SP:Iteration 16Q (1566.100000 sec): 3 clusters Score: Raw -61150.916566 + Penalty 639.646968 = -60511.269598 nChanged 12 SP:Iteration 17Q (1566.100000 sec): 3 clusters Score: Raw -61155.438917 + Penalty 639.646968 = -60515.791949 nChanged 7 SP:Iteration 18Q (1566.100000 sec): 3 clusters Score: Raw -61157.115474 + Penalty 639.646968 = -60517.468506 nChanged 4 SP:Iteration 19Q (1566.100000 sec): 3 clusters Score: Raw -61159.239887 + Penalty 639.646968 = -60519.592919 nChanged 5 SP:Iteration 20F (1566.100000 sec): 3 clusters Score: Raw -61161.244555 + Penalty 639.646968 = -60521.597586 nChanged 4 SP:Iteration 21Q (1566.100000 sec): 3 clusters Score: Raw -61161.952275 + Penalty 639.646968 = -60522.305307 nChanged 1 SP:Iteration 22Q (1566.100000 sec): 3 clusters Score: Raw -61162.140813 + Penalty 639.646968 = -60522.493844 nChanged 0 SP:Iteration 23F (1566.100000 sec): 3 clusters Score: Raw -61162.140813 + Penalty 639.646968 = -60522.493844 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.110000 sec): 2 clusters Score: Raw -3287.046368 + Penalty 193.951934 = -3093.094433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.110000 sec): 3 clusters Score: Raw -3331.137321 + Penalty 387.903869 = -2943.233452 nChanged 13 SP:Iteration 1F (1566.110000 sec): 3 clusters Score: Raw -3363.521166 + Penalty 387.903869 = -2975.617297 nChanged 5 SP:Iteration 2F (1566.110000 sec): 3 clusters Score: Raw -3370.647670 + Penalty 387.903869 = -2982.743801 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.110000 sec): 2 clusters Score: Raw -9367.375508 + Penalty 239.921480 = -9127.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.110000 sec): 3 clusters Score: Raw -9344.171062 + Penalty 479.842960 = -8864.328102 nChanged 53 SP:Iteration 1F (1566.110000 sec): 3 clusters Score: Raw -9442.799642 + Penalty 479.842960 = -8962.956683 nChanged 27 SP:Iteration 2F (1566.110000 sec): 3 clusters Score: Raw -9496.673569 + Penalty 479.842960 = -9016.830609 nChanged 10 SP:Iteration 3F (1566.110000 sec): 3 clusters Score: Raw -9509.103700 + Penalty 479.842960 = -9029.260740 nChanged 1 SP:Iteration 4Q (1566.110000 sec): 3 clusters Score: Raw -9511.569376 + Penalty 479.842960 = -9031.726416 nChanged 0 SP:Iteration 5F (1566.110000 sec): 3 clusters Score: Raw -9511.569376 + Penalty 479.842960 = -9031.726416 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.420000 sec): 2 clusters Score: Raw -10188081.327451 + Penalty 546.756106 = -10187534.571345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.630000 sec): 3 clusters Score: Raw -10076252.525402 + Penalty 1093.512211 = -10075159.013190 nChanged 81380 SP:Iteration 1F (1566.840000 sec): 3 clusters Score: Raw -10126961.959691 + Penalty 1093.512211 = -10125868.447480 nChanged 7826 SP:Iteration 2Q (1567.060000 sec): 3 clusters Score: Raw -10130723.284360 + Penalty 1093.512211 = -10129629.772148 nChanged 9787 SP:Iteration 3F (1567.270000 sec): 3 clusters Score: Raw -10136678.210368 + Penalty 1093.512211 = -10135584.698156 nChanged 11099 SP:Iteration 4F (1567.470000 sec): 3 clusters Score: Raw -10144528.454864 + Penalty 1093.512211 = -10143434.942653 nChanged 10848 SP:Iteration 5F (1567.680000 sec): 3 clusters Score: Raw -10153017.545084 + Penalty 1093.512211 = -10151924.032873 nChanged 9542 SP:Iteration 6F (1567.880000 sec): 3 clusters Score: Raw -10160662.012478 + Penalty 1093.512211 = -10159568.500266 nChanged 7510 SP:Iteration 7Q (1568.100000 sec): 3 clusters Score: Raw -10166107.332951 + Penalty 1093.512211 = -10165013.820739 nChanged 5701 SP:Iteration 8Q (1568.300000 sec): 3 clusters Score: Raw -10169668.123131 + Penalty 1093.512211 = -10168574.610919 nChanged 4497 SP:Iteration 9Q (1568.510000 sec): 3 clusters Score: Raw -10172340.333614 + Penalty 1093.512211 = -10171246.821403 nChanged 4065 SP:Iteration 10Q (1568.700000 sec): 3 clusters Score: Raw -10174843.623134 + Penalty 1093.512211 = -10173750.110923 nChanged 3833 SP:Iteration 11Q (1568.890000 sec): 3 clusters Score: Raw -10177391.292742 + Penalty 1093.512211 = -10176297.780530 nChanged 3396 SP:Iteration 12Q (1569.070000 sec): 3 clusters Score: Raw -10179778.104277 + Penalty 1093.512211 = -10178684.592066 nChanged 2908 SP:Iteration 13Q (1569.250000 sec): 3 clusters Score: Raw -10181929.998790 + Penalty 1093.512211 = -10180836.486579 nChanged 2304 SP:Iteration 14Q (1569.430000 sec): 3 clusters Score: Raw -10183690.569725 + Penalty 1093.512211 = -10182597.057514 nChanged 1760 SP:Iteration 15Q (1569.590000 sec): 3 clusters Score: Raw -10185077.298038 + Penalty 1093.512211 = -10183983.785827 nChanged 1347 SP:Iteration 16Q (1569.760000 sec): 3 clusters Score: Raw -10186171.904371 + Penalty 1093.512211 = -10185078.392160 nChanged 1049 SP:Iteration 17Q (1569.920000 sec): 3 clusters Score: Raw -10187057.809726 + Penalty 1093.512211 = -10185964.297515 nChanged 724 SP:Iteration 18Q (1570.080000 sec): 3 clusters Score: Raw -10187671.894672 + Penalty 1093.512211 = -10186578.382461 nChanged 345 SP:Iteration 19Q (1570.240000 sec): 3 clusters Score: Raw -10187961.713378 + Penalty 1093.512211 = -10186868.201167 nChanged 103 SP:Iteration 20F (1570.440000 sec): 3 clusters Score: Raw -10188059.722107 + Penalty 1093.512211 = -10186966.209896 nChanged 34 SP:Iteration 21Q (1570.600000 sec): 3 clusters Score: Raw -10188097.140057 + Penalty 1093.512211 = -10187003.627846 nChanged 11 SP:Iteration 22Q (1570.770000 sec): 3 clusters Score: Raw -10188113.745541 + Penalty 1093.512211 = -10187020.233330 nChanged 2 SP:Iteration 23Q (1570.940000 sec): 3 clusters Score: Raw -10188116.565878 + Penalty 1093.512211 = -10187023.053667 nChanged 2 SP:Iteration 24Q (1571.100000 sec): 3 clusters Score: Raw -10188119.738663 + Penalty 1093.512211 = -10187026.226452 nChanged 1 SP:Iteration 25Q (1571.270000 sec): 3 clusters Score: Raw -10188120.873727 + Penalty 1093.512211 = -10187027.361516 nChanged 3 SP:Iteration 26Q (1571.430000 sec): 3 clusters Score: Raw -10188125.572770 + Penalty 1093.512211 = -10187032.060559 nChanged 0 SP:Iteration 27F (1571.630000 sec): 3 clusters Score: Raw -10188125.572770 + Penalty 1093.512211 = -10187032.060559 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.720000 sec): 2 clusters Score: Raw -13504.052962 + Penalty 249.179092 = -13254.873870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.720000 sec): 3 clusters Score: Raw -13445.831880 + Penalty 498.358183 = -12947.473697 nChanged 73 SP:Iteration 1F (1571.720000 sec): 3 clusters Score: Raw -13510.075242 + Penalty 498.358183 = -13011.717059 nChanged 20 SP:Iteration 2F (1571.720000 sec): 3 clusters Score: Raw -13537.836045 + Penalty 498.358183 = -13039.477862 nChanged 10 SP:Iteration 3Q (1571.720000 sec): 3 clusters Score: Raw -13543.092383 + Penalty 498.358183 = -13044.734200 nChanged 3 SP:Iteration 4Q (1571.720000 sec): 3 clusters Score: Raw -13546.972750 + Penalty 498.358183 = -13048.614567 nChanged 3 SP:Iteration 5Q (1571.720000 sec): 3 clusters Score: Raw -13549.295707 + Penalty 498.358183 = -13050.937524 nChanged 0 SP:Iteration 6F (1571.720000 sec): 3 clusters Score: Raw -13549.295707 + Penalty 498.358183 = -13050.937524 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.720000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.720000 sec): 3 clusters Score: Raw -6261.705345 + Penalty 425.227424 = -5836.477921 nChanged 20 SP:Iteration 1F (1571.720000 sec): 3 clusters Score: Raw -6307.549910 + Penalty 425.227424 = -5882.322486 nChanged 6 SP:Iteration 2F (1571.720000 sec): 3 clusters Score: Raw -6322.972862 + Penalty 425.227424 = -5897.745438 nChanged 3 SP:Iteration 3Q (1571.720000 sec): 3 clusters Score: Raw -6331.533452 + Penalty 425.227424 = -5906.306028 nChanged 4 SP:Iteration 4Q (1571.720000 sec): 3 clusters Score: Raw -6336.811958 + Penalty 425.227424 = -5911.584534 nChanged 1 SP:Iteration 5Q (1571.720000 sec): 3 clusters Score: Raw -6337.566229 + Penalty 425.227424 = -5912.338805 nChanged 0 SP:Iteration 6F (1571.720000 sec): 3 clusters Score: Raw -6337.566229 + Penalty 425.227424 = -5912.338805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.730000 sec): 2 clusters Score: Raw -29238.356131 + Penalty 285.928104 = -28952.428027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.730000 sec): 3 clusters Score: Raw -29030.202429 + Penalty 571.856209 = -28458.346220 nChanged 186 SP:Iteration 1F (1571.730000 sec): 3 clusters Score: Raw -29203.483029 + Penalty 571.856209 = -28631.626820 nChanged 50 SP:Iteration 2F (1571.730000 sec): 3 clusters Score: Raw -29259.656551 + Penalty 571.856209 = -28687.800343 nChanged 29 SP:Iteration 3F (1571.730000 sec): 3 clusters Score: Raw -29294.056819 + Penalty 571.856209 = -28722.200611 nChanged 18 SP:Iteration 4Q (1571.730000 sec): 3 clusters Score: Raw -29323.876866 + Penalty 571.856209 = -28752.020657 nChanged 8 SP:Iteration 5Q (1571.730000 sec): 3 clusters Score: Raw -29332.243876 + Penalty 571.856209 = -28760.387668 nChanged 4 SP:Iteration 6Q (1571.730000 sec): 3 clusters Score: Raw -29335.964176 + Penalty 571.856209 = -28764.107968 nChanged 2 SP:Iteration 7Q (1571.730000 sec): 3 clusters Score: Raw -29337.477744 + Penalty 571.856209 = -28765.621535 nChanged 2 SP:Iteration 8Q (1571.730000 sec): 3 clusters Score: Raw -29337.976758 + Penalty 571.856209 = -28766.120550 nChanged 2 SP:Iteration 9Q (1571.730000 sec): 3 clusters Score: Raw -29340.549770 + Penalty 571.856209 = -28768.693561 nChanged 5 SP:Iteration 10Q (1571.730000 sec): 3 clusters Score: Raw -29344.860741 + Penalty 571.856209 = -28773.004532 nChanged 5 SP:Iteration 11Q (1571.730000 sec): 3 clusters Score: Raw -29349.378853 + Penalty 571.856209 = -28777.522644 nChanged 4 SP:Iteration 12Q (1571.730000 sec): 3 clusters Score: Raw -29351.777486 + Penalty 571.856209 = -28779.921278 nChanged 3 SP:Iteration 13Q (1571.730000 sec): 3 clusters Score: Raw -29353.626571 + Penalty 571.856209 = -28781.770362 nChanged 0 SP:Iteration 14F (1571.730000 sec): 3 clusters Score: Raw -29353.626571 + Penalty 571.856209 = -28781.770362 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.730000 sec): 2 clusters Score: Raw -5673.033043 + Penalty 220.050827 = -5452.982217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.730000 sec): 3 clusters Score: Raw -5660.089159 + Penalty 440.101654 = -5219.987506 nChanged 38 SP:Iteration 1F (1571.730000 sec): 3 clusters Score: Raw -5730.040507 + Penalty 440.101654 = -5289.938854 nChanged 5 SP:Iteration 2Q (1571.730000 sec): 3 clusters Score: Raw -5737.103731 + Penalty 440.101654 = -5297.002078 nChanged 0 SP:Iteration 3F (1571.730000 sec): 3 clusters Score: Raw -5737.103731 + Penalty 440.101654 = -5297.002078 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.760000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.780000 sec): 3 clusters Score: Raw -1052843.020344 + Penalty 885.351209 = -1051957.669135 nChanged 8032 SP:Iteration 1F (1571.800000 sec): 3 clusters Score: Raw -1057560.602056 + Penalty 885.351209 = -1056675.250847 nChanged 797 SP:Iteration 2Q (1571.810000 sec): 3 clusters Score: Raw -1057884.017085 + Penalty 885.351209 = -1056998.665876 nChanged 927 SP:Iteration 3F (1571.830000 sec): 3 clusters Score: Raw -1058344.244677 + Penalty 885.351209 = -1057458.893468 nChanged 1042 SP:Iteration 4F (1571.850000 sec): 3 clusters Score: Raw -1058953.442176 + Penalty 885.351209 = -1058068.090967 nChanged 1105 SP:Iteration 5F (1571.870000 sec): 3 clusters Score: Raw -1059723.522104 + Penalty 885.351209 = -1058838.170895 nChanged 1112 SP:Iteration 6F (1571.880000 sec): 3 clusters Score: Raw -1060604.143377 + Penalty 885.351209 = -1059718.792168 nChanged 940 SP:Iteration 7F (1571.900000 sec): 3 clusters Score: Raw -1061353.147108 + Penalty 885.351209 = -1060467.795899 nChanged 718 SP:Iteration 8Q (1571.920000 sec): 3 clusters Score: Raw -1061891.209094 + Penalty 885.351209 = -1061005.857885 nChanged 522 SP:Iteration 9Q (1571.930000 sec): 3 clusters Score: Raw -1062256.669772 + Penalty 885.351209 = -1061371.318563 nChanged 404 SP:Iteration 10Q (1571.950000 sec): 3 clusters Score: Raw -1062520.769774 + Penalty 885.351209 = -1061635.418565 nChanged 344 SP:Iteration 11Q (1571.960000 sec): 3 clusters Score: Raw -1062741.413949 + Penalty 885.351209 = -1061856.062740 nChanged 299 SP:Iteration 12Q (1571.980000 sec): 3 clusters Score: Raw -1062926.389654 + Penalty 885.351209 = -1062041.038445 nChanged 245 SP:Iteration 13Q (1571.990000 sec): 3 clusters Score: Raw -1063070.318411 + Penalty 885.351209 = -1062184.967202 nChanged 225 SP:Iteration 14Q (1572.010000 sec): 3 clusters Score: Raw -1063221.643215 + Penalty 885.351209 = -1062336.292006 nChanged 206 SP:Iteration 15Q (1572.020000 sec): 3 clusters Score: Raw -1063378.508781 + Penalty 885.351209 = -1062493.157572 nChanged 144 SP:Iteration 16Q (1572.030000 sec): 3 clusters Score: Raw -1063492.737381 + Penalty 885.351209 = -1062607.386172 nChanged 114 SP:Iteration 17Q (1572.050000 sec): 3 clusters Score: Raw -1063590.684020 + Penalty 885.351209 = -1062705.332810 nChanged 78 SP:Iteration 18Q (1572.060000 sec): 3 clusters Score: Raw -1063652.361501 + Penalty 885.351209 = -1062767.010292 nChanged 43 SP:Iteration 19Q (1572.070000 sec): 3 clusters Score: Raw -1063676.305188 + Penalty 885.351209 = -1062790.953979 nChanged 26 SP:Iteration 20F (1572.090000 sec): 3 clusters Score: Raw -1063696.243644 + Penalty 885.351209 = -1062810.892435 nChanged 25 SP:Iteration 21Q (1572.100000 sec): 3 clusters Score: Raw -1063713.110172 + Penalty 885.351209 = -1062827.758963 nChanged 17 SP:Iteration 22Q (1572.110000 sec): 3 clusters Score: Raw -1063723.032879 + Penalty 885.351209 = -1062837.681670 nChanged 9 SP:Iteration 23Q (1572.130000 sec): 3 clusters Score: Raw -1063730.649705 + Penalty 885.351209 = -1062845.298496 nChanged 10 SP:Iteration 24Q (1572.140000 sec): 3 clusters Score: Raw -1063739.791631 + Penalty 885.351209 = -1062854.440422 nChanged 5 SP:Iteration 25Q (1572.150000 sec): 3 clusters Score: Raw -1063746.238654 + Penalty 885.351209 = -1062860.887445 nChanged 6 SP:Iteration 26Q (1572.160000 sec): 3 clusters Score: Raw -1063751.202318 + Penalty 885.351209 = -1062865.851109 nChanged 9 SP:Iteration 27Q (1572.170000 sec): 3 clusters Score: Raw -1063756.256541 + Penalty 885.351209 = -1062870.905332 nChanged 1 SP:Iteration 28Q (1572.190000 sec): 3 clusters Score: Raw -1063756.996459 + Penalty 885.351209 = -1062871.645250 nChanged 2 SP:Iteration 29Q (1572.200000 sec): 3 clusters Score: Raw -1063758.009104 + Penalty 885.351209 = -1062872.657895 nChanged 1 SP:Iteration 30Q (1572.210000 sec): 3 clusters Score: Raw -1063758.321451 + Penalty 885.351209 = -1062872.970241 nChanged 1 SP:Iteration 31Q (1572.220000 sec): 3 clusters Score: Raw -1063759.472896 + Penalty 885.351209 = -1062874.121687 nChanged 3 SP:Iteration 32Q (1572.230000 sec): 3 clusters Score: Raw -1063763.185634 + Penalty 885.351209 = -1062877.834425 nChanged 1 SP:Iteration 33Q (1572.250000 sec): 3 clusters Score: Raw -1063764.635719 + Penalty 885.351209 = -1062879.284510 nChanged 1 SP:Iteration 34Q (1572.260000 sec): 3 clusters Score: Raw -1063765.022711 + Penalty 885.351209 = -1062879.671502 nChanged 1 SP:Iteration 35Q (1572.270000 sec): 3 clusters Score: Raw -1063765.581428 + Penalty 885.351209 = -1062880.230219 nChanged 1 SP:Iteration 36Q (1572.290000 sec): 3 clusters Score: Raw -1063766.174938 + Penalty 885.351209 = -1062880.823729 nChanged 1 SP:Iteration 37Q (1572.300000 sec): 3 clusters Score: Raw -1063768.323913 + Penalty 885.351209 = -1062882.972704 nChanged 1 SP:Iteration 38Q (1572.310000 sec): 3 clusters Score: Raw -1063769.337383 + Penalty 885.351209 = -1062883.986174 nChanged 0 SP:Iteration 39F (1572.330000 sec): 3 clusters Score: Raw -1063769.337383 + Penalty 885.351209 = -1062883.986174 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.360000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.390000 sec): 3 clusters Score: Raw -1393703.806040 + Penalty 912.415644 = -1392791.390396 nChanged 10734 SP:Iteration 1F (1572.410000 sec): 3 clusters Score: Raw -1400533.268492 + Penalty 912.415644 = -1399620.852848 nChanged 1312 SP:Iteration 2F (1572.430000 sec): 3 clusters Score: Raw -1401407.157491 + Penalty 912.415644 = -1400494.741847 nChanged 1466 SP:Iteration 3F (1572.450000 sec): 3 clusters Score: Raw -1402514.545879 + Penalty 912.415644 = -1401602.130235 nChanged 1485 SP:Iteration 4F (1572.480000 sec): 3 clusters Score: Raw -1403834.742208 + Penalty 912.415644 = -1402922.326564 nChanged 1462 SP:Iteration 5F (1572.500000 sec): 3 clusters Score: Raw -1405213.852555 + Penalty 912.415644 = -1404301.436911 nChanged 1198 SP:Iteration 6F (1572.530000 sec): 3 clusters Score: Raw -1406327.173199 + Penalty 912.415644 = -1405414.757555 nChanged 857 SP:Iteration 7Q (1572.550000 sec): 3 clusters Score: Raw -1407041.981605 + Penalty 912.415644 = -1406129.565961 nChanged 588 SP:Iteration 8Q (1572.570000 sec): 3 clusters Score: Raw -1407469.430123 + Penalty 912.415644 = -1406557.014478 nChanged 438 SP:Iteration 9Q (1572.590000 sec): 3 clusters Score: Raw -1407763.852050 + Penalty 912.415644 = -1406851.436406 nChanged 324 SP:Iteration 10Q (1572.610000 sec): 3 clusters Score: Raw -1407989.465947 + Penalty 912.415644 = -1407077.050303 nChanged 237 SP:Iteration 11Q (1572.630000 sec): 3 clusters Score: Raw -1408152.597757 + Penalty 912.415644 = -1407240.182113 nChanged 163 SP:Iteration 12Q (1572.640000 sec): 3 clusters Score: Raw -1408267.733765 + Penalty 912.415644 = -1407355.318121 nChanged 88 SP:Iteration 13Q (1572.660000 sec): 3 clusters Score: Raw -1408326.407546 + Penalty 912.415644 = -1407413.991902 nChanged 58 SP:Iteration 14Q (1572.680000 sec): 3 clusters Score: Raw -1408361.525834 + Penalty 912.415644 = -1407449.110190 nChanged 35 SP:Iteration 15Q (1572.690000 sec): 3 clusters Score: Raw -1408382.670836 + Penalty 912.415644 = -1407470.255192 nChanged 19 SP:Iteration 16Q (1572.710000 sec): 3 clusters Score: Raw -1408390.513042 + Penalty 912.415644 = -1407478.097398 nChanged 10 SP:Iteration 17Q (1572.730000 sec): 3 clusters Score: Raw -1408396.796445 + Penalty 912.415644 = -1407484.380800 nChanged 10 SP:Iteration 18Q (1572.750000 sec): 3 clusters Score: Raw -1408403.835873 + Penalty 912.415644 = -1407491.420229 nChanged 10 SP:Iteration 19Q (1572.770000 sec): 3 clusters Score: Raw -1408413.928760 + Penalty 912.415644 = -1407501.513116 nChanged 17 SP:Iteration 20F (1572.790000 sec): 3 clusters Score: Raw -1408425.972410 + Penalty 912.415644 = -1407513.556766 nChanged 15 SP:Iteration 21Q (1572.810000 sec): 3 clusters Score: Raw -1408433.309995 + Penalty 912.415644 = -1407520.894351 nChanged 6 SP:Iteration 22Q (1572.820000 sec): 3 clusters Score: Raw -1408436.530191 + Penalty 912.415644 = -1407524.114546 nChanged 9 SP:Iteration 23Q (1572.840000 sec): 3 clusters Score: Raw -1408441.901001 + Penalty 912.415644 = -1407529.485357 nChanged 7 SP:Iteration 24Q (1572.860000 sec): 3 clusters Score: Raw -1408446.044678 + Penalty 912.415644 = -1407533.629034 nChanged 3 SP:Iteration 25Q (1572.870000 sec): 3 clusters Score: Raw -1408447.156254 + Penalty 912.415644 = -1407534.740610 nChanged 1 SP:Iteration 26Q (1572.890000 sec): 3 clusters Score: Raw -1408447.320484 + Penalty 912.415644 = -1407534.904839 nChanged 1 SP:Iteration 27Q (1572.910000 sec): 3 clusters Score: Raw -1408447.511720 + Penalty 912.415644 = -1407535.096076 nChanged 0 SP:Iteration 28F (1572.930000 sec): 3 clusters Score: Raw -1408447.511720 + Penalty 912.415644 = -1407535.096076 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.940000 sec): 2 clusters Score: Raw -11210.498264 + Penalty 241.750872 = -10968.747392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.940000 sec): 3 clusters Score: Raw -11155.860469 + Penalty 483.501744 = -10672.358725 nChanged 59 SP:Iteration 1F (1572.940000 sec): 3 clusters Score: Raw -11231.235096 + Penalty 483.501744 = -10747.733352 nChanged 14 SP:Iteration 2F (1572.940000 sec): 3 clusters Score: Raw -11256.909164 + Penalty 483.501744 = -10773.407420 nChanged 12 SP:Iteration 3F (1572.940000 sec): 3 clusters Score: Raw -11272.526413 + Penalty 483.501744 = -10789.024669 nChanged 5 SP:Iteration 4Q (1572.940000 sec): 3 clusters Score: Raw -11284.210834 + Penalty 483.501744 = -10800.709090 nChanged 4 SP:Iteration 5Q (1572.940000 sec): 3 clusters Score: Raw -11292.089411 + Penalty 483.501744 = -10808.587666 nChanged 5 SP:Iteration 6Q (1572.950000 sec): 3 clusters Score: Raw -11298.101255 + Penalty 483.501744 = -10814.599511 nChanged 4 SP:Iteration 7Q (1572.950000 sec): 3 clusters Score: Raw -11304.905203 + Penalty 483.501744 = -10821.403459 nChanged 4 SP:Iteration 8Q (1572.950000 sec): 3 clusters Score: Raw -11308.273586 + Penalty 483.501744 = -10824.771842 nChanged 3 SP:Iteration 9Q (1572.950000 sec): 3 clusters Score: Raw -11311.307586 + Penalty 483.501744 = -10827.805842 nChanged 2 SP:Iteration 10Q (1572.950000 sec): 3 clusters Score: Raw -11312.330661 + Penalty 483.501744 = -10828.828916 nChanged 1 SP:Iteration 11Q (1572.950000 sec): 3 clusters Score: Raw -11315.152159 + Penalty 483.501744 = -10831.650415 nChanged 1 SP:Iteration 12Q (1572.950000 sec): 3 clusters Score: Raw -11316.296009 + Penalty 483.501744 = -10832.794265 nChanged 0 SP:Iteration 13F (1572.950000 sec): 3 clusters Score: Raw -11316.296009 + Penalty 483.501744 = -10832.794265 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.950000 sec): 2 clusters Score: Raw -192227.109591 + Penalty 365.752297 = -191861.357294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.950000 sec): 3 clusters Score: Raw -190463.365085 + Penalty 731.504594 = -189731.860491 nChanged 1330 SP:Iteration 1F (1572.960000 sec): 3 clusters Score: Raw -191189.737737 + Penalty 731.504594 = -190458.233143 nChanged 194 SP:Iteration 2F (1572.960000 sec): 3 clusters Score: Raw -191281.131818 + Penalty 731.504594 = -190549.627224 nChanged 171 SP:Iteration 3F (1572.960000 sec): 3 clusters Score: Raw -191370.370647 + Penalty 731.504594 = -190638.866053 nChanged 159 SP:Iteration 4F (1572.970000 sec): 3 clusters Score: Raw -191445.753133 + Penalty 731.504594 = -190714.248539 nChanged 132 SP:Iteration 5Q (1572.970000 sec): 3 clusters Score: Raw -191511.670409 + Penalty 731.504594 = -190780.165815 nChanged 123 SP:Iteration 6Q (1572.970000 sec): 3 clusters Score: Raw -191592.081747 + Penalty 731.504594 = -190860.577153 nChanged 140 SP:Iteration 7Q (1572.970000 sec): 3 clusters Score: Raw -191693.796214 + Penalty 731.504594 = -190962.291620 nChanged 146 SP:Iteration 8Q (1572.980000 sec): 3 clusters Score: Raw -191778.240051 + Penalty 731.504594 = -191046.735457 nChanged 116 SP:Iteration 9Q (1572.980000 sec): 3 clusters Score: Raw -191842.084916 + Penalty 731.504594 = -191110.580322 nChanged 99 SP:Iteration 10Q (1572.990000 sec): 3 clusters Score: Raw -191885.525469 + Penalty 731.504594 = -191154.020875 nChanged 72 SP:Iteration 11Q (1572.990000 sec): 3 clusters Score: Raw -191908.935638 + Penalty 731.504594 = -191177.431044 nChanged 52 SP:Iteration 12Q (1572.990000 sec): 3 clusters Score: Raw -191927.985259 + Penalty 731.504594 = -191196.480665 nChanged 38 SP:Iteration 13Q (1572.990000 sec): 3 clusters Score: Raw -191939.960659 + Penalty 731.504594 = -191208.456065 nChanged 31 SP:Iteration 14Q (1573.000000 sec): 3 clusters Score: Raw -191948.068050 + Penalty 731.504594 = -191216.563456 nChanged 27 SP:Iteration 15Q (1573.000000 sec): 3 clusters Score: Raw -191955.966184 + Penalty 731.504594 = -191224.461590 nChanged 29 SP:Iteration 16Q (1573.000000 sec): 3 clusters Score: Raw -191963.611630 + Penalty 731.504594 = -191232.107037 nChanged 19 SP:Iteration 17Q (1573.010000 sec): 3 clusters Score: Raw -191968.098626 + Penalty 731.504594 = -191236.594032 nChanged 18 SP:Iteration 18Q (1573.010000 sec): 3 clusters Score: Raw -191975.351702 + Penalty 731.504594 = -191243.847108 nChanged 26 SP:Iteration 19Q (1573.010000 sec): 3 clusters Score: Raw -191986.359380 + Penalty 731.504594 = -191254.854786 nChanged 41 SP:Iteration 20F (1573.010000 sec): 3 clusters Score: Raw -192001.378648 + Penalty 731.504594 = -191269.874054 nChanged 46 SP:Iteration 21Q (1573.020000 sec): 3 clusters Score: Raw -192015.065969 + Penalty 731.504594 = -191283.561375 nChanged 35 SP:Iteration 22Q (1573.020000 sec): 3 clusters Score: Raw -192024.325960 + Penalty 731.504594 = -191292.821366 nChanged 26 SP:Iteration 23Q (1573.020000 sec): 3 clusters Score: Raw -192032.106227 + Penalty 731.504594 = -191300.601633 nChanged 29 SP:Iteration 24Q (1573.030000 sec): 3 clusters Score: Raw -192038.683860 + Penalty 731.504594 = -191307.179266 nChanged 29 SP:Iteration 25Q (1573.030000 sec): 3 clusters Score: Raw -192047.010441 + Penalty 731.504594 = -191315.505847 nChanged 23 SP:Iteration 26Q (1573.030000 sec): 3 clusters Score: Raw -192052.347173 + Penalty 731.504594 = -191320.842579 nChanged 28 SP:Iteration 27Q (1573.030000 sec): 3 clusters Score: Raw -192060.424441 + Penalty 731.504594 = -191328.919847 nChanged 28 SP:Iteration 28Q (1573.040000 sec): 3 clusters Score: Raw -192067.823707 + Penalty 731.504594 = -191336.319113 nChanged 22 SP:Iteration 29Q (1573.040000 sec): 3 clusters Score: Raw -192072.258080 + Penalty 731.504594 = -191340.753486 nChanged 17 SP:Iteration 30Q (1573.040000 sec): 3 clusters Score: Raw -192074.942427 + Penalty 731.504594 = -191343.437833 nChanged 16 SP:Iteration 31Q (1573.050000 sec): 3 clusters Score: Raw -192077.871396 + Penalty 731.504594 = -191346.366802 nChanged 9 SP:Iteration 32Q (1573.050000 sec): 3 clusters Score: Raw -192079.489943 + Penalty 731.504594 = -191347.985349 nChanged 9 SP:Iteration 33Q (1573.050000 sec): 3 clusters Score: Raw -192080.662754 + Penalty 731.504594 = -191349.158160 nChanged 9 SP:Iteration 34Q (1573.050000 sec): 3 clusters Score: Raw -192082.026654 + Penalty 731.504594 = -191350.522060 nChanged 7 SP:Iteration 35Q (1573.060000 sec): 3 clusters Score: Raw -192082.742229 + Penalty 731.504594 = -191351.237635 nChanged 5 SP:Iteration 36Q (1573.060000 sec): 3 clusters Score: Raw -192083.395432 + Penalty 731.504594 = -191351.890838 nChanged 5 SP:Iteration 37Q (1573.070000 sec): 3 clusters Score: Raw -192083.812174 + Penalty 731.504594 = -191352.307580 nChanged 3 SP:Iteration 38Q (1573.070000 sec): 3 clusters Score: Raw -192084.202819 + Penalty 731.504594 = -191352.698225 nChanged 4 SP:Iteration 39Q (1573.070000 sec): 3 clusters Score: Raw -192084.498307 + Penalty 731.504594 = -191352.993713 nChanged 7 SP:Iteration 40F (1573.070000 sec): 3 clusters Score: Raw -192085.716845 + Penalty 731.504594 = -191354.212251 nChanged 9 SP:Iteration 41Q (1573.080000 sec): 3 clusters Score: Raw -192087.075950 + Penalty 731.504594 = -191355.571356 nChanged 9 SP:Iteration 42Q (1573.080000 sec): 3 clusters Score: Raw -192088.920410 + Penalty 731.504594 = -191357.415816 nChanged 17 SP:Iteration 43Q (1573.080000 sec): 3 clusters Score: Raw -192093.049817 + Penalty 731.504594 = -191361.545223 nChanged 20 SP:Iteration 44Q (1573.090000 sec): 3 clusters Score: Raw -192098.577349 + Penalty 731.504594 = -191367.072755 nChanged 19 SP:Iteration 45Q (1573.090000 sec): 3 clusters Score: Raw -192101.873261 + Penalty 731.504594 = -191370.368667 nChanged 10 SP:Iteration 46Q (1573.090000 sec): 3 clusters Score: Raw -192104.168535 + Penalty 731.504594 = -191372.663941 nChanged 12 SP:Iteration 47Q (1573.090000 sec): 3 clusters Score: Raw -192105.967654 + Penalty 731.504594 = -191374.463060 nChanged 6 SP:Iteration 48Q (1573.100000 sec): 3 clusters Score: Raw -192107.329562 + Penalty 731.504594 = -191375.824968 nChanged 6 SP:Iteration 49Q (1573.100000 sec): 3 clusters Score: Raw -192109.536714 + Penalty 731.504594 = -191378.032120 nChanged 8 SP:Iteration 50Q (1573.100000 sec): 3 clusters Score: Raw -192111.296642 + Penalty 731.504594 = -191379.792048 nChanged 6 SP:Iteration 51Q (1573.110000 sec): 3 clusters Score: Raw -192112.035043 + Penalty 731.504594 = -191380.530449 nChanged 4 SP:Iteration 52Q (1573.110000 sec): 3 clusters Score: Raw -192112.477002 + Penalty 731.504594 = -191380.972408 nChanged 4 SP:Iteration 53Q (1573.110000 sec): 3 clusters Score: Raw -192112.792960 + Penalty 731.504594 = -191381.288366 nChanged 2 SP:Iteration 54Q (1573.110000 sec): 3 clusters Score: Raw -192112.978224 + Penalty 731.504594 = -191381.473630 nChanged 4 SP:Iteration 55Q (1573.120000 sec): 3 clusters Score: Raw -192113.519955 + Penalty 731.504594 = -191382.015361 nChanged 3 SP:Iteration 56Q (1573.120000 sec): 3 clusters Score: Raw -192113.983328 + Penalty 731.504594 = -191382.478734 nChanged 2 SP:Iteration 57Q (1573.120000 sec): 3 clusters Score: Raw -192114.128146 + Penalty 731.504594 = -191382.623552 nChanged 0 SP:Iteration 58F (1573.130000 sec): 3 clusters Score: Raw -192114.128146 + Penalty 731.504594 = -191382.623552 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.140000 sec): 2 clusters Score: Raw -523349.672330 + Penalty 415.276624 = -522934.395706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.150000 sec): 3 clusters Score: Raw -517637.061272 + Penalty 830.553247 = -516806.508024 nChanged 4267 SP:Iteration 1F (1573.160000 sec): 3 clusters Score: Raw -520218.692832 + Penalty 830.553247 = -519388.139585 nChanged 632 SP:Iteration 2F (1573.170000 sec): 3 clusters Score: Raw -520600.335750 + Penalty 830.553247 = -519769.782502 nChanged 606 SP:Iteration 3F (1573.180000 sec): 3 clusters Score: Raw -521036.820523 + Penalty 830.553247 = -520206.267275 nChanged 587 SP:Iteration 4F (1573.190000 sec): 3 clusters Score: Raw -521469.916542 + Penalty 830.553247 = -520639.363294 nChanged 478 SP:Iteration 5F (1573.190000 sec): 3 clusters Score: Raw -521796.104301 + Penalty 830.553247 = -520965.551054 nChanged 396 SP:Iteration 6Q (1573.210000 sec): 3 clusters Score: Raw -522048.569044 + Penalty 830.553247 = -521218.015797 nChanged 341 SP:Iteration 7Q (1573.210000 sec): 3 clusters Score: Raw -522212.131582 + Penalty 830.553247 = -521381.578334 nChanged 248 SP:Iteration 8Q (1573.220000 sec): 3 clusters Score: Raw -522308.421926 + Penalty 830.553247 = -521477.868679 nChanged 203 SP:Iteration 9Q (1573.230000 sec): 3 clusters Score: Raw -522375.994829 + Penalty 830.553247 = -521545.441581 nChanged 169 SP:Iteration 10Q (1573.240000 sec): 3 clusters Score: Raw -522430.843222 + Penalty 830.553247 = -521600.289974 nChanged 135 SP:Iteration 11Q (1573.250000 sec): 3 clusters Score: Raw -522471.055623 + Penalty 830.553247 = -521640.502376 nChanged 132 SP:Iteration 12Q (1573.260000 sec): 3 clusters Score: Raw -522511.435770 + Penalty 830.553247 = -521680.882522 nChanged 110 SP:Iteration 13Q (1573.270000 sec): 3 clusters Score: Raw -522541.323684 + Penalty 830.553247 = -521710.770436 nChanged 99 SP:Iteration 14Q (1573.270000 sec): 3 clusters Score: Raw -522566.349824 + Penalty 830.553247 = -521735.796576 nChanged 100 SP:Iteration 15Q (1573.280000 sec): 3 clusters Score: Raw -522597.050556 + Penalty 830.553247 = -521766.497308 nChanged 116 SP:Iteration 16Q (1573.290000 sec): 3 clusters Score: Raw -522631.704266 + Penalty 830.553247 = -521801.151019 nChanged 113 SP:Iteration 17Q (1573.300000 sec): 3 clusters Score: Raw -522669.755976 + Penalty 830.553247 = -521839.202729 nChanged 123 SP:Iteration 18Q (1573.310000 sec): 3 clusters Score: Raw -522717.655359 + Penalty 830.553247 = -521887.102112 nChanged 138 SP:Iteration 19Q (1573.310000 sec): 3 clusters Score: Raw -522776.911854 + Penalty 830.553247 = -521946.358606 nChanged 143 SP:Iteration 20F (1573.330000 sec): 3 clusters Score: Raw -522840.437198 + Penalty 830.553247 = -522009.883950 nChanged 156 SP:Iteration 21Q (1573.330000 sec): 3 clusters Score: Raw -522916.724069 + Penalty 830.553247 = -522086.170822 nChanged 146 SP:Iteration 22Q (1573.340000 sec): 3 clusters Score: Raw -522992.785860 + Penalty 830.553247 = -522162.232612 nChanged 134 SP:Iteration 23Q (1573.350000 sec): 3 clusters Score: Raw -523056.454561 + Penalty 830.553247 = -522225.901314 nChanged 133 SP:Iteration 24Q (1573.360000 sec): 3 clusters Score: Raw -523114.127495 + Penalty 830.553247 = -522283.574247 nChanged 117 SP:Iteration 25Q (1573.370000 sec): 3 clusters Score: Raw -523156.170402 + Penalty 830.553247 = -522325.617155 nChanged 108 SP:Iteration 26Q (1573.370000 sec): 3 clusters Score: Raw -523190.050875 + Penalty 830.553247 = -522359.497627 nChanged 88 SP:Iteration 27Q (1573.380000 sec): 3 clusters Score: Raw -523223.347462 + Penalty 830.553247 = -522392.794215 nChanged 104 SP:Iteration 28Q (1573.390000 sec): 3 clusters Score: Raw -523273.207968 + Penalty 830.553247 = -522442.654720 nChanged 95 SP:Iteration 29Q (1573.390000 sec): 3 clusters Score: Raw -523322.427594 + Penalty 830.553247 = -522491.874347 nChanged 87 SP:Iteration 30Q (1573.400000 sec): 3 clusters Score: Raw -523372.497679 + Penalty 830.553247 = -522541.944432 nChanged 75 SP:Iteration 31Q (1573.410000 sec): 3 clusters Score: Raw -523411.772494 + Penalty 830.553247 = -522581.219246 nChanged 63 SP:Iteration 32Q (1573.420000 sec): 3 clusters Score: Raw -523447.193440 + Penalty 830.553247 = -522616.640193 nChanged 50 SP:Iteration 33Q (1573.430000 sec): 3 clusters Score: Raw -523472.503220 + Penalty 830.553247 = -522641.949973 nChanged 41 SP:Iteration 34Q (1573.430000 sec): 3 clusters Score: Raw -523489.670908 + Penalty 830.553247 = -522659.117661 nChanged 39 SP:Iteration 35Q (1573.440000 sec): 3 clusters Score: Raw -523509.010187 + Penalty 830.553247 = -522678.456939 nChanged 28 SP:Iteration 36Q (1573.450000 sec): 3 clusters Score: Raw -523518.810535 + Penalty 830.553247 = -522688.257288 nChanged 27 SP:Iteration 37Q (1573.450000 sec): 3 clusters Score: Raw -523529.351822 + Penalty 830.553247 = -522698.798574 nChanged 21 SP:Iteration 38Q (1573.460000 sec): 3 clusters Score: Raw -523535.744316 + Penalty 830.553247 = -522705.191069 nChanged 11 SP:Iteration 39Q (1573.470000 sec): 3 clusters Score: Raw -523539.492821 + Penalty 830.553247 = -522708.939573 nChanged 12 SP:Iteration 40F (1573.480000 sec): 3 clusters Score: Raw -523542.474786 + Penalty 830.553247 = -522711.921539 nChanged 8 SP:Iteration 41Q (1573.490000 sec): 3 clusters Score: Raw -523544.585365 + Penalty 830.553247 = -522714.032118 nChanged 5 SP:Iteration 42Q (1573.490000 sec): 3 clusters Score: Raw -523545.203322 + Penalty 830.553247 = -522714.650074 nChanged 3 SP:Iteration 43Q (1573.500000 sec): 3 clusters Score: Raw -523545.761630 + Penalty 830.553247 = -522715.208383 nChanged 2 SP:Iteration 44Q (1573.510000 sec): 3 clusters Score: Raw -523545.982595 + Penalty 830.553247 = -522715.429348 nChanged 0 SP:Iteration 45F (1573.510000 sec): 3 clusters Score: Raw -523545.982595 + Penalty 830.553247 = -522715.429348 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.520000 sec): 2 clusters Score: Raw -157348.868167 + Penalty 363.617449 = -156985.250718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.530000 sec): 3 clusters Score: Raw -155627.859367 + Penalty 727.234898 = -154900.624469 nChanged 1329 SP:Iteration 1F (1573.530000 sec): 3 clusters Score: Raw -156431.926710 + Penalty 727.234898 = -155704.691812 nChanged 216 SP:Iteration 2F (1573.530000 sec): 3 clusters Score: Raw -156595.151154 + Penalty 727.234898 = -155867.916256 nChanged 207 SP:Iteration 3F (1573.530000 sec): 3 clusters Score: Raw -156782.516034 + Penalty 727.234898 = -156055.281137 nChanged 206 SP:Iteration 4F (1573.540000 sec): 3 clusters Score: Raw -156980.130639 + Penalty 727.234898 = -156252.895741 nChanged 170 SP:Iteration 5F (1573.540000 sec): 3 clusters Score: Raw -157086.502819 + Penalty 727.234898 = -156359.267921 nChanged 101 SP:Iteration 6Q (1573.540000 sec): 3 clusters Score: Raw -157136.125031 + Penalty 727.234898 = -156408.890133 nChanged 65 SP:Iteration 7Q (1573.550000 sec): 3 clusters Score: Raw -157157.449538 + Penalty 727.234898 = -156430.214641 nChanged 43 SP:Iteration 8Q (1573.550000 sec): 3 clusters Score: Raw -157168.015815 + Penalty 727.234898 = -156440.780917 nChanged 25 SP:Iteration 9Q (1573.550000 sec): 3 clusters Score: Raw -157174.080931 + Penalty 727.234898 = -156446.846033 nChanged 19 SP:Iteration 10Q (1573.550000 sec): 3 clusters Score: Raw -157177.718002 + Penalty 727.234898 = -156450.483105 nChanged 17 SP:Iteration 11Q (1573.560000 sec): 3 clusters Score: Raw -157180.170483 + Penalty 727.234898 = -156452.935585 nChanged 4 SP:Iteration 12Q (1573.560000 sec): 3 clusters Score: Raw -157180.372889 + Penalty 727.234898 = -156453.137992 nChanged 5 SP:Iteration 13Q (1573.560000 sec): 3 clusters Score: Raw -157180.992416 + Penalty 727.234898 = -156453.757518 nChanged 8 SP:Iteration 14Q (1573.570000 sec): 3 clusters Score: Raw -157183.353256 + Penalty 727.234898 = -156456.118359 nChanged 13 SP:Iteration 15Q (1573.570000 sec): 3 clusters Score: Raw -157185.846048 + Penalty 727.234898 = -156458.611151 nChanged 7 SP:Iteration 16Q (1573.570000 sec): 3 clusters Score: Raw -157186.940618 + Penalty 727.234898 = -156459.705721 nChanged 5 SP:Iteration 17Q (1573.570000 sec): 3 clusters Score: Raw -157187.512882 + Penalty 727.234898 = -156460.277984 nChanged 4 SP:Iteration 18Q (1573.580000 sec): 3 clusters Score: Raw -157187.933218 + Penalty 727.234898 = -156460.698321 nChanged 8 SP:Iteration 19Q (1573.580000 sec): 3 clusters Score: Raw -157190.277357 + Penalty 727.234898 = -156463.042459 nChanged 13 SP:Iteration 20F (1573.580000 sec): 3 clusters Score: Raw -157194.720487 + Penalty 727.234898 = -156467.485589 nChanged 12 SP:Iteration 21Q (1573.590000 sec): 3 clusters Score: Raw -157196.497540 + Penalty 727.234898 = -156469.262643 nChanged 7 SP:Iteration 22Q (1573.590000 sec): 3 clusters Score: Raw -157197.174594 + Penalty 727.234898 = -156469.939696 nChanged 4 SP:Iteration 23Q (1573.590000 sec): 3 clusters Score: Raw -157197.565291 + Penalty 727.234898 = -156470.330393 nChanged 1 SP:Iteration 24Q (1573.590000 sec): 3 clusters Score: Raw -157197.581590 + Penalty 727.234898 = -156470.346692 nChanged 0 SP:Iteration 25F (1573.600000 sec): 3 clusters Score: Raw -157197.581590 + Penalty 727.234898 = -156470.346692 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.600000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.600000 sec): 3 clusters Score: Raw -3032.192200 + Penalty 372.585355 = -2659.606845 nChanged 10 SP:Iteration 1F (1573.600000 sec): 3 clusters Score: Raw -3062.615074 + Penalty 372.585355 = -2690.029719 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.600000 sec): 2 clusters Score: Raw -104208.894575 + Penalty 343.531158 = -103865.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.600000 sec): 3 clusters Score: Raw -103115.779324 + Penalty 687.062316 = -102428.717007 nChanged 846 SP:Iteration 1F (1573.610000 sec): 3 clusters Score: Raw -103670.235008 + Penalty 687.062316 = -102983.172692 nChanged 144 SP:Iteration 2F (1573.610000 sec): 3 clusters Score: Raw -103758.470102 + Penalty 687.062316 = -103071.407786 nChanged 107 SP:Iteration 3F (1573.610000 sec): 3 clusters Score: Raw -103812.501398 + Penalty 687.062316 = -103125.439082 nChanged 85 SP:Iteration 4Q (1573.610000 sec): 3 clusters Score: Raw -103851.329960 + Penalty 687.062316 = -103164.267644 nChanged 65 SP:Iteration 5Q (1573.610000 sec): 3 clusters Score: Raw -103874.115276 + Penalty 687.062316 = -103187.052960 nChanged 56 SP:Iteration 6Q (1573.610000 sec): 3 clusters Score: Raw -103901.315304 + Penalty 687.062316 = -103214.252988 nChanged 62 SP:Iteration 7Q (1573.620000 sec): 3 clusters Score: Raw -103944.273388 + Penalty 687.062316 = -103257.211072 nChanged 62 SP:Iteration 8Q (1573.620000 sec): 3 clusters Score: Raw -103984.902523 + Penalty 687.062316 = -103297.840207 nChanged 52 SP:Iteration 9Q (1573.620000 sec): 3 clusters Score: Raw -104010.779753 + Penalty 687.062316 = -103323.717437 nChanged 49 SP:Iteration 10Q (1573.620000 sec): 3 clusters Score: Raw -104039.859717 + Penalty 687.062316 = -103352.797401 nChanged 49 SP:Iteration 11Q (1573.630000 sec): 3 clusters Score: Raw -104066.528044 + Penalty 687.062316 = -103379.465727 nChanged 37 SP:Iteration 12Q (1573.630000 sec): 3 clusters Score: Raw -104095.231672 + Penalty 687.062316 = -103408.169356 nChanged 43 SP:Iteration 13Q (1573.630000 sec): 3 clusters Score: Raw -104125.367164 + Penalty 687.062316 = -103438.304848 nChanged 37 SP:Iteration 14Q (1573.630000 sec): 3 clusters Score: Raw -104142.978917 + Penalty 687.062316 = -103455.916601 nChanged 28 SP:Iteration 15Q (1573.630000 sec): 3 clusters Score: Raw -104156.719384 + Penalty 687.062316 = -103469.657068 nChanged 29 SP:Iteration 16Q (1573.630000 sec): 3 clusters Score: Raw -104168.491558 + Penalty 687.062316 = -103481.429242 nChanged 27 SP:Iteration 17Q (1573.630000 sec): 3 clusters Score: Raw -104180.643503 + Penalty 687.062316 = -103493.581186 nChanged 22 SP:Iteration 18Q (1573.640000 sec): 3 clusters Score: Raw -104191.562920 + Penalty 687.062316 = -103504.500604 nChanged 21 SP:Iteration 19Q (1573.640000 sec): 3 clusters Score: Raw -104201.443786 + Penalty 687.062316 = -103514.381470 nChanged 16 SP:Iteration 20F (1573.640000 sec): 3 clusters Score: Raw -104206.671329 + Penalty 687.062316 = -103519.609013 nChanged 11 SP:Iteration 21Q (1573.640000 sec): 3 clusters Score: Raw -104209.863649 + Penalty 687.062316 = -103522.801332 nChanged 13 SP:Iteration 22Q (1573.650000 sec): 3 clusters Score: Raw -104212.966993 + Penalty 687.062316 = -103525.904677 nChanged 12 SP:Iteration 23Q (1573.650000 sec): 3 clusters Score: Raw -104215.688201 + Penalty 687.062316 = -103528.625885 nChanged 8 SP:Iteration 24Q (1573.650000 sec): 3 clusters Score: Raw -104216.666653 + Penalty 687.062316 = -103529.604337 nChanged 4 SP:Iteration 25Q (1573.650000 sec): 3 clusters Score: Raw -104217.298895 + Penalty 687.062316 = -103530.236578 nChanged 3 SP:Iteration 26Q (1573.650000 sec): 3 clusters Score: Raw -104217.628541 + Penalty 687.062316 = -103530.566225 nChanged 4 SP:Iteration 27Q (1573.650000 sec): 3 clusters Score: Raw -104218.391523 + Penalty 687.062316 = -103531.329207 nChanged 2 SP:Iteration 28Q (1573.650000 sec): 3 clusters Score: Raw -104218.662003 + Penalty 687.062316 = -103531.599687 nChanged 3 SP:Iteration 29Q (1573.660000 sec): 3 clusters Score: Raw -104218.894266 + Penalty 687.062316 = -103531.831950 nChanged 1 SP:Iteration 30Q (1573.660000 sec): 3 clusters Score: Raw -104218.962818 + Penalty 687.062316 = -103531.900502 nChanged 1 SP:Iteration 31Q (1573.660000 sec): 3 clusters Score: Raw -104219.262148 + Penalty 687.062316 = -103532.199831 nChanged 0 SP:Iteration 32F (1573.660000 sec): 3 clusters Score: Raw -104219.262148 + Penalty 687.062316 = -103532.199831 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.660000 sec): 2 clusters Score: Raw -1839.586410 + Penalty 177.997047 = -1661.589363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.660000 sec): 3 clusters Score: Raw -1892.232173 + Penalty 355.994093 = -1536.238080 nChanged 5 SP:Iteration 1F (1573.660000 sec): 3 clusters Score: Raw -1921.451691 + Penalty 355.994093 = -1565.457597 nChanged 1 SP:Iteration 2Q (1573.670000 sec): 3 clusters Score: Raw -1928.470477 + Penalty 355.994093 = -1572.476383 nChanged 0 SP:Iteration 3F (1573.670000 sec): 3 clusters Score: Raw -1928.470477 + Penalty 355.994093 = -1572.476383 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.670000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.670000 sec): 3 clusters Score: Raw -10570.879129 + Penalty 471.542303 = -10099.336826 nChanged 50 SP:Iteration 1F (1573.670000 sec): 3 clusters Score: Raw -10631.928604 + Penalty 471.542303 = -10160.386301 nChanged 14 SP:Iteration 2F (1573.670000 sec): 3 clusters Score: Raw -10650.994640 + Penalty 471.542303 = -10179.452337 nChanged 5 SP:Iteration 3Q (1573.670000 sec): 3 clusters Score: Raw -10659.478137 + Penalty 471.542303 = -10187.935834 nChanged 5 SP:Iteration 4Q (1573.670000 sec): 3 clusters Score: Raw -10666.117959 + Penalty 471.542303 = -10194.575656 nChanged 5 SP:Iteration 5Q (1573.670000 sec): 3 clusters Score: Raw -10671.777898 + Penalty 471.542303 = -10200.235595 nChanged 2 SP:Iteration 6Q (1573.670000 sec): 3 clusters Score: Raw -10673.325680 + Penalty 471.542303 = -10201.783377 nChanged 2 SP:Iteration 7Q (1573.670000 sec): 3 clusters Score: Raw -10676.119670 + Penalty 471.542303 = -10204.577367 nChanged 1 SP:Iteration 8Q (1573.670000 sec): 3 clusters Score: Raw -10677.785314 + Penalty 471.542303 = -10206.243011 nChanged 1 SP:Iteration 9Q (1573.670000 sec): 3 clusters Score: Raw -10678.519607 + Penalty 471.542303 = -10206.977304 nChanged 0 SP:Iteration 10F (1573.670000 sec): 3 clusters Score: Raw -10678.519607 + Penalty 471.542303 = -10206.977304 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.670000 sec): 2 clusters Score: Raw -9090.468375 + Penalty 232.868718 = -8857.599657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.670000 sec): 3 clusters Score: Raw -9066.790095 + Penalty 465.737437 = -8601.052658 nChanged 48 SP:Iteration 1F (1573.670000 sec): 3 clusters Score: Raw -9137.195604 + Penalty 465.737437 = -8671.458167 nChanged 10 SP:Iteration 2F (1573.670000 sec): 3 clusters Score: Raw -9153.248716 + Penalty 465.737437 = -8687.511279 nChanged 2 SP:Iteration 3Q (1573.670000 sec): 3 clusters Score: Raw -9157.470571 + Penalty 465.737437 = -8691.733134 nChanged 2 SP:Iteration 4Q (1573.670000 sec): 3 clusters Score: Raw -9159.850330 + Penalty 465.737437 = -8694.112894 nChanged 2 SP:Iteration 5Q (1573.670000 sec): 3 clusters Score: Raw -9161.919214 + Penalty 465.737437 = -8696.181777 nChanged 0 SP:Iteration 6F (1573.670000 sec): 3 clusters Score: Raw -9161.919214 + Penalty 465.737437 = -8696.181777 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.670000 sec): 2 clusters Score: Raw -87142.757403 + Penalty 334.826806 = -86807.930597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.670000 sec): 3 clusters Score: Raw -86305.714705 + Penalty 669.653612 = -85636.061093 nChanged 659 SP:Iteration 1F (1573.670000 sec): 3 clusters Score: Raw -86678.247007 + Penalty 669.653612 = -86008.593396 nChanged 143 SP:Iteration 2F (1573.680000 sec): 3 clusters Score: Raw -86771.026117 + Penalty 669.653612 = -86101.372506 nChanged 94 SP:Iteration 3F (1573.680000 sec): 3 clusters Score: Raw -86817.916480 + Penalty 669.653612 = -86148.262868 nChanged 65 SP:Iteration 4Q (1573.680000 sec): 3 clusters Score: Raw -86846.037417 + Penalty 669.653612 = -86176.383805 nChanged 35 SP:Iteration 5Q (1573.680000 sec): 3 clusters Score: Raw -86864.877801 + Penalty 669.653612 = -86195.224189 nChanged 33 SP:Iteration 6Q (1573.680000 sec): 3 clusters Score: Raw -86881.446595 + Penalty 669.653612 = -86211.792983 nChanged 30 SP:Iteration 7Q (1573.690000 sec): 3 clusters Score: Raw -86893.507171 + Penalty 669.653612 = -86223.853559 nChanged 21 SP:Iteration 8Q (1573.690000 sec): 3 clusters Score: Raw -86899.599675 + Penalty 669.653612 = -86229.946063 nChanged 18 SP:Iteration 9Q (1573.690000 sec): 3 clusters Score: Raw -86902.746135 + Penalty 669.653612 = -86233.092523 nChanged 13 SP:Iteration 10Q (1573.690000 sec): 3 clusters Score: Raw -86905.964268 + Penalty 669.653612 = -86236.310656 nChanged 6 SP:Iteration 11Q (1573.690000 sec): 3 clusters Score: Raw -86908.077120 + Penalty 669.653612 = -86238.423508 nChanged 6 SP:Iteration 12Q (1573.690000 sec): 3 clusters Score: Raw -86909.026301 + Penalty 669.653612 = -86239.372690 nChanged 5 SP:Iteration 13Q (1573.690000 sec): 3 clusters Score: Raw -86909.814664 + Penalty 669.653612 = -86240.161052 nChanged 6 SP:Iteration 14Q (1573.690000 sec): 3 clusters Score: Raw -86911.459632 + Penalty 669.653612 = -86241.806021 nChanged 7 SP:Iteration 15Q (1573.700000 sec): 3 clusters Score: Raw -86913.552937 + Penalty 669.653612 = -86243.899325 nChanged 11 SP:Iteration 16Q (1573.700000 sec): 3 clusters Score: Raw -86916.042514 + Penalty 669.653612 = -86246.388902 nChanged 8 SP:Iteration 17Q (1573.700000 sec): 3 clusters Score: Raw -86917.890191 + Penalty 669.653612 = -86248.236580 nChanged 7 SP:Iteration 18Q (1573.700000 sec): 3 clusters Score: Raw -86919.613520 + Penalty 669.653612 = -86249.959909 nChanged 12 SP:Iteration 19Q (1573.700000 sec): 3 clusters Score: Raw -86923.270249 + Penalty 669.653612 = -86253.616638 nChanged 8 SP:Iteration 20F (1573.710000 sec): 3 clusters Score: Raw -86925.630100 + Penalty 669.653612 = -86255.976489 nChanged 8 SP:Iteration 21Q (1573.710000 sec): 3 clusters Score: Raw -86928.187662 + Penalty 669.653612 = -86258.534050 nChanged 12 SP:Iteration 22Q (1573.710000 sec): 3 clusters Score: Raw -86931.302411 + Penalty 669.653612 = -86261.648799 nChanged 6 SP:Iteration 23Q (1573.710000 sec): 3 clusters Score: Raw -86932.630174 + Penalty 669.653612 = -86262.976563 nChanged 8 SP:Iteration 24Q (1573.710000 sec): 3 clusters Score: Raw -86934.977278 + Penalty 669.653612 = -86265.323666 nChanged 4 SP:Iteration 25Q (1573.710000 sec): 3 clusters Score: Raw -86935.813439 + Penalty 669.653612 = -86266.159828 nChanged 10 SP:Iteration 26Q (1573.710000 sec): 3 clusters Score: Raw -86937.357404 + Penalty 669.653612 = -86267.703792 nChanged 4 SP:Iteration 27Q (1573.710000 sec): 3 clusters Score: Raw -86938.154683 + Penalty 669.653612 = -86268.501071 nChanged 6 SP:Iteration 28Q (1573.720000 sec): 3 clusters Score: Raw -86939.108405 + Penalty 669.653612 = -86269.454793 nChanged 2 SP:Iteration 29Q (1573.720000 sec): 3 clusters Score: Raw -86939.479200 + Penalty 669.653612 = -86269.825588 nChanged 3 SP:Iteration 30Q (1573.720000 sec): 3 clusters Score: Raw -86940.447700 + Penalty 669.653612 = -86270.794088 nChanged 2 SP:Iteration 31Q (1573.720000 sec): 3 clusters Score: Raw -86940.703356 + Penalty 669.653612 = -86271.049744 nChanged 2 SP:Iteration 32Q (1573.720000 sec): 3 clusters Score: Raw -86940.909413 + Penalty 669.653612 = -86271.255802 nChanged 1 SP:Iteration 33Q (1573.730000 sec): 3 clusters Score: Raw -86940.949750 + Penalty 669.653612 = -86271.296138 nChanged 0 SP:Iteration 34F (1573.730000 sec): 3 clusters Score: Raw -86940.949750 + Penalty 669.653612 = -86271.296138 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.920000 sec): 2 clusters Score: Raw -6498658.448842 + Penalty 528.684762 = -6498129.764080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.060000 sec): 3 clusters Score: Raw -6423741.982519 + Penalty 1057.369523 = -6422684.612996 nChanged 54694 SP:Iteration 1F (1574.200000 sec): 3 clusters Score: Raw -6458970.729617 + Penalty 1057.369523 = -6457913.360094 nChanged 7929 SP:Iteration 2F (1574.350000 sec): 3 clusters Score: Raw -6463790.716522 + Penalty 1057.369523 = -6462733.346999 nChanged 10013 SP:Iteration 3F (1574.490000 sec): 3 clusters Score: Raw -6472040.540269 + Penalty 1057.369523 = -6470983.170746 nChanged 10857 SP:Iteration 4F (1574.630000 sec): 3 clusters Score: Raw -6483035.852839 + Penalty 1057.369523 = -6481978.483316 nChanged 8623 SP:Iteration 5F (1574.770000 sec): 3 clusters Score: Raw -6492364.485790 + Penalty 1057.369523 = -6491307.116267 nChanged 4361 SP:Iteration 6Q (1574.910000 sec): 3 clusters Score: Raw -6496883.265711 + Penalty 1057.369523 = -6495825.896188 nChanged 1421 SP:Iteration 7Q (1575.050000 sec): 3 clusters Score: Raw -6498254.618650 + Penalty 1057.369523 = -6497197.249127 nChanged 363 SP:Iteration 8Q (1575.170000 sec): 3 clusters Score: Raw -6498586.674228 + Penalty 1057.369523 = -6497529.304705 nChanged 72 SP:Iteration 9Q (1575.290000 sec): 3 clusters Score: Raw -6498676.313118 + Penalty 1057.369523 = -6497618.943595 nChanged 22 SP:Iteration 10Q (1575.390000 sec): 3 clusters Score: Raw -6498713.762310 + Penalty 1057.369523 = -6497656.392787 nChanged 13 SP:Iteration 11Q (1575.520000 sec): 3 clusters Score: Raw -6498739.458529 + Penalty 1057.369523 = -6497682.089006 nChanged 11 SP:Iteration 12Q (1575.630000 sec): 3 clusters Score: Raw -6498759.449899 + Penalty 1057.369523 = -6497702.080376 nChanged 7 SP:Iteration 13Q (1575.740000 sec): 3 clusters Score: Raw -6498765.308440 + Penalty 1057.369523 = -6497707.938917 nChanged 7 SP:Iteration 14Q (1575.850000 sec): 3 clusters Score: Raw -6498779.081063 + Penalty 1057.369523 = -6497721.711540 nChanged 8 SP:Iteration 15Q (1575.960000 sec): 3 clusters Score: Raw -6498787.879385 + Penalty 1057.369523 = -6497730.509862 nChanged 4 SP:Iteration 16Q (1576.070000 sec): 3 clusters Score: Raw -6498792.947795 + Penalty 1057.369523 = -6497735.578272 nChanged 8 SP:Iteration 17Q (1576.180000 sec): 3 clusters Score: Raw -6498800.518309 + Penalty 1057.369523 = -6497743.148786 nChanged 5 SP:Iteration 18Q (1576.300000 sec): 3 clusters Score: Raw -6498807.154509 + Penalty 1057.369523 = -6497749.784986 nChanged 5 SP:Iteration 19Q (1576.410000 sec): 3 clusters Score: Raw -6498809.599315 + Penalty 1057.369523 = -6497752.229792 nChanged 3 SP:Iteration 20F (1576.550000 sec): 3 clusters Score: Raw -6498812.974234 + Penalty 1057.369523 = -6497755.604711 nChanged 4 SP:Iteration 21Q (1576.650000 sec): 3 clusters Score: Raw -6498816.236900 + Penalty 1057.369523 = -6497758.867377 nChanged 3 SP:Iteration 22Q (1576.760000 sec): 3 clusters Score: Raw -6498818.862065 + Penalty 1057.369523 = -6497761.492542 nChanged 1 SP:Iteration 23Q (1576.870000 sec): 3 clusters Score: Raw -6498819.342531 + Penalty 1057.369523 = -6497761.973008 nChanged 0 SP:Iteration 24F (1577.000000 sec): 3 clusters Score: Raw -6498819.342531 + Penalty 1057.369523 = -6497761.973008 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.050000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.050000 sec): 3 clusters Score: Raw -12239.865064 + Penalty 489.989051 = -11749.876013 nChanged 74 SP:Iteration 1F (1577.050000 sec): 3 clusters Score: Raw -12314.155829 + Penalty 489.989051 = -11824.166778 nChanged 19 SP:Iteration 2F (1577.050000 sec): 3 clusters Score: Raw -12351.906066 + Penalty 489.989051 = -11861.917016 nChanged 14 SP:Iteration 3F (1577.050000 sec): 3 clusters Score: Raw -12377.142909 + Penalty 489.989051 = -11887.153858 nChanged 7 SP:Iteration 4Q (1577.050000 sec): 3 clusters Score: Raw -12385.440288 + Penalty 489.989051 = -11895.451237 nChanged 3 SP:Iteration 5Q (1577.050000 sec): 3 clusters Score: Raw -12387.699537 + Penalty 489.989051 = -11897.710486 nChanged 1 SP:Iteration 6Q (1577.050000 sec): 3 clusters Score: Raw -12387.878431 + Penalty 489.989051 = -11897.889380 nChanged 0 SP:Iteration 7F (1577.050000 sec): 3 clusters Score: Raw -12387.878431 + Penalty 489.989051 = -11897.889380 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.060000 sec): 2 clusters Score: Raw -146974.288396 + Penalty 358.507763 = -146615.780633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.060000 sec): 3 clusters Score: Raw -145494.933232 + Penalty 717.015525 = -144777.917707 nChanged 1144 SP:Iteration 1F (1577.060000 sec): 3 clusters Score: Raw -146049.367044 + Penalty 717.015525 = -145332.351519 nChanged 179 SP:Iteration 2F (1577.070000 sec): 3 clusters Score: Raw -146148.061965 + Penalty 717.015525 = -145431.046440 nChanged 189 SP:Iteration 3F (1577.070000 sec): 3 clusters Score: Raw -146259.686071 + Penalty 717.015525 = -145542.670546 nChanged 160 SP:Iteration 4F (1577.070000 sec): 3 clusters Score: Raw -146351.411798 + Penalty 717.015525 = -145634.396273 nChanged 138 SP:Iteration 5F (1577.070000 sec): 3 clusters Score: Raw -146430.963961 + Penalty 717.015525 = -145713.948435 nChanged 125 SP:Iteration 6Q (1577.080000 sec): 3 clusters Score: Raw -146505.619519 + Penalty 717.015525 = -145788.603994 nChanged 114 SP:Iteration 7Q (1577.080000 sec): 3 clusters Score: Raw -146588.313345 + Penalty 717.015525 = -145871.297820 nChanged 111 SP:Iteration 8Q (1577.080000 sec): 3 clusters Score: Raw -146683.365569 + Penalty 717.015525 = -145966.350043 nChanged 111 SP:Iteration 9Q (1577.090000 sec): 3 clusters Score: Raw -146771.533054 + Penalty 717.015525 = -146054.517529 nChanged 83 SP:Iteration 10Q (1577.090000 sec): 3 clusters Score: Raw -146840.850814 + Penalty 717.015525 = -146123.835289 nChanged 68 SP:Iteration 11Q (1577.090000 sec): 3 clusters Score: Raw -146900.207861 + Penalty 717.015525 = -146183.192336 nChanged 45 SP:Iteration 12Q (1577.090000 sec): 3 clusters Score: Raw -146936.450261 + Penalty 717.015525 = -146219.434736 nChanged 27 SP:Iteration 13Q (1577.090000 sec): 3 clusters Score: Raw -146965.528534 + Penalty 717.015525 = -146248.513009 nChanged 25 SP:Iteration 14Q (1577.100000 sec): 3 clusters Score: Raw -146994.679371 + Penalty 717.015525 = -146277.663846 nChanged 19 SP:Iteration 15Q (1577.100000 sec): 3 clusters Score: Raw -147011.682611 + Penalty 717.015525 = -146294.667086 nChanged 5 SP:Iteration 16Q (1577.100000 sec): 3 clusters Score: Raw -147016.310788 + Penalty 717.015525 = -146299.295263 nChanged 4 SP:Iteration 17Q (1577.100000 sec): 3 clusters Score: Raw -147021.167789 + Penalty 717.015525 = -146304.152264 nChanged 3 SP:Iteration 18Q (1577.110000 sec): 3 clusters Score: Raw -147024.083805 + Penalty 717.015525 = -146307.068280 nChanged 5 SP:Iteration 19Q (1577.110000 sec): 3 clusters Score: Raw -147028.669455 + Penalty 717.015525 = -146311.653930 nChanged 5 SP:Iteration 20F (1577.110000 sec): 3 clusters Score: Raw -147031.417236 + Penalty 717.015525 = -146314.401711 nChanged 2 SP:Iteration 21Q (1577.110000 sec): 3 clusters Score: Raw -147032.954420 + Penalty 717.015525 = -146315.938894 nChanged 3 SP:Iteration 22Q (1577.110000 sec): 3 clusters Score: Raw -147037.589352 + Penalty 717.015525 = -146320.573827 nChanged 3 SP:Iteration 23Q (1577.110000 sec): 3 clusters Score: Raw -147041.857653 + Penalty 717.015525 = -146324.842128 nChanged 2 SP:Iteration 24Q (1577.120000 sec): 3 clusters Score: Raw -147043.457095 + Penalty 717.015525 = -146326.441570 nChanged 1 SP:Iteration 25Q (1577.120000 sec): 3 clusters Score: Raw -147044.315574 + Penalty 717.015525 = -146327.300049 nChanged 1 SP:Iteration 26Q (1577.120000 sec): 3 clusters Score: Raw -147045.504613 + Penalty 717.015525 = -146328.489088 nChanged 0 SP:Iteration 27F (1577.130000 sec): 3 clusters Score: Raw -147045.504613 + Penalty 717.015525 = -146328.489088 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.130000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.130000 sec): 3 clusters Score: Raw -10433.253974 + Penalty 474.559154 = -9958.694820 nChanged 43 SP:Iteration 1F (1577.130000 sec): 3 clusters Score: Raw -10509.668580 + Penalty 474.559154 = -10035.109426 nChanged 16 SP:Iteration 2F (1577.130000 sec): 3 clusters Score: Raw -10538.393304 + Penalty 474.559154 = -10063.834150 nChanged 12 SP:Iteration 3F (1577.130000 sec): 3 clusters Score: Raw -10564.484491 + Penalty 474.559154 = -10089.925337 nChanged 8 SP:Iteration 4Q (1577.130000 sec): 3 clusters Score: Raw -10578.932380 + Penalty 474.559154 = -10104.373226 nChanged 3 SP:Iteration 5Q (1577.130000 sec): 3 clusters Score: Raw -10582.391139 + Penalty 474.559154 = -10107.831985 nChanged 6 SP:Iteration 6Q (1577.130000 sec): 3 clusters Score: Raw -10590.838114 + Penalty 474.559154 = -10116.278960 nChanged 0 SP:Iteration 7F (1577.130000 sec): 3 clusters Score: Raw -10590.838114 + Penalty 474.559154 = -10116.278960 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.130000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.130000 sec): 3 clusters Score: Raw -5734.916434 + Penalty 427.743713 = -5307.172721 nChanged 15 SP:Iteration 1F (1577.130000 sec): 3 clusters Score: Raw -5761.993643 + Penalty 427.743713 = -5334.249929 nChanged 6 SP:Iteration 2F (1577.130000 sec): 3 clusters Score: Raw -5774.013343 + Penalty 427.743713 = -5346.269630 nChanged 4 SP:Iteration 3Q (1577.130000 sec): 3 clusters Score: Raw -5783.925132 + Penalty 427.743713 = -5356.181419 nChanged 1 SP:Iteration 4Q (1577.130000 sec): 3 clusters Score: Raw -5785.791294 + Penalty 427.743713 = -5358.047581 nChanged 0 SP:Iteration 5F (1577.130000 sec): 3 clusters Score: Raw -5785.791294 + Penalty 427.743713 = -5358.047581 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.130000 sec): 2 clusters Score: Raw -28621.503073 + Penalty 283.036853 = -28338.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.130000 sec): 3 clusters Score: Raw -28424.574181 + Penalty 566.073705 = -27858.500475 nChanged 159 SP:Iteration 1F (1577.130000 sec): 3 clusters Score: Raw -28532.668755 + Penalty 566.073705 = -27966.595050 nChanged 35 SP:Iteration 2F (1577.130000 sec): 3 clusters Score: Raw -28573.709076 + Penalty 566.073705 = -28007.635371 nChanged 27 SP:Iteration 3F (1577.130000 sec): 3 clusters Score: Raw -28595.399948 + Penalty 566.073705 = -28029.326243 nChanged 17 SP:Iteration 4Q (1577.130000 sec): 3 clusters Score: Raw -28618.846377 + Penalty 566.073705 = -28052.772672 nChanged 16 SP:Iteration 5Q (1577.130000 sec): 3 clusters Score: Raw -28633.120613 + Penalty 566.073705 = -28067.046907 nChanged 12 SP:Iteration 6Q (1577.130000 sec): 3 clusters Score: Raw -28642.684122 + Penalty 566.073705 = -28076.610417 nChanged 8 SP:Iteration 7Q (1577.130000 sec): 3 clusters Score: Raw -28658.017031 + Penalty 566.073705 = -28091.943326 nChanged 12 SP:Iteration 8Q (1577.130000 sec): 3 clusters Score: Raw -28675.206513 + Penalty 566.073705 = -28109.132807 nChanged 11 SP:Iteration 9Q (1577.140000 sec): 3 clusters Score: Raw -28685.799275 + Penalty 566.073705 = -28119.725569 nChanged 8 SP:Iteration 10Q (1577.140000 sec): 3 clusters Score: Raw -28688.864994 + Penalty 566.073705 = -28122.791288 nChanged 4 SP:Iteration 11Q (1577.140000 sec): 3 clusters Score: Raw -28691.201514 + Penalty 566.073705 = -28125.127808 nChanged 1 SP:Iteration 12Q (1577.140000 sec): 3 clusters Score: Raw -28691.451305 + Penalty 566.073705 = -28125.377600 nChanged 0 SP:Iteration 13F (1577.140000 sec): 3 clusters Score: Raw -28691.451305 + Penalty 566.073705 = -28125.377600 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.140000 sec): 2 clusters Score: Raw -27264.823500 + Penalty 284.373874 = -26980.449626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.140000 sec): 3 clusters Score: Raw -27048.011547 + Penalty 568.747747 = -26479.263800 nChanged 191 SP:Iteration 1F (1577.140000 sec): 3 clusters Score: Raw -27156.994131 + Penalty 568.747747 = -26588.246384 nChanged 50 SP:Iteration 2F (1577.140000 sec): 3 clusters Score: Raw -27204.708452 + Penalty 568.747747 = -26635.960705 nChanged 39 SP:Iteration 3F (1577.140000 sec): 3 clusters Score: Raw -27244.375807 + Penalty 568.747747 = -26675.628060 nChanged 36 SP:Iteration 4F (1577.140000 sec): 3 clusters Score: Raw -27291.733210 + Penalty 568.747747 = -26722.985463 nChanged 32 SP:Iteration 5F (1577.140000 sec): 3 clusters Score: Raw -27344.436452 + Penalty 568.747747 = -26775.688705 nChanged 22 SP:Iteration 6Q (1577.140000 sec): 3 clusters Score: Raw -27388.891664 + Penalty 568.747747 = -26820.143917 nChanged 15 SP:Iteration 7Q (1577.150000 sec): 3 clusters Score: Raw -27407.596047 + Penalty 568.747747 = -26838.848300 nChanged 7 SP:Iteration 8Q (1577.150000 sec): 3 clusters Score: Raw -27413.941691 + Penalty 568.747747 = -26845.193944 nChanged 5 SP:Iteration 9Q (1577.150000 sec): 3 clusters Score: Raw -27416.112233 + Penalty 568.747747 = -26847.364486 nChanged 1 SP:Iteration 10Q (1577.150000 sec): 3 clusters Score: Raw -27416.599638 + Penalty 568.747747 = -26847.851891 nChanged 0 SP:Iteration 11F (1577.150000 sec): 3 clusters Score: Raw -27416.599638 + Penalty 568.747747 = -26847.851891 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.150000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.150000 sec): 3 clusters Score: Raw -2666.877869 + Penalty 364.667320 = -2302.210549 nChanged 3 SP:Iteration 1F (1577.150000 sec): 3 clusters Score: Raw -2673.219238 + Penalty 364.667320 = -2308.551918 nChanged 1 SP:Iteration 2Q (1577.150000 sec): 3 clusters Score: Raw -2678.218431 + Penalty 364.667320 = -2313.551111 nChanged 0 SP:Iteration 3F (1577.150000 sec): 3 clusters Score: Raw -2678.218431 + Penalty 364.667320 = -2313.551111 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.150000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.150000 sec): 3 clusters Score: Raw -9336.007063 + Penalty 460.118368 = -8875.888695 nChanged 39 SP:Iteration 1F (1577.150000 sec): 3 clusters Score: Raw -9382.950634 + Penalty 460.118368 = -8922.832266 nChanged 9 SP:Iteration 2F (1577.150000 sec): 3 clusters Score: Raw -9394.273384 + Penalty 460.118368 = -8934.155016 nChanged 3 SP:Iteration 3Q (1577.150000 sec): 3 clusters Score: Raw -9398.271266 + Penalty 460.118368 = -8938.152898 nChanged 1 SP:Iteration 4Q (1577.150000 sec): 3 clusters Score: Raw -9403.055684 + Penalty 460.118368 = -8942.937316 nChanged 0 SP:Iteration 5F (1577.150000 sec): 3 clusters Score: Raw -9403.055684 + Penalty 460.118368 = -8942.937316 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.150000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.150000 sec): 3 clusters Score: Raw -19348.086183 + Penalty 526.328092 = -18821.758091 nChanged 108 SP:Iteration 1F (1577.150000 sec): 3 clusters Score: Raw -19444.286522 + Penalty 526.328092 = -18917.958431 nChanged 25 SP:Iteration 2F (1577.150000 sec): 3 clusters Score: Raw -19471.552739 + Penalty 526.328092 = -18945.224648 nChanged 7 SP:Iteration 3Q (1577.150000 sec): 3 clusters Score: Raw -19479.319494 + Penalty 526.328092 = -18952.991403 nChanged 3 SP:Iteration 4Q (1577.150000 sec): 3 clusters Score: Raw -19483.956388 + Penalty 526.328092 = -18957.628296 nChanged 6 SP:Iteration 5Q (1577.150000 sec): 3 clusters Score: Raw -19492.000824 + Penalty 526.328092 = -18965.672733 nChanged 4 SP:Iteration 6Q (1577.150000 sec): 3 clusters Score: Raw -19498.413941 + Penalty 526.328092 = -18972.085849 nChanged 9 SP:Iteration 7Q (1577.150000 sec): 3 clusters Score: Raw -19503.340651 + Penalty 526.328092 = -18977.012559 nChanged 5 SP:Iteration 8Q (1577.150000 sec): 3 clusters Score: Raw -19505.154860 + Penalty 526.328092 = -18978.826768 nChanged 2 SP:Iteration 9Q (1577.150000 sec): 3 clusters Score: Raw -19507.206455 + Penalty 526.328092 = -18980.878364 nChanged 1 SP:Iteration 10Q (1577.150000 sec): 3 clusters Score: Raw -19507.405886 + Penalty 526.328092 = -18981.077795 nChanged 2 SP:Iteration 11Q (1577.150000 sec): 3 clusters Score: Raw -19507.961115 + Penalty 526.328092 = -18981.633023 nChanged 1 SP:Iteration 12Q (1577.150000 sec): 3 clusters Score: Raw -19508.150817 + Penalty 526.328092 = -18981.822725 nChanged 1 SP:Iteration 13Q (1577.150000 sec): 3 clusters Score: Raw -19508.697902 + Penalty 526.328092 = -18982.369811 nChanged 1 SP:Iteration 14Q (1577.150000 sec): 3 clusters Score: Raw -19509.707666 + Penalty 526.328092 = -18983.379575 nChanged 2 SP:Iteration 15Q (1577.160000 sec): 3 clusters Score: Raw -19510.674167 + Penalty 526.328092 = -18984.346075 nChanged 1 SP:Iteration 16Q (1577.160000 sec): 3 clusters Score: Raw -19511.042127 + Penalty 526.328092 = -18984.714035 nChanged 0 SP:Iteration 17F (1577.160000 sec): 3 clusters Score: Raw -19511.042127 + Penalty 526.328092 = -18984.714035 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.160000 sec): 2 clusters Score: Raw -5325.393846 + Penalty 214.283624 = -5111.110222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.160000 sec): 3 clusters Score: Raw -5307.087400 + Penalty 428.567248 = -4878.520152 nChanged 38 SP:Iteration 1F (1577.160000 sec): 3 clusters Score: Raw -5353.963540 + Penalty 428.567248 = -4925.396292 nChanged 13 SP:Iteration 2F (1577.160000 sec): 3 clusters Score: Raw -5377.608109 + Penalty 428.567248 = -4949.040861 nChanged 2 SP:Iteration 3Q (1577.160000 sec): 3 clusters Score: Raw -5384.207057 + Penalty 428.567248 = -4955.639808 nChanged 0 SP:Iteration 4F (1577.160000 sec): 3 clusters Score: Raw -5384.207057 + Penalty 428.567248 = -4955.639808 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.160000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.160000 sec): 3 clusters Score: Raw -13548.602455 + Penalty 499.493333 = -13049.109122 nChanged 86 SP:Iteration 1F (1577.160000 sec): 3 clusters Score: Raw -13643.467976 + Penalty 499.493333 = -13143.974642 nChanged 23 SP:Iteration 2F (1577.160000 sec): 3 clusters Score: Raw -13675.390704 + Penalty 499.493333 = -13175.897370 nChanged 11 SP:Iteration 3Q (1577.160000 sec): 3 clusters Score: Raw -13702.513914 + Penalty 499.493333 = -13203.020581 nChanged 8 SP:Iteration 4Q (1577.160000 sec): 3 clusters Score: Raw -13737.925185 + Penalty 499.493333 = -13238.431852 nChanged 13 SP:Iteration 5F (1577.160000 sec): 3 clusters Score: Raw -13780.784917 + Penalty 499.493333 = -13281.291584 nChanged 9 SP:Iteration 6Q (1577.160000 sec): 3 clusters Score: Raw -13804.479171 + Penalty 499.493333 = -13304.985838 nChanged 10 SP:Iteration 7Q (1577.160000 sec): 3 clusters Score: Raw -13829.998277 + Penalty 499.493333 = -13330.504944 nChanged 3 SP:Iteration 8Q (1577.160000 sec): 3 clusters Score: Raw -13841.390010 + Penalty 499.493333 = -13341.896677 nChanged 4 SP:Iteration 9Q (1577.160000 sec): 3 clusters Score: Raw -13852.028531 + Penalty 499.493333 = -13352.535197 nChanged 2 SP:Iteration 10Q (1577.160000 sec): 3 clusters Score: Raw -13855.088337 + Penalty 499.493333 = -13355.595004 nChanged 2 SP:Iteration 11Q (1577.160000 sec): 3 clusters Score: Raw -13859.779713 + Penalty 499.493333 = -13360.286380 nChanged 1 SP:Iteration 12Q (1577.160000 sec): 3 clusters Score: Raw -13861.368290 + Penalty 499.493333 = -13361.874957 nChanged 1 SP:Iteration 13Q (1577.160000 sec): 3 clusters Score: Raw -13863.023503 + Penalty 499.493333 = -13363.530170 nChanged 1 SP:Iteration 14Q (1577.160000 sec): 3 clusters Score: Raw -13864.133264 + Penalty 499.493333 = -13364.639931 nChanged 0 SP:Iteration 15F (1577.160000 sec): 3 clusters Score: Raw -13864.133264 + Penalty 499.493333 = -13364.639931 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.170000 sec): 2 clusters Score: Raw -38486.357698 + Penalty 300.725391 = -38185.632308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.170000 sec): 3 clusters Score: Raw -38125.085564 + Penalty 601.450781 = -37523.634783 nChanged 271 SP:Iteration 1F (1577.170000 sec): 3 clusters Score: Raw -38327.229535 + Penalty 601.450781 = -37725.778754 nChanged 63 SP:Iteration 2F (1577.170000 sec): 3 clusters Score: Raw -38389.035573 + Penalty 601.450781 = -37787.584791 nChanged 41 SP:Iteration 3F (1577.170000 sec): 3 clusters Score: Raw -38423.071117 + Penalty 601.450781 = -37821.620336 nChanged 25 SP:Iteration 4Q (1577.170000 sec): 3 clusters Score: Raw -38437.597003 + Penalty 601.450781 = -37836.146222 nChanged 14 SP:Iteration 5Q (1577.170000 sec): 3 clusters Score: Raw -38443.793983 + Penalty 601.450781 = -37842.343202 nChanged 12 SP:Iteration 6Q (1577.170000 sec): 3 clusters Score: Raw -38450.615295 + Penalty 601.450781 = -37849.164514 nChanged 11 SP:Iteration 7Q (1577.170000 sec): 3 clusters Score: Raw -38456.664328 + Penalty 601.450781 = -37855.213547 nChanged 9 SP:Iteration 8Q (1577.170000 sec): 3 clusters Score: Raw -38461.620293 + Penalty 601.450781 = -37860.169512 nChanged 7 SP:Iteration 9Q (1577.170000 sec): 3 clusters Score: Raw -38463.793429 + Penalty 601.450781 = -37862.342647 nChanged 8 SP:Iteration 10Q (1577.170000 sec): 3 clusters Score: Raw -38467.552270 + Penalty 601.450781 = -37866.101489 nChanged 6 SP:Iteration 11Q (1577.170000 sec): 3 clusters Score: Raw -38470.406602 + Penalty 601.450781 = -37868.955820 nChanged 1 SP:Iteration 12Q (1577.170000 sec): 3 clusters Score: Raw -38470.745388 + Penalty 601.450781 = -37869.294607 nChanged 1 SP:Iteration 13Q (1577.170000 sec): 3 clusters Score: Raw -38471.259623 + Penalty 601.450781 = -37869.808842 nChanged 3 SP:Iteration 14Q (1577.180000 sec): 3 clusters Score: Raw -38472.962711 + Penalty 601.450781 = -37871.511930 nChanged 3 SP:Iteration 15Q (1577.180000 sec): 3 clusters Score: Raw -38473.609924 + Penalty 601.450781 = -37872.159143 nChanged 2 SP:Iteration 16Q (1577.180000 sec): 3 clusters Score: Raw -38474.893708 + Penalty 601.450781 = -37873.442927 nChanged 2 SP:Iteration 17Q (1577.180000 sec): 3 clusters Score: Raw -38475.911627 + Penalty 601.450781 = -37874.460846 nChanged 3 SP:Iteration 18Q (1577.180000 sec): 3 clusters Score: Raw -38479.157528 + Penalty 601.450781 = -37877.706747 nChanged 3 SP:Iteration 19Q (1577.180000 sec): 3 clusters Score: Raw -38479.533156 + Penalty 601.450781 = -37878.082375 nChanged 0 SP:Iteration 20F (1577.180000 sec): 3 clusters Score: Raw -38479.533156 + Penalty 601.450781 = -37878.082375 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.180000 sec): 2 clusters Score: Raw -26468.377116 + Penalty 278.373423 = -26190.003693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.180000 sec): 3 clusters Score: Raw -26303.749499 + Penalty 556.746845 = -25747.002654 nChanged 159 SP:Iteration 1F (1577.180000 sec): 3 clusters Score: Raw -26445.409199 + Penalty 556.746845 = -25888.662354 nChanged 38 SP:Iteration 2F (1577.180000 sec): 3 clusters Score: Raw -26479.323486 + Penalty 556.746845 = -25922.576641 nChanged 22 SP:Iteration 3Q (1577.190000 sec): 3 clusters Score: Raw -26501.213151 + Penalty 556.746845 = -25944.466306 nChanged 18 SP:Iteration 4Q (1577.190000 sec): 3 clusters Score: Raw -26519.746065 + Penalty 556.746845 = -25962.999220 nChanged 12 SP:Iteration 5Q (1577.190000 sec): 3 clusters Score: Raw -26530.099260 + Penalty 556.746845 = -25973.352415 nChanged 9 SP:Iteration 6Q (1577.190000 sec): 3 clusters Score: Raw -26536.719143 + Penalty 556.746845 = -25979.972298 nChanged 4 SP:Iteration 7Q (1577.190000 sec): 3 clusters Score: Raw -26538.745608 + Penalty 556.746845 = -25981.998763 nChanged 3 SP:Iteration 8Q (1577.190000 sec): 3 clusters Score: Raw -26540.807163 + Penalty 556.746845 = -25984.060318 nChanged 6 SP:Iteration 9Q (1577.190000 sec): 3 clusters Score: Raw -26544.944407 + Penalty 556.746845 = -25988.197562 nChanged 4 SP:Iteration 10Q (1577.190000 sec): 3 clusters Score: Raw -26547.086866 + Penalty 556.746845 = -25990.340021 nChanged 1 SP:Iteration 11Q (1577.190000 sec): 3 clusters Score: Raw -26547.407588 + Penalty 556.746845 = -25990.660743 nChanged 0 SP:Iteration 12F (1577.190000 sec): 3 clusters Score: Raw -26547.407588 + Penalty 556.746845 = -25990.660743 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.190000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.190000 sec): 3 clusters Score: Raw -52385.052413 + Penalty 628.514685 = -51756.537728 nChanged 407 SP:Iteration 1F (1577.190000 sec): 3 clusters Score: Raw -52629.143082 + Penalty 628.514685 = -52000.628397 nChanged 72 SP:Iteration 2F (1577.190000 sec): 3 clusters Score: Raw -52682.721950 + Penalty 628.514685 = -52054.207265 nChanged 50 SP:Iteration 3F (1577.190000 sec): 3 clusters Score: Raw -52713.182544 + Penalty 628.514685 = -52084.667859 nChanged 38 SP:Iteration 4Q (1577.190000 sec): 3 clusters Score: Raw -52732.706587 + Penalty 628.514685 = -52104.191902 nChanged 34 SP:Iteration 5Q (1577.200000 sec): 3 clusters Score: Raw -52750.160249 + Penalty 628.514685 = -52121.645564 nChanged 35 SP:Iteration 6Q (1577.200000 sec): 3 clusters Score: Raw -52773.718138 + Penalty 628.514685 = -52145.203454 nChanged 30 SP:Iteration 7Q (1577.200000 sec): 3 clusters Score: Raw -52794.869611 + Penalty 628.514685 = -52166.354926 nChanged 26 SP:Iteration 8Q (1577.200000 sec): 3 clusters Score: Raw -52810.040315 + Penalty 628.514685 = -52181.525630 nChanged 20 SP:Iteration 9Q (1577.200000 sec): 3 clusters Score: Raw -52820.604596 + Penalty 628.514685 = -52192.089911 nChanged 19 SP:Iteration 10Q (1577.200000 sec): 3 clusters Score: Raw -52830.317774 + Penalty 628.514685 = -52201.803089 nChanged 17 SP:Iteration 11Q (1577.200000 sec): 3 clusters Score: Raw -52839.126173 + Penalty 628.514685 = -52210.611488 nChanged 11 SP:Iteration 12Q (1577.200000 sec): 3 clusters Score: Raw -52844.875167 + Penalty 628.514685 = -52216.360482 nChanged 11 SP:Iteration 13Q (1577.210000 sec): 3 clusters Score: Raw -52851.882052 + Penalty 628.514685 = -52223.367368 nChanged 12 SP:Iteration 14Q (1577.210000 sec): 3 clusters Score: Raw -52858.665201 + Penalty 628.514685 = -52230.150517 nChanged 12 SP:Iteration 15Q (1577.210000 sec): 3 clusters Score: Raw -52864.585380 + Penalty 628.514685 = -52236.070695 nChanged 5 SP:Iteration 16Q (1577.210000 sec): 3 clusters Score: Raw -52867.042591 + Penalty 628.514685 = -52238.527906 nChanged 3 SP:Iteration 17Q (1577.210000 sec): 3 clusters Score: Raw -52868.042716 + Penalty 628.514685 = -52239.528031 nChanged 2 SP:Iteration 18Q (1577.210000 sec): 3 clusters Score: Raw -52868.530805 + Penalty 628.514685 = -52240.016120 nChanged 1 SP:Iteration 19Q (1577.210000 sec): 3 clusters Score: Raw -52868.653768 + Penalty 628.514685 = -52240.139083 nChanged 1 SP:Iteration 20F (1577.210000 sec): 3 clusters Score: Raw -52868.906006 + Penalty 628.514685 = -52240.391321 nChanged 2 SP:Iteration 21Q (1577.210000 sec): 3 clusters Score: Raw -52869.600168 + Penalty 628.514685 = -52241.085483 nChanged 4 SP:Iteration 22Q (1577.210000 sec): 3 clusters Score: Raw -52872.492290 + Penalty 628.514685 = -52243.977606 nChanged 7 SP:Iteration 23Q (1577.210000 sec): 3 clusters Score: Raw -52876.351960 + Penalty 628.514685 = -52247.837275 nChanged 6 SP:Iteration 24Q (1577.210000 sec): 3 clusters Score: Raw -52879.422224 + Penalty 628.514685 = -52250.907539 nChanged 5 SP:Iteration 25Q (1577.220000 sec): 3 clusters Score: Raw -52881.403653 + Penalty 628.514685 = -52252.888968 nChanged 4 SP:Iteration 26Q (1577.220000 sec): 3 clusters Score: Raw -52883.035467 + Penalty 628.514685 = -52254.520782 nChanged 7 SP:Iteration 27Q (1577.220000 sec): 3 clusters Score: Raw -52885.507587 + Penalty 628.514685 = -52256.992902 nChanged 2 SP:Iteration 28Q (1577.220000 sec): 3 clusters Score: Raw -52886.062542 + Penalty 628.514685 = -52257.547857 nChanged 1 SP:Iteration 29Q (1577.220000 sec): 3 clusters Score: Raw -52886.447573 + Penalty 628.514685 = -52257.932888 nChanged 2 SP:Iteration 30Q (1577.220000 sec): 3 clusters Score: Raw -52887.212892 + Penalty 628.514685 = -52258.698207 nChanged 2 SP:Iteration 31Q (1577.220000 sec): 3 clusters Score: Raw -52887.977026 + Penalty 628.514685 = -52259.462341 nChanged 2 SP:Iteration 32Q (1577.220000 sec): 3 clusters Score: Raw -52888.336169 + Penalty 628.514685 = -52259.821484 nChanged 0 SP:Iteration 33F (1577.220000 sec): 3 clusters Score: Raw -52888.336169 + Penalty 628.514685 = -52259.821484 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.230000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.230000 sec): 3 clusters Score: Raw -8606.114246 + Penalty 460.696148 = -8145.418098 nChanged 37 SP:Iteration 1F (1577.230000 sec): 3 clusters Score: Raw -8658.575746 + Penalty 460.696148 = -8197.879598 nChanged 10 SP:Iteration 2F (1577.230000 sec): 3 clusters Score: Raw -8680.670090 + Penalty 460.696148 = -8219.973942 nChanged 2 SP:Iteration 3Q (1577.230000 sec): 3 clusters Score: Raw -8681.658484 + Penalty 460.696148 = -8220.962336 nChanged 2 SP:Iteration 4Q (1577.230000 sec): 3 clusters Score: Raw -8684.666294 + Penalty 460.696148 = -8223.970146 nChanged 2 SP:Iteration 5Q (1577.230000 sec): 3 clusters Score: Raw -8686.769675 + Penalty 460.696148 = -8226.073527 nChanged 2 SP:Iteration 6Q (1577.230000 sec): 3 clusters Score: Raw -8689.894048 + Penalty 460.696148 = -8229.197900 nChanged 2 SP:Iteration 7Q (1577.230000 sec): 3 clusters Score: Raw -8692.731955 + Penalty 460.696148 = -8232.035807 nChanged 0 SP:Iteration 8F (1577.230000 sec): 3 clusters Score: Raw -8692.731955 + Penalty 460.696148 = -8232.035807 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.230000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.230000 sec): 3 clusters Score: Raw -16633.719366 + Penalty 513.090275 = -16120.629092 nChanged 85 SP:Iteration 1F (1577.230000 sec): 3 clusters Score: Raw -16720.725353 + Penalty 513.090275 = -16207.635078 nChanged 23 SP:Iteration 2F (1577.230000 sec): 3 clusters Score: Raw -16745.157006 + Penalty 513.090275 = -16232.066731 nChanged 10 SP:Iteration 3Q (1577.230000 sec): 3 clusters Score: Raw -16752.040487 + Penalty 513.090275 = -16238.950212 nChanged 13 SP:Iteration 4Q (1577.230000 sec): 3 clusters Score: Raw -16763.767601 + Penalty 513.090275 = -16250.677326 nChanged 7 SP:Iteration 5Q (1577.230000 sec): 3 clusters Score: Raw -16771.705226 + Penalty 513.090275 = -16258.614952 nChanged 7 SP:Iteration 6Q (1577.230000 sec): 3 clusters Score: Raw -16777.926805 + Penalty 513.090275 = -16264.836530 nChanged 3 SP:Iteration 7Q (1577.230000 sec): 3 clusters Score: Raw -16780.787821 + Penalty 513.090275 = -16267.697546 nChanged 3 SP:Iteration 8Q (1577.230000 sec): 3 clusters Score: Raw -16783.219488 + Penalty 513.090275 = -16270.129213 nChanged 3 SP:Iteration 9Q (1577.230000 sec): 3 clusters Score: Raw -16785.528487 + Penalty 513.090275 = -16272.438212 nChanged 3 SP:Iteration 10Q (1577.230000 sec): 3 clusters Score: Raw -16787.196081 + Penalty 513.090275 = -16274.105806 nChanged 2 SP:Iteration 11Q (1577.230000 sec): 3 clusters Score: Raw -16788.513779 + Penalty 513.090275 = -16275.423504 nChanged 3 SP:Iteration 12Q (1577.230000 sec): 3 clusters Score: Raw -16790.280667 + Penalty 513.090275 = -16277.190392 nChanged 3 SP:Iteration 13Q (1577.230000 sec): 3 clusters Score: Raw -16792.944137 + Penalty 513.090275 = -16279.853862 nChanged 0 SP:Iteration 14F (1577.230000 sec): 3 clusters Score: Raw -16792.944137 + Penalty 513.090275 = -16279.853862 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.230000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.230000 sec): 3 clusters Score: Raw -17893.076362 + Penalty 524.632390 = -17368.443972 nChanged 102 SP:Iteration 1F (1577.230000 sec): 3 clusters Score: Raw -18000.281282 + Penalty 524.632390 = -17475.648892 nChanged 37 SP:Iteration 2F (1577.230000 sec): 3 clusters Score: Raw -18048.967229 + Penalty 524.632390 = -17524.334839 nChanged 11 SP:Iteration 3Q (1577.230000 sec): 3 clusters Score: Raw -18059.494475 + Penalty 524.632390 = -17534.862085 nChanged 3 SP:Iteration 4Q (1577.230000 sec): 3 clusters Score: Raw -18064.623922 + Penalty 524.632390 = -17539.991532 nChanged 6 SP:Iteration 5Q (1577.230000 sec): 3 clusters Score: Raw -18076.500440 + Penalty 524.632390 = -17551.868049 nChanged 5 SP:Iteration 6Q (1577.240000 sec): 3 clusters Score: Raw -18085.261677 + Penalty 524.632390 = -17560.629286 nChanged 5 SP:Iteration 7Q (1577.240000 sec): 3 clusters Score: Raw -18092.005544 + Penalty 524.632390 = -17567.373154 nChanged 2 SP:Iteration 8Q (1577.240000 sec): 3 clusters Score: Raw -18093.722873 + Penalty 524.632390 = -17569.090482 nChanged 2 SP:Iteration 9Q (1577.240000 sec): 3 clusters Score: Raw -18095.153632 + Penalty 524.632390 = -17570.521242 nChanged 0 SP:Iteration 10F (1577.240000 sec): 3 clusters Score: Raw -18095.153632 + Penalty 524.632390 = -17570.521242 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.240000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.240000 sec): 3 clusters Score: Raw -6071.886834 + Penalty 437.165915 = -5634.720919 nChanged 25 SP:Iteration 1F (1577.240000 sec): 3 clusters Score: Raw -6106.910631 + Penalty 437.165915 = -5669.744716 nChanged 8 SP:Iteration 2F (1577.240000 sec): 3 clusters Score: Raw -6121.048603 + Penalty 437.165915 = -5683.882688 nChanged 3 SP:Iteration 3Q (1577.240000 sec): 3 clusters Score: Raw -6124.074312 + Penalty 437.165915 = -5686.908397 nChanged 2 SP:Iteration 4Q (1577.240000 sec): 3 clusters Score: Raw -6133.720770 + Penalty 437.165915 = -5696.554855 nChanged 1 SP:Iteration 5Q (1577.240000 sec): 3 clusters Score: Raw -6134.783493 + Penalty 437.165915 = -5697.617578 nChanged 0 SP:Iteration 6F (1577.240000 sec): 3 clusters Score: Raw -6134.783493 + Penalty 437.165915 = -5697.617578 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.240000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.240000 sec): 3 clusters Score: Raw -11088.075137 + Penalty 479.842960 = -10608.232177 nChanged 60 SP:Iteration 1F (1577.240000 sec): 3 clusters Score: Raw -11144.526267 + Penalty 479.842960 = -10664.683307 nChanged 7 SP:Iteration 2Q (1577.240000 sec): 3 clusters Score: Raw -11155.041453 + Penalty 479.842960 = -10675.198493 nChanged 3 SP:Iteration 3Q (1577.240000 sec): 3 clusters Score: Raw -11159.540793 + Penalty 479.842960 = -10679.697833 nChanged 3 SP:Iteration 4Q (1577.240000 sec): 3 clusters Score: Raw -11162.393316 + Penalty 479.842960 = -10682.550356 nChanged 2 SP:Iteration 5Q (1577.240000 sec): 3 clusters Score: Raw -11165.219609 + Penalty 479.842960 = -10685.376649 nChanged 5 SP:Iteration 6Q (1577.240000 sec): 3 clusters Score: Raw -11175.142716 + Penalty 479.842960 = -10695.299757 nChanged 3 SP:Iteration 7Q (1577.240000 sec): 3 clusters Score: Raw -11186.497604 + Penalty 479.842960 = -10706.654644 nChanged 2 SP:Iteration 8Q (1577.240000 sec): 3 clusters Score: Raw -11194.807737 + Penalty 479.842960 = -10714.964778 nChanged 3 SP:Iteration 9Q (1577.240000 sec): 3 clusters Score: Raw -11199.266990 + Penalty 479.842960 = -10719.424030 nChanged 2 SP:Iteration 10Q (1577.240000 sec): 3 clusters Score: Raw -11204.568404 + Penalty 479.842960 = -10724.725444 nChanged 1 SP:Iteration 11Q (1577.240000 sec): 3 clusters Score: Raw -11208.518362 + Penalty 479.842960 = -10728.675403 nChanged 3 SP:Iteration 12Q (1577.240000 sec): 3 clusters Score: Raw -11211.969267 + Penalty 479.842960 = -10732.126308 nChanged 0 SP:Iteration 13F (1577.240000 sec): 3 clusters Score: Raw -11211.969267 + Penalty 479.842960 = -10732.126308 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.250000 sec): 2 clusters Score: Raw -7680.951646 + Penalty 220.767377 = -7460.184269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.250000 sec): 3 clusters Score: Raw -7658.494443 + Penalty 441.534754 = -7216.959689 nChanged 32 SP:Iteration 1F (1577.250000 sec): 3 clusters Score: Raw -7703.184371 + Penalty 441.534754 = -7261.649617 nChanged 6 SP:Iteration 2Q (1577.250000 sec): 3 clusters Score: Raw -7710.776552 + Penalty 441.534754 = -7269.241798 nChanged 4 SP:Iteration 3Q (1577.250000 sec): 3 clusters Score: Raw -7723.548907 + Penalty 441.534754 = -7282.014153 nChanged 8 SP:Iteration 4F (1577.250000 sec): 3 clusters Score: Raw -7737.277395 + Penalty 441.534754 = -7295.742641 nChanged 3 SP:Iteration 5Q (1577.250000 sec): 3 clusters Score: Raw -7738.723648 + Penalty 441.534754 = -7297.188894 nChanged 1 SP:Iteration 6Q (1577.250000 sec): 3 clusters Score: Raw -7744.724413 + Penalty 441.534754 = -7303.189659 nChanged 1 SP:Iteration 7Q (1577.250000 sec): 3 clusters Score: Raw -7746.998009 + Penalty 441.534754 = -7305.463255 nChanged 0 SP:Iteration 8F (1577.250000 sec): 3 clusters Score: Raw -7746.998009 + Penalty 441.534754 = -7305.463255 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.250000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.250000 sec): 3 clusters Score: Raw -23761.350489 + Penalty 543.616675 = -23217.733814 nChanged 115 SP:Iteration 1F (1577.250000 sec): 3 clusters Score: Raw -23819.405304 + Penalty 543.616675 = -23275.788629 nChanged 21 SP:Iteration 2F (1577.250000 sec): 3 clusters Score: Raw -23839.298209 + Penalty 543.616675 = -23295.681534 nChanged 13 SP:Iteration 3Q (1577.250000 sec): 3 clusters Score: Raw -23851.707215 + Penalty 543.616675 = -23308.090540 nChanged 16 SP:Iteration 4Q (1577.250000 sec): 3 clusters Score: Raw -23871.174146 + Penalty 543.616675 = -23327.557472 nChanged 15 SP:Iteration 5Q (1577.250000 sec): 3 clusters Score: Raw -23888.635608 + Penalty 543.616675 = -23345.018933 nChanged 12 SP:Iteration 6Q (1577.250000 sec): 3 clusters Score: Raw -23899.434286 + Penalty 543.616675 = -23355.817611 nChanged 8 SP:Iteration 7Q (1577.250000 sec): 3 clusters Score: Raw -23902.532010 + Penalty 543.616675 = -23358.915335 nChanged 2 SP:Iteration 8Q (1577.250000 sec): 3 clusters Score: Raw -23903.247318 + Penalty 543.616675 = -23359.630644 nChanged 1 SP:Iteration 9Q (1577.250000 sec): 3 clusters Score: Raw -23903.708266 + Penalty 543.616675 = -23360.091591 nChanged 2 SP:Iteration 10Q (1577.250000 sec): 3 clusters Score: Raw -23904.284308 + Penalty 543.616675 = -23360.667634 nChanged 1 SP:Iteration 11Q (1577.250000 sec): 3 clusters Score: Raw -23904.745917 + Penalty 543.616675 = -23361.129242 nChanged 2 SP:Iteration 12Q (1577.250000 sec): 3 clusters Score: Raw -23906.132825 + Penalty 543.616675 = -23362.516150 nChanged 1 SP:Iteration 13Q (1577.250000 sec): 3 clusters Score: Raw -23906.612182 + Penalty 543.616675 = -23362.995507 nChanged 0 SP:Iteration 14F (1577.250000 sec): 3 clusters Score: Raw -23906.612182 + Penalty 543.616675 = -23362.995507 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.250000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.250000 sec): 3 clusters Score: Raw -11263.857882 + Penalty 479.842960 = -10784.014922 nChanged 58 SP:Iteration 1F (1577.250000 sec): 3 clusters Score: Raw -11324.686986 + Penalty 479.842960 = -10844.844026 nChanged 14 SP:Iteration 2F (1577.250000 sec): 3 clusters Score: Raw -11345.175027 + Penalty 479.842960 = -10865.332068 nChanged 6 SP:Iteration 3Q (1577.250000 sec): 3 clusters Score: Raw -11357.559193 + Penalty 479.842960 = -10877.716234 nChanged 7 SP:Iteration 4Q (1577.250000 sec): 3 clusters Score: Raw -11371.681347 + Penalty 479.842960 = -10891.838387 nChanged 2 SP:Iteration 5Q (1577.250000 sec): 3 clusters Score: Raw -11374.741263 + Penalty 479.842960 = -10894.898303 nChanged 2 SP:Iteration 6Q (1577.260000 sec): 3 clusters Score: Raw -11378.236090 + Penalty 479.842960 = -10898.393130 nChanged 1 SP:Iteration 7Q (1577.260000 sec): 3 clusters Score: Raw -11379.698932 + Penalty 479.842960 = -10899.855972 nChanged 1 SP:Iteration 8Q (1577.260000 sec): 3 clusters Score: Raw -11380.165336 + Penalty 479.842960 = -10900.322376 nChanged 2 SP:Iteration 9Q (1577.260000 sec): 3 clusters Score: Raw -11381.687993 + Penalty 479.842960 = -10901.845033 nChanged 1 SP:Iteration 10Q (1577.260000 sec): 3 clusters Score: Raw -11383.002407 + Penalty 479.842960 = -10903.159447 nChanged 0 SP:Iteration 11F (1577.260000 sec): 3 clusters Score: Raw -11383.002407 + Penalty 479.842960 = -10903.159447 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.260000 sec): 2 clusters Score: Raw -4251.029531 + Penalty 199.382212 = -4051.647319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.260000 sec): 3 clusters Score: Raw -4278.547777 + Penalty 398.764424 = -3879.783354 nChanged 13 SP:Iteration 1F (1577.260000 sec): 3 clusters Score: Raw -4307.031184 + Penalty 398.764424 = -3908.266760 nChanged 4 SP:Iteration 2Q (1577.260000 sec): 3 clusters Score: Raw -4320.653576 + Penalty 398.764424 = -3921.889152 nChanged 3 SP:Iteration 3Q (1577.260000 sec): 3 clusters Score: Raw -4331.254009 + Penalty 398.764424 = -3932.489585 nChanged 1 SP:Iteration 4Q (1577.260000 sec): 3 clusters Score: Raw -4334.454969 + Penalty 398.764424 = -3935.690545 nChanged 1 SP:Iteration 5Q (1577.260000 sec): 3 clusters Score: Raw -4336.025999 + Penalty 398.764424 = -3937.261575 nChanged 0 SP:Iteration 6F (1577.260000 sec): 3 clusters Score: Raw -4336.025999 + Penalty 398.764424 = -3937.261575 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.260000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.260000 sec): 3 clusters Score: Raw -3078.498232 + Penalty 389.176617 = -2689.321615 nChanged 18 SP:Iteration 1F (1577.260000 sec): 3 clusters Score: Raw -3125.796782 + Penalty 389.176617 = -2736.620165 nChanged 5 SP:Iteration 2F (1577.260000 sec): 3 clusters Score: Raw -3138.932081 + Penalty 389.176617 = -2749.755464 nChanged 1 SP:Iteration 3Q (1577.260000 sec): 3 clusters Score: Raw -3140.216873 + Penalty 389.176617 = -2751.040256 nChanged 0 SP:Iteration 4F (1577.260000 sec): 3 clusters Score: Raw -3140.216873 + Penalty 389.176617 = -2751.040256 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.260000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.260000 sec): 3 clusters Score: Raw -7159.271371 + Penalty 464.087845 = -6695.183526 nChanged 38 SP:Iteration 1F (1577.260000 sec): 3 clusters Score: Raw -7234.766397 + Penalty 464.087845 = -6770.678552 nChanged 19 SP:Iteration 2F (1577.260000 sec): 3 clusters Score: Raw -7303.373450 + Penalty 464.087845 = -6839.285605 nChanged 9 SP:Iteration 3F (1577.260000 sec): 3 clusters Score: Raw -7330.931891 + Penalty 464.087845 = -6866.844046 nChanged 3 SP:Iteration 4Q (1577.260000 sec): 3 clusters Score: Raw -7351.609291 + Penalty 464.087845 = -6887.521446 nChanged 4 SP:Iteration 5Q (1577.260000 sec): 3 clusters Score: Raw -7361.707422 + Penalty 464.087845 = -6897.619577 nChanged 4 SP:Iteration 6Q (1577.260000 sec): 3 clusters Score: Raw -7376.789723 + Penalty 464.087845 = -6912.701878 nChanged 1 SP:Iteration 7Q (1577.260000 sec): 3 clusters Score: Raw -7379.500654 + Penalty 464.087845 = -6915.412809 nChanged 1 SP:Iteration 8Q (1577.260000 sec): 3 clusters Score: Raw -7381.053968 + Penalty 464.087845 = -6916.966123 nChanged 0 SP:Iteration 9F (1577.260000 sec): 3 clusters Score: Raw -7381.053968 + Penalty 464.087845 = -6916.966123 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.260000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.270000 sec): 3 clusters Score: Raw -6110.599781 + Penalty 422.639572 = -5687.960209 nChanged 15 SP:Iteration 1F (1577.270000 sec): 3 clusters Score: Raw -6147.491155 + Penalty 422.639572 = -5724.851583 nChanged 3 SP:Iteration 2Q (1577.270000 sec): 3 clusters Score: Raw -6153.541620 + Penalty 422.639572 = -5730.902048 nChanged 0 SP:Iteration 3F (1577.270000 sec): 3 clusters Score: Raw -6153.541620 + Penalty 422.639572 = -5730.902048 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.280000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.290000 sec): 3 clusters Score: Raw -624944.888968 + Penalty 844.246869 = -624100.642100 nChanged 4993 SP:Iteration 1F (1577.310000 sec): 3 clusters Score: Raw -627897.324029 + Penalty 844.246869 = -627053.077161 nChanged 609 SP:Iteration 2F (1577.320000 sec): 3 clusters Score: Raw -628176.356372 + Penalty 844.246869 = -627332.109503 nChanged 628 SP:Iteration 3F (1577.330000 sec): 3 clusters Score: Raw -628528.038793 + Penalty 844.246869 = -627683.791925 nChanged 669 SP:Iteration 4F (1577.340000 sec): 3 clusters Score: Raw -628993.574028 + Penalty 844.246869 = -628149.327160 nChanged 637 SP:Iteration 5F (1577.350000 sec): 3 clusters Score: Raw -629537.997045 + Penalty 844.246869 = -628693.750177 nChanged 615 SP:Iteration 6F (1577.360000 sec): 3 clusters Score: Raw -630103.915403 + Penalty 844.246869 = -629259.668535 nChanged 511 SP:Iteration 7Q (1577.370000 sec): 3 clusters Score: Raw -630439.717440 + Penalty 844.246869 = -629595.470572 nChanged 355 SP:Iteration 8Q (1577.380000 sec): 3 clusters Score: Raw -630604.939354 + Penalty 844.246869 = -629760.692485 nChanged 277 SP:Iteration 9Q (1577.390000 sec): 3 clusters Score: Raw -630729.619048 + Penalty 844.246869 = -629885.372179 nChanged 255 SP:Iteration 10Q (1577.400000 sec): 3 clusters Score: Raw -630845.538328 + Penalty 844.246869 = -630001.291459 nChanged 254 SP:Iteration 11Q (1577.410000 sec): 3 clusters Score: Raw -630963.283678 + Penalty 844.246869 = -630119.036810 nChanged 251 SP:Iteration 12Q (1577.420000 sec): 3 clusters Score: Raw -631081.806190 + Penalty 844.246869 = -630237.559321 nChanged 224 SP:Iteration 13Q (1577.430000 sec): 3 clusters Score: Raw -631180.244220 + Penalty 844.246869 = -630335.997352 nChanged 200 SP:Iteration 14Q (1577.440000 sec): 3 clusters Score: Raw -631266.010088 + Penalty 844.246869 = -630421.763219 nChanged 188 SP:Iteration 15Q (1577.450000 sec): 3 clusters Score: Raw -631354.671188 + Penalty 844.246869 = -630510.424319 nChanged 183 SP:Iteration 16Q (1577.460000 sec): 3 clusters Score: Raw -631437.244921 + Penalty 844.246869 = -630592.998053 nChanged 150 SP:Iteration 17Q (1577.470000 sec): 3 clusters Score: Raw -631515.044103 + Penalty 844.246869 = -630670.797235 nChanged 140 SP:Iteration 18Q (1577.470000 sec): 3 clusters Score: Raw -631590.852773 + Penalty 844.246869 = -630746.605904 nChanged 118 SP:Iteration 19Q (1577.490000 sec): 3 clusters Score: Raw -631663.119273 + Penalty 844.246869 = -630818.872405 nChanged 83 SP:Iteration 20F (1577.490000 sec): 3 clusters Score: Raw -631712.381496 + Penalty 844.246869 = -630868.134627 nChanged 61 SP:Iteration 21Q (1577.500000 sec): 3 clusters Score: Raw -631749.142403 + Penalty 844.246869 = -630904.895534 nChanged 45 SP:Iteration 22Q (1577.510000 sec): 3 clusters Score: Raw -631781.888959 + Penalty 844.246869 = -630937.642091 nChanged 43 SP:Iteration 23Q (1577.520000 sec): 3 clusters Score: Raw -631813.278162 + Penalty 844.246869 = -630969.031293 nChanged 25 SP:Iteration 24Q (1577.530000 sec): 3 clusters Score: Raw -631826.245763 + Penalty 844.246869 = -630981.998894 nChanged 20 SP:Iteration 25Q (1577.540000 sec): 3 clusters Score: Raw -631835.011132 + Penalty 844.246869 = -630990.764264 nChanged 19 SP:Iteration 26Q (1577.550000 sec): 3 clusters Score: Raw -631843.653236 + Penalty 844.246869 = -630999.406367 nChanged 19 SP:Iteration 27Q (1577.550000 sec): 3 clusters Score: Raw -631850.638799 + Penalty 844.246869 = -631006.391930 nChanged 13 SP:Iteration 28Q (1577.560000 sec): 3 clusters Score: Raw -631853.978386 + Penalty 844.246869 = -631009.731517 nChanged 11 SP:Iteration 29Q (1577.570000 sec): 3 clusters Score: Raw -631856.322158 + Penalty 844.246869 = -631012.075290 nChanged 8 SP:Iteration 30Q (1577.580000 sec): 3 clusters Score: Raw -631857.638354 + Penalty 844.246869 = -631013.391485 nChanged 6 SP:Iteration 31Q (1577.590000 sec): 3 clusters Score: Raw -631858.787858 + Penalty 844.246869 = -631014.540989 nChanged 5 SP:Iteration 32Q (1577.590000 sec): 3 clusters Score: Raw -631860.218696 + Penalty 844.246869 = -631015.971828 nChanged 3 SP:Iteration 33Q (1577.600000 sec): 3 clusters Score: Raw -631861.103505 + Penalty 844.246869 = -631016.856637 nChanged 2 SP:Iteration 34Q (1577.610000 sec): 3 clusters Score: Raw -631861.341480 + Penalty 844.246869 = -631017.094612 nChanged 1 SP:Iteration 35Q (1577.620000 sec): 3 clusters Score: Raw -631861.536320 + Penalty 844.246869 = -631017.289451 nChanged 1 SP:Iteration 36Q (1577.630000 sec): 3 clusters Score: Raw -631861.666681 + Penalty 844.246869 = -631017.419813 nChanged 1 SP:Iteration 37Q (1577.640000 sec): 3 clusters Score: Raw -631861.816355 + Penalty 844.246869 = -631017.569487 nChanged 1 SP:Iteration 38Q (1577.650000 sec): 3 clusters Score: Raw -631861.875227 + Penalty 844.246869 = -631017.628359 nChanged 0 SP:Iteration 39F (1577.650000 sec): 3 clusters Score: Raw -631861.875227 + Penalty 844.246869 = -631017.628359 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.660000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.660000 sec): 3 clusters Score: Raw -3352.574339 + Penalty 392.891418 = -2959.682920 nChanged 14 SP:Iteration 1F (1577.660000 sec): 3 clusters Score: Raw -3402.624239 + Penalty 392.891418 = -3009.732821 nChanged 2 SP:Iteration 2Q (1577.660000 sec): 3 clusters Score: Raw -3409.286979 + Penalty 392.891418 = -3016.395561 nChanged 2 SP:Iteration 3Q (1577.660000 sec): 3 clusters Score: Raw -3413.630929 + Penalty 392.891418 = -3020.739511 nChanged 0 SP:Iteration 4F (1577.660000 sec): 3 clusters Score: Raw -3413.630929 + Penalty 392.891418 = -3020.739511 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.660000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.660000 sec): 3 clusters Score: Raw -13796.551742 + Penalty 495.653101 = -13300.898641 nChanged 64 SP:Iteration 1F (1577.660000 sec): 3 clusters Score: Raw -13870.332194 + Penalty 495.653101 = -13374.679093 nChanged 24 SP:Iteration 2F (1577.660000 sec): 3 clusters Score: Raw -13911.083693 + Penalty 495.653101 = -13415.430592 nChanged 8 SP:Iteration 3Q (1577.660000 sec): 3 clusters Score: Raw -13922.023161 + Penalty 495.653101 = -13426.370060 nChanged 5 SP:Iteration 4Q (1577.660000 sec): 3 clusters Score: Raw -13925.170674 + Penalty 495.653101 = -13429.517573 nChanged 2 SP:Iteration 5Q (1577.660000 sec): 3 clusters Score: Raw -13928.389359 + Penalty 495.653101 = -13432.736258 nChanged 3 SP:Iteration 6Q (1577.670000 sec): 3 clusters Score: Raw -13932.819574 + Penalty 495.653101 = -13437.166474 nChanged 1 SP:Iteration 7Q (1577.670000 sec): 3 clusters Score: Raw -13933.606402 + Penalty 495.653101 = -13437.953301 nChanged 1 SP:Iteration 8Q (1577.670000 sec): 3 clusters Score: Raw -13934.497800 + Penalty 495.653101 = -13438.844699 nChanged 1 SP:Iteration 9Q (1577.670000 sec): 3 clusters Score: Raw -13935.825876 + Penalty 495.653101 = -13440.172776 nChanged 1 SP:Iteration 10Q (1577.670000 sec): 3 clusters Score: Raw -13937.198497 + Penalty 495.653101 = -13441.545396 nChanged 2 SP:Iteration 11Q (1577.670000 sec): 3 clusters Score: Raw -13938.615144 + Penalty 495.653101 = -13442.962043 nChanged 3 SP:Iteration 12Q (1577.670000 sec): 3 clusters Score: Raw -13940.818414 + Penalty 495.653101 = -13445.165313 nChanged 1 SP:Iteration 13Q (1577.670000 sec): 3 clusters Score: Raw -13940.925536 + Penalty 495.653101 = -13445.272435 nChanged 0 SP:Iteration 14F (1577.670000 sec): 3 clusters Score: Raw -13940.925536 + Penalty 495.653101 = -13445.272435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 3 clusters Score: Raw -3609.860194 + Penalty 383.975201 = -3225.884993 nChanged 6 SP:Iteration 1F (1577.670000 sec): 3 clusters Score: Raw -3635.293345 + Penalty 383.975201 = -3251.318144 nChanged 5 SP:Iteration 2F (1577.670000 sec): 3 clusters Score: Raw -3664.197236 + Penalty 383.975201 = -3280.222035 nChanged 2 SP:Iteration 3Q (1577.670000 sec): 3 clusters Score: Raw -3671.357090 + Penalty 383.975201 = -3287.381889 nChanged 1 SP:Iteration 4Q (1577.670000 sec): 3 clusters Score: Raw -3677.171065 + Penalty 383.975201 = -3293.195864 nChanged 1 SP:Iteration 5Q (1577.670000 sec): 3 clusters Score: Raw -3685.892431 + Penalty 383.975201 = -3301.917230 nChanged 0 SP:Iteration 6F (1577.670000 sec): 3 clusters Score: Raw -3685.892431 + Penalty 383.975201 = -3301.917230 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 2 clusters Score: Raw 1046.177858 + Penalty 151.615305 = 1197.793163 nChanged 11 SP:Iteration 1F (1577.670000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 3 clusters Score: Raw -3595.634346 + Penalty 385.303692 = -3210.330654 nChanged 2 SP:Iteration 1Q (1577.670000 sec): 3 clusters Score: Raw -3599.832184 + Penalty 385.303692 = -3214.528492 nChanged 3 SP:Iteration 2Q (1577.670000 sec): 3 clusters Score: Raw -3618.135359 + Penalty 385.303692 = -3232.831667 nChanged 0 SP:Iteration 3F (1577.670000 sec): 3 clusters Score: Raw -3618.135359 + Penalty 385.303692 = -3232.831667 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 2 clusters Score: Raw -3148.431168 + Penalty 197.048367 = -2951.382801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 3 clusters Score: Raw -3177.042095 + Penalty 394.096734 = -2782.945361 nChanged 20 SP:Iteration 1F (1577.670000 sec): 3 clusters Score: Raw -3249.658783 + Penalty 394.096734 = -2855.562049 nChanged 5 SP:Iteration 2F (1577.670000 sec): 3 clusters Score: Raw -3266.173903 + Penalty 394.096734 = -2872.077169 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.690000 sec): 2 clusters Score: Raw -470748.770777 + Penalty 408.229785 = -470340.540992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.690000 sec): 3 clusters Score: Raw -465854.015652 + Penalty 816.459570 = -465037.556083 nChanged 3635 SP:Iteration 1F (1577.700000 sec): 3 clusters Score: Raw -468070.154135 + Penalty 816.459570 = -467253.694566 nChanged 559 SP:Iteration 2F (1577.710000 sec): 3 clusters Score: Raw -468381.899925 + Penalty 816.459570 = -467565.440355 nChanged 560 SP:Iteration 3F (1577.720000 sec): 3 clusters Score: Raw -468696.620594 + Penalty 816.459570 = -467880.161024 nChanged 512 SP:Iteration 4F (1577.720000 sec): 3 clusters Score: Raw -469010.341197 + Penalty 816.459570 = -468193.881627 nChanged 485 SP:Iteration 5F (1577.730000 sec): 3 clusters Score: Raw -469322.868152 + Penalty 816.459570 = -468506.408583 nChanged 421 SP:Iteration 6F (1577.740000 sec): 3 clusters Score: Raw -469622.489091 + Penalty 816.459570 = -468806.029521 nChanged 324 SP:Iteration 7Q (1577.750000 sec): 3 clusters Score: Raw -469839.991828 + Penalty 816.459570 = -469023.532258 nChanged 279 SP:Iteration 8Q (1577.750000 sec): 3 clusters Score: Raw -470064.722128 + Penalty 816.459570 = -469248.262558 nChanged 234 SP:Iteration 9Q (1577.760000 sec): 3 clusters Score: Raw -470317.172611 + Penalty 816.459570 = -469500.713041 nChanged 176 SP:Iteration 10Q (1577.770000 sec): 3 clusters Score: Raw -470510.297140 + Penalty 816.459570 = -469693.837570 nChanged 116 SP:Iteration 11Q (1577.780000 sec): 3 clusters Score: Raw -470651.496547 + Penalty 816.459570 = -469835.036977 nChanged 86 SP:Iteration 12Q (1577.780000 sec): 3 clusters Score: Raw -470766.758540 + Penalty 816.459570 = -469950.298970 nChanged 53 SP:Iteration 13Q (1577.790000 sec): 3 clusters Score: Raw -470832.108624 + Penalty 816.459570 = -470015.649054 nChanged 28 SP:Iteration 14Q (1577.800000 sec): 3 clusters Score: Raw -470851.460235 + Penalty 816.459570 = -470035.000665 nChanged 19 SP:Iteration 15Q (1577.800000 sec): 3 clusters Score: Raw -470861.310847 + Penalty 816.459570 = -470044.851277 nChanged 8 SP:Iteration 16Q (1577.810000 sec): 3 clusters Score: Raw -470865.658116 + Penalty 816.459570 = -470049.198546 nChanged 8 SP:Iteration 17Q (1577.810000 sec): 3 clusters Score: Raw -470869.073819 + Penalty 816.459570 = -470052.614249 nChanged 10 SP:Iteration 18Q (1577.820000 sec): 3 clusters Score: Raw -470875.596430 + Penalty 816.459570 = -470059.136861 nChanged 8 SP:Iteration 19Q (1577.830000 sec): 3 clusters Score: Raw -470877.563507 + Penalty 816.459570 = -470061.103937 nChanged 5 SP:Iteration 20F (1577.830000 sec): 3 clusters Score: Raw -470879.056550 + Penalty 816.459570 = -470062.596981 nChanged 2 SP:Iteration 21Q (1577.840000 sec): 3 clusters Score: Raw -470879.765485 + Penalty 816.459570 = -470063.305915 nChanged 1 SP:Iteration 22Q (1577.850000 sec): 3 clusters Score: Raw -470880.087298 + Penalty 816.459570 = -470063.627728 nChanged 0 SP:Iteration 23F (1577.850000 sec): 3 clusters Score: Raw -470880.087298 + Penalty 816.459570 = -470063.627728 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.860000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.860000 sec): 3 clusters Score: Raw -17436.120880 + Penalty 529.897176 = -16906.223704 nChanged 109 SP:Iteration 1F (1577.860000 sec): 3 clusters Score: Raw -17522.517852 + Penalty 529.897176 = -16992.620676 nChanged 27 SP:Iteration 2F (1577.860000 sec): 3 clusters Score: Raw -17543.405203 + Penalty 529.897176 = -17013.508027 nChanged 10 SP:Iteration 3Q (1577.860000 sec): 3 clusters Score: Raw -17548.583769 + Penalty 529.897176 = -17018.686593 nChanged 3 SP:Iteration 4Q (1577.860000 sec): 3 clusters Score: Raw -17551.090398 + Penalty 529.897176 = -17021.193221 nChanged 3 SP:Iteration 5Q (1577.860000 sec): 3 clusters Score: Raw -17554.230625 + Penalty 529.897176 = -17024.333448 nChanged 6 SP:Iteration 6Q (1577.860000 sec): 3 clusters Score: Raw -17556.090870 + Penalty 529.897176 = -17026.193694 nChanged 1 SP:Iteration 7Q (1577.860000 sec): 3 clusters Score: Raw -17556.406205 + Penalty 529.897176 = -17026.509029 nChanged 1 SP:Iteration 8Q (1577.860000 sec): 3 clusters Score: Raw -17556.557135 + Penalty 529.897176 = -17026.659959 nChanged 0 SP:Iteration 9F (1577.860000 sec): 3 clusters Score: Raw -17556.557135 + Penalty 529.897176 = -17026.659959 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.860000 sec): 2 clusters Score: Raw -8233.857031 + Penalty 231.203899 = -8002.653133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.860000 sec): 3 clusters Score: Raw -8231.619952 + Penalty 462.407797 = -7769.212154 nChanged 41 SP:Iteration 1F (1577.860000 sec): 3 clusters Score: Raw -8305.477831 + Penalty 462.407797 = -7843.070034 nChanged 8 SP:Iteration 2Q (1577.860000 sec): 3 clusters Score: Raw -8327.369236 + Penalty 462.407797 = -7864.961439 nChanged 8 SP:Iteration 3Q (1577.860000 sec): 3 clusters Score: Raw -8337.514411 + Penalty 462.407797 = -7875.106614 nChanged 3 SP:Iteration 4Q (1577.860000 sec): 3 clusters Score: Raw -8342.761477 + Penalty 462.407797 = -7880.353680 nChanged 1 SP:Iteration 5Q (1577.860000 sec): 3 clusters Score: Raw -8346.367754 + Penalty 462.407797 = -7883.959957 nChanged 3 SP:Iteration 6Q (1577.860000 sec): 3 clusters Score: Raw -8349.636867 + Penalty 462.407797 = -7887.229070 nChanged 0 SP:Iteration 7F (1577.860000 sec): 3 clusters Score: Raw -8349.636867 + Penalty 462.407797 = -7887.229070 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.860000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.860000 sec): 3 clusters Score: Raw -3967.750635 + Penalty 391.669923 = -3576.080711 nChanged 8 SP:Iteration 1F (1577.860000 sec): 3 clusters Score: Raw -3993.024051 + Penalty 391.669923 = -3601.354127 nChanged 1 SP:Iteration 2Q (1577.860000 sec): 3 clusters Score: Raw -3994.297469 + Penalty 391.669923 = -3602.627545 nChanged 1 SP:Iteration 3Q (1577.870000 sec): 3 clusters Score: Raw -4000.613720 + Penalty 391.669923 = -3608.943796 nChanged 0 SP:Iteration 4F (1577.870000 sec): 3 clusters Score: Raw -4000.613720 + Penalty 391.669923 = -3608.943796 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.870000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.870000 sec): 3 clusters Score: Raw -5980.856049 + Penalty 445.021771 = -5535.834278 nChanged 37 SP:Iteration 1F (1577.870000 sec): 3 clusters Score: Raw -6038.532677 + Penalty 445.021771 = -5593.510906 nChanged 9 SP:Iteration 2F (1577.870000 sec): 3 clusters Score: Raw -6055.034269 + Penalty 445.021771 = -5610.012498 nChanged 6 SP:Iteration 3Q (1577.870000 sec): 3 clusters Score: Raw -6065.885986 + Penalty 445.021771 = -5620.864216 nChanged 3 SP:Iteration 4Q (1577.870000 sec): 3 clusters Score: Raw -6069.217806 + Penalty 445.021771 = -5624.196035 nChanged 2 SP:Iteration 5Q (1577.870000 sec): 3 clusters Score: Raw -6070.931714 + Penalty 445.021771 = -5625.909944 nChanged 1 SP:Iteration 6Q (1577.870000 sec): 3 clusters Score: Raw -6071.949849 + Penalty 445.021771 = -5626.928078 nChanged 1 SP:Iteration 7Q (1577.870000 sec): 3 clusters Score: Raw -6073.001319 + Penalty 445.021771 = -5627.979549 nChanged 1 SP:Iteration 8Q (1577.870000 sec): 3 clusters Score: Raw -6073.529356 + Penalty 445.021771 = -5628.507586 nChanged 1 SP:Iteration 9Q (1577.870000 sec): 3 clusters Score: Raw -6074.588302 + Penalty 445.021771 = -5629.566531 nChanged 0 SP:Iteration 10F (1577.870000 sec): 3 clusters Score: Raw -6074.588302 + Penalty 445.021771 = -5629.566531 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.870000 sec): 2 clusters Score: Raw -10447.842184 + Penalty 254.219814 = -10193.622370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.870000 sec): 3 clusters Score: Raw -10357.038361 + Penalty 508.439628 = -9848.598733 nChanged 98 SP:Iteration 1F (1577.870000 sec): 3 clusters Score: Raw -10602.241429 + Penalty 508.439628 = -10093.801801 nChanged 26 SP:Iteration 2F (1577.870000 sec): 3 clusters Score: Raw -10679.593370 + Penalty 508.439628 = -10171.153742 nChanged 9 SP:Iteration 3Q (1577.870000 sec): 3 clusters Score: Raw -10736.279084 + Penalty 508.439628 = -10227.839456 nChanged 5 SP:Iteration 4Q (1577.870000 sec): 3 clusters Score: Raw -10782.170031 + Penalty 508.439628 = -10273.730403 nChanged 9 SP:Iteration 5Q (1577.870000 sec): 3 clusters Score: Raw -10813.782282 + Penalty 508.439628 = -10305.342654 nChanged 11 SP:Iteration 6Q (1577.870000 sec): 3 clusters Score: Raw -10843.105170 + Penalty 508.439628 = -10334.665543 nChanged 8 SP:Iteration 7Q (1577.870000 sec): 3 clusters Score: Raw -10859.692510 + Penalty 508.439628 = -10351.252883 nChanged 7 SP:Iteration 8Q (1577.870000 sec): 3 clusters Score: Raw -10881.782982 + Penalty 508.439628 = -10373.343355 nChanged 10 SP:Iteration 9Q (1577.870000 sec): 3 clusters Score: Raw -10918.618757 + Penalty 508.439628 = -10410.179129 nChanged 6 SP:Iteration 10Q (1577.870000 sec): 3 clusters Score: Raw -10951.334571 + Penalty 508.439628 = -10442.894944 nChanged 5 SP:Iteration 11Q (1577.870000 sec): 3 clusters Score: Raw -10979.920144 + Penalty 508.439628 = -10471.480516 nChanged 4 SP:Iteration 12Q (1577.870000 sec): 3 clusters Score: Raw -10988.993034 + Penalty 508.439628 = -10480.553406 nChanged 4 SP:Iteration 13Q (1577.870000 sec): 3 clusters Score: Raw -11001.763825 + Penalty 508.439628 = -10493.324197 nChanged 3 SP:Iteration 14Q (1577.870000 sec): 3 clusters Score: Raw -11007.851904 + Penalty 508.439628 = -10499.412276 nChanged 1 SP:Iteration 15Q (1577.870000 sec): 3 clusters Score: Raw -11008.287249 + Penalty 508.439628 = -10499.847621 nChanged 0 SP:Iteration 16F (1577.870000 sec): 3 clusters Score: Raw -11008.287249 + Penalty 508.439628 = -10499.847621 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.870000 sec): 2 clusters Score: Raw -2966.114406 + Penalty 195.215905 = -2770.898502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.870000 sec): 3 clusters Score: Raw -3043.836168 + Penalty 390.431809 = -2653.404359 nChanged 18 SP:Iteration 1F (1577.870000 sec): 3 clusters Score: Raw -3090.751506 + Penalty 390.431809 = -2700.319697 nChanged 2 SP:Iteration 2Q (1577.870000 sec): 3 clusters Score: Raw -3096.422057 + Penalty 390.431809 = -2705.990248 nChanged 1 SP:Iteration 3Q (1577.870000 sec): 3 clusters Score: Raw -3100.078864 + Penalty 390.431809 = -2709.647054 nChanged 1 SP:Iteration 4Q (1577.870000 sec): 3 clusters Score: Raw -3101.649767 + Penalty 390.431809 = -2711.217958 nChanged 1 SP:Iteration 5Q (1577.870000 sec): 3 clusters Score: Raw -3106.958570 + Penalty 390.431809 = -2716.526761 nChanged 1 SP:Iteration 6Q (1577.870000 sec): 3 clusters Score: Raw -3117.527654 + Penalty 390.431809 = -2727.095845 nChanged 1 SP:Iteration 7Q (1577.870000 sec): 3 clusters Score: Raw -3122.921242 + Penalty 390.431809 = -2732.489432 nChanged 2 SP:Iteration 8Q (1577.870000 sec): 3 clusters Score: Raw -3138.594136 + Penalty 390.431809 = -2748.162327 nChanged 2 SP:Iteration 9Q (1577.870000 sec): 3 clusters Score: Raw -3152.117576 + Penalty 390.431809 = -2761.685766 nChanged 0 SP:Iteration 10F (1577.870000 sec): 3 clusters Score: Raw -3152.117576 + Penalty 390.431809 = -2761.685766 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 2 clusters Score: Raw -5072.963814 + Penalty 228.586564 = -4844.377250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 3 clusters Score: Raw -5051.202230 + Penalty 457.173127 = -4594.029103 nChanged 34 SP:Iteration 1F (1577.880000 sec): 3 clusters Score: Raw -5139.213178 + Penalty 457.173127 = -4682.040051 nChanged 9 SP:Iteration 2F (1577.880000 sec): 3 clusters Score: Raw -5162.909917 + Penalty 457.173127 = -4705.736789 nChanged 4 SP:Iteration 3Q (1577.880000 sec): 3 clusters Score: Raw -5168.242530 + Penalty 457.173127 = -4711.069403 nChanged 1 SP:Iteration 4Q (1577.880000 sec): 3 clusters Score: Raw -5169.549991 + Penalty 457.173127 = -4712.376864 nChanged 2 SP:Iteration 5Q (1577.880000 sec): 3 clusters Score: Raw -5176.482463 + Penalty 457.173127 = -4719.309335 nChanged 0 SP:Iteration 6F (1577.880000 sec): 3 clusters Score: Raw -5176.482463 + Penalty 457.173127 = -4719.309335 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 2 clusters Score: Raw -3051.464701 + Penalty 194.588308 = -2856.876392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 3 clusters Score: Raw -3090.489688 + Penalty 389.176617 = -2701.313071 nChanged 14 SP:Iteration 1F (1577.880000 sec): 3 clusters Score: Raw -3128.507446 + Penalty 389.176617 = -2739.330829 nChanged 3 SP:Iteration 2Q (1577.880000 sec): 3 clusters Score: Raw -3143.501273 + Penalty 389.176617 = -2754.324657 nChanged 2 SP:Iteration 3Q (1577.880000 sec): 3 clusters Score: Raw -3154.538856 + Penalty 389.176617 = -2765.362239 nChanged 0 SP:Iteration 4F (1577.880000 sec): 3 clusters Score: Raw -3154.538856 + Penalty 389.176617 = -2765.362239 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 3 clusters Score: Raw -4465.405178 + Penalty 420.872526 = -4044.532652 nChanged 29 SP:Iteration 1F (1577.880000 sec): 3 clusters Score: Raw -4516.566777 + Penalty 420.872526 = -4095.694251 nChanged 2 SP:Iteration 2Q (1577.880000 sec): 3 clusters Score: Raw -4520.038702 + Penalty 420.872526 = -4099.166176 nChanged 1 SP:Iteration 3Q (1577.880000 sec): 3 clusters Score: Raw -4524.053401 + Penalty 420.872526 = -4103.180875 nChanged 0 SP:Iteration 4F (1577.880000 sec): 3 clusters Score: Raw -4524.053401 + Penalty 420.872526 = -4103.180875 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 2 clusters Score: Raw -2840.125532 + Penalty 192.651846 = -2647.473686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 3 clusters Score: Raw -2902.758663 + Penalty 385.303692 = -2517.454971 nChanged 13 SP:Iteration 1F (1577.880000 sec): 3 clusters Score: Raw -2966.938595 + Penalty 385.303692 = -2581.634903 nChanged 3 SP:Iteration 2Q (1577.880000 sec): 3 clusters Score: Raw -2991.755154 + Penalty 385.303692 = -2606.451462 nChanged 2 SP:Iteration 3Q (1577.880000 sec): 3 clusters Score: Raw -3021.338019 + Penalty 385.303692 = -2636.034327 nChanged 0 SP:Iteration 4F (1577.880000 sec): 3 clusters Score: Raw -3021.338019 + Penalty 385.303692 = -2636.034327 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.880000 sec): 3 clusters Score: Raw -7446.339223 + Penalty 465.737437 = -6980.601786 nChanged 47 SP:Iteration 1F (1577.880000 sec): 3 clusters Score: Raw -7523.021705 + Penalty 465.737437 = -7057.284268 nChanged 3 SP:Iteration 2Q (1577.880000 sec): 3 clusters Score: Raw -7527.923498 + Penalty 465.737437 = -7062.186061 nChanged 1 SP:Iteration 3Q (1577.880000 sec): 3 clusters Score: Raw -7528.601683 + Penalty 465.737437 = -7062.864246 nChanged 2 SP:Iteration 4Q (1577.880000 sec): 3 clusters Score: Raw -7530.211630 + Penalty 465.737437 = -7064.474193 nChanged 0 SP:Iteration 5F (1577.890000 sec): 3 clusters Score: Raw -7530.211630 + Penalty 465.737437 = -7064.474193 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 3 clusters Score: Raw -2757.092816 + Penalty 402.114495 = -2354.978320 nChanged 10 SP:Iteration 1F (1577.890000 sec): 3 clusters Score: Raw -2799.294992 + Penalty 402.114495 = -2397.180497 nChanged 5 SP:Iteration 2F (1577.890000 sec): 3 clusters Score: Raw -2815.528200 + Penalty 402.114495 = -2413.413704 nChanged 4 SP:Iteration 3Q (1577.890000 sec): 3 clusters Score: Raw -2835.466185 + Penalty 402.114495 = -2433.351689 nChanged 1 SP:Iteration 4Q (1577.890000 sec): 3 clusters Score: Raw -2836.406790 + Penalty 402.114495 = -2434.292295 nChanged 1 SP:Iteration 5Q (1577.890000 sec): 3 clusters Score: Raw -2837.724332 + Penalty 402.114495 = -2435.609837 nChanged 1 SP:Iteration 6Q (1577.890000 sec): 3 clusters Score: Raw -2838.307984 + Penalty 402.114495 = -2436.193489 nChanged 0 SP:Iteration 7F (1577.890000 sec): 3 clusters Score: Raw -2838.307984 + Penalty 402.114495 = -2436.193489 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 2 clusters Score: Raw -6075.092388 + Penalty 223.859132 = -5851.233256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 3 clusters Score: Raw -6060.887230 + Penalty 447.718264 = -5613.168965 nChanged 29 SP:Iteration 1F (1577.890000 sec): 3 clusters Score: Raw -6115.480567 + Penalty 447.718264 = -5667.762303 nChanged 8 SP:Iteration 2F (1577.890000 sec): 3 clusters Score: Raw -6129.712634 + Penalty 447.718264 = -5681.994370 nChanged 4 SP:Iteration 3Q (1577.890000 sec): 3 clusters Score: Raw -6135.802546 + Penalty 447.718264 = -5688.084282 nChanged 0 SP:Iteration 4F (1577.890000 sec): 3 clusters Score: Raw -6135.802546 + Penalty 447.718264 = -5688.084282 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 3 clusters Score: Raw -4091.286359 + Penalty 408.465910 = -3682.820450 nChanged 17 SP:Iteration 1F (1577.890000 sec): 3 clusters Score: Raw -4139.570116 + Penalty 408.465910 = -3731.104207 nChanged 5 SP:Iteration 2F (1577.890000 sec): 3 clusters Score: Raw -4151.035711 + Penalty 408.465910 = -3742.569801 nChanged 1 SP:Iteration 3Q (1577.890000 sec): 3 clusters Score: Raw -4158.635574 + Penalty 408.465910 = -3750.169665 nChanged 2 SP:Iteration 4Q (1577.890000 sec): 3 clusters Score: Raw -4162.406649 + Penalty 408.465910 = -3753.940739 nChanged 0 SP:Iteration 5F (1577.890000 sec): 3 clusters Score: Raw -4162.406649 + Penalty 408.465910 = -3753.940739 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 2 clusters Score: Raw -8451.748960 + Penalty 246.634342 = -8205.114617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 3 clusters Score: Raw -8429.124273 + Penalty 493.268685 = -7935.855589 nChanged 76 SP:Iteration 1F (1577.890000 sec): 3 clusters Score: Raw -8586.910867 + Penalty 493.268685 = -8093.642182 nChanged 14 SP:Iteration 2F (1577.890000 sec): 3 clusters Score: Raw -8659.780415 + Penalty 493.268685 = -8166.511730 nChanged 8 SP:Iteration 3Q (1577.890000 sec): 3 clusters Score: Raw -8694.491125 + Penalty 493.268685 = -8201.222440 nChanged 9 SP:Iteration 4Q (1577.890000 sec): 3 clusters Score: Raw -8712.857123 + Penalty 493.268685 = -8219.588438 nChanged 7 SP:Iteration 5Q (1577.890000 sec): 3 clusters Score: Raw -8734.547752 + Penalty 493.268685 = -8241.279067 nChanged 5 SP:Iteration 6Q (1577.890000 sec): 3 clusters Score: Raw -8743.737533 + Penalty 493.268685 = -8250.468848 nChanged 2 SP:Iteration 7Q (1577.890000 sec): 3 clusters Score: Raw -8753.246212 + Penalty 493.268685 = -8259.977527 nChanged 3 SP:Iteration 8Q (1577.890000 sec): 3 clusters Score: Raw -8758.339739 + Penalty 493.268685 = -8265.071054 nChanged 1 SP:Iteration 9Q (1577.890000 sec): 3 clusters Score: Raw -8762.909669 + Penalty 493.268685 = -8269.640984 nChanged 2 SP:Iteration 10Q (1577.890000 sec): 3 clusters Score: Raw -8766.674092 + Penalty 493.268685 = -8273.405407 nChanged 1 SP:Iteration 11Q (1577.890000 sec): 3 clusters Score: Raw -8768.750449 + Penalty 493.268685 = -8275.481764 nChanged 0 SP:Iteration 12F (1577.890000 sec): 3 clusters Score: Raw -8768.750449 + Penalty 493.268685 = -8275.481764 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 2 clusters Score: Raw -13091.928333 + Penalty 263.023830 = -12828.904503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.890000 sec): 3 clusters Score: Raw -13020.516407 + Penalty 526.047660 = -12494.468747 nChanged 102 SP:Iteration 1F (1577.900000 sec): 3 clusters Score: Raw -13181.318196 + Penalty 526.047660 = -12655.270536 nChanged 36 SP:Iteration 2F (1577.900000 sec): 3 clusters Score: Raw -13250.036426 + Penalty 526.047660 = -12723.988766 nChanged 18 SP:Iteration 3F (1577.900000 sec): 3 clusters Score: Raw -13291.099836 + Penalty 526.047660 = -12765.052176 nChanged 12 SP:Iteration 4Q (1577.900000 sec): 3 clusters Score: Raw -13329.046428 + Penalty 526.047660 = -12802.998768 nChanged 12 SP:Iteration 5Q (1577.900000 sec): 3 clusters Score: Raw -13351.735786 + Penalty 526.047660 = -12825.688126 nChanged 4 SP:Iteration 6Q (1577.900000 sec): 3 clusters Score: Raw -13358.423632 + Penalty 526.047660 = -12832.375972 nChanged 4 SP:Iteration 7Q (1577.900000 sec): 3 clusters Score: Raw -13361.646683 + Penalty 526.047660 = -12835.599024 nChanged 2 SP:Iteration 8Q (1577.900000 sec): 3 clusters Score: Raw -13363.285567 + Penalty 526.047660 = -12837.237907 nChanged 0 SP:Iteration 9F (1577.900000 sec): 3 clusters Score: Raw -13363.285567 + Penalty 526.047660 = -12837.237907 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 82. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.900000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.900000 sec): 3 clusters Score: Raw -3736.450171 + Penalty 392.891418 = -3343.558752 nChanged 16 SP:Iteration 1F (1577.900000 sec): 3 clusters Score: Raw -3795.523954 + Penalty 392.891418 = -3402.632535 nChanged 5 SP:Iteration 2F (1577.900000 sec): 3 clusters Score: Raw -3818.007847 + Penalty 392.891418 = -3425.116429 nChanged 1 SP:Iteration 3Q (1577.900000 sec): 3 clusters Score: Raw -3820.461627 + Penalty 392.891418 = -3427.570209 nChanged 0 SP:Iteration 4F (1577.900000 sec): 3 clusters Score: Raw -3820.461627 + Penalty 392.891418 = -3427.570209 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.900000 sec): 2 clusters Score: Raw -7475.725354 + Penalty 240.154217 = -7235.571137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.900000 sec): 3 clusters Score: Raw -7439.441985 + Penalty 480.308434 = -6959.133551 nChanged 54 SP:Iteration 1F (1577.900000 sec): 3 clusters Score: Raw -7542.322660 + Penalty 480.308434 = -7062.014226 nChanged 20 SP:Iteration 2F (1577.900000 sec): 3 clusters Score: Raw -7586.855942 + Penalty 480.308434 = -7106.547508 nChanged 8 SP:Iteration 3Q (1577.900000 sec): 3 clusters Score: Raw -7615.521091 + Penalty 480.308434 = -7135.212657 nChanged 2 SP:Iteration 4Q (1577.900000 sec): 3 clusters Score: Raw -7624.724857 + Penalty 480.308434 = -7144.416423 nChanged 3 SP:Iteration 5Q (1577.900000 sec): 3 clusters Score: Raw -7632.616363 + Penalty 480.308434 = -7152.307929 nChanged 4 SP:Iteration 6Q (1577.910000 sec): 3 clusters Score: Raw -7641.639831 + Penalty 480.308434 = -7161.331397 nChanged 5 SP:Iteration 7Q (1577.910000 sec): 3 clusters Score: Raw -7650.686050 + Penalty 480.308434 = -7170.377616 nChanged 1 SP:Iteration 8Q (1577.910000 sec): 3 clusters Score: Raw -7651.309951 + Penalty 480.308434 = -7171.001517 nChanged 1 SP:Iteration 9Q (1577.910000 sec): 3 clusters Score: Raw -7651.874562 + Penalty 480.308434 = -7171.566128 nChanged 0 SP:Iteration 10F (1577.910000 sec): 3 clusters Score: Raw -7651.874562 + Penalty 480.308434 = -7171.566128 nChanged 0 Deleting Class 76 (76 points): Lose 377.267006 but Gain 588.735889 Iteration 310F (1590.650000 sec): 82 clusters Score: Raw -23963276.184650 + Penalty 47687.607008 = -23915588.577642 nChanged 92 Iteration 311F (1603.210000 sec): 82 clusters Score: Raw -23963506.671147 + Penalty 47687.607008 = -23915819.064139 nChanged 10 Iteration 312Q (1607.980000 sec): 82 clusters Score: Raw -23963520.030837 + Penalty 47687.607008 = -23915832.423829 nChanged 6 Iteration 313Q (1612.730000 sec): 82 clusters Score: Raw -23963527.426970 + Penalty 47687.607008 = -23915839.819962 nChanged 4 Iteration 314Q (1617.580000 sec): 82 clusters Score: Raw -23963532.356008 + Penalty 47687.607008 = -23915844.749000 nChanged 3 Iteration 315Q (1622.380000 sec): 82 clusters Score: Raw -23963537.475915 + Penalty 47687.607008 = -23915849.868907 nChanged 2 Iteration 316Q (1627.180000 sec): 82 clusters Score: Raw -23963538.810179 + Penalty 47687.607008 = -23915851.203171 nChanged 1 Iteration 317Q (1631.990000 sec): 82 clusters Score: Raw -23963539.333850 + Penalty 47687.607008 = -23915851.726842 nChanged 1 Iteration 318Q (1636.810000 sec): 82 clusters Score: Raw -23963540.025146 + Penalty 47687.607008 = -23915852.418138 nChanged 0 Iteration 319F (1649.310000 sec): 82 clusters Score: Raw -23963540.025146 + Penalty 47687.607008 = -23915852.418138 nChanged 0 Compute initial score before splitting: Score: Raw -23963540.025146 + Penalty 47687.607008 = -23915852.418138 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.320000 sec): 2 clusters Score: Raw -22234.166220 + Penalty 270.397372 = -21963.768849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.320000 sec): 3 clusters Score: Raw -22089.448906 + Penalty 540.794743 = -21548.654163 nChanged 126 SP:Iteration 1F (1649.320000 sec): 3 clusters Score: Raw -22178.496677 + Penalty 540.794743 = -21637.701934 nChanged 30 SP:Iteration 2F (1649.320000 sec): 3 clusters Score: Raw -22207.779320 + Penalty 540.794743 = -21666.984576 nChanged 21 SP:Iteration 3F (1649.320000 sec): 3 clusters Score: Raw -22228.028661 + Penalty 540.794743 = -21687.233918 nChanged 14 SP:Iteration 4Q (1649.320000 sec): 3 clusters Score: Raw -22242.765238 + Penalty 540.794743 = -21701.970495 nChanged 11 SP:Iteration 5Q (1649.320000 sec): 3 clusters Score: Raw -22256.266278 + Penalty 540.794743 = -21715.471535 nChanged 7 SP:Iteration 6Q (1649.320000 sec): 3 clusters Score: Raw -22265.890257 + Penalty 540.794743 = -21725.095514 nChanged 5 SP:Iteration 7Q (1649.320000 sec): 3 clusters Score: Raw -22271.525579 + Penalty 540.794743 = -21730.730836 nChanged 2 SP:Iteration 8Q (1649.320000 sec): 3 clusters Score: Raw -22272.709851 + Penalty 540.794743 = -21731.915108 nChanged 3 SP:Iteration 9Q (1649.320000 sec): 3 clusters Score: Raw -22273.993234 + Penalty 540.794743 = -21733.198491 nChanged 1 SP:Iteration 10Q (1649.320000 sec): 3 clusters Score: Raw -22274.702824 + Penalty 540.794743 = -21733.908081 nChanged 0 SP:Iteration 11F (1649.320000 sec): 3 clusters Score: Raw -22274.702824 + Penalty 540.794743 = -21733.908081 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.320000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.320000 sec): 3 clusters Score: Raw -16619.957288 + Penalty 518.435507 = -16101.521781 nChanged 102 SP:Iteration 1F (1649.320000 sec): 3 clusters Score: Raw -16739.886455 + Penalty 518.435507 = -16221.450948 nChanged 24 SP:Iteration 2F (1649.320000 sec): 3 clusters Score: Raw -16774.337202 + Penalty 518.435507 = -16255.901695 nChanged 12 SP:Iteration 3Q (1649.320000 sec): 3 clusters Score: Raw -16799.046178 + Penalty 518.435507 = -16280.610671 nChanged 16 SP:Iteration 4F (1649.320000 sec): 3 clusters Score: Raw -16848.224031 + Penalty 518.435507 = -16329.788523 nChanged 10 SP:Iteration 5Q (1649.320000 sec): 3 clusters Score: Raw -16880.523765 + Penalty 518.435507 = -16362.088257 nChanged 11 SP:Iteration 6Q (1649.320000 sec): 3 clusters Score: Raw -16920.264232 + Penalty 518.435507 = -16401.828725 nChanged 8 SP:Iteration 7Q (1649.320000 sec): 3 clusters Score: Raw -16959.183380 + Penalty 518.435507 = -16440.747873 nChanged 6 SP:Iteration 8Q (1649.320000 sec): 3 clusters Score: Raw -16967.874809 + Penalty 518.435507 = -16449.439302 nChanged 1 SP:Iteration 9Q (1649.330000 sec): 3 clusters Score: Raw -16968.708777 + Penalty 518.435507 = -16450.273270 nChanged 0 SP:Iteration 10F (1649.330000 sec): 3 clusters Score: Raw -16968.708777 + Penalty 518.435507 = -16450.273270 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.330000 sec): 2 clusters Score: Raw -114123.655508 + Penalty 344.337749 = -113779.317760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.330000 sec): 3 clusters Score: Raw -113083.152849 + Penalty 688.675497 = -112394.477352 nChanged 804 SP:Iteration 1F (1649.330000 sec): 3 clusters Score: Raw -113576.153407 + Penalty 688.675497 = -112887.477909 nChanged 168 SP:Iteration 2F (1649.340000 sec): 3 clusters Score: Raw -113714.179032 + Penalty 688.675497 = -113025.503535 nChanged 119 SP:Iteration 3F (1649.340000 sec): 3 clusters Score: Raw -113815.280799 + Penalty 688.675497 = -113126.605301 nChanged 92 SP:Iteration 4Q (1649.340000 sec): 3 clusters Score: Raw -113879.851244 + Penalty 688.675497 = -113191.175747 nChanged 89 SP:Iteration 5Q (1649.340000 sec): 3 clusters Score: Raw -113928.419503 + Penalty 688.675497 = -113239.744006 nChanged 53 SP:Iteration 6Q (1649.340000 sec): 3 clusters Score: Raw -113956.257504 + Penalty 688.675497 = -113267.582007 nChanged 43 SP:Iteration 7Q (1649.340000 sec): 3 clusters Score: Raw -113982.580722 + Penalty 688.675497 = -113293.905225 nChanged 38 SP:Iteration 8Q (1649.350000 sec): 3 clusters Score: Raw -114007.300622 + Penalty 688.675497 = -113318.625124 nChanged 37 SP:Iteration 9Q (1649.350000 sec): 3 clusters Score: Raw -114034.325385 + Penalty 688.675497 = -113345.649888 nChanged 34 SP:Iteration 10Q (1649.350000 sec): 3 clusters Score: Raw -114058.021127 + Penalty 688.675497 = -113369.345630 nChanged 31 SP:Iteration 11Q (1649.350000 sec): 3 clusters Score: Raw -114079.028412 + Penalty 688.675497 = -113390.352915 nChanged 23 SP:Iteration 12Q (1649.350000 sec): 3 clusters Score: Raw -114090.589407 + Penalty 688.675497 = -113401.913910 nChanged 20 SP:Iteration 13Q (1649.360000 sec): 3 clusters Score: Raw -114097.919894 + Penalty 688.675497 = -113409.244397 nChanged 12 SP:Iteration 14Q (1649.360000 sec): 3 clusters Score: Raw -114103.654811 + Penalty 688.675497 = -113414.979314 nChanged 14 SP:Iteration 15Q (1649.360000 sec): 3 clusters Score: Raw -114111.446197 + Penalty 688.675497 = -113422.770700 nChanged 13 SP:Iteration 16Q (1649.360000 sec): 3 clusters Score: Raw -114116.710327 + Penalty 688.675497 = -113428.034830 nChanged 12 SP:Iteration 17Q (1649.360000 sec): 3 clusters Score: Raw -114121.360497 + Penalty 688.675497 = -113432.685000 nChanged 16 SP:Iteration 18Q (1649.360000 sec): 3 clusters Score: Raw -114128.708483 + Penalty 688.675497 = -113440.032986 nChanged 15 SP:Iteration 19Q (1649.360000 sec): 3 clusters Score: Raw -114136.984355 + Penalty 688.675497 = -113448.308858 nChanged 11 SP:Iteration 20F (1649.370000 sec): 3 clusters Score: Raw -114142.948332 + Penalty 688.675497 = -113454.272835 nChanged 9 SP:Iteration 21Q (1649.370000 sec): 3 clusters Score: Raw -114145.792273 + Penalty 688.675497 = -113457.116776 nChanged 13 SP:Iteration 22Q (1649.370000 sec): 3 clusters Score: Raw -114151.373045 + Penalty 688.675497 = -113462.697548 nChanged 5 SP:Iteration 23Q (1649.370000 sec): 3 clusters Score: Raw -114153.728388 + Penalty 688.675497 = -113465.052891 nChanged 8 SP:Iteration 24Q (1649.380000 sec): 3 clusters Score: Raw -114157.229056 + Penalty 688.675497 = -113468.553559 nChanged 3 SP:Iteration 25Q (1649.380000 sec): 3 clusters Score: Raw -114158.364279 + Penalty 688.675497 = -113469.688782 nChanged 1 SP:Iteration 26Q (1649.380000 sec): 3 clusters Score: Raw -114158.499957 + Penalty 688.675497 = -113469.824460 nChanged 3 SP:Iteration 27Q (1649.380000 sec): 3 clusters Score: Raw -114159.009235 + Penalty 688.675497 = -113470.333738 nChanged 1 SP:Iteration 28Q (1649.380000 sec): 3 clusters Score: Raw -114159.257748 + Penalty 688.675497 = -113470.582250 nChanged 2 SP:Iteration 29Q (1649.380000 sec): 3 clusters Score: Raw -114159.876197 + Penalty 688.675497 = -113471.200700 nChanged 2 SP:Iteration 30Q (1649.380000 sec): 3 clusters Score: Raw -114160.516582 + Penalty 688.675497 = -113471.841085 nChanged 2 SP:Iteration 31Q (1649.380000 sec): 3 clusters Score: Raw -114161.003965 + Penalty 688.675497 = -113472.328468 nChanged 2 SP:Iteration 32Q (1649.390000 sec): 3 clusters Score: Raw -114161.312084 + Penalty 688.675497 = -113472.636587 nChanged 1 SP:Iteration 33Q (1649.390000 sec): 3 clusters Score: Raw -114162.167906 + Penalty 688.675497 = -113473.492408 nChanged 1 SP:Iteration 34Q (1649.390000 sec): 3 clusters Score: Raw -114162.390599 + Penalty 688.675497 = -113473.715102 nChanged 1 SP:Iteration 35Q (1649.390000 sec): 3 clusters Score: Raw -114162.465107 + Penalty 688.675497 = -113473.789610 nChanged 1 SP:Iteration 36Q (1649.390000 sec): 3 clusters Score: Raw -114162.786390 + Penalty 688.675497 = -113474.110893 nChanged 2 SP:Iteration 37Q (1649.400000 sec): 3 clusters Score: Raw -114163.914362 + Penalty 688.675497 = -113475.238865 nChanged 3 SP:Iteration 38Q (1649.400000 sec): 3 clusters Score: Raw -114164.363196 + Penalty 688.675497 = -113475.687699 nChanged 3 SP:Iteration 39Q (1649.400000 sec): 3 clusters Score: Raw -114165.626950 + Penalty 688.675497 = -113476.951453 nChanged 5 SP:Iteration 40F (1649.400000 sec): 3 clusters Score: Raw -114167.332234 + Penalty 688.675497 = -113478.656736 nChanged 4 SP:Iteration 41Q (1649.400000 sec): 3 clusters Score: Raw -114168.531236 + Penalty 688.675497 = -113479.855739 nChanged 2 SP:Iteration 42Q (1649.400000 sec): 3 clusters Score: Raw -114168.947345 + Penalty 688.675497 = -113480.271848 nChanged 0 SP:Iteration 43F (1649.400000 sec): 3 clusters Score: Raw -114168.947345 + Penalty 688.675497 = -113480.271848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.470000 sec): 2 clusters Score: Raw -2261386.098170 + Penalty 481.824969 = -2260904.273201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.520000 sec): 3 clusters Score: Raw -2235114.327659 + Penalty 963.649939 = -2234150.677720 nChanged 19313 SP:Iteration 1F (1649.560000 sec): 3 clusters Score: Raw -2246605.496803 + Penalty 963.649939 = -2245641.846865 nChanged 2421 SP:Iteration 2F (1649.600000 sec): 3 clusters Score: Raw -2247863.592640 + Penalty 963.649939 = -2246899.942702 nChanged 3200 SP:Iteration 3F (1649.650000 sec): 3 clusters Score: Raw -2250145.122723 + Penalty 963.649939 = -2249181.472784 nChanged 3669 SP:Iteration 4F (1649.690000 sec): 3 clusters Score: Raw -2253460.676391 + Penalty 963.649939 = -2252497.026453 nChanged 3437 SP:Iteration 5F (1649.730000 sec): 3 clusters Score: Raw -2257009.821813 + Penalty 963.649939 = -2256046.171875 nChanged 2431 SP:Iteration 6F (1649.780000 sec): 3 clusters Score: Raw -2259655.989898 + Penalty 963.649939 = -2258692.339960 nChanged 1183 SP:Iteration 7Q (1649.820000 sec): 3 clusters Score: Raw -2260912.108904 + Penalty 963.649939 = -2259948.458966 nChanged 390 SP:Iteration 8Q (1649.860000 sec): 3 clusters Score: Raw -2261299.757183 + Penalty 963.649939 = -2260336.107244 nChanged 80 SP:Iteration 9Q (1649.900000 sec): 3 clusters Score: Raw -2261387.504992 + Penalty 963.649939 = -2260423.855053 nChanged 20 SP:Iteration 10Q (1649.930000 sec): 3 clusters Score: Raw -2261413.985118 + Penalty 963.649939 = -2260450.335180 nChanged 6 SP:Iteration 11Q (1649.970000 sec): 3 clusters Score: Raw -2261425.421049 + Penalty 963.649939 = -2260461.771111 nChanged 3 SP:Iteration 12Q (1650.000000 sec): 3 clusters Score: Raw -2261432.254520 + Penalty 963.649939 = -2260468.604581 nChanged 3 SP:Iteration 13Q (1650.030000 sec): 3 clusters Score: Raw -2261441.899376 + Penalty 963.649939 = -2260478.249437 nChanged 3 SP:Iteration 14Q (1650.060000 sec): 3 clusters Score: Raw -2261447.718803 + Penalty 963.649939 = -2260484.068865 nChanged 1 SP:Iteration 15Q (1650.100000 sec): 3 clusters Score: Raw -2261449.541099 + Penalty 963.649939 = -2260485.891160 nChanged 0 SP:Iteration 16F (1650.140000 sec): 3 clusters Score: Raw -2261449.541099 + Penalty 963.649939 = -2260485.891160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.160000 sec): 2 clusters Score: Raw -200174.548428 + Penalty 369.092727 = -199805.455702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.170000 sec): 3 clusters Score: Raw -198272.618725 + Penalty 738.185454 = -197534.433271 nChanged 1444 SP:Iteration 1F (1650.170000 sec): 3 clusters Score: Raw -199181.882745 + Penalty 738.185454 = -198443.697292 nChanged 247 SP:Iteration 2F (1650.170000 sec): 3 clusters Score: Raw -199329.677137 + Penalty 738.185454 = -198591.491684 nChanged 204 SP:Iteration 3F (1650.180000 sec): 3 clusters Score: Raw -199467.713805 + Penalty 738.185454 = -198729.528351 nChanged 184 SP:Iteration 4F (1650.180000 sec): 3 clusters Score: Raw -199602.130993 + Penalty 738.185454 = -198863.945540 nChanged 171 SP:Iteration 5F (1650.180000 sec): 3 clusters Score: Raw -199724.720846 + Penalty 738.185454 = -198986.535392 nChanged 155 SP:Iteration 6Q (1650.190000 sec): 3 clusters Score: Raw -199840.067775 + Penalty 738.185454 = -199101.882321 nChanged 128 SP:Iteration 7Q (1650.190000 sec): 3 clusters Score: Raw -199907.402169 + Penalty 738.185454 = -199169.216715 nChanged 94 SP:Iteration 8Q (1650.190000 sec): 3 clusters Score: Raw -199953.186900 + Penalty 738.185454 = -199215.001446 nChanged 66 SP:Iteration 9Q (1650.200000 sec): 3 clusters Score: Raw -199981.846983 + Penalty 738.185454 = -199243.661529 nChanged 63 SP:Iteration 10Q (1650.200000 sec): 3 clusters Score: Raw -200010.572787 + Penalty 738.185454 = -199272.387333 nChanged 48 SP:Iteration 11Q (1650.200000 sec): 3 clusters Score: Raw -200029.896633 + Penalty 738.185454 = -199291.711180 nChanged 44 SP:Iteration 12Q (1650.210000 sec): 3 clusters Score: Raw -200048.170128 + Penalty 738.185454 = -199309.984675 nChanged 41 SP:Iteration 13Q (1650.210000 sec): 3 clusters Score: Raw -200062.894763 + Penalty 738.185454 = -199324.709309 nChanged 39 SP:Iteration 14Q (1650.210000 sec): 3 clusters Score: Raw -200072.969184 + Penalty 738.185454 = -199334.783731 nChanged 25 SP:Iteration 15Q (1650.220000 sec): 3 clusters Score: Raw -200077.790151 + Penalty 738.185454 = -199339.604697 nChanged 15 SP:Iteration 16Q (1650.220000 sec): 3 clusters Score: Raw -200080.060942 + Penalty 738.185454 = -199341.875488 nChanged 11 SP:Iteration 17Q (1650.220000 sec): 3 clusters Score: Raw -200081.899740 + Penalty 738.185454 = -199343.714286 nChanged 11 SP:Iteration 18Q (1650.220000 sec): 3 clusters Score: Raw -200083.477623 + Penalty 738.185454 = -199345.292170 nChanged 9 SP:Iteration 19Q (1650.230000 sec): 3 clusters Score: Raw -200085.077829 + Penalty 738.185454 = -199346.892375 nChanged 8 SP:Iteration 20F (1650.230000 sec): 3 clusters Score: Raw -200086.105212 + Penalty 738.185454 = -199347.919759 nChanged 7 SP:Iteration 21Q (1650.240000 sec): 3 clusters Score: Raw -200086.870820 + Penalty 738.185454 = -199348.685366 nChanged 4 SP:Iteration 22Q (1650.240000 sec): 3 clusters Score: Raw -200087.005945 + Penalty 738.185454 = -199348.820491 nChanged 3 SP:Iteration 23Q (1650.240000 sec): 3 clusters Score: Raw -200087.213953 + Penalty 738.185454 = -199349.028499 nChanged 1 SP:Iteration 24Q (1650.240000 sec): 3 clusters Score: Raw -200087.241864 + Penalty 738.185454 = -199349.056410 nChanged 0 SP:Iteration 25F (1650.250000 sec): 3 clusters Score: Raw -200087.241864 + Penalty 738.185454 = -199349.056410 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.250000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.250000 sec): 3 clusters Score: Raw -3224.063653 + Penalty 396.460503 = -2827.603150 nChanged 10 SP:Iteration 1F (1650.250000 sec): 3 clusters Score: Raw -3243.141182 + Penalty 396.460503 = -2846.680679 nChanged 4 SP:Iteration 2F (1650.250000 sec): 3 clusters Score: Raw -3252.030668 + Penalty 396.460503 = -2855.570164 nChanged 3 SP:Iteration 3Q (1650.250000 sec): 3 clusters Score: Raw -3256.442047 + Penalty 396.460503 = -2859.981544 nChanged 0 SP:Iteration 4F (1650.250000 sec): 3 clusters Score: Raw -3256.442047 + Penalty 396.460503 = -2859.981544 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.250000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.260000 sec): 3 clusters Score: Raw -60479.249113 + Penalty 639.646968 = -59839.602145 nChanged 482 SP:Iteration 1F (1650.260000 sec): 3 clusters Score: Raw -60795.391594 + Penalty 639.646968 = -60155.744625 nChanged 108 SP:Iteration 2F (1650.260000 sec): 3 clusters Score: Raw -60899.009485 + Penalty 639.646968 = -60259.362517 nChanged 100 SP:Iteration 3F (1650.260000 sec): 3 clusters Score: Raw -60981.776168 + Penalty 639.646968 = -60342.129199 nChanged 67 SP:Iteration 4F (1650.260000 sec): 3 clusters Score: Raw -61044.142789 + Penalty 639.646968 = -60404.495821 nChanged 49 SP:Iteration 5Q (1650.260000 sec): 3 clusters Score: Raw -61075.668067 + Penalty 639.646968 = -60436.021099 nChanged 33 SP:Iteration 6Q (1650.260000 sec): 3 clusters Score: Raw -61098.573514 + Penalty 639.646968 = -60458.926546 nChanged 27 SP:Iteration 7Q (1650.260000 sec): 3 clusters Score: Raw -61122.884955 + Penalty 639.646968 = -60483.237987 nChanged 24 SP:Iteration 8Q (1650.260000 sec): 3 clusters Score: Raw -61142.733568 + Penalty 639.646968 = -60503.086599 nChanged 27 SP:Iteration 9Q (1650.260000 sec): 3 clusters Score: Raw -61164.732588 + Penalty 639.646968 = -60525.085620 nChanged 19 SP:Iteration 10Q (1650.260000 sec): 3 clusters Score: Raw -61179.576476 + Penalty 639.646968 = -60539.929507 nChanged 11 SP:Iteration 11Q (1650.270000 sec): 3 clusters Score: Raw -61186.017234 + Penalty 639.646968 = -60546.370265 nChanged 12 SP:Iteration 12Q (1650.270000 sec): 3 clusters Score: Raw -61193.397947 + Penalty 639.646968 = -60553.750978 nChanged 5 SP:Iteration 13Q (1650.270000 sec): 3 clusters Score: Raw -61196.135798 + Penalty 639.646968 = -60556.488830 nChanged 6 SP:Iteration 14Q (1650.270000 sec): 3 clusters Score: Raw -61202.794936 + Penalty 639.646968 = -60563.147968 nChanged 4 SP:Iteration 15Q (1650.270000 sec): 3 clusters Score: Raw -61207.023448 + Penalty 639.646968 = -60567.376480 nChanged 3 SP:Iteration 16Q (1650.270000 sec): 3 clusters Score: Raw -61208.960245 + Penalty 639.646968 = -60569.313276 nChanged 3 SP:Iteration 17Q (1650.270000 sec): 3 clusters Score: Raw -61210.623779 + Penalty 639.646968 = -60570.976811 nChanged 1 SP:Iteration 18Q (1650.280000 sec): 3 clusters Score: Raw -61210.940381 + Penalty 639.646968 = -60571.293412 nChanged 0 SP:Iteration 19F (1650.280000 sec): 3 clusters Score: Raw -61210.940381 + Penalty 639.646968 = -60571.293412 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.280000 sec): 2 clusters Score: Raw -3287.046368 + Penalty 193.951934 = -3093.094433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.280000 sec): 3 clusters Score: Raw -3338.468627 + Penalty 387.903869 = -2950.564758 nChanged 15 SP:Iteration 1F (1650.280000 sec): 3 clusters Score: Raw -3381.187497 + Penalty 387.903869 = -2993.283629 nChanged 2 SP:Iteration 2Q (1650.280000 sec): 3 clusters Score: Raw -3386.232273 + Penalty 387.903869 = -2998.328404 nChanged 0 SP:Iteration 3F (1650.280000 sec): 3 clusters Score: Raw -3386.232273 + Penalty 387.903869 = -2998.328404 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.280000 sec): 2 clusters Score: Raw -9367.375508 + Penalty 239.921480 = -9127.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.280000 sec): 3 clusters Score: Raw -9374.121627 + Penalty 479.842960 = -8894.278668 nChanged 54 SP:Iteration 1F (1650.280000 sec): 3 clusters Score: Raw -9446.290620 + Penalty 479.842960 = -8966.447661 nChanged 13 SP:Iteration 2F (1650.280000 sec): 3 clusters Score: Raw -9465.376508 + Penalty 479.842960 = -8985.533549 nChanged 6 SP:Iteration 3Q (1650.280000 sec): 3 clusters Score: Raw -9470.015978 + Penalty 479.842960 = -8990.173018 nChanged 3 SP:Iteration 4Q (1650.280000 sec): 3 clusters Score: Raw -9471.930728 + Penalty 479.842960 = -8992.087768 nChanged 0 SP:Iteration 5F (1650.280000 sec): 3 clusters Score: Raw -9471.930728 + Penalty 479.842960 = -8992.087768 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.600000 sec): 2 clusters Score: Raw -10188081.327451 + Penalty 546.756106 = -10187534.571345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.800000 sec): 3 clusters Score: Raw -10076355.849857 + Penalty 1093.512211 = -10075262.337646 nChanged 81243 SP:Iteration 1F (1651.000000 sec): 3 clusters Score: Raw -10125468.948201 + Penalty 1093.512211 = -10124375.435989 nChanged 6661 SP:Iteration 2Q (1651.230000 sec): 3 clusters Score: Raw -10127622.676384 + Penalty 1093.512211 = -10126529.164173 nChanged 8600 SP:Iteration 3F (1651.430000 sec): 3 clusters Score: Raw -10131302.775922 + Penalty 1093.512211 = -10130209.263710 nChanged 10775 SP:Iteration 4F (1651.630000 sec): 3 clusters Score: Raw -10137418.071056 + Penalty 1093.512211 = -10136324.558844 nChanged 12633 SP:Iteration 5F (1651.830000 sec): 3 clusters Score: Raw -10146628.505267 + Penalty 1093.512211 = -10145534.993056 nChanged 13686 SP:Iteration 6F (1652.040000 sec): 3 clusters Score: Raw -10158854.764553 + Penalty 1093.512211 = -10157761.252342 nChanged 12691 SP:Iteration 7F (1652.240000 sec): 3 clusters Score: Raw -10171535.165895 + Penalty 1093.512211 = -10170441.653683 nChanged 9066 SP:Iteration 8F (1652.440000 sec): 3 clusters Score: Raw -10180928.729704 + Penalty 1093.512211 = -10179835.217492 nChanged 4718 SP:Iteration 9Q (1652.630000 sec): 3 clusters Score: Raw -10185620.132860 + Penalty 1093.512211 = -10184526.620649 nChanged 1820 SP:Iteration 10Q (1652.810000 sec): 3 clusters Score: Raw -10187319.106928 + Penalty 1093.512211 = -10186225.594717 nChanged 626 SP:Iteration 11Q (1652.980000 sec): 3 clusters Score: Raw -10187891.920718 + Penalty 1093.512211 = -10186798.408506 nChanged 169 SP:Iteration 12Q (1653.140000 sec): 3 clusters Score: Raw -10188048.031909 + Penalty 1093.512211 = -10186954.519698 nChanged 49 SP:Iteration 13Q (1653.300000 sec): 3 clusters Score: Raw -10188101.098914 + Penalty 1093.512211 = -10187007.586702 nChanged 14 SP:Iteration 14Q (1653.460000 sec): 3 clusters Score: Raw -10188122.081424 + Penalty 1093.512211 = -10187028.569213 nChanged 4 SP:Iteration 15Q (1653.620000 sec): 3 clusters Score: Raw -10188133.681419 + Penalty 1093.512211 = -10187040.169208 nChanged 3 SP:Iteration 16Q (1653.780000 sec): 3 clusters Score: Raw -10188142.887546 + Penalty 1093.512211 = -10187049.375335 nChanged 1 SP:Iteration 17Q (1653.940000 sec): 3 clusters Score: Raw -10188145.499704 + Penalty 1093.512211 = -10187051.987492 nChanged 1 SP:Iteration 18Q (1654.100000 sec): 3 clusters Score: Raw -10188145.911634 + Penalty 1093.512211 = -10187052.399423 nChanged 0 SP:Iteration 19F (1654.300000 sec): 3 clusters Score: Raw -10188145.911634 + Penalty 1093.512211 = -10187052.399423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.370000 sec): 2 clusters Score: Raw -13504.052962 + Penalty 249.179092 = -13254.873870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.370000 sec): 3 clusters Score: Raw -13464.515250 + Penalty 498.358183 = -12966.157066 nChanged 60 SP:Iteration 1F (1654.370000 sec): 3 clusters Score: Raw -13512.948039 + Penalty 498.358183 = -13014.589856 nChanged 11 SP:Iteration 2Q (1654.370000 sec): 3 clusters Score: Raw -13525.800223 + Penalty 498.358183 = -13027.442040 nChanged 6 SP:Iteration 3Q (1654.370000 sec): 3 clusters Score: Raw -13532.573180 + Penalty 498.358183 = -13034.214997 nChanged 4 SP:Iteration 4Q (1654.370000 sec): 3 clusters Score: Raw -13538.024168 + Penalty 498.358183 = -13039.665985 nChanged 3 SP:Iteration 5Q (1654.380000 sec): 3 clusters Score: Raw -13539.861945 + Penalty 498.358183 = -13041.503762 nChanged 1 SP:Iteration 6Q (1654.380000 sec): 3 clusters Score: Raw -13540.814703 + Penalty 498.358183 = -13042.456519 nChanged 1 SP:Iteration 7Q (1654.380000 sec): 3 clusters Score: Raw -13541.497080 + Penalty 498.358183 = -13043.138897 nChanged 1 SP:Iteration 8Q (1654.380000 sec): 3 clusters Score: Raw -13541.912472 + Penalty 498.358183 = -13043.554289 nChanged 0 SP:Iteration 9F (1654.380000 sec): 3 clusters Score: Raw -13541.912472 + Penalty 498.358183 = -13043.554289 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.380000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.380000 sec): 3 clusters Score: Raw -6286.374523 + Penalty 425.227424 = -5861.147099 nChanged 20 SP:Iteration 1F (1654.380000 sec): 3 clusters Score: Raw -6316.313145 + Penalty 425.227424 = -5891.085721 nChanged 1 SP:Iteration 2Q (1654.380000 sec): 3 clusters Score: Raw -6323.351960 + Penalty 425.227424 = -5898.124536 nChanged 0 SP:Iteration 3F (1654.380000 sec): 3 clusters Score: Raw -6323.351960 + Penalty 425.227424 = -5898.124536 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.380000 sec): 2 clusters Score: Raw -29238.356131 + Penalty 285.928104 = -28952.428027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.380000 sec): 3 clusters Score: Raw -29034.957863 + Penalty 571.856209 = -28463.101655 nChanged 196 SP:Iteration 1F (1654.380000 sec): 3 clusters Score: Raw -29182.761680 + Penalty 571.856209 = -28610.905471 nChanged 48 SP:Iteration 2F (1654.380000 sec): 3 clusters Score: Raw -29226.097681 + Penalty 571.856209 = -28654.241472 nChanged 30 SP:Iteration 3F (1654.380000 sec): 3 clusters Score: Raw -29248.161908 + Penalty 571.856209 = -28676.305699 nChanged 23 SP:Iteration 4Q (1654.380000 sec): 3 clusters Score: Raw -29268.871868 + Penalty 571.856209 = -28697.015659 nChanged 19 SP:Iteration 5Q (1654.380000 sec): 3 clusters Score: Raw -29283.693795 + Penalty 571.856209 = -28711.837586 nChanged 12 SP:Iteration 6Q (1654.380000 sec): 3 clusters Score: Raw -29292.610127 + Penalty 571.856209 = -28720.753918 nChanged 12 SP:Iteration 7Q (1654.380000 sec): 3 clusters Score: Raw -29317.337864 + Penalty 571.856209 = -28745.481655 nChanged 11 SP:Iteration 8Q (1654.380000 sec): 3 clusters Score: Raw -29329.484734 + Penalty 571.856209 = -28757.628526 nChanged 11 SP:Iteration 9Q (1654.380000 sec): 3 clusters Score: Raw -29336.771946 + Penalty 571.856209 = -28764.915737 nChanged 4 SP:Iteration 10Q (1654.380000 sec): 3 clusters Score: Raw -29339.677094 + Penalty 571.856209 = -28767.820886 nChanged 3 SP:Iteration 11Q (1654.380000 sec): 3 clusters Score: Raw -29341.900317 + Penalty 571.856209 = -28770.044108 nChanged 3 SP:Iteration 12Q (1654.380000 sec): 3 clusters Score: Raw -29344.276193 + Penalty 571.856209 = -28772.419984 nChanged 4 SP:Iteration 13Q (1654.380000 sec): 3 clusters Score: Raw -29346.365784 + Penalty 571.856209 = -28774.509576 nChanged 4 SP:Iteration 14Q (1654.390000 sec): 3 clusters Score: Raw -29348.854439 + Penalty 571.856209 = -28776.998231 nChanged 3 SP:Iteration 15Q (1654.390000 sec): 3 clusters Score: Raw -29350.881809 + Penalty 571.856209 = -28779.025600 nChanged 1 SP:Iteration 16Q (1654.390000 sec): 3 clusters Score: Raw -29351.501146 + Penalty 571.856209 = -28779.644937 nChanged 1 SP:Iteration 17Q (1654.390000 sec): 3 clusters Score: Raw -29351.827603 + Penalty 571.856209 = -28779.971394 nChanged 1 SP:Iteration 18Q (1654.390000 sec): 3 clusters Score: Raw -29352.363894 + Penalty 571.856209 = -28780.507685 nChanged 1 SP:Iteration 19Q (1654.390000 sec): 3 clusters Score: Raw -29352.746492 + Penalty 571.856209 = -28780.890283 nChanged 1 SP:Iteration 20F (1654.390000 sec): 3 clusters Score: Raw -29354.016257 + Penalty 571.856209 = -28782.160048 nChanged 1 SP:Iteration 21Q (1654.390000 sec): 3 clusters Score: Raw -29354.198158 + Penalty 571.856209 = -28782.341949 nChanged 0 SP:Iteration 22F (1654.390000 sec): 3 clusters Score: Raw -29354.198158 + Penalty 571.856209 = -28782.341949 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.390000 sec): 2 clusters Score: Raw -5673.033043 + Penalty 220.050827 = -5452.982217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.390000 sec): 3 clusters Score: Raw -5664.357696 + Penalty 440.101654 = -5224.256043 nChanged 25 SP:Iteration 1F (1654.390000 sec): 3 clusters Score: Raw -5699.646910 + Penalty 440.101654 = -5259.545256 nChanged 4 SP:Iteration 2Q (1654.390000 sec): 3 clusters Score: Raw -5707.930173 + Penalty 440.101654 = -5267.828520 nChanged 0 SP:Iteration 3F (1654.390000 sec): 3 clusters Score: Raw -5707.930173 + Penalty 440.101654 = -5267.828520 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.420000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.440000 sec): 3 clusters Score: Raw -1052991.946171 + Penalty 885.351209 = -1052106.594962 nChanged 7833 SP:Iteration 1F (1654.450000 sec): 3 clusters Score: Raw -1057504.213123 + Penalty 885.351209 = -1056618.861914 nChanged 743 SP:Iteration 2Q (1654.470000 sec): 3 clusters Score: Raw -1057763.241442 + Penalty 885.351209 = -1056877.890233 nChanged 888 SP:Iteration 3F (1654.490000 sec): 3 clusters Score: Raw -1058179.244304 + Penalty 885.351209 = -1057293.893095 nChanged 1054 SP:Iteration 4F (1654.510000 sec): 3 clusters Score: Raw -1058835.738210 + Penalty 885.351209 = -1057950.387001 nChanged 1262 SP:Iteration 5F (1654.530000 sec): 3 clusters Score: Raw -1059824.788341 + Penalty 885.351209 = -1058939.437132 nChanged 1377 SP:Iteration 6F (1654.540000 sec): 3 clusters Score: Raw -1061131.100271 + Penalty 885.351209 = -1060245.749062 nChanged 1155 SP:Iteration 7F (1654.560000 sec): 3 clusters Score: Raw -1062299.533897 + Penalty 885.351209 = -1061414.182688 nChanged 753 SP:Iteration 8Q (1654.570000 sec): 3 clusters Score: Raw -1063064.437175 + Penalty 885.351209 = -1062179.085966 nChanged 420 SP:Iteration 9Q (1654.590000 sec): 3 clusters Score: Raw -1063467.136040 + Penalty 885.351209 = -1062581.784831 nChanged 173 SP:Iteration 10Q (1654.600000 sec): 3 clusters Score: Raw -1063621.999568 + Penalty 885.351209 = -1062736.648359 nChanged 59 SP:Iteration 11Q (1654.620000 sec): 3 clusters Score: Raw -1063677.615503 + Penalty 885.351209 = -1062792.264294 nChanged 28 SP:Iteration 12Q (1654.630000 sec): 3 clusters Score: Raw -1063703.386928 + Penalty 885.351209 = -1062818.035719 nChanged 12 SP:Iteration 13Q (1654.640000 sec): 3 clusters Score: Raw -1063716.382895 + Penalty 885.351209 = -1062831.031686 nChanged 6 SP:Iteration 14Q (1654.650000 sec): 3 clusters Score: Raw -1063727.321420 + Penalty 885.351209 = -1062841.970211 nChanged 7 SP:Iteration 15Q (1654.670000 sec): 3 clusters Score: Raw -1063734.737241 + Penalty 885.351209 = -1062849.386032 nChanged 5 SP:Iteration 16Q (1654.680000 sec): 3 clusters Score: Raw -1063742.267533 + Penalty 885.351209 = -1062856.916324 nChanged 4 SP:Iteration 17Q (1654.690000 sec): 3 clusters Score: Raw -1063746.249365 + Penalty 885.351209 = -1062860.898156 nChanged 1 SP:Iteration 18Q (1654.710000 sec): 3 clusters Score: Raw -1063747.781020 + Penalty 885.351209 = -1062862.429811 nChanged 1 SP:Iteration 19Q (1654.720000 sec): 3 clusters Score: Raw -1063748.117473 + Penalty 885.351209 = -1062862.766264 nChanged 0 SP:Iteration 20F (1654.730000 sec): 3 clusters Score: Raw -1063748.117473 + Penalty 885.351209 = -1062862.766264 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.770000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.790000 sec): 3 clusters Score: Raw -1393856.713196 + Penalty 912.415644 = -1392944.297552 nChanged 10727 SP:Iteration 1F (1654.810000 sec): 3 clusters Score: Raw -1400304.435788 + Penalty 912.415644 = -1399392.020144 nChanged 1423 SP:Iteration 2F (1654.830000 sec): 3 clusters Score: Raw -1401183.826917 + Penalty 912.415644 = -1400271.411272 nChanged 1705 SP:Iteration 3F (1654.860000 sec): 3 clusters Score: Raw -1402663.447364 + Penalty 912.415644 = -1401751.031720 nChanged 1995 SP:Iteration 4F (1654.880000 sec): 3 clusters Score: Raw -1404733.607400 + Penalty 912.415644 = -1403821.191756 nChanged 1835 SP:Iteration 5F (1654.910000 sec): 3 clusters Score: Raw -1406644.867069 + Penalty 912.415644 = -1405732.451425 nChanged 1208 SP:Iteration 6F (1654.930000 sec): 3 clusters Score: Raw -1407448.041612 + Penalty 912.415644 = -1406535.625968 nChanged 633 SP:Iteration 7Q (1654.950000 sec): 3 clusters Score: Raw -1407723.574736 + Penalty 912.415644 = -1406811.159092 nChanged 387 SP:Iteration 8Q (1654.970000 sec): 3 clusters Score: Raw -1407879.079022 + Penalty 912.415644 = -1406966.663378 nChanged 296 SP:Iteration 9Q (1654.990000 sec): 3 clusters Score: Raw -1407974.321003 + Penalty 912.415644 = -1407061.905359 nChanged 247 SP:Iteration 10Q (1655.010000 sec): 3 clusters Score: Raw -1408034.841529 + Penalty 912.415644 = -1407122.425884 nChanged 187 SP:Iteration 11Q (1655.040000 sec): 3 clusters Score: Raw -1408075.686275 + Penalty 912.415644 = -1407163.270631 nChanged 163 SP:Iteration 12Q (1655.060000 sec): 3 clusters Score: Raw -1408106.360799 + Penalty 912.415644 = -1407193.945154 nChanged 140 SP:Iteration 13Q (1655.080000 sec): 3 clusters Score: Raw -1408126.024744 + Penalty 912.415644 = -1407213.609100 nChanged 94 SP:Iteration 14Q (1655.110000 sec): 3 clusters Score: Raw -1408137.867575 + Penalty 912.415644 = -1407225.451931 nChanged 77 SP:Iteration 15Q (1655.130000 sec): 3 clusters Score: Raw -1408144.256061 + Penalty 912.415644 = -1407231.840417 nChanged 58 SP:Iteration 16Q (1655.150000 sec): 3 clusters Score: Raw -1408148.392398 + Penalty 912.415644 = -1407235.976754 nChanged 57 SP:Iteration 17Q (1655.170000 sec): 3 clusters Score: Raw -1408152.908633 + Penalty 912.415644 = -1407240.492989 nChanged 48 SP:Iteration 18Q (1655.190000 sec): 3 clusters Score: Raw -1408156.949685 + Penalty 912.415644 = -1407244.534041 nChanged 46 SP:Iteration 19Q (1655.210000 sec): 3 clusters Score: Raw -1408160.446718 + Penalty 912.415644 = -1407248.031073 nChanged 41 SP:Iteration 20F (1655.240000 sec): 3 clusters Score: Raw -1408163.085786 + Penalty 912.415644 = -1407250.670142 nChanged 37 SP:Iteration 21Q (1655.260000 sec): 3 clusters Score: Raw -1408164.929169 + Penalty 912.415644 = -1407252.513524 nChanged 24 SP:Iteration 22Q (1655.280000 sec): 3 clusters Score: Raw -1408166.409061 + Penalty 912.415644 = -1407253.993417 nChanged 29 SP:Iteration 23Q (1655.310000 sec): 3 clusters Score: Raw -1408168.811191 + Penalty 912.415644 = -1407256.395547 nChanged 39 SP:Iteration 24Q (1655.330000 sec): 3 clusters Score: Raw -1408171.488227 + Penalty 912.415644 = -1407259.072583 nChanged 34 SP:Iteration 25Q (1655.350000 sec): 3 clusters Score: Raw -1408173.233456 + Penalty 912.415644 = -1407260.817812 nChanged 24 SP:Iteration 26Q (1655.380000 sec): 3 clusters Score: Raw -1408174.092344 + Penalty 912.415644 = -1407261.676699 nChanged 28 SP:Iteration 27Q (1655.400000 sec): 3 clusters Score: Raw -1408175.075583 + Penalty 912.415644 = -1407262.659938 nChanged 22 SP:Iteration 28Q (1655.420000 sec): 3 clusters Score: Raw -1408176.126572 + Penalty 912.415644 = -1407263.710928 nChanged 24 SP:Iteration 29Q (1655.440000 sec): 3 clusters Score: Raw -1408177.000335 + Penalty 912.415644 = -1407264.584691 nChanged 19 SP:Iteration 30Q (1655.470000 sec): 3 clusters Score: Raw -1408177.869364 + Penalty 912.415644 = -1407265.453720 nChanged 20 SP:Iteration 31Q (1655.490000 sec): 3 clusters Score: Raw -1408178.695592 + Penalty 912.415644 = -1407266.279948 nChanged 17 SP:Iteration 32Q (1655.510000 sec): 3 clusters Score: Raw -1408179.606702 + Penalty 912.415644 = -1407267.191058 nChanged 20 SP:Iteration 33Q (1655.540000 sec): 3 clusters Score: Raw -1408180.472119 + Penalty 912.415644 = -1407268.056475 nChanged 22 SP:Iteration 34Q (1655.560000 sec): 3 clusters Score: Raw -1408181.384184 + Penalty 912.415644 = -1407268.968540 nChanged 28 SP:Iteration 35Q (1655.580000 sec): 3 clusters Score: Raw -1408182.570781 + Penalty 912.415644 = -1407270.155137 nChanged 21 SP:Iteration 36Q (1655.600000 sec): 3 clusters Score: Raw -1408183.680044 + Penalty 912.415644 = -1407271.264400 nChanged 29 SP:Iteration 37Q (1655.630000 sec): 3 clusters Score: Raw -1408185.017121 + Penalty 912.415644 = -1407272.601477 nChanged 25 SP:Iteration 38Q (1655.650000 sec): 3 clusters Score: Raw -1408186.406279 + Penalty 912.415644 = -1407273.990634 nChanged 34 SP:Iteration 39Q (1655.670000 sec): 3 clusters Score: Raw -1408188.498395 + Penalty 912.415644 = -1407276.082751 nChanged 44 SP:Iteration 40F (1655.700000 sec): 3 clusters Score: Raw -1408191.427136 + Penalty 912.415644 = -1407279.011491 nChanged 53 SP:Iteration 41Q (1655.720000 sec): 3 clusters Score: Raw -1408194.941200 + Penalty 912.415644 = -1407282.525556 nChanged 46 SP:Iteration 42Q (1655.740000 sec): 3 clusters Score: Raw -1408197.960470 + Penalty 912.415644 = -1407285.544826 nChanged 37 SP:Iteration 43Q (1655.760000 sec): 3 clusters Score: Raw -1408200.591886 + Penalty 912.415644 = -1407288.176242 nChanged 41 SP:Iteration 44Q (1655.780000 sec): 3 clusters Score: Raw -1408203.672013 + Penalty 912.415644 = -1407291.256369 nChanged 56 SP:Iteration 45Q (1655.810000 sec): 3 clusters Score: Raw -1408207.602996 + Penalty 912.415644 = -1407295.187352 nChanged 44 SP:Iteration 46Q (1655.830000 sec): 3 clusters Score: Raw -1408210.065532 + Penalty 912.415644 = -1407297.649888 nChanged 37 SP:Iteration 47Q (1655.850000 sec): 3 clusters Score: Raw -1408211.907423 + Penalty 912.415644 = -1407299.491779 nChanged 34 SP:Iteration 48Q (1655.870000 sec): 3 clusters Score: Raw -1408213.827936 + Penalty 912.415644 = -1407301.412292 nChanged 31 SP:Iteration 49Q (1655.890000 sec): 3 clusters Score: Raw -1408215.542976 + Penalty 912.415644 = -1407303.127331 nChanged 30 SP:Iteration 50Q (1655.920000 sec): 3 clusters Score: Raw -1408217.188119 + Penalty 912.415644 = -1407304.772475 nChanged 35 SP:Iteration 51Q (1655.940000 sec): 3 clusters Score: Raw -1408218.998748 + Penalty 912.415644 = -1407306.583104 nChanged 31 SP:Iteration 52Q (1655.960000 sec): 3 clusters Score: Raw -1408220.496256 + Penalty 912.415644 = -1407308.080612 nChanged 31 SP:Iteration 53Q (1655.980000 sec): 3 clusters Score: Raw -1408222.617693 + Penalty 912.415644 = -1407310.202049 nChanged 33 SP:Iteration 54Q (1656.000000 sec): 3 clusters Score: Raw -1408224.562432 + Penalty 912.415644 = -1407312.146788 nChanged 37 SP:Iteration 55Q (1656.020000 sec): 3 clusters Score: Raw -1408226.973088 + Penalty 912.415644 = -1407314.557444 nChanged 32 SP:Iteration 56Q (1656.040000 sec): 3 clusters Score: Raw -1408230.004607 + Penalty 912.415644 = -1407317.588963 nChanged 31 SP:Iteration 57Q (1656.070000 sec): 3 clusters Score: Raw -1408232.138363 + Penalty 912.415644 = -1407319.722719 nChanged 32 SP:Iteration 58Q (1656.090000 sec): 3 clusters Score: Raw -1408234.215916 + Penalty 912.415644 = -1407321.800272 nChanged 35 SP:Iteration 59Q (1656.110000 sec): 3 clusters Score: Raw -1408236.408524 + Penalty 912.415644 = -1407323.992880 nChanged 25 SP:Iteration 60F (1656.140000 sec): 3 clusters Score: Raw -1408237.631823 + Penalty 912.415644 = -1407325.216179 nChanged 24 SP:Iteration 61Q (1656.160000 sec): 3 clusters Score: Raw -1408239.224171 + Penalty 912.415644 = -1407326.808527 nChanged 23 SP:Iteration 62Q (1656.180000 sec): 3 clusters Score: Raw -1408240.506611 + Penalty 912.415644 = -1407328.090967 nChanged 25 SP:Iteration 63Q (1656.200000 sec): 3 clusters Score: Raw -1408241.993894 + Penalty 912.415644 = -1407329.578250 nChanged 25 SP:Iteration 64Q (1656.220000 sec): 3 clusters Score: Raw -1408243.186227 + Penalty 912.415644 = -1407330.770583 nChanged 23 SP:Iteration 65Q (1656.240000 sec): 3 clusters Score: Raw -1408244.726050 + Penalty 912.415644 = -1407332.310405 nChanged 26 SP:Iteration 66Q (1656.260000 sec): 3 clusters Score: Raw -1408246.126283 + Penalty 912.415644 = -1407333.710639 nChanged 27 SP:Iteration 67Q (1656.280000 sec): 3 clusters Score: Raw -1408247.634311 + Penalty 912.415644 = -1407335.218667 nChanged 28 SP:Iteration 68Q (1656.310000 sec): 3 clusters Score: Raw -1408249.396208 + Penalty 912.415644 = -1407336.980564 nChanged 27 SP:Iteration 69Q (1656.330000 sec): 3 clusters Score: Raw -1408251.189368 + Penalty 912.415644 = -1407338.773724 nChanged 33 SP:Iteration 70Q (1656.350000 sec): 3 clusters Score: Raw -1408253.618540 + Penalty 912.415644 = -1407341.202896 nChanged 26 SP:Iteration 71Q (1656.370000 sec): 3 clusters Score: Raw -1408255.422195 + Penalty 912.415644 = -1407343.006551 nChanged 32 SP:Iteration 72Q (1656.390000 sec): 3 clusters Score: Raw -1408257.690327 + Penalty 912.415644 = -1407345.274683 nChanged 32 SP:Iteration 73Q (1656.420000 sec): 3 clusters Score: Raw -1408259.413156 + Penalty 912.415644 = -1407346.997512 nChanged 34 SP:Iteration 74Q (1656.440000 sec): 3 clusters Score: Raw -1408261.603181 + Penalty 912.415644 = -1407349.187537 nChanged 40 SP:Iteration 75Q (1656.460000 sec): 3 clusters Score: Raw -1408264.800415 + Penalty 912.415644 = -1407352.384771 nChanged 50 SP:Iteration 76Q (1656.480000 sec): 3 clusters Score: Raw -1408268.977409 + Penalty 912.415644 = -1407356.561765 nChanged 51 SP:Iteration 77Q (1656.500000 sec): 3 clusters Score: Raw -1408273.456788 + Penalty 912.415644 = -1407361.041143 nChanged 58 SP:Iteration 78Q (1656.520000 sec): 3 clusters Score: Raw -1408278.333908 + Penalty 912.415644 = -1407365.918263 nChanged 51 SP:Iteration 79Q (1656.540000 sec): 3 clusters Score: Raw -1408282.437127 + Penalty 912.415644 = -1407370.021483 nChanged 58 SP:Iteration 80F (1656.570000 sec): 3 clusters Score: Raw -1408287.684327 + Penalty 912.415644 = -1407375.268683 nChanged 56 SP:Iteration 81Q (1656.590000 sec): 3 clusters Score: Raw -1408292.812809 + Penalty 912.415644 = -1407380.397165 nChanged 54 SP:Iteration 82Q (1656.610000 sec): 3 clusters Score: Raw -1408296.972059 + Penalty 912.415644 = -1407384.556415 nChanged 47 SP:Iteration 83Q (1656.630000 sec): 3 clusters Score: Raw -1408300.233291 + Penalty 912.415644 = -1407387.817647 nChanged 47 SP:Iteration 84Q (1656.650000 sec): 3 clusters Score: Raw -1408304.118574 + Penalty 912.415644 = -1407391.702929 nChanged 53 SP:Iteration 85Q (1656.670000 sec): 3 clusters Score: Raw -1408309.117342 + Penalty 912.415644 = -1407396.701698 nChanged 44 SP:Iteration 86Q (1656.690000 sec): 3 clusters Score: Raw -1408313.035247 + Penalty 912.415644 = -1407400.619603 nChanged 39 SP:Iteration 87Q (1656.710000 sec): 3 clusters Score: Raw -1408317.296759 + Penalty 912.415644 = -1407404.881115 nChanged 40 SP:Iteration 88Q (1656.730000 sec): 3 clusters Score: Raw -1408321.380010 + Penalty 912.415644 = -1407408.964366 nChanged 36 SP:Iteration 89Q (1656.760000 sec): 3 clusters Score: Raw -1408324.383329 + Penalty 912.415644 = -1407411.967685 nChanged 39 SP:Iteration 90Q (1656.780000 sec): 3 clusters Score: Raw -1408327.462182 + Penalty 912.415644 = -1407415.046538 nChanged 27 SP:Iteration 91Q (1656.800000 sec): 3 clusters Score: Raw -1408329.459193 + Penalty 912.415644 = -1407417.043549 nChanged 27 SP:Iteration 92Q (1656.820000 sec): 3 clusters Score: Raw -1408331.453703 + Penalty 912.415644 = -1407419.038059 nChanged 27 SP:Iteration 93Q (1656.840000 sec): 3 clusters Score: Raw -1408332.856953 + Penalty 912.415644 = -1407420.441309 nChanged 26 SP:Iteration 94Q (1656.860000 sec): 3 clusters Score: Raw -1408334.499500 + Penalty 912.415644 = -1407422.083856 nChanged 22 SP:Iteration 95Q (1656.880000 sec): 3 clusters Score: Raw -1408335.836766 + Penalty 912.415644 = -1407423.421122 nChanged 24 SP:Iteration 96Q (1656.910000 sec): 3 clusters Score: Raw -1408336.981751 + Penalty 912.415644 = -1407424.566107 nChanged 24 SP:Iteration 97Q (1656.930000 sec): 3 clusters Score: Raw -1408338.367476 + Penalty 912.415644 = -1407425.951832 nChanged 22 SP:Iteration 98Q (1656.950000 sec): 3 clusters Score: Raw -1408339.657157 + Penalty 912.415644 = -1407427.241513 nChanged 20 SP:Iteration 99Q (1656.980000 sec): 3 clusters Score: Raw -1408340.576649 + Penalty 912.415644 = -1407428.161005 nChanged 21 SP:Iteration 100F (1657.000000 sec): 3 clusters Score: Raw -1408341.512322 + Penalty 912.415644 = -1407429.096678 nChanged 11 SP:Iteration 101Q (1657.020000 sec): 3 clusters Score: Raw -1408342.125156 + Penalty 912.415644 = -1407429.709511 nChanged 9 SP:Iteration 102Q (1657.040000 sec): 3 clusters Score: Raw -1408342.484964 + Penalty 912.415644 = -1407430.069320 nChanged 8 SP:Iteration 103Q (1657.070000 sec): 3 clusters Score: Raw -1408342.891526 + Penalty 912.415644 = -1407430.475881 nChanged 13 SP:Iteration 104Q (1657.090000 sec): 3 clusters Score: Raw -1408343.592332 + Penalty 912.415644 = -1407431.176688 nChanged 13 SP:Iteration 105Q (1657.110000 sec): 3 clusters Score: Raw -1408344.020588 + Penalty 912.415644 = -1407431.604944 nChanged 11 SP:Iteration 106Q (1657.140000 sec): 3 clusters Score: Raw -1408344.481361 + Penalty 912.415644 = -1407432.065717 nChanged 14 SP:Iteration 107Q (1657.160000 sec): 3 clusters Score: Raw -1408345.218744 + Penalty 912.415644 = -1407432.803100 nChanged 21 SP:Iteration 108Q (1657.180000 sec): 3 clusters Score: Raw -1408346.054092 + Penalty 912.415644 = -1407433.638447 nChanged 11 SP:Iteration 109Q (1657.200000 sec): 3 clusters Score: Raw -1408346.603830 + Penalty 912.415644 = -1407434.188186 nChanged 13 SP:Iteration 110Q (1657.230000 sec): 3 clusters Score: Raw -1408347.181569 + Penalty 912.415644 = -1407434.765925 nChanged 11 SP:Iteration 111Q (1657.260000 sec): 3 clusters Score: Raw -1408347.562518 + Penalty 912.415644 = -1407435.146874 nChanged 4 SP:Iteration 112Q (1657.280000 sec): 3 clusters Score: Raw -1408347.654026 + Penalty 912.415644 = -1407435.238382 nChanged 5 SP:Iteration 113Q (1657.300000 sec): 3 clusters Score: Raw -1408347.723216 + Penalty 912.415644 = -1407435.307572 nChanged 2 SP:Iteration 114Q (1657.330000 sec): 3 clusters Score: Raw -1408347.803709 + Penalty 912.415644 = -1407435.388065 nChanged 2 SP:Iteration 115Q (1657.350000 sec): 3 clusters Score: Raw -1408347.839737 + Penalty 912.415644 = -1407435.424093 nChanged 1 SP:Iteration 116Q (1657.380000 sec): 3 clusters Score: Raw -1408347.878439 + Penalty 912.415644 = -1407435.462794 nChanged 2 SP:Iteration 117Q (1657.400000 sec): 3 clusters Score: Raw -1408347.940162 + Penalty 912.415644 = -1407435.524518 nChanged 4 SP:Iteration 118Q (1657.420000 sec): 3 clusters Score: Raw -1408347.988927 + Penalty 912.415644 = -1407435.573283 nChanged 1 SP:Iteration 119Q (1657.450000 sec): 3 clusters Score: Raw -1408348.004684 + Penalty 912.415644 = -1407435.589039 nChanged 0 SP:Iteration 120F (1657.480000 sec): 3 clusters Score: Raw -1408348.004684 + Penalty 912.415644 = -1407435.589039 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1657.490000 sec): 2 clusters Score: Raw -11210.498264 + Penalty 241.750872 = -10968.747392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1657.490000 sec): 3 clusters Score: Raw -11159.972415 + Penalty 483.501744 = -10676.470670 nChanged 58 SP:Iteration 1F (1657.490000 sec): 3 clusters Score: Raw -11222.909869 + Penalty 483.501744 = -10739.408125 nChanged 9 SP:Iteration 2Q (1657.490000 sec): 3 clusters Score: Raw -11238.920975 + Penalty 483.501744 = -10755.419231 nChanged 9 SP:Iteration 3Q (1657.490000 sec): 3 clusters Score: Raw -11259.361926 + Penalty 483.501744 = -10775.860182 nChanged 4 SP:Iteration 4Q (1657.490000 sec): 3 clusters Score: Raw -11265.460739 + Penalty 483.501744 = -10781.958995 nChanged 1 SP:Iteration 5Q (1657.490000 sec): 3 clusters Score: Raw -11266.540712 + Penalty 483.501744 = -10783.038968 nChanged 1 SP:Iteration 6Q (1657.490000 sec): 3 clusters Score: Raw -11267.251802 + Penalty 483.501744 = -10783.750058 nChanged 0 SP:Iteration 7F (1657.490000 sec): 3 clusters Score: Raw -11267.251802 + Penalty 483.501744 = -10783.750058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1657.500000 sec): 2 clusters Score: Raw -192227.109591 + Penalty 365.752297 = -191861.357294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1657.500000 sec): 3 clusters Score: Raw -190425.549217 + Penalty 731.504594 = -189694.044623 nChanged 1382 SP:Iteration 1F (1657.500000 sec): 3 clusters Score: Raw -191133.614436 + Penalty 731.504594 = -190402.109842 nChanged 196 SP:Iteration 2F (1657.510000 sec): 3 clusters Score: Raw -191215.942127 + Penalty 731.504594 = -190484.437533 nChanged 167 SP:Iteration 3F (1657.510000 sec): 3 clusters Score: Raw -191288.320711 + Penalty 731.504594 = -190556.816117 nChanged 147 SP:Iteration 4Q (1657.520000 sec): 3 clusters Score: Raw -191351.817513 + Penalty 731.504594 = -190620.312919 nChanged 138 SP:Iteration 5Q (1657.520000 sec): 3 clusters Score: Raw -191418.101816 + Penalty 731.504594 = -190686.597222 nChanged 138 SP:Iteration 6Q (1657.520000 sec): 3 clusters Score: Raw -191491.603960 + Penalty 731.504594 = -190760.099366 nChanged 154 SP:Iteration 7Q (1657.520000 sec): 3 clusters Score: Raw -191589.525641 + Penalty 731.504594 = -190858.021047 nChanged 155 SP:Iteration 8F (1657.530000 sec): 3 clusters Score: Raw -191695.101402 + Penalty 731.504594 = -190963.596808 nChanged 126 SP:Iteration 9Q (1657.530000 sec): 3 clusters Score: Raw -191777.263792 + Penalty 731.504594 = -191045.759198 nChanged 105 SP:Iteration 10Q (1657.540000 sec): 3 clusters Score: Raw -191852.286094 + Penalty 731.504594 = -191120.781500 nChanged 114 SP:Iteration 11Q (1657.540000 sec): 3 clusters Score: Raw -191948.351343 + Penalty 731.504594 = -191216.846749 nChanged 99 SP:Iteration 12Q (1657.540000 sec): 3 clusters Score: Raw -192033.000130 + Penalty 731.504594 = -191301.495536 nChanged 77 SP:Iteration 13Q (1657.540000 sec): 3 clusters Score: Raw -192089.008390 + Penalty 731.504594 = -191357.503796 nChanged 52 SP:Iteration 14Q (1657.550000 sec): 3 clusters Score: Raw -192117.444115 + Penalty 731.504594 = -191385.939521 nChanged 32 SP:Iteration 15Q (1657.550000 sec): 3 clusters Score: Raw -192132.435081 + Penalty 731.504594 = -191400.930487 nChanged 26 SP:Iteration 16Q (1657.560000 sec): 3 clusters Score: Raw -192145.951014 + Penalty 731.504594 = -191414.446420 nChanged 28 SP:Iteration 17Q (1657.560000 sec): 3 clusters Score: Raw -192160.015628 + Penalty 731.504594 = -191428.511034 nChanged 34 SP:Iteration 18Q (1657.560000 sec): 3 clusters Score: Raw -192180.288541 + Penalty 731.504594 = -191448.783947 nChanged 31 SP:Iteration 19Q (1657.560000 sec): 3 clusters Score: Raw -192200.014413 + Penalty 731.504594 = -191468.509819 nChanged 23 SP:Iteration 20F (1657.570000 sec): 3 clusters Score: Raw -192215.700648 + Penalty 731.504594 = -191484.196054 nChanged 23 SP:Iteration 21Q (1657.570000 sec): 3 clusters Score: Raw -192229.866995 + Penalty 731.504594 = -191498.362401 nChanged 14 SP:Iteration 22Q (1657.570000 sec): 3 clusters Score: Raw -192237.012317 + Penalty 731.504594 = -191505.507723 nChanged 12 SP:Iteration 23Q (1657.580000 sec): 3 clusters Score: Raw -192243.382695 + Penalty 731.504594 = -191511.878102 nChanged 7 SP:Iteration 24Q (1657.580000 sec): 3 clusters Score: Raw -192247.081547 + Penalty 731.504594 = -191515.576953 nChanged 7 SP:Iteration 25Q (1657.580000 sec): 3 clusters Score: Raw -192251.376174 + Penalty 731.504594 = -191519.871580 nChanged 3 SP:Iteration 26Q (1657.580000 sec): 3 clusters Score: Raw -192252.571547 + Penalty 731.504594 = -191521.066953 nChanged 5 SP:Iteration 27Q (1657.590000 sec): 3 clusters Score: Raw -192256.621065 + Penalty 731.504594 = -191525.116471 nChanged 5 SP:Iteration 28Q (1657.590000 sec): 3 clusters Score: Raw -192258.716654 + Penalty 731.504594 = -191527.212060 nChanged 5 SP:Iteration 29Q (1657.590000 sec): 3 clusters Score: Raw -192261.426868 + Penalty 731.504594 = -191529.922274 nChanged 2 SP:Iteration 30Q (1657.600000 sec): 3 clusters Score: Raw -192262.360845 + Penalty 731.504594 = -191530.856251 nChanged 3 SP:Iteration 31Q (1657.600000 sec): 3 clusters Score: Raw -192263.375633 + Penalty 731.504594 = -191531.871039 nChanged 4 SP:Iteration 32Q (1657.600000 sec): 3 clusters Score: Raw -192265.675328 + Penalty 731.504594 = -191534.170734 nChanged 4 SP:Iteration 33Q (1657.600000 sec): 3 clusters Score: Raw -192269.883799 + Penalty 731.504594 = -191538.379205 nChanged 2 SP:Iteration 34Q (1657.610000 sec): 3 clusters Score: Raw -192271.280938 + Penalty 731.504594 = -191539.776344 nChanged 2 SP:Iteration 35Q (1657.610000 sec): 3 clusters Score: Raw -192272.444191 + Penalty 731.504594 = -191540.939597 nChanged 3 SP:Iteration 36Q (1657.610000 sec): 3 clusters Score: Raw -192273.563633 + Penalty 731.504594 = -191542.059039 nChanged 1 SP:Iteration 37Q (1657.620000 sec): 3 clusters Score: Raw -192274.069298 + Penalty 731.504594 = -191542.564704 nChanged 0 SP:Iteration 38F (1657.620000 sec): 3 clusters Score: Raw -192274.069298 + Penalty 731.504594 = -191542.564704 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1657.630000 sec): 2 clusters Score: Raw -523349.672330 + Penalty 415.276624 = -522934.395706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1657.640000 sec): 3 clusters Score: Raw -517561.828886 + Penalty 830.553247 = -516731.275639 nChanged 4275 SP:Iteration 1F (1657.660000 sec): 3 clusters Score: Raw -520108.161001 + Penalty 830.553247 = -519277.607753 nChanged 607 SP:Iteration 2F (1657.660000 sec): 3 clusters Score: Raw -520407.437121 + Penalty 830.553247 = -519576.883873 nChanged 592 SP:Iteration 3F (1657.680000 sec): 3 clusters Score: Raw -520720.351656 + Penalty 830.553247 = -519889.798408 nChanged 570 SP:Iteration 4F (1657.690000 sec): 3 clusters Score: Raw -521064.558164 + Penalty 830.553247 = -520234.004916 nChanged 578 SP:Iteration 5F (1657.700000 sec): 3 clusters Score: Raw -521449.386394 + Penalty 830.553247 = -520618.833147 nChanged 528 SP:Iteration 6F (1657.710000 sec): 3 clusters Score: Raw -521789.976974 + Penalty 830.553247 = -520959.423726 nChanged 436 SP:Iteration 7Q (1657.720000 sec): 3 clusters Score: Raw -522038.449006 + Penalty 830.553247 = -521207.895759 nChanged 358 SP:Iteration 8Q (1657.730000 sec): 3 clusters Score: Raw -522205.096550 + Penalty 830.553247 = -521374.543303 nChanged 268 SP:Iteration 9Q (1657.740000 sec): 3 clusters Score: Raw -522300.491784 + Penalty 830.553247 = -521469.938537 nChanged 227 SP:Iteration 10Q (1657.750000 sec): 3 clusters Score: Raw -522377.201371 + Penalty 830.553247 = -521546.648124 nChanged 170 SP:Iteration 11Q (1657.760000 sec): 3 clusters Score: Raw -522417.039206 + Penalty 830.553247 = -521586.485959 nChanged 140 SP:Iteration 12Q (1657.770000 sec): 3 clusters Score: Raw -522440.943961 + Penalty 830.553247 = -521610.390713 nChanged 105 SP:Iteration 13Q (1657.780000 sec): 3 clusters Score: Raw -522459.607554 + Penalty 830.553247 = -521629.054307 nChanged 98 SP:Iteration 14Q (1657.790000 sec): 3 clusters Score: Raw -522475.445213 + Penalty 830.553247 = -521644.891965 nChanged 85 SP:Iteration 15Q (1657.800000 sec): 3 clusters Score: Raw -522487.888690 + Penalty 830.553247 = -521657.335442 nChanged 63 SP:Iteration 16Q (1657.810000 sec): 3 clusters Score: Raw -522496.028534 + Penalty 830.553247 = -521665.475286 nChanged 51 SP:Iteration 17Q (1657.820000 sec): 3 clusters Score: Raw -522502.961962 + Penalty 830.553247 = -521672.408715 nChanged 43 SP:Iteration 18Q (1657.830000 sec): 3 clusters Score: Raw -522507.374139 + Penalty 830.553247 = -521676.820892 nChanged 48 SP:Iteration 19Q (1657.840000 sec): 3 clusters Score: Raw -522512.661355 + Penalty 830.553247 = -521682.108107 nChanged 41 SP:Iteration 20F (1657.850000 sec): 3 clusters Score: Raw -522516.575695 + Penalty 830.553247 = -521686.022447 nChanged 42 SP:Iteration 21Q (1657.860000 sec): 3 clusters Score: Raw -522520.294093 + Penalty 830.553247 = -521689.740845 nChanged 36 SP:Iteration 22Q (1657.870000 sec): 3 clusters Score: Raw -522523.938780 + Penalty 830.553247 = -521693.385533 nChanged 42 SP:Iteration 23Q (1657.880000 sec): 3 clusters Score: Raw -522527.693390 + Penalty 830.553247 = -521697.140143 nChanged 41 SP:Iteration 24Q (1657.890000 sec): 3 clusters Score: Raw -522531.461193 + Penalty 830.553247 = -521700.907946 nChanged 40 SP:Iteration 25Q (1657.900000 sec): 3 clusters Score: Raw -522534.135117 + Penalty 830.553247 = -521703.581870 nChanged 30 SP:Iteration 26Q (1657.910000 sec): 3 clusters Score: Raw -522535.630855 + Penalty 830.553247 = -521705.077607 nChanged 25 SP:Iteration 27Q (1657.930000 sec): 3 clusters Score: Raw -522537.250779 + Penalty 830.553247 = -521706.697532 nChanged 24 SP:Iteration 28Q (1657.940000 sec): 3 clusters Score: Raw -522538.765422 + Penalty 830.553247 = -521708.212174 nChanged 20 SP:Iteration 29Q (1657.950000 sec): 3 clusters Score: Raw -522539.777738 + Penalty 830.553247 = -521709.224491 nChanged 19 SP:Iteration 30Q (1657.960000 sec): 3 clusters Score: Raw -522540.881057 + Penalty 830.553247 = -521710.327809 nChanged 20 SP:Iteration 31Q (1657.970000 sec): 3 clusters Score: Raw -522541.877994 + Penalty 830.553247 = -521711.324746 nChanged 14 SP:Iteration 32Q (1657.980000 sec): 3 clusters Score: Raw -522542.502896 + Penalty 830.553247 = -521711.949648 nChanged 11 SP:Iteration 33Q (1657.990000 sec): 3 clusters Score: Raw -522542.848557 + Penalty 830.553247 = -521712.295310 nChanged 6 SP:Iteration 34Q (1658.000000 sec): 3 clusters Score: Raw -522542.998807 + Penalty 830.553247 = -521712.445559 nChanged 8 SP:Iteration 35Q (1658.010000 sec): 3 clusters Score: Raw -522543.163696 + Penalty 830.553247 = -521712.610448 nChanged 5 SP:Iteration 36Q (1658.020000 sec): 3 clusters Score: Raw -522543.327306 + Penalty 830.553247 = -521712.774059 nChanged 4 SP:Iteration 37Q (1658.030000 sec): 3 clusters Score: Raw -522543.394249 + Penalty 830.553247 = -521712.841001 nChanged 0 SP:Iteration 38F (1658.040000 sec): 3 clusters Score: Raw -522543.394249 + Penalty 830.553247 = -521712.841001 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.050000 sec): 2 clusters Score: Raw -157348.868167 + Penalty 363.617449 = -156985.250718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.050000 sec): 3 clusters Score: Raw -155619.059635 + Penalty 727.234898 = -154891.824737 nChanged 1296 SP:Iteration 1F (1658.050000 sec): 3 clusters Score: Raw -156386.949279 + Penalty 727.234898 = -155659.714382 nChanged 199 SP:Iteration 2F (1658.060000 sec): 3 clusters Score: Raw -156495.326145 + Penalty 727.234898 = -155768.091248 nChanged 169 SP:Iteration 3F (1658.060000 sec): 3 clusters Score: Raw -156580.069669 + Penalty 727.234898 = -155852.834772 nChanged 129 SP:Iteration 4Q (1658.070000 sec): 3 clusters Score: Raw -156637.602574 + Penalty 727.234898 = -155910.367677 nChanged 109 SP:Iteration 5Q (1658.070000 sec): 3 clusters Score: Raw -156687.325335 + Penalty 727.234898 = -155960.090437 nChanged 104 SP:Iteration 6Q (1658.070000 sec): 3 clusters Score: Raw -156744.979699 + Penalty 727.234898 = -156017.744801 nChanged 126 SP:Iteration 7Q (1658.070000 sec): 3 clusters Score: Raw -156817.689151 + Penalty 727.234898 = -156090.454254 nChanged 131 SP:Iteration 8Q (1658.080000 sec): 3 clusters Score: Raw -156892.120118 + Penalty 727.234898 = -156164.885221 nChanged 113 SP:Iteration 9Q (1658.080000 sec): 3 clusters Score: Raw -156945.764346 + Penalty 727.234898 = -156218.529449 nChanged 88 SP:Iteration 10Q (1658.090000 sec): 3 clusters Score: Raw -156986.527313 + Penalty 727.234898 = -156259.292415 nChanged 74 SP:Iteration 11Q (1658.090000 sec): 3 clusters Score: Raw -157019.303686 + Penalty 727.234898 = -156292.068788 nChanged 71 SP:Iteration 12Q (1658.090000 sec): 3 clusters Score: Raw -157048.462573 + Penalty 727.234898 = -156321.227676 nChanged 53 SP:Iteration 13Q (1658.090000 sec): 3 clusters Score: Raw -157062.453860 + Penalty 727.234898 = -156335.218963 nChanged 28 SP:Iteration 14Q (1658.100000 sec): 3 clusters Score: Raw -157069.461401 + Penalty 727.234898 = -156342.226504 nChanged 19 SP:Iteration 15Q (1658.100000 sec): 3 clusters Score: Raw -157072.916407 + Penalty 727.234898 = -156345.681509 nChanged 17 SP:Iteration 16Q (1658.110000 sec): 3 clusters Score: Raw -157075.359149 + Penalty 727.234898 = -156348.124251 nChanged 10 SP:Iteration 17Q (1658.110000 sec): 3 clusters Score: Raw -157076.244368 + Penalty 727.234898 = -156349.009471 nChanged 6 SP:Iteration 18Q (1658.110000 sec): 3 clusters Score: Raw -157076.689548 + Penalty 727.234898 = -156349.454650 nChanged 1 SP:Iteration 19Q (1658.110000 sec): 3 clusters Score: Raw -157076.800300 + Penalty 727.234898 = -156349.565403 nChanged 0 SP:Iteration 20F (1658.120000 sec): 3 clusters Score: Raw -157076.800300 + Penalty 727.234898 = -156349.565403 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.120000 sec): 2 clusters Score: Raw -2942.835141 + Penalty 186.292678 = -2756.542464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.120000 sec): 3 clusters Score: Raw -3136.940337 + Penalty 372.585355 = -2764.354982 nChanged 17 SP:Iteration 1F (1658.120000 sec): 3 clusters Score: Raw -3219.685376 + Penalty 372.585355 = -2847.100021 nChanged 1 SP:Iteration 2Q (1658.120000 sec): 3 clusters Score: Raw -3236.780598 + Penalty 372.585355 = -2864.195242 nChanged 0 SP:Iteration 3F (1658.120000 sec): 3 clusters Score: Raw -3236.780598 + Penalty 372.585355 = -2864.195242 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.130000 sec): 2 clusters Score: Raw -104208.894575 + Penalty 343.531158 = -103865.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.130000 sec): 3 clusters Score: Raw -103163.794817 + Penalty 687.062316 = -102476.732501 nChanged 791 SP:Iteration 1F (1658.130000 sec): 3 clusters Score: Raw -103664.432535 + Penalty 687.062316 = -102977.370219 nChanged 135 SP:Iteration 2F (1658.130000 sec): 3 clusters Score: Raw -103735.506983 + Penalty 687.062316 = -103048.444667 nChanged 108 SP:Iteration 3F (1658.130000 sec): 3 clusters Score: Raw -103796.697023 + Penalty 687.062316 = -103109.634707 nChanged 96 SP:Iteration 4F (1658.130000 sec): 3 clusters Score: Raw -103845.043993 + Penalty 687.062316 = -103157.981677 nChanged 76 SP:Iteration 5Q (1658.140000 sec): 3 clusters Score: Raw -103882.137558 + Penalty 687.062316 = -103195.075242 nChanged 77 SP:Iteration 6Q (1658.140000 sec): 3 clusters Score: Raw -103921.449696 + Penalty 687.062316 = -103234.387380 nChanged 75 SP:Iteration 7Q (1658.140000 sec): 3 clusters Score: Raw -103960.343642 + Penalty 687.062316 = -103273.281326 nChanged 69 SP:Iteration 8Q (1658.140000 sec): 3 clusters Score: Raw -104004.307135 + Penalty 687.062316 = -103317.244819 nChanged 72 SP:Iteration 9Q (1658.150000 sec): 3 clusters Score: Raw -104055.606185 + Penalty 687.062316 = -103368.543869 nChanged 62 SP:Iteration 10Q (1658.150000 sec): 3 clusters Score: Raw -104098.875351 + Penalty 687.062316 = -103411.813034 nChanged 49 SP:Iteration 11Q (1658.150000 sec): 3 clusters Score: Raw -104140.650272 + Penalty 687.062316 = -103453.587956 nChanged 47 SP:Iteration 12Q (1658.150000 sec): 3 clusters Score: Raw -104182.260539 + Penalty 687.062316 = -103495.198223 nChanged 29 SP:Iteration 13Q (1658.150000 sec): 3 clusters Score: Raw -104212.177999 + Penalty 687.062316 = -103525.115683 nChanged 25 SP:Iteration 14Q (1658.160000 sec): 3 clusters Score: Raw -104238.101300 + Penalty 687.062316 = -103551.038984 nChanged 26 SP:Iteration 15Q (1658.160000 sec): 3 clusters Score: Raw -104266.240013 + Penalty 687.062316 = -103579.177696 nChanged 15 SP:Iteration 16Q (1658.160000 sec): 3 clusters Score: Raw -104280.253655 + Penalty 687.062316 = -103593.191339 nChanged 10 SP:Iteration 17Q (1658.160000 sec): 3 clusters Score: Raw -104288.318870 + Penalty 687.062316 = -103601.256553 nChanged 1 SP:Iteration 18Q (1658.160000 sec): 3 clusters Score: Raw -104288.498469 + Penalty 687.062316 = -103601.436153 nChanged 0 SP:Iteration 19F (1658.170000 sec): 3 clusters Score: Raw -104288.498469 + Penalty 687.062316 = -103601.436153 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.170000 sec): 2 clusters Score: Raw -1839.586410 + Penalty 177.997047 = -1661.589363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.170000 sec): 3 clusters Score: Raw -1905.281009 + Penalty 355.994093 = -1549.286915 nChanged 10 SP:Iteration 1F (1658.170000 sec): 3 clusters Score: Raw -1941.315630 + Penalty 355.994093 = -1585.321537 nChanged 3 SP:Iteration 2F (1658.170000 sec): 3 clusters Score: Raw -1964.825355 + Penalty 355.994093 = -1608.831261 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.170000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.170000 sec): 3 clusters Score: Raw -10580.977901 + Penalty 471.542303 = -10109.435597 nChanged 51 SP:Iteration 1F (1658.170000 sec): 3 clusters Score: Raw -10650.440055 + Penalty 471.542303 = -10178.897752 nChanged 11 SP:Iteration 2F (1658.170000 sec): 3 clusters Score: Raw -10663.976273 + Penalty 471.542303 = -10192.433970 nChanged 4 SP:Iteration 3Q (1658.170000 sec): 3 clusters Score: Raw -10668.189447 + Penalty 471.542303 = -10196.647144 nChanged 2 SP:Iteration 4Q (1658.170000 sec): 3 clusters Score: Raw -10670.444908 + Penalty 471.542303 = -10198.902605 nChanged 1 SP:Iteration 5Q (1658.170000 sec): 3 clusters Score: Raw -10672.048109 + Penalty 471.542303 = -10200.505806 nChanged 2 SP:Iteration 6Q (1658.170000 sec): 3 clusters Score: Raw -10673.422626 + Penalty 471.542303 = -10201.880323 nChanged 0 SP:Iteration 7F (1658.170000 sec): 3 clusters Score: Raw -10673.422626 + Penalty 471.542303 = -10201.880323 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.170000 sec): 2 clusters Score: Raw -9090.468375 + Penalty 232.868718 = -8857.599657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.170000 sec): 3 clusters Score: Raw -9087.891052 + Penalty 465.737437 = -8622.153616 nChanged 40 SP:Iteration 1F (1658.170000 sec): 3 clusters Score: Raw -9166.205407 + Penalty 465.737437 = -8700.467970 nChanged 13 SP:Iteration 2F (1658.170000 sec): 3 clusters Score: Raw -9198.715475 + Penalty 465.737437 = -8732.978038 nChanged 10 SP:Iteration 3F (1658.170000 sec): 3 clusters Score: Raw -9240.092686 + Penalty 465.737437 = -8774.355249 nChanged 5 SP:Iteration 4Q (1658.170000 sec): 3 clusters Score: Raw -9259.792065 + Penalty 465.737437 = -8794.054628 nChanged 2 SP:Iteration 5Q (1658.170000 sec): 3 clusters Score: Raw -9276.432103 + Penalty 465.737437 = -8810.694666 nChanged 1 SP:Iteration 6Q (1658.170000 sec): 3 clusters Score: Raw -9292.428811 + Penalty 465.737437 = -8826.691374 nChanged 3 SP:Iteration 7Q (1658.170000 sec): 3 clusters Score: Raw -9311.606219 + Penalty 465.737437 = -8845.868782 nChanged 1 SP:Iteration 8Q (1658.170000 sec): 3 clusters Score: Raw -9322.271884 + Penalty 465.737437 = -8856.534447 nChanged 0 SP:Iteration 9F (1658.170000 sec): 3 clusters Score: Raw -9322.271884 + Penalty 465.737437 = -8856.534447 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.180000 sec): 2 clusters Score: Raw -87142.757403 + Penalty 334.826806 = -86807.930597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.180000 sec): 3 clusters Score: Raw -86288.662037 + Penalty 669.653612 = -85619.008426 nChanged 636 SP:Iteration 1F (1658.180000 sec): 3 clusters Score: Raw -86657.136645 + Penalty 669.653612 = -85987.483033 nChanged 128 SP:Iteration 2F (1658.180000 sec): 3 clusters Score: Raw -86736.953507 + Penalty 669.653612 = -86067.299895 nChanged 96 SP:Iteration 3F (1658.180000 sec): 3 clusters Score: Raw -86800.488591 + Penalty 669.653612 = -86130.834980 nChanged 83 SP:Iteration 4F (1658.190000 sec): 3 clusters Score: Raw -86863.234663 + Penalty 669.653612 = -86193.581051 nChanged 80 SP:Iteration 5F (1658.190000 sec): 3 clusters Score: Raw -86916.710546 + Penalty 669.653612 = -86247.056934 nChanged 71 SP:Iteration 6Q (1658.190000 sec): 3 clusters Score: Raw -86968.118033 + Penalty 669.653612 = -86298.464422 nChanged 69 SP:Iteration 7Q (1658.190000 sec): 3 clusters Score: Raw -87019.546794 + Penalty 669.653612 = -86349.893183 nChanged 45 SP:Iteration 8Q (1658.190000 sec): 3 clusters Score: Raw -87056.680663 + Penalty 669.653612 = -86387.027051 nChanged 40 SP:Iteration 9Q (1658.190000 sec): 3 clusters Score: Raw -87092.173632 + Penalty 669.653612 = -86422.520021 nChanged 37 SP:Iteration 10Q (1658.190000 sec): 3 clusters Score: Raw -87123.930184 + Penalty 669.653612 = -86454.276572 nChanged 27 SP:Iteration 11Q (1658.200000 sec): 3 clusters Score: Raw -87148.418175 + Penalty 669.653612 = -86478.764563 nChanged 18 SP:Iteration 12Q (1658.200000 sec): 3 clusters Score: Raw -87167.842048 + Penalty 669.653612 = -86498.188436 nChanged 9 SP:Iteration 13Q (1658.200000 sec): 3 clusters Score: Raw -87173.675071 + Penalty 669.653612 = -86504.021459 nChanged 7 SP:Iteration 14Q (1658.200000 sec): 3 clusters Score: Raw -87184.704358 + Penalty 669.653612 = -86515.050746 nChanged 4 SP:Iteration 15Q (1658.200000 sec): 3 clusters Score: Raw -87190.469567 + Penalty 669.653612 = -86520.815956 nChanged 1 SP:Iteration 16Q (1658.210000 sec): 3 clusters Score: Raw -87191.577321 + Penalty 669.653612 = -86521.923709 nChanged 1 SP:Iteration 17Q (1658.210000 sec): 3 clusters Score: Raw -87192.782486 + Penalty 669.653612 = -86523.128874 nChanged 1 SP:Iteration 18Q (1658.210000 sec): 3 clusters Score: Raw -87194.491467 + Penalty 669.653612 = -86524.837855 nChanged 0 SP:Iteration 19F (1658.210000 sec): 3 clusters Score: Raw -87194.491467 + Penalty 669.653612 = -86524.837855 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.420000 sec): 2 clusters Score: Raw -6498658.448842 + Penalty 528.684762 = -6498129.764080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.570000 sec): 3 clusters Score: Raw -6423979.031640 + Penalty 1057.369523 = -6422921.662117 nChanged 54510 SP:Iteration 1F (1658.720000 sec): 3 clusters Score: Raw -6461817.325028 + Penalty 1057.369523 = -6460759.955505 nChanged 9178 SP:Iteration 2F (1658.870000 sec): 3 clusters Score: Raw -6469204.916531 + Penalty 1057.369523 = -6468147.547008 nChanged 9743 SP:Iteration 3F (1659.030000 sec): 3 clusters Score: Raw -6478939.728571 + Penalty 1057.369523 = -6477882.359047 nChanged 7890 SP:Iteration 4F (1659.170000 sec): 3 clusters Score: Raw -6487242.678715 + Penalty 1057.369523 = -6486185.309192 nChanged 4931 SP:Iteration 5Q (1659.330000 sec): 3 clusters Score: Raw -6492067.774095 + Penalty 1057.369523 = -6491010.404572 nChanged 2836 SP:Iteration 6Q (1659.470000 sec): 3 clusters Score: Raw -6494578.574035 + Penalty 1057.369523 = -6493521.204512 nChanged 1835 SP:Iteration 7Q (1659.610000 sec): 3 clusters Score: Raw -6496051.757713 + Penalty 1057.369523 = -6494994.388190 nChanged 1279 SP:Iteration 8Q (1659.740000 sec): 3 clusters Score: Raw -6497008.455397 + Penalty 1057.369523 = -6495951.085874 nChanged 860 SP:Iteration 9Q (1659.860000 sec): 3 clusters Score: Raw -6497614.496677 + Penalty 1057.369523 = -6496557.127154 nChanged 562 SP:Iteration 10Q (1659.990000 sec): 3 clusters Score: Raw -6497990.523653 + Penalty 1057.369523 = -6496933.154130 nChanged 385 SP:Iteration 11Q (1660.110000 sec): 3 clusters Score: Raw -6498256.760179 + Penalty 1057.369523 = -6497199.390656 nChanged 238 SP:Iteration 12Q (1660.230000 sec): 3 clusters Score: Raw -6498421.847537 + Penalty 1057.369523 = -6497364.478014 nChanged 168 SP:Iteration 13Q (1660.350000 sec): 3 clusters Score: Raw -6498532.308472 + Penalty 1057.369523 = -6497474.938949 nChanged 112 SP:Iteration 14Q (1660.470000 sec): 3 clusters Score: Raw -6498597.191959 + Penalty 1057.369523 = -6497539.822436 nChanged 82 SP:Iteration 15Q (1660.600000 sec): 3 clusters Score: Raw -6498638.168074 + Penalty 1057.369523 = -6497580.798551 nChanged 57 SP:Iteration 16Q (1660.720000 sec): 3 clusters Score: Raw -6498662.744751 + Penalty 1057.369523 = -6497605.375228 nChanged 42 SP:Iteration 17Q (1660.840000 sec): 3 clusters Score: Raw -6498676.524254 + Penalty 1057.369523 = -6497619.154731 nChanged 36 SP:Iteration 18Q (1660.960000 sec): 3 clusters Score: Raw -6498691.359008 + Penalty 1057.369523 = -6497633.989485 nChanged 38 SP:Iteration 19Q (1661.080000 sec): 3 clusters Score: Raw -6498707.908126 + Penalty 1057.369523 = -6497650.538603 nChanged 32 SP:Iteration 20F (1661.230000 sec): 3 clusters Score: Raw -6498722.950531 + Penalty 1057.369523 = -6497665.581008 nChanged 23 SP:Iteration 21Q (1661.350000 sec): 3 clusters Score: Raw -6498732.819701 + Penalty 1057.369523 = -6497675.450178 nChanged 18 SP:Iteration 22Q (1661.460000 sec): 3 clusters Score: Raw -6498739.731424 + Penalty 1057.369523 = -6497682.361901 nChanged 10 SP:Iteration 23Q (1661.580000 sec): 3 clusters Score: Raw -6498744.025038 + Penalty 1057.369523 = -6497686.655515 nChanged 10 SP:Iteration 24Q (1661.700000 sec): 3 clusters Score: Raw -6498747.627143 + Penalty 1057.369523 = -6497690.257620 nChanged 7 SP:Iteration 25Q (1661.830000 sec): 3 clusters Score: Raw -6498749.448531 + Penalty 1057.369523 = -6497692.079007 nChanged 4 SP:Iteration 26Q (1661.950000 sec): 3 clusters Score: Raw -6498751.129132 + Penalty 1057.369523 = -6497693.759609 nChanged 5 SP:Iteration 27Q (1662.070000 sec): 3 clusters Score: Raw -6498753.622563 + Penalty 1057.369523 = -6497696.253040 nChanged 6 SP:Iteration 28Q (1662.190000 sec): 3 clusters Score: Raw -6498756.165081 + Penalty 1057.369523 = -6497698.795558 nChanged 6 SP:Iteration 29Q (1662.310000 sec): 3 clusters Score: Raw -6498758.153307 + Penalty 1057.369523 = -6497700.783784 nChanged 3 SP:Iteration 30Q (1662.430000 sec): 3 clusters Score: Raw -6498759.490731 + Penalty 1057.369523 = -6497702.121208 nChanged 4 SP:Iteration 31Q (1662.550000 sec): 3 clusters Score: Raw -6498760.619806 + Penalty 1057.369523 = -6497703.250283 nChanged 5 SP:Iteration 32Q (1662.670000 sec): 3 clusters Score: Raw -6498761.770467 + Penalty 1057.369523 = -6497704.400944 nChanged 3 SP:Iteration 33Q (1662.790000 sec): 3 clusters Score: Raw -6498762.230247 + Penalty 1057.369523 = -6497704.860724 nChanged 0 SP:Iteration 34F (1662.940000 sec): 3 clusters Score: Raw -6498762.230247 + Penalty 1057.369523 = -6497704.860724 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1662.990000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1662.990000 sec): 3 clusters Score: Raw -12231.818160 + Penalty 489.989051 = -11741.829109 nChanged 64 SP:Iteration 1F (1662.990000 sec): 3 clusters Score: Raw -12310.497728 + Penalty 489.989051 = -11820.508677 nChanged 19 SP:Iteration 2F (1662.990000 sec): 3 clusters Score: Raw -12335.582287 + Penalty 489.989051 = -11845.593236 nChanged 10 SP:Iteration 3Q (1662.990000 sec): 3 clusters Score: Raw -12351.846959 + Penalty 489.989051 = -11861.857908 nChanged 8 SP:Iteration 4Q (1662.990000 sec): 3 clusters Score: Raw -12365.146242 + Penalty 489.989051 = -11875.157191 nChanged 4 SP:Iteration 5Q (1662.990000 sec): 3 clusters Score: Raw -12371.955129 + Penalty 489.989051 = -11881.966078 nChanged 3 SP:Iteration 6Q (1662.990000 sec): 3 clusters Score: Raw -12374.497501 + Penalty 489.989051 = -11884.508450 nChanged 1 SP:Iteration 7Q (1662.990000 sec): 3 clusters Score: Raw -12376.194768 + Penalty 489.989051 = -11886.205717 nChanged 0 SP:Iteration 8F (1662.990000 sec): 3 clusters Score: Raw -12376.194768 + Penalty 489.989051 = -11886.205717 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.000000 sec): 2 clusters Score: Raw -146974.288396 + Penalty 358.507763 = -146615.780633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.000000 sec): 3 clusters Score: Raw -145463.746621 + Penalty 717.015525 = -144746.731095 nChanged 1144 SP:Iteration 1F (1663.010000 sec): 3 clusters Score: Raw -146090.673884 + Penalty 717.015525 = -145373.658358 nChanged 191 SP:Iteration 2F (1663.010000 sec): 3 clusters Score: Raw -146200.451014 + Penalty 717.015525 = -145483.435489 nChanged 153 SP:Iteration 3F (1663.010000 sec): 3 clusters Score: Raw -146279.472291 + Penalty 717.015525 = -145562.456766 nChanged 146 SP:Iteration 4F (1663.010000 sec): 3 clusters Score: Raw -146354.341591 + Penalty 717.015525 = -145637.326066 nChanged 126 SP:Iteration 5Q (1663.020000 sec): 3 clusters Score: Raw -146430.338237 + Penalty 717.015525 = -145713.322712 nChanged 155 SP:Iteration 6F (1663.020000 sec): 3 clusters Score: Raw -146527.119234 + Penalty 717.015525 = -145810.103709 nChanged 131 SP:Iteration 7Q (1663.020000 sec): 3 clusters Score: Raw -146638.128794 + Penalty 717.015525 = -145921.113269 nChanged 117 SP:Iteration 8Q (1663.030000 sec): 3 clusters Score: Raw -146756.510035 + Penalty 717.015525 = -146039.494510 nChanged 94 SP:Iteration 9Q (1663.030000 sec): 3 clusters Score: Raw -146849.291854 + Penalty 717.015525 = -146132.276329 nChanged 70 SP:Iteration 10Q (1663.030000 sec): 3 clusters Score: Raw -146909.511201 + Penalty 717.015525 = -146192.495675 nChanged 49 SP:Iteration 11Q (1663.030000 sec): 3 clusters Score: Raw -146943.748249 + Penalty 717.015525 = -146226.732723 nChanged 36 SP:Iteration 12Q (1663.040000 sec): 3 clusters Score: Raw -146959.961980 + Penalty 717.015525 = -146242.946455 nChanged 29 SP:Iteration 13Q (1663.040000 sec): 3 clusters Score: Raw -146976.610797 + Penalty 717.015525 = -146259.595272 nChanged 21 SP:Iteration 14Q (1663.040000 sec): 3 clusters Score: Raw -146991.937443 + Penalty 717.015525 = -146274.921918 nChanged 17 SP:Iteration 15Q (1663.050000 sec): 3 clusters Score: Raw -147006.761672 + Penalty 717.015525 = -146289.746147 nChanged 16 SP:Iteration 16Q (1663.050000 sec): 3 clusters Score: Raw -147025.285906 + Penalty 717.015525 = -146308.270381 nChanged 17 SP:Iteration 17Q (1663.050000 sec): 3 clusters Score: Raw -147038.244380 + Penalty 717.015525 = -146321.228854 nChanged 14 SP:Iteration 18Q (1663.050000 sec): 3 clusters Score: Raw -147051.032492 + Penalty 717.015525 = -146334.016967 nChanged 14 SP:Iteration 19Q (1663.050000 sec): 3 clusters Score: Raw -147060.981790 + Penalty 717.015525 = -146343.966265 nChanged 11 SP:Iteration 20F (1663.060000 sec): 3 clusters Score: Raw -147067.735085 + Penalty 717.015525 = -146350.719560 nChanged 9 SP:Iteration 21Q (1663.060000 sec): 3 clusters Score: Raw -147072.581363 + Penalty 717.015525 = -146355.565838 nChanged 11 SP:Iteration 22Q (1663.060000 sec): 3 clusters Score: Raw -147079.441584 + Penalty 717.015525 = -146362.426059 nChanged 10 SP:Iteration 23Q (1663.070000 sec): 3 clusters Score: Raw -147082.988570 + Penalty 717.015525 = -146365.973045 nChanged 5 SP:Iteration 24Q (1663.070000 sec): 3 clusters Score: Raw -147084.870306 + Penalty 717.015525 = -146367.854781 nChanged 5 SP:Iteration 25Q (1663.070000 sec): 3 clusters Score: Raw -147085.984754 + Penalty 717.015525 = -146368.969229 nChanged 1 SP:Iteration 26Q (1663.070000 sec): 3 clusters Score: Raw -147086.180095 + Penalty 717.015525 = -146369.164570 nChanged 1 SP:Iteration 27Q (1663.070000 sec): 3 clusters Score: Raw -147086.317277 + Penalty 717.015525 = -146369.301752 nChanged 0 SP:Iteration 28F (1663.080000 sec): 3 clusters Score: Raw -147086.317277 + Penalty 717.015525 = -146369.301752 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.080000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.080000 sec): 3 clusters Score: Raw -10425.768315 + Penalty 474.559154 = -9951.209162 nChanged 50 SP:Iteration 1F (1663.080000 sec): 3 clusters Score: Raw -10474.478341 + Penalty 474.559154 = -9999.919187 nChanged 10 SP:Iteration 2F (1663.080000 sec): 3 clusters Score: Raw -10484.493466 + Penalty 474.559154 = -10009.934312 nChanged 6 SP:Iteration 3Q (1663.080000 sec): 3 clusters Score: Raw -10494.199520 + Penalty 474.559154 = -10019.640366 nChanged 4 SP:Iteration 4Q (1663.080000 sec): 3 clusters Score: Raw -10498.576649 + Penalty 474.559154 = -10024.017495 nChanged 3 SP:Iteration 5Q (1663.080000 sec): 3 clusters Score: Raw -10504.736856 + Penalty 474.559154 = -10030.177702 nChanged 3 SP:Iteration 6Q (1663.080000 sec): 3 clusters Score: Raw -10509.155779 + Penalty 474.559154 = -10034.596625 nChanged 1 SP:Iteration 7Q (1663.080000 sec): 3 clusters Score: Raw -10515.563358 + Penalty 474.559154 = -10041.004204 nChanged 3 SP:Iteration 8Q (1663.080000 sec): 3 clusters Score: Raw -10524.351532 + Penalty 474.559154 = -10049.792378 nChanged 5 SP:Iteration 9Q (1663.080000 sec): 3 clusters Score: Raw -10533.648154 + Penalty 474.559154 = -10059.089000 nChanged 1 SP:Iteration 10Q (1663.080000 sec): 3 clusters Score: Raw -10534.780256 + Penalty 474.559154 = -10060.221102 nChanged 1 SP:Iteration 11Q (1663.080000 sec): 3 clusters Score: Raw -10535.432026 + Penalty 474.559154 = -10060.872872 nChanged 0 SP:Iteration 12F (1663.080000 sec): 3 clusters Score: Raw -10535.432026 + Penalty 474.559154 = -10060.872872 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.080000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.080000 sec): 3 clusters Score: Raw -5750.159422 + Penalty 427.743713 = -5322.415709 nChanged 20 SP:Iteration 1F (1663.080000 sec): 3 clusters Score: Raw -5790.798208 + Penalty 427.743713 = -5363.054494 nChanged 9 SP:Iteration 2F (1663.090000 sec): 3 clusters Score: Raw -5811.320650 + Penalty 427.743713 = -5383.576936 nChanged 1 SP:Iteration 3Q (1663.090000 sec): 3 clusters Score: Raw -5813.752179 + Penalty 427.743713 = -5386.008466 nChanged 1 SP:Iteration 4Q (1663.090000 sec): 3 clusters Score: Raw -5814.962990 + Penalty 427.743713 = -5387.219277 nChanged 1 SP:Iteration 5Q (1663.090000 sec): 3 clusters Score: Raw -5820.120273 + Penalty 427.743713 = -5392.376559 nChanged 0 SP:Iteration 6F (1663.090000 sec): 3 clusters Score: Raw -5820.120273 + Penalty 427.743713 = -5392.376559 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.090000 sec): 2 clusters Score: Raw -28621.503073 + Penalty 283.036853 = -28338.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.090000 sec): 3 clusters Score: Raw -28410.706249 + Penalty 566.073705 = -27844.632543 nChanged 158 SP:Iteration 1F (1663.090000 sec): 3 clusters Score: Raw -28506.850534 + Penalty 566.073705 = -27940.776828 nChanged 32 SP:Iteration 2F (1663.090000 sec): 3 clusters Score: Raw -28527.252774 + Penalty 566.073705 = -27961.179069 nChanged 19 SP:Iteration 3Q (1663.090000 sec): 3 clusters Score: Raw -28541.806838 + Penalty 566.073705 = -27975.733132 nChanged 14 SP:Iteration 4Q (1663.090000 sec): 3 clusters Score: Raw -28555.279188 + Penalty 566.073705 = -27989.205482 nChanged 20 SP:Iteration 5Q (1663.090000 sec): 3 clusters Score: Raw -28589.276228 + Penalty 566.073705 = -28023.202522 nChanged 29 SP:Iteration 6F (1663.090000 sec): 3 clusters Score: Raw -28617.662579 + Penalty 566.073705 = -28051.588873 nChanged 22 SP:Iteration 7Q (1663.090000 sec): 3 clusters Score: Raw -28639.176767 + Penalty 566.073705 = -28073.103062 nChanged 20 SP:Iteration 8Q (1663.090000 sec): 3 clusters Score: Raw -28660.536458 + Penalty 566.073705 = -28094.462752 nChanged 18 SP:Iteration 9Q (1663.090000 sec): 3 clusters Score: Raw -28682.885740 + Penalty 566.073705 = -28116.812035 nChanged 16 SP:Iteration 10Q (1663.090000 sec): 3 clusters Score: Raw -28697.428730 + Penalty 566.073705 = -28131.355025 nChanged 10 SP:Iteration 11Q (1663.090000 sec): 3 clusters Score: Raw -28702.994354 + Penalty 566.073705 = -28136.920649 nChanged 8 SP:Iteration 12Q (1663.090000 sec): 3 clusters Score: Raw -28709.604219 + Penalty 566.073705 = -28143.530514 nChanged 7 SP:Iteration 13Q (1663.090000 sec): 3 clusters Score: Raw -28713.963259 + Penalty 566.073705 = -28147.889553 nChanged 3 SP:Iteration 14Q (1663.090000 sec): 3 clusters Score: Raw -28716.033599 + Penalty 566.073705 = -28149.959893 nChanged 2 SP:Iteration 15Q (1663.090000 sec): 3 clusters Score: Raw -28717.122219 + Penalty 566.073705 = -28151.048514 nChanged 1 SP:Iteration 16Q (1663.090000 sec): 3 clusters Score: Raw -28718.142024 + Penalty 566.073705 = -28152.068319 nChanged 2 SP:Iteration 17Q (1663.100000 sec): 3 clusters Score: Raw -28719.051736 + Penalty 566.073705 = -28152.978031 nChanged 1 SP:Iteration 18Q (1663.100000 sec): 3 clusters Score: Raw -28719.473025 + Penalty 566.073705 = -28153.399319 nChanged 1 SP:Iteration 19Q (1663.100000 sec): 3 clusters Score: Raw -28720.801533 + Penalty 566.073705 = -28154.727828 nChanged 2 SP:Iteration 20F (1663.100000 sec): 3 clusters Score: Raw -28721.483054 + Penalty 566.073705 = -28155.409348 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.100000 sec): 2 clusters Score: Raw -27264.823500 + Penalty 284.373874 = -26980.449626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.100000 sec): 3 clusters Score: Raw -27059.484117 + Penalty 568.747747 = -26490.736370 nChanged 183 SP:Iteration 1F (1663.100000 sec): 3 clusters Score: Raw -27173.668709 + Penalty 568.747747 = -26604.920962 nChanged 44 SP:Iteration 2F (1663.100000 sec): 3 clusters Score: Raw -27211.070653 + Penalty 568.747747 = -26642.322906 nChanged 33 SP:Iteration 3F (1663.100000 sec): 3 clusters Score: Raw -27240.448739 + Penalty 568.747747 = -26671.700992 nChanged 46 SP:Iteration 4F (1663.100000 sec): 3 clusters Score: Raw -27293.815460 + Penalty 568.747747 = -26725.067713 nChanged 39 SP:Iteration 5F (1663.100000 sec): 3 clusters Score: Raw -27340.879593 + Penalty 568.747747 = -26772.131846 nChanged 36 SP:Iteration 6F (1663.100000 sec): 3 clusters Score: Raw -27386.648831 + Penalty 568.747747 = -26817.901084 nChanged 18 SP:Iteration 7Q (1663.110000 sec): 3 clusters Score: Raw -27418.495964 + Penalty 568.747747 = -26849.748217 nChanged 15 SP:Iteration 8Q (1663.110000 sec): 3 clusters Score: Raw -27442.084065 + Penalty 568.747747 = -26873.336318 nChanged 10 SP:Iteration 9Q (1663.110000 sec): 3 clusters Score: Raw -27463.153920 + Penalty 568.747747 = -26894.406173 nChanged 9 SP:Iteration 10Q (1663.110000 sec): 3 clusters Score: Raw -27471.151742 + Penalty 568.747747 = -26902.403995 nChanged 3 SP:Iteration 11Q (1663.110000 sec): 3 clusters Score: Raw -27472.684913 + Penalty 568.747747 = -26903.937166 nChanged 1 SP:Iteration 12Q (1663.110000 sec): 3 clusters Score: Raw -27472.958338 + Penalty 568.747747 = -26904.210591 nChanged 1 SP:Iteration 13Q (1663.110000 sec): 3 clusters Score: Raw -27473.390825 + Penalty 568.747747 = -26904.643078 nChanged 2 SP:Iteration 14Q (1663.110000 sec): 3 clusters Score: Raw -27474.060647 + Penalty 568.747747 = -26905.312900 nChanged 0 SP:Iteration 15F (1663.110000 sec): 3 clusters Score: Raw -27474.060647 + Penalty 568.747747 = -26905.312900 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.110000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.110000 sec): 3 clusters Score: Raw -2650.388269 + Penalty 364.667320 = -2285.720949 nChanged 10 SP:Iteration 1F (1663.110000 sec): 3 clusters Score: Raw -2680.701063 + Penalty 364.667320 = -2316.033743 nChanged 3 SP:Iteration 2F (1663.110000 sec): 3 clusters Score: Raw -2701.559652 + Penalty 364.667320 = -2336.892332 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.110000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.110000 sec): 3 clusters Score: Raw -9338.708754 + Penalty 460.118368 = -8878.590386 nChanged 36 SP:Iteration 1F (1663.110000 sec): 3 clusters Score: Raw -9379.248468 + Penalty 460.118368 = -8919.130099 nChanged 6 SP:Iteration 2Q (1663.110000 sec): 3 clusters Score: Raw -9389.279521 + Penalty 460.118368 = -8929.161153 nChanged 0 SP:Iteration 3F (1663.110000 sec): 3 clusters Score: Raw -9389.279521 + Penalty 460.118368 = -8929.161153 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.110000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.110000 sec): 3 clusters Score: Raw -19375.766516 + Penalty 526.328092 = -18849.438424 nChanged 103 SP:Iteration 1F (1663.110000 sec): 3 clusters Score: Raw -19470.036917 + Penalty 526.328092 = -18943.708826 nChanged 18 SP:Iteration 2F (1663.110000 sec): 3 clusters Score: Raw -19488.875675 + Penalty 526.328092 = -18962.547584 nChanged 10 SP:Iteration 3Q (1663.110000 sec): 3 clusters Score: Raw -19504.433153 + Penalty 526.328092 = -18978.105061 nChanged 9 SP:Iteration 4Q (1663.110000 sec): 3 clusters Score: Raw -19515.614646 + Penalty 526.328092 = -18989.286555 nChanged 9 SP:Iteration 5Q (1663.110000 sec): 3 clusters Score: Raw -19532.102129 + Penalty 526.328092 = -19005.774037 nChanged 8 SP:Iteration 6Q (1663.120000 sec): 3 clusters Score: Raw -19538.414167 + Penalty 526.328092 = -19012.086075 nChanged 4 SP:Iteration 7Q (1663.120000 sec): 3 clusters Score: Raw -19540.555531 + Penalty 526.328092 = -19014.227439 nChanged 1 SP:Iteration 8Q (1663.120000 sec): 3 clusters Score: Raw -19541.730029 + Penalty 526.328092 = -19015.401937 nChanged 1 SP:Iteration 9Q (1663.120000 sec): 3 clusters Score: Raw -19543.144929 + Penalty 526.328092 = -19016.816838 nChanged 2 SP:Iteration 10Q (1663.120000 sec): 3 clusters Score: Raw -19545.876809 + Penalty 526.328092 = -19019.548717 nChanged 3 SP:Iteration 11Q (1663.120000 sec): 3 clusters Score: Raw -19551.913571 + Penalty 526.328092 = -19025.585479 nChanged 4 SP:Iteration 12Q (1663.120000 sec): 3 clusters Score: Raw -19560.381185 + Penalty 526.328092 = -19034.053093 nChanged 4 SP:Iteration 13Q (1663.120000 sec): 3 clusters Score: Raw -19566.957529 + Penalty 526.328092 = -19040.629437 nChanged 3 SP:Iteration 14Q (1663.120000 sec): 3 clusters Score: Raw -19569.885001 + Penalty 526.328092 = -19043.556909 nChanged 3 SP:Iteration 15Q (1663.120000 sec): 3 clusters Score: Raw -19572.255085 + Penalty 526.328092 = -19045.926993 nChanged 0 SP:Iteration 16F (1663.120000 sec): 3 clusters Score: Raw -19572.255085 + Penalty 526.328092 = -19045.926993 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.120000 sec): 2 clusters Score: Raw -5325.393846 + Penalty 214.283624 = -5111.110222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.120000 sec): 3 clusters Score: Raw -5321.830967 + Penalty 428.567248 = -4893.263718 nChanged 20 SP:Iteration 1F (1663.120000 sec): 3 clusters Score: Raw -5348.755490 + Penalty 428.567248 = -4920.188241 nChanged 4 SP:Iteration 2Q (1663.120000 sec): 3 clusters Score: Raw -5354.466568 + Penalty 428.567248 = -4925.899320 nChanged 3 SP:Iteration 3Q (1663.120000 sec): 3 clusters Score: Raw -5358.913561 + Penalty 428.567248 = -4930.346312 nChanged 3 SP:Iteration 4Q (1663.120000 sec): 3 clusters Score: Raw -5362.195668 + Penalty 428.567248 = -4933.628420 nChanged 1 SP:Iteration 5Q (1663.120000 sec): 3 clusters Score: Raw -5365.188696 + Penalty 428.567248 = -4936.621448 nChanged 1 SP:Iteration 6Q (1663.120000 sec): 3 clusters Score: Raw -5365.789931 + Penalty 428.567248 = -4937.222683 nChanged 0 SP:Iteration 7F (1663.120000 sec): 3 clusters Score: Raw -5365.789931 + Penalty 428.567248 = -4937.222683 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.120000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.120000 sec): 3 clusters Score: Raw -13617.133572 + Penalty 499.493333 = -13117.640238 nChanged 65 SP:Iteration 1F (1663.120000 sec): 3 clusters Score: Raw -13733.935654 + Penalty 499.493333 = -13234.442321 nChanged 24 SP:Iteration 2F (1663.130000 sec): 3 clusters Score: Raw -13777.836822 + Penalty 499.493333 = -13278.343489 nChanged 10 SP:Iteration 3Q (1663.130000 sec): 3 clusters Score: Raw -13795.804571 + Penalty 499.493333 = -13296.311238 nChanged 5 SP:Iteration 4Q (1663.130000 sec): 3 clusters Score: Raw -13803.151708 + Penalty 499.493333 = -13303.658375 nChanged 1 SP:Iteration 5Q (1663.130000 sec): 3 clusters Score: Raw -13805.207602 + Penalty 499.493333 = -13305.714269 nChanged 0 SP:Iteration 6F (1663.130000 sec): 3 clusters Score: Raw -13805.207602 + Penalty 499.493333 = -13305.714269 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.130000 sec): 2 clusters Score: Raw -38486.357698 + Penalty 300.725391 = -38185.632308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.130000 sec): 3 clusters Score: Raw -38145.555081 + Penalty 601.450781 = -37544.104300 nChanged 291 SP:Iteration 1F (1663.130000 sec): 3 clusters Score: Raw -38322.647199 + Penalty 601.450781 = -37721.196418 nChanged 55 SP:Iteration 2F (1663.130000 sec): 3 clusters Score: Raw -38358.951426 + Penalty 601.450781 = -37757.500645 nChanged 36 SP:Iteration 3Q (1663.130000 sec): 3 clusters Score: Raw -38380.711536 + Penalty 601.450781 = -37779.260755 nChanged 33 SP:Iteration 4Q (1663.130000 sec): 3 clusters Score: Raw -38401.560958 + Penalty 601.450781 = -37800.110177 nChanged 18 SP:Iteration 5Q (1663.130000 sec): 3 clusters Score: Raw -38415.552245 + Penalty 601.450781 = -37814.101464 nChanged 16 SP:Iteration 6Q (1663.130000 sec): 3 clusters Score: Raw -38428.261615 + Penalty 601.450781 = -37826.810834 nChanged 14 SP:Iteration 7Q (1663.130000 sec): 3 clusters Score: Raw -38440.014734 + Penalty 601.450781 = -37838.563953 nChanged 17 SP:Iteration 8Q (1663.130000 sec): 3 clusters Score: Raw -38452.310327 + Penalty 601.450781 = -37850.859546 nChanged 19 SP:Iteration 9Q (1663.130000 sec): 3 clusters Score: Raw -38464.319686 + Penalty 601.450781 = -37862.868904 nChanged 14 SP:Iteration 10Q (1663.140000 sec): 3 clusters Score: Raw -38474.709467 + Penalty 601.450781 = -37873.258686 nChanged 11 SP:Iteration 11Q (1663.140000 sec): 3 clusters Score: Raw -38481.840755 + Penalty 601.450781 = -37880.389974 nChanged 10 SP:Iteration 12Q (1663.140000 sec): 3 clusters Score: Raw -38488.553721 + Penalty 601.450781 = -37887.102940 nChanged 7 SP:Iteration 13Q (1663.140000 sec): 3 clusters Score: Raw -38495.023301 + Penalty 601.450781 = -37893.572520 nChanged 11 SP:Iteration 14Q (1663.140000 sec): 3 clusters Score: Raw -38501.278567 + Penalty 601.450781 = -37899.827786 nChanged 3 SP:Iteration 15Q (1663.140000 sec): 3 clusters Score: Raw -38502.359127 + Penalty 601.450781 = -37900.908346 nChanged 2 SP:Iteration 16Q (1663.140000 sec): 3 clusters Score: Raw -38503.433664 + Penalty 601.450781 = -37901.982883 nChanged 3 SP:Iteration 17Q (1663.140000 sec): 3 clusters Score: Raw -38504.504288 + Penalty 601.450781 = -37903.053507 nChanged 2 SP:Iteration 18Q (1663.140000 sec): 3 clusters Score: Raw -38504.789839 + Penalty 601.450781 = -37903.339058 nChanged 0 SP:Iteration 19F (1663.140000 sec): 3 clusters Score: Raw -38504.789839 + Penalty 601.450781 = -37903.339058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.150000 sec): 2 clusters Score: Raw -26468.377116 + Penalty 278.373423 = -26190.003693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.150000 sec): 3 clusters Score: Raw -26277.800802 + Penalty 556.746845 = -25721.053957 nChanged 166 SP:Iteration 1F (1663.150000 sec): 3 clusters Score: Raw -26406.480144 + Penalty 556.746845 = -25849.733299 nChanged 36 SP:Iteration 2F (1663.150000 sec): 3 clusters Score: Raw -26434.587801 + Penalty 556.746845 = -25877.840956 nChanged 14 SP:Iteration 3Q (1663.150000 sec): 3 clusters Score: Raw -26442.202238 + Penalty 556.746845 = -25885.455393 nChanged 6 SP:Iteration 4Q (1663.150000 sec): 3 clusters Score: Raw -26445.851878 + Penalty 556.746845 = -25889.105033 nChanged 7 SP:Iteration 5Q (1663.150000 sec): 3 clusters Score: Raw -26449.975427 + Penalty 556.746845 = -25893.228582 nChanged 3 SP:Iteration 6Q (1663.150000 sec): 3 clusters Score: Raw -26450.831268 + Penalty 556.746845 = -25894.084423 nChanged 1 SP:Iteration 7Q (1663.150000 sec): 3 clusters Score: Raw -26451.929899 + Penalty 556.746845 = -25895.183054 nChanged 2 SP:Iteration 8Q (1663.150000 sec): 3 clusters Score: Raw -26452.400623 + Penalty 556.746845 = -25895.653778 nChanged 2 SP:Iteration 9Q (1663.150000 sec): 3 clusters Score: Raw -26453.151714 + Penalty 556.746845 = -25896.404869 nChanged 2 SP:Iteration 10Q (1663.150000 sec): 3 clusters Score: Raw -26453.937697 + Penalty 556.746845 = -25897.190852 nChanged 3 SP:Iteration 11Q (1663.150000 sec): 3 clusters Score: Raw -26454.625711 + Penalty 556.746845 = -25897.878866 nChanged 2 SP:Iteration 12Q (1663.150000 sec): 3 clusters Score: Raw -26455.032525 + Penalty 556.746845 = -25898.285680 nChanged 2 SP:Iteration 13Q (1663.150000 sec): 3 clusters Score: Raw -26455.869842 + Penalty 556.746845 = -25899.122997 nChanged 2 SP:Iteration 14Q (1663.150000 sec): 3 clusters Score: Raw -26457.322862 + Penalty 556.746845 = -25900.576017 nChanged 2 SP:Iteration 15Q (1663.150000 sec): 3 clusters Score: Raw -26458.645908 + Penalty 556.746845 = -25901.899063 nChanged 3 SP:Iteration 16Q (1663.150000 sec): 3 clusters Score: Raw -26460.061583 + Penalty 556.746845 = -25903.314738 nChanged 4 SP:Iteration 17Q (1663.150000 sec): 3 clusters Score: Raw -26463.466687 + Penalty 556.746845 = -25906.719842 nChanged 4 SP:Iteration 18Q (1663.150000 sec): 3 clusters Score: Raw -26466.205776 + Penalty 556.746845 = -25909.458931 nChanged 5 SP:Iteration 19Q (1663.150000 sec): 3 clusters Score: Raw -26468.907181 + Penalty 556.746845 = -25912.160336 nChanged 3 SP:Iteration 20F (1663.160000 sec): 3 clusters Score: Raw -26473.278853 + Penalty 556.746845 = -25916.532008 nChanged 4 SP:Iteration 21Q (1663.160000 sec): 3 clusters Score: Raw -26474.599241 + Penalty 556.746845 = -25917.852396 nChanged 2 SP:Iteration 22Q (1663.160000 sec): 3 clusters Score: Raw -26476.173082 + Penalty 556.746845 = -25919.426237 nChanged 3 SP:Iteration 23Q (1663.160000 sec): 3 clusters Score: Raw -26477.368955 + Penalty 556.746845 = -25920.622110 nChanged 3 SP:Iteration 24Q (1663.160000 sec): 3 clusters Score: Raw -26478.173833 + Penalty 556.746845 = -25921.426988 nChanged 4 SP:Iteration 25Q (1663.160000 sec): 3 clusters Score: Raw -26479.254830 + Penalty 556.746845 = -25922.507985 nChanged 4 SP:Iteration 26Q (1663.160000 sec): 3 clusters Score: Raw -26482.495834 + Penalty 556.746845 = -25925.748989 nChanged 6 SP:Iteration 27Q (1663.160000 sec): 3 clusters Score: Raw -26486.506418 + Penalty 556.746845 = -25929.759573 nChanged 5 SP:Iteration 28Q (1663.160000 sec): 3 clusters Score: Raw -26489.567446 + Penalty 556.746845 = -25932.820601 nChanged 3 SP:Iteration 29Q (1663.160000 sec): 3 clusters Score: Raw -26490.382530 + Penalty 556.746845 = -25933.635685 nChanged 4 SP:Iteration 30Q (1663.160000 sec): 3 clusters Score: Raw -26492.162213 + Penalty 556.746845 = -25935.415368 nChanged 3 SP:Iteration 31Q (1663.160000 sec): 3 clusters Score: Raw -26492.739846 + Penalty 556.746845 = -25935.993001 nChanged 1 SP:Iteration 32Q (1663.160000 sec): 3 clusters Score: Raw -26492.811708 + Penalty 556.746845 = -25936.064863 nChanged 0 SP:Iteration 33F (1663.160000 sec): 3 clusters Score: Raw -26492.811708 + Penalty 556.746845 = -25936.064863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.170000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.170000 sec): 3 clusters Score: Raw -52391.091750 + Penalty 628.514685 = -51762.577066 nChanged 384 SP:Iteration 1F (1663.170000 sec): 3 clusters Score: Raw -52584.466612 + Penalty 628.514685 = -51955.951927 nChanged 78 SP:Iteration 2F (1663.170000 sec): 3 clusters Score: Raw -52629.738151 + Penalty 628.514685 = -52001.223466 nChanged 50 SP:Iteration 3F (1663.170000 sec): 3 clusters Score: Raw -52657.465294 + Penalty 628.514685 = -52028.950609 nChanged 39 SP:Iteration 4Q (1663.170000 sec): 3 clusters Score: Raw -52678.910922 + Penalty 628.514685 = -52050.396237 nChanged 35 SP:Iteration 5Q (1663.170000 sec): 3 clusters Score: Raw -52697.862098 + Penalty 628.514685 = -52069.347414 nChanged 25 SP:Iteration 6Q (1663.170000 sec): 3 clusters Score: Raw -52711.749937 + Penalty 628.514685 = -52083.235252 nChanged 27 SP:Iteration 7Q (1663.170000 sec): 3 clusters Score: Raw -52722.169636 + Penalty 628.514685 = -52093.654951 nChanged 18 SP:Iteration 8Q (1663.170000 sec): 3 clusters Score: Raw -52727.869988 + Penalty 628.514685 = -52099.355303 nChanged 12 SP:Iteration 9Q (1663.180000 sec): 3 clusters Score: Raw -52734.216057 + Penalty 628.514685 = -52105.701372 nChanged 25 SP:Iteration 10Q (1663.180000 sec): 3 clusters Score: Raw -52748.812782 + Penalty 628.514685 = -52120.298097 nChanged 24 SP:Iteration 11Q (1663.180000 sec): 3 clusters Score: Raw -52763.512653 + Penalty 628.514685 = -52134.997968 nChanged 25 SP:Iteration 12Q (1663.180000 sec): 3 clusters Score: Raw -52776.011158 + Penalty 628.514685 = -52147.496473 nChanged 16 SP:Iteration 13Q (1663.180000 sec): 3 clusters Score: Raw -52780.579914 + Penalty 628.514685 = -52152.065229 nChanged 7 SP:Iteration 14Q (1663.180000 sec): 3 clusters Score: Raw -52782.389059 + Penalty 628.514685 = -52153.874374 nChanged 4 SP:Iteration 15Q (1663.180000 sec): 3 clusters Score: Raw -52783.546012 + Penalty 628.514685 = -52155.031327 nChanged 1 SP:Iteration 16Q (1663.190000 sec): 3 clusters Score: Raw -52783.583635 + Penalty 628.514685 = -52155.068950 nChanged 0 SP:Iteration 17F (1663.190000 sec): 3 clusters Score: Raw -52783.583635 + Penalty 628.514685 = -52155.068950 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.190000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.190000 sec): 3 clusters Score: Raw -8613.065747 + Penalty 460.696148 = -8152.369599 nChanged 34 SP:Iteration 1F (1663.190000 sec): 3 clusters Score: Raw -8676.702596 + Penalty 460.696148 = -8216.006448 nChanged 15 SP:Iteration 2F (1663.190000 sec): 3 clusters Score: Raw -8709.035893 + Penalty 460.696148 = -8248.339745 nChanged 10 SP:Iteration 3F (1663.190000 sec): 3 clusters Score: Raw -8734.246987 + Penalty 460.696148 = -8273.550839 nChanged 4 SP:Iteration 4Q (1663.190000 sec): 3 clusters Score: Raw -8740.913671 + Penalty 460.696148 = -8280.217523 nChanged 2 SP:Iteration 5Q (1663.190000 sec): 3 clusters Score: Raw -8744.194110 + Penalty 460.696148 = -8283.497962 nChanged 1 SP:Iteration 6Q (1663.190000 sec): 3 clusters Score: Raw -8744.689675 + Penalty 460.696148 = -8283.993527 nChanged 0 SP:Iteration 7F (1663.190000 sec): 3 clusters Score: Raw -8744.689675 + Penalty 460.696148 = -8283.993527 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.190000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.190000 sec): 3 clusters Score: Raw -16659.021499 + Penalty 513.090275 = -16145.931224 nChanged 73 SP:Iteration 1F (1663.190000 sec): 3 clusters Score: Raw -16723.733194 + Penalty 513.090275 = -16210.642919 nChanged 19 SP:Iteration 2F (1663.190000 sec): 3 clusters Score: Raw -16741.315339 + Penalty 513.090275 = -16228.225064 nChanged 13 SP:Iteration 3Q (1663.190000 sec): 3 clusters Score: Raw -16752.184957 + Penalty 513.090275 = -16239.094682 nChanged 6 SP:Iteration 4Q (1663.190000 sec): 3 clusters Score: Raw -16757.775095 + Penalty 513.090275 = -16244.684820 nChanged 6 SP:Iteration 5Q (1663.190000 sec): 3 clusters Score: Raw -16762.523495 + Penalty 513.090275 = -16249.433221 nChanged 4 SP:Iteration 6Q (1663.190000 sec): 3 clusters Score: Raw -16765.540068 + Penalty 513.090275 = -16252.449793 nChanged 2 SP:Iteration 7Q (1663.190000 sec): 3 clusters Score: Raw -16769.051519 + Penalty 513.090275 = -16255.961244 nChanged 3 SP:Iteration 8Q (1663.190000 sec): 3 clusters Score: Raw -16770.194179 + Penalty 513.090275 = -16257.103904 nChanged 1 SP:Iteration 9Q (1663.190000 sec): 3 clusters Score: Raw -16770.482486 + Penalty 513.090275 = -16257.392211 nChanged 0 SP:Iteration 10F (1663.190000 sec): 3 clusters Score: Raw -16770.482486 + Penalty 513.090275 = -16257.392211 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.190000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.190000 sec): 3 clusters Score: Raw -17917.762966 + Penalty 524.632390 = -17393.130575 nChanged 103 SP:Iteration 1F (1663.190000 sec): 3 clusters Score: Raw -18039.801979 + Penalty 524.632390 = -17515.169589 nChanged 29 SP:Iteration 2F (1663.200000 sec): 3 clusters Score: Raw -18069.576425 + Penalty 524.632390 = -17544.944035 nChanged 7 SP:Iteration 3Q (1663.200000 sec): 3 clusters Score: Raw -18074.152098 + Penalty 524.632390 = -17549.519707 nChanged 1 SP:Iteration 4Q (1663.200000 sec): 3 clusters Score: Raw -18074.823205 + Penalty 524.632390 = -17550.190815 nChanged 0 SP:Iteration 5F (1663.200000 sec): 3 clusters Score: Raw -18074.823205 + Penalty 524.632390 = -17550.190815 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.200000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.200000 sec): 3 clusters Score: Raw -6090.746974 + Penalty 437.165915 = -5653.581059 nChanged 24 SP:Iteration 1F (1663.200000 sec): 3 clusters Score: Raw -6127.134517 + Penalty 437.165915 = -5689.968602 nChanged 9 SP:Iteration 2F (1663.200000 sec): 3 clusters Score: Raw -6152.961252 + Penalty 437.165915 = -5715.795336 nChanged 4 SP:Iteration 3Q (1663.200000 sec): 3 clusters Score: Raw -6164.276113 + Penalty 437.165915 = -5727.110197 nChanged 3 SP:Iteration 4Q (1663.200000 sec): 3 clusters Score: Raw -6170.179445 + Penalty 437.165915 = -5733.013530 nChanged 0 SP:Iteration 5F (1663.200000 sec): 3 clusters Score: Raw -6170.179445 + Penalty 437.165915 = -5733.013530 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.200000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.200000 sec): 3 clusters Score: Raw -11096.076708 + Penalty 479.842960 = -10616.233748 nChanged 49 SP:Iteration 1F (1663.200000 sec): 3 clusters Score: Raw -11145.708471 + Penalty 479.842960 = -10665.865511 nChanged 17 SP:Iteration 2F (1663.200000 sec): 3 clusters Score: Raw -11159.642742 + Penalty 479.842960 = -10679.799783 nChanged 4 SP:Iteration 3Q (1663.200000 sec): 3 clusters Score: Raw -11164.934238 + Penalty 479.842960 = -10685.091278 nChanged 4 SP:Iteration 4Q (1663.200000 sec): 3 clusters Score: Raw -11174.861799 + Penalty 479.842960 = -10695.018839 nChanged 3 SP:Iteration 5Q (1663.200000 sec): 3 clusters Score: Raw -11180.327859 + Penalty 479.842960 = -10700.484899 nChanged 5 SP:Iteration 6Q (1663.200000 sec): 3 clusters Score: Raw -11194.999500 + Penalty 479.842960 = -10715.156540 nChanged 3 SP:Iteration 7Q (1663.200000 sec): 3 clusters Score: Raw -11198.241584 + Penalty 479.842960 = -10718.398624 nChanged 0 SP:Iteration 8F (1663.200000 sec): 3 clusters Score: Raw -11198.241584 + Penalty 479.842960 = -10718.398624 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.200000 sec): 2 clusters Score: Raw -7680.951646 + Penalty 220.767377 = -7460.184269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.200000 sec): 3 clusters Score: Raw -7684.251480 + Penalty 441.534754 = -7242.716726 nChanged 30 SP:Iteration 1F (1663.200000 sec): 3 clusters Score: Raw -7733.257100 + Penalty 441.534754 = -7291.722346 nChanged 5 SP:Iteration 2Q (1663.200000 sec): 3 clusters Score: Raw -7741.311776 + Penalty 441.534754 = -7299.777022 nChanged 0 SP:Iteration 3F (1663.210000 sec): 3 clusters Score: Raw -7741.311776 + Penalty 441.534754 = -7299.777022 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 3 clusters Score: Raw -23762.750024 + Penalty 543.616675 = -23219.133349 nChanged 132 SP:Iteration 1F (1663.210000 sec): 3 clusters Score: Raw -23851.146090 + Penalty 543.616675 = -23307.529416 nChanged 28 SP:Iteration 2F (1663.210000 sec): 3 clusters Score: Raw -23873.168663 + Penalty 543.616675 = -23329.551988 nChanged 10 SP:Iteration 3Q (1663.210000 sec): 3 clusters Score: Raw -23879.583844 + Penalty 543.616675 = -23335.967169 nChanged 8 SP:Iteration 4Q (1663.210000 sec): 3 clusters Score: Raw -23886.907671 + Penalty 543.616675 = -23343.290996 nChanged 7 SP:Iteration 5Q (1663.210000 sec): 3 clusters Score: Raw -23892.693458 + Penalty 543.616675 = -23349.076784 nChanged 5 SP:Iteration 6Q (1663.210000 sec): 3 clusters Score: Raw -23895.813080 + Penalty 543.616675 = -23352.196405 nChanged 5 SP:Iteration 7Q (1663.210000 sec): 3 clusters Score: Raw -23897.919778 + Penalty 543.616675 = -23354.303103 nChanged 1 SP:Iteration 8Q (1663.210000 sec): 3 clusters Score: Raw -23898.466891 + Penalty 543.616675 = -23354.850216 nChanged 0 SP:Iteration 9F (1663.210000 sec): 3 clusters Score: Raw -23898.466891 + Penalty 543.616675 = -23354.850216 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 3 clusters Score: Raw -11275.822627 + Penalty 479.842960 = -10795.979667 nChanged 52 SP:Iteration 1F (1663.210000 sec): 3 clusters Score: Raw -11338.684753 + Penalty 479.842960 = -10858.841793 nChanged 10 SP:Iteration 2F (1663.210000 sec): 3 clusters Score: Raw -11350.869381 + Penalty 479.842960 = -10871.026421 nChanged 5 SP:Iteration 3Q (1663.210000 sec): 3 clusters Score: Raw -11358.650061 + Penalty 479.842960 = -10878.807101 nChanged 2 SP:Iteration 4Q (1663.210000 sec): 3 clusters Score: Raw -11359.533624 + Penalty 479.842960 = -10879.690664 nChanged 0 SP:Iteration 5F (1663.210000 sec): 3 clusters Score: Raw -11359.533624 + Penalty 479.842960 = -10879.690664 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 2 clusters Score: Raw -4251.029531 + Penalty 199.382212 = -4051.647319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 3 clusters Score: Raw -4287.915099 + Penalty 398.764424 = -3889.150675 nChanged 15 SP:Iteration 1F (1663.210000 sec): 3 clusters Score: Raw -4320.044862 + Penalty 398.764424 = -3921.280438 nChanged 2 SP:Iteration 2Q (1663.210000 sec): 3 clusters Score: Raw -4322.521044 + Penalty 398.764424 = -3923.756620 nChanged 0 SP:Iteration 3F (1663.210000 sec): 3 clusters Score: Raw -4322.521044 + Penalty 398.764424 = -3923.756620 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 3 clusters Score: Raw -3094.001924 + Penalty 389.176617 = -2704.825307 nChanged 14 SP:Iteration 1F (1663.210000 sec): 3 clusters Score: Raw -3141.258717 + Penalty 389.176617 = -2752.082100 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.210000 sec): 3 clusters Score: Raw -7156.955896 + Penalty 464.087845 = -6692.868051 nChanged 50 SP:Iteration 1F (1663.220000 sec): 3 clusters Score: Raw -7270.067416 + Penalty 464.087845 = -6805.979571 nChanged 10 SP:Iteration 2F (1663.220000 sec): 3 clusters Score: Raw -7300.813538 + Penalty 464.087845 = -6836.725693 nChanged 7 SP:Iteration 3Q (1663.220000 sec): 3 clusters Score: Raw -7315.321245 + Penalty 464.087845 = -6851.233400 nChanged 3 SP:Iteration 4Q (1663.220000 sec): 3 clusters Score: Raw -7322.335753 + Penalty 464.087845 = -6858.247908 nChanged 0 SP:Iteration 5F (1663.220000 sec): 3 clusters Score: Raw -7322.335753 + Penalty 464.087845 = -6858.247908 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.220000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.220000 sec): 3 clusters Score: Raw -6095.946126 + Penalty 422.639572 = -5673.306554 nChanged 33 SP:Iteration 1F (1663.220000 sec): 3 clusters Score: Raw -6143.275149 + Penalty 422.639572 = -5720.635577 nChanged 6 SP:Iteration 2F (1663.220000 sec): 3 clusters Score: Raw -6161.274503 + Penalty 422.639572 = -5738.634931 nChanged 3 SP:Iteration 3Q (1663.220000 sec): 3 clusters Score: Raw -6167.929175 + Penalty 422.639572 = -5745.289603 nChanged 1 SP:Iteration 4Q (1663.220000 sec): 3 clusters Score: Raw -6171.267069 + Penalty 422.639572 = -5748.627497 nChanged 0 SP:Iteration 5F (1663.220000 sec): 3 clusters Score: Raw -6171.267069 + Penalty 422.639572 = -5748.627497 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.240000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.250000 sec): 3 clusters Score: Raw -624948.051500 + Penalty 844.246869 = -624103.804632 nChanged 5040 SP:Iteration 1F (1663.260000 sec): 3 clusters Score: Raw -627860.900325 + Penalty 844.246869 = -627016.653457 nChanged 713 SP:Iteration 2F (1663.270000 sec): 3 clusters Score: Raw -628236.550866 + Penalty 844.246869 = -627392.303998 nChanged 747 SP:Iteration 3F (1663.290000 sec): 3 clusters Score: Raw -628717.440940 + Penalty 844.246869 = -627873.194072 nChanged 724 SP:Iteration 4F (1663.300000 sec): 3 clusters Score: Raw -629238.465659 + Penalty 844.246869 = -628394.218791 nChanged 671 SP:Iteration 5F (1663.310000 sec): 3 clusters Score: Raw -629783.874958 + Penalty 844.246869 = -628939.628089 nChanged 613 SP:Iteration 6F (1663.320000 sec): 3 clusters Score: Raw -630322.402018 + Penalty 844.246869 = -629478.155149 nChanged 505 SP:Iteration 7Q (1663.330000 sec): 3 clusters Score: Raw -630827.119983 + Penalty 844.246869 = -629982.873115 nChanged 363 SP:Iteration 8Q (1663.340000 sec): 3 clusters Score: Raw -631293.787195 + Penalty 844.246869 = -630449.540326 nChanged 223 SP:Iteration 9Q (1663.350000 sec): 3 clusters Score: Raw -631552.041192 + Penalty 844.246869 = -630707.794323 nChanged 137 SP:Iteration 10Q (1663.360000 sec): 3 clusters Score: Raw -631661.402711 + Penalty 844.246869 = -630817.155842 nChanged 92 SP:Iteration 11Q (1663.370000 sec): 3 clusters Score: Raw -631722.158177 + Penalty 844.246869 = -630877.911309 nChanged 75 SP:Iteration 12Q (1663.380000 sec): 3 clusters Score: Raw -631765.553467 + Penalty 844.246869 = -630921.306599 nChanged 54 SP:Iteration 13Q (1663.390000 sec): 3 clusters Score: Raw -631794.515551 + Penalty 844.246869 = -630950.268683 nChanged 56 SP:Iteration 14Q (1663.400000 sec): 3 clusters Score: Raw -631821.870228 + Penalty 844.246869 = -630977.623359 nChanged 40 SP:Iteration 15Q (1663.410000 sec): 3 clusters Score: Raw -631833.462274 + Penalty 844.246869 = -630989.215405 nChanged 22 SP:Iteration 16Q (1663.420000 sec): 3 clusters Score: Raw -631839.073865 + Penalty 844.246869 = -630994.826996 nChanged 13 SP:Iteration 17Q (1663.430000 sec): 3 clusters Score: Raw -631842.233412 + Penalty 844.246869 = -630997.986544 nChanged 12 SP:Iteration 18Q (1663.440000 sec): 3 clusters Score: Raw -631844.566876 + Penalty 844.246869 = -631000.320007 nChanged 12 SP:Iteration 19Q (1663.450000 sec): 3 clusters Score: Raw -631846.987170 + Penalty 844.246869 = -631002.740302 nChanged 9 SP:Iteration 20F (1663.460000 sec): 3 clusters Score: Raw -631850.154867 + Penalty 844.246869 = -631005.907999 nChanged 9 SP:Iteration 21Q (1663.470000 sec): 3 clusters Score: Raw -631852.217053 + Penalty 844.246869 = -631007.970184 nChanged 7 SP:Iteration 22Q (1663.480000 sec): 3 clusters Score: Raw -631853.557388 + Penalty 844.246869 = -631009.310520 nChanged 7 SP:Iteration 23Q (1663.490000 sec): 3 clusters Score: Raw -631855.020522 + Penalty 844.246869 = -631010.773653 nChanged 6 SP:Iteration 24Q (1663.490000 sec): 3 clusters Score: Raw -631856.237315 + Penalty 844.246869 = -631011.990447 nChanged 4 SP:Iteration 25Q (1663.500000 sec): 3 clusters Score: Raw -631857.148320 + Penalty 844.246869 = -631012.901452 nChanged 4 SP:Iteration 26Q (1663.510000 sec): 3 clusters Score: Raw -631857.715907 + Penalty 844.246869 = -631013.469038 nChanged 3 SP:Iteration 27Q (1663.520000 sec): 3 clusters Score: Raw -631858.012188 + Penalty 844.246869 = -631013.765319 nChanged 1 SP:Iteration 28Q (1663.530000 sec): 3 clusters Score: Raw -631858.219026 + Penalty 844.246869 = -631013.972158 nChanged 0 SP:Iteration 29F (1663.540000 sec): 3 clusters Score: Raw -631858.219026 + Penalty 844.246869 = -631013.972158 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 3 clusters Score: Raw -3352.986617 + Penalty 392.891418 = -2960.095199 nChanged 10 SP:Iteration 1F (1663.550000 sec): 3 clusters Score: Raw -3396.499660 + Penalty 392.891418 = -3003.608242 nChanged 4 SP:Iteration 2F (1663.550000 sec): 3 clusters Score: Raw -3410.469019 + Penalty 392.891418 = -3017.577600 nChanged 2 SP:Iteration 3Q (1663.550000 sec): 3 clusters Score: Raw -3421.047016 + Penalty 392.891418 = -3028.155597 nChanged 2 SP:Iteration 4Q (1663.550000 sec): 3 clusters Score: Raw -3427.711322 + Penalty 392.891418 = -3034.819903 nChanged 1 SP:Iteration 5Q (1663.550000 sec): 3 clusters Score: Raw -3433.059346 + Penalty 392.891418 = -3040.167928 nChanged 0 SP:Iteration 6F (1663.550000 sec): 3 clusters Score: Raw -3433.059346 + Penalty 392.891418 = -3040.167928 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 3 clusters Score: Raw -13787.274368 + Penalty 495.653101 = -13291.621267 nChanged 61 SP:Iteration 1F (1663.550000 sec): 3 clusters Score: Raw -13881.355980 + Penalty 495.653101 = -13385.702879 nChanged 19 SP:Iteration 2F (1663.550000 sec): 3 clusters Score: Raw -13911.781459 + Penalty 495.653101 = -13416.128358 nChanged 11 SP:Iteration 3Q (1663.550000 sec): 3 clusters Score: Raw -13925.818774 + Penalty 495.653101 = -13430.165673 nChanged 11 SP:Iteration 4Q (1663.550000 sec): 3 clusters Score: Raw -13942.226303 + Penalty 495.653101 = -13446.573202 nChanged 11 SP:Iteration 5Q (1663.550000 sec): 3 clusters Score: Raw -13960.849045 + Penalty 495.653101 = -13465.195945 nChanged 5 SP:Iteration 6Q (1663.550000 sec): 3 clusters Score: Raw -13966.929743 + Penalty 495.653101 = -13471.276642 nChanged 2 SP:Iteration 7Q (1663.550000 sec): 3 clusters Score: Raw -13971.735482 + Penalty 495.653101 = -13476.082381 nChanged 3 SP:Iteration 8Q (1663.550000 sec): 3 clusters Score: Raw -13976.740563 + Penalty 495.653101 = -13481.087462 nChanged 2 SP:Iteration 9Q (1663.550000 sec): 3 clusters Score: Raw -13982.959990 + Penalty 495.653101 = -13487.306889 nChanged 2 SP:Iteration 10Q (1663.550000 sec): 3 clusters Score: Raw -13984.143474 + Penalty 495.653101 = -13488.490373 nChanged 1 SP:Iteration 11Q (1663.550000 sec): 3 clusters Score: Raw -13984.830195 + Penalty 495.653101 = -13489.177094 nChanged 0 SP:Iteration 12F (1663.550000 sec): 3 clusters Score: Raw -13984.830195 + Penalty 495.653101 = -13489.177094 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 3 clusters Score: Raw -3593.614801 + Penalty 383.975201 = -3209.639600 nChanged 10 SP:Iteration 1F (1663.550000 sec): 3 clusters Score: Raw -3619.598666 + Penalty 383.975201 = -3235.623465 nChanged 2 SP:Iteration 2Q (1663.550000 sec): 3 clusters Score: Raw -3627.760433 + Penalty 383.975201 = -3243.785232 nChanged 1 SP:Iteration 3Q (1663.550000 sec): 3 clusters Score: Raw -3629.501999 + Penalty 383.975201 = -3245.526798 nChanged 0 SP:Iteration 4F (1663.550000 sec): 3 clusters Score: Raw -3629.501999 + Penalty 383.975201 = -3245.526798 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 2 clusters Score: Raw -1001.891545 + Penalty 151.615305 = -850.276239 nChanged 12 SP:Iteration 1F (1663.550000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 3 clusters Score: Raw -3578.651229 + Penalty 385.303692 = -3193.347537 nChanged 7 SP:Iteration 1F (1663.550000 sec): 3 clusters Score: Raw -3598.062804 + Penalty 385.303692 = -3212.759112 nChanged 2 SP:Iteration 2Q (1663.550000 sec): 3 clusters Score: Raw -3601.942889 + Penalty 385.303692 = -3216.639197 nChanged 2 SP:Iteration 3Q (1663.550000 sec): 3 clusters Score: Raw -3609.065317 + Penalty 385.303692 = -3223.761625 nChanged 1 SP:Iteration 4Q (1663.550000 sec): 3 clusters Score: Raw -3610.895268 + Penalty 385.303692 = -3225.591576 nChanged 0 SP:Iteration 5F (1663.550000 sec): 3 clusters Score: Raw -3610.895268 + Penalty 385.303692 = -3225.591576 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 2 clusters Score: Raw -3148.431168 + Penalty 197.048367 = -2951.382801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.550000 sec): 3 clusters Score: Raw -3185.206947 + Penalty 394.096734 = -2791.110213 nChanged 13 SP:Iteration 1F (1663.550000 sec): 3 clusters Score: Raw -3219.478572 + Penalty 394.096734 = -2825.381838 nChanged 2 SP:Iteration 2Q (1663.550000 sec): 3 clusters Score: Raw -3224.656724 + Penalty 394.096734 = -2830.559990 nChanged 1 SP:Iteration 3Q (1663.550000 sec): 3 clusters Score: Raw -3225.916240 + Penalty 394.096734 = -2831.819506 nChanged 0 SP:Iteration 4F (1663.550000 sec): 3 clusters Score: Raw -3225.916240 + Penalty 394.096734 = -2831.819506 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.570000 sec): 2 clusters Score: Raw -470748.770777 + Penalty 408.229785 = -470340.540992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.580000 sec): 3 clusters Score: Raw -465886.547348 + Penalty 816.459570 = -465070.087778 nChanged 3630 SP:Iteration 1F (1663.580000 sec): 3 clusters Score: Raw -468029.735679 + Penalty 816.459570 = -467213.276109 nChanged 451 SP:Iteration 2F (1663.590000 sec): 3 clusters Score: Raw -468220.829350 + Penalty 816.459570 = -467404.369780 nChanged 429 SP:Iteration 3F (1663.600000 sec): 3 clusters Score: Raw -468388.506087 + Penalty 816.459570 = -467572.046517 nChanged 387 SP:Iteration 4Q (1663.610000 sec): 3 clusters Score: Raw -468557.780293 + Penalty 816.459570 = -467741.320724 nChanged 414 SP:Iteration 5F (1663.610000 sec): 3 clusters Score: Raw -468761.177540 + Penalty 816.459570 = -467944.717970 nChanged 423 SP:Iteration 6F (1663.620000 sec): 3 clusters Score: Raw -469025.419056 + Penalty 816.459570 = -468208.959486 nChanged 450 SP:Iteration 7F (1663.630000 sec): 3 clusters Score: Raw -469339.067757 + Penalty 816.459570 = -468522.608188 nChanged 399 SP:Iteration 8F (1663.640000 sec): 3 clusters Score: Raw -469635.299600 + Penalty 816.459570 = -468818.840030 nChanged 361 SP:Iteration 9Q (1663.650000 sec): 3 clusters Score: Raw -469904.006366 + Penalty 816.459570 = -469087.546796 nChanged 291 SP:Iteration 10Q (1663.650000 sec): 3 clusters Score: Raw -470120.389397 + Penalty 816.459570 = -469303.929828 nChanged 213 SP:Iteration 11Q (1663.660000 sec): 3 clusters Score: Raw -470272.121232 + Penalty 816.459570 = -469455.661662 nChanged 189 SP:Iteration 12Q (1663.670000 sec): 3 clusters Score: Raw -470416.950014 + Penalty 816.459570 = -469600.490444 nChanged 144 SP:Iteration 13Q (1663.680000 sec): 3 clusters Score: Raw -470531.935612 + Penalty 816.459570 = -469715.476042 nChanged 103 SP:Iteration 14Q (1663.680000 sec): 3 clusters Score: Raw -470635.933638 + Penalty 816.459570 = -469819.474069 nChanged 63 SP:Iteration 15Q (1663.690000 sec): 3 clusters Score: Raw -470716.417899 + Penalty 816.459570 = -469899.958329 nChanged 32 SP:Iteration 16Q (1663.700000 sec): 3 clusters Score: Raw -470756.979177 + Penalty 816.459570 = -469940.519608 nChanged 24 SP:Iteration 17Q (1663.700000 sec): 3 clusters Score: Raw -470798.677637 + Penalty 816.459570 = -469982.218068 nChanged 18 SP:Iteration 18Q (1663.710000 sec): 3 clusters Score: Raw -470815.768376 + Penalty 816.459570 = -469999.308807 nChanged 10 SP:Iteration 19Q (1663.710000 sec): 3 clusters Score: Raw -470822.750537 + Penalty 816.459570 = -470006.290967 nChanged 4 SP:Iteration 20F (1663.720000 sec): 3 clusters Score: Raw -470826.729233 + Penalty 816.459570 = -470010.269663 nChanged 4 SP:Iteration 21Q (1663.730000 sec): 3 clusters Score: Raw -470830.445328 + Penalty 816.459570 = -470013.985758 nChanged 2 SP:Iteration 22Q (1663.730000 sec): 3 clusters Score: Raw -470831.048442 + Penalty 816.459570 = -470014.588872 nChanged 1 SP:Iteration 23Q (1663.740000 sec): 3 clusters Score: Raw -470832.822530 + Penalty 816.459570 = -470016.362961 nChanged 2 SP:Iteration 24Q (1663.750000 sec): 3 clusters Score: Raw -470834.512344 + Penalty 816.459570 = -470018.052774 nChanged 1 SP:Iteration 25Q (1663.750000 sec): 3 clusters Score: Raw -470836.042644 + Penalty 816.459570 = -470019.583075 nChanged 1 SP:Iteration 26Q (1663.750000 sec): 3 clusters Score: Raw -470836.598106 + Penalty 816.459570 = -470020.138537 nChanged 0 SP:Iteration 27F (1663.760000 sec): 3 clusters Score: Raw -470836.598106 + Penalty 816.459570 = -470020.138537 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.770000 sec): 2 clusters Score: Raw -6843.509416 + Penalty 232.868718 = -6610.640698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.770000 sec): 3 clusters Score: Raw -6817.716813 + Penalty 465.737437 = -6351.979376 nChanged 44 SP:Iteration 1F (1663.770000 sec): 3 clusters Score: Raw -6919.926799 + Penalty 465.737437 = -6454.189362 nChanged 14 SP:Iteration 2F (1663.770000 sec): 3 clusters Score: Raw -6976.796874 + Penalty 465.737437 = -6511.059437 nChanged 8 SP:Iteration 3Q (1663.770000 sec): 3 clusters Score: Raw -7002.006566 + Penalty 465.737437 = -6536.269129 nChanged 6 SP:Iteration 4Q (1663.770000 sec): 3 clusters Score: Raw -7018.808058 + Penalty 465.737437 = -6553.070621 nChanged 8 SP:Iteration 5Q (1663.770000 sec): 3 clusters Score: Raw -7036.852941 + Penalty 465.737437 = -6571.115504 nChanged 2 SP:Iteration 6Q (1663.770000 sec): 3 clusters Score: Raw -7054.507193 + Penalty 465.737437 = -6588.769756 nChanged 2 SP:Iteration 7Q (1663.770000 sec): 3 clusters Score: Raw -7066.254280 + Penalty 465.737437 = -6600.516844 nChanged 0 SP:Iteration 8F (1663.770000 sec): 3 clusters Score: Raw -7066.254280 + Penalty 465.737437 = -6600.516844 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.770000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.770000 sec): 3 clusters Score: Raw -17439.627922 + Penalty 529.897176 = -16909.730745 nChanged 111 SP:Iteration 1F (1663.770000 sec): 3 clusters Score: Raw -17538.182359 + Penalty 529.897176 = -17008.285183 nChanged 19 SP:Iteration 2F (1663.770000 sec): 3 clusters Score: Raw -17558.200162 + Penalty 529.897176 = -17028.302985 nChanged 9 SP:Iteration 3Q (1663.770000 sec): 3 clusters Score: Raw -17567.144857 + Penalty 529.897176 = -17037.247680 nChanged 4 SP:Iteration 4Q (1663.770000 sec): 3 clusters Score: Raw -17570.139111 + Penalty 529.897176 = -17040.241935 nChanged 3 SP:Iteration 5Q (1663.770000 sec): 3 clusters Score: Raw -17571.858929 + Penalty 529.897176 = -17041.961753 nChanged 2 SP:Iteration 6Q (1663.770000 sec): 3 clusters Score: Raw -17573.377702 + Penalty 529.897176 = -17043.480525 nChanged 1 SP:Iteration 7Q (1663.770000 sec): 3 clusters Score: Raw -17573.641754 + Penalty 529.897176 = -17043.744577 nChanged 0 SP:Iteration 8F (1663.770000 sec): 3 clusters Score: Raw -17573.641754 + Penalty 529.897176 = -17043.744577 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.770000 sec): 2 clusters Score: Raw -8233.857031 + Penalty 231.203899 = -8002.653133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.770000 sec): 3 clusters Score: Raw -8205.300618 + Penalty 462.407797 = -7742.892820 nChanged 37 SP:Iteration 1F (1663.770000 sec): 3 clusters Score: Raw -8261.968113 + Penalty 462.407797 = -7799.560315 nChanged 10 SP:Iteration 2F (1663.770000 sec): 3 clusters Score: Raw -8284.257614 + Penalty 462.407797 = -7821.849817 nChanged 4 SP:Iteration 3Q (1663.770000 sec): 3 clusters Score: Raw -8289.179544 + Penalty 462.407797 = -7826.771747 nChanged 1 SP:Iteration 4Q (1663.770000 sec): 3 clusters Score: Raw -8289.523923 + Penalty 462.407797 = -7827.116126 nChanged 0 SP:Iteration 5F (1663.770000 sec): 3 clusters Score: Raw -8289.523923 + Penalty 462.407797 = -7827.116126 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 3 clusters Score: Raw -3943.965640 + Penalty 391.669923 = -3552.295716 nChanged 13 SP:Iteration 1F (1663.780000 sec): 3 clusters Score: Raw -3969.952059 + Penalty 391.669923 = -3578.282136 nChanged 5 SP:Iteration 2F (1663.780000 sec): 3 clusters Score: Raw -3982.495801 + Penalty 391.669923 = -3590.825878 nChanged 1 SP:Iteration 3Q (1663.780000 sec): 3 clusters Score: Raw -3985.999360 + Penalty 391.669923 = -3594.329437 nChanged 2 SP:Iteration 4Q (1663.780000 sec): 3 clusters Score: Raw -3991.981692 + Penalty 391.669923 = -3600.311768 nChanged 1 SP:Iteration 5Q (1663.780000 sec): 3 clusters Score: Raw -3994.185507 + Penalty 391.669923 = -3602.515584 nChanged 0 SP:Iteration 6F (1663.780000 sec): 3 clusters Score: Raw -3994.185507 + Penalty 391.669923 = -3602.515584 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 3 clusters Score: Raw -5996.245038 + Penalty 445.021771 = -5551.223267 nChanged 34 SP:Iteration 1F (1663.780000 sec): 3 clusters Score: Raw -6042.832649 + Penalty 445.021771 = -5597.810879 nChanged 6 SP:Iteration 2Q (1663.780000 sec): 3 clusters Score: Raw -6053.291188 + Penalty 445.021771 = -5608.269418 nChanged 3 SP:Iteration 3Q (1663.780000 sec): 3 clusters Score: Raw -6062.019629 + Penalty 445.021771 = -5616.997859 nChanged 1 SP:Iteration 4Q (1663.780000 sec): 3 clusters Score: Raw -6063.988731 + Penalty 445.021771 = -5618.966960 nChanged 2 SP:Iteration 5Q (1663.780000 sec): 3 clusters Score: Raw -6068.854371 + Penalty 445.021771 = -5623.832600 nChanged 3 SP:Iteration 6Q (1663.780000 sec): 3 clusters Score: Raw -6077.958435 + Penalty 445.021771 = -5632.936664 nChanged 2 SP:Iteration 7Q (1663.780000 sec): 3 clusters Score: Raw -6083.074176 + Penalty 445.021771 = -5638.052406 nChanged 1 SP:Iteration 8Q (1663.780000 sec): 3 clusters Score: Raw -6084.422480 + Penalty 445.021771 = -5639.400710 nChanged 1 SP:Iteration 9Q (1663.780000 sec): 3 clusters Score: Raw -6087.413232 + Penalty 445.021771 = -5642.391461 nChanged 0 SP:Iteration 10F (1663.780000 sec): 3 clusters Score: Raw -6087.413232 + Penalty 445.021771 = -5642.391461 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 2 clusters Score: Raw -4577.894152 + Penalty 212.186479 = -4365.707673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 3 clusters Score: Raw -4593.401694 + Penalty 424.372958 = -4169.028737 nChanged 22 SP:Iteration 1F (1663.780000 sec): 3 clusters Score: Raw -4663.047745 + Penalty 424.372958 = -4238.674788 nChanged 10 SP:Iteration 2F (1663.780000 sec): 3 clusters Score: Raw -4690.213401 + Penalty 424.372958 = -4265.840444 nChanged 2 SP:Iteration 3Q (1663.780000 sec): 3 clusters Score: Raw -4695.664086 + Penalty 424.372958 = -4271.291128 nChanged 3 SP:Iteration 4Q (1663.780000 sec): 3 clusters Score: Raw -4706.740595 + Penalty 424.372958 = -4282.367637 nChanged 2 SP:Iteration 5Q (1663.780000 sec): 3 clusters Score: Raw -4711.630597 + Penalty 424.372958 = -4287.257639 nChanged 1 SP:Iteration 6Q (1663.780000 sec): 3 clusters Score: Raw -4718.693842 + Penalty 424.372958 = -4294.320885 nChanged 1 SP:Iteration 7Q (1663.780000 sec): 3 clusters Score: Raw -4722.669690 + Penalty 424.372958 = -4298.296733 nChanged 0 SP:Iteration 8F (1663.780000 sec): 3 clusters Score: Raw -4722.669690 + Penalty 424.372958 = -4298.296733 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 2 clusters Score: Raw -2966.114406 + Penalty 195.215905 = -2770.898502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.780000 sec): 3 clusters Score: Raw -3017.213247 + Penalty 390.431809 = -2626.781437 nChanged 20 SP:Iteration 1F (1663.780000 sec): 3 clusters Score: Raw -3091.196642 + Penalty 390.431809 = -2700.764833 nChanged 2 SP:Iteration 2Q (1663.780000 sec): 3 clusters Score: Raw -3098.901758 + Penalty 390.431809 = -2708.469949 nChanged 1 SP:Iteration 3Q (1663.780000 sec): 3 clusters Score: Raw -3111.451326 + Penalty 390.431809 = -2721.019517 nChanged 1 SP:Iteration 4Q (1663.780000 sec): 3 clusters Score: Raw -3116.897919 + Penalty 390.431809 = -2726.466110 nChanged 2 SP:Iteration 5Q (1663.780000 sec): 3 clusters Score: Raw -3126.613090 + Penalty 390.431809 = -2736.181281 nChanged 2 SP:Iteration 6Q (1663.780000 sec): 3 clusters Score: Raw -3159.560222 + Penalty 390.431809 = -2769.128413 nChanged 3 SP:Iteration 7Q (1663.780000 sec): 3 clusters Score: Raw -3164.309424 + Penalty 390.431809 = -2773.877615 nChanged 0 SP:Iteration 8F (1663.780000 sec): 3 clusters Score: Raw -3164.309424 + Penalty 390.431809 = -2773.877615 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 83. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 2 clusters Score: Raw -6679.692969 + Penalty 241.073440 = -6438.619529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 3 clusters Score: Raw -6639.681631 + Penalty 482.146880 = -6157.534751 nChanged 59 SP:Iteration 1F (1663.790000 sec): 3 clusters Score: Raw -6696.967515 + Penalty 482.146880 = -6214.820635 nChanged 10 SP:Iteration 2Q (1663.790000 sec): 3 clusters Score: Raw -6711.952036 + Penalty 482.146880 = -6229.805156 nChanged 7 SP:Iteration 3Q (1663.790000 sec): 3 clusters Score: Raw -6720.086118 + Penalty 482.146880 = -6237.939238 nChanged 8 SP:Iteration 4Q (1663.790000 sec): 3 clusters Score: Raw -6730.796706 + Penalty 482.146880 = -6248.649826 nChanged 5 SP:Iteration 5Q (1663.790000 sec): 3 clusters Score: Raw -6736.655846 + Penalty 482.146880 = -6254.508966 nChanged 5 SP:Iteration 6Q (1663.790000 sec): 3 clusters Score: Raw -6750.925841 + Penalty 482.146880 = -6268.778960 nChanged 5 SP:Iteration 7Q (1663.790000 sec): 3 clusters Score: Raw -6759.982919 + Penalty 482.146880 = -6277.836038 nChanged 2 SP:Iteration 8Q (1663.790000 sec): 3 clusters Score: Raw -6769.033472 + Penalty 482.146880 = -6286.886592 nChanged 4 SP:Iteration 9Q (1663.790000 sec): 3 clusters Score: Raw -6787.193198 + Penalty 482.146880 = -6305.046317 nChanged 6 SP:Iteration 10Q (1663.790000 sec): 3 clusters Score: Raw -6821.351914 + Penalty 482.146880 = -6339.205034 nChanged 6 SP:Iteration 11Q (1663.790000 sec): 3 clusters Score: Raw -6848.028392 + Penalty 482.146880 = -6365.881511 nChanged 6 SP:Iteration 12Q (1663.790000 sec): 3 clusters Score: Raw -6859.894043 + Penalty 482.146880 = -6377.747162 nChanged 4 SP:Iteration 13Q (1663.790000 sec): 3 clusters Score: Raw -6869.740689 + Penalty 482.146880 = -6387.593809 nChanged 1 SP:Iteration 14Q (1663.790000 sec): 3 clusters Score: Raw -6871.893016 + Penalty 482.146880 = -6389.746136 nChanged 0 SP:Iteration 15F (1663.790000 sec): 3 clusters Score: Raw -6871.893016 + Penalty 482.146880 = -6389.746136 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 2 clusters Score: Raw -2813.293562 + Penalty 190.629291 = -2622.664272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 3 clusters Score: Raw -2841.516668 + Penalty 381.258582 = -2460.258087 nChanged 9 SP:Iteration 1F (1663.790000 sec): 3 clusters Score: Raw -2856.027208 + Penalty 381.258582 = -2474.768626 nChanged 1 SP:Iteration 2Q (1663.790000 sec): 3 clusters Score: Raw -2859.245544 + Penalty 381.258582 = -2477.986963 nChanged 0 SP:Iteration 3F (1663.790000 sec): 3 clusters Score: Raw -2859.245544 + Penalty 381.258582 = -2477.986963 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 3 clusters Score: Raw -4479.600451 + Penalty 420.872526 = -4058.727925 nChanged 15 SP:Iteration 1F (1663.790000 sec): 3 clusters Score: Raw -4501.408549 + Penalty 420.872526 = -4080.536023 nChanged 2 SP:Iteration 2Q (1663.790000 sec): 3 clusters Score: Raw -4504.112895 + Penalty 420.872526 = -4083.240369 nChanged 0 SP:Iteration 3F (1663.790000 sec): 3 clusters Score: Raw -4504.112895 + Penalty 420.872526 = -4083.240369 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 2 clusters Score: Raw -2840.125532 + Penalty 192.651846 = -2647.473686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 3 clusters Score: Raw -2889.130560 + Penalty 385.303692 = -2503.826868 nChanged 11 SP:Iteration 1F (1663.790000 sec): 3 clusters Score: Raw -2910.861060 + Penalty 385.303692 = -2525.557369 nChanged 5 SP:Iteration 2F (1663.790000 sec): 3 clusters Score: Raw -2920.997166 + Penalty 385.303692 = -2535.693474 nChanged 2 SP:Iteration 3Q (1663.790000 sec): 3 clusters Score: Raw -2923.653808 + Penalty 385.303692 = -2538.350116 nChanged 4 SP:Iteration 4F (1663.790000 sec): 3 clusters Score: Raw -2943.775196 + Penalty 385.303692 = -2558.471504 nChanged 3 SP:Iteration 5Q (1663.790000 sec): 3 clusters Score: Raw -2966.002760 + Penalty 385.303692 = -2580.699069 nChanged 1 SP:Iteration 6Q (1663.790000 sec): 3 clusters Score: Raw -2969.803016 + Penalty 385.303692 = -2584.499324 nChanged 1 SP:Iteration 7Q (1663.790000 sec): 3 clusters Score: Raw -2973.488608 + Penalty 385.303692 = -2588.184916 nChanged 1 SP:Iteration 8Q (1663.790000 sec): 3 clusters Score: Raw -2977.729563 + Penalty 385.303692 = -2592.425872 nChanged 0 SP:Iteration 9F (1663.790000 sec): 3 clusters Score: Raw -2977.729563 + Penalty 385.303692 = -2592.425872 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.790000 sec): 3 clusters Score: Raw -7479.190499 + Penalty 465.737437 = -7013.453062 nChanged 47 SP:Iteration 1F (1663.790000 sec): 3 clusters Score: Raw -7580.404271 + Penalty 465.737437 = -7114.666834 nChanged 15 SP:Iteration 2F (1663.790000 sec): 3 clusters Score: Raw -7630.138030 + Penalty 465.737437 = -7164.400593 nChanged 7 SP:Iteration 3Q (1663.790000 sec): 3 clusters Score: Raw -7653.128218 + Penalty 465.737437 = -7187.390781 nChanged 3 SP:Iteration 4Q (1663.790000 sec): 3 clusters Score: Raw -7661.575574 + Penalty 465.737437 = -7195.838137 nChanged 1 SP:Iteration 5Q (1663.790000 sec): 3 clusters Score: Raw -7667.162372 + Penalty 465.737437 = -7201.424935 nChanged 0 SP:Iteration 6F (1663.790000 sec): 3 clusters Score: Raw -7667.162372 + Penalty 465.737437 = -7201.424935 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 3 clusters Score: Raw -2789.815423 + Penalty 402.114495 = -2387.700928 nChanged 16 SP:Iteration 1F (1663.800000 sec): 3 clusters Score: Raw -2847.796441 + Penalty 402.114495 = -2445.681946 nChanged 3 SP:Iteration 2Q (1663.800000 sec): 3 clusters Score: Raw -2857.271996 + Penalty 402.114495 = -2455.157500 nChanged 0 SP:Iteration 3F (1663.800000 sec): 3 clusters Score: Raw -2857.271996 + Penalty 402.114495 = -2455.157500 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 2 clusters Score: Raw -5963.815626 + Penalty 222.851711 = -5740.963915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 3 clusters Score: Raw -5945.412842 + Penalty 445.703422 = -5499.709421 nChanged 36 SP:Iteration 1F (1663.800000 sec): 3 clusters Score: Raw -6025.096139 + Penalty 445.703422 = -5579.392717 nChanged 8 SP:Iteration 2F (1663.800000 sec): 3 clusters Score: Raw -6053.659957 + Penalty 445.703422 = -5607.956535 nChanged 4 SP:Iteration 3Q (1663.800000 sec): 3 clusters Score: Raw -6068.743290 + Penalty 445.703422 = -5623.039868 nChanged 2 SP:Iteration 4Q (1663.800000 sec): 3 clusters Score: Raw -6082.679347 + Penalty 445.703422 = -5636.975925 nChanged 2 SP:Iteration 5Q (1663.800000 sec): 3 clusters Score: Raw -6085.602264 + Penalty 445.703422 = -5639.898842 nChanged 1 SP:Iteration 6Q (1663.800000 sec): 3 clusters Score: Raw -6090.238237 + Penalty 445.703422 = -5644.534815 nChanged 0 SP:Iteration 7F (1663.800000 sec): 3 clusters Score: Raw -6090.238237 + Penalty 445.703422 = -5644.534815 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 3 clusters Score: Raw -4075.406291 + Penalty 408.465910 = -3666.940381 nChanged 20 SP:Iteration 1F (1663.800000 sec): 3 clusters Score: Raw -4113.667950 + Penalty 408.465910 = -3705.202040 nChanged 4 SP:Iteration 2Q (1663.800000 sec): 3 clusters Score: Raw -4123.673733 + Penalty 408.465910 = -3715.207823 nChanged 2 SP:Iteration 3Q (1663.800000 sec): 3 clusters Score: Raw -4128.661223 + Penalty 408.465910 = -3720.195313 nChanged 0 SP:Iteration 4F (1663.800000 sec): 3 clusters Score: Raw -4128.661223 + Penalty 408.465910 = -3720.195313 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 2 clusters Score: Raw -6699.071229 + Penalty 233.410392 = -6465.660838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 3 clusters Score: Raw -6670.024704 + Penalty 466.820783 = -6203.203921 nChanged 44 SP:Iteration 1F (1663.800000 sec): 3 clusters Score: Raw -6724.834577 + Penalty 466.820783 = -6258.013793 nChanged 11 SP:Iteration 2F (1663.800000 sec): 3 clusters Score: Raw -6746.903521 + Penalty 466.820783 = -6280.082738 nChanged 5 SP:Iteration 3Q (1663.800000 sec): 3 clusters Score: Raw -6768.728825 + Penalty 466.820783 = -6301.908042 nChanged 2 SP:Iteration 4Q (1663.800000 sec): 3 clusters Score: Raw -6773.103846 + Penalty 466.820783 = -6306.283063 nChanged 1 SP:Iteration 5Q (1663.800000 sec): 3 clusters Score: Raw -6775.532000 + Penalty 466.820783 = -6308.711217 nChanged 0 SP:Iteration 6F (1663.800000 sec): 3 clusters Score: Raw -6775.532000 + Penalty 466.820783 = -6308.711217 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 2 clusters Score: Raw -6542.329475 + Penalty 229.181343 = -6313.148131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.800000 sec): 3 clusters Score: Raw -6513.991720 + Penalty 458.362687 = -6055.629033 nChanged 35 SP:Iteration 1F (1663.810000 sec): 3 clusters Score: Raw -6582.027850 + Penalty 458.362687 = -6123.665163 nChanged 16 SP:Iteration 2F (1663.810000 sec): 3 clusters Score: Raw -6627.579981 + Penalty 458.362687 = -6169.217294 nChanged 5 SP:Iteration 3Q (1663.810000 sec): 3 clusters Score: Raw -6640.624197 + Penalty 458.362687 = -6182.261510 nChanged 6 SP:Iteration 4Q (1663.810000 sec): 3 clusters Score: Raw -6659.673735 + Penalty 458.362687 = -6201.311049 nChanged 4 SP:Iteration 5Q (1663.810000 sec): 3 clusters Score: Raw -6682.359997 + Penalty 458.362687 = -6223.997311 nChanged 2 SP:Iteration 6Q (1663.810000 sec): 3 clusters Score: Raw -6691.128068 + Penalty 458.362687 = -6232.765381 nChanged 0 SP:Iteration 7F (1663.810000 sec): 3 clusters Score: Raw -6691.128068 + Penalty 458.362687 = -6232.765381 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.810000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.810000 sec): 3 clusters Score: Raw -3731.074838 + Penalty 392.891418 = -3338.183420 nChanged 12 SP:Iteration 1F (1663.810000 sec): 3 clusters Score: Raw -3794.971869 + Penalty 392.891418 = -3402.080450 nChanged 7 SP:Iteration 2F (1663.810000 sec): 3 clusters Score: Raw -3824.510144 + Penalty 392.891418 = -3431.618726 nChanged 4 SP:Iteration 3F (1663.810000 sec): 3 clusters Score: Raw -3892.082664 + Penalty 392.891418 = -3499.191246 nChanged 2 SP:Iteration 4Q (1663.810000 sec): 3 clusters Score: Raw -3895.874333 + Penalty 392.891418 = -3502.982915 nChanged 1 SP:Iteration 5Q (1663.810000 sec): 3 clusters Score: Raw -3902.915937 + Penalty 392.891418 = -3510.024519 nChanged 1 SP:Iteration 6Q (1663.810000 sec): 3 clusters Score: Raw -3904.003448 + Penalty 392.891418 = -3511.112029 nChanged 0 SP:Iteration 7F (1663.810000 sec): 3 clusters Score: Raw -3904.003448 + Penalty 392.891418 = -3511.112029 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.810000 sec): 2 clusters Score: Raw -6665.789963 + Penalty 234.997762 = -6430.792201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.810000 sec): 3 clusters Score: Raw -6624.315373 + Penalty 469.995524 = -6154.319850 nChanged 47 SP:Iteration 1F (1663.810000 sec): 3 clusters Score: Raw -6698.080217 + Penalty 469.995524 = -6228.084693 nChanged 12 SP:Iteration 2F (1663.810000 sec): 3 clusters Score: Raw -6727.244377 + Penalty 469.995524 = -6257.248853 nChanged 5 SP:Iteration 3Q (1663.810000 sec): 3 clusters Score: Raw -6741.785260 + Penalty 469.995524 = -6271.789736 nChanged 6 SP:Iteration 4Q (1663.810000 sec): 3 clusters Score: Raw -6750.474415 + Penalty 469.995524 = -6280.478892 nChanged 1 SP:Iteration 5Q (1663.810000 sec): 3 clusters Score: Raw -6753.137216 + Penalty 469.995524 = -6283.141692 nChanged 1 SP:Iteration 6Q (1663.810000 sec): 3 clusters Score: Raw -6753.908455 + Penalty 469.995524 = -6283.912931 nChanged 1 SP:Iteration 7Q (1663.810000 sec): 3 clusters Score: Raw -6758.962047 + Penalty 469.995524 = -6288.966523 nChanged 3 SP:Iteration 8Q (1663.810000 sec): 3 clusters Score: Raw -6767.244975 + Penalty 469.995524 = -6297.249451 nChanged 1 SP:Iteration 9Q (1663.810000 sec): 3 clusters Score: Raw -6769.466366 + Penalty 469.995524 = -6299.470842 nChanged 2 SP:Iteration 10Q (1663.810000 sec): 3 clusters Score: Raw -6771.713819 + Penalty 469.995524 = -6301.718295 nChanged 1 SP:Iteration 11Q (1663.810000 sec): 3 clusters Score: Raw -6775.299196 + Penalty 469.995524 = -6305.303672 nChanged 2 SP:Iteration 12Q (1663.810000 sec): 3 clusters Score: Raw -6776.410621 + Penalty 469.995524 = -6306.415097 nChanged 0 SP:Iteration 13F (1663.810000 sec): 3 clusters Score: Raw -6776.410621 + Penalty 469.995524 = -6306.415097 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 82 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.810000 sec): 2 clusters Score: Raw -8343.459996 + Penalty 241.750872 = -8101.709124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.810000 sec): 3 clusters Score: Raw -8300.462560 + Penalty 483.501744 = -7816.960815 nChanged 58 SP:Iteration 1F (1663.810000 sec): 3 clusters Score: Raw -8386.725829 + Penalty 483.501744 = -7903.224085 nChanged 15 SP:Iteration 2F (1663.810000 sec): 3 clusters Score: Raw -8416.415869 + Penalty 483.501744 = -7932.914125 nChanged 9 SP:Iteration 3Q (1663.810000 sec): 3 clusters Score: Raw -8441.320199 + Penalty 483.501744 = -7957.818455 nChanged 9 SP:Iteration 4Q (1663.810000 sec): 3 clusters Score: Raw -8462.475717 + Penalty 483.501744 = -7978.973973 nChanged 4 SP:Iteration 5Q (1663.810000 sec): 3 clusters Score: Raw -8473.413626 + Penalty 483.501744 = -7989.911882 nChanged 3 SP:Iteration 6Q (1663.810000 sec): 3 clusters Score: Raw -8480.576468 + Penalty 483.501744 = -7997.074724 nChanged 0 SP:Iteration 7F (1663.810000 sec): 3 clusters Score: Raw -8480.576468 + Penalty 483.501744 = -7997.074724 nChanged 0 Deleting Class 21 (13 points): Lose 203.978692 but Gain 588.735889 Iteration 320F (1676.630000 sec): 83 clusters Score: Raw -23963828.186927 + Penalty 48276.342897 = -23915551.844030 nChanged 13 Deleting Class 83 (37 points): Lose 396.716393 but Gain 588.735889 Iteration 321F (1689.360000 sec): 82 clusters Score: Raw -23963499.075810 + Penalty 47687.607008 = -23915811.468802 nChanged 37 Iteration 322Q (1694.190000 sec): 82 clusters Score: Raw -23963771.765088 + Penalty 47687.607008 = -23916084.158080 nChanged 0 Deleting Class 68 (48 points): Lose 583.589736 but Gain 588.735889 Iteration 323F (1706.780000 sec): 81 clusters Score: Raw -23963192.191226 + Penalty 47098.871119 = -23916093.320107 nChanged 47 Iteration 324Q (1711.560000 sec): 81 clusters Score: Raw -23963515.864136 + Penalty 47098.871119 = -23916416.993017 nChanged 0 Iteration 325F (1723.980000 sec): 81 clusters Score: Raw -23963515.864136 + Penalty 47098.871119 = -23916416.993017 nChanged 0 Compute initial score before splitting: Score: Raw -23963515.864136 + Penalty 47098.871119 = -23916416.993017 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1723.990000 sec): 2 clusters Score: Raw -22234.166220 + Penalty 270.397372 = -21963.768849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1723.990000 sec): 3 clusters Score: Raw -22095.569586 + Penalty 540.794743 = -21554.774843 nChanged 115 SP:Iteration 1F (1723.990000 sec): 3 clusters Score: Raw -22178.347359 + Penalty 540.794743 = -21637.552616 nChanged 29 SP:Iteration 2F (1723.990000 sec): 3 clusters Score: Raw -22209.328098 + Penalty 540.794743 = -21668.533355 nChanged 18 SP:Iteration 3Q (1723.990000 sec): 3 clusters Score: Raw -22228.425512 + Penalty 540.794743 = -21687.630769 nChanged 13 SP:Iteration 4Q (1723.990000 sec): 3 clusters Score: Raw -22241.310991 + Penalty 540.794743 = -21700.516248 nChanged 8 SP:Iteration 5Q (1723.990000 sec): 3 clusters Score: Raw -22247.141765 + Penalty 540.794743 = -21706.347022 nChanged 2 SP:Iteration 6Q (1723.990000 sec): 3 clusters Score: Raw -22247.602856 + Penalty 540.794743 = -21706.808113 nChanged 0 SP:Iteration 7F (1723.990000 sec): 3 clusters Score: Raw -22247.602856 + Penalty 540.794743 = -21706.808113 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1723.990000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1723.990000 sec): 3 clusters Score: Raw -16637.041149 + Penalty 518.435507 = -16118.605642 nChanged 77 SP:Iteration 1F (1723.990000 sec): 3 clusters Score: Raw -16700.378260 + Penalty 518.435507 = -16181.942753 nChanged 26 SP:Iteration 2F (1723.990000 sec): 3 clusters Score: Raw -16739.805581 + Penalty 518.435507 = -16221.370074 nChanged 18 SP:Iteration 3F (1723.990000 sec): 3 clusters Score: Raw -16761.110278 + Penalty 518.435507 = -16242.674770 nChanged 9 SP:Iteration 4Q (1724.000000 sec): 3 clusters Score: Raw -16772.281507 + Penalty 518.435507 = -16253.846000 nChanged 8 SP:Iteration 5Q (1724.000000 sec): 3 clusters Score: Raw -16784.181164 + Penalty 518.435507 = -16265.745656 nChanged 5 SP:Iteration 6Q (1724.000000 sec): 3 clusters Score: Raw -16800.748387 + Penalty 518.435507 = -16282.312879 nChanged 5 SP:Iteration 7Q (1724.000000 sec): 3 clusters Score: Raw -16816.115807 + Penalty 518.435507 = -16297.680300 nChanged 5 SP:Iteration 8Q (1724.000000 sec): 3 clusters Score: Raw -16820.073886 + Penalty 518.435507 = -16301.638379 nChanged 1 SP:Iteration 9Q (1724.000000 sec): 3 clusters Score: Raw -16821.735093 + Penalty 518.435507 = -16303.299586 nChanged 2 SP:Iteration 10Q (1724.000000 sec): 3 clusters Score: Raw -16827.953531 + Penalty 518.435507 = -16309.518024 nChanged 3 SP:Iteration 11Q (1724.000000 sec): 3 clusters Score: Raw -16834.587947 + Penalty 518.435507 = -16316.152440 nChanged 1 SP:Iteration 12Q (1724.000000 sec): 3 clusters Score: Raw -16834.790434 + Penalty 518.435507 = -16316.354926 nChanged 0 SP:Iteration 13F (1724.000000 sec): 3 clusters Score: Raw -16834.790434 + Penalty 518.435507 = -16316.354926 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1724.000000 sec): 2 clusters Score: Raw -114123.655508 + Penalty 344.337749 = -113779.317760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1724.000000 sec): 3 clusters Score: Raw -113032.875897 + Penalty 688.675497 = -112344.200400 nChanged 837 SP:Iteration 1F (1724.000000 sec): 3 clusters Score: Raw -113471.532820 + Penalty 688.675497 = -112782.857323 nChanged 120 SP:Iteration 2F (1724.010000 sec): 3 clusters Score: Raw -113541.226003 + Penalty 688.675497 = -112852.550506 nChanged 137 SP:Iteration 3F (1724.010000 sec): 3 clusters Score: Raw -113607.059036 + Penalty 688.675497 = -112918.383539 nChanged 93 SP:Iteration 4Q (1724.010000 sec): 3 clusters Score: Raw -113650.352701 + Penalty 688.675497 = -112961.677204 nChanged 80 SP:Iteration 5Q (1724.010000 sec): 3 clusters Score: Raw -113690.144060 + Penalty 688.675497 = -113001.468563 nChanged 75 SP:Iteration 6Q (1724.020000 sec): 3 clusters Score: Raw -113723.231347 + Penalty 688.675497 = -113034.555850 nChanged 62 SP:Iteration 7Q (1724.020000 sec): 3 clusters Score: Raw -113761.794785 + Penalty 688.675497 = -113073.119288 nChanged 69 SP:Iteration 8Q (1724.020000 sec): 3 clusters Score: Raw -113801.082048 + Penalty 688.675497 = -113112.406551 nChanged 55 SP:Iteration 9Q (1724.020000 sec): 3 clusters Score: Raw -113830.445969 + Penalty 688.675497 = -113141.770472 nChanged 51 SP:Iteration 10Q (1724.020000 sec): 3 clusters Score: Raw -113864.180491 + Penalty 688.675497 = -113175.504994 nChanged 48 SP:Iteration 11Q (1724.020000 sec): 3 clusters Score: Raw -113903.267214 + Penalty 688.675497 = -113214.591717 nChanged 48 SP:Iteration 12Q (1724.020000 sec): 3 clusters Score: Raw -113938.551637 + Penalty 688.675497 = -113249.876140 nChanged 48 SP:Iteration 13Q (1724.030000 sec): 3 clusters Score: Raw -113975.329489 + Penalty 688.675497 = -113286.653992 nChanged 37 SP:Iteration 14Q (1724.030000 sec): 3 clusters Score: Raw -113998.233650 + Penalty 688.675497 = -113309.558153 nChanged 28 SP:Iteration 15Q (1724.030000 sec): 3 clusters Score: Raw -114011.407290 + Penalty 688.675497 = -113322.731793 nChanged 27 SP:Iteration 16Q (1724.030000 sec): 3 clusters Score: Raw -114025.552950 + Penalty 688.675497 = -113336.877453 nChanged 26 SP:Iteration 17Q (1724.040000 sec): 3 clusters Score: Raw -114037.227355 + Penalty 688.675497 = -113348.551858 nChanged 21 SP:Iteration 18Q (1724.040000 sec): 3 clusters Score: Raw -114046.792171 + Penalty 688.675497 = -113358.116674 nChanged 17 SP:Iteration 19Q (1724.040000 sec): 3 clusters Score: Raw -114053.703247 + Penalty 688.675497 = -113365.027750 nChanged 10 SP:Iteration 20F (1724.040000 sec): 3 clusters Score: Raw -114058.093444 + Penalty 688.675497 = -113369.417947 nChanged 6 SP:Iteration 21Q (1724.040000 sec): 3 clusters Score: Raw -114061.692301 + Penalty 688.675497 = -113373.016804 nChanged 13 SP:Iteration 22Q (1724.040000 sec): 3 clusters Score: Raw -114067.715982 + Penalty 688.675497 = -113379.040485 nChanged 12 SP:Iteration 23Q (1724.040000 sec): 3 clusters Score: Raw -114073.546890 + Penalty 688.675497 = -113384.871393 nChanged 9 SP:Iteration 24Q (1724.050000 sec): 3 clusters Score: Raw -114077.612352 + Penalty 688.675497 = -113388.936855 nChanged 6 SP:Iteration 25Q (1724.050000 sec): 3 clusters Score: Raw -114080.863661 + Penalty 688.675497 = -113392.188164 nChanged 6 SP:Iteration 26Q (1724.050000 sec): 3 clusters Score: Raw -114084.154932 + Penalty 688.675497 = -113395.479435 nChanged 9 SP:Iteration 27Q (1724.050000 sec): 3 clusters Score: Raw -114087.132152 + Penalty 688.675497 = -113398.456655 nChanged 7 SP:Iteration 28Q (1724.050000 sec): 3 clusters Score: Raw -114088.960900 + Penalty 688.675497 = -113400.285403 nChanged 5 SP:Iteration 29Q (1724.060000 sec): 3 clusters Score: Raw -114090.914692 + Penalty 688.675497 = -113402.239195 nChanged 6 SP:Iteration 30Q (1724.060000 sec): 3 clusters Score: Raw -114094.598023 + Penalty 688.675497 = -113405.922526 nChanged 10 SP:Iteration 31Q (1724.060000 sec): 3 clusters Score: Raw -114098.661098 + Penalty 688.675497 = -113409.985601 nChanged 7 SP:Iteration 32Q (1724.060000 sec): 3 clusters Score: Raw -114100.170849 + Penalty 688.675497 = -113411.495352 nChanged 3 SP:Iteration 33Q (1724.060000 sec): 3 clusters Score: Raw -114101.144842 + Penalty 688.675497 = -113412.469345 nChanged 3 SP:Iteration 34Q (1724.060000 sec): 3 clusters Score: Raw -114101.828742 + Penalty 688.675497 = -113413.153245 nChanged 2 SP:Iteration 35Q (1724.060000 sec): 3 clusters Score: Raw -114102.374482 + Penalty 688.675497 = -113413.698985 nChanged 3 SP:Iteration 36Q (1724.070000 sec): 3 clusters Score: Raw -114104.419085 + Penalty 688.675497 = -113415.743588 nChanged 5 SP:Iteration 37Q (1724.070000 sec): 3 clusters Score: Raw -114106.607165 + Penalty 688.675497 = -113417.931668 nChanged 11 SP:Iteration 38Q (1724.070000 sec): 3 clusters Score: Raw -114111.522105 + Penalty 688.675497 = -113422.846608 nChanged 12 SP:Iteration 39Q (1724.070000 sec): 3 clusters Score: Raw -114119.786241 + Penalty 688.675497 = -113431.110744 nChanged 11 SP:Iteration 40F (1724.070000 sec): 3 clusters Score: Raw -114125.593783 + Penalty 688.675497 = -113436.918286 nChanged 6 SP:Iteration 41Q (1724.080000 sec): 3 clusters Score: Raw -114127.518456 + Penalty 688.675497 = -113438.842959 nChanged 4 SP:Iteration 42Q (1724.080000 sec): 3 clusters Score: Raw -114130.255824 + Penalty 688.675497 = -113441.580327 nChanged 5 SP:Iteration 43Q (1724.080000 sec): 3 clusters Score: Raw -114132.058803 + Penalty 688.675497 = -113443.383306 nChanged 3 SP:Iteration 44Q (1724.080000 sec): 3 clusters Score: Raw -114132.853995 + Penalty 688.675497 = -113444.178498 nChanged 1 SP:Iteration 45Q (1724.080000 sec): 3 clusters Score: Raw -114132.990165 + Penalty 688.675497 = -113444.314668 nChanged 1 SP:Iteration 46Q (1724.080000 sec): 3 clusters Score: Raw -114133.083949 + Penalty 688.675497 = -113444.408452 nChanged 1 SP:Iteration 47Q (1724.080000 sec): 3 clusters Score: Raw -114133.198995 + Penalty 688.675497 = -113444.523498 nChanged 0 SP:Iteration 48F (1724.090000 sec): 3 clusters Score: Raw -114133.198995 + Penalty 688.675497 = -113444.523498 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1724.160000 sec): 2 clusters Score: Raw -2261386.098170 + Penalty 481.824969 = -2260904.273201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1724.200000 sec): 3 clusters Score: Raw -2235144.436212 + Penalty 963.649939 = -2234180.786273 nChanged 19248 SP:Iteration 1F (1724.240000 sec): 3 clusters Score: Raw -2246566.305729 + Penalty 963.649939 = -2245602.655790 nChanged 1473 SP:Iteration 2Q (1724.280000 sec): 3 clusters Score: Raw -2247011.952165 + Penalty 963.649939 = -2246048.302227 nChanged 1559 SP:Iteration 3Q (1724.330000 sec): 3 clusters Score: Raw -2247562.424702 + Penalty 963.649939 = -2246598.774764 nChanged 1702 SP:Iteration 4Q (1724.370000 sec): 3 clusters Score: Raw -2248328.146344 + Penalty 963.649939 = -2247364.496406 nChanged 1928 SP:Iteration 5Q (1724.420000 sec): 3 clusters Score: Raw -2249464.656090 + Penalty 963.649939 = -2248501.006152 nChanged 2195 SP:Iteration 6F (1724.460000 sec): 3 clusters Score: Raw -2250989.324739 + Penalty 963.649939 = -2250025.674800 nChanged 2323 SP:Iteration 7F (1724.500000 sec): 3 clusters Score: Raw -2252546.517108 + Penalty 963.649939 = -2251582.867169 nChanged 2011 SP:Iteration 8F (1724.540000 sec): 3 clusters Score: Raw -2253721.321894 + Penalty 963.649939 = -2252757.671956 nChanged 1618 SP:Iteration 9Q (1724.590000 sec): 3 clusters Score: Raw -2254432.200086 + Penalty 963.649939 = -2253468.550147 nChanged 1238 SP:Iteration 10Q (1724.630000 sec): 3 clusters Score: Raw -2254856.646207 + Penalty 963.649939 = -2253892.996268 nChanged 980 SP:Iteration 11Q (1724.670000 sec): 3 clusters Score: Raw -2255172.210422 + Penalty 963.649939 = -2254208.560483 nChanged 916 SP:Iteration 12Q (1724.720000 sec): 3 clusters Score: Raw -2255471.859183 + Penalty 963.649939 = -2254508.209244 nChanged 904 SP:Iteration 13Q (1724.760000 sec): 3 clusters Score: Raw -2255794.836329 + Penalty 963.649939 = -2254831.186391 nChanged 911 SP:Iteration 14Q (1724.800000 sec): 3 clusters Score: Raw -2256138.881163 + Penalty 963.649939 = -2255175.231225 nChanged 918 SP:Iteration 15Q (1724.840000 sec): 3 clusters Score: Raw -2256502.710674 + Penalty 963.649939 = -2255539.060736 nChanged 901 SP:Iteration 16Q (1724.880000 sec): 3 clusters Score: Raw -2256885.181817 + Penalty 963.649939 = -2255921.531878 nChanged 938 SP:Iteration 17Q (1724.920000 sec): 3 clusters Score: Raw -2257313.927254 + Penalty 963.649939 = -2256350.277315 nChanged 876 SP:Iteration 18Q (1724.960000 sec): 3 clusters Score: Raw -2257736.360155 + Penalty 963.649939 = -2256772.710217 nChanged 879 SP:Iteration 19Q (1725.000000 sec): 3 clusters Score: Raw -2258197.639323 + Penalty 963.649939 = -2257233.989384 nChanged 876 SP:Iteration 20F (1725.050000 sec): 3 clusters Score: Raw -2258711.845834 + Penalty 963.649939 = -2257748.195895 nChanged 836 SP:Iteration 21Q (1725.090000 sec): 3 clusters Score: Raw -2259239.296951 + Penalty 963.649939 = -2258275.647012 nChanged 751 SP:Iteration 22Q (1725.130000 sec): 3 clusters Score: Raw -2259739.166477 + Penalty 963.649939 = -2258775.516538 nChanged 652 SP:Iteration 23Q (1725.170000 sec): 3 clusters Score: Raw -2260201.296939 + Penalty 963.649939 = -2259237.647001 nChanged 503 SP:Iteration 24Q (1725.200000 sec): 3 clusters Score: Raw -2260552.918999 + Penalty 963.649939 = -2259589.269060 nChanged 384 SP:Iteration 25Q (1725.240000 sec): 3 clusters Score: Raw -2260809.541171 + Penalty 963.649939 = -2259845.891233 nChanged 292 SP:Iteration 26Q (1725.270000 sec): 3 clusters Score: Raw -2261010.814399 + Penalty 963.649939 = -2260047.164461 nChanged 221 SP:Iteration 27Q (1725.300000 sec): 3 clusters Score: Raw -2261167.089586 + Penalty 963.649939 = -2260203.439647 nChanged 151 SP:Iteration 28Q (1725.340000 sec): 3 clusters Score: Raw -2261271.564615 + Penalty 963.649939 = -2260307.914676 nChanged 100 SP:Iteration 29Q (1725.370000 sec): 3 clusters Score: Raw -2261341.945622 + Penalty 963.649939 = -2260378.295684 nChanged 63 SP:Iteration 30Q (1725.400000 sec): 3 clusters Score: Raw -2261382.126897 + Penalty 963.649939 = -2260418.476959 nChanged 41 SP:Iteration 31Q (1725.430000 sec): 3 clusters Score: Raw -2261418.082573 + Penalty 963.649939 = -2260454.432635 nChanged 28 SP:Iteration 32Q (1725.460000 sec): 3 clusters Score: Raw -2261443.792799 + Penalty 963.649939 = -2260480.142860 nChanged 22 SP:Iteration 33Q (1725.500000 sec): 3 clusters Score: Raw -2261457.645098 + Penalty 963.649939 = -2260493.995159 nChanged 12 SP:Iteration 34Q (1725.530000 sec): 3 clusters Score: Raw -2261468.191237 + Penalty 963.649939 = -2260504.541298 nChanged 6 SP:Iteration 35Q (1725.560000 sec): 3 clusters Score: Raw -2261472.230728 + Penalty 963.649939 = -2260508.580789 nChanged 5 SP:Iteration 36Q (1725.590000 sec): 3 clusters Score: Raw -2261475.521061 + Penalty 963.649939 = -2260511.871123 nChanged 3 SP:Iteration 37Q (1725.620000 sec): 3 clusters Score: Raw -2261476.839316 + Penalty 963.649939 = -2260513.189377 nChanged 2 SP:Iteration 38Q (1725.660000 sec): 3 clusters Score: Raw -2261477.845951 + Penalty 963.649939 = -2260514.196013 nChanged 1 SP:Iteration 39Q (1725.690000 sec): 3 clusters Score: Raw -2261478.492103 + Penalty 963.649939 = -2260514.842164 nChanged 0 SP:Iteration 40F (1725.740000 sec): 3 clusters Score: Raw -2261478.492103 + Penalty 963.649939 = -2260514.842164 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.760000 sec): 2 clusters Score: Raw -200174.548428 + Penalty 369.092727 = -199805.455702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.760000 sec): 3 clusters Score: Raw -198221.772594 + Penalty 738.185454 = -197483.587140 nChanged 1444 SP:Iteration 1F (1725.770000 sec): 3 clusters Score: Raw -199200.472309 + Penalty 738.185454 = -198462.286855 nChanged 259 SP:Iteration 2F (1725.770000 sec): 3 clusters Score: Raw -199363.128740 + Penalty 738.185454 = -198624.943286 nChanged 189 SP:Iteration 3F (1725.780000 sec): 3 clusters Score: Raw -199492.606894 + Penalty 738.185454 = -198754.421441 nChanged 180 SP:Iteration 4F (1725.780000 sec): 3 clusters Score: Raw -199631.597452 + Penalty 738.185454 = -198893.411998 nChanged 181 SP:Iteration 5F (1725.780000 sec): 3 clusters Score: Raw -199787.725141 + Penalty 738.185454 = -199049.539688 nChanged 159 SP:Iteration 6Q (1725.780000 sec): 3 clusters Score: Raw -199919.068138 + Penalty 738.185454 = -199180.882684 nChanged 135 SP:Iteration 7Q (1725.790000 sec): 3 clusters Score: Raw -200048.297453 + Penalty 738.185454 = -199310.112000 nChanged 131 SP:Iteration 8Q (1725.790000 sec): 3 clusters Score: Raw -200170.727447 + Penalty 738.185454 = -199432.541993 nChanged 103 SP:Iteration 9Q (1725.800000 sec): 3 clusters Score: Raw -200262.164071 + Penalty 738.185454 = -199523.978617 nChanged 89 SP:Iteration 10Q (1725.800000 sec): 3 clusters Score: Raw -200348.989411 + Penalty 738.185454 = -199610.803958 nChanged 87 SP:Iteration 11Q (1725.800000 sec): 3 clusters Score: Raw -200427.937414 + Penalty 738.185454 = -199689.751960 nChanged 60 SP:Iteration 12Q (1725.800000 sec): 3 clusters Score: Raw -200471.419197 + Penalty 738.185454 = -199733.233743 nChanged 50 SP:Iteration 13Q (1725.810000 sec): 3 clusters Score: Raw -200493.857783 + Penalty 738.185454 = -199755.672329 nChanged 34 SP:Iteration 14Q (1725.810000 sec): 3 clusters Score: Raw -200505.450596 + Penalty 738.185454 = -199767.265142 nChanged 18 SP:Iteration 15Q (1725.810000 sec): 3 clusters Score: Raw -200510.744242 + Penalty 738.185454 = -199772.558789 nChanged 18 SP:Iteration 16Q (1725.820000 sec): 3 clusters Score: Raw -200516.099710 + Penalty 738.185454 = -199777.914257 nChanged 19 SP:Iteration 17Q (1725.820000 sec): 3 clusters Score: Raw -200521.023980 + Penalty 738.185454 = -199782.838526 nChanged 12 SP:Iteration 18Q (1725.820000 sec): 3 clusters Score: Raw -200523.826391 + Penalty 738.185454 = -199785.640937 nChanged 8 SP:Iteration 19Q (1725.820000 sec): 3 clusters Score: Raw -200526.564036 + Penalty 738.185454 = -199788.378583 nChanged 6 SP:Iteration 20F (1725.830000 sec): 3 clusters Score: Raw -200527.391239 + Penalty 738.185454 = -199789.205785 nChanged 5 SP:Iteration 21Q (1725.830000 sec): 3 clusters Score: Raw -200527.995620 + Penalty 738.185454 = -199789.810166 nChanged 3 SP:Iteration 22Q (1725.830000 sec): 3 clusters Score: Raw -200528.334929 + Penalty 738.185454 = -199790.149475 nChanged 1 SP:Iteration 23Q (1725.840000 sec): 3 clusters Score: Raw -200528.432318 + Penalty 738.185454 = -199790.246864 nChanged 1 SP:Iteration 24Q (1725.840000 sec): 3 clusters Score: Raw -200528.497488 + Penalty 738.185454 = -199790.312034 nChanged 1 SP:Iteration 25Q (1725.840000 sec): 3 clusters Score: Raw -200528.595305 + Penalty 738.185454 = -199790.409851 nChanged 0 SP:Iteration 26F (1725.840000 sec): 3 clusters Score: Raw -200528.595305 + Penalty 738.185454 = -199790.409851 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.850000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.850000 sec): 3 clusters Score: Raw -3208.184191 + Penalty 396.460503 = -2811.723688 nChanged 15 SP:Iteration 1F (1725.850000 sec): 3 clusters Score: Raw -3237.129737 + Penalty 396.460503 = -2840.669233 nChanged 8 SP:Iteration 2F (1725.850000 sec): 3 clusters Score: Raw -3258.677248 + Penalty 396.460503 = -2862.216745 nChanged 1 SP:Iteration 3Q (1725.850000 sec): 3 clusters Score: Raw -3260.572214 + Penalty 396.460503 = -2864.111711 nChanged 0 SP:Iteration 4F (1725.850000 sec): 3 clusters Score: Raw -3260.572214 + Penalty 396.460503 = -2864.111711 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.850000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.850000 sec): 3 clusters Score: Raw -60524.114456 + Penalty 639.646968 = -59884.467487 nChanged 447 SP:Iteration 1F (1725.850000 sec): 3 clusters Score: Raw -60784.518278 + Penalty 639.646968 = -60144.871310 nChanged 86 SP:Iteration 2F (1725.850000 sec): 3 clusters Score: Raw -60841.533094 + Penalty 639.646968 = -60201.886126 nChanged 68 SP:Iteration 3F (1725.860000 sec): 3 clusters Score: Raw -60894.715282 + Penalty 639.646968 = -60255.068313 nChanged 60 SP:Iteration 4F (1725.860000 sec): 3 clusters Score: Raw -60947.862345 + Penalty 639.646968 = -60308.215376 nChanged 59 SP:Iteration 5F (1725.860000 sec): 3 clusters Score: Raw -60990.700194 + Penalty 639.646968 = -60351.053226 nChanged 47 SP:Iteration 6Q (1725.860000 sec): 3 clusters Score: Raw -61019.075476 + Penalty 639.646968 = -60379.428508 nChanged 44 SP:Iteration 7Q (1725.860000 sec): 3 clusters Score: Raw -61047.809162 + Penalty 639.646968 = -60408.162193 nChanged 32 SP:Iteration 8Q (1725.860000 sec): 3 clusters Score: Raw -61076.863579 + Penalty 639.646968 = -60437.216610 nChanged 30 SP:Iteration 9Q (1725.860000 sec): 3 clusters Score: Raw -61103.632780 + Penalty 639.646968 = -60463.985812 nChanged 22 SP:Iteration 10Q (1725.860000 sec): 3 clusters Score: Raw -61115.998714 + Penalty 639.646968 = -60476.351746 nChanged 15 SP:Iteration 11Q (1725.860000 sec): 3 clusters Score: Raw -61126.361432 + Penalty 639.646968 = -60486.714463 nChanged 14 SP:Iteration 12Q (1725.860000 sec): 3 clusters Score: Raw -61137.047478 + Penalty 639.646968 = -60497.400509 nChanged 11 SP:Iteration 13Q (1725.870000 sec): 3 clusters Score: Raw -61141.688367 + Penalty 639.646968 = -60502.041398 nChanged 10 SP:Iteration 14Q (1725.870000 sec): 3 clusters Score: Raw -61146.642158 + Penalty 639.646968 = -60506.995190 nChanged 7 SP:Iteration 15Q (1725.870000 sec): 3 clusters Score: Raw -61150.817715 + Penalty 639.646968 = -60511.170747 nChanged 6 SP:Iteration 16Q (1725.870000 sec): 3 clusters Score: Raw -61152.080633 + Penalty 639.646968 = -60512.433665 nChanged 5 SP:Iteration 17Q (1725.870000 sec): 3 clusters Score: Raw -61153.549791 + Penalty 639.646968 = -60513.902822 nChanged 1 SP:Iteration 18Q (1725.870000 sec): 3 clusters Score: Raw -61153.864345 + Penalty 639.646968 = -60514.217377 nChanged 2 SP:Iteration 19Q (1725.870000 sec): 3 clusters Score: Raw -61154.436193 + Penalty 639.646968 = -60514.789224 nChanged 2 SP:Iteration 20F (1725.870000 sec): 3 clusters Score: Raw -61155.148814 + Penalty 639.646968 = -60515.501846 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.880000 sec): 2 clusters Score: Raw -3287.046368 + Penalty 193.951934 = -3093.094433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.880000 sec): 3 clusters Score: Raw -3340.689553 + Penalty 387.903869 = -2952.785684 nChanged 16 SP:Iteration 1F (1725.880000 sec): 3 clusters Score: Raw -3391.799563 + Penalty 387.903869 = -3003.895694 nChanged 3 SP:Iteration 2Q (1725.880000 sec): 3 clusters Score: Raw -3397.817189 + Penalty 387.903869 = -3009.913320 nChanged 0 SP:Iteration 3F (1725.880000 sec): 3 clusters Score: Raw -3397.817189 + Penalty 387.903869 = -3009.913320 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.880000 sec): 2 clusters Score: Raw -9367.375508 + Penalty 239.921480 = -9127.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.880000 sec): 3 clusters Score: Raw -9353.975658 + Penalty 479.842960 = -8874.132698 nChanged 55 SP:Iteration 1F (1725.880000 sec): 3 clusters Score: Raw -9424.677597 + Penalty 479.842960 = -8944.834637 nChanged 18 SP:Iteration 2F (1725.880000 sec): 3 clusters Score: Raw -9452.463002 + Penalty 479.842960 = -8972.620043 nChanged 8 SP:Iteration 3Q (1725.880000 sec): 3 clusters Score: Raw -9464.569024 + Penalty 479.842960 = -8984.726065 nChanged 4 SP:Iteration 4Q (1725.880000 sec): 3 clusters Score: Raw -9472.430473 + Penalty 479.842960 = -8992.587513 nChanged 1 SP:Iteration 5Q (1725.880000 sec): 3 clusters Score: Raw -9473.538915 + Penalty 479.842960 = -8993.695955 nChanged 0 SP:Iteration 6F (1725.880000 sec): 3 clusters Score: Raw -9473.538915 + Penalty 479.842960 = -8993.695955 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1726.170000 sec): 2 clusters Score: Raw -10188081.327451 + Penalty 546.756106 = -10187534.571345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1726.380000 sec): 3 clusters Score: Raw -10075718.663669 + Penalty 1093.512211 = -10074625.151458 nChanged 81762 SP:Iteration 1F (1726.580000 sec): 3 clusters Score: Raw -10125400.893949 + Penalty 1093.512211 = -10124307.381738 nChanged 6088 SP:Iteration 2Q (1726.800000 sec): 3 clusters Score: Raw -10127061.023771 + Penalty 1093.512211 = -10125967.511560 nChanged 7261 SP:Iteration 3Q (1727.020000 sec): 3 clusters Score: Raw -10129481.599094 + Penalty 1093.512211 = -10128388.086883 nChanged 8530 SP:Iteration 4F (1727.250000 sec): 3 clusters Score: Raw -10133068.459253 + Penalty 1093.512211 = -10131974.947042 nChanged 10249 SP:Iteration 5F (1727.470000 sec): 3 clusters Score: Raw -10138504.391972 + Penalty 1093.512211 = -10137410.879761 nChanged 11819 SP:Iteration 6F (1727.700000 sec): 3 clusters Score: Raw -10146464.531008 + Penalty 1093.512211 = -10145371.018796 nChanged 12875 SP:Iteration 7F (1727.930000 sec): 3 clusters Score: Raw -10157180.643243 + Penalty 1093.512211 = -10156087.131032 nChanged 12392 SP:Iteration 8F (1728.160000 sec): 3 clusters Score: Raw -10169308.192253 + Penalty 1093.512211 = -10168214.680042 nChanged 9612 SP:Iteration 9F (1728.380000 sec): 3 clusters Score: Raw -10179238.662693 + Penalty 1093.512211 = -10178145.150481 nChanged 5273 SP:Iteration 10Q (1728.630000 sec): 3 clusters Score: Raw -10184677.440025 + Penalty 1093.512211 = -10183583.927814 nChanged 2359 SP:Iteration 11Q (1728.870000 sec): 3 clusters Score: Raw -10186996.278100 + Penalty 1093.512211 = -10185902.765889 nChanged 891 SP:Iteration 12Q (1729.070000 sec): 3 clusters Score: Raw -10187834.049132 + Penalty 1093.512211 = -10186740.536920 nChanged 245 SP:Iteration 13Q (1729.260000 sec): 3 clusters Score: Raw -10188124.501458 + Penalty 1093.512211 = -10187030.989247 nChanged 37 SP:Iteration 14Q (1729.450000 sec): 3 clusters Score: Raw -10188232.898448 + Penalty 1093.512211 = -10187139.386237 nChanged 42 SP:Iteration 15Q (1729.640000 sec): 3 clusters Score: Raw -10188277.965522 + Penalty 1093.512211 = -10187184.453311 nChanged 41 SP:Iteration 16Q (1729.820000 sec): 3 clusters Score: Raw -10188310.995176 + Penalty 1093.512211 = -10187217.482965 nChanged 25 SP:Iteration 17Q (1730.010000 sec): 3 clusters Score: Raw -10188327.668771 + Penalty 1093.512211 = -10187234.156560 nChanged 16 SP:Iteration 18Q (1730.200000 sec): 3 clusters Score: Raw -10188336.554043 + Penalty 1093.512211 = -10187243.041832 nChanged 17 SP:Iteration 19Q (1730.390000 sec): 3 clusters Score: Raw -10188344.476704 + Penalty 1093.512211 = -10187250.964492 nChanged 9 SP:Iteration 20F (1730.620000 sec): 3 clusters Score: Raw -10188347.835281 + Penalty 1093.512211 = -10187254.323069 nChanged 11 SP:Iteration 21Q (1730.790000 sec): 3 clusters Score: Raw -10188354.034659 + Penalty 1093.512211 = -10187260.522448 nChanged 10 SP:Iteration 22Q (1730.950000 sec): 3 clusters Score: Raw -10188359.799782 + Penalty 1093.512211 = -10187266.287570 nChanged 7 SP:Iteration 23Q (1731.110000 sec): 3 clusters Score: Raw -10188361.638695 + Penalty 1093.512211 = -10187268.126484 nChanged 5 SP:Iteration 24Q (1731.270000 sec): 3 clusters Score: Raw -10188363.419660 + Penalty 1093.512211 = -10187269.907449 nChanged 8 SP:Iteration 25Q (1731.430000 sec): 3 clusters Score: Raw -10188366.267173 + Penalty 1093.512211 = -10187272.754962 nChanged 3 SP:Iteration 26Q (1731.590000 sec): 3 clusters Score: Raw -10188367.324729 + Penalty 1093.512211 = -10187273.812518 nChanged 3 SP:Iteration 27Q (1731.750000 sec): 3 clusters Score: Raw -10188368.456699 + Penalty 1093.512211 = -10187274.944488 nChanged 2 SP:Iteration 28Q (1731.910000 sec): 3 clusters Score: Raw -10188369.184291 + Penalty 1093.512211 = -10187275.672079 nChanged 2 SP:Iteration 29Q (1732.070000 sec): 3 clusters Score: Raw -10188370.404203 + Penalty 1093.512211 = -10187276.891991 nChanged 2 SP:Iteration 30Q (1732.230000 sec): 3 clusters Score: Raw -10188371.210145 + Penalty 1093.512211 = -10187277.697934 nChanged 1 SP:Iteration 31Q (1732.390000 sec): 3 clusters Score: Raw -10188371.365686 + Penalty 1093.512211 = -10187277.853475 nChanged 1 SP:Iteration 32Q (1732.550000 sec): 3 clusters Score: Raw -10188371.536087 + Penalty 1093.512211 = -10187278.023875 nChanged 0 SP:Iteration 33F (1732.750000 sec): 3 clusters Score: Raw -10188371.536087 + Penalty 1093.512211 = -10187278.023875 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.830000 sec): 2 clusters Score: Raw -13504.052962 + Penalty 249.179092 = -13254.873870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.830000 sec): 3 clusters Score: Raw -13436.484094 + Penalty 498.358183 = -12938.125911 nChanged 69 SP:Iteration 1F (1732.830000 sec): 3 clusters Score: Raw -13506.378709 + Penalty 498.358183 = -13008.020525 nChanged 11 SP:Iteration 2Q (1732.830000 sec): 3 clusters Score: Raw -13521.423807 + Penalty 498.358183 = -13023.065623 nChanged 6 SP:Iteration 3Q (1732.830000 sec): 3 clusters Score: Raw -13527.235717 + Penalty 498.358183 = -13028.877533 nChanged 2 SP:Iteration 4Q (1732.830000 sec): 3 clusters Score: Raw -13529.097419 + Penalty 498.358183 = -13030.739236 nChanged 2 SP:Iteration 5Q (1732.830000 sec): 3 clusters Score: Raw -13530.592062 + Penalty 498.358183 = -13032.233879 nChanged 2 SP:Iteration 6Q (1732.840000 sec): 3 clusters Score: Raw -13532.047034 + Penalty 498.358183 = -13033.688851 nChanged 0 SP:Iteration 7F (1732.840000 sec): 3 clusters Score: Raw -13532.047034 + Penalty 498.358183 = -13033.688851 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.840000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.840000 sec): 3 clusters Score: Raw -6257.345686 + Penalty 425.227424 = -5832.118262 nChanged 16 SP:Iteration 1F (1732.840000 sec): 3 clusters Score: Raw -6296.096204 + Penalty 425.227424 = -5870.868780 nChanged 6 SP:Iteration 2F (1732.840000 sec): 3 clusters Score: Raw -6320.656829 + Penalty 425.227424 = -5895.429405 nChanged 3 SP:Iteration 3Q (1732.840000 sec): 3 clusters Score: Raw -6325.037269 + Penalty 425.227424 = -5899.809845 nChanged 1 SP:Iteration 4Q (1732.840000 sec): 3 clusters Score: Raw -6326.065982 + Penalty 425.227424 = -5900.838558 nChanged 0 SP:Iteration 5F (1732.840000 sec): 3 clusters Score: Raw -6326.065982 + Penalty 425.227424 = -5900.838558 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.840000 sec): 2 clusters Score: Raw -29238.356131 + Penalty 285.928104 = -28952.428027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.840000 sec): 3 clusters Score: Raw -29008.082403 + Penalty 571.856209 = -28436.226195 nChanged 191 SP:Iteration 1F (1732.840000 sec): 3 clusters Score: Raw -29170.749028 + Penalty 571.856209 = -28598.892819 nChanged 65 SP:Iteration 2F (1732.840000 sec): 3 clusters Score: Raw -29226.385172 + Penalty 571.856209 = -28654.528963 nChanged 27 SP:Iteration 3F (1732.840000 sec): 3 clusters Score: Raw -29246.730563 + Penalty 571.856209 = -28674.874354 nChanged 22 SP:Iteration 4Q (1732.840000 sec): 3 clusters Score: Raw -29261.321902 + Penalty 571.856209 = -28689.465694 nChanged 18 SP:Iteration 5Q (1732.840000 sec): 3 clusters Score: Raw -29272.493835 + Penalty 571.856209 = -28700.637626 nChanged 14 SP:Iteration 6Q (1732.840000 sec): 3 clusters Score: Raw -29280.546094 + Penalty 571.856209 = -28708.689885 nChanged 11 SP:Iteration 7Q (1732.850000 sec): 3 clusters Score: Raw -29290.511615 + Penalty 571.856209 = -28718.655407 nChanged 8 SP:Iteration 8Q (1732.850000 sec): 3 clusters Score: Raw -29300.061685 + Penalty 571.856209 = -28728.205477 nChanged 6 SP:Iteration 9Q (1732.850000 sec): 3 clusters Score: Raw -29304.869243 + Penalty 571.856209 = -28733.013035 nChanged 3 SP:Iteration 10Q (1732.850000 sec): 3 clusters Score: Raw -29309.694633 + Penalty 571.856209 = -28737.838424 nChanged 3 SP:Iteration 11Q (1732.850000 sec): 3 clusters Score: Raw -29311.623609 + Penalty 571.856209 = -28739.767400 nChanged 0 SP:Iteration 12F (1732.850000 sec): 3 clusters Score: Raw -29311.623609 + Penalty 571.856209 = -28739.767400 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.850000 sec): 2 clusters Score: Raw -5673.033043 + Penalty 220.050827 = -5452.982217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.850000 sec): 3 clusters Score: Raw -5671.392264 + Penalty 440.101654 = -5231.290611 nChanged 29 SP:Iteration 1F (1732.850000 sec): 3 clusters Score: Raw -5703.797884 + Penalty 440.101654 = -5263.696230 nChanged 3 SP:Iteration 2Q (1732.850000 sec): 3 clusters Score: Raw -5710.585421 + Penalty 440.101654 = -5270.483767 nChanged 3 SP:Iteration 3Q (1732.850000 sec): 3 clusters Score: Raw -5713.988411 + Penalty 440.101654 = -5273.886757 nChanged 2 SP:Iteration 4Q (1732.850000 sec): 3 clusters Score: Raw -5717.428222 + Penalty 440.101654 = -5277.326569 nChanged 0 SP:Iteration 5F (1732.850000 sec): 3 clusters Score: Raw -5717.428222 + Penalty 440.101654 = -5277.326569 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.880000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.900000 sec): 3 clusters Score: Raw -1052931.678869 + Penalty 885.351209 = -1052046.327660 nChanged 7994 SP:Iteration 1F (1732.910000 sec): 3 clusters Score: Raw -1057430.769896 + Penalty 885.351209 = -1056545.418687 nChanged 785 SP:Iteration 2Q (1732.930000 sec): 3 clusters Score: Raw -1057692.786835 + Penalty 885.351209 = -1056807.435626 nChanged 881 SP:Iteration 3F (1732.950000 sec): 3 clusters Score: Raw -1058083.145331 + Penalty 885.351209 = -1057197.794122 nChanged 1092 SP:Iteration 4F (1732.970000 sec): 3 clusters Score: Raw -1058736.074032 + Penalty 885.351209 = -1057850.722823 nChanged 1297 SP:Iteration 5F (1732.980000 sec): 3 clusters Score: Raw -1059731.582400 + Penalty 885.351209 = -1058846.231190 nChanged 1358 SP:Iteration 6F (1733.000000 sec): 3 clusters Score: Raw -1060949.304862 + Penalty 885.351209 = -1060063.953653 nChanged 1202 SP:Iteration 7F (1733.020000 sec): 3 clusters Score: Raw -1062151.964180 + Penalty 885.351209 = -1061266.612971 nChanged 858 SP:Iteration 8F (1733.030000 sec): 3 clusters Score: Raw -1063021.350993 + Penalty 885.351209 = -1062135.999784 nChanged 441 SP:Iteration 9Q (1733.050000 sec): 3 clusters Score: Raw -1063457.037200 + Penalty 885.351209 = -1062571.685991 nChanged 198 SP:Iteration 10Q (1733.070000 sec): 3 clusters Score: Raw -1063639.392541 + Penalty 885.351209 = -1062754.041332 nChanged 70 SP:Iteration 11Q (1733.080000 sec): 3 clusters Score: Raw -1063694.393890 + Penalty 885.351209 = -1062809.042681 nChanged 29 SP:Iteration 12Q (1733.090000 sec): 3 clusters Score: Raw -1063726.186880 + Penalty 885.351209 = -1062840.835671 nChanged 14 SP:Iteration 13Q (1733.100000 sec): 3 clusters Score: Raw -1063749.023106 + Penalty 885.351209 = -1062863.671897 nChanged 9 SP:Iteration 14Q (1733.120000 sec): 3 clusters Score: Raw -1063760.113321 + Penalty 885.351209 = -1062874.762112 nChanged 3 SP:Iteration 15Q (1733.130000 sec): 3 clusters Score: Raw -1063762.356748 + Penalty 885.351209 = -1062877.005539 nChanged 3 SP:Iteration 16Q (1733.140000 sec): 3 clusters Score: Raw -1063763.762724 + Penalty 885.351209 = -1062878.411515 nChanged 1 SP:Iteration 17Q (1733.150000 sec): 3 clusters Score: Raw -1063765.579293 + Penalty 885.351209 = -1062880.228084 nChanged 0 SP:Iteration 18F (1733.170000 sec): 3 clusters Score: Raw -1063765.579293 + Penalty 885.351209 = -1062880.228084 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.200000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1733.230000 sec): 3 clusters Score: Raw -1393806.403981 + Penalty 912.415644 = -1392893.988336 nChanged 10712 SP:Iteration 1F (1733.250000 sec): 3 clusters Score: Raw -1400254.969407 + Penalty 912.415644 = -1399342.553763 nChanged 1252 SP:Iteration 2F (1733.280000 sec): 3 clusters Score: Raw -1400883.673026 + Penalty 912.415644 = -1399971.257382 nChanged 1395 SP:Iteration 3F (1733.300000 sec): 3 clusters Score: Raw -1401757.189150 + Penalty 912.415644 = -1400844.773506 nChanged 1487 SP:Iteration 4F (1733.330000 sec): 3 clusters Score: Raw -1402882.274563 + Penalty 912.415644 = -1401969.858919 nChanged 1462 SP:Iteration 5F (1733.350000 sec): 3 clusters Score: Raw -1404137.944071 + Penalty 912.415644 = -1403225.528426 nChanged 1280 SP:Iteration 6F (1733.370000 sec): 3 clusters Score: Raw -1405341.208460 + Penalty 912.415644 = -1404428.792816 nChanged 1043 SP:Iteration 7Q (1733.400000 sec): 3 clusters Score: Raw -1406221.886627 + Penalty 912.415644 = -1405309.470983 nChanged 760 SP:Iteration 8Q (1733.420000 sec): 3 clusters Score: Raw -1406705.869754 + Penalty 912.415644 = -1405793.454110 nChanged 526 SP:Iteration 9Q (1733.440000 sec): 3 clusters Score: Raw -1406996.408246 + Penalty 912.415644 = -1406083.992601 nChanged 393 SP:Iteration 10Q (1733.460000 sec): 3 clusters Score: Raw -1407200.986802 + Penalty 912.415644 = -1406288.571158 nChanged 329 SP:Iteration 11Q (1733.480000 sec): 3 clusters Score: Raw -1407366.511851 + Penalty 912.415644 = -1406454.096207 nChanged 289 SP:Iteration 12Q (1733.500000 sec): 3 clusters Score: Raw -1407499.467473 + Penalty 912.415644 = -1406587.051829 nChanged 265 SP:Iteration 13Q (1733.520000 sec): 3 clusters Score: Raw -1407628.344371 + Penalty 912.415644 = -1406715.928727 nChanged 223 SP:Iteration 14Q (1733.540000 sec): 3 clusters Score: Raw -1407733.340005 + Penalty 912.415644 = -1406820.924361 nChanged 196 SP:Iteration 15Q (1733.560000 sec): 3 clusters Score: Raw -1407815.896130 + Penalty 912.415644 = -1406903.480486 nChanged 191 SP:Iteration 16Q (1733.580000 sec): 3 clusters Score: Raw -1407886.096621 + Penalty 912.415644 = -1406973.680977 nChanged 147 SP:Iteration 17Q (1733.600000 sec): 3 clusters Score: Raw -1407936.818913 + Penalty 912.415644 = -1407024.403269 nChanged 147 SP:Iteration 18Q (1733.620000 sec): 3 clusters Score: Raw -1407993.948150 + Penalty 912.415644 = -1407081.532506 nChanged 144 SP:Iteration 19Q (1733.630000 sec): 3 clusters Score: Raw -1408050.771737 + Penalty 912.415644 = -1407138.356093 nChanged 118 SP:Iteration 20F (1733.660000 sec): 3 clusters Score: Raw -1408090.628473 + Penalty 912.415644 = -1407178.212829 nChanged 102 SP:Iteration 21Q (1733.680000 sec): 3 clusters Score: Raw -1408125.076038 + Penalty 912.415644 = -1407212.660394 nChanged 92 SP:Iteration 22Q (1733.700000 sec): 3 clusters Score: Raw -1408161.914977 + Penalty 912.415644 = -1407249.499333 nChanged 97 SP:Iteration 23Q (1733.720000 sec): 3 clusters Score: Raw -1408203.766014 + Penalty 912.415644 = -1407291.350370 nChanged 95 SP:Iteration 24Q (1733.740000 sec): 3 clusters Score: Raw -1408242.692894 + Penalty 912.415644 = -1407330.277250 nChanged 77 SP:Iteration 25Q (1733.750000 sec): 3 clusters Score: Raw -1408272.102632 + Penalty 912.415644 = -1407359.686988 nChanged 66 SP:Iteration 26Q (1733.770000 sec): 3 clusters Score: Raw -1408293.404057 + Penalty 912.415644 = -1407380.988413 nChanged 53 SP:Iteration 27Q (1733.790000 sec): 3 clusters Score: Raw -1408313.597507 + Penalty 912.415644 = -1407401.181863 nChanged 50 SP:Iteration 28Q (1733.810000 sec): 3 clusters Score: Raw -1408327.726053 + Penalty 912.415644 = -1407415.310409 nChanged 36 SP:Iteration 29Q (1733.830000 sec): 3 clusters Score: Raw -1408339.346431 + Penalty 912.415644 = -1407426.930787 nChanged 43 SP:Iteration 30Q (1733.850000 sec): 3 clusters Score: Raw -1408357.177022 + Penalty 912.415644 = -1407444.761377 nChanged 40 SP:Iteration 31Q (1733.870000 sec): 3 clusters Score: Raw -1408373.434702 + Penalty 912.415644 = -1407461.019058 nChanged 34 SP:Iteration 32Q (1733.890000 sec): 3 clusters Score: Raw -1408384.630690 + Penalty 912.415644 = -1407472.215046 nChanged 27 SP:Iteration 33Q (1733.910000 sec): 3 clusters Score: Raw -1408394.681985 + Penalty 912.415644 = -1407482.266341 nChanged 22 SP:Iteration 34Q (1733.930000 sec): 3 clusters Score: Raw -1408403.207086 + Penalty 912.415644 = -1407490.791442 nChanged 17 SP:Iteration 35Q (1733.950000 sec): 3 clusters Score: Raw -1408408.143528 + Penalty 912.415644 = -1407495.727884 nChanged 15 SP:Iteration 36Q (1733.970000 sec): 3 clusters Score: Raw -1408412.376375 + Penalty 912.415644 = -1407499.960731 nChanged 11 SP:Iteration 37Q (1733.980000 sec): 3 clusters Score: Raw -1408415.227856 + Penalty 912.415644 = -1407502.812212 nChanged 12 SP:Iteration 38Q (1734.000000 sec): 3 clusters Score: Raw -1408419.185601 + Penalty 912.415644 = -1407506.769956 nChanged 12 SP:Iteration 39Q (1734.020000 sec): 3 clusters Score: Raw -1408425.353146 + Penalty 912.415644 = -1407512.937502 nChanged 15 SP:Iteration 40F (1734.040000 sec): 3 clusters Score: Raw -1408432.244953 + Penalty 912.415644 = -1407519.829309 nChanged 15 SP:Iteration 41Q (1734.060000 sec): 3 clusters Score: Raw -1408437.022891 + Penalty 912.415644 = -1407524.607247 nChanged 7 SP:Iteration 42Q (1734.080000 sec): 3 clusters Score: Raw -1408438.258493 + Penalty 912.415644 = -1407525.842849 nChanged 5 SP:Iteration 43Q (1734.090000 sec): 3 clusters Score: Raw -1408439.406991 + Penalty 912.415644 = -1407526.991347 nChanged 3 SP:Iteration 44Q (1734.110000 sec): 3 clusters Score: Raw -1408440.123988 + Penalty 912.415644 = -1407527.708344 nChanged 6 SP:Iteration 45Q (1734.130000 sec): 3 clusters Score: Raw -1408441.804461 + Penalty 912.415644 = -1407529.388817 nChanged 3 SP:Iteration 46Q (1734.150000 sec): 3 clusters Score: Raw -1408442.343364 + Penalty 912.415644 = -1407529.927720 nChanged 5 SP:Iteration 47Q (1734.170000 sec): 3 clusters Score: Raw -1408443.627652 + Penalty 912.415644 = -1407531.212008 nChanged 4 SP:Iteration 48Q (1734.180000 sec): 3 clusters Score: Raw -1408444.703684 + Penalty 912.415644 = -1407532.288040 nChanged 1 SP:Iteration 49Q (1734.200000 sec): 3 clusters Score: Raw -1408444.967539 + Penalty 912.415644 = -1407532.551895 nChanged 0 SP:Iteration 50F (1734.220000 sec): 3 clusters Score: Raw -1408444.967539 + Penalty 912.415644 = -1407532.551895 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.230000 sec): 2 clusters Score: Raw -11210.498264 + Penalty 241.750872 = -10968.747392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.230000 sec): 3 clusters Score: Raw -11176.332380 + Penalty 483.501744 = -10692.830636 nChanged 56 SP:Iteration 1F (1734.230000 sec): 3 clusters Score: Raw -11255.383472 + Penalty 483.501744 = -10771.881728 nChanged 16 SP:Iteration 2F (1734.230000 sec): 3 clusters Score: Raw -11277.180960 + Penalty 483.501744 = -10793.679216 nChanged 7 SP:Iteration 3Q (1734.230000 sec): 3 clusters Score: Raw -11287.749588 + Penalty 483.501744 = -10804.247844 nChanged 6 SP:Iteration 4Q (1734.230000 sec): 3 clusters Score: Raw -11299.529468 + Penalty 483.501744 = -10816.027724 nChanged 3 SP:Iteration 5Q (1734.230000 sec): 3 clusters Score: Raw -11302.893354 + Penalty 483.501744 = -10819.391610 nChanged 0 SP:Iteration 6F (1734.230000 sec): 3 clusters Score: Raw -11302.893354 + Penalty 483.501744 = -10819.391610 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.240000 sec): 2 clusters Score: Raw -192227.109591 + Penalty 365.752297 = -191861.357294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.250000 sec): 3 clusters Score: Raw -190443.884928 + Penalty 731.504594 = -189712.380334 nChanged 1370 SP:Iteration 1F (1734.250000 sec): 3 clusters Score: Raw -191213.536922 + Penalty 731.504594 = -190482.032328 nChanged 192 SP:Iteration 2F (1734.250000 sec): 3 clusters Score: Raw -191308.276101 + Penalty 731.504594 = -190576.771508 nChanged 175 SP:Iteration 3F (1734.250000 sec): 3 clusters Score: Raw -191376.207235 + Penalty 731.504594 = -190644.702641 nChanged 129 SP:Iteration 4Q (1734.260000 sec): 3 clusters Score: Raw -191423.336349 + Penalty 731.504594 = -190691.831755 nChanged 107 SP:Iteration 5Q (1734.260000 sec): 3 clusters Score: Raw -191457.904307 + Penalty 731.504594 = -190726.399713 nChanged 96 SP:Iteration 6Q (1734.260000 sec): 3 clusters Score: Raw -191487.762950 + Penalty 731.504594 = -190756.258356 nChanged 87 SP:Iteration 7Q (1734.270000 sec): 3 clusters Score: Raw -191516.388596 + Penalty 731.504594 = -190784.884003 nChanged 93 SP:Iteration 8Q (1734.270000 sec): 3 clusters Score: Raw -191547.780672 + Penalty 731.504594 = -190816.276078 nChanged 76 SP:Iteration 9Q (1734.270000 sec): 3 clusters Score: Raw -191574.061299 + Penalty 731.504594 = -190842.556705 nChanged 69 SP:Iteration 10Q (1734.270000 sec): 3 clusters Score: Raw -191596.128613 + Penalty 731.504594 = -190864.624019 nChanged 69 SP:Iteration 11Q (1734.280000 sec): 3 clusters Score: Raw -191615.277711 + Penalty 731.504594 = -190883.773117 nChanged 60 SP:Iteration 12Q (1734.280000 sec): 3 clusters Score: Raw -191632.624625 + Penalty 731.504594 = -190901.120031 nChanged 64 SP:Iteration 13Q (1734.290000 sec): 3 clusters Score: Raw -191651.737597 + Penalty 731.504594 = -190920.233003 nChanged 58 SP:Iteration 14Q (1734.290000 sec): 3 clusters Score: Raw -191671.528903 + Penalty 731.504594 = -190940.024309 nChanged 65 SP:Iteration 15Q (1734.290000 sec): 3 clusters Score: Raw -191701.992097 + Penalty 731.504594 = -190970.487503 nChanged 77 SP:Iteration 16Q (1734.290000 sec): 3 clusters Score: Raw -191742.340287 + Penalty 731.504594 = -191010.835693 nChanged 98 SP:Iteration 17Q (1734.300000 sec): 3 clusters Score: Raw -191798.913083 + Penalty 731.504594 = -191067.408489 nChanged 92 SP:Iteration 18Q (1734.300000 sec): 3 clusters Score: Raw -191852.886611 + Penalty 731.504594 = -191121.382017 nChanged 93 SP:Iteration 19Q (1734.300000 sec): 3 clusters Score: Raw -191917.244781 + Penalty 731.504594 = -191185.740187 nChanged 81 SP:Iteration 20F (1734.310000 sec): 3 clusters Score: Raw -191966.056670 + Penalty 731.504594 = -191234.552076 nChanged 66 SP:Iteration 21Q (1734.310000 sec): 3 clusters Score: Raw -191996.753136 + Penalty 731.504594 = -191265.248542 nChanged 53 SP:Iteration 22Q (1734.310000 sec): 3 clusters Score: Raw -192022.190175 + Penalty 731.504594 = -191290.685581 nChanged 51 SP:Iteration 23Q (1734.310000 sec): 3 clusters Score: Raw -192044.863271 + Penalty 731.504594 = -191313.358677 nChanged 45 SP:Iteration 24Q (1734.320000 sec): 3 clusters Score: Raw -192066.706012 + Penalty 731.504594 = -191335.201418 nChanged 45 SP:Iteration 25Q (1734.320000 sec): 3 clusters Score: Raw -192087.086904 + Penalty 731.504594 = -191355.582310 nChanged 41 SP:Iteration 26Q (1734.320000 sec): 3 clusters Score: Raw -192102.479740 + Penalty 731.504594 = -191370.975146 nChanged 35 SP:Iteration 27Q (1734.330000 sec): 3 clusters Score: Raw -192115.601877 + Penalty 731.504594 = -191384.097283 nChanged 33 SP:Iteration 28Q (1734.330000 sec): 3 clusters Score: Raw -192126.969847 + Penalty 731.504594 = -191395.465253 nChanged 27 SP:Iteration 29Q (1734.330000 sec): 3 clusters Score: Raw -192136.646789 + Penalty 731.504594 = -191405.142195 nChanged 29 SP:Iteration 30Q (1734.330000 sec): 3 clusters Score: Raw -192149.100504 + Penalty 731.504594 = -191417.595910 nChanged 31 SP:Iteration 31Q (1734.340000 sec): 3 clusters Score: Raw -192157.711429 + Penalty 731.504594 = -191426.206835 nChanged 17 SP:Iteration 32Q (1734.340000 sec): 3 clusters Score: Raw -192160.782532 + Penalty 731.504594 = -191429.277938 nChanged 7 SP:Iteration 33Q (1734.340000 sec): 3 clusters Score: Raw -192162.799333 + Penalty 731.504594 = -191431.294739 nChanged 11 SP:Iteration 34Q (1734.350000 sec): 3 clusters Score: Raw -192165.717713 + Penalty 731.504594 = -191434.213119 nChanged 14 SP:Iteration 35Q (1734.350000 sec): 3 clusters Score: Raw -192170.706086 + Penalty 731.504594 = -191439.201492 nChanged 17 SP:Iteration 36Q (1734.350000 sec): 3 clusters Score: Raw -192176.215627 + Penalty 731.504594 = -191444.711033 nChanged 15 SP:Iteration 37Q (1734.350000 sec): 3 clusters Score: Raw -192181.842939 + Penalty 731.504594 = -191450.338345 nChanged 13 SP:Iteration 38Q (1734.360000 sec): 3 clusters Score: Raw -192188.917356 + Penalty 731.504594 = -191457.412762 nChanged 18 SP:Iteration 39Q (1734.360000 sec): 3 clusters Score: Raw -192198.090186 + Penalty 731.504594 = -191466.585592 nChanged 10 SP:Iteration 40F (1734.360000 sec): 3 clusters Score: Raw -192201.466920 + Penalty 731.504594 = -191469.962326 nChanged 11 SP:Iteration 41Q (1734.370000 sec): 3 clusters Score: Raw -192206.756681 + Penalty 731.504594 = -191475.252087 nChanged 19 SP:Iteration 42Q (1734.370000 sec): 3 clusters Score: Raw -192216.360268 + Penalty 731.504594 = -191484.855674 nChanged 17 SP:Iteration 43Q (1734.370000 sec): 3 clusters Score: Raw -192223.349227 + Penalty 731.504594 = -191491.844633 nChanged 10 SP:Iteration 44Q (1734.370000 sec): 3 clusters Score: Raw -192225.168665 + Penalty 731.504594 = -191493.664071 nChanged 7 SP:Iteration 45Q (1734.380000 sec): 3 clusters Score: Raw -192226.913673 + Penalty 731.504594 = -191495.409080 nChanged 10 SP:Iteration 46Q (1734.380000 sec): 3 clusters Score: Raw -192230.595311 + Penalty 731.504594 = -191499.090717 nChanged 13 SP:Iteration 47Q (1734.380000 sec): 3 clusters Score: Raw -192235.725730 + Penalty 731.504594 = -191504.221136 nChanged 16 SP:Iteration 48Q (1734.390000 sec): 3 clusters Score: Raw -192240.800744 + Penalty 731.504594 = -191509.296150 nChanged 11 SP:Iteration 49Q (1734.390000 sec): 3 clusters Score: Raw -192244.653084 + Penalty 731.504594 = -191513.148490 nChanged 13 SP:Iteration 50Q (1734.390000 sec): 3 clusters Score: Raw -192248.799131 + Penalty 731.504594 = -191517.294537 nChanged 11 SP:Iteration 51Q (1734.390000 sec): 3 clusters Score: Raw -192253.766048 + Penalty 731.504594 = -191522.261454 nChanged 13 SP:Iteration 52Q (1734.390000 sec): 3 clusters Score: Raw -192258.533149 + Penalty 731.504594 = -191527.028555 nChanged 8 SP:Iteration 53Q (1734.400000 sec): 3 clusters Score: Raw -192261.079684 + Penalty 731.504594 = -191529.575090 nChanged 10 SP:Iteration 54Q (1734.400000 sec): 3 clusters Score: Raw -192264.440663 + Penalty 731.504594 = -191532.936069 nChanged 7 SP:Iteration 55Q (1734.400000 sec): 3 clusters Score: Raw -192265.634747 + Penalty 731.504594 = -191534.130153 nChanged 3 SP:Iteration 56Q (1734.410000 sec): 3 clusters Score: Raw -192267.007741 + Penalty 731.504594 = -191535.503147 nChanged 4 SP:Iteration 57Q (1734.410000 sec): 3 clusters Score: Raw -192269.243678 + Penalty 731.504594 = -191537.739084 nChanged 3 SP:Iteration 58Q (1734.410000 sec): 3 clusters Score: Raw -192269.627477 + Penalty 731.504594 = -191538.122883 nChanged 1 SP:Iteration 59Q (1734.410000 sec): 3 clusters Score: Raw -192269.753522 + Penalty 731.504594 = -191538.248928 nChanged 1 SP:Iteration 60F (1734.410000 sec): 3 clusters Score: Raw -192269.829802 + Penalty 731.504594 = -191538.325208 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.430000 sec): 2 clusters Score: Raw -523349.672330 + Penalty 415.276624 = -522934.395706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.440000 sec): 3 clusters Score: Raw -517576.444598 + Penalty 830.553247 = -516745.891351 nChanged 4225 SP:Iteration 1F (1734.450000 sec): 3 clusters Score: Raw -519985.688321 + Penalty 830.553247 = -519155.135074 nChanged 593 SP:Iteration 2F (1734.460000 sec): 3 clusters Score: Raw -520258.342783 + Penalty 830.553247 = -519427.789535 nChanged 648 SP:Iteration 3F (1734.470000 sec): 3 clusters Score: Raw -520619.043507 + Penalty 830.553247 = -519788.490259 nChanged 710 SP:Iteration 4F (1734.480000 sec): 3 clusters Score: Raw -521092.471507 + Penalty 830.553247 = -520261.918259 nChanged 713 SP:Iteration 5F (1734.490000 sec): 3 clusters Score: Raw -521651.026391 + Penalty 830.553247 = -520820.473144 nChanged 686 SP:Iteration 6F (1734.500000 sec): 3 clusters Score: Raw -522280.641329 + Penalty 830.553247 = -521450.088081 nChanged 558 SP:Iteration 7F (1734.510000 sec): 3 clusters Score: Raw -522844.336217 + Penalty 830.553247 = -522013.782970 nChanged 319 SP:Iteration 8Q (1734.520000 sec): 3 clusters Score: Raw -523186.018974 + Penalty 830.553247 = -522355.465727 nChanged 150 SP:Iteration 9Q (1734.530000 sec): 3 clusters Score: Raw -523358.646652 + Penalty 830.553247 = -522528.093404 nChanged 74 SP:Iteration 10Q (1734.530000 sec): 3 clusters Score: Raw -523436.979135 + Penalty 830.553247 = -522606.425888 nChanged 45 SP:Iteration 11Q (1734.540000 sec): 3 clusters Score: Raw -523475.135558 + Penalty 830.553247 = -522644.582311 nChanged 25 SP:Iteration 12Q (1734.550000 sec): 3 clusters Score: Raw -523489.055510 + Penalty 830.553247 = -522658.502262 nChanged 16 SP:Iteration 13Q (1734.550000 sec): 3 clusters Score: Raw -523500.615254 + Penalty 830.553247 = -522670.062006 nChanged 9 SP:Iteration 14Q (1734.560000 sec): 3 clusters Score: Raw -523503.618504 + Penalty 830.553247 = -522673.065256 nChanged 4 SP:Iteration 15Q (1734.570000 sec): 3 clusters Score: Raw -523505.927529 + Penalty 830.553247 = -522675.374281 nChanged 4 SP:Iteration 16Q (1734.580000 sec): 3 clusters Score: Raw -523510.063616 + Penalty 830.553247 = -522679.510369 nChanged 2 SP:Iteration 17Q (1734.580000 sec): 3 clusters Score: Raw -523510.718233 + Penalty 830.553247 = -522680.164985 nChanged 1 SP:Iteration 18Q (1734.590000 sec): 3 clusters Score: Raw -523511.680642 + Penalty 830.553247 = -522681.127394 nChanged 1 SP:Iteration 19Q (1734.600000 sec): 3 clusters Score: Raw -523512.079324 + Penalty 830.553247 = -522681.526077 nChanged 0 SP:Iteration 20F (1734.610000 sec): 3 clusters Score: Raw -523512.079324 + Penalty 830.553247 = -522681.526077 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.610000 sec): 2 clusters Score: Raw -157348.868167 + Penalty 363.617449 = -156985.250718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.620000 sec): 3 clusters Score: Raw -155654.170168 + Penalty 727.234898 = -154926.935271 nChanged 1291 SP:Iteration 1F (1734.620000 sec): 3 clusters Score: Raw -156452.190920 + Penalty 727.234898 = -155724.956023 nChanged 235 SP:Iteration 2F (1734.630000 sec): 3 clusters Score: Raw -156608.289048 + Penalty 727.234898 = -155881.054150 nChanged 213 SP:Iteration 3F (1734.630000 sec): 3 clusters Score: Raw -156761.214659 + Penalty 727.234898 = -156033.979762 nChanged 160 SP:Iteration 4F (1734.630000 sec): 3 clusters Score: Raw -156867.796945 + Penalty 727.234898 = -156140.562047 nChanged 124 SP:Iteration 5Q (1734.630000 sec): 3 clusters Score: Raw -156935.772671 + Penalty 727.234898 = -156208.537773 nChanged 94 SP:Iteration 6Q (1734.640000 sec): 3 clusters Score: Raw -156985.584231 + Penalty 727.234898 = -156258.349333 nChanged 75 SP:Iteration 7Q (1734.640000 sec): 3 clusters Score: Raw -157017.339169 + Penalty 727.234898 = -156290.104271 nChanged 67 SP:Iteration 8Q (1734.640000 sec): 3 clusters Score: Raw -157053.878412 + Penalty 727.234898 = -156326.643514 nChanged 69 SP:Iteration 9Q (1734.650000 sec): 3 clusters Score: Raw -157097.950232 + Penalty 727.234898 = -156370.715334 nChanged 62 SP:Iteration 10Q (1734.650000 sec): 3 clusters Score: Raw -157140.000415 + Penalty 727.234898 = -156412.765517 nChanged 73 SP:Iteration 11Q (1734.650000 sec): 3 clusters Score: Raw -157168.395598 + Penalty 727.234898 = -156441.160701 nChanged 45 SP:Iteration 12Q (1734.650000 sec): 3 clusters Score: Raw -157183.273659 + Penalty 727.234898 = -156456.038761 nChanged 40 SP:Iteration 13Q (1734.660000 sec): 3 clusters Score: Raw -157197.799712 + Penalty 727.234898 = -156470.564814 nChanged 35 SP:Iteration 14Q (1734.660000 sec): 3 clusters Score: Raw -157207.977246 + Penalty 727.234898 = -156480.742349 nChanged 27 SP:Iteration 15Q (1734.660000 sec): 3 clusters Score: Raw -157216.020337 + Penalty 727.234898 = -156488.785439 nChanged 28 SP:Iteration 16Q (1734.670000 sec): 3 clusters Score: Raw -157223.342201 + Penalty 727.234898 = -156496.107303 nChanged 19 SP:Iteration 17Q (1734.670000 sec): 3 clusters Score: Raw -157228.469192 + Penalty 727.234898 = -156501.234295 nChanged 19 SP:Iteration 18Q (1734.670000 sec): 3 clusters Score: Raw -157233.309270 + Penalty 727.234898 = -156506.074372 nChanged 16 SP:Iteration 19Q (1734.670000 sec): 3 clusters Score: Raw -157237.418189 + Penalty 727.234898 = -156510.183291 nChanged 16 SP:Iteration 20F (1734.670000 sec): 3 clusters Score: Raw -157243.581251 + Penalty 727.234898 = -156516.346354 nChanged 16 SP:Iteration 21Q (1734.680000 sec): 3 clusters Score: Raw -157246.685666 + Penalty 727.234898 = -156519.450768 nChanged 13 SP:Iteration 22Q (1734.680000 sec): 3 clusters Score: Raw -157251.026162 + Penalty 727.234898 = -156523.791264 nChanged 11 SP:Iteration 23Q (1734.680000 sec): 3 clusters Score: Raw -157256.307702 + Penalty 727.234898 = -156529.072804 nChanged 17 SP:Iteration 24Q (1734.690000 sec): 3 clusters Score: Raw -157263.167477 + Penalty 727.234898 = -156535.932579 nChanged 16 SP:Iteration 25Q (1734.690000 sec): 3 clusters Score: Raw -157268.836937 + Penalty 727.234898 = -156541.602039 nChanged 13 SP:Iteration 26Q (1734.690000 sec): 3 clusters Score: Raw -157271.654083 + Penalty 727.234898 = -156544.419186 nChanged 7 SP:Iteration 27Q (1734.690000 sec): 3 clusters Score: Raw -157273.576496 + Penalty 727.234898 = -156546.341599 nChanged 7 SP:Iteration 28Q (1734.700000 sec): 3 clusters Score: Raw -157275.500274 + Penalty 727.234898 = -156548.265377 nChanged 11 SP:Iteration 29Q (1734.700000 sec): 3 clusters Score: Raw -157278.134195 + Penalty 727.234898 = -156550.899297 nChanged 9 SP:Iteration 30Q (1734.700000 sec): 3 clusters Score: Raw -157280.114892 + Penalty 727.234898 = -156552.879994 nChanged 9 SP:Iteration 31Q (1734.710000 sec): 3 clusters Score: Raw -157281.192735 + Penalty 727.234898 = -156553.957837 nChanged 4 SP:Iteration 32Q (1734.710000 sec): 3 clusters Score: Raw -157281.463419 + Penalty 727.234898 = -156554.228522 nChanged 2 SP:Iteration 33Q (1734.710000 sec): 3 clusters Score: Raw -157281.665226 + Penalty 727.234898 = -156554.430328 nChanged 2 SP:Iteration 34Q (1734.710000 sec): 3 clusters Score: Raw -157282.275031 + Penalty 727.234898 = -156555.040133 nChanged 1 SP:Iteration 35Q (1734.710000 sec): 3 clusters Score: Raw -157282.379546 + Penalty 727.234898 = -156555.144648 nChanged 1 SP:Iteration 36Q (1734.720000 sec): 3 clusters Score: Raw -157282.888782 + Penalty 727.234898 = -156555.653884 nChanged 2 SP:Iteration 37Q (1734.720000 sec): 3 clusters Score: Raw -157283.816930 + Penalty 727.234898 = -156556.582032 nChanged 5 SP:Iteration 38Q (1734.720000 sec): 3 clusters Score: Raw -157284.992669 + Penalty 727.234898 = -156557.757771 nChanged 5 SP:Iteration 39Q (1734.730000 sec): 3 clusters Score: Raw -157286.690162 + Penalty 727.234898 = -156559.455264 nChanged 5 SP:Iteration 40F (1734.730000 sec): 3 clusters Score: Raw -157287.951999 + Penalty 727.234898 = -156560.717102 nChanged 6 SP:Iteration 41Q (1734.730000 sec): 3 clusters Score: Raw -157290.643865 + Penalty 727.234898 = -156563.408968 nChanged 7 SP:Iteration 42Q (1734.730000 sec): 3 clusters Score: Raw -157292.589903 + Penalty 727.234898 = -156565.355005 nChanged 5 SP:Iteration 43Q (1734.730000 sec): 3 clusters Score: Raw -157293.752814 + Penalty 727.234898 = -156566.517916 nChanged 1 SP:Iteration 44Q (1734.740000 sec): 3 clusters Score: Raw -157293.898095 + Penalty 727.234898 = -156566.663198 nChanged 0 SP:Iteration 45F (1734.740000 sec): 3 clusters Score: Raw -157293.898095 + Penalty 727.234898 = -156566.663198 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.750000 sec): 2 clusters Score: Raw -104208.894575 + Penalty 343.531158 = -103865.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.750000 sec): 3 clusters Score: Raw -103192.367674 + Penalty 687.062316 = -102505.305358 nChanged 818 SP:Iteration 1F (1734.750000 sec): 3 clusters Score: Raw -103715.934418 + Penalty 687.062316 = -103028.872102 nChanged 174 SP:Iteration 2F (1734.750000 sec): 3 clusters Score: Raw -103853.314403 + Penalty 687.062316 = -103166.252087 nChanged 146 SP:Iteration 3F (1734.750000 sec): 3 clusters Score: Raw -103947.534977 + Penalty 687.062316 = -103260.472661 nChanged 101 SP:Iteration 4F (1734.750000 sec): 3 clusters Score: Raw -104011.837935 + Penalty 687.062316 = -103324.775619 nChanged 94 SP:Iteration 5Q (1734.760000 sec): 3 clusters Score: Raw -104064.685912 + Penalty 687.062316 = -103377.623596 nChanged 65 SP:Iteration 6Q (1734.760000 sec): 3 clusters Score: Raw -104102.915288 + Penalty 687.062316 = -103415.852972 nChanged 53 SP:Iteration 7Q (1734.760000 sec): 3 clusters Score: Raw -104136.582158 + Penalty 687.062316 = -103449.519842 nChanged 45 SP:Iteration 8Q (1734.760000 sec): 3 clusters Score: Raw -104155.294906 + Penalty 687.062316 = -103468.232590 nChanged 31 SP:Iteration 9Q (1734.760000 sec): 3 clusters Score: Raw -104170.680601 + Penalty 687.062316 = -103483.618285 nChanged 21 SP:Iteration 10Q (1734.770000 sec): 3 clusters Score: Raw -104178.781144 + Penalty 687.062316 = -103491.718828 nChanged 23 SP:Iteration 11Q (1734.770000 sec): 3 clusters Score: Raw -104187.248470 + Penalty 687.062316 = -103500.186154 nChanged 15 SP:Iteration 12Q (1734.770000 sec): 3 clusters Score: Raw -104193.340672 + Penalty 687.062316 = -103506.278356 nChanged 14 SP:Iteration 13Q (1734.770000 sec): 3 clusters Score: Raw -104201.351357 + Penalty 687.062316 = -103514.289041 nChanged 16 SP:Iteration 14Q (1734.770000 sec): 3 clusters Score: Raw -104207.712626 + Penalty 687.062316 = -103520.650310 nChanged 14 SP:Iteration 15Q (1734.770000 sec): 3 clusters Score: Raw -104212.019578 + Penalty 687.062316 = -103524.957262 nChanged 8 SP:Iteration 16Q (1734.780000 sec): 3 clusters Score: Raw -104216.685499 + Penalty 687.062316 = -103529.623183 nChanged 9 SP:Iteration 17Q (1734.780000 sec): 3 clusters Score: Raw -104221.923368 + Penalty 687.062316 = -103534.861052 nChanged 9 SP:Iteration 18Q (1734.780000 sec): 3 clusters Score: Raw -104226.355058 + Penalty 687.062316 = -103539.292742 nChanged 8 SP:Iteration 19Q (1734.780000 sec): 3 clusters Score: Raw -104231.169652 + Penalty 687.062316 = -103544.107336 nChanged 7 SP:Iteration 20F (1734.790000 sec): 3 clusters Score: Raw -104235.164411 + Penalty 687.062316 = -103548.102095 nChanged 7 SP:Iteration 21Q (1734.790000 sec): 3 clusters Score: Raw -104240.303706 + Penalty 687.062316 = -103553.241390 nChanged 8 SP:Iteration 22Q (1734.790000 sec): 3 clusters Score: Raw -104246.722072 + Penalty 687.062316 = -103559.659756 nChanged 10 SP:Iteration 23Q (1734.790000 sec): 3 clusters Score: Raw -104250.150902 + Penalty 687.062316 = -103563.088586 nChanged 5 SP:Iteration 24Q (1734.790000 sec): 3 clusters Score: Raw -104251.937301 + Penalty 687.062316 = -103564.874985 nChanged 4 SP:Iteration 25Q (1734.790000 sec): 3 clusters Score: Raw -104252.896595 + Penalty 687.062316 = -103565.834279 nChanged 5 SP:Iteration 26Q (1734.790000 sec): 3 clusters Score: Raw -104255.176590 + Penalty 687.062316 = -103568.114274 nChanged 4 SP:Iteration 27Q (1734.800000 sec): 3 clusters Score: Raw -104256.417750 + Penalty 687.062316 = -103569.355434 nChanged 3 SP:Iteration 28Q (1734.800000 sec): 3 clusters Score: Raw -104257.183256 + Penalty 687.062316 = -103570.120939 nChanged 2 SP:Iteration 29Q (1734.800000 sec): 3 clusters Score: Raw -104257.754279 + Penalty 687.062316 = -103570.691962 nChanged 0 SP:Iteration 30F (1734.800000 sec): 3 clusters Score: Raw -104257.754279 + Penalty 687.062316 = -103570.691962 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 2 clusters Score: Raw -3557.257807 + Penalty 208.616020 = -3348.641787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 3 clusters Score: Raw -3603.834891 + Penalty 417.232041 = -3186.602850 nChanged 26 SP:Iteration 1F (1734.810000 sec): 3 clusters Score: Raw -3702.608488 + Penalty 417.232041 = -3285.376448 nChanged 8 SP:Iteration 2F (1734.810000 sec): 3 clusters Score: Raw -3746.746218 + Penalty 417.232041 = -3329.514177 nChanged 1 SP:Iteration 3Q (1734.810000 sec): 3 clusters Score: Raw -3749.956707 + Penalty 417.232041 = -3332.724667 nChanged 0 SP:Iteration 4F (1734.810000 sec): 3 clusters Score: Raw -3749.956707 + Penalty 417.232041 = -3332.724667 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 3 clusters Score: Raw -10574.414976 + Penalty 471.542303 = -10102.872673 nChanged 45 SP:Iteration 1F (1734.810000 sec): 3 clusters Score: Raw -10624.166849 + Penalty 471.542303 = -10152.624546 nChanged 10 SP:Iteration 2F (1734.810000 sec): 3 clusters Score: Raw -10638.276970 + Penalty 471.542303 = -10166.734667 nChanged 6 SP:Iteration 3Q (1734.810000 sec): 3 clusters Score: Raw -10648.325898 + Penalty 471.542303 = -10176.783595 nChanged 4 SP:Iteration 4Q (1734.810000 sec): 3 clusters Score: Raw -10656.465838 + Penalty 471.542303 = -10184.923535 nChanged 1 SP:Iteration 5Q (1734.810000 sec): 3 clusters Score: Raw -10659.535950 + Penalty 471.542303 = -10187.993647 nChanged 2 SP:Iteration 6Q (1734.810000 sec): 3 clusters Score: Raw -10660.831801 + Penalty 471.542303 = -10189.289498 nChanged 0 SP:Iteration 7F (1734.810000 sec): 3 clusters Score: Raw -10660.831801 + Penalty 471.542303 = -10189.289498 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 2 clusters Score: Raw -9090.468375 + Penalty 232.868718 = -8857.599657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 3 clusters Score: Raw -9038.464220 + Penalty 465.737437 = -8572.726783 nChanged 43 SP:Iteration 1F (1734.810000 sec): 3 clusters Score: Raw -9108.111353 + Penalty 465.737437 = -8642.373916 nChanged 14 SP:Iteration 2F (1734.810000 sec): 3 clusters Score: Raw -9148.280447 + Penalty 465.737437 = -8682.543010 nChanged 13 SP:Iteration 3F (1734.810000 sec): 3 clusters Score: Raw -9202.233923 + Penalty 465.737437 = -8736.496486 nChanged 8 SP:Iteration 4Q (1734.810000 sec): 3 clusters Score: Raw -9237.306885 + Penalty 465.737437 = -8771.569448 nChanged 3 SP:Iteration 5Q (1734.810000 sec): 3 clusters Score: Raw -9248.928502 + Penalty 465.737437 = -8783.191065 nChanged 0 SP:Iteration 6F (1734.810000 sec): 3 clusters Score: Raw -9248.928502 + Penalty 465.737437 = -8783.191065 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 2 clusters Score: Raw -87142.757403 + Penalty 334.826806 = -86807.930597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.810000 sec): 3 clusters Score: Raw -86303.008669 + Penalty 669.653612 = -85633.355057 nChanged 652 SP:Iteration 1F (1734.810000 sec): 3 clusters Score: Raw -86715.072997 + Penalty 669.653612 = -86045.419385 nChanged 127 SP:Iteration 2F (1734.820000 sec): 3 clusters Score: Raw -86791.087388 + Penalty 669.653612 = -86121.433776 nChanged 106 SP:Iteration 3F (1734.820000 sec): 3 clusters Score: Raw -86842.558210 + Penalty 669.653612 = -86172.904598 nChanged 64 SP:Iteration 4Q (1734.820000 sec): 3 clusters Score: Raw -86871.199093 + Penalty 669.653612 = -86201.545481 nChanged 51 SP:Iteration 5Q (1734.820000 sec): 3 clusters Score: Raw -86896.173870 + Penalty 669.653612 = -86226.520258 nChanged 40 SP:Iteration 6Q (1734.820000 sec): 3 clusters Score: Raw -86914.904833 + Penalty 669.653612 = -86245.251221 nChanged 44 SP:Iteration 7Q (1734.830000 sec): 3 clusters Score: Raw -86940.807252 + Penalty 669.653612 = -86271.153640 nChanged 40 SP:Iteration 8Q (1734.830000 sec): 3 clusters Score: Raw -86962.059576 + Penalty 669.653612 = -86292.405964 nChanged 29 SP:Iteration 9Q (1734.830000 sec): 3 clusters Score: Raw -86980.065176 + Penalty 669.653612 = -86310.411564 nChanged 32 SP:Iteration 10Q (1734.830000 sec): 3 clusters Score: Raw -87000.077081 + Penalty 669.653612 = -86330.423469 nChanged 29 SP:Iteration 11Q (1734.830000 sec): 3 clusters Score: Raw -87019.229695 + Penalty 669.653612 = -86349.576083 nChanged 28 SP:Iteration 12Q (1734.830000 sec): 3 clusters Score: Raw -87036.079313 + Penalty 669.653612 = -86366.425701 nChanged 31 SP:Iteration 13Q (1734.830000 sec): 3 clusters Score: Raw -87062.653544 + Penalty 669.653612 = -86392.999932 nChanged 35 SP:Iteration 14Q (1734.830000 sec): 3 clusters Score: Raw -87108.187168 + Penalty 669.653612 = -86438.533556 nChanged 28 SP:Iteration 15Q (1734.840000 sec): 3 clusters Score: Raw -87131.708829 + Penalty 669.653612 = -86462.055217 nChanged 23 SP:Iteration 16Q (1734.840000 sec): 3 clusters Score: Raw -87145.512601 + Penalty 669.653612 = -86475.858990 nChanged 11 SP:Iteration 17Q (1734.840000 sec): 3 clusters Score: Raw -87152.518155 + Penalty 669.653612 = -86482.864543 nChanged 8 SP:Iteration 18Q (1734.840000 sec): 3 clusters Score: Raw -87159.909980 + Penalty 669.653612 = -86490.256368 nChanged 14 SP:Iteration 19Q (1734.840000 sec): 3 clusters Score: Raw -87172.989084 + Penalty 669.653612 = -86503.335473 nChanged 13 SP:Iteration 20F (1734.850000 sec): 3 clusters Score: Raw -87183.869675 + Penalty 669.653612 = -86514.216064 nChanged 15 SP:Iteration 21Q (1734.850000 sec): 3 clusters Score: Raw -87190.852997 + Penalty 669.653612 = -86521.199386 nChanged 7 SP:Iteration 22Q (1734.850000 sec): 3 clusters Score: Raw -87193.829672 + Penalty 669.653612 = -86524.176061 nChanged 5 SP:Iteration 23Q (1734.850000 sec): 3 clusters Score: Raw -87195.722415 + Penalty 669.653612 = -86526.068803 nChanged 5 SP:Iteration 24Q (1734.850000 sec): 3 clusters Score: Raw -87197.750913 + Penalty 669.653612 = -86528.097301 nChanged 3 SP:Iteration 25Q (1734.850000 sec): 3 clusters Score: Raw -87198.855438 + Penalty 669.653612 = -86529.201826 nChanged 1 SP:Iteration 26Q (1734.850000 sec): 3 clusters Score: Raw -87199.663911 + Penalty 669.653612 = -86530.010299 nChanged 1 SP:Iteration 27Q (1734.850000 sec): 3 clusters Score: Raw -87200.907667 + Penalty 669.653612 = -86531.254056 nChanged 3 SP:Iteration 28Q (1734.850000 sec): 3 clusters Score: Raw -87201.720057 + Penalty 669.653612 = -86532.066445 nChanged 0 SP:Iteration 29F (1734.860000 sec): 3 clusters Score: Raw -87201.720057 + Penalty 669.653612 = -86532.066445 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1735.070000 sec): 2 clusters Score: Raw -6498658.448842 + Penalty 528.684762 = -6498129.764080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.210000 sec): 3 clusters Score: Raw -6423920.024697 + Penalty 1057.369523 = -6422862.655174 nChanged 54346 SP:Iteration 1F (1735.350000 sec): 3 clusters Score: Raw -6459376.488442 + Penalty 1057.369523 = -6458319.118919 nChanged 7385 SP:Iteration 2F (1735.480000 sec): 3 clusters Score: Raw -6463808.191412 + Penalty 1057.369523 = -6462750.821889 nChanged 9057 SP:Iteration 3F (1735.620000 sec): 3 clusters Score: Raw -6471025.820800 + Penalty 1057.369523 = -6469968.451277 nChanged 9799 SP:Iteration 4F (1735.760000 sec): 3 clusters Score: Raw -6480556.311156 + Penalty 1057.369523 = -6479498.941633 nChanged 8410 SP:Iteration 5F (1735.890000 sec): 3 clusters Score: Raw -6489424.347406 + Penalty 1057.369523 = -6488366.977883 nChanged 5162 SP:Iteration 6Q (1736.040000 sec): 3 clusters Score: Raw -6494573.855665 + Penalty 1057.369523 = -6493516.486141 nChanged 2486 SP:Iteration 7Q (1736.170000 sec): 3 clusters Score: Raw -6496826.028309 + Penalty 1057.369523 = -6495768.658786 nChanged 1210 SP:Iteration 8Q (1736.300000 sec): 3 clusters Score: Raw -6497935.124606 + Penalty 1057.369523 = -6496877.755083 nChanged 547 SP:Iteration 9Q (1736.410000 sec): 3 clusters Score: Raw -6498417.420362 + Penalty 1057.369523 = -6497360.050839 nChanged 294 SP:Iteration 10Q (1736.530000 sec): 3 clusters Score: Raw -6498623.192362 + Penalty 1057.369523 = -6497565.822839 nChanged 197 SP:Iteration 11Q (1736.650000 sec): 3 clusters Score: Raw -6498722.134523 + Penalty 1057.369523 = -6497664.765000 nChanged 125 SP:Iteration 12Q (1736.760000 sec): 3 clusters Score: Raw -6498776.828240 + Penalty 1057.369523 = -6497719.458717 nChanged 88 SP:Iteration 13Q (1736.870000 sec): 3 clusters Score: Raw -6498814.070881 + Penalty 1057.369523 = -6497756.701358 nChanged 70 SP:Iteration 14Q (1736.980000 sec): 3 clusters Score: Raw -6498838.658874 + Penalty 1057.369523 = -6497781.289351 nChanged 45 SP:Iteration 15Q (1737.090000 sec): 3 clusters Score: Raw -6498853.257328 + Penalty 1057.369523 = -6497795.887805 nChanged 32 SP:Iteration 16Q (1737.190000 sec): 3 clusters Score: Raw -6498861.877162 + Penalty 1057.369523 = -6497804.507639 nChanged 24 SP:Iteration 17Q (1737.310000 sec): 3 clusters Score: Raw -6498868.042669 + Penalty 1057.369523 = -6497810.673146 nChanged 20 SP:Iteration 18Q (1737.410000 sec): 3 clusters Score: Raw -6498872.904376 + Penalty 1057.369523 = -6497815.534852 nChanged 21 SP:Iteration 19Q (1737.520000 sec): 3 clusters Score: Raw -6498878.623193 + Penalty 1057.369523 = -6497821.253670 nChanged 25 SP:Iteration 20F (1737.660000 sec): 3 clusters Score: Raw -6498884.572892 + Penalty 1057.369523 = -6497827.203369 nChanged 27 SP:Iteration 21Q (1737.770000 sec): 3 clusters Score: Raw -6498892.517391 + Penalty 1057.369523 = -6497835.147868 nChanged 18 SP:Iteration 22Q (1737.880000 sec): 3 clusters Score: Raw -6498899.390258 + Penalty 1057.369523 = -6497842.020735 nChanged 28 SP:Iteration 23Q (1737.990000 sec): 3 clusters Score: Raw -6498909.143271 + Penalty 1057.369523 = -6497851.773748 nChanged 24 SP:Iteration 24Q (1738.110000 sec): 3 clusters Score: Raw -6498917.405605 + Penalty 1057.369523 = -6497860.036082 nChanged 19 SP:Iteration 25Q (1738.220000 sec): 3 clusters Score: Raw -6498922.241598 + Penalty 1057.369523 = -6497864.872074 nChanged 13 SP:Iteration 26Q (1738.330000 sec): 3 clusters Score: Raw -6498924.832704 + Penalty 1057.369523 = -6497867.463181 nChanged 8 SP:Iteration 27Q (1738.440000 sec): 3 clusters Score: Raw -6498926.341273 + Penalty 1057.369523 = -6497868.971750 nChanged 6 SP:Iteration 28Q (1738.550000 sec): 3 clusters Score: Raw -6498927.292217 + Penalty 1057.369523 = -6497869.922694 nChanged 5 SP:Iteration 29Q (1738.660000 sec): 3 clusters Score: Raw -6498927.864186 + Penalty 1057.369523 = -6497870.494663 nChanged 5 SP:Iteration 30Q (1738.770000 sec): 3 clusters Score: Raw -6498928.819638 + Penalty 1057.369523 = -6497871.450115 nChanged 3 SP:Iteration 31Q (1738.870000 sec): 3 clusters Score: Raw -6498929.624775 + Penalty 1057.369523 = -6497872.255252 nChanged 7 SP:Iteration 32Q (1738.980000 sec): 3 clusters Score: Raw -6498930.838435 + Penalty 1057.369523 = -6497873.468912 nChanged 5 SP:Iteration 33Q (1739.090000 sec): 3 clusters Score: Raw -6498932.576639 + Penalty 1057.369523 = -6497875.207116 nChanged 6 SP:Iteration 34Q (1739.190000 sec): 3 clusters Score: Raw -6498934.924009 + Penalty 1057.369523 = -6497877.554486 nChanged 9 SP:Iteration 35Q (1739.300000 sec): 3 clusters Score: Raw -6498936.793285 + Penalty 1057.369523 = -6497879.423762 nChanged 12 SP:Iteration 36Q (1739.410000 sec): 3 clusters Score: Raw -6498938.432449 + Penalty 1057.369523 = -6497881.062926 nChanged 4 SP:Iteration 37Q (1739.520000 sec): 3 clusters Score: Raw -6498938.921089 + Penalty 1057.369523 = -6497881.551566 nChanged 4 SP:Iteration 38Q (1739.630000 sec): 3 clusters Score: Raw -6498939.193498 + Penalty 1057.369523 = -6497881.823975 nChanged 1 SP:Iteration 39Q (1739.750000 sec): 3 clusters Score: Raw -6498939.243164 + Penalty 1057.369523 = -6497881.873641 nChanged 0 SP:Iteration 40F (1739.890000 sec): 3 clusters Score: Raw -6498939.243164 + Penalty 1057.369523 = -6497881.873641 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1739.940000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.940000 sec): 3 clusters Score: Raw -12262.269347 + Penalty 489.989051 = -11772.280296 nChanged 64 SP:Iteration 1F (1739.940000 sec): 3 clusters Score: Raw -12310.755412 + Penalty 489.989051 = -11820.766361 nChanged 11 SP:Iteration 2F (1739.940000 sec): 3 clusters Score: Raw -12320.914659 + Penalty 489.989051 = -11830.925608 nChanged 8 SP:Iteration 3Q (1739.940000 sec): 3 clusters Score: Raw -12326.927945 + Penalty 489.989051 = -11836.938894 nChanged 1 SP:Iteration 4Q (1739.940000 sec): 3 clusters Score: Raw -12328.419846 + Penalty 489.989051 = -11838.430795 nChanged 3 SP:Iteration 5Q (1739.940000 sec): 3 clusters Score: Raw -12331.639779 + Penalty 489.989051 = -11841.650729 nChanged 2 SP:Iteration 6Q (1739.940000 sec): 3 clusters Score: Raw -12334.036921 + Penalty 489.989051 = -11844.047870 nChanged 1 SP:Iteration 7Q (1739.940000 sec): 3 clusters Score: Raw -12335.845496 + Penalty 489.989051 = -11845.856445 nChanged 4 SP:Iteration 8Q (1739.940000 sec): 3 clusters Score: Raw -12340.322479 + Penalty 489.989051 = -11850.333429 nChanged 2 SP:Iteration 9Q (1739.940000 sec): 3 clusters Score: Raw -12342.226861 + Penalty 489.989051 = -11852.237810 nChanged 1 SP:Iteration 10Q (1739.940000 sec): 3 clusters Score: Raw -12343.136883 + Penalty 489.989051 = -11853.147832 nChanged 0 SP:Iteration 11F (1739.940000 sec): 3 clusters Score: Raw -12343.136883 + Penalty 489.989051 = -11853.147832 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1739.950000 sec): 2 clusters Score: Raw -146974.288396 + Penalty 358.507763 = -146615.780633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.950000 sec): 3 clusters Score: Raw -145484.356202 + Penalty 717.015525 = -144767.340677 nChanged 1157 SP:Iteration 1F (1739.950000 sec): 3 clusters Score: Raw -146102.221590 + Penalty 717.015525 = -145385.206064 nChanged 163 SP:Iteration 2F (1739.950000 sec): 3 clusters Score: Raw -146179.248187 + Penalty 717.015525 = -145462.232662 nChanged 135 SP:Iteration 3F (1739.960000 sec): 3 clusters Score: Raw -146247.122286 + Penalty 717.015525 = -145530.106761 nChanged 132 SP:Iteration 4Q (1739.960000 sec): 3 clusters Score: Raw -146296.686751 + Penalty 717.015525 = -145579.671226 nChanged 116 SP:Iteration 5Q (1739.960000 sec): 3 clusters Score: Raw -146350.097318 + Penalty 717.015525 = -145633.081793 nChanged 115 SP:Iteration 6Q (1739.970000 sec): 3 clusters Score: Raw -146410.576646 + Penalty 717.015525 = -145693.561120 nChanged 127 SP:Iteration 7Q (1739.970000 sec): 3 clusters Score: Raw -146489.837237 + Penalty 717.015525 = -145772.821712 nChanged 144 SP:Iteration 8F (1739.970000 sec): 3 clusters Score: Raw -146604.351259 + Penalty 717.015525 = -145887.335734 nChanged 144 SP:Iteration 9F (1739.970000 sec): 3 clusters Score: Raw -146731.342929 + Penalty 717.015525 = -146014.327404 nChanged 114 SP:Iteration 10Q (1739.980000 sec): 3 clusters Score: Raw -146827.934297 + Penalty 717.015525 = -146110.918771 nChanged 92 SP:Iteration 11Q (1739.980000 sec): 3 clusters Score: Raw -146928.769101 + Penalty 717.015525 = -146211.753576 nChanged 55 SP:Iteration 12Q (1739.980000 sec): 3 clusters Score: Raw -146994.157117 + Penalty 717.015525 = -146277.141592 nChanged 21 SP:Iteration 13Q (1739.980000 sec): 3 clusters Score: Raw -147019.631095 + Penalty 717.015525 = -146302.615570 nChanged 14 SP:Iteration 14Q (1739.990000 sec): 3 clusters Score: Raw -147036.227800 + Penalty 717.015525 = -146319.212275 nChanged 4 SP:Iteration 15Q (1739.990000 sec): 3 clusters Score: Raw -147039.401105 + Penalty 717.015525 = -146322.385580 nChanged 5 SP:Iteration 16Q (1739.990000 sec): 3 clusters Score: Raw -147046.276904 + Penalty 717.015525 = -146329.261378 nChanged 1 SP:Iteration 17Q (1739.990000 sec): 3 clusters Score: Raw -147047.664615 + Penalty 717.015525 = -146330.649090 nChanged 1 SP:Iteration 18Q (1739.990000 sec): 3 clusters Score: Raw -147049.764293 + Penalty 717.015525 = -146332.748768 nChanged 0 SP:Iteration 19F (1740.000000 sec): 3 clusters Score: Raw -147049.764293 + Penalty 717.015525 = -146332.748768 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.000000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.000000 sec): 3 clusters Score: Raw -10411.096199 + Penalty 474.559154 = -9936.537045 nChanged 53 SP:Iteration 1F (1740.000000 sec): 3 clusters Score: Raw -10466.379032 + Penalty 474.559154 = -9991.819878 nChanged 14 SP:Iteration 2F (1740.000000 sec): 3 clusters Score: Raw -10486.148607 + Penalty 474.559154 = -10011.589453 nChanged 11 SP:Iteration 3F (1740.000000 sec): 3 clusters Score: Raw -10499.200533 + Penalty 474.559154 = -10024.641379 nChanged 5 SP:Iteration 4Q (1740.000000 sec): 3 clusters Score: Raw -10504.424995 + Penalty 474.559154 = -10029.865841 nChanged 3 SP:Iteration 5Q (1740.000000 sec): 3 clusters Score: Raw -10512.800092 + Penalty 474.559154 = -10038.240938 nChanged 5 SP:Iteration 6Q (1740.000000 sec): 3 clusters Score: Raw -10519.703641 + Penalty 474.559154 = -10045.144487 nChanged 0 SP:Iteration 7F (1740.000000 sec): 3 clusters Score: Raw -10519.703641 + Penalty 474.559154 = -10045.144487 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.000000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.000000 sec): 3 clusters Score: Raw -5754.118068 + Penalty 427.743713 = -5326.374355 nChanged 21 SP:Iteration 1F (1740.000000 sec): 3 clusters Score: Raw -5792.803238 + Penalty 427.743713 = -5365.059524 nChanged 3 SP:Iteration 2Q (1740.000000 sec): 3 clusters Score: Raw -5799.608780 + Penalty 427.743713 = -5371.865066 nChanged 1 SP:Iteration 3Q (1740.000000 sec): 3 clusters Score: Raw -5803.849418 + Penalty 427.743713 = -5376.105705 nChanged 1 SP:Iteration 4Q (1740.000000 sec): 3 clusters Score: Raw -5804.735816 + Penalty 427.743713 = -5376.992102 nChanged 0 SP:Iteration 5F (1740.000000 sec): 3 clusters Score: Raw -5804.735816 + Penalty 427.743713 = -5376.992102 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.000000 sec): 2 clusters Score: Raw -28621.503073 + Penalty 283.036853 = -28338.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.000000 sec): 3 clusters Score: Raw -28406.215876 + Penalty 566.073705 = -27840.142171 nChanged 170 SP:Iteration 1F (1740.010000 sec): 3 clusters Score: Raw -28518.052958 + Penalty 566.073705 = -27951.979252 nChanged 43 SP:Iteration 2F (1740.010000 sec): 3 clusters Score: Raw -28548.705241 + Penalty 566.073705 = -27982.631536 nChanged 26 SP:Iteration 3F (1740.010000 sec): 3 clusters Score: Raw -28566.965265 + Penalty 566.073705 = -28000.891560 nChanged 17 SP:Iteration 4Q (1740.010000 sec): 3 clusters Score: Raw -28578.724643 + Penalty 566.073705 = -28012.650938 nChanged 11 SP:Iteration 5Q (1740.010000 sec): 3 clusters Score: Raw -28585.153760 + Penalty 566.073705 = -28019.080054 nChanged 11 SP:Iteration 6Q (1740.010000 sec): 3 clusters Score: Raw -28592.155223 + Penalty 566.073705 = -28026.081517 nChanged 11 SP:Iteration 7Q (1740.010000 sec): 3 clusters Score: Raw -28599.258805 + Penalty 566.073705 = -28033.185100 nChanged 9 SP:Iteration 8Q (1740.010000 sec): 3 clusters Score: Raw -28608.530726 + Penalty 566.073705 = -28042.457021 nChanged 9 SP:Iteration 9Q (1740.010000 sec): 3 clusters Score: Raw -28616.922595 + Penalty 566.073705 = -28050.848890 nChanged 8 SP:Iteration 10Q (1740.010000 sec): 3 clusters Score: Raw -28623.577063 + Penalty 566.073705 = -28057.503357 nChanged 7 SP:Iteration 11Q (1740.010000 sec): 3 clusters Score: Raw -28631.862526 + Penalty 566.073705 = -28065.788820 nChanged 5 SP:Iteration 12Q (1740.010000 sec): 3 clusters Score: Raw -28637.140446 + Penalty 566.073705 = -28071.066740 nChanged 6 SP:Iteration 13Q (1740.010000 sec): 3 clusters Score: Raw -28642.884867 + Penalty 566.073705 = -28076.811161 nChanged 5 SP:Iteration 14Q (1740.010000 sec): 3 clusters Score: Raw -28650.371538 + Penalty 566.073705 = -28084.297833 nChanged 7 SP:Iteration 15Q (1740.010000 sec): 3 clusters Score: Raw -28656.957311 + Penalty 566.073705 = -28090.883606 nChanged 6 SP:Iteration 16Q (1740.010000 sec): 3 clusters Score: Raw -28661.575955 + Penalty 566.073705 = -28095.502250 nChanged 5 SP:Iteration 17Q (1740.010000 sec): 3 clusters Score: Raw -28668.509018 + Penalty 566.073705 = -28102.435313 nChanged 11 SP:Iteration 18Q (1740.010000 sec): 3 clusters Score: Raw -28679.745762 + Penalty 566.073705 = -28113.672056 nChanged 9 SP:Iteration 19Q (1740.010000 sec): 3 clusters Score: Raw -28690.826140 + Penalty 566.073705 = -28124.752434 nChanged 9 SP:Iteration 20F (1740.010000 sec): 3 clusters Score: Raw -28701.560327 + Penalty 566.073705 = -28135.486621 nChanged 7 SP:Iteration 21Q (1740.010000 sec): 3 clusters Score: Raw -28705.907143 + Penalty 566.073705 = -28139.833437 nChanged 2 SP:Iteration 22Q (1740.010000 sec): 3 clusters Score: Raw -28709.127429 + Penalty 566.073705 = -28143.053723 nChanged 1 SP:Iteration 23Q (1740.010000 sec): 3 clusters Score: Raw -28710.429616 + Penalty 566.073705 = -28144.355910 nChanged 2 SP:Iteration 24Q (1740.010000 sec): 3 clusters Score: Raw -28712.395826 + Penalty 566.073705 = -28146.322121 nChanged 2 SP:Iteration 25Q (1740.020000 sec): 3 clusters Score: Raw -28713.630142 + Penalty 566.073705 = -28147.556437 nChanged 2 SP:Iteration 26Q (1740.020000 sec): 3 clusters Score: Raw -28716.293496 + Penalty 566.073705 = -28150.219790 nChanged 2 SP:Iteration 27Q (1740.020000 sec): 3 clusters Score: Raw -28719.165354 + Penalty 566.073705 = -28153.091648 nChanged 0 SP:Iteration 28F (1740.020000 sec): 3 clusters Score: Raw -28719.165354 + Penalty 566.073705 = -28153.091648 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.020000 sec): 2 clusters Score: Raw -27264.823500 + Penalty 284.373874 = -26980.449626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.020000 sec): 3 clusters Score: Raw -27062.526136 + Penalty 568.747747 = -26493.778389 nChanged 206 SP:Iteration 1F (1740.020000 sec): 3 clusters Score: Raw -27246.427561 + Penalty 568.747747 = -26677.679814 nChanged 64 SP:Iteration 2F (1740.020000 sec): 3 clusters Score: Raw -27315.876072 + Penalty 568.747747 = -26747.128325 nChanged 41 SP:Iteration 3F (1740.020000 sec): 3 clusters Score: Raw -27357.683371 + Penalty 568.747747 = -26788.935624 nChanged 19 SP:Iteration 4Q (1740.020000 sec): 3 clusters Score: Raw -27380.699257 + Penalty 568.747747 = -26811.951510 nChanged 16 SP:Iteration 5Q (1740.020000 sec): 3 clusters Score: Raw -27400.946881 + Penalty 568.747747 = -26832.199134 nChanged 12 SP:Iteration 6Q (1740.020000 sec): 3 clusters Score: Raw -27413.590081 + Penalty 568.747747 = -26844.842334 nChanged 7 SP:Iteration 7Q (1740.020000 sec): 3 clusters Score: Raw -27420.346279 + Penalty 568.747747 = -26851.598532 nChanged 5 SP:Iteration 8Q (1740.030000 sec): 3 clusters Score: Raw -27424.930298 + Penalty 568.747747 = -26856.182551 nChanged 4 SP:Iteration 9Q (1740.030000 sec): 3 clusters Score: Raw -27427.664282 + Penalty 568.747747 = -26858.916535 nChanged 3 SP:Iteration 10Q (1740.030000 sec): 3 clusters Score: Raw -27431.415081 + Penalty 568.747747 = -26862.667334 nChanged 4 SP:Iteration 11Q (1740.030000 sec): 3 clusters Score: Raw -27436.486534 + Penalty 568.747747 = -26867.738787 nChanged 2 SP:Iteration 12Q (1740.030000 sec): 3 clusters Score: Raw -27437.666091 + Penalty 568.747747 = -26868.918344 nChanged 3 SP:Iteration 13Q (1740.030000 sec): 3 clusters Score: Raw -27440.761116 + Penalty 568.747747 = -26872.013369 nChanged 1 SP:Iteration 14Q (1740.030000 sec): 3 clusters Score: Raw -27441.710114 + Penalty 568.747747 = -26872.962366 nChanged 1 SP:Iteration 15Q (1740.030000 sec): 3 clusters Score: Raw -27443.519989 + Penalty 568.747747 = -26874.772242 nChanged 1 SP:Iteration 16Q (1740.030000 sec): 3 clusters Score: Raw -27444.161851 + Penalty 568.747747 = -26875.414104 nChanged 0 SP:Iteration 17F (1740.030000 sec): 3 clusters Score: Raw -27444.161851 + Penalty 568.747747 = -26875.414104 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.030000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.030000 sec): 3 clusters Score: Raw -2680.439474 + Penalty 364.667320 = -2315.772154 nChanged 8 SP:Iteration 1F (1740.030000 sec): 3 clusters Score: Raw -2705.806814 + Penalty 364.667320 = -2341.139495 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.030000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.030000 sec): 3 clusters Score: Raw -9338.610571 + Penalty 460.118368 = -8878.492203 nChanged 32 SP:Iteration 1F (1740.030000 sec): 3 clusters Score: Raw -9371.990758 + Penalty 460.118368 = -8911.872389 nChanged 7 SP:Iteration 2Q (1740.030000 sec): 3 clusters Score: Raw -9379.211547 + Penalty 460.118368 = -8919.093179 nChanged 4 SP:Iteration 3Q (1740.030000 sec): 3 clusters Score: Raw -9386.295508 + Penalty 460.118368 = -8926.177139 nChanged 4 SP:Iteration 4Q (1740.030000 sec): 3 clusters Score: Raw -9391.569845 + Penalty 460.118368 = -8931.451476 nChanged 0 SP:Iteration 5F (1740.030000 sec): 3 clusters Score: Raw -9391.569845 + Penalty 460.118368 = -8931.451476 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.030000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.030000 sec): 3 clusters Score: Raw -19342.351528 + Penalty 526.328092 = -18816.023437 nChanged 108 SP:Iteration 1F (1740.030000 sec): 3 clusters Score: Raw -19424.743776 + Penalty 526.328092 = -18898.415684 nChanged 16 SP:Iteration 2Q (1740.030000 sec): 3 clusters Score: Raw -19443.604731 + Penalty 526.328092 = -18917.276639 nChanged 20 SP:Iteration 3F (1740.030000 sec): 3 clusters Score: Raw -19459.534518 + Penalty 526.328092 = -18933.206426 nChanged 8 SP:Iteration 4Q (1740.030000 sec): 3 clusters Score: Raw -19467.066846 + Penalty 526.328092 = -18940.738755 nChanged 7 SP:Iteration 5Q (1740.030000 sec): 3 clusters Score: Raw -19471.066712 + Penalty 526.328092 = -18944.738621 nChanged 5 SP:Iteration 6Q (1740.030000 sec): 3 clusters Score: Raw -19474.729046 + Penalty 526.328092 = -18948.400955 nChanged 3 SP:Iteration 7Q (1740.030000 sec): 3 clusters Score: Raw -19475.909294 + Penalty 526.328092 = -18949.581203 nChanged 0 SP:Iteration 8F (1740.030000 sec): 3 clusters Score: Raw -19475.909294 + Penalty 526.328092 = -18949.581203 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.040000 sec): 2 clusters Score: Raw -5325.393846 + Penalty 214.283624 = -5111.110222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.040000 sec): 3 clusters Score: Raw -5322.551057 + Penalty 428.567248 = -4893.983809 nChanged 25 SP:Iteration 1F (1740.040000 sec): 3 clusters Score: Raw -5362.066990 + Penalty 428.567248 = -4933.499741 nChanged 8 SP:Iteration 2F (1740.040000 sec): 3 clusters Score: Raw -5374.961299 + Penalty 428.567248 = -4946.394051 nChanged 1 SP:Iteration 3Q (1740.040000 sec): 3 clusters Score: Raw -5379.388070 + Penalty 428.567248 = -4950.820821 nChanged 2 SP:Iteration 4Q (1740.040000 sec): 3 clusters Score: Raw -5380.726399 + Penalty 428.567248 = -4952.159150 nChanged 0 SP:Iteration 5F (1740.040000 sec): 3 clusters Score: Raw -5380.726399 + Penalty 428.567248 = -4952.159150 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.040000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.040000 sec): 3 clusters Score: Raw -13580.951200 + Penalty 499.493333 = -13081.457867 nChanged 79 SP:Iteration 1F (1740.040000 sec): 3 clusters Score: Raw -13684.976716 + Penalty 499.493333 = -13185.483383 nChanged 20 SP:Iteration 2F (1740.040000 sec): 3 clusters Score: Raw -13701.982994 + Penalty 499.493333 = -13202.489661 nChanged 4 SP:Iteration 3Q (1740.040000 sec): 3 clusters Score: Raw -13704.933445 + Penalty 499.493333 = -13205.440112 nChanged 3 SP:Iteration 4Q (1740.040000 sec): 3 clusters Score: Raw -13707.386575 + Penalty 499.493333 = -13207.893242 nChanged 1 SP:Iteration 5Q (1740.040000 sec): 3 clusters Score: Raw -13707.725281 + Penalty 499.493333 = -13208.231948 nChanged 0 SP:Iteration 6F (1740.040000 sec): 3 clusters Score: Raw -13707.725281 + Penalty 499.493333 = -13208.231948 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.040000 sec): 2 clusters Score: Raw -38486.357698 + Penalty 300.725391 = -38185.632308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.040000 sec): 3 clusters Score: Raw -38141.990046 + Penalty 601.450781 = -37540.539265 nChanged 285 SP:Iteration 1F (1740.040000 sec): 3 clusters Score: Raw -38335.387444 + Penalty 601.450781 = -37733.936663 nChanged 67 SP:Iteration 2F (1740.050000 sec): 3 clusters Score: Raw -38399.376897 + Penalty 601.450781 = -37797.926116 nChanged 41 SP:Iteration 3F (1740.050000 sec): 3 clusters Score: Raw -38435.728856 + Penalty 601.450781 = -37834.278075 nChanged 33 SP:Iteration 4Q (1740.050000 sec): 3 clusters Score: Raw -38470.049684 + Penalty 601.450781 = -37868.598903 nChanged 25 SP:Iteration 5Q (1740.050000 sec): 3 clusters Score: Raw -38494.257825 + Penalty 601.450781 = -37892.807044 nChanged 21 SP:Iteration 6Q (1740.050000 sec): 3 clusters Score: Raw -38512.619587 + Penalty 601.450781 = -37911.168806 nChanged 18 SP:Iteration 7Q (1740.050000 sec): 3 clusters Score: Raw -38530.778903 + Penalty 601.450781 = -37929.328122 nChanged 11 SP:Iteration 8Q (1740.050000 sec): 3 clusters Score: Raw -38540.590393 + Penalty 601.450781 = -37939.139612 nChanged 7 SP:Iteration 9Q (1740.050000 sec): 3 clusters Score: Raw -38546.014026 + Penalty 601.450781 = -37944.563245 nChanged 7 SP:Iteration 10Q (1740.050000 sec): 3 clusters Score: Raw -38550.181004 + Penalty 601.450781 = -37948.730222 nChanged 2 SP:Iteration 11Q (1740.050000 sec): 3 clusters Score: Raw -38551.284821 + Penalty 601.450781 = -37949.834040 nChanged 0 SP:Iteration 12F (1740.050000 sec): 3 clusters Score: Raw -38551.284821 + Penalty 601.450781 = -37949.834040 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.050000 sec): 2 clusters Score: Raw -26498.241118 + Penalty 278.473533 = -26219.767586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.050000 sec): 3 clusters Score: Raw -26350.597634 + Penalty 556.947065 = -25793.650569 nChanged 156 SP:Iteration 1F (1740.050000 sec): 3 clusters Score: Raw -26488.343496 + Penalty 556.947065 = -25931.396431 nChanged 30 SP:Iteration 2F (1740.050000 sec): 3 clusters Score: Raw -26517.389009 + Penalty 556.947065 = -25960.441944 nChanged 22 SP:Iteration 3Q (1740.050000 sec): 3 clusters Score: Raw -26537.599605 + Penalty 556.947065 = -25980.652539 nChanged 12 SP:Iteration 4Q (1740.050000 sec): 3 clusters Score: Raw -26546.731282 + Penalty 556.947065 = -25989.784216 nChanged 9 SP:Iteration 5Q (1740.050000 sec): 3 clusters Score: Raw -26552.208011 + Penalty 556.947065 = -25995.260946 nChanged 9 SP:Iteration 6Q (1740.060000 sec): 3 clusters Score: Raw -26573.288025 + Penalty 556.947065 = -26016.340960 nChanged 17 SP:Iteration 7Q (1740.060000 sec): 3 clusters Score: Raw -26591.879589 + Penalty 556.947065 = -26034.932524 nChanged 18 SP:Iteration 8Q (1740.060000 sec): 3 clusters Score: Raw -26606.104961 + Penalty 556.947065 = -26049.157896 nChanged 8 SP:Iteration 9Q (1740.060000 sec): 3 clusters Score: Raw -26610.463017 + Penalty 556.947065 = -26053.515952 nChanged 4 SP:Iteration 10Q (1740.060000 sec): 3 clusters Score: Raw -26613.443736 + Penalty 556.947065 = -26056.496671 nChanged 2 SP:Iteration 11Q (1740.060000 sec): 3 clusters Score: Raw -26614.361234 + Penalty 556.947065 = -26057.414169 nChanged 1 SP:Iteration 12Q (1740.060000 sec): 3 clusters Score: Raw -26615.928742 + Penalty 556.947065 = -26058.981677 nChanged 1 SP:Iteration 13Q (1740.060000 sec): 3 clusters Score: Raw -26617.289394 + Penalty 556.947065 = -26060.342329 nChanged 2 SP:Iteration 14Q (1740.060000 sec): 3 clusters Score: Raw -26618.859437 + Penalty 556.947065 = -26061.912372 nChanged 1 SP:Iteration 15Q (1740.060000 sec): 3 clusters Score: Raw -26619.247074 + Penalty 556.947065 = -26062.300009 nChanged 1 SP:Iteration 16Q (1740.060000 sec): 3 clusters Score: Raw -26619.737536 + Penalty 556.947065 = -26062.790471 nChanged 0 SP:Iteration 17F (1740.060000 sec): 3 clusters Score: Raw -26619.737536 + Penalty 556.947065 = -26062.790471 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.060000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.070000 sec): 3 clusters Score: Raw -52402.266401 + Penalty 628.514685 = -51773.751716 nChanged 363 SP:Iteration 1F (1740.070000 sec): 3 clusters Score: Raw -52584.180665 + Penalty 628.514685 = -51955.665980 nChanged 74 SP:Iteration 2F (1740.070000 sec): 3 clusters Score: Raw -52631.565386 + Penalty 628.514685 = -52003.050701 nChanged 52 SP:Iteration 3F (1740.070000 sec): 3 clusters Score: Raw -52668.064440 + Penalty 628.514685 = -52039.549755 nChanged 46 SP:Iteration 4Q (1740.070000 sec): 3 clusters Score: Raw -52698.628616 + Penalty 628.514685 = -52070.113931 nChanged 45 SP:Iteration 5Q (1740.070000 sec): 3 clusters Score: Raw -52729.595421 + Penalty 628.514685 = -52101.080736 nChanged 35 SP:Iteration 6Q (1740.070000 sec): 3 clusters Score: Raw -52751.312024 + Penalty 628.514685 = -52122.797339 nChanged 32 SP:Iteration 7Q (1740.070000 sec): 3 clusters Score: Raw -52777.018288 + Penalty 628.514685 = -52148.503603 nChanged 32 SP:Iteration 8Q (1740.070000 sec): 3 clusters Score: Raw -52801.328238 + Penalty 628.514685 = -52172.813553 nChanged 29 SP:Iteration 9Q (1740.070000 sec): 3 clusters Score: Raw -52822.888278 + Penalty 628.514685 = -52194.373593 nChanged 25 SP:Iteration 10Q (1740.070000 sec): 3 clusters Score: Raw -52841.316645 + Penalty 628.514685 = -52212.801960 nChanged 25 SP:Iteration 11Q (1740.070000 sec): 3 clusters Score: Raw -52866.457069 + Penalty 628.514685 = -52237.942385 nChanged 17 SP:Iteration 12Q (1740.080000 sec): 3 clusters Score: Raw -52883.565371 + Penalty 628.514685 = -52255.050686 nChanged 20 SP:Iteration 13Q (1740.080000 sec): 3 clusters Score: Raw -52907.338316 + Penalty 628.514685 = -52278.823632 nChanged 16 SP:Iteration 14Q (1740.080000 sec): 3 clusters Score: Raw -52921.790762 + Penalty 628.514685 = -52293.276077 nChanged 7 SP:Iteration 15Q (1740.080000 sec): 3 clusters Score: Raw -52926.682122 + Penalty 628.514685 = -52298.167437 nChanged 5 SP:Iteration 16Q (1740.080000 sec): 3 clusters Score: Raw -52929.503440 + Penalty 628.514685 = -52300.988756 nChanged 4 SP:Iteration 17Q (1740.080000 sec): 3 clusters Score: Raw -52932.127427 + Penalty 628.514685 = -52303.612742 nChanged 5 SP:Iteration 18Q (1740.080000 sec): 3 clusters Score: Raw -52935.650212 + Penalty 628.514685 = -52307.135527 nChanged 5 SP:Iteration 19Q (1740.080000 sec): 3 clusters Score: Raw -52938.274216 + Penalty 628.514685 = -52309.759531 nChanged 5 SP:Iteration 20F (1740.080000 sec): 3 clusters Score: Raw -52941.874838 + Penalty 628.514685 = -52313.360153 nChanged 3 SP:Iteration 21Q (1740.090000 sec): 3 clusters Score: Raw -52943.592108 + Penalty 628.514685 = -52315.077423 nChanged 4 SP:Iteration 22Q (1740.090000 sec): 3 clusters Score: Raw -52944.806247 + Penalty 628.514685 = -52316.291562 nChanged 3 SP:Iteration 23Q (1740.090000 sec): 3 clusters Score: Raw -52945.823587 + Penalty 628.514685 = -52317.308902 nChanged 1 SP:Iteration 24Q (1740.090000 sec): 3 clusters Score: Raw -52946.346115 + Penalty 628.514685 = -52317.831430 nChanged 1 SP:Iteration 25Q (1740.090000 sec): 3 clusters Score: Raw -52946.650110 + Penalty 628.514685 = -52318.135426 nChanged 3 SP:Iteration 26Q (1740.090000 sec): 3 clusters Score: Raw -52948.540725 + Penalty 628.514685 = -52320.026040 nChanged 3 SP:Iteration 27Q (1740.090000 sec): 3 clusters Score: Raw -52951.128061 + Penalty 628.514685 = -52322.613377 nChanged 1 SP:Iteration 28Q (1740.090000 sec): 3 clusters Score: Raw -52951.460514 + Penalty 628.514685 = -52322.945829 nChanged 0 SP:Iteration 29F (1740.090000 sec): 3 clusters Score: Raw -52951.460514 + Penalty 628.514685 = -52322.945829 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.090000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.090000 sec): 3 clusters Score: Raw -8605.781365 + Penalty 460.696148 = -8145.085217 nChanged 40 SP:Iteration 1F (1740.090000 sec): 3 clusters Score: Raw -8679.373169 + Penalty 460.696148 = -8218.677020 nChanged 13 SP:Iteration 2F (1740.090000 sec): 3 clusters Score: Raw -8708.022542 + Penalty 460.696148 = -8247.326394 nChanged 4 SP:Iteration 3Q (1740.090000 sec): 3 clusters Score: Raw -8718.630227 + Penalty 460.696148 = -8257.934079 nChanged 2 SP:Iteration 4Q (1740.090000 sec): 3 clusters Score: Raw -8731.007165 + Penalty 460.696148 = -8270.311017 nChanged 1 SP:Iteration 5Q (1740.090000 sec): 3 clusters Score: Raw -8738.435698 + Penalty 460.696148 = -8277.739550 nChanged 3 SP:Iteration 6Q (1740.090000 sec): 3 clusters Score: Raw -8754.977999 + Penalty 460.696148 = -8294.281851 nChanged 4 SP:Iteration 7Q (1740.090000 sec): 3 clusters Score: Raw -8765.330440 + Penalty 460.696148 = -8304.634292 nChanged 3 SP:Iteration 8Q (1740.090000 sec): 3 clusters Score: Raw -8773.668982 + Penalty 460.696148 = -8312.972834 nChanged 3 SP:Iteration 9Q (1740.090000 sec): 3 clusters Score: Raw -8778.292602 + Penalty 460.696148 = -8317.596454 nChanged 2 SP:Iteration 10Q (1740.090000 sec): 3 clusters Score: Raw -8782.006443 + Penalty 460.696148 = -8321.310295 nChanged 3 SP:Iteration 11Q (1740.090000 sec): 3 clusters Score: Raw -8795.247571 + Penalty 460.696148 = -8334.551423 nChanged 3 SP:Iteration 12Q (1740.090000 sec): 3 clusters Score: Raw -8813.743159 + Penalty 460.696148 = -8353.047011 nChanged 2 SP:Iteration 13Q (1740.090000 sec): 3 clusters Score: Raw -8820.029901 + Penalty 460.696148 = -8359.333753 nChanged 2 SP:Iteration 14Q (1740.090000 sec): 3 clusters Score: Raw -8824.032765 + Penalty 460.696148 = -8363.336617 nChanged 1 SP:Iteration 15Q (1740.090000 sec): 3 clusters Score: Raw -8825.576206 + Penalty 460.696148 = -8364.880058 nChanged 0 SP:Iteration 16F (1740.090000 sec): 3 clusters Score: Raw -8825.576206 + Penalty 460.696148 = -8364.880058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.100000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.100000 sec): 3 clusters Score: Raw -16640.068739 + Penalty 513.090275 = -16126.978464 nChanged 93 SP:Iteration 1F (1740.100000 sec): 3 clusters Score: Raw -16741.819717 + Penalty 513.090275 = -16228.729442 nChanged 24 SP:Iteration 2F (1740.100000 sec): 3 clusters Score: Raw -16774.841104 + Penalty 513.090275 = -16261.750829 nChanged 11 SP:Iteration 3Q (1740.100000 sec): 3 clusters Score: Raw -16797.951147 + Penalty 513.090275 = -16284.860872 nChanged 10 SP:Iteration 4Q (1740.100000 sec): 3 clusters Score: Raw -16820.666670 + Penalty 513.090275 = -16307.576395 nChanged 8 SP:Iteration 5Q (1740.100000 sec): 3 clusters Score: Raw -16843.772551 + Penalty 513.090275 = -16330.682276 nChanged 6 SP:Iteration 6Q (1740.100000 sec): 3 clusters Score: Raw -16860.276377 + Penalty 513.090275 = -16347.186103 nChanged 8 SP:Iteration 7Q (1740.100000 sec): 3 clusters Score: Raw -16876.273459 + Penalty 513.090275 = -16363.183184 nChanged 11 SP:Iteration 8Q (1740.100000 sec): 3 clusters Score: Raw -16900.595232 + Penalty 513.090275 = -16387.504957 nChanged 10 SP:Iteration 9Q (1740.100000 sec): 3 clusters Score: Raw -16916.530657 + Penalty 513.090275 = -16403.440382 nChanged 9 SP:Iteration 10Q (1740.100000 sec): 3 clusters Score: Raw -16933.293452 + Penalty 513.090275 = -16420.203177 nChanged 10 SP:Iteration 11Q (1740.100000 sec): 3 clusters Score: Raw -16953.848188 + Penalty 513.090275 = -16440.757913 nChanged 6 SP:Iteration 12Q (1740.100000 sec): 3 clusters Score: Raw -16974.206620 + Penalty 513.090275 = -16461.116345 nChanged 3 SP:Iteration 13Q (1740.100000 sec): 3 clusters Score: Raw -16980.085890 + Penalty 513.090275 = -16466.995615 nChanged 2 SP:Iteration 14Q (1740.100000 sec): 3 clusters Score: Raw -16986.693775 + Penalty 513.090275 = -16473.603500 nChanged 1 SP:Iteration 15Q (1740.100000 sec): 3 clusters Score: Raw -16988.720978 + Penalty 513.090275 = -16475.630703 nChanged 0 SP:Iteration 16F (1740.100000 sec): 3 clusters Score: Raw -16988.720978 + Penalty 513.090275 = -16475.630703 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.100000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.100000 sec): 3 clusters Score: Raw -17896.008490 + Penalty 524.632390 = -17371.376100 nChanged 108 SP:Iteration 1F (1740.100000 sec): 3 clusters Score: Raw -17999.174034 + Penalty 524.632390 = -17474.541643 nChanged 20 SP:Iteration 2F (1740.110000 sec): 3 clusters Score: Raw -18016.713490 + Penalty 524.632390 = -17492.081100 nChanged 12 SP:Iteration 3Q (1740.110000 sec): 3 clusters Score: Raw -18025.225897 + Penalty 524.632390 = -17500.593507 nChanged 6 SP:Iteration 4Q (1740.110000 sec): 3 clusters Score: Raw -18029.708866 + Penalty 524.632390 = -17505.076476 nChanged 6 SP:Iteration 5Q (1740.110000 sec): 3 clusters Score: Raw -18035.618947 + Penalty 524.632390 = -17510.986557 nChanged 4 SP:Iteration 6Q (1740.110000 sec): 3 clusters Score: Raw -18044.067832 + Penalty 524.632390 = -17519.435441 nChanged 4 SP:Iteration 7Q (1740.110000 sec): 3 clusters Score: Raw -18045.444787 + Penalty 524.632390 = -17520.812396 nChanged 3 SP:Iteration 8Q (1740.110000 sec): 3 clusters Score: Raw -18047.541090 + Penalty 524.632390 = -17522.908700 nChanged 2 SP:Iteration 9Q (1740.110000 sec): 3 clusters Score: Raw -18048.224392 + Penalty 524.632390 = -17523.592002 nChanged 3 SP:Iteration 10Q (1740.110000 sec): 3 clusters Score: Raw -18050.819395 + Penalty 524.632390 = -17526.187005 nChanged 2 SP:Iteration 11Q (1740.110000 sec): 3 clusters Score: Raw -18053.075074 + Penalty 524.632390 = -17528.442684 nChanged 1 SP:Iteration 12Q (1740.110000 sec): 3 clusters Score: Raw -18053.287771 + Penalty 524.632390 = -17528.655381 nChanged 0 SP:Iteration 13F (1740.110000 sec): 3 clusters Score: Raw -18053.287771 + Penalty 524.632390 = -17528.655381 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 3 clusters Score: Raw -6057.804839 + Penalty 437.165915 = -5620.638924 nChanged 27 SP:Iteration 1F (1740.110000 sec): 3 clusters Score: Raw -6104.442115 + Penalty 437.165915 = -5667.276200 nChanged 11 SP:Iteration 2F (1740.110000 sec): 3 clusters Score: Raw -6131.557982 + Penalty 437.165915 = -5694.392067 nChanged 4 SP:Iteration 3Q (1740.110000 sec): 3 clusters Score: Raw -6157.185159 + Penalty 437.165915 = -5720.019244 nChanged 2 SP:Iteration 4Q (1740.110000 sec): 3 clusters Score: Raw -6162.437776 + Penalty 437.165915 = -5725.271861 nChanged 0 SP:Iteration 5F (1740.110000 sec): 3 clusters Score: Raw -6162.437776 + Penalty 437.165915 = -5725.271861 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 3 clusters Score: Raw -11098.496700 + Penalty 479.842960 = -10618.653741 nChanged 51 SP:Iteration 1F (1740.110000 sec): 3 clusters Score: Raw -11160.899821 + Penalty 479.842960 = -10681.056861 nChanged 12 SP:Iteration 2F (1740.110000 sec): 3 clusters Score: Raw -11186.849656 + Penalty 479.842960 = -10707.006696 nChanged 5 SP:Iteration 3Q (1740.110000 sec): 3 clusters Score: Raw -11193.344039 + Penalty 479.842960 = -10713.501079 nChanged 1 SP:Iteration 4Q (1740.110000 sec): 3 clusters Score: Raw -11194.007023 + Penalty 479.842960 = -10714.164063 nChanged 0 SP:Iteration 5F (1740.110000 sec): 3 clusters Score: Raw -11194.007023 + Penalty 479.842960 = -10714.164063 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 2 clusters Score: Raw -7680.951646 + Penalty 220.767377 = -7460.184269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 3 clusters Score: Raw -7665.502933 + Penalty 441.534754 = -7223.968179 nChanged 29 SP:Iteration 1F (1740.110000 sec): 3 clusters Score: Raw -7692.757391 + Penalty 441.534754 = -7251.222637 nChanged 9 SP:Iteration 2F (1740.110000 sec): 3 clusters Score: Raw -7707.084609 + Penalty 441.534754 = -7265.549855 nChanged 4 SP:Iteration 3Q (1740.110000 sec): 3 clusters Score: Raw -7716.903417 + Penalty 441.534754 = -7275.368663 nChanged 2 SP:Iteration 4Q (1740.110000 sec): 3 clusters Score: Raw -7717.987425 + Penalty 441.534754 = -7276.452671 nChanged 1 SP:Iteration 5Q (1740.110000 sec): 3 clusters Score: Raw -7718.503773 + Penalty 441.534754 = -7276.969019 nChanged 1 SP:Iteration 6Q (1740.110000 sec): 3 clusters Score: Raw -7718.754664 + Penalty 441.534754 = -7277.219910 nChanged 0 SP:Iteration 7F (1740.110000 sec): 3 clusters Score: Raw -7718.754664 + Penalty 441.534754 = -7277.219910 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.110000 sec): 3 clusters Score: Raw -23760.251760 + Penalty 543.616675 = -23216.635085 nChanged 119 SP:Iteration 1F (1740.120000 sec): 3 clusters Score: Raw -23844.038632 + Penalty 543.616675 = -23300.421958 nChanged 32 SP:Iteration 2F (1740.120000 sec): 3 clusters Score: Raw -23869.427952 + Penalty 543.616675 = -23325.811277 nChanged 11 SP:Iteration 3Q (1740.120000 sec): 3 clusters Score: Raw -23878.519551 + Penalty 543.616675 = -23334.902877 nChanged 7 SP:Iteration 4Q (1740.120000 sec): 3 clusters Score: Raw -23883.317472 + Penalty 543.616675 = -23339.700797 nChanged 5 SP:Iteration 5Q (1740.120000 sec): 3 clusters Score: Raw -23886.847048 + Penalty 543.616675 = -23343.230373 nChanged 3 SP:Iteration 6Q (1740.120000 sec): 3 clusters Score: Raw -23889.206399 + Penalty 543.616675 = -23345.589724 nChanged 4 SP:Iteration 7Q (1740.120000 sec): 3 clusters Score: Raw -23892.542886 + Penalty 543.616675 = -23348.926211 nChanged 3 SP:Iteration 8Q (1740.120000 sec): 3 clusters Score: Raw -23895.498349 + Penalty 543.616675 = -23351.881674 nChanged 3 SP:Iteration 9Q (1740.120000 sec): 3 clusters Score: Raw -23899.035112 + Penalty 543.616675 = -23355.418437 nChanged 4 SP:Iteration 10Q (1740.120000 sec): 3 clusters Score: Raw -23904.687724 + Penalty 543.616675 = -23361.071049 nChanged 2 SP:Iteration 11Q (1740.120000 sec): 3 clusters Score: Raw -23905.600690 + Penalty 543.616675 = -23361.984015 nChanged 2 SP:Iteration 12Q (1740.120000 sec): 3 clusters Score: Raw -23906.451539 + Penalty 543.616675 = -23362.834864 nChanged 2 SP:Iteration 13Q (1740.120000 sec): 3 clusters Score: Raw -23907.106213 + Penalty 543.616675 = -23363.489539 nChanged 1 SP:Iteration 14Q (1740.120000 sec): 3 clusters Score: Raw -23907.490683 + Penalty 543.616675 = -23363.874008 nChanged 2 SP:Iteration 15Q (1740.120000 sec): 3 clusters Score: Raw -23909.191142 + Penalty 543.616675 = -23365.574468 nChanged 1 SP:Iteration 16Q (1740.120000 sec): 3 clusters Score: Raw -23910.202220 + Penalty 543.616675 = -23366.585545 nChanged 1 SP:Iteration 17Q (1740.120000 sec): 3 clusters Score: Raw -23910.988658 + Penalty 543.616675 = -23367.371983 nChanged 1 SP:Iteration 18Q (1740.120000 sec): 3 clusters Score: Raw -23911.268761 + Penalty 543.616675 = -23367.652086 nChanged 1 SP:Iteration 19Q (1740.120000 sec): 3 clusters Score: Raw -23911.708498 + Penalty 543.616675 = -23368.091823 nChanged 1 SP:Iteration 20F (1740.120000 sec): 3 clusters Score: Raw -23912.032281 + Penalty 543.616675 = -23368.415607 nChanged 1 SP:Iteration 21Q (1740.130000 sec): 3 clusters Score: Raw -23912.568229 + Penalty 543.616675 = -23368.951555 nChanged 0 SP:Iteration 22F (1740.130000 sec): 3 clusters Score: Raw -23912.568229 + Penalty 543.616675 = -23368.951555 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 3 clusters Score: Raw -11279.703988 + Penalty 479.842960 = -10799.861028 nChanged 54 SP:Iteration 1F (1740.130000 sec): 3 clusters Score: Raw -11351.769522 + Penalty 479.842960 = -10871.926563 nChanged 18 SP:Iteration 2F (1740.130000 sec): 3 clusters Score: Raw -11372.627909 + Penalty 479.842960 = -10892.784949 nChanged 5 SP:Iteration 3Q (1740.130000 sec): 3 clusters Score: Raw -11381.337568 + Penalty 479.842960 = -10901.494608 nChanged 1 SP:Iteration 4Q (1740.130000 sec): 3 clusters Score: Raw -11381.912424 + Penalty 479.842960 = -10902.069464 nChanged 0 SP:Iteration 5F (1740.130000 sec): 3 clusters Score: Raw -11381.912424 + Penalty 479.842960 = -10902.069464 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 2 clusters Score: Raw -4251.029531 + Penalty 199.382212 = -4051.647319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 3 clusters Score: Raw -4261.102972 + Penalty 398.764424 = -3862.338549 nChanged 10 SP:Iteration 1F (1740.130000 sec): 3 clusters Score: Raw -4285.193115 + Penalty 398.764424 = -3886.428692 nChanged 3 SP:Iteration 2Q (1740.130000 sec): 3 clusters Score: Raw -4296.761171 + Penalty 398.764424 = -3897.996747 nChanged 0 SP:Iteration 3F (1740.130000 sec): 3 clusters Score: Raw -4296.761171 + Penalty 398.764424 = -3897.996747 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 3 clusters Score: Raw -3081.560332 + Penalty 389.176617 = -2692.383715 nChanged 15 SP:Iteration 1F (1740.130000 sec): 3 clusters Score: Raw -3139.223026 + Penalty 389.176617 = -2750.046410 nChanged 4 SP:Iteration 2F (1740.130000 sec): 3 clusters Score: Raw -3151.204064 + Penalty 389.176617 = -2762.027447 nChanged 1 SP:Iteration 3Q (1740.130000 sec): 3 clusters Score: Raw -3154.843650 + Penalty 389.176617 = -2765.667033 nChanged 1 SP:Iteration 4Q (1740.130000 sec): 3 clusters Score: Raw -3160.907163 + Penalty 389.176617 = -2771.730546 nChanged 0 SP:Iteration 5F (1740.130000 sec): 3 clusters Score: Raw -3160.907163 + Penalty 389.176617 = -2771.730546 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 3 clusters Score: Raw -7160.124979 + Penalty 464.087845 = -6696.037134 nChanged 40 SP:Iteration 1F (1740.130000 sec): 3 clusters Score: Raw -7278.800534 + Penalty 464.087845 = -6814.712689 nChanged 13 SP:Iteration 2F (1740.130000 sec): 3 clusters Score: Raw -7327.250046 + Penalty 464.087845 = -6863.162201 nChanged 7 SP:Iteration 3Q (1740.130000 sec): 3 clusters Score: Raw -7339.652689 + Penalty 464.087845 = -6875.564844 nChanged 5 SP:Iteration 4Q (1740.130000 sec): 3 clusters Score: Raw -7347.134174 + Penalty 464.087845 = -6883.046329 nChanged 2 SP:Iteration 5Q (1740.130000 sec): 3 clusters Score: Raw -7349.433836 + Penalty 464.087845 = -6885.345991 nChanged 1 SP:Iteration 6Q (1740.130000 sec): 3 clusters Score: Raw -7359.675971 + Penalty 464.087845 = -6895.588126 nChanged 1 SP:Iteration 7Q (1740.130000 sec): 3 clusters Score: Raw -7361.122224 + Penalty 464.087845 = -6897.034379 nChanged 2 SP:Iteration 8Q (1740.130000 sec): 3 clusters Score: Raw -7364.154500 + Penalty 464.087845 = -6900.066655 nChanged 0 SP:Iteration 9F (1740.130000 sec): 3 clusters Score: Raw -7364.154500 + Penalty 464.087845 = -6900.066655 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.130000 sec): 3 clusters Score: Raw -6119.384416 + Penalty 422.639572 = -5696.744845 nChanged 18 SP:Iteration 1F (1740.130000 sec): 3 clusters Score: Raw -6147.707964 + Penalty 422.639572 = -5725.068392 nChanged 4 SP:Iteration 2Q (1740.130000 sec): 3 clusters Score: Raw -6157.067014 + Penalty 422.639572 = -5734.427442 nChanged 4 SP:Iteration 3Q (1740.130000 sec): 3 clusters Score: Raw -6165.663225 + Penalty 422.639572 = -5743.023653 nChanged 0 SP:Iteration 4F (1740.130000 sec): 3 clusters Score: Raw -6165.663225 + Penalty 422.639572 = -5743.023653 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.150000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.160000 sec): 3 clusters Score: Raw -624927.389961 + Penalty 844.246869 = -624083.143093 nChanged 5009 SP:Iteration 1F (1740.170000 sec): 3 clusters Score: Raw -627830.874510 + Penalty 844.246869 = -626986.627642 nChanged 622 SP:Iteration 2F (1740.190000 sec): 3 clusters Score: Raw -628099.152730 + Penalty 844.246869 = -627254.905862 nChanged 640 SP:Iteration 3F (1740.200000 sec): 3 clusters Score: Raw -628393.792376 + Penalty 844.246869 = -627549.545507 nChanged 623 SP:Iteration 4F (1740.210000 sec): 3 clusters Score: Raw -628677.422142 + Penalty 844.246869 = -627833.175274 nChanged 553 SP:Iteration 5F (1740.220000 sec): 3 clusters Score: Raw -628916.489313 + Penalty 844.246869 = -628072.242444 nChanged 498 SP:Iteration 6Q (1740.230000 sec): 3 clusters Score: Raw -629113.625544 + Penalty 844.246869 = -628269.378676 nChanged 422 SP:Iteration 7Q (1740.240000 sec): 3 clusters Score: Raw -629260.807274 + Penalty 844.246869 = -628416.560406 nChanged 352 SP:Iteration 8Q (1740.250000 sec): 3 clusters Score: Raw -629387.605956 + Penalty 844.246869 = -628543.359088 nChanged 286 SP:Iteration 9Q (1740.260000 sec): 3 clusters Score: Raw -629493.482007 + Penalty 844.246869 = -628649.235139 nChanged 273 SP:Iteration 10Q (1740.270000 sec): 3 clusters Score: Raw -629595.216527 + Penalty 844.246869 = -628750.969659 nChanged 264 SP:Iteration 11Q (1740.280000 sec): 3 clusters Score: Raw -629695.455520 + Penalty 844.246869 = -628851.208652 nChanged 286 SP:Iteration 12Q (1740.290000 sec): 3 clusters Score: Raw -629818.206967 + Penalty 844.246869 = -628973.960098 nChanged 295 SP:Iteration 13Q (1740.310000 sec): 3 clusters Score: Raw -629954.786262 + Penalty 844.246869 = -629110.539394 nChanged 314 SP:Iteration 14Q (1740.310000 sec): 3 clusters Score: Raw -630106.743331 + Penalty 844.246869 = -629262.496463 nChanged 303 SP:Iteration 15Q (1740.330000 sec): 3 clusters Score: Raw -630260.141575 + Penalty 844.246869 = -629415.894707 nChanged 320 SP:Iteration 16Q (1740.340000 sec): 3 clusters Score: Raw -630448.346977 + Penalty 844.246869 = -629604.100109 nChanged 324 SP:Iteration 17Q (1740.350000 sec): 3 clusters Score: Raw -630642.531468 + Penalty 844.246869 = -629798.284600 nChanged 293 SP:Iteration 18Q (1740.360000 sec): 3 clusters Score: Raw -630832.142927 + Penalty 844.246869 = -629987.896059 nChanged 268 SP:Iteration 19Q (1740.370000 sec): 3 clusters Score: Raw -631009.755629 + Penalty 844.246869 = -630165.508761 nChanged 227 SP:Iteration 20F (1740.380000 sec): 3 clusters Score: Raw -631169.463797 + Penalty 844.246869 = -630325.216928 nChanged 214 SP:Iteration 21Q (1740.390000 sec): 3 clusters Score: Raw -631350.038376 + Penalty 844.246869 = -630505.791507 nChanged 142 SP:Iteration 22Q (1740.400000 sec): 3 clusters Score: Raw -631476.346761 + Penalty 844.246869 = -630632.099892 nChanged 92 SP:Iteration 23Q (1740.410000 sec): 3 clusters Score: Raw -631562.656883 + Penalty 844.246869 = -630718.410014 nChanged 60 SP:Iteration 24Q (1740.420000 sec): 3 clusters Score: Raw -631619.249496 + Penalty 844.246869 = -630775.002628 nChanged 27 SP:Iteration 25Q (1740.430000 sec): 3 clusters Score: Raw -631647.444457 + Penalty 844.246869 = -630803.197588 nChanged 20 SP:Iteration 26Q (1740.430000 sec): 3 clusters Score: Raw -631667.128587 + Penalty 844.246869 = -630822.881718 nChanged 6 SP:Iteration 27Q (1740.440000 sec): 3 clusters Score: Raw -631674.870431 + Penalty 844.246869 = -630830.623563 nChanged 2 SP:Iteration 28Q (1740.450000 sec): 3 clusters Score: Raw -631677.539359 + Penalty 844.246869 = -630833.292490 nChanged 3 SP:Iteration 29Q (1740.460000 sec): 3 clusters Score: Raw -631680.926149 + Penalty 844.246869 = -630836.679281 nChanged 2 SP:Iteration 30Q (1740.470000 sec): 3 clusters Score: Raw -631684.847714 + Penalty 844.246869 = -630840.600845 nChanged 2 SP:Iteration 31Q (1740.480000 sec): 3 clusters Score: Raw -631686.511765 + Penalty 844.246869 = -630842.264897 nChanged 3 SP:Iteration 32Q (1740.490000 sec): 3 clusters Score: Raw -631689.106165 + Penalty 844.246869 = -630844.859297 nChanged 2 SP:Iteration 33Q (1740.490000 sec): 3 clusters Score: Raw -631690.544331 + Penalty 844.246869 = -630846.297462 nChanged 2 SP:Iteration 34Q (1740.500000 sec): 3 clusters Score: Raw -631694.759052 + Penalty 844.246869 = -630850.512184 nChanged 2 SP:Iteration 35Q (1740.510000 sec): 3 clusters Score: Raw -631700.451134 + Penalty 844.246869 = -630856.204265 nChanged 1 SP:Iteration 36Q (1740.520000 sec): 3 clusters Score: Raw -631704.391248 + Penalty 844.246869 = -630860.144380 nChanged 2 SP:Iteration 37Q (1740.530000 sec): 3 clusters Score: Raw -631705.759028 + Penalty 844.246869 = -630861.512160 nChanged 1 SP:Iteration 38Q (1740.530000 sec): 3 clusters Score: Raw -631706.666029 + Penalty 844.246869 = -630862.419160 nChanged 0 SP:Iteration 39F (1740.540000 sec): 3 clusters Score: Raw -631706.666029 + Penalty 844.246869 = -630862.419160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.550000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.550000 sec): 3 clusters Score: Raw -3354.071145 + Penalty 392.891418 = -2961.179726 nChanged 13 SP:Iteration 1F (1740.550000 sec): 3 clusters Score: Raw -3391.982391 + Penalty 392.891418 = -2999.090973 nChanged 4 SP:Iteration 2F (1740.550000 sec): 3 clusters Score: Raw -3414.449613 + Penalty 392.891418 = -3021.558195 nChanged 3 SP:Iteration 3Q (1740.550000 sec): 3 clusters Score: Raw -3427.008072 + Penalty 392.891418 = -3034.116653 nChanged 1 SP:Iteration 4Q (1740.550000 sec): 3 clusters Score: Raw -3427.512142 + Penalty 392.891418 = -3034.620723 nChanged 0 SP:Iteration 5F (1740.550000 sec): 3 clusters Score: Raw -3427.512142 + Penalty 392.891418 = -3034.620723 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.550000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.550000 sec): 3 clusters Score: Raw -13774.244395 + Penalty 495.653101 = -13278.591294 nChanged 47 SP:Iteration 1F (1740.550000 sec): 3 clusters Score: Raw -13829.118679 + Penalty 495.653101 = -13333.465578 nChanged 26 SP:Iteration 2F (1740.550000 sec): 3 clusters Score: Raw -13889.951204 + Penalty 495.653101 = -13394.298104 nChanged 16 SP:Iteration 3F (1740.550000 sec): 3 clusters Score: Raw -13910.033296 + Penalty 495.653101 = -13414.380195 nChanged 8 SP:Iteration 4Q (1740.550000 sec): 3 clusters Score: Raw -13920.120983 + Penalty 495.653101 = -13424.467882 nChanged 4 SP:Iteration 5Q (1740.550000 sec): 3 clusters Score: Raw -13924.239176 + Penalty 495.653101 = -13428.586075 nChanged 1 SP:Iteration 6Q (1740.550000 sec): 3 clusters Score: Raw -13928.263277 + Penalty 495.653101 = -13432.610176 nChanged 1 SP:Iteration 7Q (1740.550000 sec): 3 clusters Score: Raw -13929.191078 + Penalty 495.653101 = -13433.537977 nChanged 0 SP:Iteration 8F (1740.550000 sec): 3 clusters Score: Raw -13929.191078 + Penalty 495.653101 = -13433.537977 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.550000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.550000 sec): 3 clusters Score: Raw -3601.373480 + Penalty 383.975201 = -3217.398279 nChanged 5 SP:Iteration 1F (1740.550000 sec): 3 clusters Score: Raw -3611.471507 + Penalty 383.975201 = -3227.496306 nChanged 2 SP:Iteration 2Q (1740.550000 sec): 3 clusters Score: Raw -3620.819392 + Penalty 383.975201 = -3236.844191 nChanged 0 SP:Iteration 3F (1740.550000 sec): 3 clusters Score: Raw -3620.819392 + Penalty 383.975201 = -3236.844191 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.560000 sec): 2 clusters Score: Raw -1448.900037 + Penalty 151.615305 = -1297.284732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.560000 sec): 3 clusters Score: Raw -1606.002725 + Penalty 303.230610 = -1302.772115 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.560000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.560000 sec): 3 clusters Score: Raw -3562.400745 + Penalty 385.303692 = -3177.097054 nChanged 11 SP:Iteration 1F (1740.560000 sec): 3 clusters Score: Raw -3591.046705 + Penalty 385.303692 = -3205.743014 nChanged 1 SP:Iteration 2Q (1740.560000 sec): 3 clusters Score: Raw -3594.040879 + Penalty 385.303692 = -3208.737188 nChanged 0 SP:Iteration 3F (1740.560000 sec): 3 clusters Score: Raw -3594.040879 + Penalty 385.303692 = -3208.737188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.560000 sec): 2 clusters Score: Raw -3148.431168 + Penalty 197.048367 = -2951.382801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.560000 sec): 3 clusters Score: Raw -3159.252444 + Penalty 394.096734 = -2765.155710 nChanged 19 SP:Iteration 1F (1740.560000 sec): 3 clusters Score: Raw -3220.410809 + Penalty 394.096734 = -2826.314075 nChanged 5 SP:Iteration 2F (1740.570000 sec): 3 clusters Score: Raw -3234.170728 + Penalty 394.096734 = -2840.073994 nChanged 4 SP:Iteration 3F (1740.570000 sec): 3 clusters Score: Raw -3245.414810 + Penalty 394.096734 = -2851.318076 nChanged 2 SP:Iteration 4Q (1740.570000 sec): 3 clusters Score: Raw -3251.453002 + Penalty 394.096734 = -2857.356268 nChanged 2 SP:Iteration 5Q (1740.570000 sec): 3 clusters Score: Raw -3265.418984 + Penalty 394.096734 = -2871.322250 nChanged 2 SP:Iteration 6Q (1740.570000 sec): 3 clusters Score: Raw -3277.829856 + Penalty 394.096734 = -2883.733122 nChanged 2 SP:Iteration 7Q (1740.570000 sec): 3 clusters Score: Raw -3292.753964 + Penalty 394.096734 = -2898.657230 nChanged 2 SP:Iteration 8Q (1740.570000 sec): 3 clusters Score: Raw -3303.487020 + Penalty 394.096734 = -2909.390286 nChanged 1 SP:Iteration 9Q (1740.570000 sec): 3 clusters Score: Raw -3304.649603 + Penalty 394.096734 = -2910.552869 nChanged 0 SP:Iteration 10F (1740.570000 sec): 3 clusters Score: Raw -3304.649603 + Penalty 394.096734 = -2910.552869 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.580000 sec): 2 clusters Score: Raw -470748.770777 + Penalty 408.229785 = -470340.540992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.590000 sec): 3 clusters Score: Raw -465804.808249 + Penalty 816.459570 = -464988.348679 nChanged 3668 SP:Iteration 1F (1740.600000 sec): 3 clusters Score: Raw -467973.548875 + Penalty 816.459570 = -467157.089305 nChanged 586 SP:Iteration 2F (1740.610000 sec): 3 clusters Score: Raw -468325.186839 + Penalty 816.459570 = -467508.727269 nChanged 646 SP:Iteration 3F (1740.620000 sec): 3 clusters Score: Raw -468812.164974 + Penalty 816.459570 = -467995.705405 nChanged 669 SP:Iteration 4F (1740.620000 sec): 3 clusters Score: Raw -469406.726636 + Penalty 816.459570 = -468590.267066 nChanged 622 SP:Iteration 5F (1740.630000 sec): 3 clusters Score: Raw -470041.631725 + Penalty 816.459570 = -469225.172155 nChanged 415 SP:Iteration 6F (1740.640000 sec): 3 clusters Score: Raw -470451.930457 + Penalty 816.459570 = -469635.470888 nChanged 200 SP:Iteration 7Q (1740.640000 sec): 3 clusters Score: Raw -470651.364744 + Penalty 816.459570 = -469834.905174 nChanged 86 SP:Iteration 8Q (1740.650000 sec): 3 clusters Score: Raw -470753.358650 + Penalty 816.459570 = -469936.899080 nChanged 23 SP:Iteration 9Q (1740.660000 sec): 3 clusters Score: Raw -470789.780406 + Penalty 816.459570 = -469973.320836 nChanged 4 SP:Iteration 10Q (1740.660000 sec): 3 clusters Score: Raw -470798.961001 + Penalty 816.459570 = -469982.501431 nChanged 2 SP:Iteration 11Q (1740.670000 sec): 3 clusters Score: Raw -470801.840819 + Penalty 816.459570 = -469985.381249 nChanged 0 SP:Iteration 12F (1740.680000 sec): 3 clusters Score: Raw -470801.840819 + Penalty 816.459570 = -469985.381249 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.680000 sec): 2 clusters Score: Raw -6843.509416 + Penalty 232.868718 = -6610.640698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.680000 sec): 3 clusters Score: Raw -6838.484705 + Penalty 465.737437 = -6372.747268 nChanged 46 SP:Iteration 1F (1740.680000 sec): 3 clusters Score: Raw -6982.241893 + Penalty 465.737437 = -6516.504456 nChanged 13 SP:Iteration 2F (1740.680000 sec): 3 clusters Score: Raw -7092.358083 + Penalty 465.737437 = -6626.620646 nChanged 11 SP:Iteration 3F (1740.680000 sec): 3 clusters Score: Raw -7131.919977 + Penalty 465.737437 = -6666.182540 nChanged 5 SP:Iteration 4Q (1740.680000 sec): 3 clusters Score: Raw -7151.109114 + Penalty 465.737437 = -6685.371677 nChanged 2 SP:Iteration 5Q (1740.680000 sec): 3 clusters Score: Raw -7154.512091 + Penalty 465.737437 = -6688.774654 nChanged 0 SP:Iteration 6F (1740.680000 sec): 3 clusters Score: Raw -7154.512091 + Penalty 465.737437 = -6688.774654 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.680000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.680000 sec): 3 clusters Score: Raw -17419.260261 + Penalty 529.897176 = -16889.363084 nChanged 116 SP:Iteration 1F (1740.680000 sec): 3 clusters Score: Raw -17516.270204 + Penalty 529.897176 = -16986.373028 nChanged 31 SP:Iteration 2F (1740.680000 sec): 3 clusters Score: Raw -17541.910485 + Penalty 529.897176 = -17012.013309 nChanged 19 SP:Iteration 3F (1740.680000 sec): 3 clusters Score: Raw -17560.424743 + Penalty 529.897176 = -17030.527566 nChanged 8 SP:Iteration 4Q (1740.680000 sec): 3 clusters Score: Raw -17567.351277 + Penalty 529.897176 = -17037.454101 nChanged 6 SP:Iteration 5Q (1740.680000 sec): 3 clusters Score: Raw -17570.427681 + Penalty 529.897176 = -17040.530505 nChanged 3 SP:Iteration 6Q (1740.680000 sec): 3 clusters Score: Raw -17572.003357 + Penalty 529.897176 = -17042.106181 nChanged 1 SP:Iteration 7Q (1740.690000 sec): 3 clusters Score: Raw -17574.171549 + Penalty 529.897176 = -17044.274373 nChanged 2 SP:Iteration 8Q (1740.690000 sec): 3 clusters Score: Raw -17575.675402 + Penalty 529.897176 = -17045.778225 nChanged 1 SP:Iteration 9Q (1740.690000 sec): 3 clusters Score: Raw -17576.280216 + Penalty 529.897176 = -17046.383040 nChanged 0 SP:Iteration 10F (1740.690000 sec): 3 clusters Score: Raw -17576.280216 + Penalty 529.897176 = -17046.383040 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 2 clusters Score: Raw -8233.857031 + Penalty 231.203899 = -8002.653133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 3 clusters Score: Raw -8216.095787 + Penalty 462.407797 = -7753.687990 nChanged 47 SP:Iteration 1F (1740.690000 sec): 3 clusters Score: Raw -8293.769586 + Penalty 462.407797 = -7831.361788 nChanged 13 SP:Iteration 2F (1740.690000 sec): 3 clusters Score: Raw -8317.865541 + Penalty 462.407797 = -7855.457744 nChanged 4 SP:Iteration 3Q (1740.690000 sec): 3 clusters Score: Raw -8326.468948 + Penalty 462.407797 = -7864.061151 nChanged 1 SP:Iteration 4Q (1740.690000 sec): 3 clusters Score: Raw -8337.027340 + Penalty 462.407797 = -7874.619543 nChanged 3 SP:Iteration 5Q (1740.690000 sec): 3 clusters Score: Raw -8340.866857 + Penalty 462.407797 = -7878.459060 nChanged 1 SP:Iteration 6Q (1740.690000 sec): 3 clusters Score: Raw -8341.264095 + Penalty 462.407797 = -7878.856298 nChanged 0 SP:Iteration 7F (1740.690000 sec): 3 clusters Score: Raw -8341.264095 + Penalty 462.407797 = -7878.856298 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 3 clusters Score: Raw -3968.643948 + Penalty 391.669923 = -3576.974024 nChanged 10 SP:Iteration 1F (1740.690000 sec): 3 clusters Score: Raw -4003.868867 + Penalty 391.669923 = -3612.198944 nChanged 3 SP:Iteration 2Q (1740.690000 sec): 3 clusters Score: Raw -4012.732559 + Penalty 391.669923 = -3621.062636 nChanged 0 SP:Iteration 3F (1740.690000 sec): 3 clusters Score: Raw -4012.732559 + Penalty 391.669923 = -3621.062636 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 3 clusters Score: Raw -6003.041797 + Penalty 445.021771 = -5558.020027 nChanged 33 SP:Iteration 1F (1740.690000 sec): 3 clusters Score: Raw -6082.929214 + Penalty 445.021771 = -5637.907443 nChanged 6 SP:Iteration 2Q (1740.690000 sec): 3 clusters Score: Raw -6100.686234 + Penalty 445.021771 = -5655.664463 nChanged 5 SP:Iteration 3Q (1740.690000 sec): 3 clusters Score: Raw -6122.963551 + Penalty 445.021771 = -5677.941780 nChanged 3 SP:Iteration 4Q (1740.690000 sec): 3 clusters Score: Raw -6133.465155 + Penalty 445.021771 = -5688.443384 nChanged 0 SP:Iteration 5F (1740.690000 sec): 3 clusters Score: Raw -6133.465155 + Penalty 445.021771 = -5688.443384 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 2 clusters Score: Raw -4577.894152 + Penalty 212.186479 = -4365.707673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.690000 sec): 3 clusters Score: Raw -4592.103489 + Penalty 424.372958 = -4167.730531 nChanged 23 SP:Iteration 1F (1740.690000 sec): 3 clusters Score: Raw -4652.718896 + Penalty 424.372958 = -4228.345938 nChanged 2 SP:Iteration 2Q (1740.700000 sec): 3 clusters Score: Raw -4655.535682 + Penalty 424.372958 = -4231.162725 nChanged 0 SP:Iteration 3F (1740.700000 sec): 3 clusters Score: Raw -4655.535682 + Penalty 424.372958 = -4231.162725 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 2 clusters Score: Raw -6679.692969 + Penalty 241.073440 = -6438.619529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 3 clusters Score: Raw -6636.529699 + Penalty 482.146880 = -6154.382818 nChanged 50 SP:Iteration 1F (1740.700000 sec): 3 clusters Score: Raw -6726.085667 + Penalty 482.146880 = -6243.938787 nChanged 16 SP:Iteration 2F (1740.700000 sec): 3 clusters Score: Raw -6754.279850 + Penalty 482.146880 = -6272.132969 nChanged 5 SP:Iteration 3Q (1740.700000 sec): 3 clusters Score: Raw -6768.577981 + Penalty 482.146880 = -6286.431100 nChanged 5 SP:Iteration 4Q (1740.700000 sec): 3 clusters Score: Raw -6784.580067 + Penalty 482.146880 = -6302.433187 nChanged 7 SP:Iteration 5Q (1740.700000 sec): 3 clusters Score: Raw -6804.770488 + Penalty 482.146880 = -6322.623607 nChanged 6 SP:Iteration 6Q (1740.700000 sec): 3 clusters Score: Raw -6824.135169 + Penalty 482.146880 = -6341.988289 nChanged 3 SP:Iteration 7Q (1740.700000 sec): 3 clusters Score: Raw -6831.925144 + Penalty 482.146880 = -6349.778264 nChanged 1 SP:Iteration 8Q (1740.700000 sec): 3 clusters Score: Raw -6834.116419 + Penalty 482.146880 = -6351.969539 nChanged 3 SP:Iteration 9Q (1740.700000 sec): 3 clusters Score: Raw -6847.223677 + Penalty 482.146880 = -6365.076797 nChanged 3 SP:Iteration 10Q (1740.700000 sec): 3 clusters Score: Raw -6852.094432 + Penalty 482.146880 = -6369.947552 nChanged 3 SP:Iteration 11Q (1740.700000 sec): 3 clusters Score: Raw -6861.219413 + Penalty 482.146880 = -6379.072533 nChanged 2 SP:Iteration 12Q (1740.700000 sec): 3 clusters Score: Raw -6865.956571 + Penalty 482.146880 = -6383.809691 nChanged 1 SP:Iteration 13Q (1740.700000 sec): 3 clusters Score: Raw -6873.108141 + Penalty 482.146880 = -6390.961261 nChanged 0 SP:Iteration 14F (1740.700000 sec): 3 clusters Score: Raw -6873.108141 + Penalty 482.146880 = -6390.961261 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 2 clusters Score: Raw -2813.293562 + Penalty 190.629291 = -2622.664272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 3 clusters Score: Raw -2850.149698 + Penalty 381.258582 = -2468.891116 nChanged 10 SP:Iteration 1F (1740.700000 sec): 3 clusters Score: Raw -2876.685181 + Penalty 381.258582 = -2495.426599 nChanged 2 SP:Iteration 2Q (1740.700000 sec): 3 clusters Score: Raw -2881.897180 + Penalty 381.258582 = -2500.638598 nChanged 1 SP:Iteration 3Q (1740.700000 sec): 3 clusters Score: Raw -2884.656581 + Penalty 381.258582 = -2503.398000 nChanged 1 SP:Iteration 4Q (1740.700000 sec): 3 clusters Score: Raw -2885.551365 + Penalty 381.258582 = -2504.292784 nChanged 0 SP:Iteration 5F (1740.700000 sec): 3 clusters Score: Raw -2885.551365 + Penalty 381.258582 = -2504.292784 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 3 clusters Score: Raw -4478.058011 + Penalty 420.872526 = -4057.185485 nChanged 25 SP:Iteration 1F (1740.700000 sec): 3 clusters Score: Raw -4527.732684 + Penalty 420.872526 = -4106.860158 nChanged 3 SP:Iteration 2Q (1740.700000 sec): 3 clusters Score: Raw -4544.183583 + Penalty 420.872526 = -4123.311057 nChanged 2 SP:Iteration 3Q (1740.700000 sec): 3 clusters Score: Raw -4552.051398 + Penalty 420.872526 = -4131.178872 nChanged 1 SP:Iteration 4Q (1740.700000 sec): 3 clusters Score: Raw -4553.025936 + Penalty 420.872526 = -4132.153410 nChanged 0 SP:Iteration 5F (1740.700000 sec): 3 clusters Score: Raw -4553.025936 + Penalty 420.872526 = -4132.153410 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 2 clusters Score: Raw -3832.383525 + Penalty 206.719913 = -3625.663612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 3 clusters Score: Raw -3864.207250 + Penalty 413.439825 = -3450.767425 nChanged 20 SP:Iteration 1F (1740.700000 sec): 3 clusters Score: Raw -3904.967576 + Penalty 413.439825 = -3491.527751 nChanged 3 SP:Iteration 2Q (1740.700000 sec): 3 clusters Score: Raw -3910.375316 + Penalty 413.439825 = -3496.935491 nChanged 2 SP:Iteration 3Q (1740.700000 sec): 3 clusters Score: Raw -3911.916096 + Penalty 413.439825 = -3498.476271 nChanged 0 SP:Iteration 4F (1740.700000 sec): 3 clusters Score: Raw -3911.916096 + Penalty 413.439825 = -3498.476271 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 3 clusters Score: Raw -7444.752126 + Penalty 465.737437 = -6979.014689 nChanged 45 SP:Iteration 1F (1740.700000 sec): 3 clusters Score: Raw -7516.507520 + Penalty 465.737437 = -7050.770083 nChanged 10 SP:Iteration 2F (1740.700000 sec): 3 clusters Score: Raw -7537.182926 + Penalty 465.737437 = -7071.445489 nChanged 7 SP:Iteration 3Q (1740.700000 sec): 3 clusters Score: Raw -7552.139875 + Penalty 465.737437 = -7086.402438 nChanged 4 SP:Iteration 4Q (1740.700000 sec): 3 clusters Score: Raw -7560.470015 + Penalty 465.737437 = -7094.732578 nChanged 2 SP:Iteration 5Q (1740.700000 sec): 3 clusters Score: Raw -7563.415841 + Penalty 465.737437 = -7097.678404 nChanged 0 SP:Iteration 6F (1740.700000 sec): 3 clusters Score: Raw -7563.415841 + Penalty 465.737437 = -7097.678404 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.700000 sec): 3 clusters Score: Raw -2766.224668 + Penalty 402.114495 = -2364.110173 nChanged 14 SP:Iteration 1F (1740.700000 sec): 3 clusters Score: Raw -2817.178418 + Penalty 402.114495 = -2415.063923 nChanged 2 SP:Iteration 2Q (1740.700000 sec): 3 clusters Score: Raw -2824.025930 + Penalty 402.114495 = -2421.911435 nChanged 0 SP:Iteration 3F (1740.700000 sec): 3 clusters Score: Raw -2824.025930 + Penalty 402.114495 = -2421.911435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 2 clusters Score: Raw -5963.815626 + Penalty 222.851711 = -5740.963915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 3 clusters Score: Raw -5964.453773 + Penalty 445.703422 = -5518.750351 nChanged 33 SP:Iteration 1F (1740.710000 sec): 3 clusters Score: Raw -6010.305955 + Penalty 445.703422 = -5564.602533 nChanged 5 SP:Iteration 2Q (1740.710000 sec): 3 clusters Score: Raw -6024.575851 + Penalty 445.703422 = -5578.872429 nChanged 4 SP:Iteration 3Q (1740.710000 sec): 3 clusters Score: Raw -6030.509379 + Penalty 445.703422 = -5584.805957 nChanged 1 SP:Iteration 4Q (1740.710000 sec): 3 clusters Score: Raw -6031.000896 + Penalty 445.703422 = -5585.297474 nChanged 0 SP:Iteration 5F (1740.710000 sec): 3 clusters Score: Raw -6031.000896 + Penalty 445.703422 = -5585.297474 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 76 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 2 clusters Score: Raw -3062.236352 + Penalty 183.958833 = -2878.277519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 3 clusters Score: Raw -3112.423924 + Penalty 367.917665 = -2744.506258 nChanged 3 SP:Iteration 1F (1740.710000 sec): 3 clusters Score: Raw -3125.473058 + Penalty 367.917665 = -2757.555392 nChanged 1 SP:Iteration 2Q (1740.710000 sec): 3 clusters Score: Raw -3126.782088 + Penalty 367.917665 = -2758.864423 nChanged 0 SP:Iteration 3F (1740.710000 sec): 3 clusters Score: Raw -3126.782088 + Penalty 367.917665 = -2758.864423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 3 clusters Score: Raw -4076.004314 + Penalty 408.465910 = -3667.538405 nChanged 15 SP:Iteration 1F (1740.710000 sec): 3 clusters Score: Raw -4105.993478 + Penalty 408.465910 = -3697.527568 nChanged 4 SP:Iteration 2Q (1740.710000 sec): 3 clusters Score: Raw -4120.391444 + Penalty 408.465910 = -3711.925534 nChanged 2 SP:Iteration 3Q (1740.710000 sec): 3 clusters Score: Raw -4125.142923 + Penalty 408.465910 = -3716.677013 nChanged 0 SP:Iteration 4F (1740.710000 sec): 3 clusters Score: Raw -4125.142923 + Penalty 408.465910 = -3716.677013 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 2 clusters Score: Raw -6699.071229 + Penalty 233.410392 = -6465.660838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.710000 sec): 3 clusters Score: Raw -6674.754097 + Penalty 466.820783 = -6207.933314 nChanged 45 SP:Iteration 1F (1740.710000 sec): 3 clusters Score: Raw -6744.857992 + Penalty 466.820783 = -6278.037209 nChanged 12 SP:Iteration 2F (1740.710000 sec): 3 clusters Score: Raw -6775.718808 + Penalty 466.820783 = -6308.898025 nChanged 11 SP:Iteration 3F (1740.710000 sec): 3 clusters Score: Raw -6791.791405 + Penalty 466.820783 = -6324.970622 nChanged 5 SP:Iteration 4Q (1740.710000 sec): 3 clusters Score: Raw -6798.573529 + Penalty 466.820783 = -6331.752746 nChanged 4 SP:Iteration 5Q (1740.710000 sec): 3 clusters Score: Raw -6802.265967 + Penalty 466.820783 = -6335.445184 nChanged 2 SP:Iteration 6Q (1740.710000 sec): 3 clusters Score: Raw -6806.076570 + Penalty 466.820783 = -6339.255787 nChanged 5 SP:Iteration 7Q (1740.710000 sec): 3 clusters Score: Raw -6815.579815 + Penalty 466.820783 = -6348.759031 nChanged 1 SP:Iteration 8Q (1740.710000 sec): 3 clusters Score: Raw -6817.027750 + Penalty 466.820783 = -6350.206967 nChanged 1 SP:Iteration 9Q (1740.710000 sec): 3 clusters Score: Raw -6818.081950 + Penalty 466.820783 = -6351.261167 nChanged 1 SP:Iteration 10Q (1740.710000 sec): 3 clusters Score: Raw -6818.639630 + Penalty 466.820783 = -6351.818847 nChanged 2 SP:Iteration 11Q (1740.710000 sec): 3 clusters Score: Raw -6820.922549 + Penalty 466.820783 = -6354.101766 nChanged 0 SP:Iteration 12F (1740.710000 sec): 3 clusters Score: Raw -6820.922549 + Penalty 466.820783 = -6354.101766 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 2 clusters Score: Raw -6542.329475 + Penalty 229.181343 = -6313.148131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 3 clusters Score: Raw -6521.218132 + Penalty 458.362687 = -6062.855445 nChanged 31 SP:Iteration 1F (1740.720000 sec): 3 clusters Score: Raw -6560.442852 + Penalty 458.362687 = -6102.080166 nChanged 10 SP:Iteration 2F (1740.720000 sec): 3 clusters Score: Raw -6577.888584 + Penalty 458.362687 = -6119.525897 nChanged 6 SP:Iteration 3Q (1740.720000 sec): 3 clusters Score: Raw -6590.245067 + Penalty 458.362687 = -6131.882381 nChanged 2 SP:Iteration 4Q (1740.720000 sec): 3 clusters Score: Raw -6594.356004 + Penalty 458.362687 = -6135.993317 nChanged 1 SP:Iteration 5Q (1740.720000 sec): 3 clusters Score: Raw -6595.842637 + Penalty 458.362687 = -6137.479950 nChanged 1 SP:Iteration 6Q (1740.720000 sec): 3 clusters Score: Raw -6596.685444 + Penalty 458.362687 = -6138.322758 nChanged 0 SP:Iteration 7F (1740.720000 sec): 3 clusters Score: Raw -6596.685444 + Penalty 458.362687 = -6138.322758 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 3 clusters Score: Raw -3735.623773 + Penalty 392.891418 = -3342.732354 nChanged 9 SP:Iteration 1F (1740.720000 sec): 3 clusters Score: Raw -3757.519651 + Penalty 392.891418 = -3364.628233 nChanged 3 SP:Iteration 2Q (1740.720000 sec): 3 clusters Score: Raw -3776.489783 + Penalty 392.891418 = -3383.598365 nChanged 1 SP:Iteration 3Q (1740.720000 sec): 3 clusters Score: Raw -3781.184411 + Penalty 392.891418 = -3388.292993 nChanged 0 SP:Iteration 4F (1740.720000 sec): 3 clusters Score: Raw -3781.184411 + Penalty 392.891418 = -3388.292993 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 2 clusters Score: Raw -6665.789963 + Penalty 234.997762 = -6430.792201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 3 clusters Score: Raw -6621.075407 + Penalty 469.995524 = -6151.079883 nChanged 52 SP:Iteration 1F (1740.720000 sec): 3 clusters Score: Raw -6705.617111 + Penalty 469.995524 = -6235.621587 nChanged 16 SP:Iteration 2F (1740.720000 sec): 3 clusters Score: Raw -6732.460982 + Penalty 469.995524 = -6262.465458 nChanged 5 SP:Iteration 3Q (1740.720000 sec): 3 clusters Score: Raw -6737.651651 + Penalty 469.995524 = -6267.656127 nChanged 3 SP:Iteration 4Q (1740.720000 sec): 3 clusters Score: Raw -6747.837838 + Penalty 469.995524 = -6277.842314 nChanged 1 SP:Iteration 5Q (1740.720000 sec): 3 clusters Score: Raw -6751.916600 + Penalty 469.995524 = -6281.921076 nChanged 2 SP:Iteration 6Q (1740.720000 sec): 3 clusters Score: Raw -6755.006774 + Penalty 469.995524 = -6285.011251 nChanged 0 SP:Iteration 7F (1740.720000 sec): 3 clusters Score: Raw -6755.006774 + Penalty 469.995524 = -6285.011251 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 82 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 2 clusters Score: Raw -8343.459996 + Penalty 241.750872 = -8101.709124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.720000 sec): 3 clusters Score: Raw -8301.120747 + Penalty 483.501744 = -7817.619003 nChanged 57 SP:Iteration 1F (1740.720000 sec): 3 clusters Score: Raw -8383.665591 + Penalty 483.501744 = -7900.163847 nChanged 9 SP:Iteration 2Q (1740.720000 sec): 3 clusters Score: Raw -8399.445953 + Penalty 483.501744 = -7915.944209 nChanged 7 SP:Iteration 3Q (1740.720000 sec): 3 clusters Score: Raw -8419.562142 + Penalty 483.501744 = -7936.060398 nChanged 6 SP:Iteration 4Q (1740.720000 sec): 3 clusters Score: Raw -8432.429863 + Penalty 483.501744 = -7948.928119 nChanged 4 SP:Iteration 5Q (1740.720000 sec): 3 clusters Score: Raw -8443.025336 + Penalty 483.501744 = -7959.523591 nChanged 6 SP:Iteration 6Q (1740.720000 sec): 3 clusters Score: Raw -8454.244795 + Penalty 483.501744 = -7970.743051 nChanged 2 SP:Iteration 7Q (1740.720000 sec): 3 clusters Score: Raw -8457.202087 + Penalty 483.501744 = -7973.700343 nChanged 1 SP:Iteration 8Q (1740.720000 sec): 3 clusters Score: Raw -8462.685027 + Penalty 483.501744 = -7979.183282 nChanged 1 SP:Iteration 9Q (1740.720000 sec): 3 clusters Score: Raw -8466.380699 + Penalty 483.501744 = -7982.878955 nChanged 0 SP:Iteration 10F (1740.720000 sec): 3 clusters Score: Raw -8466.380699 + Penalty 483.501744 = -7982.878955 nChanged 0 Deleting Class 58 (13 points): Lose 341.791435 but Gain 588.735889 Iteration 326F (1753.440000 sec): 82 clusters Score: Raw -23963645.279548 + Penalty 47687.607008 = -23915957.672540 nChanged 18 Deleting Class 21 (15 points): Lose 377.778243 but Gain 588.735889 Iteration 327F (1766.040000 sec): 81 clusters Score: Raw -23963347.145660 + Penalty 47098.871119 = -23916248.274541 nChanged 24 Iteration 328Q (1770.830000 sec): 81 clusters Score: Raw -23963491.627410 + Penalty 47098.871119 = -23916392.756290 nChanged 16 Iteration 329Q (1775.620000 sec): 81 clusters Score: Raw -23963507.935576 + Penalty 47098.871119 = -23916409.064457 nChanged 9 Iteration 330Q (1780.400000 sec): 81 clusters Score: Raw -23963511.262229 + Penalty 47098.871119 = -23916412.391110 nChanged 4 Iteration 331Q (1785.200000 sec): 81 clusters Score: Raw -23963512.312198 + Penalty 47098.871119 = -23916413.441079 nChanged 3 Iteration 332Q (1789.990000 sec): 81 clusters Score: Raw -23963512.679136 + Penalty 47098.871119 = -23916413.808017 nChanged 3 Iteration 333Q (1794.780000 sec): 81 clusters Score: Raw -23963513.097410 + Penalty 47098.871119 = -23916414.226291 nChanged 0 Iteration 334F (1807.240000 sec): 81 clusters Score: Raw -23963545.558828 + Penalty 47098.871119 = -23916446.687709 nChanged 1 Iteration 335Q (1812.000000 sec): 81 clusters Score: Raw -23963550.772166 + Penalty 47098.871119 = -23916451.901047 nChanged 0 Iteration 336F (1824.470000 sec): 81 clusters Score: Raw -23963550.772166 + Penalty 47098.871119 = -23916451.901047 nChanged 0 Compute initial score before splitting: Score: Raw -23963550.772166 + Penalty 47098.871119 = -23916451.901047 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.480000 sec): 2 clusters Score: Raw -22290.820433 + Penalty 270.516638 = -22020.303796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.480000 sec): 3 clusters Score: Raw -22146.944784 + Penalty 541.033275 = -21605.911509 nChanged 122 SP:Iteration 1F (1824.480000 sec): 3 clusters Score: Raw -22263.437940 + Penalty 541.033275 = -21722.404665 nChanged 43 SP:Iteration 2F (1824.480000 sec): 3 clusters Score: Raw -22308.211460 + Penalty 541.033275 = -21767.178184 nChanged 11 SP:Iteration 3Q (1824.480000 sec): 3 clusters Score: Raw -22322.512109 + Penalty 541.033275 = -21781.478834 nChanged 7 SP:Iteration 4Q (1824.480000 sec): 3 clusters Score: Raw -22329.023167 + Penalty 541.033275 = -21787.989892 nChanged 4 SP:Iteration 5Q (1824.480000 sec): 3 clusters Score: Raw -22333.101664 + Penalty 541.033275 = -21792.068389 nChanged 2 SP:Iteration 6Q (1824.480000 sec): 3 clusters Score: Raw -22333.653584 + Penalty 541.033275 = -21792.620309 nChanged 0 SP:Iteration 7F (1824.480000 sec): 3 clusters Score: Raw -22333.653584 + Penalty 541.033275 = -21792.620309 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.480000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.480000 sec): 3 clusters Score: Raw -16632.037551 + Penalty 518.435507 = -16113.602043 nChanged 107 SP:Iteration 1F (1824.480000 sec): 3 clusters Score: Raw -16719.746081 + Penalty 518.435507 = -16201.310574 nChanged 23 SP:Iteration 2F (1824.480000 sec): 3 clusters Score: Raw -16740.598465 + Penalty 518.435507 = -16222.162958 nChanged 8 SP:Iteration 3Q (1824.480000 sec): 3 clusters Score: Raw -16746.532157 + Penalty 518.435507 = -16228.096649 nChanged 7 SP:Iteration 4Q (1824.480000 sec): 3 clusters Score: Raw -16750.710600 + Penalty 518.435507 = -16232.275093 nChanged 3 SP:Iteration 5Q (1824.480000 sec): 3 clusters Score: Raw -16753.562420 + Penalty 518.435507 = -16235.126913 nChanged 1 SP:Iteration 6Q (1824.480000 sec): 3 clusters Score: Raw -16760.032107 + Penalty 518.435507 = -16241.596600 nChanged 3 SP:Iteration 7Q (1824.480000 sec): 3 clusters Score: Raw -16765.043657 + Penalty 518.435507 = -16246.608150 nChanged 3 SP:Iteration 8Q (1824.480000 sec): 3 clusters Score: Raw -16766.622230 + Penalty 518.435507 = -16248.186722 nChanged 2 SP:Iteration 9Q (1824.490000 sec): 3 clusters Score: Raw -16768.687404 + Penalty 518.435507 = -16250.251897 nChanged 2 SP:Iteration 10Q (1824.490000 sec): 3 clusters Score: Raw -16769.600277 + Penalty 518.435507 = -16251.164769 nChanged 2 SP:Iteration 11Q (1824.490000 sec): 3 clusters Score: Raw -16770.633291 + Penalty 518.435507 = -16252.197784 nChanged 0 SP:Iteration 12F (1824.490000 sec): 3 clusters Score: Raw -16770.633291 + Penalty 518.435507 = -16252.197784 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.490000 sec): 2 clusters Score: Raw -114070.729059 + Penalty 344.314228 = -113726.414831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.490000 sec): 3 clusters Score: Raw -113044.098725 + Penalty 688.628457 = -112355.470269 nChanged 824 SP:Iteration 1F (1824.490000 sec): 3 clusters Score: Raw -113544.287998 + Penalty 688.628457 = -112855.659542 nChanged 141 SP:Iteration 2F (1824.490000 sec): 3 clusters Score: Raw -113609.700131 + Penalty 688.628457 = -112921.071675 nChanged 96 SP:Iteration 3Q (1824.500000 sec): 3 clusters Score: Raw -113652.930379 + Penalty 688.628457 = -112964.301922 nChanged 64 SP:Iteration 4Q (1824.500000 sec): 3 clusters Score: Raw -113676.515640 + Penalty 688.628457 = -112987.887183 nChanged 58 SP:Iteration 5Q (1824.500000 sec): 3 clusters Score: Raw -113697.501754 + Penalty 688.628457 = -113008.873297 nChanged 44 SP:Iteration 6Q (1824.500000 sec): 3 clusters Score: Raw -113716.896833 + Penalty 688.628457 = -113028.268377 nChanged 51 SP:Iteration 7Q (1824.510000 sec): 3 clusters Score: Raw -113742.947433 + Penalty 688.628457 = -113054.318977 nChanged 44 SP:Iteration 8Q (1824.510000 sec): 3 clusters Score: Raw -113761.400459 + Penalty 688.628457 = -113072.772002 nChanged 40 SP:Iteration 9Q (1824.510000 sec): 3 clusters Score: Raw -113780.535926 + Penalty 688.628457 = -113091.907469 nChanged 35 SP:Iteration 10Q (1824.510000 sec): 3 clusters Score: Raw -113804.495209 + Penalty 688.628457 = -113115.866753 nChanged 34 SP:Iteration 11Q (1824.510000 sec): 3 clusters Score: Raw -113824.636101 + Penalty 688.628457 = -113136.007645 nChanged 36 SP:Iteration 12Q (1824.510000 sec): 3 clusters Score: Raw -113849.028683 + Penalty 688.628457 = -113160.400227 nChanged 47 SP:Iteration 13Q (1824.510000 sec): 3 clusters Score: Raw -113892.116991 + Penalty 688.628457 = -113203.488535 nChanged 47 SP:Iteration 14Q (1824.520000 sec): 3 clusters Score: Raw -113931.247247 + Penalty 688.628457 = -113242.618790 nChanged 38 SP:Iteration 15Q (1824.520000 sec): 3 clusters Score: Raw -113960.856940 + Penalty 688.628457 = -113272.228484 nChanged 25 SP:Iteration 16Q (1824.520000 sec): 3 clusters Score: Raw -113972.870514 + Penalty 688.628457 = -113284.242058 nChanged 26 SP:Iteration 17Q (1824.520000 sec): 3 clusters Score: Raw -113985.384348 + Penalty 688.628457 = -113296.755892 nChanged 17 SP:Iteration 18Q (1824.530000 sec): 3 clusters Score: Raw -113991.003864 + Penalty 688.628457 = -113302.375407 nChanged 11 SP:Iteration 19Q (1824.530000 sec): 3 clusters Score: Raw -113994.299435 + Penalty 688.628457 = -113305.670979 nChanged 7 SP:Iteration 20F (1824.530000 sec): 3 clusters Score: Raw -113997.824512 + Penalty 688.628457 = -113309.196056 nChanged 9 SP:Iteration 21Q (1824.530000 sec): 3 clusters Score: Raw -114000.242627 + Penalty 688.628457 = -113311.614170 nChanged 8 SP:Iteration 22Q (1824.530000 sec): 3 clusters Score: Raw -114002.580742 + Penalty 688.628457 = -113313.952285 nChanged 9 SP:Iteration 23Q (1824.530000 sec): 3 clusters Score: Raw -114005.869097 + Penalty 688.628457 = -113317.240640 nChanged 10 SP:Iteration 24Q (1824.530000 sec): 3 clusters Score: Raw -114008.345651 + Penalty 688.628457 = -113319.717194 nChanged 5 SP:Iteration 25Q (1824.540000 sec): 3 clusters Score: Raw -114010.204690 + Penalty 688.628457 = -113321.576233 nChanged 6 SP:Iteration 26Q (1824.540000 sec): 3 clusters Score: Raw -114013.006802 + Penalty 688.628457 = -113324.378346 nChanged 11 SP:Iteration 27Q (1824.540000 sec): 3 clusters Score: Raw -114017.098568 + Penalty 688.628457 = -113328.470112 nChanged 5 SP:Iteration 28Q (1824.540000 sec): 3 clusters Score: Raw -114019.327151 + Penalty 688.628457 = -113330.698695 nChanged 10 SP:Iteration 29Q (1824.540000 sec): 3 clusters Score: Raw -114022.844584 + Penalty 688.628457 = -113334.216128 nChanged 10 SP:Iteration 30Q (1824.550000 sec): 3 clusters Score: Raw -114026.819652 + Penalty 688.628457 = -113338.191196 nChanged 10 SP:Iteration 31Q (1824.550000 sec): 3 clusters Score: Raw -114029.625525 + Penalty 688.628457 = -113340.997068 nChanged 8 SP:Iteration 32Q (1824.550000 sec): 3 clusters Score: Raw -114033.918339 + Penalty 688.628457 = -113345.289883 nChanged 10 SP:Iteration 33Q (1824.550000 sec): 3 clusters Score: Raw -114038.622662 + Penalty 688.628457 = -113349.994205 nChanged 11 SP:Iteration 34Q (1824.550000 sec): 3 clusters Score: Raw -114043.130637 + Penalty 688.628457 = -113354.502181 nChanged 10 SP:Iteration 35Q (1824.550000 sec): 3 clusters Score: Raw -114047.870994 + Penalty 688.628457 = -113359.242537 nChanged 7 SP:Iteration 36Q (1824.550000 sec): 3 clusters Score: Raw -114051.549668 + Penalty 688.628457 = -113362.921212 nChanged 9 SP:Iteration 37Q (1824.560000 sec): 3 clusters Score: Raw -114055.829693 + Penalty 688.628457 = -113367.201237 nChanged 10 SP:Iteration 38Q (1824.560000 sec): 3 clusters Score: Raw -114059.866128 + Penalty 688.628457 = -113371.237671 nChanged 9 SP:Iteration 39Q (1824.560000 sec): 3 clusters Score: Raw -114063.213130 + Penalty 688.628457 = -113374.584673 nChanged 5 SP:Iteration 40F (1824.560000 sec): 3 clusters Score: Raw -114066.095794 + Penalty 688.628457 = -113377.467337 nChanged 5 SP:Iteration 41Q (1824.560000 sec): 3 clusters Score: Raw -114068.170626 + Penalty 688.628457 = -113379.542169 nChanged 8 SP:Iteration 42Q (1824.570000 sec): 3 clusters Score: Raw -114070.612608 + Penalty 688.628457 = -113381.984152 nChanged 3 SP:Iteration 43Q (1824.570000 sec): 3 clusters Score: Raw -114071.285150 + Penalty 688.628457 = -113382.656694 nChanged 0 SP:Iteration 44F (1824.570000 sec): 3 clusters Score: Raw -114071.285150 + Penalty 688.628457 = -113382.656694 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.640000 sec): 2 clusters Score: Raw -2261386.098170 + Penalty 481.824969 = -2260904.273201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.690000 sec): 3 clusters Score: Raw -2235273.799413 + Penalty 963.649939 = -2234310.149474 nChanged 19082 SP:Iteration 1F (1824.730000 sec): 3 clusters Score: Raw -2246957.758685 + Penalty 963.649939 = -2245994.108747 nChanged 1860 SP:Iteration 2Q (1824.790000 sec): 3 clusters Score: Raw -2247793.083414 + Penalty 963.649939 = -2246829.433476 nChanged 2091 SP:Iteration 3F (1824.840000 sec): 3 clusters Score: Raw -2248980.768023 + Penalty 963.649939 = -2248017.118084 nChanged 2364 SP:Iteration 4F (1824.880000 sec): 3 clusters Score: Raw -2250496.676217 + Penalty 963.649939 = -2249533.026279 nChanged 2477 SP:Iteration 5F (1824.930000 sec): 3 clusters Score: Raw -2252136.828675 + Penalty 963.649939 = -2251173.178737 nChanged 2304 SP:Iteration 6F (1824.970000 sec): 3 clusters Score: Raw -2253483.261423 + Penalty 963.649939 = -2252519.611484 nChanged 1984 SP:Iteration 7Q (1825.010000 sec): 3 clusters Score: Raw -2254476.972060 + Penalty 963.649939 = -2253513.322121 nChanged 1533 SP:Iteration 8Q (1825.050000 sec): 3 clusters Score: Raw -2255155.239213 + Penalty 963.649939 = -2254191.589274 nChanged 1167 SP:Iteration 9Q (1825.100000 sec): 3 clusters Score: Raw -2255641.252384 + Penalty 963.649939 = -2254677.602446 nChanged 1069 SP:Iteration 10Q (1825.130000 sec): 3 clusters Score: Raw -2256106.340881 + Penalty 963.649939 = -2255142.690943 nChanged 1003 SP:Iteration 11Q (1825.170000 sec): 3 clusters Score: Raw -2256569.123749 + Penalty 963.649939 = -2255605.473810 nChanged 992 SP:Iteration 12Q (1825.210000 sec): 3 clusters Score: Raw -2257061.844216 + Penalty 963.649939 = -2256098.194277 nChanged 982 SP:Iteration 13Q (1825.250000 sec): 3 clusters Score: Raw -2257591.721042 + Penalty 963.649939 = -2256628.071103 nChanged 957 SP:Iteration 14Q (1825.290000 sec): 3 clusters Score: Raw -2258140.440748 + Penalty 963.649939 = -2257176.790809 nChanged 909 SP:Iteration 15Q (1825.330000 sec): 3 clusters Score: Raw -2258728.497137 + Penalty 963.649939 = -2257764.847198 nChanged 865 SP:Iteration 16Q (1825.360000 sec): 3 clusters Score: Raw -2259338.948789 + Penalty 963.649939 = -2258375.298850 nChanged 764 SP:Iteration 17Q (1825.400000 sec): 3 clusters Score: Raw -2259930.098508 + Penalty 963.649939 = -2258966.448569 nChanged 643 SP:Iteration 18Q (1825.430000 sec): 3 clusters Score: Raw -2260444.847525 + Penalty 963.649939 = -2259481.197587 nChanged 503 SP:Iteration 19Q (1825.470000 sec): 3 clusters Score: Raw -2260847.058745 + Penalty 963.649939 = -2259883.408807 nChanged 335 SP:Iteration 20F (1825.510000 sec): 3 clusters Score: Raw -2261087.693904 + Penalty 963.649939 = -2260124.043966 nChanged 207 SP:Iteration 21Q (1825.550000 sec): 3 clusters Score: Raw -2261237.611613 + Penalty 963.649939 = -2260273.961674 nChanged 117 SP:Iteration 22Q (1825.580000 sec): 3 clusters Score: Raw -2261320.685837 + Penalty 963.649939 = -2260357.035898 nChanged 79 SP:Iteration 23Q (1825.610000 sec): 3 clusters Score: Raw -2261378.646713 + Penalty 963.649939 = -2260414.996775 nChanged 43 SP:Iteration 24Q (1825.650000 sec): 3 clusters Score: Raw -2261413.131720 + Penalty 963.649939 = -2260449.481782 nChanged 19 SP:Iteration 25Q (1825.680000 sec): 3 clusters Score: Raw -2261425.652197 + Penalty 963.649939 = -2260462.002259 nChanged 13 SP:Iteration 26Q (1825.710000 sec): 3 clusters Score: Raw -2261432.110361 + Penalty 963.649939 = -2260468.460422 nChanged 11 SP:Iteration 27Q (1825.740000 sec): 3 clusters Score: Raw -2261439.946520 + Penalty 963.649939 = -2260476.296581 nChanged 10 SP:Iteration 28Q (1825.770000 sec): 3 clusters Score: Raw -2261447.194573 + Penalty 963.649939 = -2260483.544635 nChanged 9 SP:Iteration 29Q (1825.810000 sec): 3 clusters Score: Raw -2261460.686511 + Penalty 963.649939 = -2260497.036573 nChanged 8 SP:Iteration 30Q (1825.840000 sec): 3 clusters Score: Raw -2261466.982801 + Penalty 963.649939 = -2260503.332862 nChanged 9 SP:Iteration 31Q (1825.870000 sec): 3 clusters Score: Raw -2261472.690441 + Penalty 963.649939 = -2260509.040503 nChanged 5 SP:Iteration 32Q (1825.900000 sec): 3 clusters Score: Raw -2261476.151285 + Penalty 963.649939 = -2260512.501347 nChanged 3 SP:Iteration 33Q (1825.930000 sec): 3 clusters Score: Raw -2261477.882114 + Penalty 963.649939 = -2260514.232175 nChanged 1 SP:Iteration 34Q (1825.970000 sec): 3 clusters Score: Raw -2261478.749289 + Penalty 963.649939 = -2260515.099350 nChanged 0 SP:Iteration 35F (1826.010000 sec): 3 clusters Score: Raw -2261478.749289 + Penalty 963.649939 = -2260515.099350 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.030000 sec): 2 clusters Score: Raw -200275.896362 + Penalty 369.120013 = -199906.776349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.030000 sec): 3 clusters Score: Raw -198324.179847 + Penalty 738.240026 = -197585.939820 nChanged 1464 SP:Iteration 1F (1826.040000 sec): 3 clusters Score: Raw -199165.574516 + Penalty 738.240026 = -198427.334490 nChanged 254 SP:Iteration 2F (1826.040000 sec): 3 clusters Score: Raw -199307.818322 + Penalty 738.240026 = -198569.578295 nChanged 241 SP:Iteration 3F (1826.040000 sec): 3 clusters Score: Raw -199473.872021 + Penalty 738.240026 = -198735.631994 nChanged 228 SP:Iteration 4F (1826.050000 sec): 3 clusters Score: Raw -199651.611370 + Penalty 738.240026 = -198913.371343 nChanged 202 SP:Iteration 5F (1826.050000 sec): 3 clusters Score: Raw -199828.680824 + Penalty 738.240026 = -199090.440797 nChanged 203 SP:Iteration 6F (1826.050000 sec): 3 clusters Score: Raw -200001.316255 + Penalty 738.240026 = -199263.076228 nChanged 172 SP:Iteration 7F (1826.060000 sec): 3 clusters Score: Raw -200129.210043 + Penalty 738.240026 = -199390.970016 nChanged 133 SP:Iteration 8Q (1826.060000 sec): 3 clusters Score: Raw -200217.565713 + Penalty 738.240026 = -199479.325687 nChanged 100 SP:Iteration 9Q (1826.060000 sec): 3 clusters Score: Raw -200279.099653 + Penalty 738.240026 = -199540.859627 nChanged 61 SP:Iteration 10Q (1826.070000 sec): 3 clusters Score: Raw -200309.282452 + Penalty 738.240026 = -199571.042425 nChanged 43 SP:Iteration 11Q (1826.070000 sec): 3 clusters Score: Raw -200327.325524 + Penalty 738.240026 = -199589.085498 nChanged 40 SP:Iteration 12Q (1826.070000 sec): 3 clusters Score: Raw -200339.340490 + Penalty 738.240026 = -199601.100464 nChanged 25 SP:Iteration 13Q (1826.070000 sec): 3 clusters Score: Raw -200345.602503 + Penalty 738.240026 = -199607.362477 nChanged 22 SP:Iteration 14Q (1826.080000 sec): 3 clusters Score: Raw -200352.266658 + Penalty 738.240026 = -199614.026632 nChanged 25 SP:Iteration 15Q (1826.080000 sec): 3 clusters Score: Raw -200358.295056 + Penalty 738.240026 = -199620.055030 nChanged 13 SP:Iteration 16Q (1826.090000 sec): 3 clusters Score: Raw -200360.954087 + Penalty 738.240026 = -199622.714060 nChanged 10 SP:Iteration 17Q (1826.090000 sec): 3 clusters Score: Raw -200363.408060 + Penalty 738.240026 = -199625.168034 nChanged 10 SP:Iteration 18Q (1826.090000 sec): 3 clusters Score: Raw -200364.978312 + Penalty 738.240026 = -199626.738286 nChanged 4 SP:Iteration 19Q (1826.090000 sec): 3 clusters Score: Raw -200365.539338 + Penalty 738.240026 = -199627.299311 nChanged 4 SP:Iteration 20F (1826.100000 sec): 3 clusters Score: Raw -200366.340188 + Penalty 738.240026 = -199628.100162 nChanged 8 SP:Iteration 21Q (1826.100000 sec): 3 clusters Score: Raw -200367.470751 + Penalty 738.240026 = -199629.230725 nChanged 5 SP:Iteration 22Q (1826.100000 sec): 3 clusters Score: Raw -200368.182003 + Penalty 738.240026 = -199629.941976 nChanged 1 SP:Iteration 23Q (1826.110000 sec): 3 clusters Score: Raw -200368.296428 + Penalty 738.240026 = -199630.056402 nChanged 3 SP:Iteration 24Q (1826.110000 sec): 3 clusters Score: Raw -200368.492277 + Penalty 738.240026 = -199630.252250 nChanged 1 SP:Iteration 25Q (1826.110000 sec): 3 clusters Score: Raw -200368.570705 + Penalty 738.240026 = -199630.330678 nChanged 2 SP:Iteration 26Q (1826.110000 sec): 3 clusters Score: Raw -200368.863475 + Penalty 738.240026 = -199630.623449 nChanged 3 SP:Iteration 27Q (1826.120000 sec): 3 clusters Score: Raw -200369.297957 + Penalty 738.240026 = -199631.057931 nChanged 3 SP:Iteration 28Q (1826.120000 sec): 3 clusters Score: Raw -200369.709661 + Penalty 738.240026 = -199631.469634 nChanged 7 SP:Iteration 29Q (1826.120000 sec): 3 clusters Score: Raw -200370.744106 + Penalty 738.240026 = -199632.504080 nChanged 6 SP:Iteration 30Q (1826.130000 sec): 3 clusters Score: Raw -200371.768419 + Penalty 738.240026 = -199633.528392 nChanged 6 SP:Iteration 31Q (1826.130000 sec): 3 clusters Score: Raw -200372.619791 + Penalty 738.240026 = -199634.379765 nChanged 5 SP:Iteration 32Q (1826.130000 sec): 3 clusters Score: Raw -200373.438640 + Penalty 738.240026 = -199635.198614 nChanged 3 SP:Iteration 33Q (1826.130000 sec): 3 clusters Score: Raw -200374.016166 + Penalty 738.240026 = -199635.776140 nChanged 5 SP:Iteration 34Q (1826.140000 sec): 3 clusters Score: Raw -200375.110562 + Penalty 738.240026 = -199636.870536 nChanged 5 SP:Iteration 35Q (1826.140000 sec): 3 clusters Score: Raw -200376.942994 + Penalty 738.240026 = -199638.702967 nChanged 6 SP:Iteration 36Q (1826.140000 sec): 3 clusters Score: Raw -200379.095619 + Penalty 738.240026 = -199640.855593 nChanged 10 SP:Iteration 37Q (1826.150000 sec): 3 clusters Score: Raw -200382.911954 + Penalty 738.240026 = -199644.671927 nChanged 16 SP:Iteration 38Q (1826.150000 sec): 3 clusters Score: Raw -200387.042629 + Penalty 738.240026 = -199648.802602 nChanged 20 SP:Iteration 39Q (1826.150000 sec): 3 clusters Score: Raw -200392.477181 + Penalty 738.240026 = -199654.237155 nChanged 20 SP:Iteration 40F (1826.150000 sec): 3 clusters Score: Raw -200400.059901 + Penalty 738.240026 = -199661.819875 nChanged 26 SP:Iteration 41Q (1826.160000 sec): 3 clusters Score: Raw -200410.848338 + Penalty 738.240026 = -199672.608311 nChanged 30 SP:Iteration 42Q (1826.160000 sec): 3 clusters Score: Raw -200423.314183 + Penalty 738.240026 = -199685.074157 nChanged 21 SP:Iteration 43Q (1826.170000 sec): 3 clusters Score: Raw -200431.759392 + Penalty 738.240026 = -199693.519366 nChanged 15 SP:Iteration 44Q (1826.170000 sec): 3 clusters Score: Raw -200435.745695 + Penalty 738.240026 = -199697.505669 nChanged 10 SP:Iteration 45Q (1826.170000 sec): 3 clusters Score: Raw -200439.125835 + Penalty 738.240026 = -199700.885809 nChanged 10 SP:Iteration 46Q (1826.170000 sec): 3 clusters Score: Raw -200441.824855 + Penalty 738.240026 = -199703.584828 nChanged 9 SP:Iteration 47Q (1826.170000 sec): 3 clusters Score: Raw -200444.125550 + Penalty 738.240026 = -199705.885523 nChanged 8 SP:Iteration 48Q (1826.180000 sec): 3 clusters Score: Raw -200445.796059 + Penalty 738.240026 = -199707.556033 nChanged 5 SP:Iteration 49Q (1826.180000 sec): 3 clusters Score: Raw -200446.491428 + Penalty 738.240026 = -199708.251402 nChanged 3 SP:Iteration 50Q (1826.180000 sec): 3 clusters Score: Raw -200446.884440 + Penalty 738.240026 = -199708.644414 nChanged 0 SP:Iteration 51F (1826.190000 sec): 3 clusters Score: Raw -200446.884440 + Penalty 738.240026 = -199708.644414 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.190000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.190000 sec): 3 clusters Score: Raw -3242.729888 + Penalty 396.460503 = -2846.269385 nChanged 10 SP:Iteration 1F (1826.190000 sec): 3 clusters Score: Raw -3272.227179 + Penalty 396.460503 = -2875.766675 nChanged 3 SP:Iteration 2Q (1826.190000 sec): 3 clusters Score: Raw -3279.328603 + Penalty 396.460503 = -2882.868099 nChanged 2 SP:Iteration 3Q (1826.190000 sec): 3 clusters Score: Raw -3282.938094 + Penalty 396.460503 = -2886.477591 nChanged 1 SP:Iteration 4Q (1826.190000 sec): 3 clusters Score: Raw -3283.783175 + Penalty 396.460503 = -2887.322672 nChanged 0 SP:Iteration 5F (1826.190000 sec): 3 clusters Score: Raw -3283.783175 + Penalty 396.460503 = -2887.322672 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.190000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.190000 sec): 3 clusters Score: Raw -60535.594603 + Penalty 639.646968 = -59895.947635 nChanged 434 SP:Iteration 1F (1826.190000 sec): 3 clusters Score: Raw -60837.909524 + Penalty 639.646968 = -60198.262555 nChanged 108 SP:Iteration 2F (1826.190000 sec): 3 clusters Score: Raw -60922.702883 + Penalty 639.646968 = -60283.055915 nChanged 85 SP:Iteration 3F (1826.200000 sec): 3 clusters Score: Raw -60984.647517 + Penalty 639.646968 = -60345.000549 nChanged 59 SP:Iteration 4F (1826.200000 sec): 3 clusters Score: Raw -61024.072518 + Penalty 639.646968 = -60384.425550 nChanged 45 SP:Iteration 5Q (1826.200000 sec): 3 clusters Score: Raw -61055.971163 + Penalty 639.646968 = -60416.324195 nChanged 38 SP:Iteration 6Q (1826.200000 sec): 3 clusters Score: Raw -61088.064551 + Penalty 639.646968 = -60448.417582 nChanged 31 SP:Iteration 7Q (1826.200000 sec): 3 clusters Score: Raw -61109.549927 + Penalty 639.646968 = -60469.902959 nChanged 26 SP:Iteration 8Q (1826.200000 sec): 3 clusters Score: Raw -61129.108927 + Penalty 639.646968 = -60489.461959 nChanged 16 SP:Iteration 9Q (1826.200000 sec): 3 clusters Score: Raw -61145.506981 + Penalty 639.646968 = -60505.860013 nChanged 20 SP:Iteration 10Q (1826.210000 sec): 3 clusters Score: Raw -61161.390851 + Penalty 639.646968 = -60521.743882 nChanged 8 SP:Iteration 11Q (1826.210000 sec): 3 clusters Score: Raw -61169.721804 + Penalty 639.646968 = -60530.074835 nChanged 6 SP:Iteration 12Q (1826.210000 sec): 3 clusters Score: Raw -61174.360684 + Penalty 639.646968 = -60534.713716 nChanged 1 SP:Iteration 13Q (1826.210000 sec): 3 clusters Score: Raw -61174.654649 + Penalty 639.646968 = -60535.007681 nChanged 3 SP:Iteration 14Q (1826.210000 sec): 3 clusters Score: Raw -61175.447098 + Penalty 639.646968 = -60535.800129 nChanged 1 SP:Iteration 15Q (1826.210000 sec): 3 clusters Score: Raw -61175.583484 + Penalty 639.646968 = -60535.936515 nChanged 0 SP:Iteration 16F (1826.210000 sec): 3 clusters Score: Raw -61175.583484 + Penalty 639.646968 = -60535.936515 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.210000 sec): 2 clusters Score: Raw -3287.046368 + Penalty 193.951934 = -3093.094433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.210000 sec): 3 clusters Score: Raw -3320.111847 + Penalty 387.903869 = -2932.207978 nChanged 14 SP:Iteration 1F (1826.210000 sec): 3 clusters Score: Raw -3353.903408 + Penalty 387.903869 = -2965.999539 nChanged 1 SP:Iteration 2Q (1826.210000 sec): 3 clusters Score: Raw -3361.989950 + Penalty 387.903869 = -2974.086081 nChanged 0 SP:Iteration 3F (1826.210000 sec): 3 clusters Score: Raw -3361.989950 + Penalty 387.903869 = -2974.086081 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.210000 sec): 2 clusters Score: Raw -9367.375508 + Penalty 239.921480 = -9127.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.210000 sec): 3 clusters Score: Raw -9349.122740 + Penalty 479.842960 = -8869.279781 nChanged 70 SP:Iteration 1F (1826.210000 sec): 3 clusters Score: Raw -9474.823373 + Penalty 479.842960 = -8994.980413 nChanged 15 SP:Iteration 2F (1826.210000 sec): 3 clusters Score: Raw -9507.242931 + Penalty 479.842960 = -9027.399971 nChanged 9 SP:Iteration 3Q (1826.210000 sec): 3 clusters Score: Raw -9525.735224 + Penalty 479.842960 = -9045.892264 nChanged 3 SP:Iteration 4Q (1826.210000 sec): 3 clusters Score: Raw -9529.709270 + Penalty 479.842960 = -9049.866310 nChanged 2 SP:Iteration 5Q (1826.210000 sec): 3 clusters Score: Raw -9530.975104 + Penalty 479.842960 = -9051.132144 nChanged 1 SP:Iteration 6Q (1826.210000 sec): 3 clusters Score: Raw -9531.759529 + Penalty 479.842960 = -9051.916569 nChanged 1 SP:Iteration 7Q (1826.210000 sec): 3 clusters Score: Raw -9532.593716 + Penalty 479.842960 = -9052.750756 nChanged 1 SP:Iteration 8Q (1826.210000 sec): 3 clusters Score: Raw -9534.122023 + Penalty 479.842960 = -9054.279063 nChanged 1 SP:Iteration 9Q (1826.210000 sec): 3 clusters Score: Raw -9535.354239 + Penalty 479.842960 = -9055.511279 nChanged 0 SP:Iteration 10F (1826.220000 sec): 3 clusters Score: Raw -9535.354239 + Penalty 479.842960 = -9055.511279 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.510000 sec): 2 clusters Score: Raw -10188020.685092 + Penalty 546.755831 = -10187473.929262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.710000 sec): 3 clusters Score: Raw -10075932.408412 + Penalty 1093.511661 = -10074838.896751 nChanged 81631 SP:Iteration 1F (1826.910000 sec): 3 clusters Score: Raw -10124195.900446 + Penalty 1093.511661 = -10123102.388784 nChanged 4824 SP:Iteration 2Q (1827.130000 sec): 3 clusters Score: Raw -10125448.169937 + Penalty 1093.511661 = -10124354.658276 nChanged 5482 SP:Iteration 3Q (1827.360000 sec): 3 clusters Score: Raw -10127327.292847 + Penalty 1093.511661 = -10126233.781186 nChanged 6668 SP:Iteration 4Q (1827.580000 sec): 3 clusters Score: Raw -10130574.120406 + Penalty 1093.511661 = -10129480.608745 nChanged 9050 SP:Iteration 5F (1827.790000 sec): 3 clusters Score: Raw -10136442.227954 + Penalty 1093.511661 = -10135348.716292 nChanged 11927 SP:Iteration 6F (1827.990000 sec): 3 clusters Score: Raw -10145809.738949 + Penalty 1093.511661 = -10144716.227288 nChanged 13817 SP:Iteration 7F (1828.200000 sec): 3 clusters Score: Raw -10158024.269781 + Penalty 1093.511661 = -10156930.758119 nChanged 13076 SP:Iteration 8F (1828.400000 sec): 3 clusters Score: Raw -10170031.261050 + Penalty 1093.511661 = -10168937.749389 nChanged 9829 SP:Iteration 9F (1828.610000 sec): 3 clusters Score: Raw -10178877.152515 + Penalty 1093.511661 = -10177783.640853 nChanged 5982 SP:Iteration 10Q (1828.800000 sec): 3 clusters Score: Raw -10184020.509205 + Penalty 1093.511661 = -10182926.997544 nChanged 2977 SP:Iteration 11Q (1828.980000 sec): 3 clusters Score: Raw -10186476.570978 + Penalty 1093.511661 = -10185383.059317 nChanged 1249 SP:Iteration 12Q (1829.150000 sec): 3 clusters Score: Raw -10187446.314929 + Penalty 1093.511661 = -10186352.803268 nChanged 473 SP:Iteration 13Q (1829.320000 sec): 3 clusters Score: Raw -10187799.124113 + Penalty 1093.511661 = -10186705.612452 nChanged 184 SP:Iteration 14Q (1829.480000 sec): 3 clusters Score: Raw -10187938.037533 + Penalty 1093.511661 = -10186844.525872 nChanged 86 SP:Iteration 15Q (1829.650000 sec): 3 clusters Score: Raw -10188001.883591 + Penalty 1093.511661 = -10186908.371929 nChanged 39 SP:Iteration 16Q (1829.820000 sec): 3 clusters Score: Raw -10188040.332526 + Penalty 1093.511661 = -10186946.820865 nChanged 18 SP:Iteration 17Q (1829.980000 sec): 3 clusters Score: Raw -10188059.767062 + Penalty 1093.511661 = -10186966.255401 nChanged 15 SP:Iteration 18Q (1830.160000 sec): 3 clusters Score: Raw -10188069.946141 + Penalty 1093.511661 = -10186976.434479 nChanged 11 SP:Iteration 19Q (1830.320000 sec): 3 clusters Score: Raw -10188080.244776 + Penalty 1093.511661 = -10186986.733114 nChanged 8 SP:Iteration 20F (1830.530000 sec): 3 clusters Score: Raw -10188086.386099 + Penalty 1093.511661 = -10186992.874438 nChanged 5 SP:Iteration 21Q (1830.700000 sec): 3 clusters Score: Raw -10188091.174384 + Penalty 1093.511661 = -10186997.662722 nChanged 5 SP:Iteration 22Q (1830.860000 sec): 3 clusters Score: Raw -10188097.341283 + Penalty 1093.511661 = -10187003.829621 nChanged 2 SP:Iteration 23Q (1831.020000 sec): 3 clusters Score: Raw -10188099.915501 + Penalty 1093.511661 = -10187006.403840 nChanged 0 SP:Iteration 24F (1831.220000 sec): 3 clusters Score: Raw -10188099.915501 + Penalty 1093.511661 = -10187006.403840 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.300000 sec): 2 clusters Score: Raw -13504.052962 + Penalty 249.179092 = -13254.873870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.300000 sec): 3 clusters Score: Raw -13455.704586 + Penalty 498.358183 = -12957.346403 nChanged 58 SP:Iteration 1F (1831.300000 sec): 3 clusters Score: Raw -13518.241285 + Penalty 498.358183 = -13019.883102 nChanged 20 SP:Iteration 2F (1831.300000 sec): 3 clusters Score: Raw -13539.396271 + Penalty 498.358183 = -13041.038088 nChanged 10 SP:Iteration 3Q (1831.300000 sec): 3 clusters Score: Raw -13551.823222 + Penalty 498.358183 = -13053.465039 nChanged 4 SP:Iteration 4Q (1831.300000 sec): 3 clusters Score: Raw -13556.625533 + Penalty 498.358183 = -13058.267350 nChanged 1 SP:Iteration 5Q (1831.300000 sec): 3 clusters Score: Raw -13558.077001 + Penalty 498.358183 = -13059.718818 nChanged 4 SP:Iteration 6Q (1831.300000 sec): 3 clusters Score: Raw -13562.016215 + Penalty 498.358183 = -13063.658032 nChanged 3 SP:Iteration 7Q (1831.300000 sec): 3 clusters Score: Raw -13564.601397 + Penalty 498.358183 = -13066.243214 nChanged 1 SP:Iteration 8Q (1831.300000 sec): 3 clusters Score: Raw -13565.441257 + Penalty 498.358183 = -13067.083074 nChanged 1 SP:Iteration 9Q (1831.300000 sec): 3 clusters Score: Raw -13567.295507 + Penalty 498.358183 = -13068.937324 nChanged 1 SP:Iteration 10Q (1831.300000 sec): 3 clusters Score: Raw -13567.970174 + Penalty 498.358183 = -13069.611991 nChanged 0 SP:Iteration 11F (1831.300000 sec): 3 clusters Score: Raw -13567.970174 + Penalty 498.358183 = -13069.611991 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.300000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.300000 sec): 3 clusters Score: Raw -6274.739473 + Penalty 425.227424 = -5849.512050 nChanged 21 SP:Iteration 1F (1831.300000 sec): 3 clusters Score: Raw -6310.525887 + Penalty 425.227424 = -5885.298463 nChanged 10 SP:Iteration 2F (1831.300000 sec): 3 clusters Score: Raw -6330.450408 + Penalty 425.227424 = -5905.222984 nChanged 1 SP:Iteration 3Q (1831.300000 sec): 3 clusters Score: Raw -6332.467687 + Penalty 425.227424 = -5907.240264 nChanged 1 SP:Iteration 4Q (1831.300000 sec): 3 clusters Score: Raw -6335.299023 + Penalty 425.227424 = -5910.071599 nChanged 0 SP:Iteration 5F (1831.300000 sec): 3 clusters Score: Raw -6335.299023 + Penalty 425.227424 = -5910.071599 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.300000 sec): 2 clusters Score: Raw -29238.356131 + Penalty 285.928104 = -28952.428027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.300000 sec): 3 clusters Score: Raw -29029.970294 + Penalty 571.856209 = -28458.114086 nChanged 181 SP:Iteration 1F (1831.300000 sec): 3 clusters Score: Raw -29153.496558 + Penalty 571.856209 = -28581.640349 nChanged 42 SP:Iteration 2F (1831.300000 sec): 3 clusters Score: Raw -29196.503372 + Penalty 571.856209 = -28624.647164 nChanged 30 SP:Iteration 3F (1831.300000 sec): 3 clusters Score: Raw -29218.092600 + Penalty 571.856209 = -28646.236392 nChanged 19 SP:Iteration 4Q (1831.300000 sec): 3 clusters Score: Raw -29240.856652 + Penalty 571.856209 = -28669.000443 nChanged 13 SP:Iteration 5Q (1831.310000 sec): 3 clusters Score: Raw -29247.833310 + Penalty 571.856209 = -28675.977101 nChanged 9 SP:Iteration 6Q (1831.310000 sec): 3 clusters Score: Raw -29252.068466 + Penalty 571.856209 = -28680.212257 nChanged 10 SP:Iteration 7Q (1831.310000 sec): 3 clusters Score: Raw -29256.833666 + Penalty 571.856209 = -28684.977458 nChanged 5 SP:Iteration 8Q (1831.310000 sec): 3 clusters Score: Raw -29258.337993 + Penalty 571.856209 = -28686.481785 nChanged 10 SP:Iteration 9Q (1831.310000 sec): 3 clusters Score: Raw -29262.606137 + Penalty 571.856209 = -28690.749929 nChanged 9 SP:Iteration 10Q (1831.310000 sec): 3 clusters Score: Raw -29267.541878 + Penalty 571.856209 = -28695.685669 nChanged 7 SP:Iteration 11Q (1831.310000 sec): 3 clusters Score: Raw -29270.558539 + Penalty 571.856209 = -28698.702330 nChanged 7 SP:Iteration 12Q (1831.310000 sec): 3 clusters Score: Raw -29272.712428 + Penalty 571.856209 = -28700.856219 nChanged 3 SP:Iteration 13Q (1831.310000 sec): 3 clusters Score: Raw -29275.041878 + Penalty 571.856209 = -28703.185669 nChanged 6 SP:Iteration 14Q (1831.310000 sec): 3 clusters Score: Raw -29281.507338 + Penalty 571.856209 = -28709.651130 nChanged 6 SP:Iteration 15Q (1831.310000 sec): 3 clusters Score: Raw -29285.491131 + Penalty 571.856209 = -28713.634923 nChanged 7 SP:Iteration 16Q (1831.310000 sec): 3 clusters Score: Raw -29289.627964 + Penalty 571.856209 = -28717.771755 nChanged 9 SP:Iteration 17Q (1831.310000 sec): 3 clusters Score: Raw -29294.166053 + Penalty 571.856209 = -28722.309845 nChanged 6 SP:Iteration 18Q (1831.310000 sec): 3 clusters Score: Raw -29298.833794 + Penalty 571.856209 = -28726.977586 nChanged 5 SP:Iteration 19Q (1831.310000 sec): 3 clusters Score: Raw -29300.734510 + Penalty 571.856209 = -28728.878301 nChanged 7 SP:Iteration 20F (1831.320000 sec): 3 clusters Score: Raw -29304.347038 + Penalty 571.856209 = -28732.490830 nChanged 3 SP:Iteration 21Q (1831.320000 sec): 3 clusters Score: Raw -29306.205820 + Penalty 571.856209 = -28734.349612 nChanged 2 SP:Iteration 22Q (1831.320000 sec): 3 clusters Score: Raw -29307.385513 + Penalty 571.856209 = -28735.529305 nChanged 1 SP:Iteration 23Q (1831.320000 sec): 3 clusters Score: Raw -29308.115959 + Penalty 571.856209 = -28736.259750 nChanged 1 SP:Iteration 24Q (1831.320000 sec): 3 clusters Score: Raw -29308.823846 + Penalty 571.856209 = -28736.967638 nChanged 2 SP:Iteration 25Q (1831.320000 sec): 3 clusters Score: Raw -29309.917588 + Penalty 571.856209 = -28738.061379 nChanged 2 SP:Iteration 26Q (1831.320000 sec): 3 clusters Score: Raw -29311.677626 + Penalty 571.856209 = -28739.821417 nChanged 1 SP:Iteration 27Q (1831.320000 sec): 3 clusters Score: Raw -29311.998847 + Penalty 571.856209 = -28740.142639 nChanged 1 SP:Iteration 28Q (1831.320000 sec): 3 clusters Score: Raw -29313.169184 + Penalty 571.856209 = -28741.312975 nChanged 1 SP:Iteration 29Q (1831.320000 sec): 3 clusters Score: Raw -29313.556625 + Penalty 571.856209 = -28741.700416 nChanged 0 SP:Iteration 30F (1831.320000 sec): 3 clusters Score: Raw -29313.556625 + Penalty 571.856209 = -28741.700416 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.320000 sec): 2 clusters Score: Raw -5740.769144 + Penalty 220.767377 = -5520.001767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.320000 sec): 3 clusters Score: Raw -5746.213613 + Penalty 441.534754 = -5304.678859 nChanged 21 SP:Iteration 1F (1831.320000 sec): 3 clusters Score: Raw -5786.848841 + Penalty 441.534754 = -5345.314087 nChanged 11 SP:Iteration 2F (1831.320000 sec): 3 clusters Score: Raw -5806.953850 + Penalty 441.534754 = -5365.419096 nChanged 4 SP:Iteration 3Q (1831.320000 sec): 3 clusters Score: Raw -5811.497822 + Penalty 441.534754 = -5369.963068 nChanged 1 SP:Iteration 4Q (1831.320000 sec): 3 clusters Score: Raw -5811.798483 + Penalty 441.534754 = -5370.263729 nChanged 0 SP:Iteration 5F (1831.320000 sec): 3 clusters Score: Raw -5811.798483 + Penalty 441.534754 = -5370.263729 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.350000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.370000 sec): 3 clusters Score: Raw -1052972.037324 + Penalty 885.351209 = -1052086.686115 nChanged 7883 SP:Iteration 1F (1831.380000 sec): 3 clusters Score: Raw -1057580.026725 + Penalty 885.351209 = -1056694.675516 nChanged 785 SP:Iteration 2Q (1831.400000 sec): 3 clusters Score: Raw -1057849.532467 + Penalty 885.351209 = -1056964.181258 nChanged 817 SP:Iteration 3Q (1831.420000 sec): 3 clusters Score: Raw -1058224.281183 + Penalty 885.351209 = -1057338.929974 nChanged 928 SP:Iteration 4F (1831.440000 sec): 3 clusters Score: Raw -1058766.554900 + Penalty 885.351209 = -1057881.203691 nChanged 1029 SP:Iteration 5F (1831.460000 sec): 3 clusters Score: Raw -1059521.285594 + Penalty 885.351209 = -1058635.934385 nChanged 1123 SP:Iteration 6F (1831.470000 sec): 3 clusters Score: Raw -1060419.417597 + Penalty 885.351209 = -1059534.066388 nChanged 984 SP:Iteration 7F (1831.490000 sec): 3 clusters Score: Raw -1061087.895761 + Penalty 885.351209 = -1060202.544552 nChanged 707 SP:Iteration 8Q (1831.510000 sec): 3 clusters Score: Raw -1061434.615133 + Penalty 885.351209 = -1060549.263924 nChanged 438 SP:Iteration 9Q (1831.520000 sec): 3 clusters Score: Raw -1061575.576113 + Penalty 885.351209 = -1060690.224904 nChanged 251 SP:Iteration 10Q (1831.540000 sec): 3 clusters Score: Raw -1061647.047342 + Penalty 885.351209 = -1060761.696133 nChanged 226 SP:Iteration 11Q (1831.560000 sec): 3 clusters Score: Raw -1061714.468029 + Penalty 885.351209 = -1060829.116820 nChanged 234 SP:Iteration 12Q (1831.570000 sec): 3 clusters Score: Raw -1061786.523944 + Penalty 885.351209 = -1060901.172735 nChanged 218 SP:Iteration 13Q (1831.590000 sec): 3 clusters Score: Raw -1061848.956983 + Penalty 885.351209 = -1060963.605773 nChanged 229 SP:Iteration 14Q (1831.600000 sec): 3 clusters Score: Raw -1061919.929664 + Penalty 885.351209 = -1061034.578455 nChanged 252 SP:Iteration 15Q (1831.620000 sec): 3 clusters Score: Raw -1062004.928072 + Penalty 885.351209 = -1061119.576863 nChanged 248 SP:Iteration 16Q (1831.640000 sec): 3 clusters Score: Raw -1062084.557271 + Penalty 885.351209 = -1061199.206062 nChanged 229 SP:Iteration 17Q (1831.650000 sec): 3 clusters Score: Raw -1062159.626697 + Penalty 885.351209 = -1061274.275488 nChanged 226 SP:Iteration 18Q (1831.670000 sec): 3 clusters Score: Raw -1062237.728061 + Penalty 885.351209 = -1061352.376852 nChanged 246 SP:Iteration 19Q (1831.680000 sec): 3 clusters Score: Raw -1062332.747299 + Penalty 885.351209 = -1061447.396089 nChanged 256 SP:Iteration 20F (1831.700000 sec): 3 clusters Score: Raw -1062428.289241 + Penalty 885.351209 = -1061542.938031 nChanged 257 SP:Iteration 21Q (1831.720000 sec): 3 clusters Score: Raw -1062521.397257 + Penalty 885.351209 = -1061636.046048 nChanged 236 SP:Iteration 22Q (1831.730000 sec): 3 clusters Score: Raw -1062608.316921 + Penalty 885.351209 = -1061722.965712 nChanged 225 SP:Iteration 23Q (1831.740000 sec): 3 clusters Score: Raw -1062692.206111 + Penalty 885.351209 = -1061806.854902 nChanged 193 SP:Iteration 24Q (1831.760000 sec): 3 clusters Score: Raw -1062770.132387 + Penalty 885.351209 = -1061884.781178 nChanged 191 SP:Iteration 25Q (1831.780000 sec): 3 clusters Score: Raw -1062856.188309 + Penalty 885.351209 = -1061970.837100 nChanged 206 SP:Iteration 26Q (1831.790000 sec): 3 clusters Score: Raw -1062957.526424 + Penalty 885.351209 = -1062072.175215 nChanged 196 SP:Iteration 27Q (1831.800000 sec): 3 clusters Score: Raw -1063050.137886 + Penalty 885.351209 = -1062164.786677 nChanged 175 SP:Iteration 28Q (1831.820000 sec): 3 clusters Score: Raw -1063134.673019 + Penalty 885.351209 = -1062249.321810 nChanged 169 SP:Iteration 29Q (1831.830000 sec): 3 clusters Score: Raw -1063219.880230 + Penalty 885.351209 = -1062334.529021 nChanged 141 SP:Iteration 30Q (1831.850000 sec): 3 clusters Score: Raw -1063284.983564 + Penalty 885.351209 = -1062399.632355 nChanged 119 SP:Iteration 31Q (1831.860000 sec): 3 clusters Score: Raw -1063341.521703 + Penalty 885.351209 = -1062456.170494 nChanged 111 SP:Iteration 32Q (1831.870000 sec): 3 clusters Score: Raw -1063399.719290 + Penalty 885.351209 = -1062514.368080 nChanged 101 SP:Iteration 33Q (1831.890000 sec): 3 clusters Score: Raw -1063451.604790 + Penalty 885.351209 = -1062566.253581 nChanged 83 SP:Iteration 34Q (1831.900000 sec): 3 clusters Score: Raw -1063495.173719 + Penalty 885.351209 = -1062609.822510 nChanged 70 SP:Iteration 35Q (1831.910000 sec): 3 clusters Score: Raw -1063527.387390 + Penalty 885.351209 = -1062642.036181 nChanged 56 SP:Iteration 36Q (1831.930000 sec): 3 clusters Score: Raw -1063550.123497 + Penalty 885.351209 = -1062664.772288 nChanged 47 SP:Iteration 37Q (1831.940000 sec): 3 clusters Score: Raw -1063570.947772 + Penalty 885.351209 = -1062685.596563 nChanged 44 SP:Iteration 38Q (1831.950000 sec): 3 clusters Score: Raw -1063588.628921 + Penalty 885.351209 = -1062703.277712 nChanged 39 SP:Iteration 39Q (1831.960000 sec): 3 clusters Score: Raw -1063605.264587 + Penalty 885.351209 = -1062719.913378 nChanged 48 SP:Iteration 40F (1831.980000 sec): 3 clusters Score: Raw -1063630.683267 + Penalty 885.351209 = -1062745.332058 nChanged 36 SP:Iteration 41Q (1832.000000 sec): 3 clusters Score: Raw -1063647.129944 + Penalty 885.351209 = -1062761.778735 nChanged 26 SP:Iteration 42Q (1832.010000 sec): 3 clusters Score: Raw -1063659.157682 + Penalty 885.351209 = -1062773.806473 nChanged 23 SP:Iteration 43Q (1832.020000 sec): 3 clusters Score: Raw -1063673.859746 + Penalty 885.351209 = -1062788.508536 nChanged 20 SP:Iteration 44Q (1832.030000 sec): 3 clusters Score: Raw -1063683.828184 + Penalty 885.351209 = -1062798.476975 nChanged 15 SP:Iteration 45Q (1832.050000 sec): 3 clusters Score: Raw -1063691.623144 + Penalty 885.351209 = -1062806.271935 nChanged 18 SP:Iteration 46Q (1832.060000 sec): 3 clusters Score: Raw -1063706.208951 + Penalty 885.351209 = -1062820.857742 nChanged 12 SP:Iteration 47Q (1832.070000 sec): 3 clusters Score: Raw -1063712.868519 + Penalty 885.351209 = -1062827.517310 nChanged 9 SP:Iteration 48Q (1832.080000 sec): 3 clusters Score: Raw -1063718.284737 + Penalty 885.351209 = -1062832.933528 nChanged 7 SP:Iteration 49Q (1832.100000 sec): 3 clusters Score: Raw -1063722.438677 + Penalty 885.351209 = -1062837.087468 nChanged 4 SP:Iteration 50Q (1832.110000 sec): 3 clusters Score: Raw -1063725.378843 + Penalty 885.351209 = -1062840.027634 nChanged 6 SP:Iteration 51Q (1832.120000 sec): 3 clusters Score: Raw -1063727.821418 + Penalty 885.351209 = -1062842.470209 nChanged 4 SP:Iteration 52Q (1832.140000 sec): 3 clusters Score: Raw -1063729.669085 + Penalty 885.351209 = -1062844.317876 nChanged 3 SP:Iteration 53Q (1832.150000 sec): 3 clusters Score: Raw -1063730.828896 + Penalty 885.351209 = -1062845.477687 nChanged 3 SP:Iteration 54Q (1832.160000 sec): 3 clusters Score: Raw -1063732.862652 + Penalty 885.351209 = -1062847.511443 nChanged 3 SP:Iteration 55Q (1832.170000 sec): 3 clusters Score: Raw -1063734.775151 + Penalty 885.351209 = -1062849.423942 nChanged 2 SP:Iteration 56Q (1832.190000 sec): 3 clusters Score: Raw -1063735.483773 + Penalty 885.351209 = -1062850.132563 nChanged 3 SP:Iteration 57Q (1832.200000 sec): 3 clusters Score: Raw -1063735.958631 + Penalty 885.351209 = -1062850.607422 nChanged 1 SP:Iteration 58Q (1832.210000 sec): 3 clusters Score: Raw -1063736.150231 + Penalty 885.351209 = -1062850.799022 nChanged 2 SP:Iteration 59Q (1832.220000 sec): 3 clusters Score: Raw -1063736.616269 + Penalty 885.351209 = -1062851.265060 nChanged 3 SP:Iteration 60F (1832.240000 sec): 3 clusters Score: Raw -1063737.650829 + Penalty 885.351209 = -1062852.299620 nChanged 4 SP:Iteration 61Q (1832.250000 sec): 3 clusters Score: Raw -1063738.884161 + Penalty 885.351209 = -1062853.532952 nChanged 2 SP:Iteration 62Q (1832.270000 sec): 3 clusters Score: Raw -1063740.015373 + Penalty 885.351209 = -1062854.664164 nChanged 2 SP:Iteration 63Q (1832.280000 sec): 3 clusters Score: Raw -1063741.445810 + Penalty 885.351209 = -1062856.094601 nChanged 2 SP:Iteration 64Q (1832.290000 sec): 3 clusters Score: Raw -1063741.931523 + Penalty 885.351209 = -1062856.580314 nChanged 3 SP:Iteration 65Q (1832.300000 sec): 3 clusters Score: Raw -1063743.342031 + Penalty 885.351209 = -1062857.990822 nChanged 5 SP:Iteration 66Q (1832.320000 sec): 3 clusters Score: Raw -1063746.456683 + Penalty 885.351209 = -1062861.105474 nChanged 4 SP:Iteration 67Q (1832.330000 sec): 3 clusters Score: Raw -1063749.655898 + Penalty 885.351209 = -1062864.304689 nChanged 5 SP:Iteration 68Q (1832.340000 sec): 3 clusters Score: Raw -1063751.703570 + Penalty 885.351209 = -1062866.352361 nChanged 1 SP:Iteration 69Q (1832.360000 sec): 3 clusters Score: Raw -1063752.710478 + Penalty 885.351209 = -1062867.359269 nChanged 2 SP:Iteration 70Q (1832.370000 sec): 3 clusters Score: Raw -1063753.762688 + Penalty 885.351209 = -1062868.411479 nChanged 0 SP:Iteration 71F (1832.390000 sec): 3 clusters Score: Raw -1063753.762688 + Penalty 885.351209 = -1062868.411479 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.420000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.440000 sec): 3 clusters Score: Raw -1393714.251836 + Penalty 912.415644 = -1392801.836191 nChanged 10770 SP:Iteration 1F (1832.470000 sec): 3 clusters Score: Raw -1400073.124329 + Penalty 912.415644 = -1399160.708685 nChanged 1132 SP:Iteration 2F (1832.490000 sec): 3 clusters Score: Raw -1400510.236044 + Penalty 912.415644 = -1399597.820400 nChanged 1370 SP:Iteration 3F (1832.510000 sec): 3 clusters Score: Raw -1401196.991464 + Penalty 912.415644 = -1400284.575820 nChanged 1600 SP:Iteration 4F (1832.540000 sec): 3 clusters Score: Raw -1402256.724008 + Penalty 912.415644 = -1401344.308363 nChanged 1762 SP:Iteration 5F (1832.560000 sec): 3 clusters Score: Raw -1403679.563015 + Penalty 912.415644 = -1402767.147371 nChanged 1734 SP:Iteration 6F (1832.580000 sec): 3 clusters Score: Raw -1405282.345429 + Penalty 912.415644 = -1404369.929785 nChanged 1394 SP:Iteration 7F (1832.610000 sec): 3 clusters Score: Raw -1406640.214743 + Penalty 912.415644 = -1405727.799098 nChanged 924 SP:Iteration 8Q (1832.630000 sec): 3 clusters Score: Raw -1407520.945792 + Penalty 912.415644 = -1406608.530147 nChanged 510 SP:Iteration 9Q (1832.650000 sec): 3 clusters Score: Raw -1407993.351595 + Penalty 912.415644 = -1407080.935951 nChanged 262 SP:Iteration 10Q (1832.670000 sec): 3 clusters Score: Raw -1408225.072171 + Penalty 912.415644 = -1407312.656527 nChanged 110 SP:Iteration 11Q (1832.680000 sec): 3 clusters Score: Raw -1408326.798282 + Penalty 912.415644 = -1407414.382637 nChanged 36 SP:Iteration 12Q (1832.700000 sec): 3 clusters Score: Raw -1408368.596317 + Penalty 912.415644 = -1407456.180673 nChanged 17 SP:Iteration 13Q (1832.720000 sec): 3 clusters Score: Raw -1408387.506773 + Penalty 912.415644 = -1407475.091129 nChanged 11 SP:Iteration 14Q (1832.740000 sec): 3 clusters Score: Raw -1408407.613429 + Penalty 912.415644 = -1407495.197785 nChanged 11 SP:Iteration 15Q (1832.760000 sec): 3 clusters Score: Raw -1408427.153408 + Penalty 912.415644 = -1407514.737764 nChanged 4 SP:Iteration 16Q (1832.770000 sec): 3 clusters Score: Raw -1408430.447306 + Penalty 912.415644 = -1407518.031662 nChanged 2 SP:Iteration 17Q (1832.790000 sec): 3 clusters Score: Raw -1408433.084757 + Penalty 912.415644 = -1407520.669113 nChanged 1 SP:Iteration 18Q (1832.810000 sec): 3 clusters Score: Raw -1408433.743951 + Penalty 912.415644 = -1407521.328307 nChanged 0 SP:Iteration 19F (1832.830000 sec): 3 clusters Score: Raw -1408433.743951 + Penalty 912.415644 = -1407521.328307 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.840000 sec): 2 clusters Score: Raw -11312.682125 + Penalty 242.196954 = -11070.485171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.840000 sec): 3 clusters Score: Raw -11261.906318 + Penalty 484.393908 = -10777.512409 nChanged 47 SP:Iteration 1F (1832.840000 sec): 3 clusters Score: Raw -11340.572778 + Penalty 484.393908 = -10856.178870 nChanged 16 SP:Iteration 2F (1832.840000 sec): 3 clusters Score: Raw -11362.737142 + Penalty 484.393908 = -10878.343234 nChanged 9 SP:Iteration 3Q (1832.840000 sec): 3 clusters Score: Raw -11373.745505 + Penalty 484.393908 = -10889.351597 nChanged 4 SP:Iteration 4Q (1832.840000 sec): 3 clusters Score: Raw -11388.615312 + Penalty 484.393908 = -10904.221404 nChanged 7 SP:Iteration 5Q (1832.840000 sec): 3 clusters Score: Raw -11398.162989 + Penalty 484.393908 = -10913.769081 nChanged 3 SP:Iteration 6Q (1832.840000 sec): 3 clusters Score: Raw -11402.676135 + Penalty 484.393908 = -10918.282227 nChanged 2 SP:Iteration 7Q (1832.840000 sec): 3 clusters Score: Raw -11404.758896 + Penalty 484.393908 = -10920.364988 nChanged 2 SP:Iteration 8Q (1832.840000 sec): 3 clusters Score: Raw -11406.737430 + Penalty 484.393908 = -10922.343522 nChanged 0 SP:Iteration 9F (1832.840000 sec): 3 clusters Score: Raw -11406.737430 + Penalty 484.393908 = -10922.343522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.850000 sec): 2 clusters Score: Raw -192227.109591 + Penalty 365.752297 = -191861.357294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.850000 sec): 3 clusters Score: Raw -190423.216858 + Penalty 731.504594 = -189691.712264 nChanged 1364 SP:Iteration 1F (1832.860000 sec): 3 clusters Score: Raw -191128.000076 + Penalty 731.504594 = -190396.495482 nChanged 217 SP:Iteration 2F (1832.860000 sec): 3 clusters Score: Raw -191229.778484 + Penalty 731.504594 = -190498.273890 nChanged 177 SP:Iteration 3F (1832.860000 sec): 3 clusters Score: Raw -191321.914261 + Penalty 731.504594 = -190590.409668 nChanged 173 SP:Iteration 4F (1832.860000 sec): 3 clusters Score: Raw -191429.173465 + Penalty 731.504594 = -190697.668872 nChanged 161 SP:Iteration 5F (1832.870000 sec): 3 clusters Score: Raw -191534.023465 + Penalty 731.504594 = -190802.518871 nChanged 158 SP:Iteration 6F (1832.870000 sec): 3 clusters Score: Raw -191631.943234 + Penalty 731.504594 = -190900.438640 nChanged 137 SP:Iteration 7Q (1832.870000 sec): 3 clusters Score: Raw -191701.684069 + Penalty 731.504594 = -190970.179475 nChanged 129 SP:Iteration 8Q (1832.880000 sec): 3 clusters Score: Raw -191766.427684 + Penalty 731.504594 = -191034.923090 nChanged 121 SP:Iteration 9Q (1832.880000 sec): 3 clusters Score: Raw -191823.484610 + Penalty 731.504594 = -191091.980016 nChanged 105 SP:Iteration 10Q (1832.880000 sec): 3 clusters Score: Raw -191869.302139 + Penalty 731.504594 = -191137.797545 nChanged 82 SP:Iteration 11Q (1832.880000 sec): 3 clusters Score: Raw -191903.019510 + Penalty 731.504594 = -191171.514916 nChanged 68 SP:Iteration 12Q (1832.890000 sec): 3 clusters Score: Raw -191929.026458 + Penalty 731.504594 = -191197.521864 nChanged 74 SP:Iteration 13Q (1832.890000 sec): 3 clusters Score: Raw -191961.313275 + Penalty 731.504594 = -191229.808681 nChanged 73 SP:Iteration 14Q (1832.900000 sec): 3 clusters Score: Raw -191992.132282 + Penalty 731.504594 = -191260.627688 nChanged 67 SP:Iteration 15Q (1832.900000 sec): 3 clusters Score: Raw -192018.928402 + Penalty 731.504594 = -191287.423808 nChanged 46 SP:Iteration 16Q (1832.900000 sec): 3 clusters Score: Raw -192034.537725 + Penalty 731.504594 = -191303.033131 nChanged 35 SP:Iteration 17Q (1832.900000 sec): 3 clusters Score: Raw -192043.516457 + Penalty 731.504594 = -191312.011863 nChanged 28 SP:Iteration 18Q (1832.900000 sec): 3 clusters Score: Raw -192050.618010 + Penalty 731.504594 = -191319.113416 nChanged 19 SP:Iteration 19Q (1832.910000 sec): 3 clusters Score: Raw -192056.337987 + Penalty 731.504594 = -191324.833393 nChanged 19 SP:Iteration 20F (1832.910000 sec): 3 clusters Score: Raw -192059.819838 + Penalty 731.504594 = -191328.315244 nChanged 14 SP:Iteration 21Q (1832.920000 sec): 3 clusters Score: Raw -192062.229801 + Penalty 731.504594 = -191330.725207 nChanged 7 SP:Iteration 22Q (1832.920000 sec): 3 clusters Score: Raw -192064.992627 + Penalty 731.504594 = -191333.488034 nChanged 16 SP:Iteration 23Q (1832.920000 sec): 3 clusters Score: Raw -192069.748177 + Penalty 731.504594 = -191338.243583 nChanged 11 SP:Iteration 24Q (1832.920000 sec): 3 clusters Score: Raw -192071.505219 + Penalty 731.504594 = -191340.000625 nChanged 2 SP:Iteration 25Q (1832.920000 sec): 3 clusters Score: Raw -192071.579940 + Penalty 731.504594 = -191340.075346 nChanged 0 SP:Iteration 26F (1832.930000 sec): 3 clusters Score: Raw -192071.579940 + Penalty 731.504594 = -191340.075346 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.940000 sec): 2 clusters Score: Raw -523349.672330 + Penalty 415.276624 = -522934.395706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.950000 sec): 3 clusters Score: Raw -517604.245966 + Penalty 830.553247 = -516773.692719 nChanged 4262 SP:Iteration 1F (1832.960000 sec): 3 clusters Score: Raw -520314.944993 + Penalty 830.553247 = -519484.391745 nChanged 689 SP:Iteration 2F (1832.970000 sec): 3 clusters Score: Raw -520701.710003 + Penalty 830.553247 = -519871.156755 nChanged 652 SP:Iteration 3F (1832.980000 sec): 3 clusters Score: Raw -521103.116506 + Penalty 830.553247 = -520272.563258 nChanged 586 SP:Iteration 4F (1832.990000 sec): 3 clusters Score: Raw -521475.623999 + Penalty 830.553247 = -520645.070751 nChanged 480 SP:Iteration 5F (1833.000000 sec): 3 clusters Score: Raw -521763.397501 + Penalty 830.553247 = -520932.844254 nChanged 385 SP:Iteration 6Q (1833.010000 sec): 3 clusters Score: Raw -521968.259190 + Penalty 830.553247 = -521137.705943 nChanged 317 SP:Iteration 7Q (1833.020000 sec): 3 clusters Score: Raw -522130.014079 + Penalty 830.553247 = -521299.460831 nChanged 269 SP:Iteration 8Q (1833.030000 sec): 3 clusters Score: Raw -522259.806371 + Penalty 830.553247 = -521429.253123 nChanged 235 SP:Iteration 9Q (1833.040000 sec): 3 clusters Score: Raw -522372.754098 + Penalty 830.553247 = -521542.200851 nChanged 184 SP:Iteration 10Q (1833.040000 sec): 3 clusters Score: Raw -522448.142167 + Penalty 830.553247 = -521617.588920 nChanged 143 SP:Iteration 11Q (1833.050000 sec): 3 clusters Score: Raw -522486.999187 + Penalty 830.553247 = -521656.445939 nChanged 94 SP:Iteration 12Q (1833.060000 sec): 3 clusters Score: Raw -522512.846415 + Penalty 830.553247 = -521682.293167 nChanged 82 SP:Iteration 13Q (1833.070000 sec): 3 clusters Score: Raw -522537.677453 + Penalty 830.553247 = -521707.124206 nChanged 79 SP:Iteration 14Q (1833.080000 sec): 3 clusters Score: Raw -522558.639938 + Penalty 830.553247 = -521728.086690 nChanged 83 SP:Iteration 15Q (1833.090000 sec): 3 clusters Score: Raw -522584.085293 + Penalty 830.553247 = -521753.532046 nChanged 103 SP:Iteration 16Q (1833.100000 sec): 3 clusters Score: Raw -522617.505383 + Penalty 830.553247 = -521786.952135 nChanged 104 SP:Iteration 17Q (1833.100000 sec): 3 clusters Score: Raw -522654.918007 + Penalty 830.553247 = -521824.364760 nChanged 110 SP:Iteration 18Q (1833.110000 sec): 3 clusters Score: Raw -522693.442550 + Penalty 830.553247 = -521862.889303 nChanged 96 SP:Iteration 19Q (1833.120000 sec): 3 clusters Score: Raw -522725.214148 + Penalty 830.553247 = -521894.660901 nChanged 104 SP:Iteration 20F (1833.130000 sec): 3 clusters Score: Raw -522757.466082 + Penalty 830.553247 = -521926.912835 nChanged 103 SP:Iteration 21Q (1833.140000 sec): 3 clusters Score: Raw -522789.735335 + Penalty 830.553247 = -521959.182088 nChanged 85 SP:Iteration 22Q (1833.150000 sec): 3 clusters Score: Raw -522819.863375 + Penalty 830.553247 = -521989.310127 nChanged 84 SP:Iteration 23Q (1833.160000 sec): 3 clusters Score: Raw -522854.221623 + Penalty 830.553247 = -522023.668375 nChanged 106 SP:Iteration 24Q (1833.160000 sec): 3 clusters Score: Raw -522906.555394 + Penalty 830.553247 = -522076.002146 nChanged 111 SP:Iteration 25Q (1833.170000 sec): 3 clusters Score: Raw -522971.464210 + Penalty 830.553247 = -522140.910963 nChanged 106 SP:Iteration 26Q (1833.180000 sec): 3 clusters Score: Raw -523040.314550 + Penalty 830.553247 = -522209.761303 nChanged 91 SP:Iteration 27Q (1833.190000 sec): 3 clusters Score: Raw -523108.895377 + Penalty 830.553247 = -522278.342129 nChanged 78 SP:Iteration 28Q (1833.200000 sec): 3 clusters Score: Raw -523173.377475 + Penalty 830.553247 = -522342.824228 nChanged 82 SP:Iteration 29Q (1833.200000 sec): 3 clusters Score: Raw -523236.521203 + Penalty 830.553247 = -522405.967956 nChanged 60 SP:Iteration 30Q (1833.210000 sec): 3 clusters Score: Raw -523273.884889 + Penalty 830.553247 = -522443.331642 nChanged 44 SP:Iteration 31Q (1833.220000 sec): 3 clusters Score: Raw -523301.457501 + Penalty 830.553247 = -522470.904253 nChanged 32 SP:Iteration 32Q (1833.220000 sec): 3 clusters Score: Raw -523317.097464 + Penalty 830.553247 = -522486.544217 nChanged 30 SP:Iteration 33Q (1833.230000 sec): 3 clusters Score: Raw -523330.226834 + Penalty 830.553247 = -522499.673587 nChanged 24 SP:Iteration 34Q (1833.240000 sec): 3 clusters Score: Raw -523341.664243 + Penalty 830.553247 = -522511.110996 nChanged 23 SP:Iteration 35Q (1833.250000 sec): 3 clusters Score: Raw -523353.421956 + Penalty 830.553247 = -522522.868708 nChanged 16 SP:Iteration 36Q (1833.250000 sec): 3 clusters Score: Raw -523361.348722 + Penalty 830.553247 = -522530.795475 nChanged 15 SP:Iteration 37Q (1833.260000 sec): 3 clusters Score: Raw -523367.275270 + Penalty 830.553247 = -522536.722022 nChanged 16 SP:Iteration 38Q (1833.270000 sec): 3 clusters Score: Raw -523375.202765 + Penalty 830.553247 = -522544.649518 nChanged 15 SP:Iteration 39Q (1833.280000 sec): 3 clusters Score: Raw -523382.785372 + Penalty 830.553247 = -522552.232124 nChanged 14 SP:Iteration 40F (1833.280000 sec): 3 clusters Score: Raw -523389.995440 + Penalty 830.553247 = -522559.442192 nChanged 16 SP:Iteration 41Q (1833.290000 sec): 3 clusters Score: Raw -523396.770978 + Penalty 830.553247 = -522566.217730 nChanged 8 SP:Iteration 42Q (1833.300000 sec): 3 clusters Score: Raw -523400.615491 + Penalty 830.553247 = -522570.062244 nChanged 11 SP:Iteration 43Q (1833.300000 sec): 3 clusters Score: Raw -523405.569600 + Penalty 830.553247 = -522575.016353 nChanged 7 SP:Iteration 44Q (1833.310000 sec): 3 clusters Score: Raw -523408.383159 + Penalty 830.553247 = -522577.829911 nChanged 9 SP:Iteration 45Q (1833.320000 sec): 3 clusters Score: Raw -523410.701952 + Penalty 830.553247 = -522580.148704 nChanged 5 SP:Iteration 46Q (1833.320000 sec): 3 clusters Score: Raw -523413.662996 + Penalty 830.553247 = -522583.109749 nChanged 7 SP:Iteration 47Q (1833.330000 sec): 3 clusters Score: Raw -523417.036018 + Penalty 830.553247 = -522586.482771 nChanged 7 SP:Iteration 48Q (1833.340000 sec): 3 clusters Score: Raw -523419.487204 + Penalty 830.553247 = -522588.933957 nChanged 9 SP:Iteration 49Q (1833.350000 sec): 3 clusters Score: Raw -523423.457529 + Penalty 830.553247 = -522592.904282 nChanged 10 SP:Iteration 50Q (1833.350000 sec): 3 clusters Score: Raw -523426.665593 + Penalty 830.553247 = -522596.112346 nChanged 8 SP:Iteration 51Q (1833.360000 sec): 3 clusters Score: Raw -523429.704114 + Penalty 830.553247 = -522599.150866 nChanged 7 SP:Iteration 52Q (1833.370000 sec): 3 clusters Score: Raw -523431.519499 + Penalty 830.553247 = -522600.966252 nChanged 3 SP:Iteration 53Q (1833.380000 sec): 3 clusters Score: Raw -523432.366304 + Penalty 830.553247 = -522601.813057 nChanged 4 SP:Iteration 54Q (1833.380000 sec): 3 clusters Score: Raw -523433.406511 + Penalty 830.553247 = -522602.853264 nChanged 3 SP:Iteration 55Q (1833.390000 sec): 3 clusters Score: Raw -523435.148007 + Penalty 830.553247 = -522604.594759 nChanged 4 SP:Iteration 56Q (1833.400000 sec): 3 clusters Score: Raw -523435.984207 + Penalty 830.553247 = -522605.430960 nChanged 2 SP:Iteration 57Q (1833.400000 sec): 3 clusters Score: Raw -523436.935320 + Penalty 830.553247 = -522606.382072 nChanged 1 SP:Iteration 58Q (1833.410000 sec): 3 clusters Score: Raw -523436.982676 + Penalty 830.553247 = -522606.429428 nChanged 0 SP:Iteration 59F (1833.420000 sec): 3 clusters Score: Raw -523436.982676 + Penalty 830.553247 = -522606.429428 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.420000 sec): 2 clusters Score: Raw -157348.868167 + Penalty 363.617449 = -156985.250718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.430000 sec): 3 clusters Score: Raw -155672.387604 + Penalty 727.234898 = -154945.152707 nChanged 1272 SP:Iteration 1F (1833.430000 sec): 3 clusters Score: Raw -156315.248863 + Penalty 727.234898 = -155588.013965 nChanged 217 SP:Iteration 2F (1833.430000 sec): 3 clusters Score: Raw -156458.521230 + Penalty 727.234898 = -155731.286333 nChanged 201 SP:Iteration 3F (1833.440000 sec): 3 clusters Score: Raw -156599.097526 + Penalty 727.234898 = -155871.862628 nChanged 196 SP:Iteration 4F (1833.440000 sec): 3 clusters Score: Raw -156753.386425 + Penalty 727.234898 = -156026.151528 nChanged 190 SP:Iteration 5F (1833.440000 sec): 3 clusters Score: Raw -156908.242114 + Penalty 727.234898 = -156181.007216 nChanged 159 SP:Iteration 6F (1833.440000 sec): 3 clusters Score: Raw -157035.679555 + Penalty 727.234898 = -156308.444657 nChanged 138 SP:Iteration 7Q (1833.450000 sec): 3 clusters Score: Raw -157122.167845 + Penalty 727.234898 = -156394.932948 nChanged 95 SP:Iteration 8Q (1833.450000 sec): 3 clusters Score: Raw -157171.801717 + Penalty 727.234898 = -156444.566819 nChanged 61 SP:Iteration 9Q (1833.450000 sec): 3 clusters Score: Raw -157206.144900 + Penalty 727.234898 = -156478.910002 nChanged 63 SP:Iteration 10Q (1833.460000 sec): 3 clusters Score: Raw -157237.047585 + Penalty 727.234898 = -156509.812687 nChanged 42 SP:Iteration 11Q (1833.460000 sec): 3 clusters Score: Raw -157256.866851 + Penalty 727.234898 = -156529.631954 nChanged 48 SP:Iteration 12Q (1833.460000 sec): 3 clusters Score: Raw -157280.108349 + Penalty 727.234898 = -156552.873452 nChanged 38 SP:Iteration 13Q (1833.460000 sec): 3 clusters Score: Raw -157298.787761 + Penalty 727.234898 = -156571.552863 nChanged 40 SP:Iteration 14Q (1833.470000 sec): 3 clusters Score: Raw -157314.007943 + Penalty 727.234898 = -156586.773046 nChanged 28 SP:Iteration 15Q (1833.470000 sec): 3 clusters Score: Raw -157326.695858 + Penalty 727.234898 = -156599.460960 nChanged 29 SP:Iteration 16Q (1833.470000 sec): 3 clusters Score: Raw -157337.144699 + Penalty 727.234898 = -156609.909801 nChanged 27 SP:Iteration 17Q (1833.480000 sec): 3 clusters Score: Raw -157344.533425 + Penalty 727.234898 = -156617.298527 nChanged 20 SP:Iteration 18Q (1833.480000 sec): 3 clusters Score: Raw -157349.477139 + Penalty 727.234898 = -156622.242242 nChanged 15 SP:Iteration 19Q (1833.480000 sec): 3 clusters Score: Raw -157352.745187 + Penalty 727.234898 = -156625.510289 nChanged 10 SP:Iteration 20F (1833.480000 sec): 3 clusters Score: Raw -157354.704603 + Penalty 727.234898 = -156627.469705 nChanged 8 SP:Iteration 21Q (1833.490000 sec): 3 clusters Score: Raw -157355.853689 + Penalty 727.234898 = -156628.618792 nChanged 4 SP:Iteration 22Q (1833.490000 sec): 3 clusters Score: Raw -157356.342535 + Penalty 727.234898 = -156629.107638 nChanged 3 SP:Iteration 23Q (1833.490000 sec): 3 clusters Score: Raw -157356.668668 + Penalty 727.234898 = -156629.433771 nChanged 3 SP:Iteration 24Q (1833.500000 sec): 3 clusters Score: Raw -157357.178642 + Penalty 727.234898 = -156629.943744 nChanged 2 SP:Iteration 25Q (1833.500000 sec): 3 clusters Score: Raw -157357.504658 + Penalty 727.234898 = -156630.269761 nChanged 4 SP:Iteration 26Q (1833.500000 sec): 3 clusters Score: Raw -157357.873775 + Penalty 727.234898 = -156630.638877 nChanged 2 SP:Iteration 27Q (1833.500000 sec): 3 clusters Score: Raw -157358.146003 + Penalty 727.234898 = -156630.911106 nChanged 3 SP:Iteration 28Q (1833.500000 sec): 3 clusters Score: Raw -157358.393599 + Penalty 727.234898 = -156631.158701 nChanged 0 SP:Iteration 29F (1833.510000 sec): 3 clusters Score: Raw -157358.393599 + Penalty 727.234898 = -156631.158701 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.510000 sec): 2 clusters Score: Raw -104208.894575 + Penalty 343.531158 = -103865.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.520000 sec): 3 clusters Score: Raw -103199.040563 + Penalty 687.062316 = -102511.978247 nChanged 789 SP:Iteration 1F (1833.520000 sec): 3 clusters Score: Raw -103643.115215 + Penalty 687.062316 = -102956.052899 nChanged 150 SP:Iteration 2F (1833.520000 sec): 3 clusters Score: Raw -103736.129227 + Penalty 687.062316 = -103049.066911 nChanged 122 SP:Iteration 3F (1833.520000 sec): 3 clusters Score: Raw -103823.163618 + Penalty 687.062316 = -103136.101302 nChanged 117 SP:Iteration 4F (1833.520000 sec): 3 clusters Score: Raw -103932.326442 + Penalty 687.062316 = -103245.264126 nChanged 116 SP:Iteration 5F (1833.520000 sec): 3 clusters Score: Raw -104037.710339 + Penalty 687.062316 = -103350.648023 nChanged 97 SP:Iteration 6F (1833.520000 sec): 3 clusters Score: Raw -104116.123857 + Penalty 687.062316 = -103429.061541 nChanged 78 SP:Iteration 7Q (1833.530000 sec): 3 clusters Score: Raw -104163.617173 + Penalty 687.062316 = -103476.554857 nChanged 46 SP:Iteration 8Q (1833.530000 sec): 3 clusters Score: Raw -104190.186200 + Penalty 687.062316 = -103503.123883 nChanged 34 SP:Iteration 9Q (1833.530000 sec): 3 clusters Score: Raw -104211.920313 + Penalty 687.062316 = -103524.857997 nChanged 32 SP:Iteration 10Q (1833.530000 sec): 3 clusters Score: Raw -104228.030164 + Penalty 687.062316 = -103540.967848 nChanged 14 SP:Iteration 11Q (1833.540000 sec): 3 clusters Score: Raw -104234.362901 + Penalty 687.062316 = -103547.300585 nChanged 13 SP:Iteration 12Q (1833.540000 sec): 3 clusters Score: Raw -104239.795383 + Penalty 687.062316 = -103552.733067 nChanged 7 SP:Iteration 13Q (1833.540000 sec): 3 clusters Score: Raw -104241.475009 + Penalty 687.062316 = -103554.412693 nChanged 5 SP:Iteration 14Q (1833.540000 sec): 3 clusters Score: Raw -104242.413081 + Penalty 687.062316 = -103555.350765 nChanged 3 SP:Iteration 15Q (1833.540000 sec): 3 clusters Score: Raw -104242.840679 + Penalty 687.062316 = -103555.778363 nChanged 3 SP:Iteration 16Q (1833.540000 sec): 3 clusters Score: Raw -104243.562662 + Penalty 687.062316 = -103556.500346 nChanged 4 SP:Iteration 17Q (1833.540000 sec): 3 clusters Score: Raw -104245.138180 + Penalty 687.062316 = -103558.075864 nChanged 8 SP:Iteration 18Q (1833.550000 sec): 3 clusters Score: Raw -104247.622876 + Penalty 687.062316 = -103560.560560 nChanged 4 SP:Iteration 19Q (1833.550000 sec): 3 clusters Score: Raw -104248.517480 + Penalty 687.062316 = -103561.455163 nChanged 3 SP:Iteration 20F (1833.550000 sec): 3 clusters Score: Raw -104249.854513 + Penalty 687.062316 = -103562.792197 nChanged 4 SP:Iteration 21Q (1833.550000 sec): 3 clusters Score: Raw -104251.341214 + Penalty 687.062316 = -103564.278898 nChanged 7 SP:Iteration 22Q (1833.560000 sec): 3 clusters Score: Raw -104255.363928 + Penalty 687.062316 = -103568.301612 nChanged 4 SP:Iteration 23Q (1833.560000 sec): 3 clusters Score: Raw -104257.427557 + Penalty 687.062316 = -103570.365241 nChanged 6 SP:Iteration 24Q (1833.560000 sec): 3 clusters Score: Raw -104260.103128 + Penalty 687.062316 = -103573.040812 nChanged 8 SP:Iteration 25Q (1833.560000 sec): 3 clusters Score: Raw -104265.541660 + Penalty 687.062316 = -103578.479344 nChanged 12 SP:Iteration 26Q (1833.560000 sec): 3 clusters Score: Raw -104269.959077 + Penalty 687.062316 = -103582.896760 nChanged 5 SP:Iteration 27Q (1833.560000 sec): 3 clusters Score: Raw -104272.246278 + Penalty 687.062316 = -103585.183962 nChanged 4 SP:Iteration 28Q (1833.560000 sec): 3 clusters Score: Raw -104274.715636 + Penalty 687.062316 = -103587.653320 nChanged 4 SP:Iteration 29Q (1833.570000 sec): 3 clusters Score: Raw -104276.113013 + Penalty 687.062316 = -103589.050697 nChanged 4 SP:Iteration 30Q (1833.570000 sec): 3 clusters Score: Raw -104278.144331 + Penalty 687.062316 = -103591.082015 nChanged 3 SP:Iteration 31Q (1833.570000 sec): 3 clusters Score: Raw -104279.920501 + Penalty 687.062316 = -103592.858185 nChanged 2 SP:Iteration 32Q (1833.570000 sec): 3 clusters Score: Raw -104280.617081 + Penalty 687.062316 = -103593.554764 nChanged 4 SP:Iteration 33Q (1833.570000 sec): 3 clusters Score: Raw -104281.994197 + Penalty 687.062316 = -103594.931881 nChanged 4 SP:Iteration 34Q (1833.580000 sec): 3 clusters Score: Raw -104283.688643 + Penalty 687.062316 = -103596.626327 nChanged 2 SP:Iteration 35Q (1833.580000 sec): 3 clusters Score: Raw -104284.682747 + Penalty 687.062316 = -103597.620431 nChanged 2 SP:Iteration 36Q (1833.580000 sec): 3 clusters Score: Raw -104284.953992 + Penalty 687.062316 = -103597.891676 nChanged 2 SP:Iteration 37Q (1833.580000 sec): 3 clusters Score: Raw -104285.592987 + Penalty 687.062316 = -103598.530671 nChanged 4 SP:Iteration 38Q (1833.580000 sec): 3 clusters Score: Raw -104286.602375 + Penalty 687.062316 = -103599.540059 nChanged 6 SP:Iteration 39Q (1833.580000 sec): 3 clusters Score: Raw -104288.467547 + Penalty 687.062316 = -103601.405231 nChanged 2 SP:Iteration 40F (1833.580000 sec): 3 clusters Score: Raw -104288.644730 + Penalty 687.062316 = -103601.582414 nChanged 2 SP:Iteration 41Q (1833.590000 sec): 3 clusters Score: Raw -104289.183240 + Penalty 687.062316 = -103602.120924 nChanged 4 SP:Iteration 42Q (1833.590000 sec): 3 clusters Score: Raw -104289.815791 + Penalty 687.062316 = -103602.753475 nChanged 0 SP:Iteration 43F (1833.590000 sec): 3 clusters Score: Raw -104289.815791 + Penalty 687.062316 = -103602.753475 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.590000 sec): 2 clusters Score: Raw -3557.257807 + Penalty 208.616020 = -3348.641787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.590000 sec): 3 clusters Score: Raw -3639.901366 + Penalty 417.232041 = -3222.669326 nChanged 18 SP:Iteration 1F (1833.590000 sec): 3 clusters Score: Raw -3703.813305 + Penalty 417.232041 = -3286.581265 nChanged 7 SP:Iteration 2F (1833.590000 sec): 3 clusters Score: Raw -3734.837618 + Penalty 417.232041 = -3317.605578 nChanged 5 SP:Iteration 3F (1833.590000 sec): 3 clusters Score: Raw -3749.939955 + Penalty 417.232041 = -3332.707915 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.590000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.590000 sec): 3 clusters Score: Raw -10594.573076 + Penalty 471.542303 = -10123.030773 nChanged 47 SP:Iteration 1F (1833.590000 sec): 3 clusters Score: Raw -10654.643307 + Penalty 471.542303 = -10183.101003 nChanged 8 SP:Iteration 2Q (1833.600000 sec): 3 clusters Score: Raw -10671.695656 + Penalty 471.542303 = -10200.153353 nChanged 5 SP:Iteration 3Q (1833.600000 sec): 3 clusters Score: Raw -10679.818778 + Penalty 471.542303 = -10208.276475 nChanged 2 SP:Iteration 4Q (1833.600000 sec): 3 clusters Score: Raw -10681.006162 + Penalty 471.542303 = -10209.463859 nChanged 1 SP:Iteration 5Q (1833.600000 sec): 3 clusters Score: Raw -10681.543019 + Penalty 471.542303 = -10210.000716 nChanged 1 SP:Iteration 6Q (1833.600000 sec): 3 clusters Score: Raw -10681.826587 + Penalty 471.542303 = -10210.284284 nChanged 1 SP:Iteration 7Q (1833.600000 sec): 3 clusters Score: Raw -10682.152376 + Penalty 471.542303 = -10210.610073 nChanged 0 SP:Iteration 8F (1833.600000 sec): 3 clusters Score: Raw -10682.152376 + Penalty 471.542303 = -10210.610073 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.600000 sec): 2 clusters Score: Raw -9090.468375 + Penalty 232.868718 = -8857.599657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.600000 sec): 3 clusters Score: Raw -9054.240997 + Penalty 465.737437 = -8588.503560 nChanged 37 SP:Iteration 1F (1833.600000 sec): 3 clusters Score: Raw -9126.169343 + Penalty 465.737437 = -8660.431907 nChanged 7 SP:Iteration 2Q (1833.600000 sec): 3 clusters Score: Raw -9145.751936 + Penalty 465.737437 = -8680.014499 nChanged 7 SP:Iteration 3Q (1833.600000 sec): 3 clusters Score: Raw -9164.440712 + Penalty 465.737437 = -8698.703275 nChanged 1 SP:Iteration 4Q (1833.600000 sec): 3 clusters Score: Raw -9169.815953 + Penalty 465.737437 = -8704.078516 nChanged 2 SP:Iteration 5Q (1833.600000 sec): 3 clusters Score: Raw -9171.560482 + Penalty 465.737437 = -8705.823045 nChanged 0 SP:Iteration 6F (1833.600000 sec): 3 clusters Score: Raw -9171.560482 + Penalty 465.737437 = -8705.823045 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.600000 sec): 2 clusters Score: Raw -87241.534320 + Penalty 334.884731 = -86906.649590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.600000 sec): 3 clusters Score: Raw -86411.391786 + Penalty 669.769462 = -85741.622325 nChanged 634 SP:Iteration 1F (1833.600000 sec): 3 clusters Score: Raw -86783.286414 + Penalty 669.769462 = -86113.516952 nChanged 102 SP:Iteration 2F (1833.600000 sec): 3 clusters Score: Raw -86842.470595 + Penalty 669.769462 = -86172.701133 nChanged 81 SP:Iteration 3F (1833.610000 sec): 3 clusters Score: Raw -86892.757895 + Penalty 669.769462 = -86222.988433 nChanged 81 SP:Iteration 4F (1833.610000 sec): 3 clusters Score: Raw -86955.360403 + Penalty 669.769462 = -86285.590942 nChanged 76 SP:Iteration 5Q (1833.610000 sec): 3 clusters Score: Raw -86999.524738 + Penalty 669.769462 = -86329.755276 nChanged 53 SP:Iteration 6Q (1833.610000 sec): 3 clusters Score: Raw -87028.966830 + Penalty 669.769462 = -86359.197368 nChanged 49 SP:Iteration 7Q (1833.610000 sec): 3 clusters Score: Raw -87066.542942 + Penalty 669.769462 = -86396.773481 nChanged 54 SP:Iteration 8Q (1833.620000 sec): 3 clusters Score: Raw -87111.790257 + Penalty 669.769462 = -86442.020795 nChanged 45 SP:Iteration 9Q (1833.620000 sec): 3 clusters Score: Raw -87148.260361 + Penalty 669.769462 = -86478.490899 nChanged 45 SP:Iteration 10Q (1833.620000 sec): 3 clusters Score: Raw -87178.274544 + Penalty 669.769462 = -86508.505083 nChanged 31 SP:Iteration 11Q (1833.620000 sec): 3 clusters Score: Raw -87196.523372 + Penalty 669.769462 = -86526.753911 nChanged 27 SP:Iteration 12Q (1833.620000 sec): 3 clusters Score: Raw -87212.021920 + Penalty 669.769462 = -86542.252458 nChanged 20 SP:Iteration 13Q (1833.620000 sec): 3 clusters Score: Raw -87225.154074 + Penalty 669.769462 = -86555.384612 nChanged 20 SP:Iteration 14Q (1833.620000 sec): 3 clusters Score: Raw -87238.015049 + Penalty 669.769462 = -86568.245587 nChanged 20 SP:Iteration 15Q (1833.620000 sec): 3 clusters Score: Raw -87249.283386 + Penalty 669.769462 = -86579.513925 nChanged 13 SP:Iteration 16Q (1833.630000 sec): 3 clusters Score: Raw -87260.376947 + Penalty 669.769462 = -86590.607486 nChanged 10 SP:Iteration 17Q (1833.630000 sec): 3 clusters Score: Raw -87274.016501 + Penalty 669.769462 = -86604.247040 nChanged 7 SP:Iteration 18Q (1833.630000 sec): 3 clusters Score: Raw -87284.013289 + Penalty 669.769462 = -86614.243828 nChanged 9 SP:Iteration 19Q (1833.630000 sec): 3 clusters Score: Raw -87297.927931 + Penalty 669.769462 = -86628.158469 nChanged 8 SP:Iteration 20F (1833.630000 sec): 3 clusters Score: Raw -87304.256963 + Penalty 669.769462 = -86634.487501 nChanged 4 SP:Iteration 21Q (1833.630000 sec): 3 clusters Score: Raw -87306.060575 + Penalty 669.769462 = -86636.291114 nChanged 6 SP:Iteration 22Q (1833.640000 sec): 3 clusters Score: Raw -87308.291584 + Penalty 669.769462 = -86638.522123 nChanged 3 SP:Iteration 23Q (1833.640000 sec): 3 clusters Score: Raw -87312.128493 + Penalty 669.769462 = -86642.359032 nChanged 7 SP:Iteration 24Q (1833.640000 sec): 3 clusters Score: Raw -87317.601213 + Penalty 669.769462 = -86647.831752 nChanged 6 SP:Iteration 25Q (1833.640000 sec): 3 clusters Score: Raw -87319.571975 + Penalty 669.769462 = -86649.802514 nChanged 6 SP:Iteration 26Q (1833.640000 sec): 3 clusters Score: Raw -87321.644356 + Penalty 669.769462 = -86651.874894 nChanged 0 SP:Iteration 27F (1833.640000 sec): 3 clusters Score: Raw -87321.644356 + Penalty 669.769462 = -86651.874894 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.840000 sec): 2 clusters Score: Raw -6498707.000736 + Penalty 528.685171 = -6498178.315565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.980000 sec): 3 clusters Score: Raw -6424437.008386 + Penalty 1057.370341 = -6423379.638045 nChanged 54133 SP:Iteration 1F (1834.110000 sec): 3 clusters Score: Raw -6460646.003499 + Penalty 1057.370341 = -6459588.633158 nChanged 6686 SP:Iteration 2F (1834.240000 sec): 3 clusters Score: Raw -6464059.328205 + Penalty 1057.370341 = -6463001.957863 nChanged 7394 SP:Iteration 3F (1834.380000 sec): 3 clusters Score: Raw -6468827.528410 + Penalty 1057.370341 = -6467770.158069 nChanged 8021 SP:Iteration 4F (1834.520000 sec): 3 clusters Score: Raw -6475339.625691 + Penalty 1057.370341 = -6474282.255350 nChanged 7751 SP:Iteration 5F (1834.650000 sec): 3 clusters Score: Raw -6482453.156220 + Penalty 1057.370341 = -6481395.785879 nChanged 6322 SP:Iteration 6F (1834.790000 sec): 3 clusters Score: Raw -6488319.303592 + Penalty 1057.370341 = -6487261.933251 nChanged 4572 SP:Iteration 7Q (1834.930000 sec): 3 clusters Score: Raw -6492452.846082 + Penalty 1057.370341 = -6491395.475741 nChanged 3057 SP:Iteration 8Q (1835.060000 sec): 3 clusters Score: Raw -6495059.753070 + Penalty 1057.370341 = -6494002.382729 nChanged 1876 SP:Iteration 9Q (1835.190000 sec): 3 clusters Score: Raw -6496486.066169 + Penalty 1057.370341 = -6495428.695827 nChanged 1214 SP:Iteration 10Q (1835.310000 sec): 3 clusters Score: Raw -6497339.943584 + Penalty 1057.370341 = -6496282.573243 nChanged 795 SP:Iteration 11Q (1835.420000 sec): 3 clusters Score: Raw -6497878.924150 + Penalty 1057.370341 = -6496821.553809 nChanged 531 SP:Iteration 12Q (1835.540000 sec): 3 clusters Score: Raw -6498233.370886 + Penalty 1057.370341 = -6497176.000545 nChanged 355 SP:Iteration 13Q (1835.650000 sec): 3 clusters Score: Raw -6498465.532457 + Penalty 1057.370341 = -6497408.162116 nChanged 239 SP:Iteration 14Q (1835.760000 sec): 3 clusters Score: Raw -6498607.665088 + Penalty 1057.370341 = -6497550.294747 nChanged 168 SP:Iteration 15Q (1835.870000 sec): 3 clusters Score: Raw -6498699.009287 + Penalty 1057.370341 = -6497641.638946 nChanged 109 SP:Iteration 16Q (1835.980000 sec): 3 clusters Score: Raw -6498750.691244 + Penalty 1057.370341 = -6497693.320903 nChanged 75 SP:Iteration 17Q (1836.080000 sec): 3 clusters Score: Raw -6498781.388729 + Penalty 1057.370341 = -6497724.018388 nChanged 56 SP:Iteration 18Q (1836.190000 sec): 3 clusters Score: Raw -6498810.075712 + Penalty 1057.370341 = -6497752.705370 nChanged 51 SP:Iteration 19Q (1836.300000 sec): 3 clusters Score: Raw -6498834.752668 + Penalty 1057.370341 = -6497777.382327 nChanged 52 SP:Iteration 20F (1836.430000 sec): 3 clusters Score: Raw -6498856.695434 + Penalty 1057.370341 = -6497799.325093 nChanged 45 SP:Iteration 21Q (1836.540000 sec): 3 clusters Score: Raw -6498875.805396 + Penalty 1057.370341 = -6497818.435055 nChanged 32 SP:Iteration 22Q (1836.650000 sec): 3 clusters Score: Raw -6498887.909958 + Penalty 1057.370341 = -6497830.539617 nChanged 32 SP:Iteration 23Q (1836.760000 sec): 3 clusters Score: Raw -6498899.904342 + Penalty 1057.370341 = -6497842.534001 nChanged 24 SP:Iteration 24Q (1836.880000 sec): 3 clusters Score: Raw -6498909.283698 + Penalty 1057.370341 = -6497851.913357 nChanged 23 SP:Iteration 25Q (1837.000000 sec): 3 clusters Score: Raw -6498916.810435 + Penalty 1057.370341 = -6497859.440094 nChanged 24 SP:Iteration 26Q (1837.110000 sec): 3 clusters Score: Raw -6498923.702166 + Penalty 1057.370341 = -6497866.331825 nChanged 13 SP:Iteration 27Q (1837.220000 sec): 3 clusters Score: Raw -6498927.480293 + Penalty 1057.370341 = -6497870.109951 nChanged 12 SP:Iteration 28Q (1837.330000 sec): 3 clusters Score: Raw -6498929.307161 + Penalty 1057.370341 = -6497871.936820 nChanged 3 SP:Iteration 29Q (1837.440000 sec): 3 clusters Score: Raw -6498930.131090 + Penalty 1057.370341 = -6497872.760748 nChanged 7 SP:Iteration 30Q (1837.550000 sec): 3 clusters Score: Raw -6498931.643904 + Penalty 1057.370341 = -6497874.273563 nChanged 8 SP:Iteration 31Q (1837.660000 sec): 3 clusters Score: Raw -6498932.870905 + Penalty 1057.370341 = -6497875.500564 nChanged 6 SP:Iteration 32Q (1837.780000 sec): 3 clusters Score: Raw -6498934.662407 + Penalty 1057.370341 = -6497877.292066 nChanged 10 SP:Iteration 33Q (1837.890000 sec): 3 clusters Score: Raw -6498938.375562 + Penalty 1057.370341 = -6497881.005220 nChanged 10 SP:Iteration 34Q (1838.000000 sec): 3 clusters Score: Raw -6498940.559714 + Penalty 1057.370341 = -6497883.189372 nChanged 7 SP:Iteration 35Q (1838.120000 sec): 3 clusters Score: Raw -6498941.697179 + Penalty 1057.370341 = -6497884.326837 nChanged 5 SP:Iteration 36Q (1838.230000 sec): 3 clusters Score: Raw -6498942.884715 + Penalty 1057.370341 = -6497885.514374 nChanged 1 SP:Iteration 37Q (1838.340000 sec): 3 clusters Score: Raw -6498943.080869 + Penalty 1057.370341 = -6497885.710528 nChanged 2 SP:Iteration 38Q (1838.460000 sec): 3 clusters Score: Raw -6498944.061482 + Penalty 1057.370341 = -6497886.691141 nChanged 5 SP:Iteration 39Q (1838.570000 sec): 3 clusters Score: Raw -6498945.956086 + Penalty 1057.370341 = -6497888.585745 nChanged 9 SP:Iteration 40F (1838.700000 sec): 3 clusters Score: Raw -6498948.309828 + Penalty 1057.370341 = -6497890.939487 nChanged 6 SP:Iteration 41Q (1838.820000 sec): 3 clusters Score: Raw -6498949.224448 + Penalty 1057.370341 = -6497891.854107 nChanged 5 SP:Iteration 42Q (1838.930000 sec): 3 clusters Score: Raw -6498949.753118 + Penalty 1057.370341 = -6497892.382777 nChanged 0 SP:Iteration 43F (1839.060000 sec): 3 clusters Score: Raw -6498949.753118 + Penalty 1057.370341 = -6497892.382777 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.120000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.120000 sec): 3 clusters Score: Raw -12247.003394 + Penalty 489.989051 = -11757.014344 nChanged 72 SP:Iteration 1F (1839.120000 sec): 3 clusters Score: Raw -12314.477678 + Penalty 489.989051 = -11824.488627 nChanged 18 SP:Iteration 2F (1839.120000 sec): 3 clusters Score: Raw -12330.110586 + Penalty 489.989051 = -11840.121536 nChanged 6 SP:Iteration 3Q (1839.120000 sec): 3 clusters Score: Raw -12334.236776 + Penalty 489.989051 = -11844.247725 nChanged 2 SP:Iteration 4Q (1839.120000 sec): 3 clusters Score: Raw -12335.384195 + Penalty 489.989051 = -11845.395144 nChanged 0 SP:Iteration 5F (1839.120000 sec): 3 clusters Score: Raw -12335.384195 + Penalty 489.989051 = -11845.395144 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.120000 sec): 2 clusters Score: Raw -147024.443986 + Penalty 358.524981 = -146665.919005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.130000 sec): 3 clusters Score: Raw -145541.755995 + Penalty 717.049962 = -144824.706033 nChanged 1143 SP:Iteration 1F (1839.130000 sec): 3 clusters Score: Raw -146147.838772 + Penalty 717.049962 = -145430.788809 nChanged 171 SP:Iteration 2F (1839.130000 sec): 3 clusters Score: Raw -146222.661603 + Penalty 717.049962 = -145505.611641 nChanged 151 SP:Iteration 3F (1839.140000 sec): 3 clusters Score: Raw -146286.833495 + Penalty 717.049962 = -145569.783532 nChanged 141 SP:Iteration 4F (1839.140000 sec): 3 clusters Score: Raw -146337.670671 + Penalty 717.049962 = -145620.620709 nChanged 96 SP:Iteration 5Q (1839.140000 sec): 3 clusters Score: Raw -146374.441938 + Penalty 717.049962 = -145657.391976 nChanged 102 SP:Iteration 6Q (1839.140000 sec): 3 clusters Score: Raw -146414.165691 + Penalty 717.049962 = -145697.115729 nChanged 90 SP:Iteration 7Q (1839.150000 sec): 3 clusters Score: Raw -146443.570724 + Penalty 717.049962 = -145726.520762 nChanged 79 SP:Iteration 8Q (1839.150000 sec): 3 clusters Score: Raw -146471.447781 + Penalty 717.049962 = -145754.397818 nChanged 82 SP:Iteration 9Q (1839.150000 sec): 3 clusters Score: Raw -146506.394916 + Penalty 717.049962 = -145789.344954 nChanged 88 SP:Iteration 10Q (1839.160000 sec): 3 clusters Score: Raw -146545.025686 + Penalty 717.049962 = -145827.975723 nChanged 90 SP:Iteration 11Q (1839.160000 sec): 3 clusters Score: Raw -146593.806648 + Penalty 717.049962 = -145876.756686 nChanged 105 SP:Iteration 12Q (1839.160000 sec): 3 clusters Score: Raw -146660.919795 + Penalty 717.049962 = -145943.869833 nChanged 108 SP:Iteration 13Q (1839.160000 sec): 3 clusters Score: Raw -146738.251973 + Penalty 717.049962 = -146021.202011 nChanged 98 SP:Iteration 14Q (1839.160000 sec): 3 clusters Score: Raw -146810.947221 + Penalty 717.049962 = -146093.897259 nChanged 75 SP:Iteration 15Q (1839.170000 sec): 3 clusters Score: Raw -146873.554945 + Penalty 717.049962 = -146156.504983 nChanged 61 SP:Iteration 16Q (1839.170000 sec): 3 clusters Score: Raw -146928.168406 + Penalty 717.049962 = -146211.118444 nChanged 59 SP:Iteration 17Q (1839.170000 sec): 3 clusters Score: Raw -146978.793627 + Penalty 717.049962 = -146261.743664 nChanged 30 SP:Iteration 18Q (1839.180000 sec): 3 clusters Score: Raw -147004.144856 + Penalty 717.049962 = -146287.094894 nChanged 25 SP:Iteration 19Q (1839.180000 sec): 3 clusters Score: Raw -147033.678678 + Penalty 717.049962 = -146316.628716 nChanged 12 SP:Iteration 20F (1839.180000 sec): 3 clusters Score: Raw -147045.858766 + Penalty 717.049962 = -146328.808804 nChanged 5 SP:Iteration 21Q (1839.180000 sec): 3 clusters Score: Raw -147052.233912 + Penalty 717.049962 = -146335.183950 nChanged 6 SP:Iteration 22Q (1839.180000 sec): 3 clusters Score: Raw -147060.666239 + Penalty 717.049962 = -146343.616277 nChanged 8 SP:Iteration 23Q (1839.190000 sec): 3 clusters Score: Raw -147071.050327 + Penalty 717.049962 = -146354.000364 nChanged 4 SP:Iteration 24Q (1839.190000 sec): 3 clusters Score: Raw -147072.556242 + Penalty 717.049962 = -146355.506279 nChanged 0 SP:Iteration 25F (1839.190000 sec): 3 clusters Score: Raw -147072.556242 + Penalty 717.049962 = -146355.506279 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.200000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.200000 sec): 3 clusters Score: Raw -10435.343791 + Penalty 474.559154 = -9960.784637 nChanged 50 SP:Iteration 1F (1839.200000 sec): 3 clusters Score: Raw -10522.705151 + Penalty 474.559154 = -10048.145997 nChanged 19 SP:Iteration 2F (1839.200000 sec): 3 clusters Score: Raw -10558.658296 + Penalty 474.559154 = -10084.099142 nChanged 8 SP:Iteration 3Q (1839.200000 sec): 3 clusters Score: Raw -10575.256414 + Penalty 474.559154 = -10100.697260 nChanged 3 SP:Iteration 4Q (1839.200000 sec): 3 clusters Score: Raw -10578.623421 + Penalty 474.559154 = -10104.064267 nChanged 2 SP:Iteration 5Q (1839.200000 sec): 3 clusters Score: Raw -10587.073496 + Penalty 474.559154 = -10112.514342 nChanged 3 SP:Iteration 6Q (1839.200000 sec): 3 clusters Score: Raw -10604.930606 + Penalty 474.559154 = -10130.371452 nChanged 2 SP:Iteration 7Q (1839.200000 sec): 3 clusters Score: Raw -10609.606787 + Penalty 474.559154 = -10135.047633 nChanged 2 SP:Iteration 8Q (1839.200000 sec): 3 clusters Score: Raw -10612.906048 + Penalty 474.559154 = -10138.346894 nChanged 2 SP:Iteration 9Q (1839.200000 sec): 3 clusters Score: Raw -10613.943607 + Penalty 474.559154 = -10139.384453 nChanged 2 SP:Iteration 10Q (1839.200000 sec): 3 clusters Score: Raw -10617.081128 + Penalty 474.559154 = -10142.521974 nChanged 1 SP:Iteration 11Q (1839.200000 sec): 3 clusters Score: Raw -10618.398269 + Penalty 474.559154 = -10143.839116 nChanged 2 SP:Iteration 12Q (1839.200000 sec): 3 clusters Score: Raw -10623.384993 + Penalty 474.559154 = -10148.825839 nChanged 2 SP:Iteration 13Q (1839.200000 sec): 3 clusters Score: Raw -10626.471845 + Penalty 474.559154 = -10151.912691 nChanged 1 SP:Iteration 14Q (1839.200000 sec): 3 clusters Score: Raw -10628.769441 + Penalty 474.559154 = -10154.210287 nChanged 0 SP:Iteration 15F (1839.200000 sec): 3 clusters Score: Raw -10628.769441 + Penalty 474.559154 = -10154.210287 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.200000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.200000 sec): 3 clusters Score: Raw -5738.861555 + Penalty 427.743713 = -5311.117842 nChanged 23 SP:Iteration 1F (1839.200000 sec): 3 clusters Score: Raw -5767.481981 + Penalty 427.743713 = -5339.738268 nChanged 4 SP:Iteration 2Q (1839.200000 sec): 3 clusters Score: Raw -5778.963105 + Penalty 427.743713 = -5351.219392 nChanged 3 SP:Iteration 3Q (1839.200000 sec): 3 clusters Score: Raw -5785.460533 + Penalty 427.743713 = -5357.716819 nChanged 2 SP:Iteration 4Q (1839.200000 sec): 3 clusters Score: Raw -5791.599704 + Penalty 427.743713 = -5363.855991 nChanged 4 SP:Iteration 5Q (1839.200000 sec): 3 clusters Score: Raw -5798.522340 + Penalty 427.743713 = -5370.778626 nChanged 2 SP:Iteration 6Q (1839.200000 sec): 3 clusters Score: Raw -5800.686265 + Penalty 427.743713 = -5372.942551 nChanged 0 SP:Iteration 7F (1839.200000 sec): 3 clusters Score: Raw -5800.686265 + Penalty 427.743713 = -5372.942551 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.200000 sec): 2 clusters Score: Raw -28621.503073 + Penalty 283.036853 = -28338.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.200000 sec): 3 clusters Score: Raw -28401.825200 + Penalty 566.073705 = -27835.751494 nChanged 185 SP:Iteration 1F (1839.200000 sec): 3 clusters Score: Raw -28564.526102 + Penalty 566.073705 = -27998.452396 nChanged 52 SP:Iteration 2F (1839.200000 sec): 3 clusters Score: Raw -28618.387508 + Penalty 566.073705 = -28052.313802 nChanged 27 SP:Iteration 3F (1839.200000 sec): 3 clusters Score: Raw -28638.939354 + Penalty 566.073705 = -28072.865649 nChanged 15 SP:Iteration 4Q (1839.200000 sec): 3 clusters Score: Raw -28649.926545 + Penalty 566.073705 = -28083.852840 nChanged 10 SP:Iteration 5Q (1839.200000 sec): 3 clusters Score: Raw -28663.143167 + Penalty 566.073705 = -28097.069461 nChanged 7 SP:Iteration 6Q (1839.200000 sec): 3 clusters Score: Raw -28667.994384 + Penalty 566.073705 = -28101.920678 nChanged 8 SP:Iteration 7Q (1839.200000 sec): 3 clusters Score: Raw -28684.723023 + Penalty 566.073705 = -28118.649318 nChanged 12 SP:Iteration 8Q (1839.210000 sec): 3 clusters Score: Raw -28700.203357 + Penalty 566.073705 = -28134.129652 nChanged 8 SP:Iteration 9Q (1839.210000 sec): 3 clusters Score: Raw -28706.788654 + Penalty 566.073705 = -28140.714948 nChanged 2 SP:Iteration 10Q (1839.210000 sec): 3 clusters Score: Raw -28708.328348 + Penalty 566.073705 = -28142.254642 nChanged 4 SP:Iteration 11Q (1839.210000 sec): 3 clusters Score: Raw -28711.944940 + Penalty 566.073705 = -28145.871235 nChanged 2 SP:Iteration 12Q (1839.210000 sec): 3 clusters Score: Raw -28715.288505 + Penalty 566.073705 = -28149.214800 nChanged 4 SP:Iteration 13Q (1839.210000 sec): 3 clusters Score: Raw -28717.991199 + Penalty 566.073705 = -28151.917494 nChanged 3 SP:Iteration 14Q (1839.210000 sec): 3 clusters Score: Raw -28719.327064 + Penalty 566.073705 = -28153.253359 nChanged 2 SP:Iteration 15Q (1839.210000 sec): 3 clusters Score: Raw -28720.862488 + Penalty 566.073705 = -28154.788783 nChanged 4 SP:Iteration 16Q (1839.210000 sec): 3 clusters Score: Raw -28724.086735 + Penalty 566.073705 = -28158.013030 nChanged 2 SP:Iteration 17Q (1839.210000 sec): 3 clusters Score: Raw -28726.186403 + Penalty 566.073705 = -28160.112697 nChanged 3 SP:Iteration 18Q (1839.210000 sec): 3 clusters Score: Raw -28728.516737 + Penalty 566.073705 = -28162.443032 nChanged 2 SP:Iteration 19Q (1839.210000 sec): 3 clusters Score: Raw -28729.314659 + Penalty 566.073705 = -28163.240953 nChanged 1 SP:Iteration 20F (1839.210000 sec): 3 clusters Score: Raw -28729.943555 + Penalty 566.073705 = -28163.869850 nChanged 1 SP:Iteration 21Q (1839.210000 sec): 3 clusters Score: Raw -28730.497485 + Penalty 566.073705 = -28164.423780 nChanged 1 SP:Iteration 22Q (1839.210000 sec): 3 clusters Score: Raw -28731.071539 + Penalty 566.073705 = -28164.997833 nChanged 3 SP:Iteration 23Q (1839.210000 sec): 3 clusters Score: Raw -28732.729016 + Penalty 566.073705 = -28166.655310 nChanged 2 SP:Iteration 24Q (1839.220000 sec): 3 clusters Score: Raw -28733.657754 + Penalty 566.073705 = -28167.584048 nChanged 1 SP:Iteration 25Q (1839.220000 sec): 3 clusters Score: Raw -28734.137694 + Penalty 566.073705 = -28168.063989 nChanged 1 SP:Iteration 26Q (1839.220000 sec): 3 clusters Score: Raw -28734.625892 + Penalty 566.073705 = -28168.552186 nChanged 0 SP:Iteration 27F (1839.220000 sec): 3 clusters Score: Raw -28734.625892 + Penalty 566.073705 = -28168.552186 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.220000 sec): 2 clusters Score: Raw -27194.237355 + Penalty 284.723875 = -26909.513480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.220000 sec): 3 clusters Score: Raw -27032.452000 + Penalty 569.447750 = -26463.004249 nChanged 186 SP:Iteration 1F (1839.220000 sec): 3 clusters Score: Raw -27274.067667 + Penalty 569.447750 = -26704.619916 nChanged 59 SP:Iteration 2F (1839.220000 sec): 3 clusters Score: Raw -27363.592287 + Penalty 569.447750 = -26794.144537 nChanged 37 SP:Iteration 3F (1839.220000 sec): 3 clusters Score: Raw -27430.639002 + Penalty 569.447750 = -26861.191252 nChanged 18 SP:Iteration 4Q (1839.220000 sec): 3 clusters Score: Raw -27475.436008 + Penalty 569.447750 = -26905.988257 nChanged 16 SP:Iteration 5Q (1839.220000 sec): 3 clusters Score: Raw -27495.594415 + Penalty 569.447750 = -26926.146664 nChanged 10 SP:Iteration 6Q (1839.220000 sec): 3 clusters Score: Raw -27515.402485 + Penalty 569.447750 = -26945.954734 nChanged 4 SP:Iteration 7Q (1839.220000 sec): 3 clusters Score: Raw -27518.457624 + Penalty 569.447750 = -26949.009873 nChanged 1 SP:Iteration 8Q (1839.220000 sec): 3 clusters Score: Raw -27519.432382 + Penalty 569.447750 = -26949.984632 nChanged 0 SP:Iteration 9F (1839.220000 sec): 3 clusters Score: Raw -27519.432382 + Penalty 569.447750 = -26949.984632 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.220000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.220000 sec): 3 clusters Score: Raw -2651.179649 + Penalty 364.667320 = -2286.512329 nChanged 7 SP:Iteration 1F (1839.220000 sec): 3 clusters Score: Raw -2681.314154 + Penalty 364.667320 = -2316.646835 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.220000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.220000 sec): 3 clusters Score: Raw -9328.332155 + Penalty 460.118368 = -8868.213787 nChanged 44 SP:Iteration 1F (1839.220000 sec): 3 clusters Score: Raw -9380.847104 + Penalty 460.118368 = -8920.728736 nChanged 4 SP:Iteration 2Q (1839.230000 sec): 3 clusters Score: Raw -9388.781726 + Penalty 460.118368 = -8928.663358 nChanged 0 SP:Iteration 3F (1839.230000 sec): 3 clusters Score: Raw -9388.781726 + Penalty 460.118368 = -8928.663358 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.230000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.230000 sec): 3 clusters Score: Raw -19345.336569 + Penalty 526.328092 = -18819.008477 nChanged 111 SP:Iteration 1F (1839.230000 sec): 3 clusters Score: Raw -19432.040720 + Penalty 526.328092 = -18905.712628 nChanged 26 SP:Iteration 2F (1839.230000 sec): 3 clusters Score: Raw -19464.472048 + Penalty 526.328092 = -18938.143956 nChanged 19 SP:Iteration 3F (1839.230000 sec): 3 clusters Score: Raw -19478.064296 + Penalty 526.328092 = -18951.736205 nChanged 12 SP:Iteration 4Q (1839.230000 sec): 3 clusters Score: Raw -19488.891116 + Penalty 526.328092 = -18962.563024 nChanged 12 SP:Iteration 5Q (1839.230000 sec): 3 clusters Score: Raw -19495.905116 + Penalty 526.328092 = -18969.577024 nChanged 6 SP:Iteration 6Q (1839.230000 sec): 3 clusters Score: Raw -19499.924037 + Penalty 526.328092 = -18973.595945 nChanged 3 SP:Iteration 7Q (1839.230000 sec): 3 clusters Score: Raw -19502.456357 + Penalty 526.328092 = -18976.128265 nChanged 1 SP:Iteration 8Q (1839.230000 sec): 3 clusters Score: Raw -19502.813532 + Penalty 526.328092 = -18976.485441 nChanged 0 SP:Iteration 9F (1839.230000 sec): 3 clusters Score: Raw -19502.813532 + Penalty 526.328092 = -18976.485441 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.230000 sec): 2 clusters Score: Raw -5325.393846 + Penalty 214.283624 = -5111.110222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.230000 sec): 3 clusters Score: Raw -5327.128832 + Penalty 428.567248 = -4898.561584 nChanged 14 SP:Iteration 1F (1839.230000 sec): 3 clusters Score: Raw -5364.047310 + Penalty 428.567248 = -4935.480062 nChanged 6 SP:Iteration 2F (1839.230000 sec): 3 clusters Score: Raw -5378.078119 + Penalty 428.567248 = -4949.510871 nChanged 1 SP:Iteration 3Q (1839.230000 sec): 3 clusters Score: Raw -5378.655641 + Penalty 428.567248 = -4950.088393 nChanged 0 SP:Iteration 4F (1839.230000 sec): 3 clusters Score: Raw -5378.655641 + Penalty 428.567248 = -4950.088393 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.230000 sec): 2 clusters Score: Raw -13633.979064 + Penalty 249.746667 = -13384.232397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.230000 sec): 3 clusters Score: Raw -13564.043423 + Penalty 499.493333 = -13064.550090 nChanged 71 SP:Iteration 1F (1839.240000 sec): 3 clusters Score: Raw -13636.488698 + Penalty 499.493333 = -13136.995365 nChanged 18 SP:Iteration 2F (1839.240000 sec): 3 clusters Score: Raw -13658.963424 + Penalty 499.493333 = -13159.470091 nChanged 5 SP:Iteration 3Q (1839.240000 sec): 3 clusters Score: Raw -13664.778094 + Penalty 499.493333 = -13165.284761 nChanged 6 SP:Iteration 4Q (1839.240000 sec): 3 clusters Score: Raw -13673.161269 + Penalty 499.493333 = -13173.667936 nChanged 3 SP:Iteration 5Q (1839.240000 sec): 3 clusters Score: Raw -13678.934629 + Penalty 499.493333 = -13179.441296 nChanged 5 SP:Iteration 6Q (1839.240000 sec): 3 clusters Score: Raw -13685.282010 + Penalty 499.493333 = -13185.788677 nChanged 3 SP:Iteration 7Q (1839.240000 sec): 3 clusters Score: Raw -13688.598030 + Penalty 499.493333 = -13189.104696 nChanged 1 SP:Iteration 8Q (1839.240000 sec): 3 clusters Score: Raw -13691.863892 + Penalty 499.493333 = -13192.370559 nChanged 1 SP:Iteration 9Q (1839.240000 sec): 3 clusters Score: Raw -13693.808036 + Penalty 499.493333 = -13194.314703 nChanged 1 SP:Iteration 10Q (1839.240000 sec): 3 clusters Score: Raw -13694.768591 + Penalty 499.493333 = -13195.275258 nChanged 2 SP:Iteration 11Q (1839.240000 sec): 3 clusters Score: Raw -13696.920012 + Penalty 499.493333 = -13197.426679 nChanged 2 SP:Iteration 12Q (1839.240000 sec): 3 clusters Score: Raw -13699.823942 + Penalty 499.493333 = -13200.330609 nChanged 2 SP:Iteration 13Q (1839.240000 sec): 3 clusters Score: Raw -13702.172838 + Penalty 499.493333 = -13202.679505 nChanged 1 SP:Iteration 14Q (1839.240000 sec): 3 clusters Score: Raw -13704.560551 + Penalty 499.493333 = -13205.067218 nChanged 1 SP:Iteration 15Q (1839.240000 sec): 3 clusters Score: Raw -13706.760336 + Penalty 499.493333 = -13207.267003 nChanged 1 SP:Iteration 16Q (1839.240000 sec): 3 clusters Score: Raw -13710.232495 + Penalty 499.493333 = -13210.739162 nChanged 1 SP:Iteration 17Q (1839.240000 sec): 3 clusters Score: Raw -13710.961020 + Penalty 499.493333 = -13211.467687 nChanged 1 SP:Iteration 18Q (1839.240000 sec): 3 clusters Score: Raw -13711.484927 + Penalty 499.493333 = -13211.991594 nChanged 2 SP:Iteration 19Q (1839.240000 sec): 3 clusters Score: Raw -13713.669823 + Penalty 499.493333 = -13214.176490 nChanged 1 SP:Iteration 20F (1839.240000 sec): 3 clusters Score: Raw -13714.573474 + Penalty 499.493333 = -13215.080141 nChanged 2 SP:Iteration 21Q (1839.240000 sec): 3 clusters Score: Raw -13719.659614 + Penalty 499.493333 = -13220.166281 nChanged 4 SP:Iteration 22Q (1839.240000 sec): 3 clusters Score: Raw -13726.466761 + Penalty 499.493333 = -13226.973428 nChanged 3 SP:Iteration 23Q (1839.240000 sec): 3 clusters Score: Raw -13728.989300 + Penalty 499.493333 = -13229.495967 nChanged 3 SP:Iteration 24Q (1839.240000 sec): 3 clusters Score: Raw -13740.132210 + Penalty 499.493333 = -13240.638877 nChanged 1 SP:Iteration 25Q (1839.240000 sec): 3 clusters Score: Raw -13742.086138 + Penalty 499.493333 = -13242.592805 nChanged 1 SP:Iteration 26Q (1839.240000 sec): 3 clusters Score: Raw -13743.215587 + Penalty 499.493333 = -13243.722254 nChanged 0 SP:Iteration 27F (1839.240000 sec): 3 clusters Score: Raw -13743.215587 + Penalty 499.493333 = -13243.722254 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.240000 sec): 2 clusters Score: Raw -39110.681179 + Penalty 301.455353 = -38809.225827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.240000 sec): 3 clusters Score: Raw -38758.231475 + Penalty 602.910705 = -38155.320769 nChanged 280 SP:Iteration 1F (1839.240000 sec): 3 clusters Score: Raw -38946.772970 + Penalty 602.910705 = -38343.862264 nChanged 80 SP:Iteration 2F (1839.240000 sec): 3 clusters Score: Raw -39001.259907 + Penalty 602.910705 = -38398.349201 nChanged 53 SP:Iteration 3F (1839.250000 sec): 3 clusters Score: Raw -39044.709322 + Penalty 602.910705 = -38441.798617 nChanged 38 SP:Iteration 4F (1839.250000 sec): 3 clusters Score: Raw -39073.976927 + Penalty 602.910705 = -38471.066222 nChanged 29 SP:Iteration 5Q (1839.250000 sec): 3 clusters Score: Raw -39093.633259 + Penalty 602.910705 = -38490.722553 nChanged 25 SP:Iteration 6Q (1839.250000 sec): 3 clusters Score: Raw -39107.397622 + Penalty 602.910705 = -38504.486917 nChanged 20 SP:Iteration 7Q (1839.250000 sec): 3 clusters Score: Raw -39115.731056 + Penalty 602.910705 = -38512.820350 nChanged 10 SP:Iteration 8Q (1839.250000 sec): 3 clusters Score: Raw -39122.359433 + Penalty 602.910705 = -38519.448727 nChanged 9 SP:Iteration 9Q (1839.250000 sec): 3 clusters Score: Raw -39127.814211 + Penalty 602.910705 = -38524.903506 nChanged 11 SP:Iteration 10Q (1839.250000 sec): 3 clusters Score: Raw -39136.314056 + Penalty 602.910705 = -38533.403351 nChanged 9 SP:Iteration 11Q (1839.250000 sec): 3 clusters Score: Raw -39143.946735 + Penalty 602.910705 = -38541.036030 nChanged 12 SP:Iteration 12Q (1839.250000 sec): 3 clusters Score: Raw -39152.311127 + Penalty 602.910705 = -38549.400421 nChanged 12 SP:Iteration 13Q (1839.250000 sec): 3 clusters Score: Raw -39159.697754 + Penalty 602.910705 = -38556.787049 nChanged 11 SP:Iteration 14Q (1839.260000 sec): 3 clusters Score: Raw -39166.317272 + Penalty 602.910705 = -38563.406566 nChanged 12 SP:Iteration 15Q (1839.260000 sec): 3 clusters Score: Raw -39173.994316 + Penalty 602.910705 = -38571.083611 nChanged 6 SP:Iteration 16Q (1839.260000 sec): 3 clusters Score: Raw -39177.040734 + Penalty 602.910705 = -38574.130028 nChanged 5 SP:Iteration 17Q (1839.260000 sec): 3 clusters Score: Raw -39180.212383 + Penalty 602.910705 = -38577.301677 nChanged 9 SP:Iteration 18Q (1839.260000 sec): 3 clusters Score: Raw -39185.500190 + Penalty 602.910705 = -38582.589485 nChanged 7 SP:Iteration 19Q (1839.260000 sec): 3 clusters Score: Raw -39188.453763 + Penalty 602.910705 = -38585.543057 nChanged 3 SP:Iteration 20F (1839.260000 sec): 3 clusters Score: Raw -39189.168066 + Penalty 602.910705 = -38586.257361 nChanged 2 SP:Iteration 21Q (1839.260000 sec): 3 clusters Score: Raw -39190.361370 + Penalty 602.910705 = -38587.450664 nChanged 2 SP:Iteration 22Q (1839.260000 sec): 3 clusters Score: Raw -39191.888360 + Penalty 602.910705 = -38588.977654 nChanged 2 SP:Iteration 23Q (1839.260000 sec): 3 clusters Score: Raw -39192.811212 + Penalty 602.910705 = -38589.900507 nChanged 1 SP:Iteration 24Q (1839.260000 sec): 3 clusters Score: Raw -39193.423087 + Penalty 602.910705 = -38590.512381 nChanged 1 SP:Iteration 25Q (1839.260000 sec): 3 clusters Score: Raw -39193.632506 + Penalty 602.910705 = -38590.721800 nChanged 1 SP:Iteration 26Q (1839.260000 sec): 3 clusters Score: Raw -39193.804415 + Penalty 602.910705 = -38590.893710 nChanged 0 SP:Iteration 27F (1839.260000 sec): 3 clusters Score: Raw -39193.804415 + Penalty 602.910705 = -38590.893710 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.260000 sec): 2 clusters Score: Raw -26498.241118 + Penalty 278.473533 = -26219.767586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.270000 sec): 3 clusters Score: Raw -26346.630259 + Penalty 556.947065 = -25789.683194 nChanged 141 SP:Iteration 1F (1839.270000 sec): 3 clusters Score: Raw -26431.555807 + Penalty 556.947065 = -25874.608742 nChanged 35 SP:Iteration 2F (1839.270000 sec): 3 clusters Score: Raw -26463.144209 + Penalty 556.947065 = -25906.197144 nChanged 24 SP:Iteration 3F (1839.270000 sec): 3 clusters Score: Raw -26488.463238 + Penalty 556.947065 = -25931.516173 nChanged 25 SP:Iteration 4F (1839.270000 sec): 3 clusters Score: Raw -26512.046127 + Penalty 556.947065 = -25955.099062 nChanged 16 SP:Iteration 5Q (1839.270000 sec): 3 clusters Score: Raw -26530.778694 + Penalty 556.947065 = -25973.831629 nChanged 9 SP:Iteration 6Q (1839.270000 sec): 3 clusters Score: Raw -26537.144347 + Penalty 556.947065 = -25980.197282 nChanged 8 SP:Iteration 7Q (1839.270000 sec): 3 clusters Score: Raw -26541.451821 + Penalty 556.947065 = -25984.504756 nChanged 3 SP:Iteration 8Q (1839.270000 sec): 3 clusters Score: Raw -26542.137835 + Penalty 556.947065 = -25985.190770 nChanged 1 SP:Iteration 9Q (1839.270000 sec): 3 clusters Score: Raw -26542.204096 + Penalty 556.947065 = -25985.257031 nChanged 0 SP:Iteration 10F (1839.270000 sec): 3 clusters Score: Raw -26542.204096 + Penalty 556.947065 = -25985.257031 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.270000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.280000 sec): 3 clusters Score: Raw -52401.548369 + Penalty 628.514685 = -51773.033684 nChanged 385 SP:Iteration 1F (1839.280000 sec): 3 clusters Score: Raw -52601.402169 + Penalty 628.514685 = -51972.887484 nChanged 63 SP:Iteration 2F (1839.280000 sec): 3 clusters Score: Raw -52638.514107 + Penalty 628.514685 = -52009.999422 nChanged 43 SP:Iteration 3Q (1839.280000 sec): 3 clusters Score: Raw -52665.748645 + Penalty 628.514685 = -52037.233960 nChanged 37 SP:Iteration 4Q (1839.280000 sec): 3 clusters Score: Raw -52689.573218 + Penalty 628.514685 = -52061.058533 nChanged 37 SP:Iteration 5Q (1839.280000 sec): 3 clusters Score: Raw -52712.102147 + Penalty 628.514685 = -52083.587462 nChanged 24 SP:Iteration 6Q (1839.280000 sec): 3 clusters Score: Raw -52727.080662 + Penalty 628.514685 = -52098.565977 nChanged 26 SP:Iteration 7Q (1839.280000 sec): 3 clusters Score: Raw -52741.062929 + Penalty 628.514685 = -52112.548244 nChanged 22 SP:Iteration 8Q (1839.280000 sec): 3 clusters Score: Raw -52757.723187 + Penalty 628.514685 = -52129.208502 nChanged 18 SP:Iteration 9Q (1839.280000 sec): 3 clusters Score: Raw -52771.684356 + Penalty 628.514685 = -52143.169672 nChanged 19 SP:Iteration 10Q (1839.280000 sec): 3 clusters Score: Raw -52785.488244 + Penalty 628.514685 = -52156.973559 nChanged 17 SP:Iteration 11Q (1839.280000 sec): 3 clusters Score: Raw -52800.760948 + Penalty 628.514685 = -52172.246264 nChanged 14 SP:Iteration 12Q (1839.290000 sec): 3 clusters Score: Raw -52814.904295 + Penalty 628.514685 = -52186.389610 nChanged 15 SP:Iteration 13Q (1839.290000 sec): 3 clusters Score: Raw -52829.376720 + Penalty 628.514685 = -52200.862035 nChanged 12 SP:Iteration 14Q (1839.290000 sec): 3 clusters Score: Raw -52844.473502 + Penalty 628.514685 = -52215.958817 nChanged 10 SP:Iteration 15Q (1839.290000 sec): 3 clusters Score: Raw -52853.062377 + Penalty 628.514685 = -52224.547692 nChanged 8 SP:Iteration 16Q (1839.290000 sec): 3 clusters Score: Raw -52859.828255 + Penalty 628.514685 = -52231.313570 nChanged 8 SP:Iteration 17Q (1839.290000 sec): 3 clusters Score: Raw -52863.073231 + Penalty 628.514685 = -52234.558546 nChanged 4 SP:Iteration 18Q (1839.290000 sec): 3 clusters Score: Raw -52864.647141 + Penalty 628.514685 = -52236.132456 nChanged 5 SP:Iteration 19Q (1839.290000 sec): 3 clusters Score: Raw -52867.873682 + Penalty 628.514685 = -52239.358998 nChanged 4 SP:Iteration 20F (1839.290000 sec): 3 clusters Score: Raw -52869.709238 + Penalty 628.514685 = -52241.194553 nChanged 4 SP:Iteration 21Q (1839.300000 sec): 3 clusters Score: Raw -52871.178559 + Penalty 628.514685 = -52242.663874 nChanged 3 SP:Iteration 22Q (1839.300000 sec): 3 clusters Score: Raw -52873.341320 + Penalty 628.514685 = -52244.826635 nChanged 4 SP:Iteration 23Q (1839.300000 sec): 3 clusters Score: Raw -52875.048067 + Penalty 628.514685 = -52246.533382 nChanged 3 SP:Iteration 24Q (1839.300000 sec): 3 clusters Score: Raw -52876.388855 + Penalty 628.514685 = -52247.874170 nChanged 5 SP:Iteration 25Q (1839.300000 sec): 3 clusters Score: Raw -52879.423933 + Penalty 628.514685 = -52250.909248 nChanged 3 SP:Iteration 26Q (1839.300000 sec): 3 clusters Score: Raw -52882.153599 + Penalty 628.514685 = -52253.638914 nChanged 4 SP:Iteration 27Q (1839.300000 sec): 3 clusters Score: Raw -52883.897055 + Penalty 628.514685 = -52255.382370 nChanged 1 SP:Iteration 28Q (1839.300000 sec): 3 clusters Score: Raw -52884.110856 + Penalty 628.514685 = -52255.596171 nChanged 2 SP:Iteration 29Q (1839.310000 sec): 3 clusters Score: Raw -52886.090059 + Penalty 628.514685 = -52257.575374 nChanged 2 SP:Iteration 30Q (1839.310000 sec): 3 clusters Score: Raw -52886.724111 + Penalty 628.514685 = -52258.209426 nChanged 1 SP:Iteration 31Q (1839.310000 sec): 3 clusters Score: Raw -52887.230876 + Penalty 628.514685 = -52258.716191 nChanged 2 SP:Iteration 32Q (1839.310000 sec): 3 clusters Score: Raw -52887.960773 + Penalty 628.514685 = -52259.446089 nChanged 1 SP:Iteration 33Q (1839.310000 sec): 3 clusters Score: Raw -52888.508281 + Penalty 628.514685 = -52259.993596 nChanged 2 SP:Iteration 34Q (1839.310000 sec): 3 clusters Score: Raw -52890.127680 + Penalty 628.514685 = -52261.612995 nChanged 4 SP:Iteration 35Q (1839.310000 sec): 3 clusters Score: Raw -52894.788853 + Penalty 628.514685 = -52266.274169 nChanged 7 SP:Iteration 36Q (1839.310000 sec): 3 clusters Score: Raw -52900.196850 + Penalty 628.514685 = -52271.682165 nChanged 5 SP:Iteration 37Q (1839.310000 sec): 3 clusters Score: Raw -52904.128267 + Penalty 628.514685 = -52275.613582 nChanged 3 SP:Iteration 38Q (1839.310000 sec): 3 clusters Score: Raw -52905.762084 + Penalty 628.514685 = -52277.247399 nChanged 3 SP:Iteration 39Q (1839.310000 sec): 3 clusters Score: Raw -52907.347153 + Penalty 628.514685 = -52278.832468 nChanged 2 SP:Iteration 40F (1839.310000 sec): 3 clusters Score: Raw -52910.584743 + Penalty 628.514685 = -52282.070058 nChanged 2 SP:Iteration 41Q (1839.310000 sec): 3 clusters Score: Raw -52912.801459 + Penalty 628.514685 = -52284.286774 nChanged 3 SP:Iteration 42Q (1839.310000 sec): 3 clusters Score: Raw -52915.911313 + Penalty 628.514685 = -52287.396628 nChanged 0 SP:Iteration 43F (1839.320000 sec): 3 clusters Score: Raw -52915.911313 + Penalty 628.514685 = -52287.396628 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.320000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.320000 sec): 3 clusters Score: Raw -8616.566585 + Penalty 460.696148 = -8155.870437 nChanged 42 SP:Iteration 1F (1839.320000 sec): 3 clusters Score: Raw -8678.333371 + Penalty 460.696148 = -8217.637223 nChanged 10 SP:Iteration 2F (1839.320000 sec): 3 clusters Score: Raw -8696.355489 + Penalty 460.696148 = -8235.659341 nChanged 3 SP:Iteration 3Q (1839.320000 sec): 3 clusters Score: Raw -8703.511477 + Penalty 460.696148 = -8242.815329 nChanged 3 SP:Iteration 4Q (1839.320000 sec): 3 clusters Score: Raw -8711.127924 + Penalty 460.696148 = -8250.431776 nChanged 3 SP:Iteration 5Q (1839.320000 sec): 3 clusters Score: Raw -8716.083578 + Penalty 460.696148 = -8255.387430 nChanged 2 SP:Iteration 6Q (1839.320000 sec): 3 clusters Score: Raw -8717.774601 + Penalty 460.696148 = -8257.078453 nChanged 3 SP:Iteration 7Q (1839.320000 sec): 3 clusters Score: Raw -8722.722070 + Penalty 460.696148 = -8262.025922 nChanged 1 SP:Iteration 8Q (1839.320000 sec): 3 clusters Score: Raw -8723.602255 + Penalty 460.696148 = -8262.906107 nChanged 2 SP:Iteration 9Q (1839.320000 sec): 3 clusters Score: Raw -8728.020244 + Penalty 460.696148 = -8267.324096 nChanged 1 SP:Iteration 10Q (1839.320000 sec): 3 clusters Score: Raw -8730.027425 + Penalty 460.696148 = -8269.331277 nChanged 1 SP:Iteration 11Q (1839.320000 sec): 3 clusters Score: Raw -8733.948440 + Penalty 460.696148 = -8273.252292 nChanged 2 SP:Iteration 12Q (1839.320000 sec): 3 clusters Score: Raw -8746.790535 + Penalty 460.696148 = -8286.094387 nChanged 3 SP:Iteration 13Q (1839.320000 sec): 3 clusters Score: Raw -8755.023039 + Penalty 460.696148 = -8294.326891 nChanged 2 SP:Iteration 14Q (1839.320000 sec): 3 clusters Score: Raw -8760.455149 + Penalty 460.696148 = -8299.759001 nChanged 0 SP:Iteration 15F (1839.320000 sec): 3 clusters Score: Raw -8760.455149 + Penalty 460.696148 = -8299.759001 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.320000 sec): 2 clusters Score: Raw -16732.667678 + Penalty 256.545137 = -16476.122540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.320000 sec): 3 clusters Score: Raw -16639.200930 + Penalty 513.090275 = -16126.110655 nChanged 96 SP:Iteration 1F (1839.320000 sec): 3 clusters Score: Raw -16722.364207 + Penalty 513.090275 = -16209.273933 nChanged 23 SP:Iteration 2F (1839.320000 sec): 3 clusters Score: Raw -16751.425625 + Penalty 513.090275 = -16238.335350 nChanged 12 SP:Iteration 3Q (1839.320000 sec): 3 clusters Score: Raw -16774.714131 + Penalty 513.090275 = -16261.623856 nChanged 12 SP:Iteration 4Q (1839.320000 sec): 3 clusters Score: Raw -16800.331282 + Penalty 513.090275 = -16287.241007 nChanged 13 SP:Iteration 5Q (1839.320000 sec): 3 clusters Score: Raw -16821.257175 + Penalty 513.090275 = -16308.166900 nChanged 12 SP:Iteration 6Q (1839.330000 sec): 3 clusters Score: Raw -16863.418329 + Penalty 513.090275 = -16350.328054 nChanged 13 SP:Iteration 7Q (1839.330000 sec): 3 clusters Score: Raw -16908.105428 + Penalty 513.090275 = -16395.015153 nChanged 10 SP:Iteration 8Q (1839.330000 sec): 3 clusters Score: Raw -16930.288500 + Penalty 513.090275 = -16417.198225 nChanged 7 SP:Iteration 9Q (1839.330000 sec): 3 clusters Score: Raw -16950.529724 + Penalty 513.090275 = -16437.439449 nChanged 8 SP:Iteration 10Q (1839.330000 sec): 3 clusters Score: Raw -16982.493898 + Penalty 513.090275 = -16469.403623 nChanged 3 SP:Iteration 11Q (1839.330000 sec): 3 clusters Score: Raw -16987.978404 + Penalty 513.090275 = -16474.888129 nChanged 3 SP:Iteration 12Q (1839.330000 sec): 3 clusters Score: Raw -16990.430634 + Penalty 513.090275 = -16477.340359 nChanged 2 SP:Iteration 13Q (1839.330000 sec): 3 clusters Score: Raw -16994.490362 + Penalty 513.090275 = -16481.400087 nChanged 2 SP:Iteration 14Q (1839.330000 sec): 3 clusters Score: Raw -16998.824737 + Penalty 513.090275 = -16485.734462 nChanged 0 SP:Iteration 15F (1839.330000 sec): 3 clusters Score: Raw -16998.824737 + Penalty 513.090275 = -16485.734462 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.330000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.330000 sec): 3 clusters Score: Raw -17902.693448 + Penalty 524.632390 = -17378.061058 nChanged 107 SP:Iteration 1F (1839.330000 sec): 3 clusters Score: Raw -17969.152326 + Penalty 524.632390 = -17444.519936 nChanged 18 SP:Iteration 2F (1839.330000 sec): 3 clusters Score: Raw -17979.739404 + Penalty 524.632390 = -17455.107013 nChanged 10 SP:Iteration 3Q (1839.330000 sec): 3 clusters Score: Raw -17993.767349 + Penalty 524.632390 = -17469.134959 nChanged 8 SP:Iteration 4Q (1839.330000 sec): 3 clusters Score: Raw -17999.177199 + Penalty 524.632390 = -17474.544809 nChanged 3 SP:Iteration 5Q (1839.330000 sec): 3 clusters Score: Raw -18004.063370 + Penalty 524.632390 = -17479.430980 nChanged 6 SP:Iteration 6Q (1839.330000 sec): 3 clusters Score: Raw -18006.438518 + Penalty 524.632390 = -17481.806127 nChanged 2 SP:Iteration 7Q (1839.330000 sec): 3 clusters Score: Raw -18007.145135 + Penalty 524.632390 = -17482.512744 nChanged 1 SP:Iteration 8Q (1839.330000 sec): 3 clusters Score: Raw -18007.492558 + Penalty 524.632390 = -17482.860168 nChanged 2 SP:Iteration 9Q (1839.330000 sec): 3 clusters Score: Raw -18008.817420 + Penalty 524.632390 = -17484.185029 nChanged 2 SP:Iteration 10Q (1839.330000 sec): 3 clusters Score: Raw -18010.650527 + Penalty 524.632390 = -17486.018136 nChanged 1 SP:Iteration 11Q (1839.330000 sec): 3 clusters Score: Raw -18010.936510 + Penalty 524.632390 = -17486.304120 nChanged 0 SP:Iteration 12F (1839.330000 sec): 3 clusters Score: Raw -18010.936510 + Penalty 524.632390 = -17486.304120 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.330000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.330000 sec): 3 clusters Score: Raw -6082.500233 + Penalty 437.165915 = -5645.334318 nChanged 18 SP:Iteration 1F (1839.330000 sec): 3 clusters Score: Raw -6102.214084 + Penalty 437.165915 = -5665.048169 nChanged 6 SP:Iteration 2Q (1839.330000 sec): 3 clusters Score: Raw -6109.093927 + Penalty 437.165915 = -5671.928012 nChanged 4 SP:Iteration 3Q (1839.330000 sec): 3 clusters Score: Raw -6112.046018 + Penalty 437.165915 = -5674.880103 nChanged 3 SP:Iteration 4Q (1839.330000 sec): 3 clusters Score: Raw -6117.189535 + Penalty 437.165915 = -5680.023620 nChanged 4 SP:Iteration 5Q (1839.330000 sec): 3 clusters Score: Raw -6121.985355 + Penalty 437.165915 = -5684.819440 nChanged 3 SP:Iteration 6Q (1839.330000 sec): 3 clusters Score: Raw -6134.236782 + Penalty 437.165915 = -5697.070867 nChanged 0 SP:Iteration 7F (1839.330000 sec): 3 clusters Score: Raw -6134.236782 + Penalty 437.165915 = -5697.070867 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.340000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.340000 sec): 3 clusters Score: Raw -11083.431659 + Penalty 479.842960 = -10603.588699 nChanged 59 SP:Iteration 1F (1839.340000 sec): 3 clusters Score: Raw -11154.274437 + Penalty 479.842960 = -10674.431477 nChanged 13 SP:Iteration 2F (1839.340000 sec): 3 clusters Score: Raw -11176.428795 + Penalty 479.842960 = -10696.585835 nChanged 5 SP:Iteration 3Q (1839.340000 sec): 3 clusters Score: Raw -11185.465451 + Penalty 479.842960 = -10705.622491 nChanged 4 SP:Iteration 4Q (1839.340000 sec): 3 clusters Score: Raw -11195.555254 + Penalty 479.842960 = -10715.712294 nChanged 7 SP:Iteration 5Q (1839.340000 sec): 3 clusters Score: Raw -11207.860036 + Penalty 479.842960 = -10728.017076 nChanged 3 SP:Iteration 6Q (1839.340000 sec): 3 clusters Score: Raw -11214.704695 + Penalty 479.842960 = -10734.861735 nChanged 1 SP:Iteration 7Q (1839.340000 sec): 3 clusters Score: Raw -11216.481615 + Penalty 479.842960 = -10736.638655 nChanged 1 SP:Iteration 8Q (1839.340000 sec): 3 clusters Score: Raw -11218.731126 + Penalty 479.842960 = -10738.888166 nChanged 0 SP:Iteration 9F (1839.340000 sec): 3 clusters Score: Raw -11218.731126 + Penalty 479.842960 = -10738.888166 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.340000 sec): 2 clusters Score: Raw -7899.944810 + Penalty 222.851711 = -7677.093099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.340000 sec): 3 clusters Score: Raw -7879.089979 + Penalty 445.703422 = -7433.386557 nChanged 31 SP:Iteration 1F (1839.340000 sec): 3 clusters Score: Raw -7921.821102 + Penalty 445.703422 = -7476.117680 nChanged 6 SP:Iteration 2Q (1839.340000 sec): 3 clusters Score: Raw -7926.636072 + Penalty 445.703422 = -7480.932651 nChanged 1 SP:Iteration 3Q (1839.340000 sec): 3 clusters Score: Raw -7927.432439 + Penalty 445.703422 = -7481.729017 nChanged 0 SP:Iteration 4F (1839.340000 sec): 3 clusters Score: Raw -7927.432439 + Penalty 445.703422 = -7481.729017 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.340000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.340000 sec): 3 clusters Score: Raw -23758.765488 + Penalty 543.616675 = -23215.148814 nChanged 136 SP:Iteration 1F (1839.340000 sec): 3 clusters Score: Raw -23854.420693 + Penalty 543.616675 = -23310.804018 nChanged 31 SP:Iteration 2F (1839.340000 sec): 3 clusters Score: Raw -23879.675910 + Penalty 543.616675 = -23336.059235 nChanged 11 SP:Iteration 3Q (1839.340000 sec): 3 clusters Score: Raw -23889.846066 + Penalty 543.616675 = -23346.229392 nChanged 9 SP:Iteration 4Q (1839.340000 sec): 3 clusters Score: Raw -23897.189431 + Penalty 543.616675 = -23353.572756 nChanged 7 SP:Iteration 5Q (1839.350000 sec): 3 clusters Score: Raw -23904.589358 + Penalty 543.616675 = -23360.972683 nChanged 8 SP:Iteration 6Q (1839.350000 sec): 3 clusters Score: Raw -23911.431492 + Penalty 543.616675 = -23367.814818 nChanged 6 SP:Iteration 7Q (1839.350000 sec): 3 clusters Score: Raw -23914.997881 + Penalty 543.616675 = -23371.381207 nChanged 6 SP:Iteration 8Q (1839.350000 sec): 3 clusters Score: Raw -23919.664697 + Penalty 543.616675 = -23376.048022 nChanged 4 SP:Iteration 9Q (1839.350000 sec): 3 clusters Score: Raw -23922.463503 + Penalty 543.616675 = -23378.846829 nChanged 3 SP:Iteration 10Q (1839.350000 sec): 3 clusters Score: Raw -23923.990027 + Penalty 543.616675 = -23380.373353 nChanged 2 SP:Iteration 11Q (1839.350000 sec): 3 clusters Score: Raw -23926.435514 + Penalty 543.616675 = -23382.818839 nChanged 1 SP:Iteration 12Q (1839.350000 sec): 3 clusters Score: Raw -23927.589737 + Penalty 543.616675 = -23383.973062 nChanged 1 SP:Iteration 13Q (1839.350000 sec): 3 clusters Score: Raw -23928.108353 + Penalty 543.616675 = -23384.491678 nChanged 0 SP:Iteration 14F (1839.350000 sec): 3 clusters Score: Raw -23928.108353 + Penalty 543.616675 = -23384.491678 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 3 clusters Score: Raw -11268.663717 + Penalty 479.842960 = -10788.820757 nChanged 51 SP:Iteration 1F (1839.350000 sec): 3 clusters Score: Raw -11321.637886 + Penalty 479.842960 = -10841.794926 nChanged 14 SP:Iteration 2F (1839.350000 sec): 3 clusters Score: Raw -11338.122030 + Penalty 479.842960 = -10858.279070 nChanged 6 SP:Iteration 3Q (1839.350000 sec): 3 clusters Score: Raw -11348.509156 + Penalty 479.842960 = -10868.666196 nChanged 5 SP:Iteration 4Q (1839.350000 sec): 3 clusters Score: Raw -11359.301319 + Penalty 479.842960 = -10879.458359 nChanged 5 SP:Iteration 5Q (1839.350000 sec): 3 clusters Score: Raw -11371.079105 + Penalty 479.842960 = -10891.236145 nChanged 2 SP:Iteration 6Q (1839.350000 sec): 3 clusters Score: Raw -11373.071944 + Penalty 479.842960 = -10893.228984 nChanged 0 SP:Iteration 7F (1839.350000 sec): 3 clusters Score: Raw -11373.071944 + Penalty 479.842960 = -10893.228984 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 2 clusters Score: Raw -4098.971559 + Penalty 197.643147 = -3901.328412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 3 clusters Score: Raw -4131.820953 + Penalty 395.286293 = -3736.534660 nChanged 17 SP:Iteration 1F (1839.350000 sec): 3 clusters Score: Raw -4158.433035 + Penalty 395.286293 = -3763.146742 nChanged 2 SP:Iteration 2Q (1839.350000 sec): 3 clusters Score: Raw -4167.821345 + Penalty 395.286293 = -3772.535051 nChanged 0 SP:Iteration 3F (1839.350000 sec): 3 clusters Score: Raw -4167.821345 + Penalty 395.286293 = -3772.535051 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 3 clusters Score: Raw -3107.417465 + Penalty 389.176617 = -2718.240848 nChanged 7 SP:Iteration 1F (1839.350000 sec): 3 clusters Score: Raw -3150.163573 + Penalty 389.176617 = -2760.986956 nChanged 5 SP:Iteration 2F (1839.350000 sec): 3 clusters Score: Raw -3180.176824 + Penalty 389.176617 = -2791.000208 nChanged 4 SP:Iteration 3F (1839.350000 sec): 3 clusters Score: Raw -3192.954597 + Penalty 389.176617 = -2803.777980 nChanged 4 SP:Iteration 4F (1839.350000 sec): 3 clusters Score: Raw -3202.536746 + Penalty 389.176617 = -2813.360130 nChanged 1 SP:Iteration 5Q (1839.350000 sec): 3 clusters Score: Raw -3203.819346 + Penalty 389.176617 = -2814.642729 nChanged 0 SP:Iteration 6F (1839.350000 sec): 3 clusters Score: Raw -3203.819346 + Penalty 389.176617 = -2814.642729 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.350000 sec): 3 clusters Score: Raw -7138.986950 + Penalty 464.087845 = -6674.899105 nChanged 40 SP:Iteration 1F (1839.350000 sec): 3 clusters Score: Raw -7221.984307 + Penalty 464.087845 = -6757.896462 nChanged 16 SP:Iteration 2F (1839.350000 sec): 3 clusters Score: Raw -7267.641651 + Penalty 464.087845 = -6803.553806 nChanged 10 SP:Iteration 3F (1839.350000 sec): 3 clusters Score: Raw -7303.984579 + Penalty 464.087845 = -6839.896734 nChanged 6 SP:Iteration 4Q (1839.350000 sec): 3 clusters Score: Raw -7345.952689 + Penalty 464.087845 = -6881.864844 nChanged 6 SP:Iteration 5Q (1839.350000 sec): 3 clusters Score: Raw -7363.667758 + Penalty 464.087845 = -6899.579913 nChanged 4 SP:Iteration 6Q (1839.350000 sec): 3 clusters Score: Raw -7368.315511 + Penalty 464.087845 = -6904.227666 nChanged 0 SP:Iteration 7F (1839.360000 sec): 3 clusters Score: Raw -7368.315511 + Penalty 464.087845 = -6904.227666 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.360000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.360000 sec): 3 clusters Score: Raw -6111.074981 + Penalty 422.639572 = -5688.435409 nChanged 17 SP:Iteration 1F (1839.360000 sec): 3 clusters Score: Raw -6135.327935 + Penalty 422.639572 = -5712.688363 nChanged 4 SP:Iteration 2Q (1839.360000 sec): 3 clusters Score: Raw -6148.133055 + Penalty 422.639572 = -5725.493483 nChanged 4 SP:Iteration 3Q (1839.360000 sec): 3 clusters Score: Raw -6155.002617 + Penalty 422.639572 = -5732.363045 nChanged 1 SP:Iteration 4Q (1839.360000 sec): 3 clusters Score: Raw -6155.882682 + Penalty 422.639572 = -5733.243110 nChanged 0 SP:Iteration 5F (1839.360000 sec): 3 clusters Score: Raw -6155.882682 + Penalty 422.639572 = -5733.243110 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.380000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.390000 sec): 3 clusters Score: Raw -624953.699999 + Penalty 844.246869 = -624109.453131 nChanged 4898 SP:Iteration 1F (1839.400000 sec): 3 clusters Score: Raw -627734.707229 + Penalty 844.246869 = -626890.460361 nChanged 543 SP:Iteration 2F (1839.410000 sec): 3 clusters Score: Raw -627991.297987 + Penalty 844.246869 = -627147.051118 nChanged 587 SP:Iteration 3F (1839.420000 sec): 3 clusters Score: Raw -628316.368801 + Penalty 844.246869 = -627472.121932 nChanged 615 SP:Iteration 4F (1839.430000 sec): 3 clusters Score: Raw -628677.275352 + Penalty 844.246869 = -627833.028483 nChanged 603 SP:Iteration 5F (1839.440000 sec): 3 clusters Score: Raw -629039.332940 + Penalty 844.246869 = -628195.086072 nChanged 585 SP:Iteration 6F (1839.450000 sec): 3 clusters Score: Raw -629367.454966 + Penalty 844.246869 = -628523.208097 nChanged 552 SP:Iteration 7F (1839.470000 sec): 3 clusters Score: Raw -629712.506733 + Penalty 844.246869 = -628868.259864 nChanged 489 SP:Iteration 8Q (1839.480000 sec): 3 clusters Score: Raw -630034.121250 + Penalty 844.246869 = -629189.874382 nChanged 395 SP:Iteration 9Q (1839.490000 sec): 3 clusters Score: Raw -630253.050724 + Penalty 844.246869 = -629408.803856 nChanged 327 SP:Iteration 10Q (1839.500000 sec): 3 clusters Score: Raw -630407.324342 + Penalty 844.246869 = -629563.077474 nChanged 290 SP:Iteration 11Q (1839.510000 sec): 3 clusters Score: Raw -630533.471089 + Penalty 844.246869 = -629689.224220 nChanged 284 SP:Iteration 12Q (1839.520000 sec): 3 clusters Score: Raw -630657.551058 + Penalty 844.246869 = -629813.304189 nChanged 257 SP:Iteration 13Q (1839.530000 sec): 3 clusters Score: Raw -630768.823097 + Penalty 844.246869 = -629924.576228 nChanged 250 SP:Iteration 14Q (1839.540000 sec): 3 clusters Score: Raw -630885.705246 + Penalty 844.246869 = -630041.458377 nChanged 254 SP:Iteration 15Q (1839.550000 sec): 3 clusters Score: Raw -631014.086900 + Penalty 844.246869 = -630169.840032 nChanged 223 SP:Iteration 16Q (1839.560000 sec): 3 clusters Score: Raw -631124.608836 + Penalty 844.246869 = -630280.361968 nChanged 202 SP:Iteration 17Q (1839.570000 sec): 3 clusters Score: Raw -631227.208221 + Penalty 844.246869 = -630382.961353 nChanged 188 SP:Iteration 18Q (1839.580000 sec): 3 clusters Score: Raw -631336.582931 + Penalty 844.246869 = -630492.336063 nChanged 166 SP:Iteration 19Q (1839.590000 sec): 3 clusters Score: Raw -631426.709806 + Penalty 844.246869 = -630582.462938 nChanged 128 SP:Iteration 20F (1839.600000 sec): 3 clusters Score: Raw -631499.941001 + Penalty 844.246869 = -630655.694132 nChanged 124 SP:Iteration 21Q (1839.610000 sec): 3 clusters Score: Raw -631573.044343 + Penalty 844.246869 = -630728.797475 nChanged 75 SP:Iteration 22Q (1839.620000 sec): 3 clusters Score: Raw -631606.604500 + Penalty 844.246869 = -630762.357631 nChanged 64 SP:Iteration 23Q (1839.630000 sec): 3 clusters Score: Raw -631632.879683 + Penalty 844.246869 = -630788.632814 nChanged 60 SP:Iteration 24Q (1839.630000 sec): 3 clusters Score: Raw -631649.086890 + Penalty 844.246869 = -630804.840021 nChanged 47 SP:Iteration 25Q (1839.650000 sec): 3 clusters Score: Raw -631657.668818 + Penalty 844.246869 = -630813.421950 nChanged 21 SP:Iteration 26Q (1839.650000 sec): 3 clusters Score: Raw -631660.124611 + Penalty 844.246869 = -630815.877743 nChanged 20 SP:Iteration 27Q (1839.660000 sec): 3 clusters Score: Raw -631662.860083 + Penalty 844.246869 = -630818.613215 nChanged 19 SP:Iteration 28Q (1839.670000 sec): 3 clusters Score: Raw -631666.297812 + Penalty 844.246869 = -630822.050943 nChanged 19 SP:Iteration 29Q (1839.680000 sec): 3 clusters Score: Raw -631670.117057 + Penalty 844.246869 = -630825.870188 nChanged 25 SP:Iteration 30Q (1839.690000 sec): 3 clusters Score: Raw -631674.336558 + Penalty 844.246869 = -630830.089689 nChanged 26 SP:Iteration 31Q (1839.700000 sec): 3 clusters Score: Raw -631679.779614 + Penalty 844.246869 = -630835.532745 nChanged 23 SP:Iteration 32Q (1839.710000 sec): 3 clusters Score: Raw -631687.706758 + Penalty 844.246869 = -630843.459889 nChanged 31 SP:Iteration 33Q (1839.710000 sec): 3 clusters Score: Raw -631695.409428 + Penalty 844.246869 = -630851.162559 nChanged 28 SP:Iteration 34Q (1839.730000 sec): 3 clusters Score: Raw -631704.264099 + Penalty 844.246869 = -630860.017230 nChanged 32 SP:Iteration 35Q (1839.730000 sec): 3 clusters Score: Raw -631714.210134 + Penalty 844.246869 = -630869.963266 nChanged 30 SP:Iteration 36Q (1839.740000 sec): 3 clusters Score: Raw -631723.967071 + Penalty 844.246869 = -630879.720203 nChanged 29 SP:Iteration 37Q (1839.750000 sec): 3 clusters Score: Raw -631731.930019 + Penalty 844.246869 = -630887.683151 nChanged 22 SP:Iteration 38Q (1839.760000 sec): 3 clusters Score: Raw -631738.970451 + Penalty 844.246869 = -630894.723583 nChanged 22 SP:Iteration 39Q (1839.770000 sec): 3 clusters Score: Raw -631745.056446 + Penalty 844.246869 = -630900.809578 nChanged 18 SP:Iteration 40F (1839.780000 sec): 3 clusters Score: Raw -631749.863361 + Penalty 844.246869 = -630905.616492 nChanged 17 SP:Iteration 41Q (1839.790000 sec): 3 clusters Score: Raw -631753.311256 + Penalty 844.246869 = -630909.064388 nChanged 14 SP:Iteration 42Q (1839.800000 sec): 3 clusters Score: Raw -631755.895113 + Penalty 844.246869 = -630911.648244 nChanged 7 SP:Iteration 43Q (1839.810000 sec): 3 clusters Score: Raw -631757.322376 + Penalty 844.246869 = -630913.075508 nChanged 8 SP:Iteration 44Q (1839.810000 sec): 3 clusters Score: Raw -631758.242184 + Penalty 844.246869 = -630913.995316 nChanged 3 SP:Iteration 45Q (1839.820000 sec): 3 clusters Score: Raw -631758.786254 + Penalty 844.246869 = -630914.539385 nChanged 1 SP:Iteration 46Q (1839.830000 sec): 3 clusters Score: Raw -631759.010274 + Penalty 844.246869 = -630914.763406 nChanged 1 SP:Iteration 47Q (1839.840000 sec): 3 clusters Score: Raw -631759.056286 + Penalty 844.246869 = -630914.809418 nChanged 0 SP:Iteration 48F (1839.850000 sec): 3 clusters Score: Raw -631759.056286 + Penalty 844.246869 = -630914.809418 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 3 clusters Score: Raw -3352.590158 + Penalty 392.891418 = -2959.698740 nChanged 11 SP:Iteration 1F (1839.860000 sec): 3 clusters Score: Raw -3386.391073 + Penalty 392.891418 = -2993.499654 nChanged 3 SP:Iteration 2Q (1839.860000 sec): 3 clusters Score: Raw -3390.455198 + Penalty 392.891418 = -2997.563779 nChanged 0 SP:Iteration 3F (1839.860000 sec): 3 clusters Score: Raw -3390.455198 + Penalty 392.891418 = -2997.563779 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 3 clusters Score: Raw -13769.746849 + Penalty 495.653101 = -13274.093748 nChanged 69 SP:Iteration 1F (1839.860000 sec): 3 clusters Score: Raw -13848.476979 + Penalty 495.653101 = -13352.823878 nChanged 19 SP:Iteration 2F (1839.860000 sec): 3 clusters Score: Raw -13872.457664 + Penalty 495.653101 = -13376.804563 nChanged 13 SP:Iteration 3F (1839.860000 sec): 3 clusters Score: Raw -13902.480005 + Penalty 495.653101 = -13406.826904 nChanged 14 SP:Iteration 4F (1839.860000 sec): 3 clusters Score: Raw -13927.915363 + Penalty 495.653101 = -13432.262263 nChanged 7 SP:Iteration 5Q (1839.860000 sec): 3 clusters Score: Raw -13946.702312 + Penalty 495.653101 = -13451.049211 nChanged 6 SP:Iteration 6Q (1839.860000 sec): 3 clusters Score: Raw -13962.215686 + Penalty 495.653101 = -13466.562585 nChanged 4 SP:Iteration 7Q (1839.860000 sec): 3 clusters Score: Raw -13968.624585 + Penalty 495.653101 = -13472.971484 nChanged 2 SP:Iteration 8Q (1839.860000 sec): 3 clusters Score: Raw -13972.256520 + Penalty 495.653101 = -13476.603419 nChanged 1 SP:Iteration 9Q (1839.860000 sec): 3 clusters Score: Raw -13973.802282 + Penalty 495.653101 = -13478.149181 nChanged 0 SP:Iteration 10F (1839.860000 sec): 3 clusters Score: Raw -13973.802282 + Penalty 495.653101 = -13478.149181 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 3 clusters Score: Raw -3580.900758 + Penalty 383.975201 = -3196.925557 nChanged 12 SP:Iteration 1F (1839.860000 sec): 3 clusters Score: Raw -3614.672938 + Penalty 383.975201 = -3230.697737 nChanged 2 SP:Iteration 2Q (1839.860000 sec): 3 clusters Score: Raw -3620.853794 + Penalty 383.975201 = -3236.878593 nChanged 0 SP:Iteration 3F (1839.860000 sec): 3 clusters Score: Raw -3620.853794 + Penalty 383.975201 = -3236.878593 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 3 clusters Score: Raw -3593.955133 + Penalty 385.303692 = -3208.651441 nChanged 7 SP:Iteration 1F (1839.860000 sec): 3 clusters Score: Raw -3637.319981 + Penalty 385.303692 = -3252.016289 nChanged 2 SP:Iteration 2Q (1839.860000 sec): 3 clusters Score: Raw -3644.592344 + Penalty 385.303692 = -3259.288652 nChanged 0 SP:Iteration 3F (1839.860000 sec): 3 clusters Score: Raw -3644.592344 + Penalty 385.303692 = -3259.288652 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 2 clusters Score: Raw -3148.431168 + Penalty 197.048367 = -2951.382801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.860000 sec): 3 clusters Score: Raw -3184.259680 + Penalty 394.096734 = -2790.162946 nChanged 19 SP:Iteration 1F (1839.870000 sec): 3 clusters Score: Raw -3249.248251 + Penalty 394.096734 = -2855.151517 nChanged 2 SP:Iteration 2Q (1839.870000 sec): 3 clusters Score: Raw -3258.716961 + Penalty 394.096734 = -2864.620227 nChanged 1 SP:Iteration 3Q (1839.870000 sec): 3 clusters Score: Raw -3261.723800 + Penalty 394.096734 = -2867.627066 nChanged 1 SP:Iteration 4Q (1839.870000 sec): 3 clusters Score: Raw -3269.289568 + Penalty 394.096734 = -2875.192834 nChanged 1 SP:Iteration 5Q (1839.870000 sec): 3 clusters Score: Raw -3272.347775 + Penalty 394.096734 = -2878.251041 nChanged 0 SP:Iteration 6F (1839.870000 sec): 3 clusters Score: Raw -3272.347775 + Penalty 394.096734 = -2878.251041 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.880000 sec): 2 clusters Score: Raw -470759.152103 + Penalty 408.229785 = -470350.922318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.890000 sec): 3 clusters Score: Raw -465926.001042 + Penalty 816.459570 = -465109.541472 nChanged 3587 SP:Iteration 1F (1839.890000 sec): 3 clusters Score: Raw -468201.348797 + Penalty 816.459570 = -467384.889227 nChanged 489 SP:Iteration 2F (1839.900000 sec): 3 clusters Score: Raw -468505.927346 + Penalty 816.459570 = -467689.467777 nChanged 460 SP:Iteration 3F (1839.910000 sec): 3 clusters Score: Raw -468793.067143 + Penalty 816.459570 = -467976.607573 nChanged 423 SP:Iteration 4F (1839.920000 sec): 3 clusters Score: Raw -469045.579482 + Penalty 816.459570 = -468229.119913 nChanged 415 SP:Iteration 5F (1839.930000 sec): 3 clusters Score: Raw -469284.705456 + Penalty 816.459570 = -468468.245887 nChanged 391 SP:Iteration 6Q (1839.930000 sec): 3 clusters Score: Raw -469538.713620 + Penalty 816.459570 = -468722.254051 nChanged 334 SP:Iteration 7Q (1839.940000 sec): 3 clusters Score: Raw -469717.911122 + Penalty 816.459570 = -468901.451553 nChanged 258 SP:Iteration 8Q (1839.950000 sec): 3 clusters Score: Raw -469836.795646 + Penalty 816.459570 = -469020.336076 nChanged 202 SP:Iteration 9Q (1839.960000 sec): 3 clusters Score: Raw -469918.801081 + Penalty 816.459570 = -469102.341511 nChanged 157 SP:Iteration 10Q (1839.970000 sec): 3 clusters Score: Raw -469979.130746 + Penalty 816.459570 = -469162.671177 nChanged 140 SP:Iteration 11Q (1839.970000 sec): 3 clusters Score: Raw -470035.993124 + Penalty 816.459570 = -469219.533555 nChanged 148 SP:Iteration 12Q (1839.980000 sec): 3 clusters Score: Raw -470100.448486 + Penalty 816.459570 = -469283.988916 nChanged 148 SP:Iteration 13Q (1839.990000 sec): 3 clusters Score: Raw -470180.849212 + Penalty 816.459570 = -469364.389642 nChanged 180 SP:Iteration 14Q (1839.990000 sec): 3 clusters Score: Raw -470268.410187 + Penalty 816.459570 = -469451.950617 nChanged 161 SP:Iteration 15Q (1840.000000 sec): 3 clusters Score: Raw -470355.031055 + Penalty 816.459570 = -469538.571485 nChanged 150 SP:Iteration 16Q (1840.010000 sec): 3 clusters Score: Raw -470438.879839 + Penalty 816.459570 = -469622.420270 nChanged 131 SP:Iteration 17Q (1840.020000 sec): 3 clusters Score: Raw -470501.933338 + Penalty 816.459570 = -469685.473768 nChanged 121 SP:Iteration 18Q (1840.030000 sec): 3 clusters Score: Raw -470562.976668 + Penalty 816.459570 = -469746.517099 nChanged 112 SP:Iteration 19Q (1840.030000 sec): 3 clusters Score: Raw -470609.949066 + Penalty 816.459570 = -469793.489496 nChanged 95 SP:Iteration 20F (1840.040000 sec): 3 clusters Score: Raw -470660.363309 + Penalty 816.459570 = -469843.903740 nChanged 91 SP:Iteration 21Q (1840.050000 sec): 3 clusters Score: Raw -470711.546359 + Penalty 816.459570 = -469895.086790 nChanged 94 SP:Iteration 22Q (1840.050000 sec): 3 clusters Score: Raw -470772.074335 + Penalty 816.459570 = -469955.614765 nChanged 90 SP:Iteration 23Q (1840.060000 sec): 3 clusters Score: Raw -470821.997907 + Penalty 816.459570 = -470005.538337 nChanged 84 SP:Iteration 24Q (1840.070000 sec): 3 clusters Score: Raw -470867.458834 + Penalty 816.459570 = -470050.999264 nChanged 84 SP:Iteration 25Q (1840.070000 sec): 3 clusters Score: Raw -470900.962064 + Penalty 816.459570 = -470084.502495 nChanged 69 SP:Iteration 26Q (1840.080000 sec): 3 clusters Score: Raw -470922.137012 + Penalty 816.459570 = -470105.677443 nChanged 58 SP:Iteration 27Q (1840.090000 sec): 3 clusters Score: Raw -470941.044349 + Penalty 816.459570 = -470124.584779 nChanged 56 SP:Iteration 28Q (1840.090000 sec): 3 clusters Score: Raw -470955.539139 + Penalty 816.459570 = -470139.079569 nChanged 40 SP:Iteration 29Q (1840.100000 sec): 3 clusters Score: Raw -470964.169104 + Penalty 816.459570 = -470147.709535 nChanged 44 SP:Iteration 30Q (1840.110000 sec): 3 clusters Score: Raw -470973.404282 + Penalty 816.459570 = -470156.944713 nChanged 42 SP:Iteration 31Q (1840.120000 sec): 3 clusters Score: Raw -470979.423377 + Penalty 816.459570 = -470162.963808 nChanged 22 SP:Iteration 32Q (1840.130000 sec): 3 clusters Score: Raw -470981.699179 + Penalty 816.459570 = -470165.239609 nChanged 18 SP:Iteration 33Q (1840.130000 sec): 3 clusters Score: Raw -470984.281218 + Penalty 816.459570 = -470167.821649 nChanged 19 SP:Iteration 34Q (1840.140000 sec): 3 clusters Score: Raw -470987.320439 + Penalty 816.459570 = -470170.860869 nChanged 18 SP:Iteration 35Q (1840.150000 sec): 3 clusters Score: Raw -470989.924231 + Penalty 816.459570 = -470173.464661 nChanged 20 SP:Iteration 36Q (1840.150000 sec): 3 clusters Score: Raw -470991.558815 + Penalty 816.459570 = -470175.099246 nChanged 7 SP:Iteration 37Q (1840.160000 sec): 3 clusters Score: Raw -470991.928413 + Penalty 816.459570 = -470175.468843 nChanged 6 SP:Iteration 38Q (1840.170000 sec): 3 clusters Score: Raw -470992.327671 + Penalty 816.459570 = -470175.868102 nChanged 5 SP:Iteration 39Q (1840.170000 sec): 3 clusters Score: Raw -470992.574307 + Penalty 816.459570 = -470176.114738 nChanged 4 SP:Iteration 40F (1840.180000 sec): 3 clusters Score: Raw -470992.887380 + Penalty 816.459570 = -470176.427811 nChanged 8 SP:Iteration 41Q (1840.190000 sec): 3 clusters Score: Raw -470993.527877 + Penalty 816.459570 = -470177.068308 nChanged 10 SP:Iteration 42Q (1840.190000 sec): 3 clusters Score: Raw -470994.236682 + Penalty 816.459570 = -470177.777112 nChanged 7 SP:Iteration 43Q (1840.200000 sec): 3 clusters Score: Raw -470994.527455 + Penalty 816.459570 = -470178.067885 nChanged 0 SP:Iteration 44F (1840.210000 sec): 3 clusters Score: Raw -470994.527455 + Penalty 816.459570 = -470178.067885 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.210000 sec): 2 clusters Score: Raw -3778.195847 + Penalty 202.672802 = -3575.523045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.210000 sec): 3 clusters Score: Raw -3850.810489 + Penalty 405.345604 = -3445.464885 nChanged 19 SP:Iteration 1F (1840.210000 sec): 3 clusters Score: Raw -3930.161877 + Penalty 405.345604 = -3524.816273 nChanged 4 SP:Iteration 2Q (1840.210000 sec): 3 clusters Score: Raw -3938.897756 + Penalty 405.345604 = -3533.552152 nChanged 0 SP:Iteration 3F (1840.210000 sec): 3 clusters Score: Raw -3938.897756 + Penalty 405.345604 = -3533.552152 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 3 clusters Score: Raw -17431.217755 + Penalty 529.897176 = -16901.320579 nChanged 115 SP:Iteration 1F (1840.220000 sec): 3 clusters Score: Raw -17529.135652 + Penalty 529.897176 = -16999.238475 nChanged 27 SP:Iteration 2F (1840.220000 sec): 3 clusters Score: Raw -17544.966288 + Penalty 529.897176 = -17015.069111 nChanged 8 SP:Iteration 3Q (1840.220000 sec): 3 clusters Score: Raw -17549.077759 + Penalty 529.897176 = -17019.180583 nChanged 5 SP:Iteration 4Q (1840.220000 sec): 3 clusters Score: Raw -17552.309835 + Penalty 529.897176 = -17022.412658 nChanged 3 SP:Iteration 5Q (1840.220000 sec): 3 clusters Score: Raw -17552.699991 + Penalty 529.897176 = -17022.802815 nChanged 0 SP:Iteration 6F (1840.220000 sec): 3 clusters Score: Raw -17552.699991 + Penalty 529.897176 = -17022.802815 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 2 clusters Score: Raw -8233.857031 + Penalty 231.203899 = -8002.653133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 3 clusters Score: Raw -8224.644142 + Penalty 462.407797 = -7762.236345 nChanged 45 SP:Iteration 1F (1840.220000 sec): 3 clusters Score: Raw -8276.249932 + Penalty 462.407797 = -7813.842135 nChanged 9 SP:Iteration 2F (1840.220000 sec): 3 clusters Score: Raw -8298.928849 + Penalty 462.407797 = -7836.521052 nChanged 10 SP:Iteration 3F (1840.220000 sec): 3 clusters Score: Raw -8315.576035 + Penalty 462.407797 = -7853.168238 nChanged 4 SP:Iteration 4Q (1840.220000 sec): 3 clusters Score: Raw -8331.077990 + Penalty 462.407797 = -7868.670193 nChanged 5 SP:Iteration 5Q (1840.220000 sec): 3 clusters Score: Raw -8339.849572 + Penalty 462.407797 = -7877.441775 nChanged 1 SP:Iteration 6Q (1840.220000 sec): 3 clusters Score: Raw -8341.102117 + Penalty 462.407797 = -7878.694320 nChanged 1 SP:Iteration 7Q (1840.220000 sec): 3 clusters Score: Raw -8341.655453 + Penalty 462.407797 = -7879.247656 nChanged 0 SP:Iteration 8F (1840.220000 sec): 3 clusters Score: Raw -8341.655453 + Penalty 462.407797 = -7879.247656 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 3 clusters Score: Raw -3966.900667 + Penalty 391.669923 = -3575.230744 nChanged 12 SP:Iteration 1F (1840.220000 sec): 3 clusters Score: Raw -3997.250019 + Penalty 391.669923 = -3605.580095 nChanged 1 SP:Iteration 2Q (1840.220000 sec): 3 clusters Score: Raw -3998.245763 + Penalty 391.669923 = -3606.575840 nChanged 0 SP:Iteration 3F (1840.220000 sec): 3 clusters Score: Raw -3998.245763 + Penalty 391.669923 = -3606.575840 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.220000 sec): 3 clusters Score: Raw -6006.848312 + Penalty 445.021771 = -5561.826542 nChanged 29 SP:Iteration 1F (1840.230000 sec): 3 clusters Score: Raw -6072.688318 + Penalty 445.021771 = -5627.666547 nChanged 10 SP:Iteration 2F (1840.230000 sec): 3 clusters Score: Raw -6103.242486 + Penalty 445.021771 = -5658.220715 nChanged 4 SP:Iteration 3Q (1840.230000 sec): 3 clusters Score: Raw -6114.270426 + Penalty 445.021771 = -5669.248655 nChanged 4 SP:Iteration 4Q (1840.230000 sec): 3 clusters Score: Raw -6132.696822 + Penalty 445.021771 = -5687.675052 nChanged 3 SP:Iteration 5Q (1840.230000 sec): 3 clusters Score: Raw -6175.726121 + Penalty 445.021771 = -5730.704351 nChanged 2 SP:Iteration 6Q (1840.230000 sec): 3 clusters Score: Raw -6194.508518 + Penalty 445.021771 = -5749.486747 nChanged 0 SP:Iteration 7F (1840.230000 sec): 3 clusters Score: Raw -6194.508518 + Penalty 445.021771 = -5749.486747 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 2 clusters Score: Raw -4365.086990 + Penalty 209.987984 = -4155.099007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 3 clusters Score: Raw -4386.332486 + Penalty 419.975967 = -3966.356519 nChanged 19 SP:Iteration 1F (1840.230000 sec): 3 clusters Score: Raw -4416.687348 + Penalty 419.975967 = -3996.711381 nChanged 5 SP:Iteration 2Q (1840.230000 sec): 3 clusters Score: Raw -4427.014348 + Penalty 419.975967 = -4007.038381 nChanged 2 SP:Iteration 3Q (1840.230000 sec): 3 clusters Score: Raw -4433.606822 + Penalty 419.975967 = -4013.630855 nChanged 2 SP:Iteration 4Q (1840.230000 sec): 3 clusters Score: Raw -4437.524647 + Penalty 419.975967 = -4017.548680 nChanged 2 SP:Iteration 5Q (1840.230000 sec): 3 clusters Score: Raw -4442.923455 + Penalty 419.975967 = -4022.947488 nChanged 0 SP:Iteration 6F (1840.230000 sec): 3 clusters Score: Raw -4442.923455 + Penalty 419.975967 = -4022.947488 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 2 clusters Score: Raw -3804.743238 + Penalty 203.718825 = -3601.024413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 3 clusters Score: Raw -3824.136919 + Penalty 407.437650 = -3416.699269 nChanged 15 SP:Iteration 1F (1840.230000 sec): 3 clusters Score: Raw -3872.635626 + Penalty 407.437650 = -3465.197976 nChanged 5 SP:Iteration 2F (1840.230000 sec): 3 clusters Score: Raw -3889.934403 + Penalty 407.437650 = -3482.496753 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 2 clusters Score: Raw -6679.692969 + Penalty 241.073440 = -6438.619529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 3 clusters Score: Raw -6631.290952 + Penalty 482.146880 = -6149.144071 nChanged 56 SP:Iteration 1F (1840.230000 sec): 3 clusters Score: Raw -6728.999631 + Penalty 482.146880 = -6246.852751 nChanged 18 SP:Iteration 2F (1840.230000 sec): 3 clusters Score: Raw -6771.222643 + Penalty 482.146880 = -6289.075763 nChanged 10 SP:Iteration 3Q (1840.230000 sec): 3 clusters Score: Raw -6794.938921 + Penalty 482.146880 = -6312.792041 nChanged 5 SP:Iteration 4Q (1840.230000 sec): 3 clusters Score: Raw -6805.773283 + Penalty 482.146880 = -6323.626403 nChanged 7 SP:Iteration 5Q (1840.230000 sec): 3 clusters Score: Raw -6826.979650 + Penalty 482.146880 = -6344.832770 nChanged 9 SP:Iteration 6Q (1840.230000 sec): 3 clusters Score: Raw -6847.139702 + Penalty 482.146880 = -6364.992822 nChanged 6 SP:Iteration 7Q (1840.230000 sec): 3 clusters Score: Raw -6855.650487 + Penalty 482.146880 = -6373.503607 nChanged 4 SP:Iteration 8Q (1840.230000 sec): 3 clusters Score: Raw -6866.381131 + Penalty 482.146880 = -6384.234251 nChanged 0 SP:Iteration 9F (1840.230000 sec): 3 clusters Score: Raw -6866.381131 + Penalty 482.146880 = -6384.234251 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 2 clusters Score: Raw -2813.293562 + Penalty 190.629291 = -2622.664272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 3 clusters Score: Raw -2840.527823 + Penalty 381.258582 = -2459.269242 nChanged 18 SP:Iteration 1F (1840.230000 sec): 3 clusters Score: Raw -2893.074947 + Penalty 381.258582 = -2511.816366 nChanged 2 SP:Iteration 2Q (1840.230000 sec): 3 clusters Score: Raw -2903.154234 + Penalty 381.258582 = -2521.895652 nChanged 1 SP:Iteration 3Q (1840.230000 sec): 3 clusters Score: Raw -2906.199018 + Penalty 381.258582 = -2524.940437 nChanged 0 SP:Iteration 4F (1840.230000 sec): 3 clusters Score: Raw -2906.199018 + Penalty 381.258582 = -2524.940437 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 3 clusters Score: Raw -4492.514021 + Penalty 420.872526 = -4071.641495 nChanged 28 SP:Iteration 1F (1840.230000 sec): 3 clusters Score: Raw -4571.895156 + Penalty 420.872526 = -4151.022630 nChanged 9 SP:Iteration 2F (1840.230000 sec): 3 clusters Score: Raw -4603.958572 + Penalty 420.872526 = -4183.086046 nChanged 1 SP:Iteration 3Q (1840.230000 sec): 3 clusters Score: Raw -4604.597282 + Penalty 420.872526 = -4183.724756 nChanged 0 SP:Iteration 4F (1840.230000 sec): 3 clusters Score: Raw -4604.597282 + Penalty 420.872526 = -4183.724756 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 2 clusters Score: Raw -3832.383525 + Penalty 206.719913 = -3625.663612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.230000 sec): 3 clusters Score: Raw -3860.740879 + Penalty 413.439825 = -3447.301054 nChanged 32 SP:Iteration 1F (1840.230000 sec): 3 clusters Score: Raw -3986.242641 + Penalty 413.439825 = -3572.802815 nChanged 8 SP:Iteration 2F (1840.230000 sec): 3 clusters Score: Raw -4064.892352 + Penalty 413.439825 = -3651.452527 nChanged 2 SP:Iteration 3Q (1840.230000 sec): 3 clusters Score: Raw -4095.164634 + Penalty 413.439825 = -3681.724809 nChanged 3 SP:Iteration 4Q (1840.230000 sec): 3 clusters Score: Raw -4123.185758 + Penalty 413.439825 = -3709.745932 nChanged 3 SP:Iteration 5Q (1840.230000 sec): 3 clusters Score: Raw -4148.400994 + Penalty 413.439825 = -3734.961168 nChanged 1 SP:Iteration 6Q (1840.230000 sec): 3 clusters Score: Raw -4160.172968 + Penalty 413.439825 = -3746.733142 nChanged 2 SP:Iteration 7Q (1840.230000 sec): 3 clusters Score: Raw -4199.679726 + Penalty 413.439825 = -3786.239901 nChanged 0 SP:Iteration 8F (1840.240000 sec): 3 clusters Score: Raw -4200.652720 + Penalty 413.439825 = -3787.212895 nChanged 1 SP:Iteration 9Q (1840.240000 sec): 3 clusters Score: Raw -4217.477562 + Penalty 413.439825 = -3804.037737 nChanged 1 SP:Iteration 10Q (1840.240000 sec): 3 clusters Score: Raw -4237.596924 + Penalty 413.439825 = -3824.157099 nChanged 1 SP:Iteration 11Q (1840.240000 sec): 3 clusters Score: Raw -4280.936014 + Penalty 413.439825 = -3867.496189 nChanged 0 SP:Iteration 12F (1840.240000 sec): 3 clusters Score: Raw -4280.936014 + Penalty 413.439825 = -3867.496189 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 83. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.240000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.240000 sec): 3 clusters Score: Raw -7461.024637 + Penalty 465.737437 = -6995.287200 nChanged 34 SP:Iteration 1F (1840.240000 sec): 3 clusters Score: Raw -7520.333235 + Penalty 465.737437 = -7054.595798 nChanged 14 SP:Iteration 2F (1840.240000 sec): 3 clusters Score: Raw -7553.092875 + Penalty 465.737437 = -7087.355438 nChanged 9 SP:Iteration 3F (1840.240000 sec): 3 clusters Score: Raw -7580.009796 + Penalty 465.737437 = -7114.272359 nChanged 7 SP:Iteration 4Q (1840.240000 sec): 3 clusters Score: Raw -7590.128189 + Penalty 465.737437 = -7124.390752 nChanged 2 SP:Iteration 5Q (1840.240000 sec): 3 clusters Score: Raw -7593.452512 + Penalty 465.737437 = -7127.715075 nChanged 2 SP:Iteration 6Q (1840.240000 sec): 3 clusters Score: Raw -7601.298741 + Penalty 465.737437 = -7135.561304 nChanged 4 SP:Iteration 7Q (1840.240000 sec): 3 clusters Score: Raw -7608.041784 + Penalty 465.737437 = -7142.304347 nChanged 2 SP:Iteration 8Q (1840.240000 sec): 3 clusters Score: Raw -7613.297835 + Penalty 465.737437 = -7147.560398 nChanged 4 SP:Iteration 9Q (1840.240000 sec): 3 clusters Score: Raw -7618.184753 + Penalty 465.737437 = -7152.447316 nChanged 4 SP:Iteration 10Q (1840.240000 sec): 3 clusters Score: Raw -7624.485503 + Penalty 465.737437 = -7158.748066 nChanged 4 SP:Iteration 11Q (1840.240000 sec): 3 clusters Score: Raw -7633.876661 + Penalty 465.737437 = -7168.139224 nChanged 1 SP:Iteration 12Q (1840.240000 sec): 3 clusters Score: Raw -7634.944556 + Penalty 465.737437 = -7169.207119 nChanged 0 SP:Iteration 13F (1840.240000 sec): 3 clusters Score: Raw -7634.944556 + Penalty 465.737437 = -7169.207119 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.240000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.240000 sec): 3 clusters Score: Raw -2753.692057 + Penalty 402.114495 = -2351.577561 nChanged 20 SP:Iteration 1F (1840.240000 sec): 3 clusters Score: Raw -2807.138549 + Penalty 402.114495 = -2405.024053 nChanged 4 SP:Iteration 2Q (1840.240000 sec): 3 clusters Score: Raw -2824.596020 + Penalty 402.114495 = -2422.481525 nChanged 1 SP:Iteration 3Q (1840.240000 sec): 3 clusters Score: Raw -2826.248655 + Penalty 402.114495 = -2424.134160 nChanged 0 SP:Iteration 4F (1840.240000 sec): 3 clusters Score: Raw -2826.248655 + Penalty 402.114495 = -2424.134160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.240000 sec): 2 clusters Score: Raw -5922.493757 + Penalty 222.510885 = -5699.982872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.240000 sec): 3 clusters Score: Raw -5917.589214 + Penalty 445.021771 = -5472.567443 nChanged 32 SP:Iteration 1F (1840.250000 sec): 3 clusters Score: Raw -5971.661573 + Penalty 445.021771 = -5526.639802 nChanged 10 SP:Iteration 2F (1840.250000 sec): 3 clusters Score: Raw -5986.256975 + Penalty 445.021771 = -5541.235204 nChanged 2 SP:Iteration 3Q (1840.250000 sec): 3 clusters Score: Raw -5988.666845 + Penalty 445.021771 = -5543.645075 nChanged 2 SP:Iteration 4Q (1840.250000 sec): 3 clusters Score: Raw -5992.927342 + Penalty 445.021771 = -5547.905571 nChanged 1 SP:Iteration 5Q (1840.250000 sec): 3 clusters Score: Raw -5994.028125 + Penalty 445.021771 = -5549.006354 nChanged 2 SP:Iteration 6Q (1840.250000 sec): 3 clusters Score: Raw -5996.340955 + Penalty 445.021771 = -5551.319185 nChanged 0 SP:Iteration 7F (1840.250000 sec): 3 clusters Score: Raw -5996.340955 + Penalty 445.021771 = -5551.319185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 76 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 2 clusters Score: Raw -3062.236352 + Penalty 183.958833 = -2878.277519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 3 clusters Score: Raw -3118.410483 + Penalty 367.917665 = -2750.492818 nChanged 3 SP:Iteration 1F (1840.250000 sec): 3 clusters Score: Raw -3127.958570 + Penalty 367.917665 = -2760.040905 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 3 clusters Score: Raw -4086.756254 + Penalty 408.465910 = -3678.290345 nChanged 10 SP:Iteration 1F (1840.250000 sec): 3 clusters Score: Raw -4104.570276 + Penalty 408.465910 = -3696.104366 nChanged 3 SP:Iteration 2Q (1840.250000 sec): 3 clusters Score: Raw -4111.239152 + Penalty 408.465910 = -3702.773242 nChanged 1 SP:Iteration 3Q (1840.250000 sec): 3 clusters Score: Raw -4113.610181 + Penalty 408.465910 = -3705.144272 nChanged 0 SP:Iteration 4F (1840.250000 sec): 3 clusters Score: Raw -4113.610181 + Penalty 408.465910 = -3705.144272 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 2 clusters Score: Raw -6699.071229 + Penalty 233.410392 = -6465.660838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 3 clusters Score: Raw -6664.837574 + Penalty 466.820783 = -6198.016791 nChanged 33 SP:Iteration 1F (1840.250000 sec): 3 clusters Score: Raw -6714.530433 + Penalty 466.820783 = -6247.709650 nChanged 17 SP:Iteration 2F (1840.250000 sec): 3 clusters Score: Raw -6737.660783 + Penalty 466.820783 = -6270.840000 nChanged 7 SP:Iteration 3Q (1840.250000 sec): 3 clusters Score: Raw -6744.820446 + Penalty 466.820783 = -6277.999662 nChanged 3 SP:Iteration 4Q (1840.250000 sec): 3 clusters Score: Raw -6751.425048 + Penalty 466.820783 = -6284.604265 nChanged 4 SP:Iteration 5Q (1840.250000 sec): 3 clusters Score: Raw -6754.326795 + Penalty 466.820783 = -6287.506011 nChanged 4 SP:Iteration 6Q (1840.250000 sec): 3 clusters Score: Raw -6766.281975 + Penalty 466.820783 = -6299.461192 nChanged 6 SP:Iteration 7Q (1840.250000 sec): 3 clusters Score: Raw -6774.519504 + Penalty 466.820783 = -6307.698721 nChanged 3 SP:Iteration 8Q (1840.250000 sec): 3 clusters Score: Raw -6777.299736 + Penalty 466.820783 = -6310.478953 nChanged 3 SP:Iteration 9Q (1840.250000 sec): 3 clusters Score: Raw -6784.384335 + Penalty 466.820783 = -6317.563552 nChanged 2 SP:Iteration 10Q (1840.250000 sec): 3 clusters Score: Raw -6787.592853 + Penalty 466.820783 = -6320.772070 nChanged 0 SP:Iteration 11F (1840.250000 sec): 3 clusters Score: Raw -6787.592853 + Penalty 466.820783 = -6320.772070 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 2 clusters Score: Raw -6542.329475 + Penalty 229.181343 = -6313.148131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 3 clusters Score: Raw -6538.957869 + Penalty 458.362687 = -6080.595182 nChanged 38 SP:Iteration 1F (1840.250000 sec): 3 clusters Score: Raw -6669.776813 + Penalty 458.362687 = -6211.414126 nChanged 9 SP:Iteration 2F (1840.250000 sec): 3 clusters Score: Raw -6711.485993 + Penalty 458.362687 = -6253.123306 nChanged 5 SP:Iteration 3Q (1840.250000 sec): 3 clusters Score: Raw -6730.767085 + Penalty 458.362687 = -6272.404398 nChanged 0 SP:Iteration 4F (1840.250000 sec): 3 clusters Score: Raw -6730.767085 + Penalty 458.362687 = -6272.404398 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 3 clusters Score: Raw -3732.805337 + Penalty 392.891418 = -3339.913919 nChanged 14 SP:Iteration 1F (1840.250000 sec): 3 clusters Score: Raw -3768.815026 + Penalty 392.891418 = -3375.923608 nChanged 4 SP:Iteration 2F (1840.250000 sec): 3 clusters Score: Raw -3786.927218 + Penalty 392.891418 = -3394.035800 nChanged 3 SP:Iteration 3Q (1840.250000 sec): 3 clusters Score: Raw -3796.255524 + Penalty 392.891418 = -3403.364106 nChanged 0 SP:Iteration 4F (1840.250000 sec): 3 clusters Score: Raw -3796.255524 + Penalty 392.891418 = -3403.364106 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 2 clusters Score: Raw -6626.865276 + Penalty 234.737016 = -6392.128260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.250000 sec): 3 clusters Score: Raw -6605.687685 + Penalty 469.474032 = -6136.213652 nChanged 48 SP:Iteration 1F (1840.250000 sec): 3 clusters Score: Raw -6688.822857 + Penalty 469.474032 = -6219.348825 nChanged 10 SP:Iteration 2F (1840.250000 sec): 3 clusters Score: Raw -6699.532192 + Penalty 469.474032 = -6230.058160 nChanged 7 SP:Iteration 3Q (1840.250000 sec): 3 clusters Score: Raw -6715.107109 + Penalty 469.474032 = -6245.633076 nChanged 7 SP:Iteration 4Q (1840.250000 sec): 3 clusters Score: Raw -6737.009759 + Penalty 469.474032 = -6267.535727 nChanged 2 SP:Iteration 5Q (1840.260000 sec): 3 clusters Score: Raw -6758.667834 + Penalty 469.474032 = -6289.193801 nChanged 5 SP:Iteration 6Q (1840.260000 sec): 3 clusters Score: Raw -6781.215784 + Penalty 469.474032 = -6311.741752 nChanged 4 SP:Iteration 7Q (1840.260000 sec): 3 clusters Score: Raw -6820.495372 + Penalty 469.474032 = -6351.021340 nChanged 2 SP:Iteration 8Q (1840.260000 sec): 3 clusters Score: Raw -6834.217104 + Penalty 469.474032 = -6364.743072 nChanged 0 SP:Iteration 9F (1840.260000 sec): 3 clusters Score: Raw -6834.217104 + Penalty 469.474032 = -6364.743072 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 82 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.260000 sec): 2 clusters Score: Raw -8343.459996 + Penalty 241.750872 = -8101.709124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.260000 sec): 3 clusters Score: Raw -8330.340154 + Penalty 483.501744 = -7846.838410 nChanged 51 SP:Iteration 1F (1840.260000 sec): 3 clusters Score: Raw -8416.728800 + Penalty 483.501744 = -7933.227056 nChanged 21 SP:Iteration 2F (1840.260000 sec): 3 clusters Score: Raw -8444.515121 + Penalty 483.501744 = -7961.013377 nChanged 6 SP:Iteration 3Q (1840.260000 sec): 3 clusters Score: Raw -8453.881012 + Penalty 483.501744 = -7970.379268 nChanged 2 SP:Iteration 4Q (1840.260000 sec): 3 clusters Score: Raw -8454.561935 + Penalty 483.501744 = -7971.060191 nChanged 0 SP:Iteration 5F (1840.260000 sec): 3 clusters Score: Raw -8454.561935 + Penalty 483.501744 = -7971.060191 nChanged 0 Iteration 337F (1853.340000 sec): 84 clusters Score: Raw -23964605.106075 + Penalty 48865.078786 = -23915740.027289 nChanged 27 Iteration 338F (1866.200000 sec): 84 clusters Score: Raw -23964633.611369 + Penalty 48865.078786 = -23915768.532583 nChanged 12 Writing temp clu file Because OldScore, -23915740.027289, is greater than current (better) Score,-23915768.532583 Compute initial score before splitting: Score: Raw -23964633.611369 + Penalty 48865.078786 = -23915768.532583 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.270000 sec): 2 clusters Score: Raw -22234.166220 + Penalty 270.397372 = -21963.768849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.270000 sec): 3 clusters Score: Raw -22102.656486 + Penalty 540.794743 = -21561.861743 nChanged 116 SP:Iteration 1F (1866.270000 sec): 3 clusters Score: Raw -22195.048046 + Penalty 540.794743 = -21654.253302 nChanged 22 SP:Iteration 2F (1866.270000 sec): 3 clusters Score: Raw -22219.598208 + Penalty 540.794743 = -21678.803465 nChanged 14 SP:Iteration 3Q (1866.270000 sec): 3 clusters Score: Raw -22231.886050 + Penalty 540.794743 = -21691.091307 nChanged 11 SP:Iteration 4Q (1866.270000 sec): 3 clusters Score: Raw -22238.582249 + Penalty 540.794743 = -21697.787506 nChanged 8 SP:Iteration 5Q (1866.270000 sec): 3 clusters Score: Raw -22247.846130 + Penalty 540.794743 = -21707.051387 nChanged 3 SP:Iteration 6Q (1866.270000 sec): 3 clusters Score: Raw -22250.113888 + Penalty 540.794743 = -21709.319144 nChanged 2 SP:Iteration 7Q (1866.270000 sec): 3 clusters Score: Raw -22252.489143 + Penalty 540.794743 = -21711.694400 nChanged 3 SP:Iteration 8Q (1866.270000 sec): 3 clusters Score: Raw -22255.136710 + Penalty 540.794743 = -21714.341967 nChanged 3 SP:Iteration 9Q (1866.270000 sec): 3 clusters Score: Raw -22257.322994 + Penalty 540.794743 = -21716.528251 nChanged 1 SP:Iteration 10Q (1866.270000 sec): 3 clusters Score: Raw -22257.510744 + Penalty 540.794743 = -21716.716001 nChanged 1 SP:Iteration 11Q (1866.270000 sec): 3 clusters Score: Raw -22258.036438 + Penalty 540.794743 = -21717.241695 nChanged 0 SP:Iteration 12F (1866.270000 sec): 3 clusters Score: Raw -22258.036438 + Penalty 540.794743 = -21717.241695 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.270000 sec): 2 clusters Score: Raw -16727.932656 + Penalty 259.217754 = -16468.714902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.280000 sec): 3 clusters Score: Raw -16634.662386 + Penalty 518.435507 = -16116.226878 nChanged 98 SP:Iteration 1F (1866.280000 sec): 3 clusters Score: Raw -16713.943925 + Penalty 518.435507 = -16195.508418 nChanged 20 SP:Iteration 2F (1866.280000 sec): 3 clusters Score: Raw -16738.156163 + Penalty 518.435507 = -16219.720655 nChanged 18 SP:Iteration 3F (1866.280000 sec): 3 clusters Score: Raw -16771.212721 + Penalty 518.435507 = -16252.777214 nChanged 15 SP:Iteration 4F (1866.280000 sec): 3 clusters Score: Raw -16797.756527 + Penalty 518.435507 = -16279.321020 nChanged 14 SP:Iteration 5Q (1866.280000 sec): 3 clusters Score: Raw -16823.639037 + Penalty 518.435507 = -16305.203529 nChanged 17 SP:Iteration 6F (1866.280000 sec): 3 clusters Score: Raw -16871.671271 + Penalty 518.435507 = -16353.235764 nChanged 14 SP:Iteration 7Q (1866.280000 sec): 3 clusters Score: Raw -16892.858699 + Penalty 518.435507 = -16374.423192 nChanged 8 SP:Iteration 8Q (1866.280000 sec): 3 clusters Score: Raw -16911.739783 + Penalty 518.435507 = -16393.304276 nChanged 6 SP:Iteration 9Q (1866.280000 sec): 3 clusters Score: Raw -16920.520118 + Penalty 518.435507 = -16402.084611 nChanged 6 SP:Iteration 10Q (1866.280000 sec): 3 clusters Score: Raw -16931.605237 + Penalty 518.435507 = -16413.169730 nChanged 4 SP:Iteration 11Q (1866.280000 sec): 3 clusters Score: Raw -16937.506236 + Penalty 518.435507 = -16419.070729 nChanged 3 SP:Iteration 12Q (1866.280000 sec): 3 clusters Score: Raw -16941.195302 + Penalty 518.435507 = -16422.759795 nChanged 1 SP:Iteration 13Q (1866.280000 sec): 3 clusters Score: Raw -16941.663833 + Penalty 518.435507 = -16423.228326 nChanged 0 SP:Iteration 14F (1866.280000 sec): 3 clusters Score: Raw -16941.663833 + Penalty 518.435507 = -16423.228326 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.290000 sec): 2 clusters Score: Raw -114070.729059 + Penalty 344.314228 = -113726.414831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.290000 sec): 3 clusters Score: Raw -112992.185003 + Penalty 688.628457 = -112303.556546 nChanged 834 SP:Iteration 1F (1866.290000 sec): 3 clusters Score: Raw -113436.409579 + Penalty 688.628457 = -112747.781122 nChanged 142 SP:Iteration 2F (1866.290000 sec): 3 clusters Score: Raw -113508.028691 + Penalty 688.628457 = -112819.400234 nChanged 110 SP:Iteration 3F (1866.290000 sec): 3 clusters Score: Raw -113564.419343 + Penalty 688.628457 = -112875.790886 nChanged 99 SP:Iteration 4F (1866.290000 sec): 3 clusters Score: Raw -113614.192642 + Penalty 688.628457 = -112925.564185 nChanged 81 SP:Iteration 5Q (1866.300000 sec): 3 clusters Score: Raw -113657.181186 + Penalty 688.628457 = -112968.552729 nChanged 57 SP:Iteration 6Q (1866.300000 sec): 3 clusters Score: Raw -113685.496452 + Penalty 688.628457 = -112996.867996 nChanged 57 SP:Iteration 7Q (1866.300000 sec): 3 clusters Score: Raw -113716.698208 + Penalty 688.628457 = -113028.069751 nChanged 53 SP:Iteration 8Q (1866.310000 sec): 3 clusters Score: Raw -113746.677259 + Penalty 688.628457 = -113058.048803 nChanged 46 SP:Iteration 9Q (1866.310000 sec): 3 clusters Score: Raw -113775.039163 + Penalty 688.628457 = -113086.410707 nChanged 54 SP:Iteration 10Q (1866.310000 sec): 3 clusters Score: Raw -113804.896574 + Penalty 688.628457 = -113116.268117 nChanged 61 SP:Iteration 11Q (1866.310000 sec): 3 clusters Score: Raw -113846.063270 + Penalty 688.628457 = -113157.434813 nChanged 69 SP:Iteration 12Q (1866.310000 sec): 3 clusters Score: Raw -113895.199254 + Penalty 688.628457 = -113206.570798 nChanged 61 SP:Iteration 13Q (1866.310000 sec): 3 clusters Score: Raw -113935.629064 + Penalty 688.628457 = -113247.000608 nChanged 57 SP:Iteration 14Q (1866.320000 sec): 3 clusters Score: Raw -113971.307625 + Penalty 688.628457 = -113282.679169 nChanged 41 SP:Iteration 15Q (1866.320000 sec): 3 clusters Score: Raw -113996.387554 + Penalty 688.628457 = -113307.759098 nChanged 42 SP:Iteration 16Q (1866.320000 sec): 3 clusters Score: Raw -114018.930838 + Penalty 688.628457 = -113330.302381 nChanged 30 SP:Iteration 17Q (1866.320000 sec): 3 clusters Score: Raw -114039.119265 + Penalty 688.628457 = -113350.490809 nChanged 29 SP:Iteration 18Q (1866.330000 sec): 3 clusters Score: Raw -114055.048308 + Penalty 688.628457 = -113366.419852 nChanged 24 SP:Iteration 19Q (1866.330000 sec): 3 clusters Score: Raw -114068.864721 + Penalty 688.628457 = -113380.236264 nChanged 17 SP:Iteration 20F (1866.330000 sec): 3 clusters Score: Raw -114080.130710 + Penalty 688.628457 = -113391.502254 nChanged 15 SP:Iteration 21Q (1866.330000 sec): 3 clusters Score: Raw -114088.995194 + Penalty 688.628457 = -113400.366737 nChanged 12 SP:Iteration 22Q (1866.330000 sec): 3 clusters Score: Raw -114096.829685 + Penalty 688.628457 = -113408.201229 nChanged 13 SP:Iteration 23Q (1866.330000 sec): 3 clusters Score: Raw -114104.958991 + Penalty 688.628457 = -113416.330535 nChanged 8 SP:Iteration 24Q (1866.330000 sec): 3 clusters Score: Raw -114109.507741 + Penalty 688.628457 = -113420.879285 nChanged 5 SP:Iteration 25Q (1866.340000 sec): 3 clusters Score: Raw -114111.424150 + Penalty 688.628457 = -113422.795693 nChanged 3 SP:Iteration 26Q (1866.340000 sec): 3 clusters Score: Raw -114113.678791 + Penalty 688.628457 = -113425.050335 nChanged 1 SP:Iteration 27Q (1866.340000 sec): 3 clusters Score: Raw -114114.134078 + Penalty 688.628457 = -113425.505621 nChanged 2 SP:Iteration 28Q (1866.340000 sec): 3 clusters Score: Raw -114115.138690 + Penalty 688.628457 = -113426.510233 nChanged 3 SP:Iteration 29Q (1866.350000 sec): 3 clusters Score: Raw -114115.680795 + Penalty 688.628457 = -113427.052338 nChanged 1 SP:Iteration 30Q (1866.350000 sec): 3 clusters Score: Raw -114115.870383 + Penalty 688.628457 = -113427.241927 nChanged 0 SP:Iteration 31F (1866.350000 sec): 3 clusters Score: Raw -114115.870383 + Penalty 688.628457 = -113427.241927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.450000 sec): 2 clusters Score: Raw -2261386.098170 + Penalty 481.824969 = -2260904.273201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.500000 sec): 3 clusters Score: Raw -2235314.661212 + Penalty 963.649939 = -2234351.011273 nChanged 19027 SP:Iteration 1F (1866.560000 sec): 3 clusters Score: Raw -2247045.488038 + Penalty 963.649939 = -2246081.838099 nChanged 1914 SP:Iteration 2Q (1866.620000 sec): 3 clusters Score: Raw -2247896.896697 + Penalty 963.649939 = -2246933.246759 nChanged 2418 SP:Iteration 3F (1866.670000 sec): 3 clusters Score: Raw -2249317.111765 + Penalty 963.649939 = -2248353.461827 nChanged 2926 SP:Iteration 4F (1866.730000 sec): 3 clusters Score: Raw -2251562.944362 + Penalty 963.649939 = -2250599.294423 nChanged 3190 SP:Iteration 5F (1866.790000 sec): 3 clusters Score: Raw -2254557.240275 + Penalty 963.649939 = -2253593.590337 nChanged 2830 SP:Iteration 6F (1866.840000 sec): 3 clusters Score: Raw -2257439.385573 + Penalty 963.649939 = -2256475.735634 nChanged 1922 SP:Iteration 7Q (1866.890000 sec): 3 clusters Score: Raw -2259382.349134 + Penalty 963.649939 = -2258418.699195 nChanged 1050 SP:Iteration 8Q (1866.940000 sec): 3 clusters Score: Raw -2260356.713562 + Penalty 963.649939 = -2259393.063624 nChanged 573 SP:Iteration 9Q (1866.980000 sec): 3 clusters Score: Raw -2260865.558383 + Penalty 963.649939 = -2259901.908444 nChanged 328 SP:Iteration 10Q (1867.030000 sec): 3 clusters Score: Raw -2261142.218948 + Penalty 963.649939 = -2260178.569009 nChanged 173 SP:Iteration 11Q (1867.070000 sec): 3 clusters Score: Raw -2261276.118218 + Penalty 963.649939 = -2260312.468280 nChanged 86 SP:Iteration 12Q (1867.110000 sec): 3 clusters Score: Raw -2261340.591191 + Penalty 963.649939 = -2260376.941252 nChanged 50 SP:Iteration 13Q (1867.150000 sec): 3 clusters Score: Raw -2261381.059774 + Penalty 963.649939 = -2260417.409835 nChanged 32 SP:Iteration 14Q (1867.180000 sec): 3 clusters Score: Raw -2261407.349679 + Penalty 963.649939 = -2260443.699740 nChanged 15 SP:Iteration 15Q (1867.220000 sec): 3 clusters Score: Raw -2261427.038018 + Penalty 963.649939 = -2260463.388079 nChanged 4 SP:Iteration 16Q (1867.260000 sec): 3 clusters Score: Raw -2261433.167959 + Penalty 963.649939 = -2260469.518021 nChanged 2 SP:Iteration 17Q (1867.290000 sec): 3 clusters Score: Raw -2261437.798168 + Penalty 963.649939 = -2260474.148229 nChanged 3 SP:Iteration 18Q (1867.330000 sec): 3 clusters Score: Raw -2261442.214047 + Penalty 963.649939 = -2260478.564108 nChanged 2 SP:Iteration 19Q (1867.370000 sec): 3 clusters Score: Raw -2261451.461753 + Penalty 963.649939 = -2260487.811814 nChanged 4 SP:Iteration 20F (1867.420000 sec): 3 clusters Score: Raw -2261454.675894 + Penalty 963.649939 = -2260491.025956 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.440000 sec): 2 clusters Score: Raw -200226.052436 + Penalty 369.106372 = -199856.946064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.450000 sec): 3 clusters Score: Raw -198277.883444 + Penalty 738.212744 = -197539.670700 nChanged 1484 SP:Iteration 1F (1867.450000 sec): 3 clusters Score: Raw -199172.866725 + Penalty 738.212744 = -198434.653981 nChanged 222 SP:Iteration 2F (1867.450000 sec): 3 clusters Score: Raw -199336.129872 + Penalty 738.212744 = -198597.917128 nChanged 231 SP:Iteration 3F (1867.450000 sec): 3 clusters Score: Raw -199507.760541 + Penalty 738.212744 = -198769.547797 nChanged 199 SP:Iteration 4F (1867.460000 sec): 3 clusters Score: Raw -199665.386753 + Penalty 738.212744 = -198927.174008 nChanged 176 SP:Iteration 5F (1867.460000 sec): 3 clusters Score: Raw -199817.593871 + Penalty 738.212744 = -199079.381126 nChanged 136 SP:Iteration 6Q (1867.470000 sec): 3 clusters Score: Raw -199934.571695 + Penalty 738.212744 = -199196.358950 nChanged 113 SP:Iteration 7Q (1867.470000 sec): 3 clusters Score: Raw -200020.336637 + Penalty 738.212744 = -199282.123892 nChanged 92 SP:Iteration 8Q (1867.470000 sec): 3 clusters Score: Raw -200093.183761 + Penalty 738.212744 = -199354.971017 nChanged 67 SP:Iteration 9Q (1867.480000 sec): 3 clusters Score: Raw -200147.590511 + Penalty 738.212744 = -199409.377767 nChanged 52 SP:Iteration 10Q (1867.480000 sec): 3 clusters Score: Raw -200189.491076 + Penalty 738.212744 = -199451.278331 nChanged 37 SP:Iteration 11Q (1867.480000 sec): 3 clusters Score: Raw -200212.660284 + Penalty 738.212744 = -199474.447539 nChanged 25 SP:Iteration 12Q (1867.490000 sec): 3 clusters Score: Raw -200232.388204 + Penalty 738.212744 = -199494.175460 nChanged 21 SP:Iteration 13Q (1867.490000 sec): 3 clusters Score: Raw -200258.037809 + Penalty 738.212744 = -199519.825065 nChanged 26 SP:Iteration 14Q (1867.490000 sec): 3 clusters Score: Raw -200281.106325 + Penalty 738.212744 = -199542.893581 nChanged 11 SP:Iteration 15Q (1867.490000 sec): 3 clusters Score: Raw -200290.332796 + Penalty 738.212744 = -199552.120051 nChanged 10 SP:Iteration 16Q (1867.500000 sec): 3 clusters Score: Raw -200297.091199 + Penalty 738.212744 = -199558.878455 nChanged 13 SP:Iteration 17Q (1867.500000 sec): 3 clusters Score: Raw -200313.234649 + Penalty 738.212744 = -199575.021905 nChanged 15 SP:Iteration 18Q (1867.510000 sec): 3 clusters Score: Raw -200343.973827 + Penalty 738.212744 = -199605.761082 nChanged 12 SP:Iteration 19Q (1867.510000 sec): 3 clusters Score: Raw -200370.583923 + Penalty 738.212744 = -199632.371178 nChanged 19 SP:Iteration 20F (1867.510000 sec): 3 clusters Score: Raw -200392.677807 + Penalty 738.212744 = -199654.465063 nChanged 9 SP:Iteration 21Q (1867.510000 sec): 3 clusters Score: Raw -200402.051041 + Penalty 738.212744 = -199663.838297 nChanged 8 SP:Iteration 22Q (1867.520000 sec): 3 clusters Score: Raw -200409.795028 + Penalty 738.212744 = -199671.582284 nChanged 6 SP:Iteration 23Q (1867.520000 sec): 3 clusters Score: Raw -200416.532422 + Penalty 738.212744 = -199678.319678 nChanged 2 SP:Iteration 24Q (1867.520000 sec): 3 clusters Score: Raw -200417.453568 + Penalty 738.212744 = -199679.240823 nChanged 0 SP:Iteration 25F (1867.530000 sec): 3 clusters Score: Raw -200417.453568 + Penalty 738.212744 = -199679.240823 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.530000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.530000 sec): 3 clusters Score: Raw -3221.722373 + Penalty 396.460503 = -2825.261870 nChanged 11 SP:Iteration 1F (1867.530000 sec): 3 clusters Score: Raw -3253.855699 + Penalty 396.460503 = -2857.395195 nChanged 6 SP:Iteration 2F (1867.530000 sec): 3 clusters Score: Raw -3273.876042 + Penalty 396.460503 = -2877.415538 nChanged 1 SP:Iteration 3Q (1867.530000 sec): 3 clusters Score: Raw -3274.818959 + Penalty 396.460503 = -2878.358456 nChanged 0 SP:Iteration 4F (1867.530000 sec): 3 clusters Score: Raw -3274.818959 + Penalty 396.460503 = -2878.358456 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.530000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.530000 sec): 3 clusters Score: Raw -60508.022033 + Penalty 639.646968 = -59868.375064 nChanged 473 SP:Iteration 1F (1867.530000 sec): 3 clusters Score: Raw -60792.844230 + Penalty 639.646968 = -60153.197261 nChanged 117 SP:Iteration 2F (1867.530000 sec): 3 clusters Score: Raw -60898.242582 + Penalty 639.646968 = -60258.595614 nChanged 95 SP:Iteration 3F (1867.540000 sec): 3 clusters Score: Raw -60978.629664 + Penalty 639.646968 = -60338.982696 nChanged 68 SP:Iteration 4F (1867.540000 sec): 3 clusters Score: Raw -61026.939463 + Penalty 639.646968 = -60387.292495 nChanged 53 SP:Iteration 5Q (1867.540000 sec): 3 clusters Score: Raw -61066.789806 + Penalty 639.646968 = -60427.142838 nChanged 42 SP:Iteration 6Q (1867.540000 sec): 3 clusters Score: Raw -61099.049590 + Penalty 639.646968 = -60459.402621 nChanged 37 SP:Iteration 7Q (1867.540000 sec): 3 clusters Score: Raw -61126.310834 + Penalty 639.646968 = -60486.663865 nChanged 28 SP:Iteration 8Q (1867.540000 sec): 3 clusters Score: Raw -61146.655256 + Penalty 639.646968 = -60507.008287 nChanged 28 SP:Iteration 9Q (1867.550000 sec): 3 clusters Score: Raw -61166.210498 + Penalty 639.646968 = -60526.563529 nChanged 15 SP:Iteration 10Q (1867.550000 sec): 3 clusters Score: Raw -61177.851958 + Penalty 639.646968 = -60538.204989 nChanged 17 SP:Iteration 11Q (1867.550000 sec): 3 clusters Score: Raw -61187.896332 + Penalty 639.646968 = -60548.249363 nChanged 11 SP:Iteration 12Q (1867.550000 sec): 3 clusters Score: Raw -61194.916984 + Penalty 639.646968 = -60555.270015 nChanged 6 SP:Iteration 13Q (1867.550000 sec): 3 clusters Score: Raw -61198.300600 + Penalty 639.646968 = -60558.653632 nChanged 5 SP:Iteration 14Q (1867.550000 sec): 3 clusters Score: Raw -61203.335027 + Penalty 639.646968 = -60563.688059 nChanged 9 SP:Iteration 15Q (1867.550000 sec): 3 clusters Score: Raw -61210.076927 + Penalty 639.646968 = -60570.429959 nChanged 5 SP:Iteration 16Q (1867.550000 sec): 3 clusters Score: Raw -61213.117770 + Penalty 639.646968 = -60573.470802 nChanged 4 SP:Iteration 17Q (1867.550000 sec): 3 clusters Score: Raw -61215.664451 + Penalty 639.646968 = -60576.017483 nChanged 3 SP:Iteration 18Q (1867.550000 sec): 3 clusters Score: Raw -61216.873173 + Penalty 639.646968 = -60577.226205 nChanged 4 SP:Iteration 19Q (1867.560000 sec): 3 clusters Score: Raw -61217.733093 + Penalty 639.646968 = -60578.086125 nChanged 0 SP:Iteration 20F (1867.560000 sec): 3 clusters Score: Raw -61217.733093 + Penalty 639.646968 = -60578.086125 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.560000 sec): 2 clusters Score: Raw -3287.046368 + Penalty 193.951934 = -3093.094433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.560000 sec): 3 clusters Score: Raw -3314.731346 + Penalty 387.903869 = -2926.827477 nChanged 10 SP:Iteration 1F (1867.560000 sec): 3 clusters Score: Raw -3327.328784 + Penalty 387.903869 = -2939.424915 nChanged 4 SP:Iteration 2F (1867.560000 sec): 3 clusters Score: Raw -3335.354711 + Penalty 387.903869 = -2947.450842 nChanged 4 SP:Iteration 3F (1867.560000 sec): 3 clusters Score: Raw -3355.308933 + Penalty 387.903869 = -2967.405065 nChanged 1 SP:Iteration 4Q (1867.560000 sec): 3 clusters Score: Raw -3356.930036 + Penalty 387.903869 = -2969.026167 nChanged 0 SP:Iteration 5F (1867.560000 sec): 3 clusters Score: Raw -3356.930036 + Penalty 387.903869 = -2969.026167 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.560000 sec): 2 clusters Score: Raw -9367.375508 + Penalty 239.921480 = -9127.454028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.560000 sec): 3 clusters Score: Raw -9331.563679 + Penalty 479.842960 = -8851.720719 nChanged 58 SP:Iteration 1F (1867.560000 sec): 3 clusters Score: Raw -9400.131802 + Penalty 479.842960 = -8920.288842 nChanged 12 SP:Iteration 2F (1867.560000 sec): 3 clusters Score: Raw -9418.114515 + Penalty 479.842960 = -8938.271555 nChanged 7 SP:Iteration 3Q (1867.560000 sec): 3 clusters Score: Raw -9429.108497 + Penalty 479.842960 = -8949.265537 nChanged 10 SP:Iteration 4F (1867.560000 sec): 3 clusters Score: Raw -9439.221698 + Penalty 479.842960 = -8959.378738 nChanged 5 SP:Iteration 5Q (1867.560000 sec): 3 clusters Score: Raw -9445.658974 + Penalty 479.842960 = -8965.816014 nChanged 3 SP:Iteration 6Q (1867.560000 sec): 3 clusters Score: Raw -9450.000481 + Penalty 479.842960 = -8970.157521 nChanged 3 SP:Iteration 7Q (1867.560000 sec): 3 clusters Score: Raw -9451.366349 + Penalty 479.842960 = -8971.523389 nChanged 0 SP:Iteration 8F (1867.560000 sec): 3 clusters Score: Raw -9451.366349 + Penalty 479.842960 = -8971.523389 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.880000 sec): 2 clusters Score: Raw -10188020.685092 + Penalty 546.755831 = -10187473.929262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1868.120000 sec): 3 clusters Score: Raw -10075960.946965 + Penalty 1093.511661 = -10074867.435303 nChanged 81389 SP:Iteration 1F (1868.340000 sec): 3 clusters Score: Raw -10125465.973253 + Penalty 1093.511661 = -10124372.461592 nChanged 5469 SP:Iteration 2Q (1868.590000 sec): 3 clusters Score: Raw -10127071.918327 + Penalty 1093.511661 = -10125978.406666 nChanged 6712 SP:Iteration 3Q (1868.840000 sec): 3 clusters Score: Raw -10129743.751144 + Penalty 1093.511661 = -10128650.239482 nChanged 8145 SP:Iteration 4Q (1869.080000 sec): 3 clusters Score: Raw -10134238.606275 + Penalty 1093.511661 = -10133145.094613 nChanged 9888 SP:Iteration 5F (1869.310000 sec): 3 clusters Score: Raw -10141662.426548 + Penalty 1093.511661 = -10140568.914887 nChanged 11138 SP:Iteration 6F (1869.530000 sec): 3 clusters Score: Raw -10150905.870535 + Penalty 1093.511661 = -10149812.358873 nChanged 9818 SP:Iteration 7F (1869.760000 sec): 3 clusters Score: Raw -10156386.810918 + Penalty 1093.511661 = -10155293.299257 nChanged 5950 SP:Iteration 8Q (1870.000000 sec): 3 clusters Score: Raw -10157897.591429 + Penalty 1093.511661 = -10156804.079767 nChanged 2805 SP:Iteration 9Q (1870.240000 sec): 3 clusters Score: Raw -10158242.022331 + Penalty 1093.511661 = -10157148.510670 nChanged 1400 SP:Iteration 10Q (1870.490000 sec): 3 clusters Score: Raw -10158387.967377 + Penalty 1093.511661 = -10157294.455716 nChanged 1129 SP:Iteration 11Q (1870.730000 sec): 3 clusters Score: Raw -10158513.051275 + Penalty 1093.511661 = -10157419.539613 nChanged 1146 SP:Iteration 12Q (1870.980000 sec): 3 clusters Score: Raw -10158652.401654 + Penalty 1093.511661 = -10157558.889992 nChanged 1242 SP:Iteration 13Q (1871.220000 sec): 3 clusters Score: Raw -10158814.345265 + Penalty 1093.511661 = -10157720.833604 nChanged 1309 SP:Iteration 14Q (1871.460000 sec): 3 clusters Score: Raw -10158995.219273 + Penalty 1093.511661 = -10157901.707612 nChanged 1451 SP:Iteration 15Q (1871.700000 sec): 3 clusters Score: Raw -10159206.648392 + Penalty 1093.511661 = -10158113.136731 nChanged 1535 SP:Iteration 16Q (1871.940000 sec): 3 clusters Score: Raw -10159435.693464 + Penalty 1093.511661 = -10158342.181803 nChanged 1596 SP:Iteration 17Q (1872.190000 sec): 3 clusters Score: Raw -10159684.527935 + Penalty 1093.511661 = -10158591.016273 nChanged 1634 SP:Iteration 18Q (1872.430000 sec): 3 clusters Score: Raw -10159971.044823 + Penalty 1093.511661 = -10158877.533162 nChanged 1785 SP:Iteration 19Q (1872.670000 sec): 3 clusters Score: Raw -10160324.792485 + Penalty 1093.511661 = -10159231.280823 nChanged 1957 SP:Iteration 20F (1872.890000 sec): 3 clusters Score: Raw -10160761.741870 + Penalty 1093.511661 = -10159668.230209 nChanged 2153 SP:Iteration 21Q (1873.130000 sec): 3 clusters Score: Raw -10161286.610526 + Penalty 1093.511661 = -10160193.098865 nChanged 2418 SP:Iteration 22Q (1873.370000 sec): 3 clusters Score: Raw -10161945.829773 + Penalty 1093.511661 = -10160852.318112 nChanged 2627 SP:Iteration 23Q (1873.610000 sec): 3 clusters Score: Raw -10162791.373012 + Penalty 1093.511661 = -10161697.861351 nChanged 2913 SP:Iteration 24Q (1873.840000 sec): 3 clusters Score: Raw -10163829.924268 + Penalty 1093.511661 = -10162736.412606 nChanged 3036 SP:Iteration 25Q (1874.080000 sec): 3 clusters Score: Raw -10165075.323461 + Penalty 1093.511661 = -10163981.811799 nChanged 3329 SP:Iteration 26Q (1874.320000 sec): 3 clusters Score: Raw -10166645.910313 + Penalty 1093.511661 = -10165552.398651 nChanged 3517 SP:Iteration 27Q (1874.550000 sec): 3 clusters Score: Raw -10168492.213813 + Penalty 1093.511661 = -10167398.702152 nChanged 3616 SP:Iteration 28Q (1874.780000 sec): 3 clusters Score: Raw -10170594.930669 + Penalty 1093.511661 = -10169501.419008 nChanged 3496 SP:Iteration 29Q (1875.020000 sec): 3 clusters Score: Raw -10172868.093231 + Penalty 1093.511661 = -10171774.581570 nChanged 3377 SP:Iteration 30Q (1875.240000 sec): 3 clusters Score: Raw -10175250.401924 + Penalty 1093.511661 = -10174156.890263 nChanged 3178 SP:Iteration 31Q (1875.460000 sec): 3 clusters Score: Raw -10177333.798437 + Penalty 1093.511661 = -10176240.286776 nChanged 2772 SP:Iteration 32Q (1875.680000 sec): 3 clusters Score: Raw -10179017.599166 + Penalty 1093.511661 = -10177924.087505 nChanged 2371 SP:Iteration 33Q (1875.880000 sec): 3 clusters Score: Raw -10180264.728783 + Penalty 1093.511661 = -10179171.217122 nChanged 2004 SP:Iteration 34Q (1876.100000 sec): 3 clusters Score: Raw -10181200.221688 + Penalty 1093.511661 = -10180106.710027 nChanged 1755 SP:Iteration 35Q (1876.320000 sec): 3 clusters Score: Raw -10181940.070853 + Penalty 1093.511661 = -10180846.559192 nChanged 1432 SP:Iteration 36Q (1876.530000 sec): 3 clusters Score: Raw -10182483.158215 + Penalty 1093.511661 = -10181389.646553 nChanged 1215 SP:Iteration 37Q (1876.740000 sec): 3 clusters Score: Raw -10182902.209417 + Penalty 1093.511661 = -10181808.697755 nChanged 1105 SP:Iteration 38Q (1876.960000 sec): 3 clusters Score: Raw -10183265.111878 + Penalty 1093.511661 = -10182171.600217 nChanged 998 SP:Iteration 39Q (1877.160000 sec): 3 clusters Score: Raw -10183569.694958 + Penalty 1093.511661 = -10182476.183296 nChanged 917 SP:Iteration 40F (1877.400000 sec): 3 clusters Score: Raw -10183928.806725 + Penalty 1093.511661 = -10182835.295064 nChanged 958 SP:Iteration 41Q (1877.610000 sec): 3 clusters Score: Raw -10184228.748235 + Penalty 1093.511661 = -10183135.236573 nChanged 903 SP:Iteration 42Q (1877.820000 sec): 3 clusters Score: Raw -10184499.345680 + Penalty 1093.511661 = -10183405.834019 nChanged 865 SP:Iteration 43Q (1878.020000 sec): 3 clusters Score: Raw -10184741.815718 + Penalty 1093.511661 = -10183648.304056 nChanged 779 SP:Iteration 44Q (1878.220000 sec): 3 clusters Score: Raw -10184939.800118 + Penalty 1093.511661 = -10183846.288457 nChanged 697 SP:Iteration 45Q (1878.420000 sec): 3 clusters Score: Raw -10185104.507094 + Penalty 1093.511661 = -10184010.995433 nChanged 648 SP:Iteration 46Q (1878.620000 sec): 3 clusters Score: Raw -10185246.169557 + Penalty 1093.511661 = -10184152.657896 nChanged 584 SP:Iteration 47Q (1878.810000 sec): 3 clusters Score: Raw -10185370.035860 + Penalty 1093.511661 = -10184276.524199 nChanged 543 SP:Iteration 48Q (1879.010000 sec): 3 clusters Score: Raw -10185483.945396 + Penalty 1093.511661 = -10184390.433735 nChanged 542 SP:Iteration 49Q (1879.210000 sec): 3 clusters Score: Raw -10185593.936239 + Penalty 1093.511661 = -10184500.424578 nChanged 487 SP:Iteration 50Q (1879.400000 sec): 3 clusters Score: Raw -10185687.685908 + Penalty 1093.511661 = -10184594.174247 nChanged 471 SP:Iteration 51Q (1879.600000 sec): 3 clusters Score: Raw -10185773.098626 + Penalty 1093.511661 = -10184679.586964 nChanged 431 SP:Iteration 52Q (1879.790000 sec): 3 clusters Score: Raw -10185851.289015 + Penalty 1093.511661 = -10184757.777353 nChanged 438 SP:Iteration 53Q (1879.980000 sec): 3 clusters Score: Raw -10185933.751872 + Penalty 1093.511661 = -10184840.240211 nChanged 409 SP:Iteration 54Q (1880.180000 sec): 3 clusters Score: Raw -10186010.445009 + Penalty 1093.511661 = -10184916.933348 nChanged 424 SP:Iteration 55Q (1880.380000 sec): 3 clusters Score: Raw -10186091.121479 + Penalty 1093.511661 = -10184997.609818 nChanged 412 SP:Iteration 56Q (1880.570000 sec): 3 clusters Score: Raw -10186170.446129 + Penalty 1093.511661 = -10185076.934468 nChanged 395 SP:Iteration 57Q (1880.760000 sec): 3 clusters Score: Raw -10186244.053826 + Penalty 1093.511661 = -10185150.542164 nChanged 365 SP:Iteration 58Q (1880.950000 sec): 3 clusters Score: Raw -10186309.854771 + Penalty 1093.511661 = -10185216.343109 nChanged 356 SP:Iteration 59Q (1881.140000 sec): 3 clusters Score: Raw -10186375.505346 + Penalty 1093.511661 = -10185281.993684 nChanged 344 SP:Iteration 60F (1881.370000 sec): 3 clusters Score: Raw -10186436.374315 + Penalty 1093.511661 = -10185342.862654 nChanged 334 SP:Iteration 61Q (1881.560000 sec): 3 clusters Score: Raw -10186495.003439 + Penalty 1093.511661 = -10185401.491777 nChanged 315 SP:Iteration 62Q (1881.750000 sec): 3 clusters Score: Raw -10186551.952665 + Penalty 1093.511661 = -10185458.441004 nChanged 346 SP:Iteration 63Q (1881.940000 sec): 3 clusters Score: Raw -10186620.366113 + Penalty 1093.511661 = -10185526.854452 nChanged 322 SP:Iteration 64Q (1882.140000 sec): 3 clusters Score: Raw -10186681.460242 + Penalty 1093.511661 = -10185587.948581 nChanged 296 SP:Iteration 65Q (1882.340000 sec): 3 clusters Score: Raw -10186734.417998 + Penalty 1093.511661 = -10185640.906336 nChanged 293 SP:Iteration 66Q (1882.530000 sec): 3 clusters Score: Raw -10186785.530447 + Penalty 1093.511661 = -10185692.018786 nChanged 257 SP:Iteration 67Q (1882.730000 sec): 3 clusters Score: Raw -10186830.971424 + Penalty 1093.511661 = -10185737.459762 nChanged 253 SP:Iteration 68Q (1882.920000 sec): 3 clusters Score: Raw -10186877.818418 + Penalty 1093.511661 = -10185784.306757 nChanged 240 SP:Iteration 69Q (1883.110000 sec): 3 clusters Score: Raw -10186920.421661 + Penalty 1093.511661 = -10185826.910000 nChanged 223 SP:Iteration 70Q (1883.310000 sec): 3 clusters Score: Raw -10186958.988872 + Penalty 1093.511661 = -10185865.477211 nChanged 236 SP:Iteration 71Q (1883.500000 sec): 3 clusters Score: Raw -10187004.927078 + Penalty 1093.511661 = -10185911.415417 nChanged 260 SP:Iteration 72Q (1883.700000 sec): 3 clusters Score: Raw -10187059.474261 + Penalty 1093.511661 = -10185965.962600 nChanged 257 SP:Iteration 73Q (1883.900000 sec): 3 clusters Score: Raw -10187113.143938 + Penalty 1093.511661 = -10186019.632276 nChanged 248 SP:Iteration 74Q (1884.080000 sec): 3 clusters Score: Raw -10187162.642937 + Penalty 1093.511661 = -10186069.131275 nChanged 223 SP:Iteration 75Q (1884.260000 sec): 3 clusters Score: Raw -10187205.032711 + Penalty 1093.511661 = -10186111.521050 nChanged 217 SP:Iteration 76Q (1884.440000 sec): 3 clusters Score: Raw -10187248.327729 + Penalty 1093.511661 = -10186154.816068 nChanged 230 SP:Iteration 77Q (1884.620000 sec): 3 clusters Score: Raw -10187295.476836 + Penalty 1093.511661 = -10186201.965175 nChanged 218 SP:Iteration 78Q (1884.810000 sec): 3 clusters Score: Raw -10187338.710173 + Penalty 1093.511661 = -10186245.198512 nChanged 192 SP:Iteration 79Q (1885.000000 sec): 3 clusters Score: Raw -10187376.952201 + Penalty 1093.511661 = -10186283.440539 nChanged 195 SP:Iteration 80F (1885.230000 sec): 3 clusters Score: Raw -10187415.176884 + Penalty 1093.511661 = -10186321.665222 nChanged 196 SP:Iteration 81Q (1885.420000 sec): 3 clusters Score: Raw -10187451.334921 + Penalty 1093.511661 = -10186357.823260 nChanged 166 SP:Iteration 82Q (1885.600000 sec): 3 clusters Score: Raw -10187477.844768 + Penalty 1093.511661 = -10186384.333107 nChanged 145 SP:Iteration 83Q (1885.800000 sec): 3 clusters Score: Raw -10187499.066010 + Penalty 1093.511661 = -10186405.554348 nChanged 134 SP:Iteration 84Q (1886.010000 sec): 3 clusters Score: Raw -10187518.307930 + Penalty 1093.511661 = -10186424.796268 nChanged 133 SP:Iteration 85Q (1886.200000 sec): 3 clusters Score: Raw -10187538.247005 + Penalty 1093.511661 = -10186444.735343 nChanged 126 SP:Iteration 86Q (1886.390000 sec): 3 clusters Score: Raw -10187559.297024 + Penalty 1093.511661 = -10186465.785362 nChanged 128 SP:Iteration 87Q (1886.580000 sec): 3 clusters Score: Raw -10187581.246807 + Penalty 1093.511661 = -10186487.735146 nChanged 144 SP:Iteration 88Q (1886.770000 sec): 3 clusters Score: Raw -10187607.092458 + Penalty 1093.511661 = -10186513.580797 nChanged 125 SP:Iteration 89Q (1886.950000 sec): 3 clusters Score: Raw -10187631.234233 + Penalty 1093.511661 = -10186537.722572 nChanged 134 SP:Iteration 90Q (1887.150000 sec): 3 clusters Score: Raw -10187657.347794 + Penalty 1093.511661 = -10186563.836133 nChanged 121 SP:Iteration 91Q (1887.340000 sec): 3 clusters Score: Raw -10187680.593437 + Penalty 1093.511661 = -10186587.081776 nChanged 103 SP:Iteration 92Q (1887.550000 sec): 3 clusters Score: Raw -10187696.490270 + Penalty 1093.511661 = -10186602.978609 nChanged 87 SP:Iteration 93Q (1887.750000 sec): 3 clusters Score: Raw -10187712.497225 + Penalty 1093.511661 = -10186618.985563 nChanged 90 SP:Iteration 94Q (1887.920000 sec): 3 clusters Score: Raw -10187728.216232 + Penalty 1093.511661 = -10186634.704570 nChanged 89 SP:Iteration 95Q (1888.110000 sec): 3 clusters Score: Raw -10187746.113007 + Penalty 1093.511661 = -10186652.601345 nChanged 92 SP:Iteration 96Q (1888.300000 sec): 3 clusters Score: Raw -10187766.876613 + Penalty 1093.511661 = -10186673.364952 nChanged 102 SP:Iteration 97Q (1888.480000 sec): 3 clusters Score: Raw -10187787.000564 + Penalty 1093.511661 = -10186693.488903 nChanged 100 SP:Iteration 98Q (1888.660000 sec): 3 clusters Score: Raw -10187811.665881 + Penalty 1093.511661 = -10186718.154220 nChanged 110 SP:Iteration 99Q (1888.850000 sec): 3 clusters Score: Raw -10187836.856572 + Penalty 1093.511661 = -10186743.344911 nChanged 96 SP:Iteration 100F (1889.070000 sec): 3 clusters Score: Raw -10187857.940753 + Penalty 1093.511661 = -10186764.429092 nChanged 82 SP:Iteration 101Q (1889.240000 sec): 3 clusters Score: Raw -10187874.904886 + Penalty 1093.511661 = -10186781.393224 nChanged 86 SP:Iteration 102Q (1889.420000 sec): 3 clusters Score: Raw -10187893.499917 + Penalty 1093.511661 = -10186799.988256 nChanged 75 SP:Iteration 103Q (1889.600000 sec): 3 clusters Score: Raw -10187910.361232 + Penalty 1093.511661 = -10186816.849570 nChanged 68 SP:Iteration 104Q (1889.780000 sec): 3 clusters Score: Raw -10187922.527149 + Penalty 1093.511661 = -10186829.015488 nChanged 58 SP:Iteration 105Q (1889.960000 sec): 3 clusters Score: Raw -10187935.549569 + Penalty 1093.511661 = -10186842.037908 nChanged 56 SP:Iteration 106Q (1890.140000 sec): 3 clusters Score: Raw -10187947.117559 + Penalty 1093.511661 = -10186853.605898 nChanged 57 SP:Iteration 107Q (1890.330000 sec): 3 clusters Score: Raw -10187960.900448 + Penalty 1093.511661 = -10186867.388786 nChanged 53 SP:Iteration 108Q (1890.510000 sec): 3 clusters Score: Raw -10187971.588624 + Penalty 1093.511661 = -10186878.076962 nChanged 46 SP:Iteration 109Q (1890.690000 sec): 3 clusters Score: Raw -10187980.983502 + Penalty 1093.511661 = -10186887.471840 nChanged 44 SP:Iteration 110Q (1890.860000 sec): 3 clusters Score: Raw -10187989.883955 + Penalty 1093.511661 = -10186896.372294 nChanged 37 SP:Iteration 111Q (1891.040000 sec): 3 clusters Score: Raw -10187999.082179 + Penalty 1093.511661 = -10186905.570518 nChanged 42 SP:Iteration 112Q (1891.210000 sec): 3 clusters Score: Raw -10188008.067594 + Penalty 1093.511661 = -10186914.555932 nChanged 40 SP:Iteration 113Q (1891.390000 sec): 3 clusters Score: Raw -10188016.882519 + Penalty 1093.511661 = -10186923.370858 nChanged 39 SP:Iteration 114Q (1891.570000 sec): 3 clusters Score: Raw -10188026.302376 + Penalty 1093.511661 = -10186932.790715 nChanged 38 SP:Iteration 115Q (1891.750000 sec): 3 clusters Score: Raw -10188034.619689 + Penalty 1093.511661 = -10186941.108027 nChanged 31 SP:Iteration 116Q (1891.920000 sec): 3 clusters Score: Raw -10188043.843002 + Penalty 1093.511661 = -10186950.331340 nChanged 30 SP:Iteration 117Q (1892.110000 sec): 3 clusters Score: Raw -10188051.707629 + Penalty 1093.511661 = -10186958.195968 nChanged 37 SP:Iteration 118Q (1892.290000 sec): 3 clusters Score: Raw -10188061.584982 + Penalty 1093.511661 = -10186968.073321 nChanged 29 SP:Iteration 119Q (1892.470000 sec): 3 clusters Score: Raw -10188068.846245 + Penalty 1093.511661 = -10186975.334584 nChanged 28 SP:Iteration 120F (1892.690000 sec): 3 clusters Score: Raw -10188074.457728 + Penalty 1093.511661 = -10186980.946067 nChanged 15 SP:Iteration 121Q (1892.870000 sec): 3 clusters Score: Raw -10188076.786551 + Penalty 1093.511661 = -10186983.274890 nChanged 15 SP:Iteration 122Q (1893.040000 sec): 3 clusters Score: Raw -10188079.254427 + Penalty 1093.511661 = -10186985.742765 nChanged 14 SP:Iteration 123Q (1893.230000 sec): 3 clusters Score: Raw -10188081.317759 + Penalty 1093.511661 = -10186987.806098 nChanged 15 SP:Iteration 124Q (1893.420000 sec): 3 clusters Score: Raw -10188083.936177 + Penalty 1093.511661 = -10186990.424515 nChanged 15 SP:Iteration 125Q (1893.610000 sec): 3 clusters Score: Raw -10188086.140246 + Penalty 1093.511661 = -10186992.628585 nChanged 8 SP:Iteration 126Q (1893.790000 sec): 3 clusters Score: Raw -10188087.465389 + Penalty 1093.511661 = -10186993.953728 nChanged 9 SP:Iteration 127Q (1893.970000 sec): 3 clusters Score: Raw -10188089.219115 + Penalty 1093.511661 = -10186995.707454 nChanged 10 SP:Iteration 128Q (1894.140000 sec): 3 clusters Score: Raw -10188092.128722 + Penalty 1093.511661 = -10186998.617060 nChanged 14 SP:Iteration 129Q (1894.310000 sec): 3 clusters Score: Raw -10188095.473407 + Penalty 1093.511661 = -10187001.961746 nChanged 11 SP:Iteration 130Q (1894.480000 sec): 3 clusters Score: Raw -10188098.681619 + Penalty 1093.511661 = -10187005.169958 nChanged 9 SP:Iteration 131Q (1894.680000 sec): 3 clusters Score: Raw -10188100.114225 + Penalty 1093.511661 = -10187006.602564 nChanged 5 SP:Iteration 132Q (1894.860000 sec): 3 clusters Score: Raw -10188100.989797 + Penalty 1093.511661 = -10187007.478136 nChanged 5 SP:Iteration 133Q (1895.030000 sec): 3 clusters Score: Raw -10188102.091679 + Penalty 1093.511661 = -10187008.580018 nChanged 7 SP:Iteration 134Q (1895.210000 sec): 3 clusters Score: Raw -10188103.621654 + Penalty 1093.511661 = -10187010.109993 nChanged 7 SP:Iteration 135Q (1895.390000 sec): 3 clusters Score: Raw -10188105.216353 + Penalty 1093.511661 = -10187011.704692 nChanged 5 SP:Iteration 136Q (1895.550000 sec): 3 clusters Score: Raw -10188106.189808 + Penalty 1093.511661 = -10187012.678146 nChanged 3 SP:Iteration 137Q (1895.710000 sec): 3 clusters Score: Raw -10188106.895866 + Penalty 1093.511661 = -10187013.384205 nChanged 5 SP:Iteration 138Q (1895.880000 sec): 3 clusters Score: Raw -10188107.815358 + Penalty 1093.511661 = -10187014.303697 nChanged 6 SP:Iteration 139Q (1896.040000 sec): 3 clusters Score: Raw -10188108.862273 + Penalty 1093.511661 = -10187015.350612 nChanged 3 SP:Iteration 140F (1896.240000 sec): 3 clusters Score: Raw -10188109.879622 + Penalty 1093.511661 = -10187016.367961 nChanged 5 SP:Iteration 141Q (1896.410000 sec): 3 clusters Score: Raw -10188110.804852 + Penalty 1093.511661 = -10187017.293191 nChanged 2 SP:Iteration 142Q (1896.570000 sec): 3 clusters Score: Raw -10188111.170487 + Penalty 1093.511661 = -10187017.658825 nChanged 1 SP:Iteration 143Q (1896.740000 sec): 3 clusters Score: Raw -10188111.364202 + Penalty 1093.511661 = -10187017.852540 nChanged 1 SP:Iteration 144Q (1896.910000 sec): 3 clusters Score: Raw -10188111.475948 + Penalty 1093.511661 = -10187017.964287 nChanged 2 SP:Iteration 145Q (1897.080000 sec): 3 clusters Score: Raw -10188111.891266 + Penalty 1093.511661 = -10187018.379605 nChanged 4 SP:Iteration 146Q (1897.250000 sec): 3 clusters Score: Raw -10188112.718971 + Penalty 1093.511661 = -10187019.207309 nChanged 3 SP:Iteration 147Q (1897.420000 sec): 3 clusters Score: Raw -10188113.401404 + Penalty 1093.511661 = -10187019.889743 nChanged 5 SP:Iteration 148Q (1897.590000 sec): 3 clusters Score: Raw -10188114.646929 + Penalty 1093.511661 = -10187021.135268 nChanged 3 SP:Iteration 149Q (1897.760000 sec): 3 clusters Score: Raw -10188115.479881 + Penalty 1093.511661 = -10187021.968220 nChanged 4 SP:Iteration 150Q (1897.920000 sec): 3 clusters Score: Raw -10188116.344846 + Penalty 1093.511661 = -10187022.833185 nChanged 6 SP:Iteration 151Q (1898.080000 sec): 3 clusters Score: Raw -10188117.273964 + Penalty 1093.511661 = -10187023.762303 nChanged 4 SP:Iteration 152Q (1898.250000 sec): 3 clusters Score: Raw -10188118.376417 + Penalty 1093.511661 = -10187024.864756 nChanged 6 SP:Iteration 153Q (1898.410000 sec): 3 clusters Score: Raw -10188119.875775 + Penalty 1093.511661 = -10187026.364113 nChanged 6 SP:Iteration 154Q (1898.570000 sec): 3 clusters Score: Raw -10188121.019134 + Penalty 1093.511661 = -10187027.507473 nChanged 2 SP:Iteration 155Q (1898.730000 sec): 3 clusters Score: Raw -10188121.554289 + Penalty 1093.511661 = -10187028.042628 nChanged 3 SP:Iteration 156Q (1898.890000 sec): 3 clusters Score: Raw -10188122.235400 + Penalty 1093.511661 = -10187028.723739 nChanged 5 SP:Iteration 157Q (1899.050000 sec): 3 clusters Score: Raw -10188123.500891 + Penalty 1093.511661 = -10187029.989230 nChanged 7 SP:Iteration 158Q (1899.210000 sec): 3 clusters Score: Raw -10188124.679843 + Penalty 1093.511661 = -10187031.168182 nChanged 2 SP:Iteration 159Q (1899.370000 sec): 3 clusters Score: Raw -10188124.847257 + Penalty 1093.511661 = -10187031.335596 nChanged 0 SP:Iteration 160F (1899.570000 sec): 3 clusters Score: Raw -10188124.847257 + Penalty 1093.511661 = -10187031.335596 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1899.650000 sec): 2 clusters Score: Raw -13504.052962 + Penalty 249.179092 = -13254.873870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1899.650000 sec): 3 clusters Score: Raw -13445.386685 + Penalty 498.358183 = -12947.028502 nChanged 71 SP:Iteration 1F (1899.650000 sec): 3 clusters Score: Raw -13506.848958 + Penalty 498.358183 = -13008.490775 nChanged 18 SP:Iteration 2F (1899.650000 sec): 3 clusters Score: Raw -13522.405411 + Penalty 498.358183 = -13024.047228 nChanged 5 SP:Iteration 3Q (1899.650000 sec): 3 clusters Score: Raw -13526.780530 + Penalty 498.358183 = -13028.422347 nChanged 1 SP:Iteration 4Q (1899.650000 sec): 3 clusters Score: Raw -13527.292136 + Penalty 498.358183 = -13028.933952 nChanged 3 SP:Iteration 5Q (1899.650000 sec): 3 clusters Score: Raw -13535.148005 + Penalty 498.358183 = -13036.789822 nChanged 7 SP:Iteration 6Q (1899.650000 sec): 3 clusters Score: Raw -13539.818015 + Penalty 498.358183 = -13041.459831 nChanged 5 SP:Iteration 7Q (1899.650000 sec): 3 clusters Score: Raw -13543.817109 + Penalty 498.358183 = -13045.458926 nChanged 3 SP:Iteration 8Q (1899.650000 sec): 3 clusters Score: Raw -13550.350734 + Penalty 498.358183 = -13051.992551 nChanged 7 SP:Iteration 9Q (1899.650000 sec): 3 clusters Score: Raw -13559.377565 + Penalty 498.358183 = -13061.019381 nChanged 3 SP:Iteration 10Q (1899.650000 sec): 3 clusters Score: Raw -13562.276161 + Penalty 498.358183 = -13063.917978 nChanged 2 SP:Iteration 11Q (1899.650000 sec): 3 clusters Score: Raw -13563.505600 + Penalty 498.358183 = -13065.147417 nChanged 2 SP:Iteration 12Q (1899.650000 sec): 3 clusters Score: Raw -13565.005826 + Penalty 498.358183 = -13066.647643 nChanged 1 SP:Iteration 13Q (1899.650000 sec): 3 clusters Score: Raw -13567.407750 + Penalty 498.358183 = -13069.049566 nChanged 1 SP:Iteration 14Q (1899.650000 sec): 3 clusters Score: Raw -13568.053527 + Penalty 498.358183 = -13069.695344 nChanged 1 SP:Iteration 15Q (1899.650000 sec): 3 clusters Score: Raw -13569.348413 + Penalty 498.358183 = -13070.990229 nChanged 2 SP:Iteration 16Q (1899.650000 sec): 3 clusters Score: Raw -13571.858185 + Penalty 498.358183 = -13073.500002 nChanged 0 SP:Iteration 17F (1899.650000 sec): 3 clusters Score: Raw -13571.858185 + Penalty 498.358183 = -13073.500002 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1899.650000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1899.650000 sec): 3 clusters Score: Raw -6246.031849 + Penalty 425.227424 = -5820.804425 nChanged 26 SP:Iteration 1F (1899.650000 sec): 3 clusters Score: Raw -6287.844053 + Penalty 425.227424 = -5862.616629 nChanged 2 SP:Iteration 2Q (1899.650000 sec): 3 clusters Score: Raw -6290.627517 + Penalty 425.227424 = -5865.400093 nChanged 0 SP:Iteration 3F (1899.650000 sec): 3 clusters Score: Raw -6290.627517 + Penalty 425.227424 = -5865.400093 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1899.660000 sec): 2 clusters Score: Raw -29238.356131 + Penalty 285.928104 = -28952.428027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1899.660000 sec): 3 clusters Score: Raw -29057.589600 + Penalty 571.856209 = -28485.733391 nChanged 205 SP:Iteration 1F (1899.660000 sec): 3 clusters Score: Raw -29234.260253 + Penalty 571.856209 = -28662.404044 nChanged 37 SP:Iteration 2F (1899.660000 sec): 3 clusters Score: Raw -29261.155873 + Penalty 571.856209 = -28689.299664 nChanged 26 SP:Iteration 3Q (1899.660000 sec): 3 clusters Score: Raw -29280.374424 + Penalty 571.856209 = -28708.518216 nChanged 14 SP:Iteration 4Q (1899.660000 sec): 3 clusters Score: Raw -29288.930083 + Penalty 571.856209 = -28717.073874 nChanged 8 SP:Iteration 5Q (1899.660000 sec): 3 clusters Score: Raw -29292.644416 + Penalty 571.856209 = -28720.788208 nChanged 6 SP:Iteration 6Q (1899.660000 sec): 3 clusters Score: Raw -29298.489350 + Penalty 571.856209 = -28726.633141 nChanged 7 SP:Iteration 7Q (1899.660000 sec): 3 clusters Score: Raw -29302.824922 + Penalty 571.856209 = -28730.968713 nChanged 2 SP:Iteration 8Q (1899.660000 sec): 3 clusters Score: Raw -29302.989678 + Penalty 571.856209 = -28731.133469 nChanged 1 SP:Iteration 9Q (1899.660000 sec): 3 clusters Score: Raw -29303.205748 + Penalty 571.856209 = -28731.349539 nChanged 2 SP:Iteration 10Q (1899.660000 sec): 3 clusters Score: Raw -29303.643976 + Penalty 571.856209 = -28731.787768 nChanged 4 SP:Iteration 11Q (1899.660000 sec): 3 clusters Score: Raw -29304.780022 + Penalty 571.856209 = -28732.923814 nChanged 3 SP:Iteration 12Q (1899.660000 sec): 3 clusters Score: Raw -29307.831732 + Penalty 571.856209 = -28735.975523 nChanged 5 SP:Iteration 13Q (1899.670000 sec): 3 clusters Score: Raw -29310.329136 + Penalty 571.856209 = -28738.472927 nChanged 4 SP:Iteration 14Q (1899.670000 sec): 3 clusters Score: Raw -29311.481942 + Penalty 571.856209 = -28739.625733 nChanged 3 SP:Iteration 15Q (1899.670000 sec): 3 clusters Score: Raw -29312.744883 + Penalty 571.856209 = -28740.888674 nChanged 2 SP:Iteration 16Q (1899.670000 sec): 3 clusters Score: Raw -29314.588211 + Penalty 571.856209 = -28742.732002 nChanged 1 SP:Iteration 17Q (1899.670000 sec): 3 clusters Score: Raw -29314.729023 + Penalty 571.856209 = -28742.872815 nChanged 1 SP:Iteration 18Q (1899.670000 sec): 3 clusters Score: Raw -29315.101315 + Penalty 571.856209 = -28743.245106 nChanged 2 SP:Iteration 19Q (1899.670000 sec): 3 clusters Score: Raw -29315.574696 + Penalty 571.856209 = -28743.718487 nChanged 0 SP:Iteration 20F (1899.670000 sec): 3 clusters Score: Raw -29315.574696 + Penalty 571.856209 = -28743.718487 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1899.670000 sec): 2 clusters Score: Raw -5740.769144 + Penalty 220.767377 = -5520.001767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1899.670000 sec): 3 clusters Score: Raw -5734.915935 + Penalty 441.534754 = -5293.381181 nChanged 35 SP:Iteration 1F (1899.670000 sec): 3 clusters Score: Raw -5784.937041 + Penalty 441.534754 = -5343.402287 nChanged 9 SP:Iteration 2F (1899.670000 sec): 3 clusters Score: Raw -5801.268140 + Penalty 441.534754 = -5359.733386 nChanged 2 SP:Iteration 3Q (1899.670000 sec): 3 clusters Score: Raw -5803.580270 + Penalty 441.534754 = -5362.045516 nChanged 2 SP:Iteration 4Q (1899.670000 sec): 3 clusters Score: Raw -5805.000130 + Penalty 441.534754 = -5363.465376 nChanged 1 SP:Iteration 5Q (1899.670000 sec): 3 clusters Score: Raw -5806.741566 + Penalty 441.534754 = -5365.206812 nChanged 1 SP:Iteration 6Q (1899.670000 sec): 3 clusters Score: Raw -5808.396295 + Penalty 441.534754 = -5366.861541 nChanged 0 SP:Iteration 7F (1899.670000 sec): 3 clusters Score: Raw -5808.396295 + Penalty 441.534754 = -5366.861541 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1899.700000 sec): 2 clusters Score: Raw -1063684.882640 + Penalty 442.675605 = -1063242.207035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1899.720000 sec): 3 clusters Score: Raw -1053012.113310 + Penalty 885.351209 = -1052126.762101 nChanged 7992 SP:Iteration 1F (1899.730000 sec): 3 clusters Score: Raw -1057932.015133 + Penalty 885.351209 = -1057046.663924 nChanged 1125 SP:Iteration 2F (1899.750000 sec): 3 clusters Score: Raw -1058662.590225 + Penalty 885.351209 = -1057777.239016 nChanged 1311 SP:Iteration 3F (1899.770000 sec): 3 clusters Score: Raw -1059733.942425 + Penalty 885.351209 = -1058848.591216 nChanged 1394 SP:Iteration 4F (1899.790000 sec): 3 clusters Score: Raw -1061059.966676 + Penalty 885.351209 = -1060174.615467 nChanged 1173 SP:Iteration 5F (1899.810000 sec): 3 clusters Score: Raw -1062258.009241 + Penalty 885.351209 = -1061372.658031 nChanged 744 SP:Iteration 6Q (1899.820000 sec): 3 clusters Score: Raw -1062993.797631 + Penalty 885.351209 = -1062108.446422 nChanged 371 SP:Iteration 7Q (1899.840000 sec): 3 clusters Score: Raw -1063351.714826 + Penalty 885.351209 = -1062466.363617 nChanged 200 SP:Iteration 8Q (1899.850000 sec): 3 clusters Score: Raw -1063544.351112 + Penalty 885.351209 = -1062658.999903 nChanged 105 SP:Iteration 9Q (1899.860000 sec): 3 clusters Score: Raw -1063645.521412 + Penalty 885.351209 = -1062760.170203 nChanged 48 SP:Iteration 10Q (1899.880000 sec): 3 clusters Score: Raw -1063687.891733 + Penalty 885.351209 = -1062802.540524 nChanged 31 SP:Iteration 11Q (1899.890000 sec): 3 clusters Score: Raw -1063709.113746 + Penalty 885.351209 = -1062823.762537 nChanged 17 SP:Iteration 12Q (1899.910000 sec): 3 clusters Score: Raw -1063721.686395 + Penalty 885.351209 = -1062836.335186 nChanged 15 SP:Iteration 13Q (1899.920000 sec): 3 clusters Score: Raw -1063732.412750 + Penalty 885.351209 = -1062847.061541 nChanged 8 SP:Iteration 14Q (1899.930000 sec): 3 clusters Score: Raw -1063741.440624 + Penalty 885.351209 = -1062856.089415 nChanged 4 SP:Iteration 15Q (1899.940000 sec): 3 clusters Score: Raw -1063745.309191 + Penalty 885.351209 = -1062859.957982 nChanged 3 SP:Iteration 16Q (1899.950000 sec): 3 clusters Score: Raw -1063746.457475 + Penalty 885.351209 = -1062861.106266 nChanged 1 SP:Iteration 17Q (1899.970000 sec): 3 clusters Score: Raw -1063746.598016 + Penalty 885.351209 = -1062861.246807 nChanged 0 SP:Iteration 18F (1899.990000 sec): 3 clusters Score: Raw -1063746.598016 + Penalty 885.351209 = -1062861.246807 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1900.020000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1900.040000 sec): 3 clusters Score: Raw -1393767.148922 + Penalty 912.415644 = -1392854.733278 nChanged 10708 SP:Iteration 1F (1900.060000 sec): 3 clusters Score: Raw -1400645.882580 + Penalty 912.415644 = -1399733.466936 nChanged 1419 SP:Iteration 2F (1900.090000 sec): 3 clusters Score: Raw -1401661.997847 + Penalty 912.415644 = -1400749.582203 nChanged 1568 SP:Iteration 3F (1900.110000 sec): 3 clusters Score: Raw -1403037.354944 + Penalty 912.415644 = -1402124.939300 nChanged 1684 SP:Iteration 4F (1900.130000 sec): 3 clusters Score: Raw -1404595.237462 + Penalty 912.415644 = -1403682.821817 nChanged 1566 SP:Iteration 5F (1900.160000 sec): 3 clusters Score: Raw -1405749.779759 + Penalty 912.415644 = -1404837.364114 nChanged 1102 SP:Iteration 6Q (1900.180000 sec): 3 clusters Score: Raw -1406249.233316 + Penalty 912.415644 = -1405336.817672 nChanged 685 SP:Iteration 7Q (1900.200000 sec): 3 clusters Score: Raw -1406484.291236 + Penalty 912.415644 = -1405571.875592 nChanged 520 SP:Iteration 8Q (1900.230000 sec): 3 clusters Score: Raw -1406662.749183 + Penalty 912.415644 = -1405750.333539 nChanged 461 SP:Iteration 9Q (1900.250000 sec): 3 clusters Score: Raw -1406831.127975 + Penalty 912.415644 = -1405918.712331 nChanged 449 SP:Iteration 10Q (1900.270000 sec): 3 clusters Score: Raw -1407002.054259 + Penalty 912.415644 = -1406089.638615 nChanged 461 SP:Iteration 11Q (1900.290000 sec): 3 clusters Score: Raw -1407189.988845 + Penalty 912.415644 = -1406277.573201 nChanged 457 SP:Iteration 12Q (1900.310000 sec): 3 clusters Score: Raw -1407366.167454 + Penalty 912.415644 = -1406453.751809 nChanged 398 SP:Iteration 13Q (1900.340000 sec): 3 clusters Score: Raw -1407530.976554 + Penalty 912.415644 = -1406618.560910 nChanged 381 SP:Iteration 14Q (1900.360000 sec): 3 clusters Score: Raw -1407676.879392 + Penalty 912.415644 = -1406764.463747 nChanged 330 SP:Iteration 15Q (1900.380000 sec): 3 clusters Score: Raw -1407789.201159 + Penalty 912.415644 = -1406876.785514 nChanged 261 SP:Iteration 16Q (1900.400000 sec): 3 clusters Score: Raw -1407860.745821 + Penalty 912.415644 = -1406948.330177 nChanged 204 SP:Iteration 17Q (1900.420000 sec): 3 clusters Score: Raw -1407905.223770 + Penalty 912.415644 = -1406992.808126 nChanged 151 SP:Iteration 18Q (1900.450000 sec): 3 clusters Score: Raw -1407930.146889 + Penalty 912.415644 = -1407017.731245 nChanged 107 SP:Iteration 19Q (1900.470000 sec): 3 clusters Score: Raw -1407940.891427 + Penalty 912.415644 = -1407028.475783 nChanged 75 SP:Iteration 20F (1900.490000 sec): 3 clusters Score: Raw -1407955.680095 + Penalty 912.415644 = -1407043.264451 nChanged 63 SP:Iteration 21Q (1900.510000 sec): 3 clusters Score: Raw -1407961.314931 + Penalty 912.415644 = -1407048.899287 nChanged 40 SP:Iteration 22Q (1900.530000 sec): 3 clusters Score: Raw -1407963.707710 + Penalty 912.415644 = -1407051.292066 nChanged 36 SP:Iteration 23Q (1900.560000 sec): 3 clusters Score: Raw -1407965.941989 + Penalty 912.415644 = -1407053.526345 nChanged 31 SP:Iteration 24Q (1900.580000 sec): 3 clusters Score: Raw -1407967.662736 + Penalty 912.415644 = -1407055.247092 nChanged 30 SP:Iteration 25Q (1900.600000 sec): 3 clusters Score: Raw -1407969.003834 + Penalty 912.415644 = -1407056.588190 nChanged 22 SP:Iteration 26Q (1900.620000 sec): 3 clusters Score: Raw -1407969.803570 + Penalty 912.415644 = -1407057.387926 nChanged 20 SP:Iteration 27Q (1900.650000 sec): 3 clusters Score: Raw -1407970.338706 + Penalty 912.415644 = -1407057.923062 nChanged 19 SP:Iteration 28Q (1900.670000 sec): 3 clusters Score: Raw -1407970.920390 + Penalty 912.415644 = -1407058.504746 nChanged 19 SP:Iteration 29Q (1900.690000 sec): 3 clusters Score: Raw -1407971.582360 + Penalty 912.415644 = -1407059.166716 nChanged 21 SP:Iteration 30Q (1900.710000 sec): 3 clusters Score: Raw -1407972.280225 + Penalty 912.415644 = -1407059.864581 nChanged 17 SP:Iteration 31Q (1900.730000 sec): 3 clusters Score: Raw -1407972.854238 + Penalty 912.415644 = -1407060.438594 nChanged 19 SP:Iteration 32Q (1900.750000 sec): 3 clusters Score: Raw -1407973.553877 + Penalty 912.415644 = -1407061.138233 nChanged 16 SP:Iteration 33Q (1900.770000 sec): 3 clusters Score: Raw -1407973.912914 + Penalty 912.415644 = -1407061.497270 nChanged 9 SP:Iteration 34Q (1900.800000 sec): 3 clusters Score: Raw -1407974.106092 + Penalty 912.415644 = -1407061.690448 nChanged 8 SP:Iteration 35Q (1900.820000 sec): 3 clusters Score: Raw -1407974.252248 + Penalty 912.415644 = -1407061.836604 nChanged 4 SP:Iteration 36Q (1900.840000 sec): 3 clusters Score: Raw -1407974.316457 + Penalty 912.415644 = -1407061.900813 nChanged 4 SP:Iteration 37Q (1900.860000 sec): 3 clusters Score: Raw -1407974.363941 + Penalty 912.415644 = -1407061.948297 nChanged 3 SP:Iteration 38Q (1900.890000 sec): 3 clusters Score: Raw -1407974.410060 + Penalty 912.415644 = -1407061.994416 nChanged 3 SP:Iteration 39Q (1900.910000 sec): 3 clusters Score: Raw -1407974.440759 + Penalty 912.415644 = -1407062.025115 nChanged 1 SP:Iteration 40F (1900.930000 sec): 3 clusters Score: Raw -1407974.451872 + Penalty 912.415644 = -1407062.036228 nChanged 2 SP:Iteration 41Q (1900.950000 sec): 3 clusters Score: Raw -1407974.480319 + Penalty 912.415644 = -1407062.064675 nChanged 2 SP:Iteration 42Q (1900.970000 sec): 3 clusters Score: Raw -1407974.494070 + Penalty 912.415644 = -1407062.078426 nChanged 4 SP:Iteration 43Q (1901.000000 sec): 3 clusters Score: Raw -1407974.545016 + Penalty 912.415644 = -1407062.129372 nChanged 4 SP:Iteration 44Q (1901.020000 sec): 3 clusters Score: Raw -1407974.597230 + Penalty 912.415644 = -1407062.181586 nChanged 2 SP:Iteration 45Q (1901.040000 sec): 3 clusters Score: Raw -1407974.633243 + Penalty 912.415644 = -1407062.217599 nChanged 1 SP:Iteration 46Q (1901.070000 sec): 3 clusters Score: Raw -1407974.647565 + Penalty 912.415644 = -1407062.231920 nChanged 2 SP:Iteration 47Q (1901.090000 sec): 3 clusters Score: Raw -1407974.672835 + Penalty 912.415644 = -1407062.257191 nChanged 0 SP:Iteration 48F (1901.110000 sec): 3 clusters Score: Raw -1407974.672835 + Penalty 912.415644 = -1407062.257191 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.120000 sec): 2 clusters Score: Raw -11312.682125 + Penalty 242.196954 = -11070.485171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.120000 sec): 3 clusters Score: Raw -11256.177524 + Penalty 484.393908 = -10771.783616 nChanged 60 SP:Iteration 1F (1901.120000 sec): 3 clusters Score: Raw -11332.837635 + Penalty 484.393908 = -10848.443727 nChanged 18 SP:Iteration 2F (1901.120000 sec): 3 clusters Score: Raw -11354.096686 + Penalty 484.393908 = -10869.702777 nChanged 7 SP:Iteration 3Q (1901.120000 sec): 3 clusters Score: Raw -11363.805151 + Penalty 484.393908 = -10879.411243 nChanged 4 SP:Iteration 4Q (1901.120000 sec): 3 clusters Score: Raw -11368.514518 + Penalty 484.393908 = -10884.120610 nChanged 3 SP:Iteration 5Q (1901.120000 sec): 3 clusters Score: Raw -11374.696455 + Penalty 484.393908 = -10890.302547 nChanged 5 SP:Iteration 6Q (1901.120000 sec): 3 clusters Score: Raw -11384.177081 + Penalty 484.393908 = -10899.783173 nChanged 3 SP:Iteration 7Q (1901.120000 sec): 3 clusters Score: Raw -11389.911073 + Penalty 484.393908 = -10905.517165 nChanged 2 SP:Iteration 8Q (1901.120000 sec): 3 clusters Score: Raw -11392.703575 + Penalty 484.393908 = -10908.309667 nChanged 1 SP:Iteration 9Q (1901.120000 sec): 3 clusters Score: Raw -11397.516272 + Penalty 484.393908 = -10913.122364 nChanged 1 SP:Iteration 10Q (1901.120000 sec): 3 clusters Score: Raw -11398.992863 + Penalty 484.393908 = -10914.598954 nChanged 0 SP:Iteration 11F (1901.130000 sec): 3 clusters Score: Raw -11398.992863 + Penalty 484.393908 = -10914.598954 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.130000 sec): 2 clusters Score: Raw -192227.109591 + Penalty 365.752297 = -191861.357294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.130000 sec): 3 clusters Score: Raw -190414.679389 + Penalty 731.504594 = -189683.174795 nChanged 1369 SP:Iteration 1F (1901.130000 sec): 3 clusters Score: Raw -191257.754080 + Penalty 731.504594 = -190526.249486 nChanged 252 SP:Iteration 2F (1901.140000 sec): 3 clusters Score: Raw -191400.557302 + Penalty 731.504594 = -190669.052708 nChanged 202 SP:Iteration 3F (1901.140000 sec): 3 clusters Score: Raw -191528.725704 + Penalty 731.504594 = -190797.221110 nChanged 181 SP:Iteration 4F (1901.150000 sec): 3 clusters Score: Raw -191655.278978 + Penalty 731.504594 = -190923.774385 nChanged 176 SP:Iteration 5F (1901.150000 sec): 3 clusters Score: Raw -191803.932893 + Penalty 731.504594 = -191072.428299 nChanged 163 SP:Iteration 6F (1901.150000 sec): 3 clusters Score: Raw -191950.743466 + Penalty 731.504594 = -191219.238872 nChanged 135 SP:Iteration 7Q (1901.150000 sec): 3 clusters Score: Raw -192068.233144 + Penalty 731.504594 = -191336.728550 nChanged 92 SP:Iteration 8Q (1901.160000 sec): 3 clusters Score: Raw -192137.996585 + Penalty 731.504594 = -191406.491991 nChanged 49 SP:Iteration 9Q (1901.160000 sec): 3 clusters Score: Raw -192171.706709 + Penalty 731.504594 = -191440.202115 nChanged 36 SP:Iteration 10Q (1901.160000 sec): 3 clusters Score: Raw -192202.862311 + Penalty 731.504594 = -191471.357717 nChanged 21 SP:Iteration 11Q (1901.170000 sec): 3 clusters Score: Raw -192222.062870 + Penalty 731.504594 = -191490.558276 nChanged 16 SP:Iteration 12Q (1901.170000 sec): 3 clusters Score: Raw -192235.242819 + Penalty 731.504594 = -191503.738225 nChanged 8 SP:Iteration 13Q (1901.170000 sec): 3 clusters Score: Raw -192241.370129 + Penalty 731.504594 = -191509.865535 nChanged 6 SP:Iteration 14Q (1901.170000 sec): 3 clusters Score: Raw -192248.407043 + Penalty 731.504594 = -191516.902449 nChanged 5 SP:Iteration 15Q (1901.180000 sec): 3 clusters Score: Raw -192255.635961 + Penalty 731.504594 = -191524.131367 nChanged 4 SP:Iteration 16Q (1901.180000 sec): 3 clusters Score: Raw -192258.864923 + Penalty 731.504594 = -191527.360329 nChanged 4 SP:Iteration 17Q (1901.180000 sec): 3 clusters Score: Raw -192261.362747 + Penalty 731.504594 = -191529.858153 nChanged 1 SP:Iteration 18Q (1901.190000 sec): 3 clusters Score: Raw -192261.977320 + Penalty 731.504594 = -191530.472726 nChanged 0 SP:Iteration 19F (1901.190000 sec): 3 clusters Score: Raw -192261.977320 + Penalty 731.504594 = -191530.472726 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.200000 sec): 2 clusters Score: Raw -523349.672330 + Penalty 415.276624 = -522934.395706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.210000 sec): 3 clusters Score: Raw -517598.089131 + Penalty 830.553247 = -516767.535884 nChanged 4310 SP:Iteration 1F (1901.220000 sec): 3 clusters Score: Raw -520159.104668 + Penalty 830.553247 = -519328.551420 nChanged 565 SP:Iteration 2F (1901.230000 sec): 3 clusters Score: Raw -520484.551178 + Penalty 830.553247 = -519653.997931 nChanged 584 SP:Iteration 3F (1901.240000 sec): 3 clusters Score: Raw -520912.876088 + Penalty 830.553247 = -520082.322840 nChanged 611 SP:Iteration 4F (1901.250000 sec): 3 clusters Score: Raw -521438.477865 + Penalty 830.553247 = -520607.924617 nChanged 610 SP:Iteration 5F (1901.260000 sec): 3 clusters Score: Raw -521879.892763 + Penalty 830.553247 = -521049.339515 nChanged 485 SP:Iteration 6F (1901.270000 sec): 3 clusters Score: Raw -522136.611422 + Penalty 830.553247 = -521306.058175 nChanged 330 SP:Iteration 7Q (1901.280000 sec): 3 clusters Score: Raw -522290.415692 + Penalty 830.553247 = -521459.862444 nChanged 231 SP:Iteration 8Q (1901.290000 sec): 3 clusters Score: Raw -522389.231087 + Penalty 830.553247 = -521558.677840 nChanged 192 SP:Iteration 9Q (1901.290000 sec): 3 clusters Score: Raw -522456.248487 + Penalty 830.553247 = -521625.695240 nChanged 166 SP:Iteration 10Q (1901.300000 sec): 3 clusters Score: Raw -522511.660846 + Penalty 830.553247 = -521681.107599 nChanged 160 SP:Iteration 11Q (1901.310000 sec): 3 clusters Score: Raw -522565.336648 + Penalty 830.553247 = -521734.783400 nChanged 149 SP:Iteration 12Q (1901.320000 sec): 3 clusters Score: Raw -522608.577023 + Penalty 830.553247 = -521778.023776 nChanged 136 SP:Iteration 13Q (1901.330000 sec): 3 clusters Score: Raw -522645.561121 + Penalty 830.553247 = -521815.007873 nChanged 126 SP:Iteration 14Q (1901.340000 sec): 3 clusters Score: Raw -522673.878050 + Penalty 830.553247 = -521843.324803 nChanged 107 SP:Iteration 15Q (1901.350000 sec): 3 clusters Score: Raw -522699.321233 + Penalty 830.553247 = -521868.767985 nChanged 118 SP:Iteration 16Q (1901.350000 sec): 3 clusters Score: Raw -522731.223435 + Penalty 830.553247 = -521900.670187 nChanged 127 SP:Iteration 17Q (1901.370000 sec): 3 clusters Score: Raw -522766.354158 + Penalty 830.553247 = -521935.800910 nChanged 128 SP:Iteration 18Q (1901.370000 sec): 3 clusters Score: Raw -522800.842978 + Penalty 830.553247 = -521970.289731 nChanged 117 SP:Iteration 19Q (1901.380000 sec): 3 clusters Score: Raw -522835.545301 + Penalty 830.553247 = -522004.992054 nChanged 129 SP:Iteration 20F (1901.390000 sec): 3 clusters Score: Raw -522874.630421 + Penalty 830.553247 = -522044.077174 nChanged 109 SP:Iteration 21Q (1901.400000 sec): 3 clusters Score: Raw -522906.646862 + Penalty 830.553247 = -522076.093615 nChanged 108 SP:Iteration 22Q (1901.410000 sec): 3 clusters Score: Raw -522942.555139 + Penalty 830.553247 = -522112.001892 nChanged 116 SP:Iteration 23Q (1901.410000 sec): 3 clusters Score: Raw -522983.982588 + Penalty 830.553247 = -522153.429340 nChanged 120 SP:Iteration 24Q (1901.420000 sec): 3 clusters Score: Raw -523028.134901 + Penalty 830.553247 = -522197.581653 nChanged 101 SP:Iteration 25Q (1901.430000 sec): 3 clusters Score: Raw -523068.296726 + Penalty 830.553247 = -522237.743478 nChanged 92 SP:Iteration 26Q (1901.440000 sec): 3 clusters Score: Raw -523099.555547 + Penalty 830.553247 = -522269.002299 nChanged 94 SP:Iteration 27Q (1901.450000 sec): 3 clusters Score: Raw -523133.268257 + Penalty 830.553247 = -522302.715010 nChanged 93 SP:Iteration 28Q (1901.460000 sec): 3 clusters Score: Raw -523165.822472 + Penalty 830.553247 = -522335.269224 nChanged 83 SP:Iteration 29Q (1901.470000 sec): 3 clusters Score: Raw -523194.341401 + Penalty 830.553247 = -522363.788153 nChanged 86 SP:Iteration 30Q (1901.470000 sec): 3 clusters Score: Raw -523222.403709 + Penalty 830.553247 = -522391.850462 nChanged 77 SP:Iteration 31Q (1901.480000 sec): 3 clusters Score: Raw -523246.679205 + Penalty 830.553247 = -522416.125958 nChanged 69 SP:Iteration 32Q (1901.490000 sec): 3 clusters Score: Raw -523270.096051 + Penalty 830.553247 = -522439.542804 nChanged 68 SP:Iteration 33Q (1901.490000 sec): 3 clusters Score: Raw -523294.999203 + Penalty 830.553247 = -522464.445956 nChanged 69 SP:Iteration 34Q (1901.500000 sec): 3 clusters Score: Raw -523320.357507 + Penalty 830.553247 = -522489.804259 nChanged 62 SP:Iteration 35Q (1901.510000 sec): 3 clusters Score: Raw -523343.583792 + Penalty 830.553247 = -522513.030545 nChanged 57 SP:Iteration 36Q (1901.520000 sec): 3 clusters Score: Raw -523361.565386 + Penalty 830.553247 = -522531.012139 nChanged 44 SP:Iteration 37Q (1901.530000 sec): 3 clusters Score: Raw -523374.821867 + Penalty 830.553247 = -522544.268620 nChanged 39 SP:Iteration 38Q (1901.530000 sec): 3 clusters Score: Raw -523387.415255 + Penalty 830.553247 = -522556.862008 nChanged 32 SP:Iteration 39Q (1901.540000 sec): 3 clusters Score: Raw -523395.201645 + Penalty 830.553247 = -522564.648397 nChanged 20 SP:Iteration 40F (1901.550000 sec): 3 clusters Score: Raw -523399.846236 + Penalty 830.553247 = -522569.292988 nChanged 18 SP:Iteration 41Q (1901.560000 sec): 3 clusters Score: Raw -523403.126619 + Penalty 830.553247 = -522572.573372 nChanged 17 SP:Iteration 42Q (1901.570000 sec): 3 clusters Score: Raw -523407.451591 + Penalty 830.553247 = -522576.898344 nChanged 21 SP:Iteration 43Q (1901.570000 sec): 3 clusters Score: Raw -523414.699564 + Penalty 830.553247 = -522584.146317 nChanged 24 SP:Iteration 44Q (1901.580000 sec): 3 clusters Score: Raw -523422.392411 + Penalty 830.553247 = -522591.839164 nChanged 19 SP:Iteration 45Q (1901.590000 sec): 3 clusters Score: Raw -523427.066322 + Penalty 830.553247 = -522596.513075 nChanged 17 SP:Iteration 46Q (1901.590000 sec): 3 clusters Score: Raw -523431.214222 + Penalty 830.553247 = -522600.660975 nChanged 12 SP:Iteration 47Q (1901.600000 sec): 3 clusters Score: Raw -523434.827773 + Penalty 830.553247 = -522604.274525 nChanged 13 SP:Iteration 48Q (1901.610000 sec): 3 clusters Score: Raw -523438.337129 + Penalty 830.553247 = -522607.783882 nChanged 18 SP:Iteration 49Q (1901.610000 sec): 3 clusters Score: Raw -523443.736570 + Penalty 830.553247 = -522613.183322 nChanged 15 SP:Iteration 50Q (1901.620000 sec): 3 clusters Score: Raw -523447.147818 + Penalty 830.553247 = -522616.594571 nChanged 7 SP:Iteration 51Q (1901.630000 sec): 3 clusters Score: Raw -523448.131128 + Penalty 830.553247 = -522617.577881 nChanged 3 SP:Iteration 52Q (1901.640000 sec): 3 clusters Score: Raw -523449.092520 + Penalty 830.553247 = -522618.539272 nChanged 4 SP:Iteration 53Q (1901.650000 sec): 3 clusters Score: Raw -523449.949069 + Penalty 830.553247 = -522619.395821 nChanged 5 SP:Iteration 54Q (1901.650000 sec): 3 clusters Score: Raw -523451.691391 + Penalty 830.553247 = -522621.138143 nChanged 6 SP:Iteration 55Q (1901.660000 sec): 3 clusters Score: Raw -523453.221101 + Penalty 830.553247 = -522622.667854 nChanged 3 SP:Iteration 56Q (1901.670000 sec): 3 clusters Score: Raw -523453.773880 + Penalty 830.553247 = -522623.220633 nChanged 4 SP:Iteration 57Q (1901.670000 sec): 3 clusters Score: Raw -523454.137006 + Penalty 830.553247 = -522623.583759 nChanged 3 SP:Iteration 58Q (1901.680000 sec): 3 clusters Score: Raw -523454.551231 + Penalty 830.553247 = -522623.997983 nChanged 7 SP:Iteration 59Q (1901.690000 sec): 3 clusters Score: Raw -523456.096758 + Penalty 830.553247 = -522625.543511 nChanged 8 SP:Iteration 60F (1901.700000 sec): 3 clusters Score: Raw -523459.187792 + Penalty 830.553247 = -522628.634544 nChanged 6 SP:Iteration 61Q (1901.710000 sec): 3 clusters Score: Raw -523463.157270 + Penalty 830.553247 = -522632.604022 nChanged 10 SP:Iteration 62Q (1901.710000 sec): 3 clusters Score: Raw -523466.523167 + Penalty 830.553247 = -522635.969920 nChanged 5 SP:Iteration 63Q (1901.720000 sec): 3 clusters Score: Raw -523467.359993 + Penalty 830.553247 = -522636.806745 nChanged 5 SP:Iteration 64Q (1901.730000 sec): 3 clusters Score: Raw -523468.116005 + Penalty 830.553247 = -522637.562757 nChanged 3 SP:Iteration 65Q (1901.730000 sec): 3 clusters Score: Raw -523468.641389 + Penalty 830.553247 = -522638.088141 nChanged 4 SP:Iteration 66Q (1901.740000 sec): 3 clusters Score: Raw -523469.333950 + Penalty 830.553247 = -522638.780702 nChanged 2 SP:Iteration 67Q (1901.750000 sec): 3 clusters Score: Raw -523469.772604 + Penalty 830.553247 = -522639.219356 nChanged 3 SP:Iteration 68Q (1901.750000 sec): 3 clusters Score: Raw -523470.376254 + Penalty 830.553247 = -522639.823006 nChanged 1 SP:Iteration 69Q (1901.760000 sec): 3 clusters Score: Raw -523470.437829 + Penalty 830.553247 = -522639.884581 nChanged 2 SP:Iteration 70Q (1901.770000 sec): 3 clusters Score: Raw -523470.549476 + Penalty 830.553247 = -522639.996229 nChanged 3 SP:Iteration 71Q (1901.770000 sec): 3 clusters Score: Raw -523470.926640 + Penalty 830.553247 = -522640.373393 nChanged 2 SP:Iteration 72Q (1901.780000 sec): 3 clusters Score: Raw -523471.127802 + Penalty 830.553247 = -522640.574554 nChanged 1 SP:Iteration 73Q (1901.790000 sec): 3 clusters Score: Raw -523471.238738 + Penalty 830.553247 = -522640.685490 nChanged 0 SP:Iteration 74F (1901.800000 sec): 3 clusters Score: Raw -523471.238738 + Penalty 830.553247 = -522640.685490 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.810000 sec): 2 clusters Score: Raw -157348.868167 + Penalty 363.617449 = -156985.250718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.810000 sec): 3 clusters Score: Raw -155710.257476 + Penalty 727.234898 = -154983.022579 nChanged 1270 SP:Iteration 1F (1901.810000 sec): 3 clusters Score: Raw -156420.528800 + Penalty 727.234898 = -155693.293902 nChanged 229 SP:Iteration 2F (1901.810000 sec): 3 clusters Score: Raw -156570.069760 + Penalty 727.234898 = -155842.834862 nChanged 206 SP:Iteration 3F (1901.820000 sec): 3 clusters Score: Raw -156673.603850 + Penalty 727.234898 = -155946.368953 nChanged 144 SP:Iteration 4Q (1901.820000 sec): 3 clusters Score: Raw -156755.514734 + Penalty 727.234898 = -156028.279836 nChanged 134 SP:Iteration 5Q (1901.830000 sec): 3 clusters Score: Raw -156825.613747 + Penalty 727.234898 = -156098.378849 nChanged 126 SP:Iteration 6Q (1901.830000 sec): 3 clusters Score: Raw -156889.348678 + Penalty 727.234898 = -156162.113781 nChanged 114 SP:Iteration 7Q (1901.830000 sec): 3 clusters Score: Raw -156962.644282 + Penalty 727.234898 = -156235.409385 nChanged 107 SP:Iteration 8Q (1901.830000 sec): 3 clusters Score: Raw -157046.549243 + Penalty 727.234898 = -156319.314346 nChanged 109 SP:Iteration 9Q (1901.830000 sec): 3 clusters Score: Raw -157106.249352 + Penalty 727.234898 = -156379.014454 nChanged 85 SP:Iteration 10Q (1901.840000 sec): 3 clusters Score: Raw -157147.040388 + Penalty 727.234898 = -156419.805491 nChanged 74 SP:Iteration 11Q (1901.840000 sec): 3 clusters Score: Raw -157184.332810 + Penalty 727.234898 = -156457.097912 nChanged 65 SP:Iteration 12Q (1901.850000 sec): 3 clusters Score: Raw -157217.081403 + Penalty 727.234898 = -156489.846505 nChanged 72 SP:Iteration 13Q (1901.850000 sec): 3 clusters Score: Raw -157253.712591 + Penalty 727.234898 = -156526.477693 nChanged 65 SP:Iteration 14Q (1901.850000 sec): 3 clusters Score: Raw -157289.393234 + Penalty 727.234898 = -156562.158336 nChanged 58 SP:Iteration 15Q (1901.850000 sec): 3 clusters Score: Raw -157320.966977 + Penalty 727.234898 = -156593.732079 nChanged 52 SP:Iteration 16Q (1901.850000 sec): 3 clusters Score: Raw -157358.699695 + Penalty 727.234898 = -156631.464798 nChanged 56 SP:Iteration 17Q (1901.860000 sec): 3 clusters Score: Raw -157403.013303 + Penalty 727.234898 = -156675.778406 nChanged 61 SP:Iteration 18Q (1901.860000 sec): 3 clusters Score: Raw -157450.394869 + Penalty 727.234898 = -156723.159972 nChanged 53 SP:Iteration 19Q (1901.860000 sec): 3 clusters Score: Raw -157496.804762 + Penalty 727.234898 = -156769.569864 nChanged 44 SP:Iteration 20F (1901.870000 sec): 3 clusters Score: Raw -157525.339546 + Penalty 727.234898 = -156798.104648 nChanged 31 SP:Iteration 21Q (1901.870000 sec): 3 clusters Score: Raw -157542.338107 + Penalty 727.234898 = -156815.103209 nChanged 32 SP:Iteration 22Q (1901.870000 sec): 3 clusters Score: Raw -157557.228437 + Penalty 727.234898 = -156829.993539 nChanged 25 SP:Iteration 23Q (1901.870000 sec): 3 clusters Score: Raw -157566.438106 + Penalty 727.234898 = -156839.203208 nChanged 15 SP:Iteration 24Q (1901.880000 sec): 3 clusters Score: Raw -157569.453638 + Penalty 727.234898 = -156842.218741 nChanged 5 SP:Iteration 25Q (1901.880000 sec): 3 clusters Score: Raw -157570.188975 + Penalty 727.234898 = -156842.954078 nChanged 5 SP:Iteration 26Q (1901.880000 sec): 3 clusters Score: Raw -157571.375923 + Penalty 727.234898 = -156844.141026 nChanged 5 SP:Iteration 27Q (1901.890000 sec): 3 clusters Score: Raw -157573.106897 + Penalty 727.234898 = -156845.871999 nChanged 6 SP:Iteration 28Q (1901.890000 sec): 3 clusters Score: Raw -157574.470269 + Penalty 727.234898 = -156847.235371 nChanged 3 SP:Iteration 29Q (1901.890000 sec): 3 clusters Score: Raw -157575.093501 + Penalty 727.234898 = -156847.858604 nChanged 1 SP:Iteration 30Q (1901.890000 sec): 3 clusters Score: Raw -157575.278353 + Penalty 727.234898 = -156848.043456 nChanged 0 SP:Iteration 31F (1901.890000 sec): 3 clusters Score: Raw -157575.278353 + Penalty 727.234898 = -156848.043456 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.900000 sec): 2 clusters Score: Raw -24716.524826 + Penalty 279.069611 = -24437.455215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.900000 sec): 3 clusters Score: Raw -24513.452686 + Penalty 558.139222 = -23955.313464 nChanged 178 SP:Iteration 1F (1901.900000 sec): 3 clusters Score: Raw -24662.992093 + Penalty 558.139222 = -24104.852871 nChanged 45 SP:Iteration 2F (1901.900000 sec): 3 clusters Score: Raw -24704.019736 + Penalty 558.139222 = -24145.880514 nChanged 29 SP:Iteration 3F (1901.900000 sec): 3 clusters Score: Raw -24724.022105 + Penalty 558.139222 = -24165.882883 nChanged 15 SP:Iteration 4Q (1901.900000 sec): 3 clusters Score: Raw -24735.759104 + Penalty 558.139222 = -24177.619882 nChanged 17 SP:Iteration 5Q (1901.900000 sec): 3 clusters Score: Raw -24751.482088 + Penalty 558.139222 = -24193.342866 nChanged 11 SP:Iteration 6Q (1901.900000 sec): 3 clusters Score: Raw -24764.885135 + Penalty 558.139222 = -24206.745914 nChanged 8 SP:Iteration 7Q (1901.900000 sec): 3 clusters Score: Raw -24776.997301 + Penalty 558.139222 = -24218.858079 nChanged 7 SP:Iteration 8Q (1901.900000 sec): 3 clusters Score: Raw -24795.229113 + Penalty 558.139222 = -24237.089891 nChanged 13 SP:Iteration 9Q (1901.900000 sec): 3 clusters Score: Raw -24810.227808 + Penalty 558.139222 = -24252.088586 nChanged 7 SP:Iteration 10Q (1901.900000 sec): 3 clusters Score: Raw -24817.304628 + Penalty 558.139222 = -24259.165406 nChanged 3 SP:Iteration 11Q (1901.900000 sec): 3 clusters Score: Raw -24820.821291 + Penalty 558.139222 = -24262.682069 nChanged 1 SP:Iteration 12Q (1901.900000 sec): 3 clusters Score: Raw -24821.747948 + Penalty 558.139222 = -24263.608726 nChanged 1 SP:Iteration 13Q (1901.900000 sec): 3 clusters Score: Raw -24822.212113 + Penalty 558.139222 = -24264.072891 nChanged 0 SP:Iteration 14F (1901.910000 sec): 3 clusters Score: Raw -24822.212113 + Penalty 558.139222 = -24264.072891 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.910000 sec): 2 clusters Score: Raw -104208.894575 + Penalty 343.531158 = -103865.363417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.910000 sec): 3 clusters Score: Raw -103199.653192 + Penalty 687.062316 = -102512.590876 nChanged 781 SP:Iteration 1F (1901.910000 sec): 3 clusters Score: Raw -103641.864968 + Penalty 687.062316 = -102954.802652 nChanged 144 SP:Iteration 2F (1901.910000 sec): 3 clusters Score: Raw -103722.773448 + Penalty 687.062316 = -103035.711132 nChanged 115 SP:Iteration 3F (1901.910000 sec): 3 clusters Score: Raw -103790.812713 + Penalty 687.062316 = -103103.750397 nChanged 100 SP:Iteration 4F (1901.920000 sec): 3 clusters Score: Raw -103856.465732 + Penalty 687.062316 = -103169.403416 nChanged 111 SP:Iteration 5F (1901.920000 sec): 3 clusters Score: Raw -103935.912954 + Penalty 687.062316 = -103248.850638 nChanged 106 SP:Iteration 6F (1901.920000 sec): 3 clusters Score: Raw -104021.094771 + Penalty 687.062316 = -103334.032455 nChanged 78 SP:Iteration 7Q (1901.920000 sec): 3 clusters Score: Raw -104078.372213 + Penalty 687.062316 = -103391.309896 nChanged 63 SP:Iteration 8Q (1901.930000 sec): 3 clusters Score: Raw -104135.164715 + Penalty 687.062316 = -103448.102399 nChanged 59 SP:Iteration 9Q (1901.930000 sec): 3 clusters Score: Raw -104182.766797 + Penalty 687.062316 = -103495.704481 nChanged 27 SP:Iteration 10Q (1901.930000 sec): 3 clusters Score: Raw -104201.836444 + Penalty 687.062316 = -103514.774128 nChanged 21 SP:Iteration 11Q (1901.930000 sec): 3 clusters Score: Raw -104214.030298 + Penalty 687.062316 = -103526.967982 nChanged 11 SP:Iteration 12Q (1901.930000 sec): 3 clusters Score: Raw -104221.023154 + Penalty 687.062316 = -103533.960838 nChanged 9 SP:Iteration 13Q (1901.930000 sec): 3 clusters Score: Raw -104228.200557 + Penalty 687.062316 = -103541.138241 nChanged 11 SP:Iteration 14Q (1901.930000 sec): 3 clusters Score: Raw -104231.880484 + Penalty 687.062316 = -103544.818167 nChanged 8 SP:Iteration 15Q (1901.940000 sec): 3 clusters Score: Raw -104235.560982 + Penalty 687.062316 = -103548.498666 nChanged 10 SP:Iteration 16Q (1901.940000 sec): 3 clusters Score: Raw -104239.758814 + Penalty 687.062316 = -103552.696498 nChanged 8 SP:Iteration 17Q (1901.940000 sec): 3 clusters Score: Raw -104243.936105 + Penalty 687.062316 = -103556.873789 nChanged 10 SP:Iteration 18Q (1901.940000 sec): 3 clusters Score: Raw -104246.725449 + Penalty 687.062316 = -103559.663133 nChanged 7 SP:Iteration 19Q (1901.940000 sec): 3 clusters Score: Raw -104249.517559 + Penalty 687.062316 = -103562.455243 nChanged 7 SP:Iteration 20F (1901.950000 sec): 3 clusters Score: Raw -104253.293150 + Penalty 687.062316 = -103566.230834 nChanged 7 SP:Iteration 21Q (1901.950000 sec): 3 clusters Score: Raw -104256.852844 + Penalty 687.062316 = -103569.790528 nChanged 5 SP:Iteration 22Q (1901.950000 sec): 3 clusters Score: Raw -104260.070085 + Penalty 687.062316 = -103573.007769 nChanged 6 SP:Iteration 23Q (1901.950000 sec): 3 clusters Score: Raw -104263.659293 + Penalty 687.062316 = -103576.596976 nChanged 3 SP:Iteration 24Q (1901.950000 sec): 3 clusters Score: Raw -104266.475407 + Penalty 687.062316 = -103579.413091 nChanged 1 SP:Iteration 25Q (1901.950000 sec): 3 clusters Score: Raw -104267.441763 + Penalty 687.062316 = -103580.379446 nChanged 0 SP:Iteration 26F (1901.950000 sec): 3 clusters Score: Raw -104267.441763 + Penalty 687.062316 = -103580.379446 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.960000 sec): 2 clusters Score: Raw -3557.257807 + Penalty 208.616020 = -3348.641787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.960000 sec): 3 clusters Score: Raw -3573.102467 + Penalty 417.232041 = -3155.870427 nChanged 23 SP:Iteration 1F (1901.960000 sec): 3 clusters Score: Raw -3659.841225 + Penalty 417.232041 = -3242.609184 nChanged 11 SP:Iteration 2F (1901.960000 sec): 3 clusters Score: Raw -3703.475702 + Penalty 417.232041 = -3286.243662 nChanged 4 SP:Iteration 3Q (1901.960000 sec): 3 clusters Score: Raw -3710.646203 + Penalty 417.232041 = -3293.414162 nChanged 2 SP:Iteration 4Q (1901.960000 sec): 3 clusters Score: Raw -3712.951205 + Penalty 417.232041 = -3295.719165 nChanged 0 SP:Iteration 5F (1901.960000 sec): 3 clusters Score: Raw -3712.951205 + Penalty 417.232041 = -3295.719165 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.960000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.960000 sec): 3 clusters Score: Raw -10569.837748 + Penalty 471.542303 = -10098.295445 nChanged 44 SP:Iteration 1F (1901.960000 sec): 3 clusters Score: Raw -10616.067754 + Penalty 471.542303 = -10144.525451 nChanged 7 SP:Iteration 2Q (1901.960000 sec): 3 clusters Score: Raw -10628.503375 + Penalty 471.542303 = -10156.961072 nChanged 5 SP:Iteration 3Q (1901.960000 sec): 3 clusters Score: Raw -10634.538876 + Penalty 471.542303 = -10162.996573 nChanged 1 SP:Iteration 4Q (1901.960000 sec): 3 clusters Score: Raw -10635.197762 + Penalty 471.542303 = -10163.655459 nChanged 0 SP:Iteration 5F (1901.960000 sec): 3 clusters Score: Raw -10635.197762 + Penalty 471.542303 = -10163.655459 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.960000 sec): 2 clusters Score: Raw -9090.468375 + Penalty 232.868718 = -8857.599657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.960000 sec): 3 clusters Score: Raw -9058.336401 + Penalty 465.737437 = -8592.598964 nChanged 39 SP:Iteration 1F (1901.960000 sec): 3 clusters Score: Raw -9115.751931 + Penalty 465.737437 = -8650.014494 nChanged 10 SP:Iteration 2F (1901.960000 sec): 3 clusters Score: Raw -9136.395624 + Penalty 465.737437 = -8670.658187 nChanged 7 SP:Iteration 3Q (1901.960000 sec): 3 clusters Score: Raw -9153.874539 + Penalty 465.737437 = -8688.137103 nChanged 6 SP:Iteration 4Q (1901.960000 sec): 3 clusters Score: Raw -9159.275395 + Penalty 465.737437 = -8693.537959 nChanged 4 SP:Iteration 5Q (1901.960000 sec): 3 clusters Score: Raw -9170.602469 + Penalty 465.737437 = -8704.865032 nChanged 3 SP:Iteration 6Q (1901.960000 sec): 3 clusters Score: Raw -9185.735228 + Penalty 465.737437 = -8719.997791 nChanged 2 SP:Iteration 7Q (1901.960000 sec): 3 clusters Score: Raw -9187.840640 + Penalty 465.737437 = -8722.103203 nChanged 1 SP:Iteration 8Q (1901.960000 sec): 3 clusters Score: Raw -9198.227983 + Penalty 465.737437 = -8732.490546 nChanged 3 SP:Iteration 9Q (1901.960000 sec): 3 clusters Score: Raw -9202.821768 + Penalty 465.737437 = -8737.084331 nChanged 4 SP:Iteration 10Q (1901.960000 sec): 3 clusters Score: Raw -9213.666358 + Penalty 465.737437 = -8747.928921 nChanged 3 SP:Iteration 11Q (1901.960000 sec): 3 clusters Score: Raw -9218.061173 + Penalty 465.737437 = -8752.323736 nChanged 2 SP:Iteration 12Q (1901.970000 sec): 3 clusters Score: Raw -9219.612837 + Penalty 465.737437 = -8753.875400 nChanged 1 SP:Iteration 13Q (1901.970000 sec): 3 clusters Score: Raw -9224.067481 + Penalty 465.737437 = -8758.330044 nChanged 2 SP:Iteration 14Q (1901.970000 sec): 3 clusters Score: Raw -9226.556984 + Penalty 465.737437 = -8760.819547 nChanged 1 SP:Iteration 15Q (1901.970000 sec): 3 clusters Score: Raw -9230.164095 + Penalty 465.737437 = -8764.426658 nChanged 1 SP:Iteration 16Q (1901.970000 sec): 3 clusters Score: Raw -9236.621222 + Penalty 465.737437 = -8770.883785 nChanged 4 SP:Iteration 17Q (1901.970000 sec): 3 clusters Score: Raw -9248.618867 + Penalty 465.737437 = -8782.881430 nChanged 4 SP:Iteration 18Q (1901.970000 sec): 3 clusters Score: Raw -9267.328898 + Penalty 465.737437 = -8801.591461 nChanged 3 SP:Iteration 19Q (1901.970000 sec): 3 clusters Score: Raw -9288.709390 + Penalty 465.737437 = -8822.971953 nChanged 3 SP:Iteration 20F (1901.970000 sec): 3 clusters Score: Raw -9299.763442 + Penalty 465.737437 = -8834.026005 nChanged 4 SP:Iteration 21Q (1901.970000 sec): 3 clusters Score: Raw -9323.122374 + Penalty 465.737437 = -8857.384937 nChanged 3 SP:Iteration 22Q (1901.970000 sec): 3 clusters Score: Raw -9339.442393 + Penalty 465.737437 = -8873.704956 nChanged 1 SP:Iteration 23Q (1901.970000 sec): 3 clusters Score: Raw -9348.426527 + Penalty 465.737437 = -8882.689090 nChanged 2 SP:Iteration 24Q (1901.970000 sec): 3 clusters Score: Raw -9357.977041 + Penalty 465.737437 = -8892.239604 nChanged 0 SP:Iteration 25F (1901.970000 sec): 3 clusters Score: Raw -9357.977041 + Penalty 465.737437 = -8892.239604 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 84. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.970000 sec): 2 clusters Score: Raw -87241.534320 + Penalty 334.884731 = -86906.649590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.970000 sec): 3 clusters Score: Raw -86391.679378 + Penalty 669.769462 = -85721.909917 nChanged 666 SP:Iteration 1F (1901.970000 sec): 3 clusters Score: Raw -86756.690121 + Penalty 669.769462 = -86086.920659 nChanged 118 SP:Iteration 2F (1901.970000 sec): 3 clusters Score: Raw -86837.739100 + Penalty 669.769462 = -86167.969638 nChanged 104 SP:Iteration 3F (1901.980000 sec): 3 clusters Score: Raw -86921.859511 + Penalty 669.769462 = -86252.090049 nChanged 96 SP:Iteration 4F (1901.980000 sec): 3 clusters Score: Raw -87005.200183 + Penalty 669.769462 = -86335.430722 nChanged 82 SP:Iteration 5F (1901.980000 sec): 3 clusters Score: Raw -87064.472088 + Penalty 669.769462 = -86394.702626 nChanged 60 SP:Iteration 6Q (1901.980000 sec): 3 clusters Score: Raw -87098.242355 + Penalty 669.769462 = -86428.472893 nChanged 43 SP:Iteration 7Q (1901.980000 sec): 3 clusters Score: Raw -87124.221548 + Penalty 669.769462 = -86454.452086 nChanged 43 SP:Iteration 8Q (1901.990000 sec): 3 clusters Score: Raw -87146.147147 + Penalty 669.769462 = -86476.377685 nChanged 29 SP:Iteration 9Q (1901.990000 sec): 3 clusters Score: Raw -87161.106798 + Penalty 669.769462 = -86491.337336 nChanged 27 SP:Iteration 10Q (1901.990000 sec): 3 clusters Score: Raw -87176.585010 + Penalty 669.769462 = -86506.815548 nChanged 28 SP:Iteration 11Q (1901.990000 sec): 3 clusters Score: Raw -87190.551495 + Penalty 669.769462 = -86520.782033 nChanged 25 SP:Iteration 12Q (1901.990000 sec): 3 clusters Score: Raw -87206.234655 + Penalty 669.769462 = -86536.465194 nChanged 27 SP:Iteration 13Q (1901.990000 sec): 3 clusters Score: Raw -87221.440286 + Penalty 669.769462 = -86551.670824 nChanged 16 SP:Iteration 14Q (1901.990000 sec): 3 clusters Score: Raw -87243.120624 + Penalty 669.769462 = -86573.351162 nChanged 24 SP:Iteration 15Q (1901.990000 sec): 3 clusters Score: Raw -87273.236116 + Penalty 669.769462 = -86603.466654 nChanged 20 SP:Iteration 16Q (1902.000000 sec): 3 clusters Score: Raw -87296.098423 + Penalty 669.769462 = -86626.328962 nChanged 24 SP:Iteration 17Q (1902.000000 sec): 3 clusters Score: Raw -87321.186604 + Penalty 669.769462 = -86651.417142 nChanged 15 SP:Iteration 18Q (1902.000000 sec): 3 clusters Score: Raw -87328.168519 + Penalty 669.769462 = -86658.399057 nChanged 13 SP:Iteration 19Q (1902.000000 sec): 3 clusters Score: Raw -87334.358775 + Penalty 669.769462 = -86664.589314 nChanged 17 SP:Iteration 20F (1902.000000 sec): 3 clusters Score: Raw -87345.421064 + Penalty 669.769462 = -86675.651603 nChanged 17 SP:Iteration 21Q (1902.000000 sec): 3 clusters Score: Raw -87362.224395 + Penalty 669.769462 = -86692.454934 nChanged 14 SP:Iteration 22Q (1902.010000 sec): 3 clusters Score: Raw -87370.496011 + Penalty 669.769462 = -86700.726549 nChanged 10 SP:Iteration 23Q (1902.010000 sec): 3 clusters Score: Raw -87375.677269 + Penalty 669.769462 = -86705.907807 nChanged 7 SP:Iteration 24Q (1902.010000 sec): 3 clusters Score: Raw -87381.480323 + Penalty 669.769462 = -86711.710862 nChanged 8 SP:Iteration 25Q (1902.010000 sec): 3 clusters Score: Raw -87386.318115 + Penalty 669.769462 = -86716.548654 nChanged 3 SP:Iteration 26Q (1902.010000 sec): 3 clusters Score: Raw -87388.087469 + Penalty 669.769462 = -86718.318007 nChanged 4 SP:Iteration 27Q (1902.010000 sec): 3 clusters Score: Raw -87390.854076 + Penalty 669.769462 = -86721.084614 nChanged 3 SP:Iteration 28Q (1902.010000 sec): 3 clusters Score: Raw -87393.074228 + Penalty 669.769462 = -86723.304767 nChanged 2 SP:Iteration 29Q (1902.010000 sec): 3 clusters Score: Raw -87393.771937 + Penalty 669.769462 = -86724.002476 nChanged 3 SP:Iteration 30Q (1902.010000 sec): 3 clusters Score: Raw -87396.328018 + Penalty 669.769462 = -86726.558556 nChanged 4 SP:Iteration 31Q (1902.020000 sec): 3 clusters Score: Raw -87400.586493 + Penalty 669.769462 = -86730.817032 nChanged 4 SP:Iteration 32Q (1902.020000 sec): 3 clusters Score: Raw -87402.710660 + Penalty 669.769462 = -86732.941198 nChanged 2 SP:Iteration 33Q (1902.020000 sec): 3 clusters Score: Raw -87402.885356 + Penalty 669.769462 = -86733.115894 nChanged 0 SP:Iteration 34F (1902.020000 sec): 3 clusters Score: Raw -87402.885356 + Penalty 669.769462 = -86733.115894 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1902.220000 sec): 2 clusters Score: Raw -6498707.000736 + Penalty 528.685171 = -6498178.315565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1902.360000 sec): 3 clusters Score: Raw -6423795.911852 + Penalty 1057.370341 = -6422738.541511 nChanged 54607 SP:Iteration 1F (1902.500000 sec): 3 clusters Score: Raw -6459526.109446 + Penalty 1057.370341 = -6458468.739105 nChanged 5521 SP:Iteration 2Q (1902.650000 sec): 3 clusters Score: Raw -6462161.661986 + Penalty 1057.370341 = -6461104.291645 nChanged 6353 SP:Iteration 3F (1902.790000 sec): 3 clusters Score: Raw -6466087.494479 + Penalty 1057.370341 = -6465030.124138 nChanged 7153 SP:Iteration 4F (1902.930000 sec): 3 clusters Score: Raw -6471470.560253 + Penalty 1057.370341 = -6470413.189912 nChanged 7051 SP:Iteration 5F (1903.060000 sec): 3 clusters Score: Raw -6476354.826525 + Penalty 1057.370341 = -6475297.456184 nChanged 5536 SP:Iteration 6Q (1903.210000 sec): 3 clusters Score: Raw -6478796.126856 + Penalty 1057.370341 = -6477738.756514 nChanged 3231 SP:Iteration 7Q (1903.360000 sec): 3 clusters Score: Raw -6479548.277618 + Penalty 1057.370341 = -6478490.907277 nChanged 1781 SP:Iteration 8Q (1903.510000 sec): 3 clusters Score: Raw -6479848.712293 + Penalty 1057.370341 = -6478791.341952 nChanged 1248 SP:Iteration 9Q (1903.660000 sec): 3 clusters Score: Raw -6480066.861554 + Penalty 1057.370341 = -6479009.491213 nChanged 1218 SP:Iteration 10Q (1903.810000 sec): 3 clusters Score: Raw -6480294.993293 + Penalty 1057.370341 = -6479237.622952 nChanged 1312 SP:Iteration 11Q (1903.970000 sec): 3 clusters Score: Raw -6480553.778042 + Penalty 1057.370341 = -6479496.407701 nChanged 1399 SP:Iteration 12Q (1904.130000 sec): 3 clusters Score: Raw -6480833.189148 + Penalty 1057.370341 = -6479775.818807 nChanged 1480 SP:Iteration 13Q (1904.280000 sec): 3 clusters Score: Raw -6481151.482580 + Penalty 1057.370341 = -6480094.112239 nChanged 1616 SP:Iteration 14Q (1904.430000 sec): 3 clusters Score: Raw -6481524.496845 + Penalty 1057.370341 = -6480467.126504 nChanged 1773 SP:Iteration 15Q (1904.570000 sec): 3 clusters Score: Raw -6481963.097144 + Penalty 1057.370341 = -6480905.726803 nChanged 1927 SP:Iteration 16Q (1904.720000 sec): 3 clusters Score: Raw -6482484.865163 + Penalty 1057.370341 = -6481427.494822 nChanged 2080 SP:Iteration 17Q (1904.870000 sec): 3 clusters Score: Raw -6483095.640838 + Penalty 1057.370341 = -6482038.270497 nChanged 2196 SP:Iteration 18Q (1905.010000 sec): 3 clusters Score: Raw -6483787.655557 + Penalty 1057.370341 = -6482730.285216 nChanged 2313 SP:Iteration 19Q (1905.160000 sec): 3 clusters Score: Raw -6484574.451983 + Penalty 1057.370341 = -6483517.081642 nChanged 2367 SP:Iteration 20F (1905.290000 sec): 3 clusters Score: Raw -6485435.017389 + Penalty 1057.370341 = -6484377.647048 nChanged 2386 SP:Iteration 21Q (1905.430000 sec): 3 clusters Score: Raw -6486353.457821 + Penalty 1057.370341 = -6485296.087480 nChanged 2498 SP:Iteration 22Q (1905.570000 sec): 3 clusters Score: Raw -6487395.873646 + Penalty 1057.370341 = -6486338.503305 nChanged 2564 SP:Iteration 23Q (1905.710000 sec): 3 clusters Score: Raw -6488581.119120 + Penalty 1057.370341 = -6487523.748779 nChanged 2534 SP:Iteration 24Q (1905.830000 sec): 3 clusters Score: Raw -6489839.420102 + Penalty 1057.370341 = -6488782.049761 nChanged 2482 SP:Iteration 25Q (1905.960000 sec): 3 clusters Score: Raw -6491189.261734 + Penalty 1057.370341 = -6490131.891392 nChanged 2423 SP:Iteration 26Q (1906.090000 sec): 3 clusters Score: Raw -6492579.592465 + Penalty 1057.370341 = -6491522.222124 nChanged 2164 SP:Iteration 27Q (1906.220000 sec): 3 clusters Score: Raw -6493850.447984 + Penalty 1057.370341 = -6492793.077643 nChanged 1878 SP:Iteration 28Q (1906.340000 sec): 3 clusters Score: Raw -6494988.358408 + Penalty 1057.370341 = -6493930.988067 nChanged 1587 SP:Iteration 29Q (1906.470000 sec): 3 clusters Score: Raw -6495972.056526 + Penalty 1057.370341 = -6494914.686185 nChanged 1285 SP:Iteration 30Q (1906.590000 sec): 3 clusters Score: Raw -6496769.679425 + Penalty 1057.370341 = -6495712.309084 nChanged 999 SP:Iteration 31Q (1906.700000 sec): 3 clusters Score: Raw -6497390.920202 + Penalty 1057.370341 = -6496333.549861 nChanged 782 SP:Iteration 32Q (1906.830000 sec): 3 clusters Score: Raw -6497878.566035 + Penalty 1057.370341 = -6496821.195694 nChanged 591 SP:Iteration 33Q (1906.950000 sec): 3 clusters Score: Raw -6498239.786681 + Penalty 1057.370341 = -6497182.416340 nChanged 391 SP:Iteration 34Q (1907.070000 sec): 3 clusters Score: Raw -6498478.183167 + Penalty 1057.370341 = -6497420.812826 nChanged 251 SP:Iteration 35Q (1907.180000 sec): 3 clusters Score: Raw -6498625.903745 + Penalty 1057.370341 = -6497568.533404 nChanged 162 SP:Iteration 36Q (1907.290000 sec): 3 clusters Score: Raw -6498708.147230 + Penalty 1057.370341 = -6497650.776889 nChanged 100 SP:Iteration 37Q (1907.410000 sec): 3 clusters Score: Raw -6498774.788113 + Penalty 1057.370341 = -6497717.417772 nChanged 78 SP:Iteration 38Q (1907.530000 sec): 3 clusters Score: Raw -6498842.873503 + Penalty 1057.370341 = -6497785.503162 nChanged 65 SP:Iteration 39Q (1907.640000 sec): 3 clusters Score: Raw -6498894.758270 + Penalty 1057.370341 = -6497837.387929 nChanged 59 SP:Iteration 40F (1907.770000 sec): 3 clusters Score: Raw -6498926.527120 + Penalty 1057.370341 = -6497869.156778 nChanged 49 SP:Iteration 41Q (1907.890000 sec): 3 clusters Score: Raw -6498941.928845 + Penalty 1057.370341 = -6497884.558504 nChanged 31 SP:Iteration 42Q (1908.000000 sec): 3 clusters Score: Raw -6498953.402728 + Penalty 1057.370341 = -6497896.032386 nChanged 22 SP:Iteration 43Q (1908.110000 sec): 3 clusters Score: Raw -6498959.383532 + Penalty 1057.370341 = -6497902.013191 nChanged 19 SP:Iteration 44Q (1908.220000 sec): 3 clusters Score: Raw -6498966.053915 + Penalty 1057.370341 = -6497908.683574 nChanged 23 SP:Iteration 45Q (1908.340000 sec): 3 clusters Score: Raw -6498973.524460 + Penalty 1057.370341 = -6497916.154119 nChanged 19 SP:Iteration 46Q (1908.450000 sec): 3 clusters Score: Raw -6498978.340921 + Penalty 1057.370341 = -6497920.970580 nChanged 16 SP:Iteration 47Q (1908.560000 sec): 3 clusters Score: Raw -6498981.458815 + Penalty 1057.370341 = -6497924.088473 nChanged 12 SP:Iteration 48Q (1908.680000 sec): 3 clusters Score: Raw -6498984.767563 + Penalty 1057.370341 = -6497927.397222 nChanged 13 SP:Iteration 49Q (1908.790000 sec): 3 clusters Score: Raw -6498987.410703 + Penalty 1057.370341 = -6497930.040362 nChanged 11 SP:Iteration 50Q (1908.910000 sec): 3 clusters Score: Raw -6498989.245208 + Penalty 1057.370341 = -6497931.874867 nChanged 6 SP:Iteration 51Q (1909.020000 sec): 3 clusters Score: Raw -6498989.802197 + Penalty 1057.370341 = -6497932.431856 nChanged 6 SP:Iteration 52Q (1909.130000 sec): 3 clusters Score: Raw -6498990.940667 + Penalty 1057.370341 = -6497933.570326 nChanged 5 SP:Iteration 53Q (1909.250000 sec): 3 clusters Score: Raw -6498991.839806 + Penalty 1057.370341 = -6497934.469465 nChanged 1 SP:Iteration 54Q (1909.360000 sec): 3 clusters Score: Raw -6498991.971018 + Penalty 1057.370341 = -6497934.600677 nChanged 1 SP:Iteration 55Q (1909.470000 sec): 3 clusters Score: Raw -6498992.059060 + Penalty 1057.370341 = -6497934.688719 nChanged 1 SP:Iteration 56Q (1909.580000 sec): 3 clusters Score: Raw -6498992.078658 + Penalty 1057.370341 = -6497934.708316 nChanged 0 SP:Iteration 57F (1909.720000 sec): 3 clusters Score: Raw -6498992.078658 + Penalty 1057.370341 = -6497934.708316 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.770000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.770000 sec): 3 clusters Score: Raw -12253.427720 + Penalty 489.989051 = -11763.438669 nChanged 60 SP:Iteration 1F (1909.770000 sec): 3 clusters Score: Raw -12298.346178 + Penalty 489.989051 = -11808.357127 nChanged 10 SP:Iteration 2Q (1909.770000 sec): 3 clusters Score: Raw -12311.382552 + Penalty 489.989051 = -11821.393501 nChanged 8 SP:Iteration 3Q (1909.770000 sec): 3 clusters Score: Raw -12320.020359 + Penalty 489.989051 = -11830.031308 nChanged 1 SP:Iteration 4Q (1909.770000 sec): 3 clusters Score: Raw -12320.529591 + Penalty 489.989051 = -11830.540540 nChanged 2 SP:Iteration 5Q (1909.770000 sec): 3 clusters Score: Raw -12321.573136 + Penalty 489.989051 = -11831.584085 nChanged 0 SP:Iteration 6F (1909.770000 sec): 3 clusters Score: Raw -12321.573136 + Penalty 489.989051 = -11831.584085 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.780000 sec): 2 clusters Score: Raw -146706.653265 + Penalty 358.421572 = -146348.231693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.780000 sec): 3 clusters Score: Raw -145206.268538 + Penalty 716.843144 = -144489.425394 nChanged 1148 SP:Iteration 1F (1909.780000 sec): 3 clusters Score: Raw -145853.060769 + Penalty 716.843144 = -145136.217625 nChanged 164 SP:Iteration 2F (1909.790000 sec): 3 clusters Score: Raw -145938.736144 + Penalty 716.843144 = -145221.893000 nChanged 159 SP:Iteration 3F (1909.790000 sec): 3 clusters Score: Raw -146024.775125 + Penalty 716.843144 = -145307.931981 nChanged 152 SP:Iteration 4F (1909.790000 sec): 3 clusters Score: Raw -146123.602569 + Penalty 716.843144 = -145406.759425 nChanged 142 SP:Iteration 5F (1909.790000 sec): 3 clusters Score: Raw -146212.235597 + Penalty 716.843144 = -145495.392453 nChanged 133 SP:Iteration 6F (1909.790000 sec): 3 clusters Score: Raw -146313.545465 + Penalty 716.843144 = -145596.702321 nChanged 120 SP:Iteration 7Q (1909.800000 sec): 3 clusters Score: Raw -146462.019717 + Penalty 716.843144 = -145745.176573 nChanged 124 SP:Iteration 8Q (1909.800000 sec): 3 clusters Score: Raw -146599.641592 + Penalty 716.843144 = -145882.798448 nChanged 85 SP:Iteration 9Q (1909.800000 sec): 3 clusters Score: Raw -146674.013445 + Penalty 716.843144 = -145957.170301 nChanged 47 SP:Iteration 10Q (1909.810000 sec): 3 clusters Score: Raw -146704.401895 + Penalty 716.843144 = -145987.558751 nChanged 29 SP:Iteration 11Q (1909.810000 sec): 3 clusters Score: Raw -146720.653925 + Penalty 716.843144 = -146003.810781 nChanged 20 SP:Iteration 12Q (1909.810000 sec): 3 clusters Score: Raw -146730.269732 + Penalty 716.843144 = -146013.426588 nChanged 11 SP:Iteration 13Q (1909.810000 sec): 3 clusters Score: Raw -146733.991550 + Penalty 716.843144 = -146017.148406 nChanged 11 SP:Iteration 14Q (1909.810000 sec): 3 clusters Score: Raw -146738.360297 + Penalty 716.843144 = -146021.517153 nChanged 10 SP:Iteration 15Q (1909.820000 sec): 3 clusters Score: Raw -146741.806870 + Penalty 716.843144 = -146024.963727 nChanged 8 SP:Iteration 16Q (1909.820000 sec): 3 clusters Score: Raw -146744.169852 + Penalty 716.843144 = -146027.326708 nChanged 10 SP:Iteration 17Q (1909.820000 sec): 3 clusters Score: Raw -146748.879651 + Penalty 716.843144 = -146032.036507 nChanged 12 SP:Iteration 18Q (1909.820000 sec): 3 clusters Score: Raw -146752.442661 + Penalty 716.843144 = -146035.599517 nChanged 12 SP:Iteration 19Q (1909.830000 sec): 3 clusters Score: Raw -146759.649385 + Penalty 716.843144 = -146042.806241 nChanged 16 SP:Iteration 20F (1909.830000 sec): 3 clusters Score: Raw -146766.483275 + Penalty 716.843144 = -146049.640131 nChanged 15 SP:Iteration 21Q (1909.830000 sec): 3 clusters Score: Raw -146772.055857 + Penalty 716.843144 = -146055.212713 nChanged 11 SP:Iteration 22Q (1909.830000 sec): 3 clusters Score: Raw -146774.794217 + Penalty 716.843144 = -146057.951073 nChanged 8 SP:Iteration 23Q (1909.830000 sec): 3 clusters Score: Raw -146777.756074 + Penalty 716.843144 = -146060.912930 nChanged 7 SP:Iteration 24Q (1909.840000 sec): 3 clusters Score: Raw -146779.493847 + Penalty 716.843144 = -146062.650703 nChanged 2 SP:Iteration 25Q (1909.840000 sec): 3 clusters Score: Raw -146779.732094 + Penalty 716.843144 = -146062.888951 nChanged 0 SP:Iteration 26F (1909.840000 sec): 3 clusters Score: Raw -146779.732094 + Penalty 716.843144 = -146062.888951 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.850000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.850000 sec): 3 clusters Score: Raw -10434.750692 + Penalty 474.559154 = -9960.191539 nChanged 44 SP:Iteration 1F (1909.850000 sec): 3 clusters Score: Raw -10479.896763 + Penalty 474.559154 = -10005.337609 nChanged 12 SP:Iteration 2F (1909.850000 sec): 3 clusters Score: Raw -10496.015750 + Penalty 474.559154 = -10021.456596 nChanged 8 SP:Iteration 3Q (1909.850000 sec): 3 clusters Score: Raw -10509.757196 + Penalty 474.559154 = -10035.198042 nChanged 5 SP:Iteration 4Q (1909.850000 sec): 3 clusters Score: Raw -10520.345059 + Penalty 474.559154 = -10045.785905 nChanged 7 SP:Iteration 5Q (1909.850000 sec): 3 clusters Score: Raw -10539.442370 + Penalty 474.559154 = -10064.883216 nChanged 4 SP:Iteration 6Q (1909.850000 sec): 3 clusters Score: Raw -10547.262987 + Penalty 474.559154 = -10072.703833 nChanged 2 SP:Iteration 7Q (1909.850000 sec): 3 clusters Score: Raw -10549.653684 + Penalty 474.559154 = -10075.094530 nChanged 1 SP:Iteration 8Q (1909.850000 sec): 3 clusters Score: Raw -10553.819384 + Penalty 474.559154 = -10079.260230 nChanged 4 SP:Iteration 9Q (1909.850000 sec): 3 clusters Score: Raw -10564.556659 + Penalty 474.559154 = -10089.997505 nChanged 3 SP:Iteration 10Q (1909.850000 sec): 3 clusters Score: Raw -10568.411646 + Penalty 474.559154 = -10093.852492 nChanged 1 SP:Iteration 11Q (1909.850000 sec): 3 clusters Score: Raw -10569.180329 + Penalty 474.559154 = -10094.621175 nChanged 0 SP:Iteration 12F (1909.850000 sec): 3 clusters Score: Raw -10569.180329 + Penalty 474.559154 = -10094.621175 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.850000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.850000 sec): 3 clusters Score: Raw -5751.604931 + Penalty 427.743713 = -5323.861218 nChanged 16 SP:Iteration 1F (1909.850000 sec): 3 clusters Score: Raw -5783.136781 + Penalty 427.743713 = -5355.393068 nChanged 5 SP:Iteration 2Q (1909.850000 sec): 3 clusters Score: Raw -5796.013510 + Penalty 427.743713 = -5368.269796 nChanged 3 SP:Iteration 3Q (1909.850000 sec): 3 clusters Score: Raw -5805.920528 + Penalty 427.743713 = -5378.176815 nChanged 5 SP:Iteration 4Q (1909.850000 sec): 3 clusters Score: Raw -5815.943145 + Penalty 427.743713 = -5388.199431 nChanged 2 SP:Iteration 5Q (1909.850000 sec): 3 clusters Score: Raw -5819.594014 + Penalty 427.743713 = -5391.850300 nChanged 0 SP:Iteration 6F (1909.850000 sec): 3 clusters Score: Raw -5819.594014 + Penalty 427.743713 = -5391.850300 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.850000 sec): 2 clusters Score: Raw -28621.503073 + Penalty 283.036853 = -28338.466220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.850000 sec): 3 clusters Score: Raw -28390.330714 + Penalty 566.073705 = -27824.257008 nChanged 187 SP:Iteration 1F (1909.850000 sec): 3 clusters Score: Raw -28517.572536 + Penalty 566.073705 = -27951.498830 nChanged 37 SP:Iteration 2F (1909.850000 sec): 3 clusters Score: Raw -28542.510963 + Penalty 566.073705 = -27976.437257 nChanged 24 SP:Iteration 3Q (1909.850000 sec): 3 clusters Score: Raw -28558.037574 + Penalty 566.073705 = -27991.963869 nChanged 17 SP:Iteration 4Q (1909.850000 sec): 3 clusters Score: Raw -28569.757509 + Penalty 566.073705 = -28003.683803 nChanged 10 SP:Iteration 5Q (1909.850000 sec): 3 clusters Score: Raw -28580.218230 + Penalty 566.073705 = -28014.144525 nChanged 10 SP:Iteration 6Q (1909.850000 sec): 3 clusters Score: Raw -28590.814754 + Penalty 566.073705 = -28024.741049 nChanged 10 SP:Iteration 7Q (1909.850000 sec): 3 clusters Score: Raw -28604.640398 + Penalty 566.073705 = -28038.566692 nChanged 14 SP:Iteration 8Q (1909.850000 sec): 3 clusters Score: Raw -28618.889341 + Penalty 566.073705 = -28052.815636 nChanged 11 SP:Iteration 9Q (1909.850000 sec): 3 clusters Score: Raw -28628.461180 + Penalty 566.073705 = -28062.387474 nChanged 7 SP:Iteration 10Q (1909.850000 sec): 3 clusters Score: Raw -28633.382348 + Penalty 566.073705 = -28067.308642 nChanged 3 SP:Iteration 11Q (1909.850000 sec): 3 clusters Score: Raw -28636.640195 + Penalty 566.073705 = -28070.566489 nChanged 4 SP:Iteration 12Q (1909.850000 sec): 3 clusters Score: Raw -28638.267188 + Penalty 566.073705 = -28072.193483 nChanged 2 SP:Iteration 13Q (1909.850000 sec): 3 clusters Score: Raw -28638.634785 + Penalty 566.073705 = -28072.561079 nChanged 1 SP:Iteration 14Q (1909.850000 sec): 3 clusters Score: Raw -28639.188313 + Penalty 566.073705 = -28073.114608 nChanged 0 SP:Iteration 15F (1909.850000 sec): 3 clusters Score: Raw -28639.188313 + Penalty 566.073705 = -28073.114608 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.850000 sec): 2 clusters Score: Raw -3681.721631 + Penalty 194.588308 = -3487.133323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.860000 sec): 3 clusters Score: Raw -3682.392738 + Penalty 389.176617 = -3293.216121 nChanged 15 SP:Iteration 1F (1909.860000 sec): 3 clusters Score: Raw -3714.782630 + Penalty 389.176617 = -3325.606013 nChanged 2 SP:Iteration 2Q (1909.860000 sec): 3 clusters Score: Raw -3720.665502 + Penalty 389.176617 = -3331.488886 nChanged 2 SP:Iteration 3Q (1909.860000 sec): 3 clusters Score: Raw -3727.473737 + Penalty 389.176617 = -3338.297120 nChanged 0 SP:Iteration 4F (1909.860000 sec): 3 clusters Score: Raw -3727.473737 + Penalty 389.176617 = -3338.297120 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.860000 sec): 2 clusters Score: Raw -2608.309660 + Penalty 182.333660 = -2425.976000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.860000 sec): 3 clusters Score: Raw -2672.998038 + Penalty 364.667320 = -2308.330718 nChanged 5 SP:Iteration 1F (1909.860000 sec): 3 clusters Score: Raw -2695.717504 + Penalty 364.667320 = -2331.050184 nChanged 1 SP:Iteration 2Q (1909.860000 sec): 3 clusters Score: Raw -2697.685679 + Penalty 364.667320 = -2333.018359 nChanged 0 SP:Iteration 3F (1909.860000 sec): 3 clusters Score: Raw -2697.685679 + Penalty 364.667320 = -2333.018359 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.860000 sec): 2 clusters Score: Raw -9366.437423 + Penalty 230.059184 = -9136.378239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.860000 sec): 3 clusters Score: Raw -9342.965634 + Penalty 460.118368 = -8882.847266 nChanged 39 SP:Iteration 1F (1909.860000 sec): 3 clusters Score: Raw -9391.762822 + Penalty 460.118368 = -8931.644454 nChanged 6 SP:Iteration 2Q (1909.860000 sec): 3 clusters Score: Raw -9399.726220 + Penalty 460.118368 = -8939.607852 nChanged 2 SP:Iteration 3Q (1909.860000 sec): 3 clusters Score: Raw -9400.405842 + Penalty 460.118368 = -8940.287474 nChanged 0 SP:Iteration 4F (1909.860000 sec): 3 clusters Score: Raw -9400.405842 + Penalty 460.118368 = -8940.287474 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.860000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.860000 sec): 3 clusters Score: Raw -19349.391082 + Penalty 526.328092 = -18823.062991 nChanged 106 SP:Iteration 1F (1909.860000 sec): 3 clusters Score: Raw -19450.382264 + Penalty 526.328092 = -18924.054173 nChanged 21 SP:Iteration 2F (1909.860000 sec): 3 clusters Score: Raw -19485.769293 + Penalty 526.328092 = -18959.441201 nChanged 14 SP:Iteration 3Q (1909.860000 sec): 3 clusters Score: Raw -19509.847217 + Penalty 526.328092 = -18983.519125 nChanged 9 SP:Iteration 4Q (1909.860000 sec): 3 clusters Score: Raw -19517.583418 + Penalty 526.328092 = -18991.255326 nChanged 4 SP:Iteration 5Q (1909.860000 sec): 3 clusters Score: Raw -19522.493150 + Penalty 526.328092 = -18996.165058 nChanged 3 SP:Iteration 6Q (1909.860000 sec): 3 clusters Score: Raw -19526.918585 + Penalty 526.328092 = -19000.590494 nChanged 2 SP:Iteration 7Q (1909.860000 sec): 3 clusters Score: Raw -19528.569598 + Penalty 526.328092 = -19002.241507 nChanged 2 SP:Iteration 8Q (1909.860000 sec): 3 clusters Score: Raw -19530.289348 + Penalty 526.328092 = -19003.961256 nChanged 2 SP:Iteration 9Q (1909.860000 sec): 3 clusters Score: Raw -19533.165775 + Penalty 526.328092 = -19006.837683 nChanged 4 SP:Iteration 10Q (1909.870000 sec): 3 clusters Score: Raw -19536.147837 + Penalty 526.328092 = -19009.819745 nChanged 3 SP:Iteration 11Q (1909.870000 sec): 3 clusters Score: Raw -19537.821424 + Penalty 526.328092 = -19011.493333 nChanged 0 SP:Iteration 12F (1909.870000 sec): 3 clusters Score: Raw -19537.821424 + Penalty 526.328092 = -19011.493333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.870000 sec): 2 clusters Score: Raw -5325.393846 + Penalty 214.283624 = -5111.110222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.870000 sec): 3 clusters Score: Raw -5328.092008 + Penalty 428.567248 = -4899.524760 nChanged 22 SP:Iteration 1F (1909.870000 sec): 3 clusters Score: Raw -5357.515528 + Penalty 428.567248 = -4928.948280 nChanged 7 SP:Iteration 2F (1909.870000 sec): 3 clusters Score: Raw -5372.211979 + Penalty 428.567248 = -4943.644731 nChanged 5 SP:Iteration 3Q (1909.870000 sec): 3 clusters Score: Raw -5384.253627 + Penalty 428.567248 = -4955.686378 nChanged 0 SP:Iteration 4F (1909.870000 sec): 3 clusters Score: Raw -5384.253627 + Penalty 428.567248 = -4955.686378 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.870000 sec): 2 clusters Score: Raw -12798.571862 + Penalty 246.835226 = -12551.736637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.870000 sec): 3 clusters Score: Raw -12771.097004 + Penalty 493.670452 = -12277.426553 nChanged 71 SP:Iteration 1F (1909.870000 sec): 3 clusters Score: Raw -12860.928742 + Penalty 493.670452 = -12367.258290 nChanged 17 SP:Iteration 2F (1909.870000 sec): 3 clusters Score: Raw -12877.741335 + Penalty 493.670452 = -12384.070884 nChanged 9 SP:Iteration 3Q (1909.870000 sec): 3 clusters Score: Raw -12889.884307 + Penalty 493.670452 = -12396.213855 nChanged 6 SP:Iteration 4Q (1909.870000 sec): 3 clusters Score: Raw -12899.476871 + Penalty 493.670452 = -12405.806419 nChanged 4 SP:Iteration 5Q (1909.870000 sec): 3 clusters Score: Raw -12905.995244 + Penalty 493.670452 = -12412.324792 nChanged 1 SP:Iteration 6Q (1909.870000 sec): 3 clusters Score: Raw -12907.205586 + Penalty 493.670452 = -12413.535134 nChanged 1 SP:Iteration 7Q (1909.870000 sec): 3 clusters Score: Raw -12908.357682 + Penalty 493.670452 = -12414.687230 nChanged 0 SP:Iteration 8F (1909.870000 sec): 3 clusters Score: Raw -12908.357682 + Penalty 493.670452 = -12414.687230 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.870000 sec): 2 clusters Score: Raw -38951.936421 + Penalty 301.273957 = -38650.662464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.870000 sec): 3 clusters Score: Raw -38617.100768 + Penalty 602.547914 = -38014.552854 nChanged 273 SP:Iteration 1F (1909.870000 sec): 3 clusters Score: Raw -38845.484075 + Penalty 602.547914 = -38242.936161 nChanged 61 SP:Iteration 2F (1909.870000 sec): 3 clusters Score: Raw -38899.093124 + Penalty 602.547914 = -38296.545209 nChanged 42 SP:Iteration 3F (1909.870000 sec): 3 clusters Score: Raw -38929.659538 + Penalty 602.547914 = -38327.111624 nChanged 21 SP:Iteration 4Q (1909.870000 sec): 3 clusters Score: Raw -38943.258762 + Penalty 602.547914 = -38340.710848 nChanged 16 SP:Iteration 5Q (1909.880000 sec): 3 clusters Score: Raw -38953.348980 + Penalty 602.547914 = -38350.801066 nChanged 18 SP:Iteration 6Q (1909.880000 sec): 3 clusters Score: Raw -38962.098083 + Penalty 602.547914 = -38359.550168 nChanged 7 SP:Iteration 7Q (1909.880000 sec): 3 clusters Score: Raw -38964.495785 + Penalty 602.547914 = -38361.947870 nChanged 3 SP:Iteration 8Q (1909.880000 sec): 3 clusters Score: Raw -38965.840954 + Penalty 602.547914 = -38363.293040 nChanged 3 SP:Iteration 9Q (1909.880000 sec): 3 clusters Score: Raw -38969.694649 + Penalty 602.547914 = -38367.146735 nChanged 3 SP:Iteration 10Q (1909.880000 sec): 3 clusters Score: Raw -38971.775802 + Penalty 602.547914 = -38369.227888 nChanged 2 SP:Iteration 11Q (1909.880000 sec): 3 clusters Score: Raw -38972.477897 + Penalty 602.547914 = -38369.929983 nChanged 2 SP:Iteration 12Q (1909.880000 sec): 3 clusters Score: Raw -38972.953060 + Penalty 602.547914 = -38370.405145 nChanged 1 SP:Iteration 13Q (1909.880000 sec): 3 clusters Score: Raw -38973.294428 + Penalty 602.547914 = -38370.746514 nChanged 1 SP:Iteration 14Q (1909.880000 sec): 3 clusters Score: Raw -38973.708226 + Penalty 602.547914 = -38371.160312 nChanged 1 SP:Iteration 15Q (1909.880000 sec): 3 clusters Score: Raw -38973.934501 + Penalty 602.547914 = -38371.386586 nChanged 0 SP:Iteration 16F (1909.890000 sec): 3 clusters Score: Raw -38973.934501 + Penalty 602.547914 = -38371.386586 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.890000 sec): 2 clusters Score: Raw -26498.241118 + Penalty 278.473533 = -26219.767586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.890000 sec): 3 clusters Score: Raw -26358.196736 + Penalty 556.947065 = -25801.249671 nChanged 157 SP:Iteration 1F (1909.890000 sec): 3 clusters Score: Raw -26509.474261 + Penalty 556.947065 = -25952.527196 nChanged 36 SP:Iteration 2F (1909.890000 sec): 3 clusters Score: Raw -26538.755251 + Penalty 556.947065 = -25981.808185 nChanged 13 SP:Iteration 3Q (1909.890000 sec): 3 clusters Score: Raw -26550.773428 + Penalty 556.947065 = -25993.826363 nChanged 12 SP:Iteration 4Q (1909.890000 sec): 3 clusters Score: Raw -26556.756179 + Penalty 556.947065 = -25999.809114 nChanged 6 SP:Iteration 5Q (1909.890000 sec): 3 clusters Score: Raw -26563.465386 + Penalty 556.947065 = -26006.518321 nChanged 6 SP:Iteration 6Q (1909.890000 sec): 3 clusters Score: Raw -26567.992686 + Penalty 556.947065 = -26011.045621 nChanged 3 SP:Iteration 7Q (1909.890000 sec): 3 clusters Score: Raw -26568.777823 + Penalty 556.947065 = -26011.830758 nChanged 2 SP:Iteration 8Q (1909.890000 sec): 3 clusters Score: Raw -26569.163904 + Penalty 556.947065 = -26012.216839 nChanged 0 SP:Iteration 9F (1909.890000 sec): 3 clusters Score: Raw -26569.163904 + Penalty 556.947065 = -26012.216839 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.890000 sec): 2 clusters Score: Raw -52891.221549 + Penalty 314.257342 = -52576.964207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.890000 sec): 3 clusters Score: Raw -52425.698852 + Penalty 628.514685 = -51797.184167 nChanged 368 SP:Iteration 1F (1909.890000 sec): 3 clusters Score: Raw -52654.326349 + Penalty 628.514685 = -52025.811665 nChanged 101 SP:Iteration 2F (1909.890000 sec): 3 clusters Score: Raw -52732.311018 + Penalty 628.514685 = -52103.796333 nChanged 63 SP:Iteration 3F (1909.900000 sec): 3 clusters Score: Raw -52782.220019 + Penalty 628.514685 = -52153.705334 nChanged 41 SP:Iteration 4Q (1909.900000 sec): 3 clusters Score: Raw -52809.664980 + Penalty 628.514685 = -52181.150295 nChanged 27 SP:Iteration 5Q (1909.900000 sec): 3 clusters Score: Raw -52821.922688 + Penalty 628.514685 = -52193.408003 nChanged 20 SP:Iteration 6Q (1909.900000 sec): 3 clusters Score: Raw -52836.610118 + Penalty 628.514685 = -52208.095433 nChanged 18 SP:Iteration 7Q (1909.900000 sec): 3 clusters Score: Raw -52848.763801 + Penalty 628.514685 = -52220.249117 nChanged 16 SP:Iteration 8Q (1909.900000 sec): 3 clusters Score: Raw -52859.927891 + Penalty 628.514685 = -52231.413206 nChanged 14 SP:Iteration 9Q (1909.900000 sec): 3 clusters Score: Raw -52871.165304 + Penalty 628.514685 = -52242.650619 nChanged 14 SP:Iteration 10Q (1909.900000 sec): 3 clusters Score: Raw -52880.989495 + Penalty 628.514685 = -52252.474810 nChanged 14 SP:Iteration 11Q (1909.910000 sec): 3 clusters Score: Raw -52893.746155 + Penalty 628.514685 = -52265.231471 nChanged 16 SP:Iteration 12Q (1909.910000 sec): 3 clusters Score: Raw -52911.604854 + Penalty 628.514685 = -52283.090169 nChanged 14 SP:Iteration 13Q (1909.910000 sec): 3 clusters Score: Raw -52923.782977 + Penalty 628.514685 = -52295.268292 nChanged 10 SP:Iteration 14Q (1909.910000 sec): 3 clusters Score: Raw -52929.227248 + Penalty 628.514685 = -52300.712563 nChanged 4 SP:Iteration 15Q (1909.910000 sec): 3 clusters Score: Raw -52931.811487 + Penalty 628.514685 = -52303.296802 nChanged 1 SP:Iteration 16Q (1909.910000 sec): 3 clusters Score: Raw -52932.057672 + Penalty 628.514685 = -52303.542987 nChanged 0 SP:Iteration 17F (1909.910000 sec): 3 clusters Score: Raw -52932.057672 + Penalty 628.514685 = -52303.542987 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.910000 sec): 2 clusters Score: Raw -8642.315691 + Penalty 230.348074 = -8411.967617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.910000 sec): 3 clusters Score: Raw -8610.629958 + Penalty 460.696148 = -8149.933810 nChanged 36 SP:Iteration 1F (1909.910000 sec): 3 clusters Score: Raw -8668.291355 + Penalty 460.696148 = -8207.595207 nChanged 8 SP:Iteration 2F (1909.910000 sec): 3 clusters Score: Raw -8676.973607 + Penalty 460.696148 = -8216.277459 nChanged 4 SP:Iteration 3Q (1909.910000 sec): 3 clusters Score: Raw -8682.536639 + Penalty 460.696148 = -8221.840491 nChanged 2 SP:Iteration 4Q (1909.910000 sec): 3 clusters Score: Raw -8685.324030 + Penalty 460.696148 = -8224.627882 nChanged 1 SP:Iteration 5Q (1909.910000 sec): 3 clusters Score: Raw -8685.836220 + Penalty 460.696148 = -8225.140072 nChanged 0 SP:Iteration 6F (1909.910000 sec): 3 clusters Score: Raw -8685.836220 + Penalty 460.696148 = -8225.140072 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.910000 sec): 2 clusters Score: Raw -9094.771693 + Penalty 226.754101 = -8868.017592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.910000 sec): 3 clusters Score: Raw -9086.478770 + Penalty 453.508203 = -8632.970568 nChanged 32 SP:Iteration 1F (1909.910000 sec): 3 clusters Score: Raw -9117.811206 + Penalty 453.508203 = -8664.303003 nChanged 7 SP:Iteration 2Q (1909.910000 sec): 3 clusters Score: Raw -9135.951643 + Penalty 453.508203 = -8682.443441 nChanged 6 SP:Iteration 3Q (1909.910000 sec): 3 clusters Score: Raw -9143.090007 + Penalty 453.508203 = -8689.581805 nChanged 1 SP:Iteration 4Q (1909.910000 sec): 3 clusters Score: Raw -9145.037459 + Penalty 453.508203 = -8691.529256 nChanged 1 SP:Iteration 5Q (1909.910000 sec): 3 clusters Score: Raw -9145.996657 + Penalty 453.508203 = -8692.488454 nChanged 0 SP:Iteration 6F (1909.910000 sec): 3 clusters Score: Raw -9145.996657 + Penalty 453.508203 = -8692.488454 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.920000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.920000 sec): 3 clusters Score: Raw -17900.033212 + Penalty 524.632390 = -17375.400822 nChanged 109 SP:Iteration 1F (1909.920000 sec): 3 clusters Score: Raw -18004.539829 + Penalty 524.632390 = -17479.907439 nChanged 28 SP:Iteration 2F (1909.920000 sec): 3 clusters Score: Raw -18047.122165 + Penalty 524.632390 = -17522.489775 nChanged 15 SP:Iteration 3Q (1909.920000 sec): 3 clusters Score: Raw -18068.079821 + Penalty 524.632390 = -17543.447431 nChanged 6 SP:Iteration 4Q (1909.920000 sec): 3 clusters Score: Raw -18075.256604 + Penalty 524.632390 = -17550.624214 nChanged 8 SP:Iteration 5Q (1909.920000 sec): 3 clusters Score: Raw -18088.194313 + Penalty 524.632390 = -17563.561923 nChanged 7 SP:Iteration 6Q (1909.920000 sec): 3 clusters Score: Raw -18094.584863 + Penalty 524.632390 = -17569.952473 nChanged 6 SP:Iteration 7Q (1909.920000 sec): 3 clusters Score: Raw -18100.153677 + Penalty 524.632390 = -17575.521286 nChanged 4 SP:Iteration 8Q (1909.920000 sec): 3 clusters Score: Raw -18103.861740 + Penalty 524.632390 = -17579.229350 nChanged 3 SP:Iteration 9Q (1909.920000 sec): 3 clusters Score: Raw -18106.346462 + Penalty 524.632390 = -17581.714071 nChanged 3 SP:Iteration 10Q (1909.920000 sec): 3 clusters Score: Raw -18109.302674 + Penalty 524.632390 = -17584.670283 nChanged 1 SP:Iteration 11Q (1909.920000 sec): 3 clusters Score: Raw -18110.082728 + Penalty 524.632390 = -17585.450338 nChanged 4 SP:Iteration 12Q (1909.920000 sec): 3 clusters Score: Raw -18114.489544 + Penalty 524.632390 = -17589.857154 nChanged 2 SP:Iteration 13Q (1909.920000 sec): 3 clusters Score: Raw -18116.031582 + Penalty 524.632390 = -17591.399192 nChanged 2 SP:Iteration 14Q (1909.920000 sec): 3 clusters Score: Raw -18117.387367 + Penalty 524.632390 = -17592.754977 nChanged 2 SP:Iteration 15Q (1909.920000 sec): 3 clusters Score: Raw -18119.454476 + Penalty 524.632390 = -17594.822086 nChanged 3 SP:Iteration 16Q (1909.920000 sec): 3 clusters Score: Raw -18122.375590 + Penalty 524.632390 = -17597.743200 nChanged 4 SP:Iteration 17Q (1909.920000 sec): 3 clusters Score: Raw -18128.289167 + Penalty 524.632390 = -17603.656777 nChanged 4 SP:Iteration 18Q (1909.920000 sec): 3 clusters Score: Raw -18137.750710 + Penalty 524.632390 = -17613.118319 nChanged 3 SP:Iteration 19Q (1909.920000 sec): 3 clusters Score: Raw -18142.049513 + Penalty 524.632390 = -17617.417122 nChanged 2 SP:Iteration 20F (1909.920000 sec): 3 clusters Score: Raw -18143.530899 + Penalty 524.632390 = -17618.898509 nChanged 3 SP:Iteration 21Q (1909.920000 sec): 3 clusters Score: Raw -18146.544198 + Penalty 524.632390 = -17621.911807 nChanged 1 SP:Iteration 22Q (1909.920000 sec): 3 clusters Score: Raw -18147.166768 + Penalty 524.632390 = -17622.534377 nChanged 0 SP:Iteration 23F (1909.930000 sec): 3 clusters Score: Raw -18147.166768 + Penalty 524.632390 = -17622.534377 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 3 clusters Score: Raw -6082.920864 + Penalty 437.165915 = -5645.754949 nChanged 32 SP:Iteration 1F (1909.930000 sec): 3 clusters Score: Raw -6151.146998 + Penalty 437.165915 = -5713.981083 nChanged 6 SP:Iteration 2Q (1909.930000 sec): 3 clusters Score: Raw -6160.914566 + Penalty 437.165915 = -5723.748651 nChanged 6 SP:Iteration 3Q (1909.930000 sec): 3 clusters Score: Raw -6172.637646 + Penalty 437.165915 = -5735.471731 nChanged 2 SP:Iteration 4Q (1909.930000 sec): 3 clusters Score: Raw -6179.878369 + Penalty 437.165915 = -5742.712454 nChanged 1 SP:Iteration 5Q (1909.930000 sec): 3 clusters Score: Raw -6183.615015 + Penalty 437.165915 = -5746.449100 nChanged 0 SP:Iteration 6F (1909.930000 sec): 3 clusters Score: Raw -6183.615015 + Penalty 437.165915 = -5746.449100 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 3 clusters Score: Raw -11101.997813 + Penalty 479.842960 = -10622.154853 nChanged 53 SP:Iteration 1F (1909.930000 sec): 3 clusters Score: Raw -11157.028346 + Penalty 479.842960 = -10677.185386 nChanged 12 SP:Iteration 2F (1909.930000 sec): 3 clusters Score: Raw -11173.569080 + Penalty 479.842960 = -10693.726120 nChanged 5 SP:Iteration 3Q (1909.930000 sec): 3 clusters Score: Raw -11179.678580 + Penalty 479.842960 = -10699.835620 nChanged 3 SP:Iteration 4Q (1909.930000 sec): 3 clusters Score: Raw -11182.363658 + Penalty 479.842960 = -10702.520698 nChanged 3 SP:Iteration 5Q (1909.930000 sec): 3 clusters Score: Raw -11187.357934 + Penalty 479.842960 = -10707.514974 nChanged 2 SP:Iteration 6Q (1909.930000 sec): 3 clusters Score: Raw -11191.324406 + Penalty 479.842960 = -10711.481446 nChanged 3 SP:Iteration 7Q (1909.930000 sec): 3 clusters Score: Raw -11198.775949 + Penalty 479.842960 = -10718.932989 nChanged 1 SP:Iteration 8Q (1909.930000 sec): 3 clusters Score: Raw -11198.940270 + Penalty 479.842960 = -10719.097311 nChanged 0 SP:Iteration 9F (1909.930000 sec): 3 clusters Score: Raw -11198.940270 + Penalty 479.842960 = -10719.097311 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 2 clusters Score: Raw -7899.944810 + Penalty 222.851711 = -7677.093099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 3 clusters Score: Raw -7904.872517 + Penalty 445.703422 = -7459.169095 nChanged 33 SP:Iteration 1F (1909.930000 sec): 3 clusters Score: Raw -7950.807268 + Penalty 445.703422 = -7505.103846 nChanged 6 SP:Iteration 2Q (1909.930000 sec): 3 clusters Score: Raw -7960.528515 + Penalty 445.703422 = -7514.825093 nChanged 9 SP:Iteration 3F (1909.930000 sec): 3 clusters Score: Raw -7982.332856 + Penalty 445.703422 = -7536.629435 nChanged 6 SP:Iteration 4Q (1909.930000 sec): 3 clusters Score: Raw -7993.710668 + Penalty 445.703422 = -7548.007246 nChanged 6 SP:Iteration 5Q (1909.930000 sec): 3 clusters Score: Raw -8007.580627 + Penalty 445.703422 = -7561.877205 nChanged 1 SP:Iteration 6Q (1909.930000 sec): 3 clusters Score: Raw -8008.912579 + Penalty 445.703422 = -7563.209157 nChanged 0 SP:Iteration 7F (1909.930000 sec): 3 clusters Score: Raw -8008.912579 + Penalty 445.703422 = -7563.209157 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.930000 sec): 3 clusters Score: Raw -23753.720782 + Penalty 543.616675 = -23210.104107 nChanged 122 SP:Iteration 1F (1909.930000 sec): 3 clusters Score: Raw -23845.033627 + Penalty 543.616675 = -23301.416953 nChanged 34 SP:Iteration 2F (1909.930000 sec): 3 clusters Score: Raw -23878.453856 + Penalty 543.616675 = -23334.837181 nChanged 19 SP:Iteration 3Q (1909.930000 sec): 3 clusters Score: Raw -23893.080397 + Penalty 543.616675 = -23349.463723 nChanged 8 SP:Iteration 4Q (1909.930000 sec): 3 clusters Score: Raw -23902.270186 + Penalty 543.616675 = -23358.653511 nChanged 6 SP:Iteration 5Q (1909.930000 sec): 3 clusters Score: Raw -23908.138269 + Penalty 543.616675 = -23364.521594 nChanged 4 SP:Iteration 6Q (1909.930000 sec): 3 clusters Score: Raw -23911.629563 + Penalty 543.616675 = -23368.012888 nChanged 1 SP:Iteration 7Q (1909.940000 sec): 3 clusters Score: Raw -23913.166647 + Penalty 543.616675 = -23369.549972 nChanged 4 SP:Iteration 8Q (1909.940000 sec): 3 clusters Score: Raw -23914.920448 + Penalty 543.616675 = -23371.303774 nChanged 2 SP:Iteration 9Q (1909.940000 sec): 3 clusters Score: Raw -23915.521078 + Penalty 543.616675 = -23371.904404 nChanged 0 SP:Iteration 10F (1909.940000 sec): 3 clusters Score: Raw -23915.521078 + Penalty 543.616675 = -23371.904404 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.940000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.940000 sec): 3 clusters Score: Raw -11265.919358 + Penalty 479.842960 = -10786.076398 nChanged 53 SP:Iteration 1F (1909.940000 sec): 3 clusters Score: Raw -11323.006272 + Penalty 479.842960 = -10843.163312 nChanged 17 SP:Iteration 2F (1909.940000 sec): 3 clusters Score: Raw -11350.135395 + Penalty 479.842960 = -10870.292435 nChanged 9 SP:Iteration 3Q (1909.940000 sec): 3 clusters Score: Raw -11366.543538 + Penalty 479.842960 = -10886.700578 nChanged 3 SP:Iteration 4Q (1909.940000 sec): 3 clusters Score: Raw -11369.052557 + Penalty 479.842960 = -10889.209597 nChanged 1 SP:Iteration 5Q (1909.940000 sec): 3 clusters Score: Raw -11372.576240 + Penalty 479.842960 = -10892.733280 nChanged 1 SP:Iteration 6Q (1909.940000 sec): 3 clusters Score: Raw -11373.403423 + Penalty 479.842960 = -10893.560463 nChanged 1 SP:Iteration 7Q (1909.940000 sec): 3 clusters Score: Raw -11374.773772 + Penalty 479.842960 = -10894.930812 nChanged 1 SP:Iteration 8Q (1909.940000 sec): 3 clusters Score: Raw -11377.762237 + Penalty 479.842960 = -10897.919277 nChanged 1 SP:Iteration 9Q (1909.940000 sec): 3 clusters Score: Raw -11379.480394 + Penalty 479.842960 = -10899.637434 nChanged 1 SP:Iteration 10Q (1909.940000 sec): 3 clusters Score: Raw -11385.339444 + Penalty 479.842960 = -10905.496484 nChanged 0 SP:Iteration 11F (1909.940000 sec): 3 clusters Score: Raw -11385.339444 + Penalty 479.842960 = -10905.496484 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.940000 sec): 2 clusters Score: Raw -4044.624089 + Penalty 197.048367 = -3847.575722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.940000 sec): 3 clusters Score: Raw -4073.539508 + Penalty 394.096734 = -3679.442774 nChanged 17 SP:Iteration 1F (1909.940000 sec): 3 clusters Score: Raw -4115.902573 + Penalty 394.096734 = -3721.805839 nChanged 2 SP:Iteration 2Q (1909.940000 sec): 3 clusters Score: Raw -4124.783095 + Penalty 394.096734 = -3730.686361 nChanged 2 SP:Iteration 3Q (1909.940000 sec): 3 clusters Score: Raw -4130.481473 + Penalty 394.096734 = -3736.384739 nChanged 0 SP:Iteration 4F (1909.940000 sec): 3 clusters Score: Raw -4130.481473 + Penalty 394.096734 = -3736.384739 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.940000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.940000 sec): 3 clusters Score: Raw -3087.359146 + Penalty 389.176617 = -2698.182529 nChanged 13 SP:Iteration 1F (1909.940000 sec): 3 clusters Score: Raw -3118.703294 + Penalty 389.176617 = -2729.526677 nChanged 2 SP:Iteration 2Q (1909.940000 sec): 3 clusters Score: Raw -3119.618824 + Penalty 389.176617 = -2730.442207 nChanged 0 SP:Iteration 3F (1909.940000 sec): 3 clusters Score: Raw -3119.618824 + Penalty 389.176617 = -2730.442207 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.950000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.950000 sec): 3 clusters Score: Raw -7149.445066 + Penalty 464.087845 = -6685.357221 nChanged 51 SP:Iteration 1F (1909.950000 sec): 3 clusters Score: Raw -7240.366850 + Penalty 464.087845 = -6776.279005 nChanged 11 SP:Iteration 2F (1909.950000 sec): 3 clusters Score: Raw -7309.623822 + Penalty 464.087845 = -6845.535978 nChanged 12 SP:Iteration 3F (1909.950000 sec): 3 clusters Score: Raw -7360.881250 + Penalty 464.087845 = -6896.793405 nChanged 4 SP:Iteration 4Q (1909.950000 sec): 3 clusters Score: Raw -7371.225973 + Penalty 464.087845 = -6907.138128 nChanged 1 SP:Iteration 5Q (1909.950000 sec): 3 clusters Score: Raw -7372.819832 + Penalty 464.087845 = -6908.731987 nChanged 0 SP:Iteration 6F (1909.950000 sec): 3 clusters Score: Raw -7372.819832 + Penalty 464.087845 = -6908.731987 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.950000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.950000 sec): 3 clusters Score: Raw -6103.722531 + Penalty 422.639572 = -5681.082959 nChanged 23 SP:Iteration 1F (1909.950000 sec): 3 clusters Score: Raw -6142.195489 + Penalty 422.639572 = -5719.555917 nChanged 7 SP:Iteration 2F (1909.950000 sec): 3 clusters Score: Raw -6160.367819 + Penalty 422.639572 = -5737.728248 nChanged 1 SP:Iteration 3Q (1909.950000 sec): 3 clusters Score: Raw -6163.206444 + Penalty 422.639572 = -5740.566872 nChanged 1 SP:Iteration 4Q (1909.950000 sec): 3 clusters Score: Raw -6164.757511 + Penalty 422.639572 = -5742.117939 nChanged 0 SP:Iteration 5F (1909.950000 sec): 3 clusters Score: Raw -6164.757511 + Penalty 422.639572 = -5742.117939 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.970000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.980000 sec): 3 clusters Score: Raw -624928.624932 + Penalty 844.246869 = -624084.378063 nChanged 5009 SP:Iteration 1F (1909.990000 sec): 3 clusters Score: Raw -627645.117615 + Penalty 844.246869 = -626800.870747 nChanged 531 SP:Iteration 2Q (1910.000000 sec): 3 clusters Score: Raw -627892.204289 + Penalty 844.246869 = -627047.957420 nChanged 633 SP:Iteration 3F (1910.010000 sec): 3 clusters Score: Raw -628270.096771 + Penalty 844.246869 = -627425.849902 nChanged 747 SP:Iteration 4F (1910.020000 sec): 3 clusters Score: Raw -628828.581748 + Penalty 844.246869 = -627984.334880 nChanged 828 SP:Iteration 5F (1910.030000 sec): 3 clusters Score: Raw -629522.024233 + Penalty 844.246869 = -628677.777365 nChanged 701 SP:Iteration 6F (1910.040000 sec): 3 clusters Score: Raw -630128.372562 + Penalty 844.246869 = -629284.125694 nChanged 575 SP:Iteration 7F (1910.050000 sec): 3 clusters Score: Raw -630651.835262 + Penalty 844.246869 = -629807.588393 nChanged 480 SP:Iteration 8Q (1910.060000 sec): 3 clusters Score: Raw -631092.892837 + Penalty 844.246869 = -630248.645968 nChanged 332 SP:Iteration 9Q (1910.070000 sec): 3 clusters Score: Raw -631317.851109 + Penalty 844.246869 = -630473.604240 nChanged 237 SP:Iteration 10Q (1910.080000 sec): 3 clusters Score: Raw -631420.361221 + Penalty 844.246869 = -630576.114352 nChanged 139 SP:Iteration 11Q (1910.090000 sec): 3 clusters Score: Raw -631465.229448 + Penalty 844.246869 = -630620.982580 nChanged 101 SP:Iteration 12Q (1910.100000 sec): 3 clusters Score: Raw -631494.849297 + Penalty 844.246869 = -630650.602429 nChanged 96 SP:Iteration 13Q (1910.110000 sec): 3 clusters Score: Raw -631518.353594 + Penalty 844.246869 = -630674.106726 nChanged 81 SP:Iteration 14Q (1910.120000 sec): 3 clusters Score: Raw -631540.691925 + Penalty 844.246869 = -630696.445057 nChanged 73 SP:Iteration 15Q (1910.130000 sec): 3 clusters Score: Raw -631555.609508 + Penalty 844.246869 = -630711.362640 nChanged 66 SP:Iteration 16Q (1910.140000 sec): 3 clusters Score: Raw -631571.313758 + Penalty 844.246869 = -630727.066890 nChanged 68 SP:Iteration 17Q (1910.150000 sec): 3 clusters Score: Raw -631585.368134 + Penalty 844.246869 = -630741.121266 nChanged 60 SP:Iteration 18Q (1910.160000 sec): 3 clusters Score: Raw -631596.466681 + Penalty 844.246869 = -630752.219813 nChanged 39 SP:Iteration 19Q (1910.170000 sec): 3 clusters Score: Raw -631603.178834 + Penalty 844.246869 = -630758.931966 nChanged 38 SP:Iteration 20F (1910.180000 sec): 3 clusters Score: Raw -631610.174768 + Penalty 844.246869 = -630765.927900 nChanged 32 SP:Iteration 21Q (1910.190000 sec): 3 clusters Score: Raw -631618.147735 + Penalty 844.246869 = -630773.900866 nChanged 40 SP:Iteration 22Q (1910.190000 sec): 3 clusters Score: Raw -631631.189316 + Penalty 844.246869 = -630786.942448 nChanged 45 SP:Iteration 23Q (1910.200000 sec): 3 clusters Score: Raw -631641.672583 + Penalty 844.246869 = -630797.425715 nChanged 33 SP:Iteration 24Q (1910.210000 sec): 3 clusters Score: Raw -631648.094337 + Penalty 844.246869 = -630803.847469 nChanged 26 SP:Iteration 25Q (1910.220000 sec): 3 clusters Score: Raw -631651.533908 + Penalty 844.246869 = -630807.287040 nChanged 20 SP:Iteration 26Q (1910.230000 sec): 3 clusters Score: Raw -631654.620674 + Penalty 844.246869 = -630810.373805 nChanged 21 SP:Iteration 27Q (1910.240000 sec): 3 clusters Score: Raw -631657.792210 + Penalty 844.246869 = -630813.545341 nChanged 22 SP:Iteration 28Q (1910.250000 sec): 3 clusters Score: Raw -631660.973849 + Penalty 844.246869 = -630816.726981 nChanged 18 SP:Iteration 29Q (1910.260000 sec): 3 clusters Score: Raw -631663.457619 + Penalty 844.246869 = -630819.210751 nChanged 16 SP:Iteration 30Q (1910.270000 sec): 3 clusters Score: Raw -631664.984884 + Penalty 844.246869 = -630820.738016 nChanged 11 SP:Iteration 31Q (1910.270000 sec): 3 clusters Score: Raw -631666.113559 + Penalty 844.246869 = -630821.866690 nChanged 7 SP:Iteration 32Q (1910.280000 sec): 3 clusters Score: Raw -631667.241910 + Penalty 844.246869 = -630822.995042 nChanged 12 SP:Iteration 33Q (1910.290000 sec): 3 clusters Score: Raw -631669.226289 + Penalty 844.246869 = -630824.979421 nChanged 10 SP:Iteration 34Q (1910.300000 sec): 3 clusters Score: Raw -631669.935476 + Penalty 844.246869 = -630825.688607 nChanged 8 SP:Iteration 35Q (1910.310000 sec): 3 clusters Score: Raw -631670.910995 + Penalty 844.246869 = -630826.664126 nChanged 10 SP:Iteration 36Q (1910.320000 sec): 3 clusters Score: Raw -631672.276248 + Penalty 844.246869 = -630828.029379 nChanged 13 SP:Iteration 37Q (1910.330000 sec): 3 clusters Score: Raw -631674.506647 + Penalty 844.246869 = -630830.259779 nChanged 17 SP:Iteration 38Q (1910.330000 sec): 3 clusters Score: Raw -631676.411674 + Penalty 844.246869 = -630832.164806 nChanged 12 SP:Iteration 39Q (1910.350000 sec): 3 clusters Score: Raw -631677.553509 + Penalty 844.246869 = -630833.306640 nChanged 7 SP:Iteration 40F (1910.350000 sec): 3 clusters Score: Raw -631678.986836 + Penalty 844.246869 = -630834.739967 nChanged 13 SP:Iteration 41Q (1910.370000 sec): 3 clusters Score: Raw -631681.272951 + Penalty 844.246869 = -630837.026082 nChanged 14 SP:Iteration 42Q (1910.370000 sec): 3 clusters Score: Raw -631683.779635 + Penalty 844.246869 = -630839.532767 nChanged 14 SP:Iteration 43Q (1910.380000 sec): 3 clusters Score: Raw -631686.301156 + Penalty 844.246869 = -630842.054288 nChanged 22 SP:Iteration 44Q (1910.390000 sec): 3 clusters Score: Raw -631690.408241 + Penalty 844.246869 = -630846.161372 nChanged 24 SP:Iteration 45Q (1910.400000 sec): 3 clusters Score: Raw -631695.157248 + Penalty 844.246869 = -630850.910380 nChanged 23 SP:Iteration 46Q (1910.410000 sec): 3 clusters Score: Raw -631700.325336 + Penalty 844.246869 = -630856.078468 nChanged 20 SP:Iteration 47Q (1910.420000 sec): 3 clusters Score: Raw -631705.582559 + Penalty 844.246869 = -630861.335691 nChanged 22 SP:Iteration 48Q (1910.430000 sec): 3 clusters Score: Raw -631709.890027 + Penalty 844.246869 = -630865.643159 nChanged 16 SP:Iteration 49Q (1910.430000 sec): 3 clusters Score: Raw -631712.722983 + Penalty 844.246869 = -630868.476114 nChanged 10 SP:Iteration 50Q (1910.450000 sec): 3 clusters Score: Raw -631715.236762 + Penalty 844.246869 = -630870.989893 nChanged 15 SP:Iteration 51Q (1910.450000 sec): 3 clusters Score: Raw -631717.973418 + Penalty 844.246869 = -630873.726550 nChanged 15 SP:Iteration 52Q (1910.460000 sec): 3 clusters Score: Raw -631720.909292 + Penalty 844.246869 = -630876.662423 nChanged 17 SP:Iteration 53Q (1910.470000 sec): 3 clusters Score: Raw -631723.819149 + Penalty 844.246869 = -630879.572280 nChanged 14 SP:Iteration 54Q (1910.480000 sec): 3 clusters Score: Raw -631726.239423 + Penalty 844.246869 = -630881.992555 nChanged 10 SP:Iteration 55Q (1910.490000 sec): 3 clusters Score: Raw -631727.381549 + Penalty 844.246869 = -630883.134680 nChanged 8 SP:Iteration 56Q (1910.500000 sec): 3 clusters Score: Raw -631728.126679 + Penalty 844.246869 = -630883.879811 nChanged 6 SP:Iteration 57Q (1910.510000 sec): 3 clusters Score: Raw -631728.926583 + Penalty 844.246869 = -630884.679714 nChanged 5 SP:Iteration 58Q (1910.510000 sec): 3 clusters Score: Raw -631729.649559 + Penalty 844.246869 = -630885.402691 nChanged 8 SP:Iteration 59Q (1910.520000 sec): 3 clusters Score: Raw -631730.422938 + Penalty 844.246869 = -630886.176069 nChanged 3 SP:Iteration 60F (1910.530000 sec): 3 clusters Score: Raw -631730.674503 + Penalty 844.246869 = -630886.427634 nChanged 2 SP:Iteration 61Q (1910.540000 sec): 3 clusters Score: Raw -631730.991053 + Penalty 844.246869 = -630886.744184 nChanged 2 SP:Iteration 62Q (1910.550000 sec): 3 clusters Score: Raw -631731.289530 + Penalty 844.246869 = -630887.042661 nChanged 4 SP:Iteration 63Q (1910.560000 sec): 3 clusters Score: Raw -631731.530036 + Penalty 844.246869 = -630887.283167 nChanged 5 SP:Iteration 64Q (1910.570000 sec): 3 clusters Score: Raw -631731.839980 + Penalty 844.246869 = -630887.593112 nChanged 1 SP:Iteration 65Q (1910.580000 sec): 3 clusters Score: Raw -631731.897206 + Penalty 844.246869 = -630887.650337 nChanged 0 SP:Iteration 66F (1910.590000 sec): 3 clusters Score: Raw -631731.897206 + Penalty 844.246869 = -630887.650337 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.590000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.590000 sec): 3 clusters Score: Raw -3350.948981 + Penalty 392.891418 = -2958.057563 nChanged 11 SP:Iteration 1F (1910.590000 sec): 3 clusters Score: Raw -3380.346552 + Penalty 392.891418 = -2987.455133 nChanged 4 SP:Iteration 2F (1910.590000 sec): 3 clusters Score: Raw -3393.134299 + Penalty 392.891418 = -3000.242881 nChanged 1 SP:Iteration 3Q (1910.590000 sec): 3 clusters Score: Raw -3396.806801 + Penalty 392.891418 = -3003.915383 nChanged 0 SP:Iteration 4F (1910.590000 sec): 3 clusters Score: Raw -3396.806801 + Penalty 392.891418 = -3003.915383 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.590000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.590000 sec): 3 clusters Score: Raw -13774.517868 + Penalty 495.653101 = -13278.864768 nChanged 62 SP:Iteration 1F (1910.590000 sec): 3 clusters Score: Raw -13838.189267 + Penalty 495.653101 = -13342.536166 nChanged 18 SP:Iteration 2F (1910.590000 sec): 3 clusters Score: Raw -13876.740326 + Penalty 495.653101 = -13381.087226 nChanged 15 SP:Iteration 3F (1910.590000 sec): 3 clusters Score: Raw -13907.565691 + Penalty 495.653101 = -13411.912591 nChanged 9 SP:Iteration 4Q (1910.590000 sec): 3 clusters Score: Raw -13921.088536 + Penalty 495.653101 = -13425.435435 nChanged 8 SP:Iteration 5Q (1910.600000 sec): 3 clusters Score: Raw -13934.233536 + Penalty 495.653101 = -13438.580435 nChanged 8 SP:Iteration 6Q (1910.600000 sec): 3 clusters Score: Raw -13948.563597 + Penalty 495.653101 = -13452.910496 nChanged 5 SP:Iteration 7Q (1910.600000 sec): 3 clusters Score: Raw -13957.596950 + Penalty 495.653101 = -13461.943849 nChanged 1 SP:Iteration 8Q (1910.600000 sec): 3 clusters Score: Raw -13958.718944 + Penalty 495.653101 = -13463.065843 nChanged 0 SP:Iteration 9F (1910.600000 sec): 3 clusters Score: Raw -13958.718944 + Penalty 495.653101 = -13463.065843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 2 clusters Score: Raw -3578.162785 + Penalty 191.987601 = -3386.175184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 3 clusters Score: Raw -3602.946074 + Penalty 383.975201 = -3218.970873 nChanged 9 SP:Iteration 1F (1910.600000 sec): 3 clusters Score: Raw -3623.943919 + Penalty 383.975201 = -3239.968718 nChanged 2 SP:Iteration 2Q (1910.600000 sec): 3 clusters Score: Raw -3629.296881 + Penalty 383.975201 = -3245.321680 nChanged 0 SP:Iteration 3F (1910.600000 sec): 3 clusters Score: Raw -3629.296881 + Penalty 383.975201 = -3245.321680 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 2 clusters Score: Raw -8969.254781 + Penalty 227.983906 = -8741.270875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 3 clusters Score: Raw -8941.945762 + Penalty 455.967812 = -8485.977950 nChanged 34 SP:Iteration 1F (1910.600000 sec): 3 clusters Score: Raw -8976.922524 + Penalty 455.967812 = -8520.954713 nChanged 4 SP:Iteration 2Q (1910.600000 sec): 3 clusters Score: Raw -8985.095653 + Penalty 455.967812 = -8529.127841 nChanged 5 SP:Iteration 3Q (1910.600000 sec): 3 clusters Score: Raw -8992.521427 + Penalty 455.967812 = -8536.553615 nChanged 3 SP:Iteration 4Q (1910.600000 sec): 3 clusters Score: Raw -8996.720428 + Penalty 455.967812 = -8540.752616 nChanged 2 SP:Iteration 5Q (1910.600000 sec): 3 clusters Score: Raw -8998.176244 + Penalty 455.967812 = -8542.208432 nChanged 0 SP:Iteration 6F (1910.600000 sec): 3 clusters Score: Raw -8998.176244 + Penalty 455.967812 = -8542.208432 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 3 clusters Score: Raw -3585.113895 + Penalty 385.303692 = -3199.810203 nChanged 11 SP:Iteration 1F (1910.600000 sec): 3 clusters Score: Raw -3615.772431 + Penalty 385.303692 = -3230.468739 nChanged 3 SP:Iteration 2Q (1910.600000 sec): 3 clusters Score: Raw -3623.074104 + Penalty 385.303692 = -3237.770413 nChanged 0 SP:Iteration 3F (1910.600000 sec): 3 clusters Score: Raw -3623.074104 + Penalty 385.303692 = -3237.770413 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 2 clusters Score: Raw -3148.431168 + Penalty 197.048367 = -2951.382801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.600000 sec): 3 clusters Score: Raw -3171.582565 + Penalty 394.096734 = -2777.485831 nChanged 16 SP:Iteration 1F (1910.600000 sec): 3 clusters Score: Raw -3200.759037 + Penalty 394.096734 = -2806.662303 nChanged 5 SP:Iteration 2F (1910.600000 sec): 3 clusters Score: Raw -3214.243606 + Penalty 394.096734 = -2820.146872 nChanged 1 SP:Iteration 3Q (1910.600000 sec): 3 clusters Score: Raw -3216.985868 + Penalty 394.096734 = -2822.889134 nChanged 0 SP:Iteration 4F (1910.600000 sec): 3 clusters Score: Raw -3216.985868 + Penalty 394.096734 = -2822.889134 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.620000 sec): 2 clusters Score: Raw -470759.152103 + Penalty 408.229785 = -470350.922318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.630000 sec): 3 clusters Score: Raw -465890.641862 + Penalty 816.459570 = -465074.182292 nChanged 3575 SP:Iteration 1F (1910.630000 sec): 3 clusters Score: Raw -467859.619216 + Penalty 816.459570 = -467043.159647 nChanged 378 SP:Iteration 2Q (1910.640000 sec): 3 clusters Score: Raw -467977.589788 + Penalty 816.459570 = -467161.130218 nChanged 337 SP:Iteration 3Q (1910.650000 sec): 3 clusters Score: Raw -468089.432139 + Penalty 816.459570 = -467272.972569 nChanged 346 SP:Iteration 4Q (1910.660000 sec): 3 clusters Score: Raw -468217.881692 + Penalty 816.459570 = -467401.422123 nChanged 376 SP:Iteration 5Q (1910.670000 sec): 3 clusters Score: Raw -468379.355710 + Penalty 816.459570 = -467562.896141 nChanged 383 SP:Iteration 6Q (1910.670000 sec): 3 clusters Score: Raw -468565.470318 + Penalty 816.459570 = -467749.010748 nChanged 402 SP:Iteration 7F (1910.680000 sec): 3 clusters Score: Raw -468797.937174 + Penalty 816.459570 = -467981.477605 nChanged 453 SP:Iteration 8F (1910.690000 sec): 3 clusters Score: Raw -469126.670908 + Penalty 816.459570 = -468310.211338 nChanged 465 SP:Iteration 9F (1910.700000 sec): 3 clusters Score: Raw -469533.496947 + Penalty 816.459570 = -468717.037377 nChanged 414 SP:Iteration 10F (1910.710000 sec): 3 clusters Score: Raw -469920.237276 + Penalty 816.459570 = -469103.777706 nChanged 333 SP:Iteration 11Q (1910.710000 sec): 3 clusters Score: Raw -470229.050661 + Penalty 816.459570 = -469412.591091 nChanged 231 SP:Iteration 12Q (1910.720000 sec): 3 clusters Score: Raw -470445.076155 + Penalty 816.459570 = -469628.616585 nChanged 144 SP:Iteration 13Q (1910.730000 sec): 3 clusters Score: Raw -470596.939275 + Penalty 816.459570 = -469780.479706 nChanged 95 SP:Iteration 14Q (1910.730000 sec): 3 clusters Score: Raw -470694.901792 + Penalty 816.459570 = -469878.442222 nChanged 57 SP:Iteration 15Q (1910.740000 sec): 3 clusters Score: Raw -470744.366611 + Penalty 816.459570 = -469927.907041 nChanged 43 SP:Iteration 16Q (1910.750000 sec): 3 clusters Score: Raw -470779.934406 + Penalty 816.459570 = -469963.474836 nChanged 29 SP:Iteration 17Q (1910.750000 sec): 3 clusters Score: Raw -470802.646849 + Penalty 816.459570 = -469986.187280 nChanged 28 SP:Iteration 18Q (1910.760000 sec): 3 clusters Score: Raw -470819.200341 + Penalty 816.459570 = -470002.740772 nChanged 19 SP:Iteration 19Q (1910.760000 sec): 3 clusters Score: Raw -470831.305931 + Penalty 816.459570 = -470014.846362 nChanged 14 SP:Iteration 20F (1910.770000 sec): 3 clusters Score: Raw -470840.612848 + Penalty 816.459570 = -470024.153278 nChanged 13 SP:Iteration 21Q (1910.780000 sec): 3 clusters Score: Raw -470848.019483 + Penalty 816.459570 = -470031.559914 nChanged 6 SP:Iteration 22Q (1910.780000 sec): 3 clusters Score: Raw -470852.286423 + Penalty 816.459570 = -470035.826853 nChanged 8 SP:Iteration 23Q (1910.790000 sec): 3 clusters Score: Raw -470856.071648 + Penalty 816.459570 = -470039.612078 nChanged 6 SP:Iteration 24Q (1910.790000 sec): 3 clusters Score: Raw -470858.479982 + Penalty 816.459570 = -470042.020412 nChanged 5 SP:Iteration 25Q (1910.800000 sec): 3 clusters Score: Raw -470861.069879 + Penalty 816.459570 = -470044.610309 nChanged 6 SP:Iteration 26Q (1910.810000 sec): 3 clusters Score: Raw -470864.194885 + Penalty 816.459570 = -470047.735316 nChanged 8 SP:Iteration 27Q (1910.810000 sec): 3 clusters Score: Raw -470867.322247 + Penalty 816.459570 = -470050.862677 nChanged 4 SP:Iteration 28Q (1910.820000 sec): 3 clusters Score: Raw -470868.835288 + Penalty 816.459570 = -470052.375718 nChanged 3 SP:Iteration 29Q (1910.820000 sec): 3 clusters Score: Raw -470870.970758 + Penalty 816.459570 = -470054.511189 nChanged 4 SP:Iteration 30Q (1910.830000 sec): 3 clusters Score: Raw -470872.716749 + Penalty 816.459570 = -470056.257179 nChanged 3 SP:Iteration 31Q (1910.830000 sec): 3 clusters Score: Raw -470873.964253 + Penalty 816.459570 = -470057.504683 nChanged 5 SP:Iteration 32Q (1910.840000 sec): 3 clusters Score: Raw -470877.474108 + Penalty 816.459570 = -470061.014538 nChanged 3 SP:Iteration 33Q (1910.850000 sec): 3 clusters Score: Raw -470879.559537 + Penalty 816.459570 = -470063.099967 nChanged 1 SP:Iteration 34Q (1910.850000 sec): 3 clusters Score: Raw -470880.022146 + Penalty 816.459570 = -470063.562576 nChanged 1 SP:Iteration 35Q (1910.860000 sec): 3 clusters Score: Raw -470880.686607 + Penalty 816.459570 = -470064.227038 nChanged 2 SP:Iteration 36Q (1910.860000 sec): 3 clusters Score: Raw -470882.318781 + Penalty 816.459570 = -470065.859211 nChanged 1 SP:Iteration 37Q (1910.870000 sec): 3 clusters Score: Raw -470883.594748 + Penalty 816.459570 = -470067.135179 nChanged 2 SP:Iteration 38Q (1910.870000 sec): 3 clusters Score: Raw -470884.164745 + Penalty 816.459570 = -470067.705175 nChanged 3 SP:Iteration 39Q (1910.880000 sec): 3 clusters Score: Raw -470885.163647 + Penalty 816.459570 = -470068.704077 nChanged 1 SP:Iteration 40F (1910.890000 sec): 3 clusters Score: Raw -470885.386761 + Penalty 816.459570 = -470068.927192 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.890000 sec): 2 clusters Score: Raw -3778.195847 + Penalty 202.672802 = -3575.523045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.890000 sec): 3 clusters Score: Raw -3806.118546 + Penalty 405.345604 = -3400.772942 nChanged 21 SP:Iteration 1F (1910.890000 sec): 3 clusters Score: Raw -3857.837843 + Penalty 405.345604 = -3452.492239 nChanged 3 SP:Iteration 2Q (1910.890000 sec): 3 clusters Score: Raw -3864.907471 + Penalty 405.345604 = -3459.561867 nChanged 3 SP:Iteration 3Q (1910.890000 sec): 3 clusters Score: Raw -3870.634021 + Penalty 405.345604 = -3465.288417 nChanged 5 SP:Iteration 4F (1910.890000 sec): 3 clusters Score: Raw -3880.932694 + Penalty 405.345604 = -3475.587090 nChanged 3 SP:Iteration 5Q (1910.890000 sec): 3 clusters Score: Raw -3885.199432 + Penalty 405.345604 = -3479.853828 nChanged 1 SP:Iteration 6Q (1910.890000 sec): 3 clusters Score: Raw -3887.613449 + Penalty 405.345604 = -3482.267845 nChanged 2 SP:Iteration 7Q (1910.890000 sec): 3 clusters Score: Raw -3896.409091 + Penalty 405.345604 = -3491.063487 nChanged 1 SP:Iteration 8Q (1910.890000 sec): 3 clusters Score: Raw -3900.282723 + Penalty 405.345604 = -3494.937119 nChanged 2 SP:Iteration 9Q (1910.890000 sec): 3 clusters Score: Raw -3906.085783 + Penalty 405.345604 = -3500.740179 nChanged 0 SP:Iteration 10F (1910.890000 sec): 3 clusters Score: Raw -3906.085783 + Penalty 405.345604 = -3500.740179 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.890000 sec): 2 clusters Score: Raw -17553.290491 + Penalty 264.948588 = -17288.341903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.890000 sec): 3 clusters Score: Raw -17436.414521 + Penalty 529.897176 = -16906.517344 nChanged 86 SP:Iteration 1F (1910.890000 sec): 3 clusters Score: Raw -17523.880144 + Penalty 529.897176 = -16993.982968 nChanged 25 SP:Iteration 2F (1910.890000 sec): 3 clusters Score: Raw -17552.325319 + Penalty 529.897176 = -17022.428143 nChanged 10 SP:Iteration 3Q (1910.890000 sec): 3 clusters Score: Raw -17560.002612 + Penalty 529.897176 = -17030.105435 nChanged 7 SP:Iteration 4Q (1910.890000 sec): 3 clusters Score: Raw -17566.711923 + Penalty 529.897176 = -17036.814746 nChanged 7 SP:Iteration 5Q (1910.890000 sec): 3 clusters Score: Raw -17576.100269 + Penalty 529.897176 = -17046.203093 nChanged 6 SP:Iteration 6Q (1910.890000 sec): 3 clusters Score: Raw -17580.760315 + Penalty 529.897176 = -17050.863139 nChanged 6 SP:Iteration 7Q (1910.900000 sec): 3 clusters Score: Raw -17586.875620 + Penalty 529.897176 = -17056.978444 nChanged 3 SP:Iteration 8Q (1910.900000 sec): 3 clusters Score: Raw -17590.241056 + Penalty 529.897176 = -17060.343880 nChanged 4 SP:Iteration 9Q (1910.900000 sec): 3 clusters Score: Raw -17592.292073 + Penalty 529.897176 = -17062.394897 nChanged 2 SP:Iteration 10Q (1910.900000 sec): 3 clusters Score: Raw -17592.952470 + Penalty 529.897176 = -17063.055293 nChanged 0 SP:Iteration 11F (1910.900000 sec): 3 clusters Score: Raw -17592.952470 + Penalty 529.897176 = -17063.055293 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.900000 sec): 2 clusters Score: Raw -8233.857031 + Penalty 231.203899 = -8002.653133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.900000 sec): 3 clusters Score: Raw -8212.684268 + Penalty 462.407797 = -7750.276470 nChanged 42 SP:Iteration 1F (1910.900000 sec): 3 clusters Score: Raw -8253.276074 + Penalty 462.407797 = -7790.868276 nChanged 10 SP:Iteration 2F (1910.900000 sec): 3 clusters Score: Raw -8271.607970 + Penalty 462.407797 = -7809.200173 nChanged 4 SP:Iteration 3Q (1910.900000 sec): 3 clusters Score: Raw -8276.037186 + Penalty 462.407797 = -7813.629389 nChanged 4 SP:Iteration 4Q (1910.900000 sec): 3 clusters Score: Raw -8289.052636 + Penalty 462.407797 = -7826.644838 nChanged 5 SP:Iteration 5Q (1910.900000 sec): 3 clusters Score: Raw -8294.475048 + Penalty 462.407797 = -7832.067250 nChanged 2 SP:Iteration 6Q (1910.900000 sec): 3 clusters Score: Raw -8296.735342 + Penalty 462.407797 = -7834.327545 nChanged 0 SP:Iteration 7F (1910.900000 sec): 3 clusters Score: Raw -8296.735342 + Penalty 462.407797 = -7834.327545 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.900000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.900000 sec): 3 clusters Score: Raw -3957.285109 + Penalty 391.669923 = -3565.615185 nChanged 8 SP:Iteration 1F (1910.900000 sec): 3 clusters Score: Raw -3973.133292 + Penalty 391.669923 = -3581.463368 nChanged 2 SP:Iteration 2Q (1910.900000 sec): 3 clusters Score: Raw -3978.765243 + Penalty 391.669923 = -3587.095320 nChanged 1 SP:Iteration 3Q (1910.900000 sec): 3 clusters Score: Raw -3980.244649 + Penalty 391.669923 = -3588.574726 nChanged 2 SP:Iteration 4Q (1910.900000 sec): 3 clusters Score: Raw -3986.556944 + Penalty 391.669923 = -3594.887021 nChanged 1 SP:Iteration 5Q (1910.900000 sec): 3 clusters Score: Raw -3994.457560 + Penalty 391.669923 = -3602.787637 nChanged 0 SP:Iteration 6F (1910.900000 sec): 3 clusters Score: Raw -3994.457560 + Penalty 391.669923 = -3602.787637 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.900000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.900000 sec): 3 clusters Score: Raw -5995.490410 + Penalty 445.021771 = -5550.468639 nChanged 34 SP:Iteration 1F (1910.900000 sec): 3 clusters Score: Raw -6059.749049 + Penalty 445.021771 = -5614.727279 nChanged 8 SP:Iteration 2F (1910.900000 sec): 3 clusters Score: Raw -6075.115679 + Penalty 445.021771 = -5630.093908 nChanged 7 SP:Iteration 3F (1910.900000 sec): 3 clusters Score: Raw -6088.420597 + Penalty 445.021771 = -5643.398826 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 2 clusters Score: Raw -4365.086990 + Penalty 209.987984 = -4155.099007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 3 clusters Score: Raw -4365.027427 + Penalty 419.975967 = -3945.051460 nChanged 28 SP:Iteration 1F (1910.910000 sec): 3 clusters Score: Raw -4411.615254 + Penalty 419.975967 = -3991.639287 nChanged 2 SP:Iteration 2Q (1910.910000 sec): 3 clusters Score: Raw -4417.841079 + Penalty 419.975967 = -3997.865112 nChanged 2 SP:Iteration 3Q (1910.910000 sec): 3 clusters Score: Raw -4421.610278 + Penalty 419.975967 = -4001.634311 nChanged 0 SP:Iteration 4F (1910.910000 sec): 3 clusters Score: Raw -4421.610278 + Penalty 419.975967 = -4001.634311 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 2 clusters Score: Raw -3804.743238 + Penalty 203.718825 = -3601.024413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 3 clusters Score: Raw -3818.104690 + Penalty 407.437650 = -3410.667040 nChanged 13 SP:Iteration 1F (1910.910000 sec): 3 clusters Score: Raw -3851.227301 + Penalty 407.437650 = -3443.789650 nChanged 5 SP:Iteration 2F (1910.910000 sec): 3 clusters Score: Raw -3871.903954 + Penalty 407.437650 = -3464.466304 nChanged 4 SP:Iteration 3Q (1910.910000 sec): 3 clusters Score: Raw -3886.140981 + Penalty 407.437650 = -3478.703331 nChanged 1 SP:Iteration 4Q (1910.910000 sec): 3 clusters Score: Raw -3891.868340 + Penalty 407.437650 = -3484.430690 nChanged 1 SP:Iteration 5Q (1910.910000 sec): 3 clusters Score: Raw -3893.790307 + Penalty 407.437650 = -3486.352656 nChanged 1 SP:Iteration 6Q (1910.910000 sec): 3 clusters Score: Raw -3895.357673 + Penalty 407.437650 = -3487.920023 nChanged 0 SP:Iteration 7F (1910.910000 sec): 3 clusters Score: Raw -3895.357673 + Penalty 407.437650 = -3487.920023 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 2 clusters Score: Raw -6679.692969 + Penalty 241.073440 = -6438.619529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 3 clusters Score: Raw -6661.952883 + Penalty 482.146880 = -6179.806003 nChanged 48 SP:Iteration 1F (1910.910000 sec): 3 clusters Score: Raw -6755.577504 + Penalty 482.146880 = -6273.430623 nChanged 14 SP:Iteration 2F (1910.910000 sec): 3 clusters Score: Raw -6811.882220 + Penalty 482.146880 = -6329.735340 nChanged 11 SP:Iteration 3F (1910.910000 sec): 3 clusters Score: Raw -6837.637953 + Penalty 482.146880 = -6355.491072 nChanged 4 SP:Iteration 4Q (1910.910000 sec): 3 clusters Score: Raw -6851.329775 + Penalty 482.146880 = -6369.182895 nChanged 3 SP:Iteration 5Q (1910.910000 sec): 3 clusters Score: Raw -6857.044048 + Penalty 482.146880 = -6374.897168 nChanged 2 SP:Iteration 6Q (1910.910000 sec): 3 clusters Score: Raw -6859.176120 + Penalty 482.146880 = -6377.029240 nChanged 0 SP:Iteration 7F (1910.910000 sec): 3 clusters Score: Raw -6859.176120 + Penalty 482.146880 = -6377.029240 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 2 clusters Score: Raw -2813.293562 + Penalty 190.629291 = -2622.664272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 3 clusters Score: Raw -2835.958631 + Penalty 381.258582 = -2454.700050 nChanged 13 SP:Iteration 1F (1910.910000 sec): 3 clusters Score: Raw -2868.608557 + Penalty 381.258582 = -2487.349975 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 3 clusters Score: Raw -4460.704935 + Penalty 420.872526 = -4039.832409 nChanged 24 SP:Iteration 1F (1910.910000 sec): 3 clusters Score: Raw -4500.999874 + Penalty 420.872526 = -4080.127348 nChanged 9 SP:Iteration 2F (1910.910000 sec): 3 clusters Score: Raw -4541.120704 + Penalty 420.872526 = -4120.248178 nChanged 6 SP:Iteration 3F (1910.910000 sec): 3 clusters Score: Raw -4556.539051 + Penalty 420.872526 = -4135.666525 nChanged 2 SP:Iteration 4Q (1910.910000 sec): 3 clusters Score: Raw -4571.624131 + Penalty 420.872526 = -4150.751605 nChanged 2 SP:Iteration 5Q (1910.910000 sec): 3 clusters Score: Raw -4579.804204 + Penalty 420.872526 = -4158.931678 nChanged 2 SP:Iteration 6Q (1910.910000 sec): 3 clusters Score: Raw -4583.987778 + Penalty 420.872526 = -4163.115252 nChanged 3 SP:Iteration 7Q (1910.910000 sec): 3 clusters Score: Raw -4593.924292 + Penalty 420.872526 = -4173.051766 nChanged 2 SP:Iteration 8Q (1910.910000 sec): 3 clusters Score: Raw -4604.322801 + Penalty 420.872526 = -4183.450275 nChanged 2 SP:Iteration 9Q (1910.910000 sec): 3 clusters Score: Raw -4614.253037 + Penalty 420.872526 = -4193.380511 nChanged 0 SP:Iteration 10F (1910.910000 sec): 3 clusters Score: Raw -4614.253037 + Penalty 420.872526 = -4193.380511 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 2 clusters Score: Raw -3227.023049 + Penalty 191.987601 = -3035.035449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 3 clusters Score: Raw -3326.144581 + Penalty 383.975201 = -2942.169380 nChanged 6 SP:Iteration 1F (1910.910000 sec): 3 clusters Score: Raw -3341.170738 + Penalty 383.975201 = -2957.195536 nChanged 2 SP:Iteration 2Q (1910.910000 sec): 3 clusters Score: Raw -3345.847504 + Penalty 383.975201 = -2961.872303 nChanged 1 SP:Iteration 3Q (1910.910000 sec): 3 clusters Score: Raw -3350.351325 + Penalty 383.975201 = -2966.376123 nChanged 2 SP:Iteration 4Q (1910.910000 sec): 3 clusters Score: Raw -3355.454724 + Penalty 383.975201 = -2971.479523 nChanged 0 SP:Iteration 5F (1910.910000 sec): 3 clusters Score: Raw -3355.454724 + Penalty 383.975201 = -2971.479523 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.910000 sec): 3 clusters Score: Raw -7481.949890 + Penalty 465.737437 = -7016.212453 nChanged 51 SP:Iteration 1F (1910.910000 sec): 3 clusters Score: Raw -7568.172309 + Penalty 465.737437 = -7102.434872 nChanged 9 SP:Iteration 2F (1910.910000 sec): 3 clusters Score: Raw -7594.285494 + Penalty 465.737437 = -7128.548057 nChanged 6 SP:Iteration 3Q (1910.910000 sec): 3 clusters Score: Raw -7609.378292 + Penalty 465.737437 = -7143.640855 nChanged 2 SP:Iteration 4Q (1910.910000 sec): 3 clusters Score: Raw -7618.415245 + Penalty 465.737437 = -7152.677808 nChanged 1 SP:Iteration 5Q (1910.910000 sec): 3 clusters Score: Raw -7620.441945 + Penalty 465.737437 = -7154.704508 nChanged 0 SP:Iteration 6F (1910.920000 sec): 3 clusters Score: Raw -7620.441945 + Penalty 465.737437 = -7154.704508 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 3 clusters Score: Raw -2776.496352 + Penalty 402.114495 = -2374.381856 nChanged 20 SP:Iteration 1F (1910.920000 sec): 3 clusters Score: Raw -2866.989471 + Penalty 402.114495 = -2464.874975 nChanged 7 SP:Iteration 2F (1910.920000 sec): 3 clusters Score: Raw -2908.743293 + Penalty 402.114495 = -2506.628798 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 2 clusters Score: Raw -5922.493757 + Penalty 222.510885 = -5699.982872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 3 clusters Score: Raw -5917.869180 + Penalty 445.021771 = -5472.847409 nChanged 35 SP:Iteration 1F (1910.920000 sec): 3 clusters Score: Raw -5967.223550 + Penalty 445.021771 = -5522.201779 nChanged 10 SP:Iteration 2F (1910.920000 sec): 3 clusters Score: Raw -5995.945741 + Penalty 445.021771 = -5550.923970 nChanged 7 SP:Iteration 3F (1910.920000 sec): 3 clusters Score: Raw -6017.004220 + Penalty 445.021771 = -5571.982449 nChanged 2 SP:Iteration 4Q (1910.920000 sec): 3 clusters Score: Raw -6018.671961 + Penalty 445.021771 = -5573.650191 nChanged 0 SP:Iteration 5F (1910.920000 sec): 3 clusters Score: Raw -6018.671961 + Penalty 445.021771 = -5573.650191 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 76 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 2 clusters Score: Raw -3062.236352 + Penalty 183.958833 = -2878.277519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 3 clusters Score: Raw -3126.064039 + Penalty 367.917665 = -2758.146373 nChanged 4 SP:Iteration 1F (1910.920000 sec): 3 clusters Score: Raw -3137.825233 + Penalty 367.917665 = -2769.907567 nChanged 2 SP:Iteration 2Q (1910.920000 sec): 3 clusters Score: Raw -3143.029685 + Penalty 367.917665 = -2775.112020 nChanged 1 SP:Iteration 3Q (1910.920000 sec): 3 clusters Score: Raw -3158.580822 + Penalty 367.917665 = -2790.663157 nChanged 1 SP:Iteration 4Q (1910.920000 sec): 3 clusters Score: Raw -3160.064241 + Penalty 367.917665 = -2792.146576 nChanged 0 SP:Iteration 5F (1910.920000 sec): 3 clusters Score: Raw -3160.064241 + Penalty 367.917665 = -2792.146576 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 3 clusters Score: Raw -4077.415918 + Penalty 408.465910 = -3668.950008 nChanged 21 SP:Iteration 1F (1910.920000 sec): 3 clusters Score: Raw -4129.528776 + Penalty 408.465910 = -3721.062867 nChanged 2 SP:Iteration 2Q (1910.920000 sec): 3 clusters Score: Raw -4144.157565 + Penalty 408.465910 = -3735.691655 nChanged 1 SP:Iteration 3Q (1910.920000 sec): 3 clusters Score: Raw -4146.668445 + Penalty 408.465910 = -3738.202536 nChanged 1 SP:Iteration 4Q (1910.920000 sec): 3 clusters Score: Raw -4147.280258 + Penalty 408.465910 = -3738.814348 nChanged 0 SP:Iteration 5F (1910.920000 sec): 3 clusters Score: Raw -4147.280258 + Penalty 408.465910 = -3738.814348 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 2 clusters Score: Raw -6699.071229 + Penalty 233.410392 = -6465.660838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.920000 sec): 3 clusters Score: Raw -6686.650579 + Penalty 466.820783 = -6219.829796 nChanged 41 SP:Iteration 1F (1910.920000 sec): 3 clusters Score: Raw -6748.365714 + Penalty 466.820783 = -6281.544931 nChanged 15 SP:Iteration 2F (1910.920000 sec): 3 clusters Score: Raw -6779.218364 + Penalty 466.820783 = -6312.397581 nChanged 3 SP:Iteration 3Q (1910.920000 sec): 3 clusters Score: Raw -6785.032345 + Penalty 466.820783 = -6318.211562 nChanged 5 SP:Iteration 4Q (1910.920000 sec): 3 clusters Score: Raw -6797.868616 + Penalty 466.820783 = -6331.047833 nChanged 3 SP:Iteration 5Q (1910.920000 sec): 3 clusters Score: Raw -6815.469900 + Penalty 466.820783 = -6348.649116 nChanged 2 SP:Iteration 6Q (1910.930000 sec): 3 clusters Score: Raw -6818.627864 + Penalty 466.820783 = -6351.807081 nChanged 1 SP:Iteration 7Q (1910.930000 sec): 3 clusters Score: Raw -6824.163373 + Penalty 466.820783 = -6357.342590 nChanged 1 SP:Iteration 8Q (1910.930000 sec): 3 clusters Score: Raw -6827.660594 + Penalty 466.820783 = -6360.839811 nChanged 0 SP:Iteration 9F (1910.930000 sec): 3 clusters Score: Raw -6827.660594 + Penalty 466.820783 = -6360.839811 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 2 clusters Score: Raw -6542.329475 + Penalty 229.181343 = -6313.148131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 3 clusters Score: Raw -6509.954349 + Penalty 458.362687 = -6051.591662 nChanged 39 SP:Iteration 1F (1910.930000 sec): 3 clusters Score: Raw -6577.344126 + Penalty 458.362687 = -6118.981440 nChanged 10 SP:Iteration 2F (1910.930000 sec): 3 clusters Score: Raw -6598.689104 + Penalty 458.362687 = -6140.326417 nChanged 3 SP:Iteration 3Q (1910.930000 sec): 3 clusters Score: Raw -6607.484018 + Penalty 458.362687 = -6149.121332 nChanged 3 SP:Iteration 4Q (1910.930000 sec): 3 clusters Score: Raw -6616.913439 + Penalty 458.362687 = -6158.550753 nChanged 2 SP:Iteration 5Q (1910.930000 sec): 3 clusters Score: Raw -6620.635387 + Penalty 458.362687 = -6162.272700 nChanged 1 SP:Iteration 6Q (1910.930000 sec): 3 clusters Score: Raw -6623.030240 + Penalty 458.362687 = -6164.667553 nChanged 0 SP:Iteration 7F (1910.930000 sec): 3 clusters Score: Raw -6623.030240 + Penalty 458.362687 = -6164.667553 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 3 clusters Score: Raw -3743.372814 + Penalty 392.891418 = -3350.481395 nChanged 9 SP:Iteration 1F (1910.930000 sec): 3 clusters Score: Raw -3763.568368 + Penalty 392.891418 = -3370.676950 nChanged 1 SP:Iteration 2Q (1910.930000 sec): 3 clusters Score: Raw -3765.441530 + Penalty 392.891418 = -3372.550112 nChanged 0 SP:Iteration 3F (1910.930000 sec): 3 clusters Score: Raw -3765.441530 + Penalty 392.891418 = -3372.550112 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 2 clusters Score: Raw -6626.865276 + Penalty 234.737016 = -6392.128260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 3 clusters Score: Raw -6589.780890 + Penalty 469.474032 = -6120.306858 nChanged 54 SP:Iteration 1F (1910.930000 sec): 3 clusters Score: Raw -6664.221697 + Penalty 469.474032 = -6194.747665 nChanged 15 SP:Iteration 2F (1910.930000 sec): 3 clusters Score: Raw -6686.323735 + Penalty 469.474032 = -6216.849703 nChanged 7 SP:Iteration 3Q (1910.930000 sec): 3 clusters Score: Raw -6700.136612 + Penalty 469.474032 = -6230.662580 nChanged 6 SP:Iteration 4Q (1910.930000 sec): 3 clusters Score: Raw -6709.832199 + Penalty 469.474032 = -6240.358167 nChanged 2 SP:Iteration 5Q (1910.930000 sec): 3 clusters Score: Raw -6712.584269 + Penalty 469.474032 = -6243.110237 nChanged 0 SP:Iteration 6F (1910.930000 sec): 3 clusters Score: Raw -6712.584269 + Penalty 469.474032 = -6243.110237 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 82 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 2 clusters Score: Raw -8343.459996 + Penalty 241.750872 = -8101.709124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 3 clusters Score: Raw -8312.326819 + Penalty 483.501744 = -7828.825074 nChanged 52 SP:Iteration 1F (1910.930000 sec): 3 clusters Score: Raw -8363.492384 + Penalty 483.501744 = -7879.990640 nChanged 13 SP:Iteration 2F (1910.930000 sec): 3 clusters Score: Raw -8383.953434 + Penalty 483.501744 = -7900.451690 nChanged 2 SP:Iteration 3Q (1910.930000 sec): 3 clusters Score: Raw -8386.455577 + Penalty 483.501744 = -7902.953833 nChanged 2 SP:Iteration 4Q (1910.930000 sec): 3 clusters Score: Raw -8389.936763 + Penalty 483.501744 = -7906.435019 nChanged 2 SP:Iteration 5Q (1910.930000 sec): 3 clusters Score: Raw -8391.704746 + Penalty 483.501744 = -7908.203001 nChanged 3 SP:Iteration 6Q (1910.930000 sec): 3 clusters Score: Raw -8397.106385 + Penalty 483.501744 = -7913.604641 nChanged 1 SP:Iteration 7Q (1910.930000 sec): 3 clusters Score: Raw -8400.230533 + Penalty 483.501744 = -7916.728789 nChanged 2 SP:Iteration 8Q (1910.930000 sec): 3 clusters Score: Raw -8402.210288 + Penalty 483.501744 = -7918.708544 nChanged 1 SP:Iteration 9Q (1910.930000 sec): 3 clusters Score: Raw -8402.463932 + Penalty 483.501744 = -7918.962188 nChanged 0 SP:Iteration 10F (1910.930000 sec): 3 clusters Score: Raw -8402.463932 + Penalty 483.501744 = -7918.962188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 83 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1910.930000 sec): 2 clusters Score: Raw -583.717149 + Penalty 148.243392 = -435.473756 nChanged 10 SP:Iteration 1F (1910.930000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 Deleting Class 34 (55 points): Lose 577.919692 but Gain 588.735889 Iteration 339Q (1915.890000 sec): 84 clusters Score: Raw -23964336.888530 + Penalty 48865.078786 = -23915471.809744 nChanged 67 Iteration 340F (1928.800000 sec): 84 clusters Score: Raw -23964446.439122 + Penalty 48865.078786 = -23915581.360336 nChanged 44 Iteration 341Q (1933.660000 sec): 84 clusters Score: Raw -23964536.937507 + Penalty 48865.078786 = -23915671.858721 nChanged 29 Iteration 342Q (1938.540000 sec): 84 clusters Score: Raw -23964597.397644 + Penalty 48865.078786 = -23915732.318858 nChanged 18 Iteration 343Q (1943.400000 sec): 84 clusters Score: Raw -23964608.874764 + Penalty 48865.078786 = -23915743.795978 nChanged 12 Iteration 344Q (1948.260000 sec): 84 clusters Score: Raw -23964614.184937 + Penalty 48865.078786 = -23915749.106151 nChanged 8 Iteration 345Q (1953.180000 sec): 84 clusters Score: Raw -23964620.134304 + Penalty 48865.078786 = -23915755.055518 nChanged 7 Iteration 346Q (1958.120000 sec): 84 clusters Score: Raw -23964622.363383 + Penalty 48865.078786 = -23915757.284597 nChanged 3 Iteration 347Q (1963.030000 sec): 84 clusters Score: Raw -23964624.617017 + Penalty 48865.078786 = -23915759.538231 nChanged 4 Iteration 348Q (1967.990000 sec): 84 clusters Score: Raw -23964629.913489 + Penalty 48865.078786 = -23915764.834703 nChanged 1 Iteration 349Q (1972.900000 sec): 84 clusters Score: Raw -23964632.677856 + Penalty 48865.078786 = -23915767.599070 nChanged 2 Iteration 350Q (1977.840000 sec): 84 clusters Score: Raw -23964636.939571 + Penalty 48865.078786 = -23915771.860785 nChanged 0 Iteration 351F (1990.760000 sec): 84 clusters Score: Raw -23964640.528949 + Penalty 48865.078786 = -23915775.450163 nChanged 2 Iteration 352Q (1995.710000 sec): 84 clusters Score: Raw -23964645.422862 + Penalty 48865.078786 = -23915780.344075 nChanged 0 Iteration 353F (2008.670000 sec): 84 clusters Score: Raw -23964645.422862 + Penalty 48865.078786 = -23915780.344075 nChanged 0 Compute initial score before splitting: Score: Raw -23964645.422862 + Penalty 48865.078786 = -23915780.344075 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.680000 sec): 2 clusters Score: Raw -22346.659346 + Penalty 270.635592 = -22076.023754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.680000 sec): 3 clusters Score: Raw -22208.785212 + Penalty 541.271184 = -21667.514028 nChanged 125 SP:Iteration 1F (2008.680000 sec): 3 clusters Score: Raw -22333.357525 + Penalty 541.271184 = -21792.086341 nChanged 38 SP:Iteration 2F (2008.680000 sec): 3 clusters Score: Raw -22386.053721 + Penalty 541.271184 = -21844.782537 nChanged 26 SP:Iteration 3F (2008.680000 sec): 3 clusters Score: Raw -22426.220087 + Penalty 541.271184 = -21884.948903 nChanged 13 SP:Iteration 4Q (2008.680000 sec): 3 clusters Score: Raw -22444.254489 + Penalty 541.271184 = -21902.983305 nChanged 8 SP:Iteration 5Q (2008.680000 sec): 3 clusters Score: Raw -22452.616725 + Penalty 541.271184 = -21911.345541 nChanged 3 SP:Iteration 6Q (2008.680000 sec): 3 clusters Score: Raw -22456.855880 + Penalty 541.271184 = -21915.584696 nChanged 3 SP:Iteration 7Q (2008.680000 sec): 3 clusters Score: Raw -22466.214525 + Penalty 541.271184 = -21924.943341 nChanged 1 SP:Iteration 8Q (2008.680000 sec): 3 clusters Score: Raw -22466.929951 + Penalty 541.271184 = -21925.658767 nChanged 0 SP:Iteration 9F (2008.680000 sec): 3 clusters Score: Raw -22466.929951 + Penalty 541.271184 = -21925.658767 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.680000 sec): 2 clusters Score: Raw -16348.620484 + Penalty 258.136209 = -16090.484275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.680000 sec): 3 clusters Score: Raw -16284.923864 + Penalty 516.272417 = -15768.651447 nChanged 85 SP:Iteration 1F (2008.680000 sec): 3 clusters Score: Raw -16355.639426 + Penalty 516.272417 = -15839.367009 nChanged 22 SP:Iteration 2F (2008.680000 sec): 3 clusters Score: Raw -16376.256267 + Penalty 516.272417 = -15859.983850 nChanged 6 SP:Iteration 3Q (2008.680000 sec): 3 clusters Score: Raw -16380.511457 + Penalty 516.272417 = -15864.239040 nChanged 2 SP:Iteration 4Q (2008.680000 sec): 3 clusters Score: Raw -16384.740123 + Penalty 516.272417 = -15868.467706 nChanged 4 SP:Iteration 5Q (2008.680000 sec): 3 clusters Score: Raw -16387.584144 + Penalty 516.272417 = -15871.311726 nChanged 3 SP:Iteration 6Q (2008.680000 sec): 3 clusters Score: Raw -16391.554071 + Penalty 516.272417 = -15875.281654 nChanged 6 SP:Iteration 7Q (2008.680000 sec): 3 clusters Score: Raw -16407.645168 + Penalty 516.272417 = -15891.372751 nChanged 9 SP:Iteration 8Q (2008.680000 sec): 3 clusters Score: Raw -16415.730291 + Penalty 516.272417 = -15899.457874 nChanged 6 SP:Iteration 9Q (2008.690000 sec): 3 clusters Score: Raw -16425.878497 + Penalty 516.272417 = -15909.606080 nChanged 4 SP:Iteration 10Q (2008.690000 sec): 3 clusters Score: Raw -16438.480375 + Penalty 516.272417 = -15922.207958 nChanged 11 SP:Iteration 11Q (2008.690000 sec): 3 clusters Score: Raw -16466.775280 + Penalty 516.272417 = -15950.502862 nChanged 13 SP:Iteration 12Q (2008.690000 sec): 3 clusters Score: Raw -16501.330873 + Penalty 516.272417 = -15985.058456 nChanged 13 SP:Iteration 13Q (2008.690000 sec): 3 clusters Score: Raw -16533.474759 + Penalty 516.272417 = -16017.202341 nChanged 9 SP:Iteration 14Q (2008.690000 sec): 3 clusters Score: Raw -16552.704806 + Penalty 516.272417 = -16036.432388 nChanged 9 SP:Iteration 15Q (2008.690000 sec): 3 clusters Score: Raw -16566.663761 + Penalty 516.272417 = -16050.391344 nChanged 3 SP:Iteration 16Q (2008.690000 sec): 3 clusters Score: Raw -16570.736845 + Penalty 516.272417 = -16054.464428 nChanged 1 SP:Iteration 17Q (2008.690000 sec): 3 clusters Score: Raw -16571.689074 + Penalty 516.272417 = -16055.416657 nChanged 0 SP:Iteration 18F (2008.690000 sec): 3 clusters Score: Raw -16571.689074 + Penalty 516.272417 = -16055.416657 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.690000 sec): 2 clusters Score: Raw -114178.187226 + Penalty 344.361257 = -113833.825969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.700000 sec): 3 clusters Score: Raw -113102.933089 + Penalty 688.722513 = -112414.210576 nChanged 821 SP:Iteration 1F (2008.700000 sec): 3 clusters Score: Raw -113572.773956 + Penalty 688.722513 = -112884.051443 nChanged 143 SP:Iteration 2F (2008.700000 sec): 3 clusters Score: Raw -113656.787451 + Penalty 688.722513 = -112968.064937 nChanged 129 SP:Iteration 3F (2008.700000 sec): 3 clusters Score: Raw -113739.443145 + Penalty 688.722513 = -113050.720632 nChanged 122 SP:Iteration 4F (2008.700000 sec): 3 clusters Score: Raw -113815.934385 + Penalty 688.722513 = -113127.211872 nChanged 88 SP:Iteration 5Q (2008.700000 sec): 3 clusters Score: Raw -113875.884598 + Penalty 688.722513 = -113187.162085 nChanged 77 SP:Iteration 6Q (2008.700000 sec): 3 clusters Score: Raw -113918.687656 + Penalty 688.722513 = -113229.965142 nChanged 57 SP:Iteration 7Q (2008.710000 sec): 3 clusters Score: Raw -113948.543720 + Penalty 688.722513 = -113259.821207 nChanged 43 SP:Iteration 8Q (2008.710000 sec): 3 clusters Score: Raw -113972.363392 + Penalty 688.722513 = -113283.640878 nChanged 44 SP:Iteration 9Q (2008.710000 sec): 3 clusters Score: Raw -114002.651319 + Penalty 688.722513 = -113313.928806 nChanged 43 SP:Iteration 10Q (2008.710000 sec): 3 clusters Score: Raw -114034.647748 + Penalty 688.722513 = -113345.925235 nChanged 36 SP:Iteration 11Q (2008.720000 sec): 3 clusters Score: Raw -114059.520469 + Penalty 688.722513 = -113370.797955 nChanged 32 SP:Iteration 12Q (2008.720000 sec): 3 clusters Score: Raw -114087.795629 + Penalty 688.722513 = -113399.073116 nChanged 27 SP:Iteration 13Q (2008.720000 sec): 3 clusters Score: Raw -114114.463211 + Penalty 688.722513 = -113425.740697 nChanged 34 SP:Iteration 14Q (2008.720000 sec): 3 clusters Score: Raw -114146.098101 + Penalty 688.722513 = -113457.375588 nChanged 25 SP:Iteration 15Q (2008.720000 sec): 3 clusters Score: Raw -114169.439777 + Penalty 688.722513 = -113480.717263 nChanged 16 SP:Iteration 16Q (2008.720000 sec): 3 clusters Score: Raw -114183.819837 + Penalty 688.722513 = -113495.097323 nChanged 9 SP:Iteration 17Q (2008.720000 sec): 3 clusters Score: Raw -114191.276486 + Penalty 688.722513 = -113502.553973 nChanged 10 SP:Iteration 18Q (2008.730000 sec): 3 clusters Score: Raw -114200.707330 + Penalty 688.722513 = -113511.984816 nChanged 6 SP:Iteration 19Q (2008.730000 sec): 3 clusters Score: Raw -114207.426580 + Penalty 688.722513 = -113518.704066 nChanged 6 SP:Iteration 20F (2008.730000 sec): 3 clusters Score: Raw -114214.035099 + Penalty 688.722513 = -113525.312586 nChanged 9 SP:Iteration 21Q (2008.730000 sec): 3 clusters Score: Raw -114219.807080 + Penalty 688.722513 = -113531.084566 nChanged 4 SP:Iteration 22Q (2008.730000 sec): 3 clusters Score: Raw -114221.145029 + Penalty 688.722513 = -113532.422515 nChanged 0 SP:Iteration 23F (2008.740000 sec): 3 clusters Score: Raw -114221.145029 + Penalty 688.722513 = -113532.422515 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.800000 sec): 2 clusters Score: Raw -2261287.749495 + Penalty 481.822678 = -2260805.926817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.850000 sec): 3 clusters Score: Raw -2235198.089909 + Penalty 963.645356 = -2234234.444553 nChanged 19052 SP:Iteration 1F (2008.890000 sec): 3 clusters Score: Raw -2247641.251396 + Penalty 963.645356 = -2246677.606040 nChanged 2688 SP:Iteration 2F (2008.930000 sec): 3 clusters Score: Raw -2249266.073071 + Penalty 963.645356 = -2248302.427715 nChanged 3240 SP:Iteration 3F (2008.980000 sec): 3 clusters Score: Raw -2251878.736440 + Penalty 963.645356 = -2250915.091084 nChanged 3544 SP:Iteration 4F (2009.020000 sec): 3 clusters Score: Raw -2255394.412449 + Penalty 963.645356 = -2254430.767092 nChanged 3045 SP:Iteration 5F (2009.060000 sec): 3 clusters Score: Raw -2258680.095208 + Penalty 963.645356 = -2257716.449852 nChanged 1783 SP:Iteration 6Q (2009.100000 sec): 3 clusters Score: Raw -2260511.637369 + Penalty 963.645356 = -2259547.992013 nChanged 634 SP:Iteration 7Q (2009.140000 sec): 3 clusters Score: Raw -2261127.745381 + Penalty 963.645356 = -2260164.100025 nChanged 168 SP:Iteration 8Q (2009.180000 sec): 3 clusters Score: Raw -2261299.980606 + Penalty 963.645356 = -2260336.335250 nChanged 44 SP:Iteration 9Q (2009.210000 sec): 3 clusters Score: Raw -2261350.253642 + Penalty 963.645356 = -2260386.608286 nChanged 12 SP:Iteration 10Q (2009.240000 sec): 3 clusters Score: Raw -2261368.000050 + Penalty 963.645356 = -2260404.354694 nChanged 6 SP:Iteration 11Q (2009.270000 sec): 3 clusters Score: Raw -2261379.036475 + Penalty 963.645356 = -2260415.391118 nChanged 2 SP:Iteration 12Q (2009.300000 sec): 3 clusters Score: Raw -2261380.819532 + Penalty 963.645356 = -2260417.174176 nChanged 0 SP:Iteration 13F (2009.340000 sec): 3 clusters Score: Raw -2261380.819532 + Penalty 963.645356 = -2260417.174176 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.360000 sec): 2 clusters Score: Raw -200278.443968 + Penalty 369.120013 = -199909.323955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.370000 sec): 3 clusters Score: Raw -198348.327919 + Penalty 738.240026 = -197610.087893 nChanged 1448 SP:Iteration 1F (2009.370000 sec): 3 clusters Score: Raw -199225.823962 + Penalty 738.240026 = -198487.583935 nChanged 246 SP:Iteration 2F (2009.380000 sec): 3 clusters Score: Raw -199401.710191 + Penalty 738.240026 = -198663.470164 nChanged 237 SP:Iteration 3F (2009.380000 sec): 3 clusters Score: Raw -199578.568227 + Penalty 738.240026 = -198840.328200 nChanged 227 SP:Iteration 4F (2009.380000 sec): 3 clusters Score: Raw -199747.957358 + Penalty 738.240026 = -199009.717331 nChanged 190 SP:Iteration 5F (2009.380000 sec): 3 clusters Score: Raw -199897.234778 + Penalty 738.240026 = -199158.994752 nChanged 180 SP:Iteration 6F (2009.390000 sec): 3 clusters Score: Raw -200023.393211 + Penalty 738.240026 = -199285.153185 nChanged 135 SP:Iteration 7Q (2009.390000 sec): 3 clusters Score: Raw -200135.666678 + Penalty 738.240026 = -199397.426651 nChanged 112 SP:Iteration 8Q (2009.390000 sec): 3 clusters Score: Raw -200231.887704 + Penalty 738.240026 = -199493.647677 nChanged 97 SP:Iteration 9Q (2009.400000 sec): 3 clusters Score: Raw -200299.368564 + Penalty 738.240026 = -199561.128538 nChanged 75 SP:Iteration 10Q (2009.400000 sec): 3 clusters Score: Raw -200355.438091 + Penalty 738.240026 = -199617.198065 nChanged 68 SP:Iteration 11Q (2009.400000 sec): 3 clusters Score: Raw -200399.181690 + Penalty 738.240026 = -199660.941663 nChanged 56 SP:Iteration 12Q (2009.400000 sec): 3 clusters Score: Raw -200425.339378 + Penalty 738.240026 = -199687.099351 nChanged 39 SP:Iteration 13Q (2009.410000 sec): 3 clusters Score: Raw -200444.828906 + Penalty 738.240026 = -199706.588880 nChanged 41 SP:Iteration 14Q (2009.410000 sec): 3 clusters Score: Raw -200465.305126 + Penalty 738.240026 = -199727.065099 nChanged 34 SP:Iteration 15Q (2009.420000 sec): 3 clusters Score: Raw -200476.247525 + Penalty 738.240026 = -199738.007499 nChanged 21 SP:Iteration 16Q (2009.420000 sec): 3 clusters Score: Raw -200482.320772 + Penalty 738.240026 = -199744.080746 nChanged 12 SP:Iteration 17Q (2009.420000 sec): 3 clusters Score: Raw -200484.371648 + Penalty 738.240026 = -199746.131622 nChanged 8 SP:Iteration 18Q (2009.420000 sec): 3 clusters Score: Raw -200486.053870 + Penalty 738.240026 = -199747.813844 nChanged 7 SP:Iteration 19Q (2009.420000 sec): 3 clusters Score: Raw -200487.746135 + Penalty 738.240026 = -199749.506108 nChanged 7 SP:Iteration 20F (2009.430000 sec): 3 clusters Score: Raw -200488.780490 + Penalty 738.240026 = -199750.540463 nChanged 8 SP:Iteration 21Q (2009.430000 sec): 3 clusters Score: Raw -200490.500656 + Penalty 738.240026 = -199752.260629 nChanged 5 SP:Iteration 22Q (2009.440000 sec): 3 clusters Score: Raw -200491.098964 + Penalty 738.240026 = -199752.858937 nChanged 2 SP:Iteration 23Q (2009.440000 sec): 3 clusters Score: Raw -200491.434773 + Penalty 738.240026 = -199753.194747 nChanged 3 SP:Iteration 24Q (2009.440000 sec): 3 clusters Score: Raw -200491.754889 + Penalty 738.240026 = -199753.514862 nChanged 0 SP:Iteration 25F (2009.440000 sec): 3 clusters Score: Raw -200491.754889 + Penalty 738.240026 = -199753.514862 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.440000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.450000 sec): 3 clusters Score: Raw -3226.522922 + Penalty 396.460503 = -2830.062419 nChanged 10 SP:Iteration 1F (2009.450000 sec): 3 clusters Score: Raw -3245.331139 + Penalty 396.460503 = -2848.870635 nChanged 4 SP:Iteration 2F (2009.450000 sec): 3 clusters Score: Raw -3254.811361 + Penalty 396.460503 = -2858.350858 nChanged 4 SP:Iteration 3F (2009.450000 sec): 3 clusters Score: Raw -3268.148303 + Penalty 396.460503 = -2871.687800 nChanged 1 SP:Iteration 4Q (2009.450000 sec): 3 clusters Score: Raw -3272.382996 + Penalty 396.460503 = -2875.922492 nChanged 1 SP:Iteration 5Q (2009.450000 sec): 3 clusters Score: Raw -3275.247874 + Penalty 396.460503 = -2878.787371 nChanged 0 SP:Iteration 6F (2009.450000 sec): 3 clusters Score: Raw -3275.247874 + Penalty 396.460503 = -2878.787371 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.450000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.450000 sec): 3 clusters Score: Raw -60531.254043 + Penalty 639.646968 = -59891.607075 nChanged 454 SP:Iteration 1F (2009.450000 sec): 3 clusters Score: Raw -60799.421538 + Penalty 639.646968 = -60159.774570 nChanged 80 SP:Iteration 2F (2009.450000 sec): 3 clusters Score: Raw -60852.722096 + Penalty 639.646968 = -60213.075127 nChanged 58 SP:Iteration 3F (2009.450000 sec): 3 clusters Score: Raw -60890.124320 + Penalty 639.646968 = -60250.477351 nChanged 57 SP:Iteration 4F (2009.460000 sec): 3 clusters Score: Raw -60930.828519 + Penalty 639.646968 = -60291.181550 nChanged 53 SP:Iteration 5Q (2009.460000 sec): 3 clusters Score: Raw -60959.618103 + Penalty 639.646968 = -60319.971135 nChanged 36 SP:Iteration 6Q (2009.460000 sec): 3 clusters Score: Raw -60982.927165 + Penalty 639.646968 = -60343.280197 nChanged 44 SP:Iteration 7Q (2009.460000 sec): 3 clusters Score: Raw -61013.881961 + Penalty 639.646968 = -60374.234992 nChanged 45 SP:Iteration 8Q (2009.460000 sec): 3 clusters Score: Raw -61054.247563 + Penalty 639.646968 = -60414.600594 nChanged 50 SP:Iteration 9Q (2009.460000 sec): 3 clusters Score: Raw -61082.063759 + Penalty 639.646968 = -60442.416791 nChanged 28 SP:Iteration 10Q (2009.460000 sec): 3 clusters Score: Raw -61096.767459 + Penalty 639.646968 = -60457.120490 nChanged 14 SP:Iteration 11Q (2009.460000 sec): 3 clusters Score: Raw -61103.283771 + Penalty 639.646968 = -60463.636802 nChanged 11 SP:Iteration 12Q (2009.460000 sec): 3 clusters Score: Raw -61109.485945 + Penalty 639.646968 = -60469.838977 nChanged 9 SP:Iteration 13Q (2009.460000 sec): 3 clusters Score: Raw -61113.530949 + Penalty 639.646968 = -60473.883981 nChanged 10 SP:Iteration 14Q (2009.460000 sec): 3 clusters Score: Raw -61118.493645 + Penalty 639.646968 = -60478.846677 nChanged 12 SP:Iteration 15Q (2009.470000 sec): 3 clusters Score: Raw -61123.922272 + Penalty 639.646968 = -60484.275304 nChanged 10 SP:Iteration 16Q (2009.470000 sec): 3 clusters Score: Raw -61130.294763 + Penalty 639.646968 = -60490.647794 nChanged 14 SP:Iteration 17Q (2009.470000 sec): 3 clusters Score: Raw -61137.570671 + Penalty 639.646968 = -60497.923703 nChanged 9 SP:Iteration 18Q (2009.470000 sec): 3 clusters Score: Raw -61142.399043 + Penalty 639.646968 = -60502.752075 nChanged 7 SP:Iteration 19Q (2009.470000 sec): 3 clusters Score: Raw -61146.420905 + Penalty 639.646968 = -60506.773937 nChanged 8 SP:Iteration 20F (2009.470000 sec): 3 clusters Score: Raw -61149.796709 + Penalty 639.646968 = -60510.149740 nChanged 8 SP:Iteration 21Q (2009.470000 sec): 3 clusters Score: Raw -61153.829316 + Penalty 639.646968 = -60514.182348 nChanged 5 SP:Iteration 22Q (2009.480000 sec): 3 clusters Score: Raw -61155.519149 + Penalty 639.646968 = -60515.872181 nChanged 8 SP:Iteration 23Q (2009.480000 sec): 3 clusters Score: Raw -61158.376227 + Penalty 639.646968 = -60518.729259 nChanged 7 SP:Iteration 24Q (2009.480000 sec): 3 clusters Score: Raw -61162.874169 + Penalty 639.646968 = -60523.227201 nChanged 13 SP:Iteration 25Q (2009.480000 sec): 3 clusters Score: Raw -61172.413490 + Penalty 639.646968 = -60532.766522 nChanged 9 SP:Iteration 26Q (2009.480000 sec): 3 clusters Score: Raw -61181.215221 + Penalty 639.646968 = -60541.568252 nChanged 7 SP:Iteration 27Q (2009.480000 sec): 3 clusters Score: Raw -61184.440338 + Penalty 639.646968 = -60544.793370 nChanged 5 SP:Iteration 28Q (2009.480000 sec): 3 clusters Score: Raw -61186.017633 + Penalty 639.646968 = -60546.370665 nChanged 5 SP:Iteration 29Q (2009.480000 sec): 3 clusters Score: Raw -61188.281811 + Penalty 639.646968 = -60548.634843 nChanged 5 SP:Iteration 30Q (2009.480000 sec): 3 clusters Score: Raw -61190.534588 + Penalty 639.646968 = -60550.887620 nChanged 5 SP:Iteration 31Q (2009.480000 sec): 3 clusters Score: Raw -61191.954668 + Penalty 639.646968 = -60552.307700 nChanged 7 SP:Iteration 32Q (2009.480000 sec): 3 clusters Score: Raw -61194.220772 + Penalty 639.646968 = -60554.573804 nChanged 4 SP:Iteration 33Q (2009.490000 sec): 3 clusters Score: Raw -61196.214405 + Penalty 639.646968 = -60556.567437 nChanged 5 SP:Iteration 34Q (2009.490000 sec): 3 clusters Score: Raw -61197.868125 + Penalty 639.646968 = -60558.221156 nChanged 3 SP:Iteration 35Q (2009.490000 sec): 3 clusters Score: Raw -61198.867566 + Penalty 639.646968 = -60559.220598 nChanged 5 SP:Iteration 36Q (2009.490000 sec): 3 clusters Score: Raw -61200.791412 + Penalty 639.646968 = -60561.144444 nChanged 1 SP:Iteration 37Q (2009.490000 sec): 3 clusters Score: Raw -61201.566990 + Penalty 639.646968 = -60561.920021 nChanged 2 SP:Iteration 38Q (2009.490000 sec): 3 clusters Score: Raw -61203.357200 + Penalty 639.646968 = -60563.710232 nChanged 1 SP:Iteration 39Q (2009.490000 sec): 3 clusters Score: Raw -61203.794698 + Penalty 639.646968 = -60564.147730 nChanged 3 SP:Iteration 40F (2009.490000 sec): 3 clusters Score: Raw -61204.934106 + Penalty 639.646968 = -60565.287138 nChanged 1 SP:Iteration 41Q (2009.500000 sec): 3 clusters Score: Raw -61205.676089 + Penalty 639.646968 = -60566.029120 nChanged 1 SP:Iteration 42Q (2009.500000 sec): 3 clusters Score: Raw -61206.071282 + Penalty 639.646968 = -60566.424314 nChanged 1 SP:Iteration 43Q (2009.500000 sec): 3 clusters Score: Raw -61206.868100 + Penalty 639.646968 = -60567.221132 nChanged 1 SP:Iteration 44Q (2009.500000 sec): 3 clusters Score: Raw -61207.459633 + Penalty 639.646968 = -60567.812665 nChanged 1 SP:Iteration 45Q (2009.500000 sec): 3 clusters Score: Raw -61207.796830 + Penalty 639.646968 = -60568.149862 nChanged 1 SP:Iteration 46Q (2009.500000 sec): 3 clusters Score: Raw -61208.082825 + Penalty 639.646968 = -60568.435857 nChanged 0 SP:Iteration 47F (2009.500000 sec): 3 clusters Score: Raw -61208.082825 + Penalty 639.646968 = -60568.435857 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.500000 sec): 2 clusters Score: Raw -3550.316591 + Penalty 198.230252 = -3352.086340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.500000 sec): 3 clusters Score: Raw -3605.824083 + Penalty 396.460503 = -3209.363580 nChanged 14 SP:Iteration 1F (2009.500000 sec): 3 clusters Score: Raw -3654.963833 + Penalty 396.460503 = -3258.503329 nChanged 2 SP:Iteration 2Q (2009.500000 sec): 3 clusters Score: Raw -3659.661551 + Penalty 396.460503 = -3263.201047 nChanged 1 SP:Iteration 3Q (2009.500000 sec): 3 clusters Score: Raw -3665.820026 + Penalty 396.460503 = -3269.359523 nChanged 1 SP:Iteration 4Q (2009.500000 sec): 3 clusters Score: Raw -3671.781129 + Penalty 396.460503 = -3275.320626 nChanged 0 SP:Iteration 5F (2009.500000 sec): 3 clusters Score: Raw -3671.781129 + Penalty 396.460503 = -3275.320626 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.500000 sec): 2 clusters Score: Raw -9326.647723 + Penalty 239.687546 = -9086.960177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.500000 sec): 3 clusters Score: Raw -9324.559277 + Penalty 479.375092 = -8845.184184 nChanged 61 SP:Iteration 1F (2009.500000 sec): 3 clusters Score: Raw -9426.853965 + Penalty 479.375092 = -8947.478872 nChanged 15 SP:Iteration 2F (2009.500000 sec): 3 clusters Score: Raw -9450.571966 + Penalty 479.375092 = -8971.196873 nChanged 5 SP:Iteration 3Q (2009.500000 sec): 3 clusters Score: Raw -9461.394901 + Penalty 479.375092 = -8982.019809 nChanged 5 SP:Iteration 4Q (2009.500000 sec): 3 clusters Score: Raw -9472.420039 + Penalty 479.375092 = -8993.044946 nChanged 2 SP:Iteration 5Q (2009.500000 sec): 3 clusters Score: Raw -9475.083700 + Penalty 479.375092 = -8995.708608 nChanged 1 SP:Iteration 6Q (2009.500000 sec): 3 clusters Score: Raw -9478.076584 + Penalty 479.375092 = -8998.701492 nChanged 3 SP:Iteration 7Q (2009.500000 sec): 3 clusters Score: Raw -9481.289217 + Penalty 479.375092 = -9001.914125 nChanged 0 SP:Iteration 8F (2009.500000 sec): 3 clusters Score: Raw -9481.289217 + Penalty 479.375092 = -9001.914125 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.790000 sec): 2 clusters Score: Raw -10187970.278671 + Penalty 546.755556 = -10187423.523115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2010.000000 sec): 3 clusters Score: Raw -10076137.126891 + Penalty 1093.511111 = -10075043.615779 nChanged 81243 SP:Iteration 1F (2010.200000 sec): 3 clusters Score: Raw -10127034.439040 + Penalty 1093.511111 = -10125940.927929 nChanged 7707 SP:Iteration 2Q (2010.420000 sec): 3 clusters Score: Raw -10130818.827961 + Penalty 1093.511111 = -10129725.316850 nChanged 10362 SP:Iteration 3F (2010.630000 sec): 3 clusters Score: Raw -10137590.365673 + Penalty 1093.511111 = -10136496.854562 nChanged 12858 SP:Iteration 4F (2010.830000 sec): 3 clusters Score: Raw -10148042.037413 + Penalty 1093.511111 = -10146948.526301 nChanged 13296 SP:Iteration 5F (2011.040000 sec): 3 clusters Score: Raw -10160185.040081 + Penalty 1093.511111 = -10159091.528970 nChanged 10847 SP:Iteration 6F (2011.240000 sec): 3 clusters Score: Raw -10170328.445778 + Penalty 1093.511111 = -10169234.934667 nChanged 7532 SP:Iteration 7Q (2011.450000 sec): 3 clusters Score: Raw -10177318.618216 + Penalty 1093.511111 = -10176225.107105 nChanged 4923 SP:Iteration 8Q (2011.630000 sec): 3 clusters Score: Raw -10181827.602423 + Penalty 1093.511111 = -10180734.091311 nChanged 3169 SP:Iteration 9Q (2011.800000 sec): 3 clusters Score: Raw -10184688.422657 + Penalty 1093.511111 = -10183594.911545 nChanged 1866 SP:Iteration 10Q (2011.970000 sec): 3 clusters Score: Raw -10186342.862335 + Penalty 1093.511111 = -10185249.351224 nChanged 1034 SP:Iteration 11Q (2012.140000 sec): 3 clusters Score: Raw -10187219.276520 + Penalty 1093.511111 = -10186125.765409 nChanged 547 SP:Iteration 12Q (2012.300000 sec): 3 clusters Score: Raw -10187660.849331 + Penalty 1093.511111 = -10186567.338219 nChanged 229 SP:Iteration 13Q (2012.460000 sec): 3 clusters Score: Raw -10187835.184761 + Penalty 1093.511111 = -10186741.673649 nChanged 99 SP:Iteration 14Q (2012.620000 sec): 3 clusters Score: Raw -10187927.022586 + Penalty 1093.511111 = -10186833.511475 nChanged 43 SP:Iteration 15Q (2012.780000 sec): 3 clusters Score: Raw -10187976.332811 + Penalty 1093.511111 = -10186882.821700 nChanged 18 SP:Iteration 16Q (2012.940000 sec): 3 clusters Score: Raw -10187998.724796 + Penalty 1093.511111 = -10186905.213684 nChanged 12 SP:Iteration 17Q (2013.100000 sec): 3 clusters Score: Raw -10188010.535730 + Penalty 1093.511111 = -10186917.024618 nChanged 11 SP:Iteration 18Q (2013.270000 sec): 3 clusters Score: Raw -10188023.097872 + Penalty 1093.511111 = -10186929.586761 nChanged 7 SP:Iteration 19Q (2013.440000 sec): 3 clusters Score: Raw -10188032.097214 + Penalty 1093.511111 = -10186938.586103 nChanged 5 SP:Iteration 20F (2013.640000 sec): 3 clusters Score: Raw -10188035.049763 + Penalty 1093.511111 = -10186941.538652 nChanged 2 SP:Iteration 21Q (2013.800000 sec): 3 clusters Score: Raw -10188036.066863 + Penalty 1093.511111 = -10186942.555751 nChanged 2 SP:Iteration 22Q (2013.960000 sec): 3 clusters Score: Raw -10188037.145447 + Penalty 1093.511111 = -10186943.634335 nChanged 0 SP:Iteration 23F (2014.160000 sec): 3 clusters Score: Raw -10188037.145447 + Penalty 1093.511111 = -10186943.634335 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.230000 sec): 2 clusters Score: Raw -13477.442711 + Penalty 248.988316 = -13228.454396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.230000 sec): 3 clusters Score: Raw -13414.329835 + Penalty 497.976631 = -12916.353204 nChanged 60 SP:Iteration 1F (2014.230000 sec): 3 clusters Score: Raw -13476.820691 + Penalty 497.976631 = -12978.844059 nChanged 13 SP:Iteration 2F (2014.230000 sec): 3 clusters Score: Raw -13486.593968 + Penalty 497.976631 = -12988.617336 nChanged 5 SP:Iteration 3Q (2014.230000 sec): 3 clusters Score: Raw -13489.527182 + Penalty 497.976631 = -12991.550551 nChanged 0 SP:Iteration 4F (2014.230000 sec): 3 clusters Score: Raw -13489.527182 + Penalty 497.976631 = -12991.550551 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.230000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.230000 sec): 3 clusters Score: Raw -6269.365649 + Penalty 425.227424 = -5844.138225 nChanged 14 SP:Iteration 1F (2014.230000 sec): 3 clusters Score: Raw -6302.326456 + Penalty 425.227424 = -5877.099033 nChanged 1 SP:Iteration 2Q (2014.230000 sec): 3 clusters Score: Raw -6304.702401 + Penalty 425.227424 = -5879.474977 nChanged 0 SP:Iteration 3F (2014.230000 sec): 3 clusters Score: Raw -6304.702401 + Penalty 425.227424 = -5879.474977 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.230000 sec): 2 clusters Score: Raw -29240.688901 + Penalty 285.928104 = -28954.760796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.230000 sec): 3 clusters Score: Raw -29027.959671 + Penalty 571.856209 = -28456.103462 nChanged 199 SP:Iteration 1F (2014.230000 sec): 3 clusters Score: Raw -29216.575528 + Penalty 571.856209 = -28644.719319 nChanged 58 SP:Iteration 2F (2014.240000 sec): 3 clusters Score: Raw -29283.374645 + Penalty 571.856209 = -28711.518437 nChanged 39 SP:Iteration 3F (2014.240000 sec): 3 clusters Score: Raw -29323.709171 + Penalty 571.856209 = -28751.852963 nChanged 24 SP:Iteration 4Q (2014.240000 sec): 3 clusters Score: Raw -29339.772480 + Penalty 571.856209 = -28767.916272 nChanged 13 SP:Iteration 5Q (2014.240000 sec): 3 clusters Score: Raw -29349.631249 + Penalty 571.856209 = -28777.775040 nChanged 4 SP:Iteration 6Q (2014.240000 sec): 3 clusters Score: Raw -29351.588376 + Penalty 571.856209 = -28779.732167 nChanged 3 SP:Iteration 7Q (2014.240000 sec): 3 clusters Score: Raw -29353.871282 + Penalty 571.856209 = -28782.015074 nChanged 1 SP:Iteration 8Q (2014.240000 sec): 3 clusters Score: Raw -29354.411024 + Penalty 571.856209 = -28782.554816 nChanged 2 SP:Iteration 9Q (2014.240000 sec): 3 clusters Score: Raw -29355.179659 + Penalty 571.856209 = -28783.323450 nChanged 0 SP:Iteration 10F (2014.240000 sec): 3 clusters Score: Raw -29355.179659 + Penalty 571.856209 = -28783.323450 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.240000 sec): 2 clusters Score: Raw -5597.683448 + Penalty 219.688275 = -5377.995173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.240000 sec): 3 clusters Score: Raw -5593.150272 + Penalty 439.376550 = -5153.773722 nChanged 27 SP:Iteration 1F (2014.240000 sec): 3 clusters Score: Raw -5633.256327 + Penalty 439.376550 = -5193.879777 nChanged 4 SP:Iteration 2Q (2014.240000 sec): 3 clusters Score: Raw -5644.146986 + Penalty 439.376550 = -5204.770436 nChanged 1 SP:Iteration 3Q (2014.240000 sec): 3 clusters Score: Raw -5647.168723 + Penalty 439.376550 = -5207.792173 nChanged 0 SP:Iteration 4F (2014.240000 sec): 3 clusters Score: Raw -5647.168723 + Penalty 439.376550 = -5207.792173 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.270000 sec): 2 clusters Score: Raw -1063621.431432 + Penalty 442.672896 = -1063178.758536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.290000 sec): 3 clusters Score: Raw -1052825.068762 + Penalty 885.345792 = -1051939.722970 nChanged 7962 SP:Iteration 1F (2014.300000 sec): 3 clusters Score: Raw -1057378.693481 + Penalty 885.345792 = -1056493.347688 nChanged 715 SP:Iteration 2Q (2014.320000 sec): 3 clusters Score: Raw -1057636.433426 + Penalty 885.345792 = -1056751.087634 nChanged 798 SP:Iteration 3Q (2014.340000 sec): 3 clusters Score: Raw -1057985.538204 + Penalty 885.345792 = -1057100.192412 nChanged 902 SP:Iteration 4F (2014.360000 sec): 3 clusters Score: Raw -1058528.697918 + Penalty 885.345792 = -1057643.352126 nChanged 1118 SP:Iteration 5F (2014.370000 sec): 3 clusters Score: Raw -1059376.245576 + Penalty 885.345792 = -1058490.899784 nChanged 1178 SP:Iteration 6F (2014.390000 sec): 3 clusters Score: Raw -1060402.038717 + Penalty 885.345792 = -1059516.692925 nChanged 1072 SP:Iteration 7F (2014.410000 sec): 3 clusters Score: Raw -1061315.229142 + Penalty 885.345792 = -1060429.883350 nChanged 826 SP:Iteration 8Q (2014.420000 sec): 3 clusters Score: Raw -1062008.128886 + Penalty 885.345792 = -1061122.783094 nChanged 680 SP:Iteration 9Q (2014.440000 sec): 3 clusters Score: Raw -1062571.697140 + Penalty 885.345792 = -1061686.351348 nChanged 499 SP:Iteration 10Q (2014.450000 sec): 3 clusters Score: Raw -1062974.137561 + Penalty 885.345792 = -1062088.791769 nChanged 337 SP:Iteration 11Q (2014.470000 sec): 3 clusters Score: Raw -1063245.323493 + Penalty 885.345792 = -1062359.977701 nChanged 219 SP:Iteration 12Q (2014.480000 sec): 3 clusters Score: Raw -1063432.424124 + Penalty 885.345792 = -1062547.078331 nChanged 130 SP:Iteration 13Q (2014.490000 sec): 3 clusters Score: Raw -1063544.345221 + Penalty 885.345792 = -1062658.999429 nChanged 62 SP:Iteration 14Q (2014.510000 sec): 3 clusters Score: Raw -1063592.679531 + Penalty 885.345792 = -1062707.333739 nChanged 37 SP:Iteration 15Q (2014.520000 sec): 3 clusters Score: Raw -1063627.742572 + Penalty 885.345792 = -1062742.396780 nChanged 20 SP:Iteration 16Q (2014.530000 sec): 3 clusters Score: Raw -1063644.035519 + Penalty 885.345792 = -1062758.689726 nChanged 8 SP:Iteration 17Q (2014.540000 sec): 3 clusters Score: Raw -1063651.188093 + Penalty 885.345792 = -1062765.842301 nChanged 5 SP:Iteration 18Q (2014.560000 sec): 3 clusters Score: Raw -1063656.323351 + Penalty 885.345792 = -1062770.977559 nChanged 2 SP:Iteration 19Q (2014.570000 sec): 3 clusters Score: Raw -1063657.729210 + Penalty 885.345792 = -1062772.383418 nChanged 2 SP:Iteration 20F (2014.590000 sec): 3 clusters Score: Raw -1063659.058755 + Penalty 885.345792 = -1062773.712963 nChanged 1 SP:Iteration 21Q (2014.600000 sec): 3 clusters Score: Raw -1063660.091091 + Penalty 885.345792 = -1062774.745299 nChanged 1 SP:Iteration 22Q (2014.610000 sec): 3 clusters Score: Raw -1063661.012722 + Penalty 885.345792 = -1062775.666930 nChanged 0 SP:Iteration 23F (2014.630000 sec): 3 clusters Score: Raw -1063661.012722 + Penalty 885.345792 = -1062775.666930 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.660000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.680000 sec): 3 clusters Score: Raw -1393704.529570 + Penalty 912.415644 = -1392792.113926 nChanged 10829 SP:Iteration 1F (2014.710000 sec): 3 clusters Score: Raw -1400761.065726 + Penalty 912.415644 = -1399848.650082 nChanged 1434 SP:Iteration 2F (2014.730000 sec): 3 clusters Score: Raw -1401557.113854 + Penalty 912.415644 = -1400644.698210 nChanged 1519 SP:Iteration 3F (2014.760000 sec): 3 clusters Score: Raw -1402629.091965 + Penalty 912.415644 = -1401716.676321 nChanged 1557 SP:Iteration 4F (2014.780000 sec): 3 clusters Score: Raw -1404037.751425 + Penalty 912.415644 = -1403125.335781 nChanged 1339 SP:Iteration 5F (2014.800000 sec): 3 clusters Score: Raw -1405447.486934 + Penalty 912.415644 = -1404535.071290 nChanged 947 SP:Iteration 6Q (2014.820000 sec): 3 clusters Score: Raw -1406367.115772 + Penalty 912.415644 = -1405454.700128 nChanged 649 SP:Iteration 7Q (2014.840000 sec): 3 clusters Score: Raw -1406859.536130 + Penalty 912.415644 = -1405947.120486 nChanged 422 SP:Iteration 8Q (2014.870000 sec): 3 clusters Score: Raw -1407165.862107 + Penalty 912.415644 = -1406253.446463 nChanged 340 SP:Iteration 9Q (2014.890000 sec): 3 clusters Score: Raw -1407405.856301 + Penalty 912.415644 = -1406493.440657 nChanged 308 SP:Iteration 10Q (2014.900000 sec): 3 clusters Score: Raw -1407621.883078 + Penalty 912.415644 = -1406709.467434 nChanged 258 SP:Iteration 11Q (2014.920000 sec): 3 clusters Score: Raw -1407778.438405 + Penalty 912.415644 = -1406866.022761 nChanged 218 SP:Iteration 12Q (2014.940000 sec): 3 clusters Score: Raw -1407891.738415 + Penalty 912.415644 = -1406979.322771 nChanged 183 SP:Iteration 13Q (2014.960000 sec): 3 clusters Score: Raw -1407978.074941 + Penalty 912.415644 = -1407065.659297 nChanged 160 SP:Iteration 14Q (2014.980000 sec): 3 clusters Score: Raw -1408048.198887 + Penalty 912.415644 = -1407135.783243 nChanged 132 SP:Iteration 15Q (2015.000000 sec): 3 clusters Score: Raw -1408112.151757 + Penalty 912.415644 = -1407199.736113 nChanged 126 SP:Iteration 16Q (2015.020000 sec): 3 clusters Score: Raw -1408161.514832 + Penalty 912.415644 = -1407249.099188 nChanged 107 SP:Iteration 17Q (2015.040000 sec): 3 clusters Score: Raw -1408203.033080 + Penalty 912.415644 = -1407290.617436 nChanged 94 SP:Iteration 18Q (2015.060000 sec): 3 clusters Score: Raw -1408238.922675 + Penalty 912.415644 = -1407326.507031 nChanged 87 SP:Iteration 19Q (2015.080000 sec): 3 clusters Score: Raw -1408269.053244 + Penalty 912.415644 = -1407356.637600 nChanged 63 SP:Iteration 20F (2015.100000 sec): 3 clusters Score: Raw -1408291.630095 + Penalty 912.415644 = -1407379.214451 nChanged 64 SP:Iteration 21Q (2015.120000 sec): 3 clusters Score: Raw -1408314.266744 + Penalty 912.415644 = -1407401.851100 nChanged 49 SP:Iteration 22Q (2015.140000 sec): 3 clusters Score: Raw -1408329.205808 + Penalty 912.415644 = -1407416.790164 nChanged 42 SP:Iteration 23Q (2015.150000 sec): 3 clusters Score: Raw -1408341.657747 + Penalty 912.415644 = -1407429.242103 nChanged 35 SP:Iteration 24Q (2015.170000 sec): 3 clusters Score: Raw -1408350.075097 + Penalty 912.415644 = -1407437.659453 nChanged 24 SP:Iteration 25Q (2015.190000 sec): 3 clusters Score: Raw -1408354.259042 + Penalty 912.415644 = -1407441.843398 nChanged 22 SP:Iteration 26Q (2015.210000 sec): 3 clusters Score: Raw -1408361.842716 + Penalty 912.415644 = -1407449.427072 nChanged 25 SP:Iteration 27Q (2015.220000 sec): 3 clusters Score: Raw -1408368.814193 + Penalty 912.415644 = -1407456.398549 nChanged 24 SP:Iteration 28Q (2015.240000 sec): 3 clusters Score: Raw -1408374.027309 + Penalty 912.415644 = -1407461.611665 nChanged 14 SP:Iteration 29Q (2015.260000 sec): 3 clusters Score: Raw -1408376.863208 + Penalty 912.415644 = -1407464.447563 nChanged 15 SP:Iteration 30Q (2015.280000 sec): 3 clusters Score: Raw -1408380.963502 + Penalty 912.415644 = -1407468.547858 nChanged 12 SP:Iteration 31Q (2015.290000 sec): 3 clusters Score: Raw -1408383.974830 + Penalty 912.415644 = -1407471.559185 nChanged 6 SP:Iteration 32Q (2015.310000 sec): 3 clusters Score: Raw -1408385.028492 + Penalty 912.415644 = -1407472.612848 nChanged 9 SP:Iteration 33Q (2015.330000 sec): 3 clusters Score: Raw -1408387.255293 + Penalty 912.415644 = -1407474.839649 nChanged 8 SP:Iteration 34Q (2015.340000 sec): 3 clusters Score: Raw -1408388.978071 + Penalty 912.415644 = -1407476.562427 nChanged 11 SP:Iteration 35Q (2015.360000 sec): 3 clusters Score: Raw -1408391.010554 + Penalty 912.415644 = -1407478.594909 nChanged 10 SP:Iteration 36Q (2015.380000 sec): 3 clusters Score: Raw -1408392.559649 + Penalty 912.415644 = -1407480.144005 nChanged 8 SP:Iteration 37Q (2015.400000 sec): 3 clusters Score: Raw -1408393.620282 + Penalty 912.415644 = -1407481.204638 nChanged 3 SP:Iteration 38Q (2015.420000 sec): 3 clusters Score: Raw -1408393.861279 + Penalty 912.415644 = -1407481.445635 nChanged 2 SP:Iteration 39Q (2015.430000 sec): 3 clusters Score: Raw -1408394.129344 + Penalty 912.415644 = -1407481.713700 nChanged 3 SP:Iteration 40F (2015.460000 sec): 3 clusters Score: Raw -1408394.525588 + Penalty 912.415644 = -1407482.109944 nChanged 1 SP:Iteration 41Q (2015.470000 sec): 3 clusters Score: Raw -1408394.621457 + Penalty 912.415644 = -1407482.205812 nChanged 1 SP:Iteration 42Q (2015.490000 sec): 3 clusters Score: Raw -1408394.845439 + Penalty 912.415644 = -1407482.429795 nChanged 3 SP:Iteration 43Q (2015.500000 sec): 3 clusters Score: Raw -1408395.234559 + Penalty 912.415644 = -1407482.818915 nChanged 3 SP:Iteration 44Q (2015.520000 sec): 3 clusters Score: Raw -1408395.666474 + Penalty 912.415644 = -1407483.250830 nChanged 0 SP:Iteration 45F (2015.540000 sec): 3 clusters Score: Raw -1408395.666474 + Penalty 912.415644 = -1407483.250830 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.560000 sec): 2 clusters Score: Raw -11060.826038 + Penalty 240.845370 = -10819.980669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.560000 sec): 3 clusters Score: Raw -11005.202947 + Penalty 481.690739 = -10523.512208 nChanged 44 SP:Iteration 1F (2015.560000 sec): 3 clusters Score: Raw -11062.015399 + Penalty 481.690739 = -10580.324660 nChanged 11 SP:Iteration 2F (2015.560000 sec): 3 clusters Score: Raw -11083.861153 + Penalty 481.690739 = -10602.170414 nChanged 7 SP:Iteration 3Q (2015.560000 sec): 3 clusters Score: Raw -11091.055870 + Penalty 481.690739 = -10609.365131 nChanged 7 SP:Iteration 4Q (2015.560000 sec): 3 clusters Score: Raw -11101.414985 + Penalty 481.690739 = -10619.724245 nChanged 2 SP:Iteration 5Q (2015.560000 sec): 3 clusters Score: Raw -11102.235330 + Penalty 481.690739 = -10620.544590 nChanged 1 SP:Iteration 6Q (2015.560000 sec): 3 clusters Score: Raw -11103.490924 + Penalty 481.690739 = -10621.800185 nChanged 1 SP:Iteration 7Q (2015.560000 sec): 3 clusters Score: Raw -11104.006664 + Penalty 481.690739 = -10622.315925 nChanged 0 SP:Iteration 8F (2015.560000 sec): 3 clusters Score: Raw -11104.006664 + Penalty 481.690739 = -10622.315925 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.560000 sec): 2 clusters Score: Raw -192285.005619 + Penalty 365.766981 = -191919.238638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.570000 sec): 3 clusters Score: Raw -190505.236312 + Penalty 731.533963 = -189773.702349 nChanged 1360 SP:Iteration 1F (2015.570000 sec): 3 clusters Score: Raw -191155.416172 + Penalty 731.533963 = -190423.882209 nChanged 152 SP:Iteration 2Q (2015.570000 sec): 3 clusters Score: Raw -191211.282324 + Penalty 731.533963 = -190479.748361 nChanged 148 SP:Iteration 3Q (2015.580000 sec): 3 clusters Score: Raw -191265.729089 + Penalty 731.533963 = -190534.195126 nChanged 145 SP:Iteration 4Q (2015.580000 sec): 3 clusters Score: Raw -191318.489185 + Penalty 731.533963 = -190586.955222 nChanged 125 SP:Iteration 5Q (2015.580000 sec): 3 clusters Score: Raw -191362.575246 + Penalty 731.533963 = -190631.041283 nChanged 127 SP:Iteration 6Q (2015.580000 sec): 3 clusters Score: Raw -191408.979141 + Penalty 731.533963 = -190677.445178 nChanged 108 SP:Iteration 7Q (2015.590000 sec): 3 clusters Score: Raw -191449.239511 + Penalty 731.533963 = -190717.705548 nChanged 96 SP:Iteration 8Q (2015.590000 sec): 3 clusters Score: Raw -191494.273195 + Penalty 731.533963 = -190762.739232 nChanged 111 SP:Iteration 9Q (2015.600000 sec): 3 clusters Score: Raw -191545.071130 + Penalty 731.533963 = -190813.537167 nChanged 131 SP:Iteration 10Q (2015.600000 sec): 3 clusters Score: Raw -191619.456321 + Penalty 731.533963 = -190887.922358 nChanged 150 SP:Iteration 11Q (2015.600000 sec): 3 clusters Score: Raw -191716.862971 + Penalty 731.533963 = -190985.329008 nChanged 170 SP:Iteration 12F (2015.600000 sec): 3 clusters Score: Raw -191834.017814 + Penalty 731.533963 = -191102.483851 nChanged 149 SP:Iteration 13Q (2015.610000 sec): 3 clusters Score: Raw -191933.027391 + Penalty 731.533963 = -191201.493428 nChanged 121 SP:Iteration 14Q (2015.610000 sec): 3 clusters Score: Raw -192012.899486 + Penalty 731.533963 = -191281.365523 nChanged 104 SP:Iteration 15Q (2015.610000 sec): 3 clusters Score: Raw -192094.637079 + Penalty 731.533963 = -191363.103116 nChanged 91 SP:Iteration 16Q (2015.620000 sec): 3 clusters Score: Raw -192172.328145 + Penalty 731.533963 = -191440.794182 nChanged 56 SP:Iteration 17Q (2015.620000 sec): 3 clusters Score: Raw -192220.242741 + Penalty 731.533963 = -191488.708778 nChanged 46 SP:Iteration 18Q (2015.620000 sec): 3 clusters Score: Raw -192263.856183 + Penalty 731.533963 = -191532.322220 nChanged 26 SP:Iteration 19Q (2015.620000 sec): 3 clusters Score: Raw -192294.376416 + Penalty 731.533963 = -191562.842453 nChanged 8 SP:Iteration 20F (2015.630000 sec): 3 clusters Score: Raw -192299.796713 + Penalty 731.533963 = -191568.262750 nChanged 6 SP:Iteration 21Q (2015.630000 sec): 3 clusters Score: Raw -192307.834213 + Penalty 731.533963 = -191576.300250 nChanged 6 SP:Iteration 22Q (2015.630000 sec): 3 clusters Score: Raw -192314.818495 + Penalty 731.533963 = -191583.284532 nChanged 4 SP:Iteration 23Q (2015.630000 sec): 3 clusters Score: Raw -192318.869441 + Penalty 731.533963 = -191587.335478 nChanged 3 SP:Iteration 24Q (2015.640000 sec): 3 clusters Score: Raw -192324.393919 + Penalty 731.533963 = -191592.859956 nChanged 4 SP:Iteration 25Q (2015.640000 sec): 3 clusters Score: Raw -192333.956127 + Penalty 731.533963 = -191602.422164 nChanged 0 SP:Iteration 26F (2015.640000 sec): 3 clusters Score: Raw -192333.956127 + Penalty 731.533963 = -191602.422164 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.660000 sec): 2 clusters Score: Raw -523191.309151 + Penalty 415.261784 = -522776.047367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.660000 sec): 3 clusters Score: Raw -517381.837907 + Penalty 830.523569 = -516551.314338 nChanged 4394 SP:Iteration 1F (2015.680000 sec): 3 clusters Score: Raw -519874.868398 + Penalty 830.523569 = -519044.344829 nChanged 602 SP:Iteration 2F (2015.680000 sec): 3 clusters Score: Raw -520168.771837 + Penalty 830.523569 = -519338.248268 nChanged 644 SP:Iteration 3F (2015.690000 sec): 3 clusters Score: Raw -520569.726441 + Penalty 830.523569 = -519739.202873 nChanged 672 SP:Iteration 4F (2015.700000 sec): 3 clusters Score: Raw -521030.365384 + Penalty 830.523569 = -520199.841815 nChanged 665 SP:Iteration 5F (2015.710000 sec): 3 clusters Score: Raw -521538.486756 + Penalty 830.523569 = -520707.963188 nChanged 546 SP:Iteration 6F (2015.720000 sec): 3 clusters Score: Raw -522015.421690 + Penalty 830.523569 = -521184.898121 nChanged 396 SP:Iteration 7Q (2015.730000 sec): 3 clusters Score: Raw -522402.977893 + Penalty 830.523569 = -521572.454324 nChanged 279 SP:Iteration 8Q (2015.740000 sec): 3 clusters Score: Raw -522729.795347 + Penalty 830.523569 = -521899.271778 nChanged 179 SP:Iteration 9Q (2015.750000 sec): 3 clusters Score: Raw -522955.963879 + Penalty 830.523569 = -522125.440311 nChanged 88 SP:Iteration 10Q (2015.760000 sec): 3 clusters Score: Raw -523096.903625 + Penalty 830.523569 = -522266.380056 nChanged 73 SP:Iteration 11Q (2015.760000 sec): 3 clusters Score: Raw -523191.952656 + Penalty 830.523569 = -522361.429088 nChanged 56 SP:Iteration 12Q (2015.770000 sec): 3 clusters Score: Raw -523224.338068 + Penalty 830.523569 = -522393.814499 nChanged 22 SP:Iteration 13Q (2015.780000 sec): 3 clusters Score: Raw -523234.225270 + Penalty 830.523569 = -522403.701701 nChanged 14 SP:Iteration 14Q (2015.780000 sec): 3 clusters Score: Raw -523239.147416 + Penalty 830.523569 = -522408.623847 nChanged 16 SP:Iteration 15Q (2015.790000 sec): 3 clusters Score: Raw -523244.542901 + Penalty 830.523569 = -522414.019332 nChanged 12 SP:Iteration 16Q (2015.800000 sec): 3 clusters Score: Raw -523247.611660 + Penalty 830.523569 = -522417.088091 nChanged 8 SP:Iteration 17Q (2015.800000 sec): 3 clusters Score: Raw -523249.134495 + Penalty 830.523569 = -522418.610926 nChanged 4 SP:Iteration 18Q (2015.810000 sec): 3 clusters Score: Raw -523249.933607 + Penalty 830.523569 = -522419.410038 nChanged 2 SP:Iteration 19Q (2015.820000 sec): 3 clusters Score: Raw -523250.190607 + Penalty 830.523569 = -522419.667038 nChanged 0 SP:Iteration 20F (2015.830000 sec): 3 clusters Score: Raw -523250.190607 + Penalty 830.523569 = -522419.667038 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.830000 sec): 2 clusters Score: Raw -157294.212001 + Penalty 363.602054 = -156930.609948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.840000 sec): 3 clusters Score: Raw -155605.093012 + Penalty 727.204108 = -154877.888905 nChanged 1246 SP:Iteration 1F (2015.840000 sec): 3 clusters Score: Raw -156371.054632 + Penalty 727.204108 = -155643.850525 nChanged 199 SP:Iteration 2F (2015.840000 sec): 3 clusters Score: Raw -156486.288210 + Penalty 727.204108 = -155759.084102 nChanged 180 SP:Iteration 3F (2015.840000 sec): 3 clusters Score: Raw -156608.665088 + Penalty 727.204108 = -155881.460980 nChanged 194 SP:Iteration 4F (2015.850000 sec): 3 clusters Score: Raw -156750.715538 + Penalty 727.204108 = -156023.511430 nChanged 182 SP:Iteration 5F (2015.850000 sec): 3 clusters Score: Raw -156862.491189 + Penalty 727.204108 = -156135.287082 nChanged 142 SP:Iteration 6Q (2015.850000 sec): 3 clusters Score: Raw -156932.226165 + Penalty 727.204108 = -156205.022057 nChanged 99 SP:Iteration 7Q (2015.860000 sec): 3 clusters Score: Raw -156978.676114 + Penalty 727.204108 = -156251.472007 nChanged 69 SP:Iteration 8Q (2015.860000 sec): 3 clusters Score: Raw -156999.605564 + Penalty 727.204108 = -156272.401457 nChanged 44 SP:Iteration 9Q (2015.860000 sec): 3 clusters Score: Raw -157014.428368 + Penalty 727.204108 = -156287.224260 nChanged 36 SP:Iteration 10Q (2015.860000 sec): 3 clusters Score: Raw -157026.358974 + Penalty 727.204108 = -156299.154867 nChanged 32 SP:Iteration 11Q (2015.870000 sec): 3 clusters Score: Raw -157038.577749 + Penalty 727.204108 = -156311.373641 nChanged 34 SP:Iteration 12Q (2015.870000 sec): 3 clusters Score: Raw -157050.518959 + Penalty 727.204108 = -156323.314852 nChanged 32 SP:Iteration 13Q (2015.870000 sec): 3 clusters Score: Raw -157058.795291 + Penalty 727.204108 = -156331.591183 nChanged 24 SP:Iteration 14Q (2015.880000 sec): 3 clusters Score: Raw -157066.254285 + Penalty 727.204108 = -156339.050177 nChanged 25 SP:Iteration 15Q (2015.880000 sec): 3 clusters Score: Raw -157071.816023 + Penalty 727.204108 = -156344.611916 nChanged 23 SP:Iteration 16Q (2015.880000 sec): 3 clusters Score: Raw -157077.760982 + Penalty 727.204108 = -156350.556875 nChanged 28 SP:Iteration 17Q (2015.880000 sec): 3 clusters Score: Raw -157088.005123 + Penalty 727.204108 = -156360.801016 nChanged 21 SP:Iteration 18Q (2015.890000 sec): 3 clusters Score: Raw -157096.617534 + Penalty 727.204108 = -156369.413426 nChanged 23 SP:Iteration 19Q (2015.890000 sec): 3 clusters Score: Raw -157102.538951 + Penalty 727.204108 = -156375.334844 nChanged 16 SP:Iteration 20F (2015.890000 sec): 3 clusters Score: Raw -157106.224733 + Penalty 727.204108 = -156379.020625 nChanged 13 SP:Iteration 21Q (2015.900000 sec): 3 clusters Score: Raw -157108.008069 + Penalty 727.204108 = -156380.803961 nChanged 10 SP:Iteration 22Q (2015.900000 sec): 3 clusters Score: Raw -157109.446328 + Penalty 727.204108 = -156382.242220 nChanged 3 SP:Iteration 23Q (2015.900000 sec): 3 clusters Score: Raw -157109.646774 + Penalty 727.204108 = -156382.442666 nChanged 2 SP:Iteration 24Q (2015.900000 sec): 3 clusters Score: Raw -157109.828274 + Penalty 727.204108 = -156382.624166 nChanged 3 SP:Iteration 25Q (2015.910000 sec): 3 clusters Score: Raw -157110.065344 + Penalty 727.204108 = -156382.861236 nChanged 1 SP:Iteration 26Q (2015.910000 sec): 3 clusters Score: Raw -157110.189380 + Penalty 727.204108 = -156382.985273 nChanged 3 SP:Iteration 27Q (2015.910000 sec): 3 clusters Score: Raw -157110.415075 + Penalty 727.204108 = -156383.210968 nChanged 5 SP:Iteration 28Q (2015.920000 sec): 3 clusters Score: Raw -157111.469640 + Penalty 727.204108 = -156384.265532 nChanged 5 SP:Iteration 29Q (2015.920000 sec): 3 clusters Score: Raw -157112.098053 + Penalty 727.204108 = -156384.893946 nChanged 1 SP:Iteration 30Q (2015.920000 sec): 3 clusters Score: Raw -157112.201216 + Penalty 727.204108 = -156384.997109 nChanged 1 SP:Iteration 31Q (2015.920000 sec): 3 clusters Score: Raw -157112.285748 + Penalty 727.204108 = -156385.081640 nChanged 2 SP:Iteration 32Q (2015.930000 sec): 3 clusters Score: Raw -157112.487482 + Penalty 727.204108 = -156385.283374 nChanged 1 SP:Iteration 33Q (2015.930000 sec): 3 clusters Score: Raw -157112.695004 + Penalty 727.204108 = -156385.490896 nChanged 3 SP:Iteration 34Q (2015.930000 sec): 3 clusters Score: Raw -157112.901120 + Penalty 727.204108 = -156385.697012 nChanged 2 SP:Iteration 35Q (2015.940000 sec): 3 clusters Score: Raw -157113.002653 + Penalty 727.204108 = -156385.798545 nChanged 3 SP:Iteration 36Q (2015.940000 sec): 3 clusters Score: Raw -157113.334297 + Penalty 727.204108 = -156386.130189 nChanged 4 SP:Iteration 37Q (2015.940000 sec): 3 clusters Score: Raw -157114.176578 + Penalty 727.204108 = -156386.972471 nChanged 4 SP:Iteration 38Q (2015.940000 sec): 3 clusters Score: Raw -157114.658463 + Penalty 727.204108 = -156387.454355 nChanged 3 SP:Iteration 39Q (2015.950000 sec): 3 clusters Score: Raw -157114.888022 + Penalty 727.204108 = -156387.683914 nChanged 3 SP:Iteration 40F (2015.950000 sec): 3 clusters Score: Raw -157115.176692 + Penalty 727.204108 = -156387.972584 nChanged 4 SP:Iteration 41Q (2015.950000 sec): 3 clusters Score: Raw -157115.598909 + Penalty 727.204108 = -156388.394801 nChanged 2 SP:Iteration 42Q (2015.960000 sec): 3 clusters Score: Raw -157115.788881 + Penalty 727.204108 = -156388.584774 nChanged 3 SP:Iteration 43Q (2015.960000 sec): 3 clusters Score: Raw -157116.151468 + Penalty 727.204108 = -156388.947360 nChanged 5 SP:Iteration 44Q (2015.960000 sec): 3 clusters Score: Raw -157116.591217 + Penalty 727.204108 = -156389.387110 nChanged 8 SP:Iteration 45Q (2015.960000 sec): 3 clusters Score: Raw -157118.349486 + Penalty 727.204108 = -156391.145378 nChanged 7 SP:Iteration 46Q (2015.970000 sec): 3 clusters Score: Raw -157119.726191 + Penalty 727.204108 = -156392.522083 nChanged 10 SP:Iteration 47Q (2015.970000 sec): 3 clusters Score: Raw -157121.070906 + Penalty 727.204108 = -156393.866798 nChanged 9 SP:Iteration 48Q (2015.970000 sec): 3 clusters Score: Raw -157122.407330 + Penalty 727.204108 = -156395.203222 nChanged 12 SP:Iteration 49Q (2015.980000 sec): 3 clusters Score: Raw -157124.258432 + Penalty 727.204108 = -156397.054324 nChanged 9 SP:Iteration 50Q (2015.980000 sec): 3 clusters Score: Raw -157125.217312 + Penalty 727.204108 = -156398.013204 nChanged 10 SP:Iteration 51Q (2015.980000 sec): 3 clusters Score: Raw -157126.076407 + Penalty 727.204108 = -156398.872299 nChanged 4 SP:Iteration 52Q (2015.980000 sec): 3 clusters Score: Raw -157126.532122 + Penalty 727.204108 = -156399.328014 nChanged 6 SP:Iteration 53Q (2015.990000 sec): 3 clusters Score: Raw -157127.113847 + Penalty 727.204108 = -156399.909739 nChanged 4 SP:Iteration 54Q (2015.990000 sec): 3 clusters Score: Raw -157127.778881 + Penalty 727.204108 = -156400.574773 nChanged 1 SP:Iteration 55Q (2015.990000 sec): 3 clusters Score: Raw -157128.184479 + Penalty 727.204108 = -156400.980372 nChanged 3 SP:Iteration 56Q (2016.000000 sec): 3 clusters Score: Raw -157128.426882 + Penalty 727.204108 = -156401.222775 nChanged 2 SP:Iteration 57Q (2016.000000 sec): 3 clusters Score: Raw -157128.774175 + Penalty 727.204108 = -156401.570067 nChanged 3 SP:Iteration 58Q (2016.000000 sec): 3 clusters Score: Raw -157129.498350 + Penalty 727.204108 = -156402.294242 nChanged 4 SP:Iteration 59Q (2016.000000 sec): 3 clusters Score: Raw -157129.965449 + Penalty 727.204108 = -156402.761341 nChanged 2 SP:Iteration 60F (2016.010000 sec): 3 clusters Score: Raw -157130.197172 + Penalty 727.204108 = -156402.993064 nChanged 1 SP:Iteration 61Q (2016.010000 sec): 3 clusters Score: Raw -157130.351476 + Penalty 727.204108 = -156403.147368 nChanged 2 SP:Iteration 62Q (2016.010000 sec): 3 clusters Score: Raw -157130.514819 + Penalty 727.204108 = -156403.310711 nChanged 0 SP:Iteration 63F (2016.020000 sec): 3 clusters Score: Raw -157130.514819 + Penalty 727.204108 = -156403.310711 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.020000 sec): 2 clusters Score: Raw -25139.283572 + Penalty 279.852426 = -24859.431146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.020000 sec): 3 clusters Score: Raw -24924.867776 + Penalty 559.704852 = -24365.162924 nChanged 173 SP:Iteration 1F (2016.020000 sec): 3 clusters Score: Raw -25063.457333 + Penalty 559.704852 = -24503.752482 nChanged 44 SP:Iteration 2F (2016.020000 sec): 3 clusters Score: Raw -25110.332256 + Penalty 559.704852 = -24550.627404 nChanged 26 SP:Iteration 3F (2016.020000 sec): 3 clusters Score: Raw -25133.836376 + Penalty 559.704852 = -24574.131524 nChanged 20 SP:Iteration 4Q (2016.020000 sec): 3 clusters Score: Raw -25150.722862 + Penalty 559.704852 = -24591.018010 nChanged 21 SP:Iteration 5Q (2016.020000 sec): 3 clusters Score: Raw -25177.015634 + Penalty 559.704852 = -24617.310782 nChanged 15 SP:Iteration 6Q (2016.020000 sec): 3 clusters Score: Raw -25193.055920 + Penalty 559.704852 = -24633.351068 nChanged 19 SP:Iteration 7Q (2016.020000 sec): 3 clusters Score: Raw -25216.308437 + Penalty 559.704852 = -24656.603585 nChanged 10 SP:Iteration 8Q (2016.020000 sec): 3 clusters Score: Raw -25224.596874 + Penalty 559.704852 = -24664.892022 nChanged 8 SP:Iteration 9Q (2016.020000 sec): 3 clusters Score: Raw -25229.927778 + Penalty 559.704852 = -24670.222926 nChanged 4 SP:Iteration 10Q (2016.020000 sec): 3 clusters Score: Raw -25230.913570 + Penalty 559.704852 = -24671.208718 nChanged 1 SP:Iteration 11Q (2016.020000 sec): 3 clusters Score: Raw -25232.684809 + Penalty 559.704852 = -24672.979957 nChanged 1 SP:Iteration 12Q (2016.020000 sec): 3 clusters Score: Raw -25234.467804 + Penalty 559.704852 = -24674.762952 nChanged 2 SP:Iteration 13Q (2016.020000 sec): 3 clusters Score: Raw -25236.314467 + Penalty 559.704852 = -24676.609615 nChanged 3 SP:Iteration 14Q (2016.020000 sec): 3 clusters Score: Raw -25241.167170 + Penalty 559.704852 = -24681.462318 nChanged 2 SP:Iteration 15Q (2016.020000 sec): 3 clusters Score: Raw -25244.273202 + Penalty 559.704852 = -24684.568350 nChanged 4 SP:Iteration 16Q (2016.020000 sec): 3 clusters Score: Raw -25249.020316 + Penalty 559.704852 = -24689.315464 nChanged 3 SP:Iteration 17Q (2016.020000 sec): 3 clusters Score: Raw -25255.914782 + Penalty 559.704852 = -24696.209930 nChanged 5 SP:Iteration 18Q (2016.020000 sec): 3 clusters Score: Raw -25260.605354 + Penalty 559.704852 = -24700.900502 nChanged 3 SP:Iteration 19Q (2016.020000 sec): 3 clusters Score: Raw -25262.355014 + Penalty 559.704852 = -24702.650162 nChanged 2 SP:Iteration 20F (2016.020000 sec): 3 clusters Score: Raw -25264.980893 + Penalty 559.704852 = -24705.276041 nChanged 4 SP:Iteration 21Q (2016.020000 sec): 3 clusters Score: Raw -25269.575566 + Penalty 559.704852 = -24709.870714 nChanged 3 SP:Iteration 22Q (2016.020000 sec): 3 clusters Score: Raw -25271.834799 + Penalty 559.704852 = -24712.129947 nChanged 2 SP:Iteration 23Q (2016.020000 sec): 3 clusters Score: Raw -25272.791983 + Penalty 559.704852 = -24713.087131 nChanged 1 SP:Iteration 24Q (2016.020000 sec): 3 clusters Score: Raw -25272.997181 + Penalty 559.704852 = -24713.292329 nChanged 1 SP:Iteration 25Q (2016.020000 sec): 3 clusters Score: Raw -25273.503325 + Penalty 559.704852 = -24713.798473 nChanged 0 SP:Iteration 26F (2016.030000 sec): 3 clusters Score: Raw -25273.503325 + Penalty 559.704852 = -24713.798473 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.030000 sec): 2 clusters Score: Raw -104112.035594 + Penalty 343.483263 = -103768.552331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.030000 sec): 3 clusters Score: Raw -103101.979374 + Penalty 686.966527 = -102415.012848 nChanged 773 SP:Iteration 1F (2016.030000 sec): 3 clusters Score: Raw -103540.235408 + Penalty 686.966527 = -102853.268881 nChanged 123 SP:Iteration 2F (2016.040000 sec): 3 clusters Score: Raw -103590.073088 + Penalty 686.966527 = -102903.106561 nChanged 88 SP:Iteration 3Q (2016.040000 sec): 3 clusters Score: Raw -103637.933675 + Penalty 686.966527 = -102950.967149 nChanged 89 SP:Iteration 4Q (2016.040000 sec): 3 clusters Score: Raw -103683.376558 + Penalty 686.966527 = -102996.410031 nChanged 77 SP:Iteration 5Q (2016.040000 sec): 3 clusters Score: Raw -103730.159398 + Penalty 686.966527 = -103043.192871 nChanged 80 SP:Iteration 6Q (2016.040000 sec): 3 clusters Score: Raw -103772.768111 + Penalty 686.966527 = -103085.801584 nChanged 85 SP:Iteration 7Q (2016.040000 sec): 3 clusters Score: Raw -103827.824506 + Penalty 686.966527 = -103140.857979 nChanged 84 SP:Iteration 8Q (2016.050000 sec): 3 clusters Score: Raw -103873.928259 + Penalty 686.966527 = -103186.961733 nChanged 69 SP:Iteration 9Q (2016.050000 sec): 3 clusters Score: Raw -103907.394523 + Penalty 686.966527 = -103220.427997 nChanged 53 SP:Iteration 10Q (2016.050000 sec): 3 clusters Score: Raw -103935.439351 + Penalty 686.966527 = -103248.472824 nChanged 39 SP:Iteration 11Q (2016.050000 sec): 3 clusters Score: Raw -103951.122206 + Penalty 686.966527 = -103264.155679 nChanged 37 SP:Iteration 12Q (2016.060000 sec): 3 clusters Score: Raw -103968.564033 + Penalty 686.966527 = -103281.597506 nChanged 33 SP:Iteration 13Q (2016.060000 sec): 3 clusters Score: Raw -103984.767107 + Penalty 686.966527 = -103297.800580 nChanged 23 SP:Iteration 14Q (2016.060000 sec): 3 clusters Score: Raw -103997.004191 + Penalty 686.966527 = -103310.037664 nChanged 22 SP:Iteration 15Q (2016.060000 sec): 3 clusters Score: Raw -104008.028698 + Penalty 686.966527 = -103321.062172 nChanged 19 SP:Iteration 16Q (2016.060000 sec): 3 clusters Score: Raw -104015.981888 + Penalty 686.966527 = -103329.015361 nChanged 22 SP:Iteration 17Q (2016.060000 sec): 3 clusters Score: Raw -104023.874091 + Penalty 686.966527 = -103336.907564 nChanged 14 SP:Iteration 18Q (2016.060000 sec): 3 clusters Score: Raw -104027.488623 + Penalty 686.966527 = -103340.522096 nChanged 14 SP:Iteration 19Q (2016.070000 sec): 3 clusters Score: Raw -104030.683094 + Penalty 686.966527 = -103343.716568 nChanged 5 SP:Iteration 20F (2016.070000 sec): 3 clusters Score: Raw -104031.925155 + Penalty 686.966527 = -103344.958628 nChanged 8 SP:Iteration 21Q (2016.070000 sec): 3 clusters Score: Raw -104034.036000 + Penalty 686.966527 = -103347.069473 nChanged 5 SP:Iteration 22Q (2016.070000 sec): 3 clusters Score: Raw -104034.643408 + Penalty 686.966527 = -103347.676881 nChanged 4 SP:Iteration 23Q (2016.080000 sec): 3 clusters Score: Raw -104035.127973 + Penalty 686.966527 = -103348.161446 nChanged 4 SP:Iteration 24Q (2016.080000 sec): 3 clusters Score: Raw -104035.610825 + Penalty 686.966527 = -103348.644298 nChanged 3 SP:Iteration 25Q (2016.080000 sec): 3 clusters Score: Raw -104035.989775 + Penalty 686.966527 = -103349.023248 nChanged 5 SP:Iteration 26Q (2016.080000 sec): 3 clusters Score: Raw -104036.850932 + Penalty 686.966527 = -103349.884406 nChanged 5 SP:Iteration 27Q (2016.080000 sec): 3 clusters Score: Raw -104037.482135 + Penalty 686.966527 = -103350.515608 nChanged 3 SP:Iteration 28Q (2016.080000 sec): 3 clusters Score: Raw -104037.757254 + Penalty 686.966527 = -103350.790728 nChanged 2 SP:Iteration 29Q (2016.080000 sec): 3 clusters Score: Raw -104037.961583 + Penalty 686.966527 = -103350.995056 nChanged 2 SP:Iteration 30Q (2016.090000 sec): 3 clusters Score: Raw -104038.287963 + Penalty 686.966527 = -103351.321437 nChanged 2 SP:Iteration 31Q (2016.090000 sec): 3 clusters Score: Raw -104038.561069 + Penalty 686.966527 = -103351.594543 nChanged 7 SP:Iteration 32Q (2016.090000 sec): 3 clusters Score: Raw -104039.594945 + Penalty 686.966527 = -103352.628419 nChanged 7 SP:Iteration 33Q (2016.090000 sec): 3 clusters Score: Raw -104041.261173 + Penalty 686.966527 = -103354.294646 nChanged 5 SP:Iteration 34Q (2016.100000 sec): 3 clusters Score: Raw -104042.654287 + Penalty 686.966527 = -103355.687761 nChanged 3 SP:Iteration 35Q (2016.100000 sec): 3 clusters Score: Raw -104043.048102 + Penalty 686.966527 = -103356.081576 nChanged 4 SP:Iteration 36Q (2016.100000 sec): 3 clusters Score: Raw -104043.534077 + Penalty 686.966527 = -103356.567550 nChanged 2 SP:Iteration 37Q (2016.100000 sec): 3 clusters Score: Raw -104043.643814 + Penalty 686.966527 = -103356.677288 nChanged 3 SP:Iteration 38Q (2016.100000 sec): 3 clusters Score: Raw -104044.100303 + Penalty 686.966527 = -103357.133777 nChanged 1 SP:Iteration 39Q (2016.100000 sec): 3 clusters Score: Raw -104044.423525 + Penalty 686.966527 = -103357.456998 nChanged 3 SP:Iteration 40F (2016.100000 sec): 3 clusters Score: Raw -104044.999502 + Penalty 686.966527 = -103358.032976 nChanged 3 SP:Iteration 41Q (2016.110000 sec): 3 clusters Score: Raw -104046.452828 + Penalty 686.966527 = -103359.486301 nChanged 3 SP:Iteration 42Q (2016.110000 sec): 3 clusters Score: Raw -104046.973385 + Penalty 686.966527 = -103360.006859 nChanged 5 SP:Iteration 43Q (2016.110000 sec): 3 clusters Score: Raw -104048.332120 + Penalty 686.966527 = -103361.365594 nChanged 6 SP:Iteration 44Q (2016.110000 sec): 3 clusters Score: Raw -104049.723844 + Penalty 686.966527 = -103362.757317 nChanged 4 SP:Iteration 45Q (2016.120000 sec): 3 clusters Score: Raw -104050.276887 + Penalty 686.966527 = -103363.310360 nChanged 0 SP:Iteration 46F (2016.120000 sec): 3 clusters Score: Raw -104050.276887 + Penalty 686.966527 = -103363.310360 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.120000 sec): 2 clusters Score: Raw -3557.257807 + Penalty 208.616020 = -3348.641787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.120000 sec): 3 clusters Score: Raw -3589.644556 + Penalty 417.232041 = -3172.412515 nChanged 26 SP:Iteration 1F (2016.120000 sec): 3 clusters Score: Raw -3655.560938 + Penalty 417.232041 = -3238.328898 nChanged 4 SP:Iteration 2Q (2016.120000 sec): 3 clusters Score: Raw -3682.767399 + Penalty 417.232041 = -3265.535358 nChanged 3 SP:Iteration 3Q (2016.120000 sec): 3 clusters Score: Raw -3690.593416 + Penalty 417.232041 = -3273.361376 nChanged 2 SP:Iteration 4Q (2016.120000 sec): 3 clusters Score: Raw -3709.611135 + Penalty 417.232041 = -3292.379094 nChanged 2 SP:Iteration 5Q (2016.120000 sec): 3 clusters Score: Raw -3726.543659 + Penalty 417.232041 = -3309.311619 nChanged 1 SP:Iteration 6Q (2016.120000 sec): 3 clusters Score: Raw -3728.398884 + Penalty 417.232041 = -3311.166843 nChanged 0 SP:Iteration 7F (2016.120000 sec): 3 clusters Score: Raw -3728.398884 + Penalty 417.232041 = -3311.166843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.120000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.120000 sec): 3 clusters Score: Raw -10571.195253 + Penalty 471.542303 = -10099.652950 nChanged 56 SP:Iteration 1F (2016.120000 sec): 3 clusters Score: Raw -10627.335359 + Penalty 471.542303 = -10155.793056 nChanged 12 SP:Iteration 2F (2016.120000 sec): 3 clusters Score: Raw -10645.200306 + Penalty 471.542303 = -10173.658003 nChanged 4 SP:Iteration 3Q (2016.120000 sec): 3 clusters Score: Raw -10651.577498 + Penalty 471.542303 = -10180.035195 nChanged 4 SP:Iteration 4Q (2016.120000 sec): 3 clusters Score: Raw -10658.724110 + Penalty 471.542303 = -10187.181807 nChanged 2 SP:Iteration 5Q (2016.120000 sec): 3 clusters Score: Raw -10662.117499 + Penalty 471.542303 = -10190.575196 nChanged 1 SP:Iteration 6Q (2016.120000 sec): 3 clusters Score: Raw -10663.859591 + Penalty 471.542303 = -10192.317288 nChanged 3 SP:Iteration 7Q (2016.120000 sec): 3 clusters Score: Raw -10666.866862 + Penalty 471.542303 = -10195.324559 nChanged 0 SP:Iteration 8F (2016.120000 sec): 3 clusters Score: Raw -10666.866862 + Penalty 471.542303 = -10195.324559 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.120000 sec): 2 clusters Score: Raw -7311.347942 + Penalty 221.821478 = -7089.526464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.120000 sec): 3 clusters Score: Raw -7296.603293 + Penalty 443.642956 = -6852.960336 nChanged 28 SP:Iteration 1F (2016.120000 sec): 3 clusters Score: Raw -7336.637781 + Penalty 443.642956 = -6892.994825 nChanged 5 SP:Iteration 2Q (2016.120000 sec): 3 clusters Score: Raw -7348.885870 + Penalty 443.642956 = -6905.242913 nChanged 1 SP:Iteration 3Q (2016.120000 sec): 3 clusters Score: Raw -7349.768059 + Penalty 443.642956 = -6906.125103 nChanged 1 SP:Iteration 4Q (2016.120000 sec): 3 clusters Score: Raw -7350.708838 + Penalty 443.642956 = -6907.065882 nChanged 0 SP:Iteration 5F (2016.120000 sec): 3 clusters Score: Raw -7350.708838 + Penalty 443.642956 = -6907.065882 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.130000 sec): 2 clusters Score: Raw -87354.821407 + Penalty 334.942582 = -87019.878825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.130000 sec): 3 clusters Score: Raw -86491.870938 + Penalty 669.885164 = -85821.985774 nChanged 693 SP:Iteration 1F (2016.130000 sec): 3 clusters Score: Raw -86870.683917 + Penalty 669.885164 = -86200.798753 nChanged 112 SP:Iteration 2F (2016.130000 sec): 3 clusters Score: Raw -86922.719340 + Penalty 669.885164 = -86252.834176 nChanged 67 SP:Iteration 3Q (2016.130000 sec): 3 clusters Score: Raw -86950.030680 + Penalty 669.885164 = -86280.145516 nChanged 49 SP:Iteration 4Q (2016.140000 sec): 3 clusters Score: Raw -86973.403941 + Penalty 669.885164 = -86303.518776 nChanged 54 SP:Iteration 5Q (2016.140000 sec): 3 clusters Score: Raw -87002.850395 + Penalty 669.885164 = -86332.965231 nChanged 59 SP:Iteration 6Q (2016.140000 sec): 3 clusters Score: Raw -87035.644040 + Penalty 669.885164 = -86365.758876 nChanged 52 SP:Iteration 7Q (2016.140000 sec): 3 clusters Score: Raw -87070.372738 + Penalty 669.885164 = -86400.487574 nChanged 59 SP:Iteration 8Q (2016.140000 sec): 3 clusters Score: Raw -87114.302571 + Penalty 669.885164 = -86444.417406 nChanged 54 SP:Iteration 9Q (2016.140000 sec): 3 clusters Score: Raw -87150.030582 + Penalty 669.885164 = -86480.145418 nChanged 40 SP:Iteration 10Q (2016.140000 sec): 3 clusters Score: Raw -87171.124044 + Penalty 669.885164 = -86501.238880 nChanged 29 SP:Iteration 11Q (2016.140000 sec): 3 clusters Score: Raw -87179.619817 + Penalty 669.885164 = -86509.734653 nChanged 18 SP:Iteration 12Q (2016.150000 sec): 3 clusters Score: Raw -87186.604643 + Penalty 669.885164 = -86516.719479 nChanged 13 SP:Iteration 13Q (2016.150000 sec): 3 clusters Score: Raw -87189.991630 + Penalty 669.885164 = -86520.106466 nChanged 10 SP:Iteration 14Q (2016.150000 sec): 3 clusters Score: Raw -87192.827121 + Penalty 669.885164 = -86522.941957 nChanged 9 SP:Iteration 15Q (2016.150000 sec): 3 clusters Score: Raw -87195.271203 + Penalty 669.885164 = -86525.386039 nChanged 7 SP:Iteration 16Q (2016.150000 sec): 3 clusters Score: Raw -87197.741966 + Penalty 669.885164 = -86527.856802 nChanged 7 SP:Iteration 17Q (2016.160000 sec): 3 clusters Score: Raw -87200.467771 + Penalty 669.885164 = -86530.582607 nChanged 6 SP:Iteration 18Q (2016.160000 sec): 3 clusters Score: Raw -87203.588137 + Penalty 669.885164 = -86533.702973 nChanged 9 SP:Iteration 19Q (2016.160000 sec): 3 clusters Score: Raw -87208.837288 + Penalty 669.885164 = -86538.952124 nChanged 8 SP:Iteration 20F (2016.160000 sec): 3 clusters Score: Raw -87211.293807 + Penalty 669.885164 = -86541.408643 nChanged 8 SP:Iteration 21Q (2016.160000 sec): 3 clusters Score: Raw -87213.626931 + Penalty 669.885164 = -86543.741767 nChanged 10 SP:Iteration 22Q (2016.160000 sec): 3 clusters Score: Raw -87216.543609 + Penalty 669.885164 = -86546.658445 nChanged 8 SP:Iteration 23Q (2016.160000 sec): 3 clusters Score: Raw -87221.144190 + Penalty 669.885164 = -86551.259026 nChanged 10 SP:Iteration 24Q (2016.160000 sec): 3 clusters Score: Raw -87223.876595 + Penalty 669.885164 = -86553.991430 nChanged 6 SP:Iteration 25Q (2016.170000 sec): 3 clusters Score: Raw -87224.907474 + Penalty 669.885164 = -86555.022310 nChanged 5 SP:Iteration 26Q (2016.170000 sec): 3 clusters Score: Raw -87226.738490 + Penalty 669.885164 = -86556.853326 nChanged 10 SP:Iteration 27Q (2016.170000 sec): 3 clusters Score: Raw -87229.822900 + Penalty 669.885164 = -86559.937736 nChanged 10 SP:Iteration 28Q (2016.170000 sec): 3 clusters Score: Raw -87232.279274 + Penalty 669.885164 = -86562.394110 nChanged 7 SP:Iteration 29Q (2016.170000 sec): 3 clusters Score: Raw -87235.351656 + Penalty 669.885164 = -86565.466492 nChanged 9 SP:Iteration 30Q (2016.170000 sec): 3 clusters Score: Raw -87237.001909 + Penalty 669.885164 = -86567.116745 nChanged 3 SP:Iteration 31Q (2016.180000 sec): 3 clusters Score: Raw -87237.614902 + Penalty 669.885164 = -86567.729738 nChanged 8 SP:Iteration 32Q (2016.180000 sec): 3 clusters Score: Raw -87240.697793 + Penalty 669.885164 = -86570.812629 nChanged 9 SP:Iteration 33Q (2016.180000 sec): 3 clusters Score: Raw -87243.807526 + Penalty 669.885164 = -86573.922362 nChanged 7 SP:Iteration 34Q (2016.180000 sec): 3 clusters Score: Raw -87246.284829 + Penalty 669.885164 = -86576.399665 nChanged 9 SP:Iteration 35Q (2016.180000 sec): 3 clusters Score: Raw -87249.226117 + Penalty 669.885164 = -86579.340953 nChanged 9 SP:Iteration 36Q (2016.180000 sec): 3 clusters Score: Raw -87252.983617 + Penalty 669.885164 = -86583.098453 nChanged 12 SP:Iteration 37Q (2016.180000 sec): 3 clusters Score: Raw -87256.617449 + Penalty 669.885164 = -86586.732285 nChanged 10 SP:Iteration 38Q (2016.180000 sec): 3 clusters Score: Raw -87259.054579 + Penalty 669.885164 = -86589.169415 nChanged 8 SP:Iteration 39Q (2016.190000 sec): 3 clusters Score: Raw -87261.525720 + Penalty 669.885164 = -86591.640556 nChanged 6 SP:Iteration 40F (2016.190000 sec): 3 clusters Score: Raw -87263.681561 + Penalty 669.885164 = -86593.796397 nChanged 9 SP:Iteration 41Q (2016.190000 sec): 3 clusters Score: Raw -87266.139383 + Penalty 669.885164 = -86596.254219 nChanged 5 SP:Iteration 42Q (2016.190000 sec): 3 clusters Score: Raw -87267.332144 + Penalty 669.885164 = -86597.446980 nChanged 8 SP:Iteration 43Q (2016.190000 sec): 3 clusters Score: Raw -87270.126969 + Penalty 669.885164 = -86600.241805 nChanged 8 SP:Iteration 44Q (2016.200000 sec): 3 clusters Score: Raw -87272.601715 + Penalty 669.885164 = -86602.716551 nChanged 8 SP:Iteration 45Q (2016.200000 sec): 3 clusters Score: Raw -87275.676295 + Penalty 669.885164 = -86605.791131 nChanged 11 SP:Iteration 46Q (2016.200000 sec): 3 clusters Score: Raw -87279.554503 + Penalty 669.885164 = -86609.669339 nChanged 17 SP:Iteration 47Q (2016.200000 sec): 3 clusters Score: Raw -87287.766621 + Penalty 669.885164 = -86617.881457 nChanged 14 SP:Iteration 48Q (2016.200000 sec): 3 clusters Score: Raw -87292.644789 + Penalty 669.885164 = -86622.759625 nChanged 9 SP:Iteration 49Q (2016.200000 sec): 3 clusters Score: Raw -87296.899743 + Penalty 669.885164 = -86627.014579 nChanged 14 SP:Iteration 50Q (2016.200000 sec): 3 clusters Score: Raw -87304.209302 + Penalty 669.885164 = -86634.324138 nChanged 12 SP:Iteration 51Q (2016.200000 sec): 3 clusters Score: Raw -87312.693508 + Penalty 669.885164 = -86642.808344 nChanged 7 SP:Iteration 52Q (2016.200000 sec): 3 clusters Score: Raw -87316.088528 + Penalty 669.885164 = -86646.203363 nChanged 5 SP:Iteration 53Q (2016.210000 sec): 3 clusters Score: Raw -87317.890371 + Penalty 669.885164 = -86648.005207 nChanged 7 SP:Iteration 54Q (2016.210000 sec): 3 clusters Score: Raw -87321.682212 + Penalty 669.885164 = -86651.797048 nChanged 10 SP:Iteration 55Q (2016.210000 sec): 3 clusters Score: Raw -87327.339949 + Penalty 669.885164 = -86657.454785 nChanged 14 SP:Iteration 56Q (2016.210000 sec): 3 clusters Score: Raw -87335.241188 + Penalty 669.885164 = -86665.356024 nChanged 15 SP:Iteration 57Q (2016.210000 sec): 3 clusters Score: Raw -87343.496154 + Penalty 669.885164 = -86673.610990 nChanged 11 SP:Iteration 58Q (2016.220000 sec): 3 clusters Score: Raw -87348.491136 + Penalty 669.885164 = -86678.605972 nChanged 10 SP:Iteration 59Q (2016.220000 sec): 3 clusters Score: Raw -87351.942394 + Penalty 669.885164 = -86682.057230 nChanged 4 SP:Iteration 60F (2016.220000 sec): 3 clusters Score: Raw -87354.118246 + Penalty 669.885164 = -86684.233082 nChanged 7 SP:Iteration 61Q (2016.220000 sec): 3 clusters Score: Raw -87361.224530 + Penalty 669.885164 = -86691.339366 nChanged 11 SP:Iteration 62Q (2016.220000 sec): 3 clusters Score: Raw -87369.973085 + Penalty 669.885164 = -86700.087921 nChanged 9 SP:Iteration 63Q (2016.220000 sec): 3 clusters Score: Raw -87376.357639 + Penalty 669.885164 = -86706.472475 nChanged 5 SP:Iteration 64Q (2016.220000 sec): 3 clusters Score: Raw -87379.705052 + Penalty 669.885164 = -86709.819888 nChanged 6 SP:Iteration 65Q (2016.220000 sec): 3 clusters Score: Raw -87383.054621 + Penalty 669.885164 = -86713.169457 nChanged 6 SP:Iteration 66Q (2016.220000 sec): 3 clusters Score: Raw -87385.191005 + Penalty 669.885164 = -86715.305840 nChanged 4 SP:Iteration 67Q (2016.230000 sec): 3 clusters Score: Raw -87387.072081 + Penalty 669.885164 = -86717.186917 nChanged 2 SP:Iteration 68Q (2016.230000 sec): 3 clusters Score: Raw -87387.801518 + Penalty 669.885164 = -86717.916354 nChanged 2 SP:Iteration 69Q (2016.230000 sec): 3 clusters Score: Raw -87388.223145 + Penalty 669.885164 = -86718.337981 nChanged 1 SP:Iteration 70Q (2016.230000 sec): 3 clusters Score: Raw -87388.486576 + Penalty 669.885164 = -86718.601412 nChanged 2 SP:Iteration 71Q (2016.230000 sec): 3 clusters Score: Raw -87389.169824 + Penalty 669.885164 = -86719.284660 nChanged 2 SP:Iteration 72Q (2016.230000 sec): 3 clusters Score: Raw -87389.869477 + Penalty 669.885164 = -86719.984313 nChanged 3 SP:Iteration 73Q (2016.240000 sec): 3 clusters Score: Raw -87390.799172 + Penalty 669.885164 = -86720.914008 nChanged 1 SP:Iteration 74Q (2016.240000 sec): 3 clusters Score: Raw -87391.453218 + Penalty 669.885164 = -86721.568054 nChanged 2 SP:Iteration 75Q (2016.240000 sec): 3 clusters Score: Raw -87391.913605 + Penalty 669.885164 = -86722.028440 nChanged 1 SP:Iteration 76Q (2016.240000 sec): 3 clusters Score: Raw -87393.571266 + Penalty 669.885164 = -86723.686102 nChanged 1 SP:Iteration 77Q (2016.240000 sec): 3 clusters Score: Raw -87393.817450 + Penalty 669.885164 = -86723.932286 nChanged 0 SP:Iteration 78F (2016.240000 sec): 3 clusters Score: Raw -87393.817450 + Penalty 669.885164 = -86723.932286 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.430000 sec): 2 clusters Score: Raw -6498761.438930 + Penalty 528.685171 = -6498232.753759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.580000 sec): 3 clusters Score: Raw -6423866.717945 + Penalty 1057.370341 = -6422809.347604 nChanged 54551 SP:Iteration 1F (2016.720000 sec): 3 clusters Score: Raw -6457424.688589 + Penalty 1057.370341 = -6456367.318248 nChanged 4771 SP:Iteration 2Q (2016.870000 sec): 3 clusters Score: Raw -6459555.553928 + Penalty 1057.370341 = -6458498.183587 nChanged 5790 SP:Iteration 3F (2017.010000 sec): 3 clusters Score: Raw -6463140.215496 + Penalty 1057.370341 = -6462082.845155 nChanged 6573 SP:Iteration 4F (2017.140000 sec): 3 clusters Score: Raw -6468177.281324 + Penalty 1057.370341 = -6467119.910983 nChanged 7230 SP:Iteration 5F (2017.280000 sec): 3 clusters Score: Raw -6474128.702128 + Penalty 1057.370341 = -6473071.331787 nChanged 6695 SP:Iteration 6F (2017.410000 sec): 3 clusters Score: Raw -6478734.873854 + Penalty 1057.370341 = -6477677.503512 nChanged 4944 SP:Iteration 7Q (2017.560000 sec): 3 clusters Score: Raw -6480979.069045 + Penalty 1057.370341 = -6479921.698704 nChanged 3250 SP:Iteration 8Q (2017.710000 sec): 3 clusters Score: Raw -6481957.992652 + Penalty 1057.370341 = -6480900.622311 nChanged 2262 SP:Iteration 9Q (2017.850000 sec): 3 clusters Score: Raw -6482541.529200 + Penalty 1057.370341 = -6481484.158859 nChanged 1919 SP:Iteration 10Q (2018.000000 sec): 3 clusters Score: Raw -6483062.828108 + Penalty 1057.370341 = -6482005.457766 nChanged 1996 SP:Iteration 11Q (2018.140000 sec): 3 clusters Score: Raw -6483653.300986 + Penalty 1057.370341 = -6482595.930645 nChanged 2212 SP:Iteration 12Q (2018.280000 sec): 3 clusters Score: Raw -6484384.187511 + Penalty 1057.370341 = -6483326.817170 nChanged 2328 SP:Iteration 13Q (2018.420000 sec): 3 clusters Score: Raw -6485210.094893 + Penalty 1057.370341 = -6484152.724552 nChanged 2311 SP:Iteration 14Q (2018.550000 sec): 3 clusters Score: Raw -6486087.632253 + Penalty 1057.370341 = -6485030.261912 nChanged 2392 SP:Iteration 15Q (2018.680000 sec): 3 clusters Score: Raw -6487074.164371 + Penalty 1057.370341 = -6486016.794030 nChanged 2385 SP:Iteration 16Q (2018.820000 sec): 3 clusters Score: Raw -6488117.667049 + Penalty 1057.370341 = -6487060.296708 nChanged 2384 SP:Iteration 17Q (2018.950000 sec): 3 clusters Score: Raw -6489260.791862 + Penalty 1057.370341 = -6488203.421521 nChanged 2385 SP:Iteration 18Q (2019.070000 sec): 3 clusters Score: Raw -6490490.448862 + Penalty 1057.370341 = -6489433.078521 nChanged 2286 SP:Iteration 19Q (2019.200000 sec): 3 clusters Score: Raw -6491784.307055 + Penalty 1057.370341 = -6490726.936714 nChanged 2168 SP:Iteration 20F (2019.330000 sec): 3 clusters Score: Raw -6493114.521621 + Penalty 1057.370341 = -6492057.151280 nChanged 2013 SP:Iteration 21Q (2019.450000 sec): 3 clusters Score: Raw -6494426.690531 + Penalty 1057.370341 = -6493369.320189 nChanged 1727 SP:Iteration 22Q (2019.570000 sec): 3 clusters Score: Raw -6495602.660303 + Penalty 1057.370341 = -6494545.289962 nChanged 1457 SP:Iteration 23Q (2019.690000 sec): 3 clusters Score: Raw -6496636.865284 + Penalty 1057.370341 = -6495579.494943 nChanged 1144 SP:Iteration 24Q (2019.810000 sec): 3 clusters Score: Raw -6497464.833685 + Penalty 1057.370341 = -6496407.463343 nChanged 791 SP:Iteration 25Q (2019.920000 sec): 3 clusters Score: Raw -6498036.761571 + Penalty 1057.370341 = -6496979.391230 nChanged 508 SP:Iteration 26Q (2020.030000 sec): 3 clusters Score: Raw -6498390.005348 + Penalty 1057.370341 = -6497332.635007 nChanged 297 SP:Iteration 27Q (2020.150000 sec): 3 clusters Score: Raw -6498607.464269 + Penalty 1057.370341 = -6497550.093928 nChanged 159 SP:Iteration 28Q (2020.260000 sec): 3 clusters Score: Raw -6498725.249634 + Penalty 1057.370341 = -6497667.879293 nChanged 89 SP:Iteration 29Q (2020.370000 sec): 3 clusters Score: Raw -6498793.983098 + Penalty 1057.370341 = -6497736.612757 nChanged 46 SP:Iteration 30Q (2020.480000 sec): 3 clusters Score: Raw -6498840.410778 + Penalty 1057.370341 = -6497783.040437 nChanged 20 SP:Iteration 31Q (2020.590000 sec): 3 clusters Score: Raw -6498854.652926 + Penalty 1057.370341 = -6497797.282585 nChanged 18 SP:Iteration 32Q (2020.710000 sec): 3 clusters Score: Raw -6498871.419994 + Penalty 1057.370341 = -6497814.049653 nChanged 10 SP:Iteration 33Q (2020.810000 sec): 3 clusters Score: Raw -6498878.018332 + Penalty 1057.370341 = -6497820.647991 nChanged 6 SP:Iteration 34Q (2020.920000 sec): 3 clusters Score: Raw -6498881.946071 + Penalty 1057.370341 = -6497824.575730 nChanged 4 SP:Iteration 35Q (2021.030000 sec): 3 clusters Score: Raw -6498884.046796 + Penalty 1057.370341 = -6497826.676455 nChanged 5 SP:Iteration 36Q (2021.130000 sec): 3 clusters Score: Raw -6498885.715178 + Penalty 1057.370341 = -6497828.344837 nChanged 3 SP:Iteration 37Q (2021.240000 sec): 3 clusters Score: Raw -6498886.801651 + Penalty 1057.370341 = -6497829.431310 nChanged 0 SP:Iteration 38F (2021.370000 sec): 3 clusters Score: Raw -6498886.801651 + Penalty 1057.370341 = -6497829.431310 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.420000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.420000 sec): 3 clusters Score: Raw -12255.894705 + Penalty 489.989051 = -11765.905654 nChanged 68 SP:Iteration 1F (2021.420000 sec): 3 clusters Score: Raw -12313.076643 + Penalty 489.989051 = -11823.087593 nChanged 16 SP:Iteration 2F (2021.420000 sec): 3 clusters Score: Raw -12330.926883 + Penalty 489.989051 = -11840.937832 nChanged 7 SP:Iteration 3Q (2021.420000 sec): 3 clusters Score: Raw -12335.959741 + Penalty 489.989051 = -11845.970690 nChanged 3 SP:Iteration 4Q (2021.420000 sec): 3 clusters Score: Raw -12337.104295 + Penalty 489.989051 = -11847.115245 nChanged 1 SP:Iteration 5Q (2021.420000 sec): 3 clusters Score: Raw -12337.470390 + Penalty 489.989051 = -11847.481339 nChanged 0 SP:Iteration 6F (2021.430000 sec): 3 clusters Score: Raw -12337.470390 + Penalty 489.989051 = -11847.481339 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.430000 sec): 2 clusters Score: Raw -147234.522932 + Penalty 358.593790 = -146875.929142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.430000 sec): 3 clusters Score: Raw -145773.363120 + Penalty 717.187580 = -145056.175539 nChanged 1131 SP:Iteration 1F (2021.430000 sec): 3 clusters Score: Raw -146318.786409 + Penalty 717.187580 = -145601.598828 nChanged 193 SP:Iteration 2F (2021.440000 sec): 3 clusters Score: Raw -146402.620363 + Penalty 717.187580 = -145685.432782 nChanged 171 SP:Iteration 3F (2021.440000 sec): 3 clusters Score: Raw -146487.339346 + Penalty 717.187580 = -145770.151766 nChanged 143 SP:Iteration 4F (2021.440000 sec): 3 clusters Score: Raw -146558.743864 + Penalty 717.187580 = -145841.556284 nChanged 130 SP:Iteration 5Q (2021.450000 sec): 3 clusters Score: Raw -146630.572852 + Penalty 717.187580 = -145913.385272 nChanged 120 SP:Iteration 6Q (2021.450000 sec): 3 clusters Score: Raw -146695.233024 + Penalty 717.187580 = -145978.045443 nChanged 124 SP:Iteration 7Q (2021.450000 sec): 3 clusters Score: Raw -146767.659114 + Penalty 717.187580 = -146050.471534 nChanged 118 SP:Iteration 8Q (2021.450000 sec): 3 clusters Score: Raw -146846.431444 + Penalty 717.187580 = -146129.243863 nChanged 105 SP:Iteration 9Q (2021.450000 sec): 3 clusters Score: Raw -146914.503377 + Penalty 717.187580 = -146197.315797 nChanged 101 SP:Iteration 10Q (2021.460000 sec): 3 clusters Score: Raw -146993.809345 + Penalty 717.187580 = -146276.621764 nChanged 109 SP:Iteration 11Q (2021.460000 sec): 3 clusters Score: Raw -147083.256423 + Penalty 717.187580 = -146366.068843 nChanged 70 SP:Iteration 12Q (2021.460000 sec): 3 clusters Score: Raw -147142.490788 + Penalty 717.187580 = -146425.303207 nChanged 64 SP:Iteration 13Q (2021.470000 sec): 3 clusters Score: Raw -147197.947122 + Penalty 717.187580 = -146480.759542 nChanged 32 SP:Iteration 14Q (2021.470000 sec): 3 clusters Score: Raw -147235.368657 + Penalty 717.187580 = -146518.181076 nChanged 13 SP:Iteration 15Q (2021.470000 sec): 3 clusters Score: Raw -147250.938206 + Penalty 717.187580 = -146533.750626 nChanged 6 SP:Iteration 16Q (2021.470000 sec): 3 clusters Score: Raw -147254.642604 + Penalty 717.187580 = -146537.455024 nChanged 4 SP:Iteration 17Q (2021.470000 sec): 3 clusters Score: Raw -147258.110945 + Penalty 717.187580 = -146540.923364 nChanged 4 SP:Iteration 18Q (2021.480000 sec): 3 clusters Score: Raw -147264.936726 + Penalty 717.187580 = -146547.749146 nChanged 4 SP:Iteration 19Q (2021.480000 sec): 3 clusters Score: Raw -147269.983247 + Penalty 717.187580 = -146552.795666 nChanged 2 SP:Iteration 20F (2021.480000 sec): 3 clusters Score: Raw -147272.444004 + Penalty 717.187580 = -146555.256423 nChanged 1 SP:Iteration 21Q (2021.480000 sec): 3 clusters Score: Raw -147273.691111 + Penalty 717.187580 = -146556.503531 nChanged 1 SP:Iteration 22Q (2021.490000 sec): 3 clusters Score: Raw -147277.048490 + Penalty 717.187580 = -146559.860910 nChanged 1 SP:Iteration 23Q (2021.490000 sec): 3 clusters Score: Raw -147279.432992 + Penalty 717.187580 = -146562.245412 nChanged 2 SP:Iteration 24Q (2021.490000 sec): 3 clusters Score: Raw -147280.451116 + Penalty 717.187580 = -146563.263535 nChanged 0 SP:Iteration 25F (2021.490000 sec): 3 clusters Score: Raw -147280.451116 + Penalty 717.187580 = -146563.263535 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.490000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.490000 sec): 3 clusters Score: Raw -10428.624340 + Penalty 474.559154 = -9954.065186 nChanged 41 SP:Iteration 1F (2021.490000 sec): 3 clusters Score: Raw -10492.026162 + Penalty 474.559154 = -10017.467008 nChanged 18 SP:Iteration 2F (2021.500000 sec): 3 clusters Score: Raw -10539.494170 + Penalty 474.559154 = -10064.935016 nChanged 14 SP:Iteration 3F (2021.500000 sec): 3 clusters Score: Raw -10562.287575 + Penalty 474.559154 = -10087.728421 nChanged 3 SP:Iteration 4Q (2021.500000 sec): 3 clusters Score: Raw -10565.152790 + Penalty 474.559154 = -10090.593636 nChanged 0 SP:Iteration 5F (2021.500000 sec): 3 clusters Score: Raw -10565.152790 + Penalty 474.559154 = -10090.593636 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.500000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.500000 sec): 3 clusters Score: Raw -5738.443856 + Penalty 427.743713 = -5310.700143 nChanged 23 SP:Iteration 1F (2021.500000 sec): 3 clusters Score: Raw -5778.690914 + Penalty 427.743713 = -5350.947201 nChanged 6 SP:Iteration 2F (2021.500000 sec): 3 clusters Score: Raw -5790.278782 + Penalty 427.743713 = -5362.535069 nChanged 4 SP:Iteration 3Q (2021.500000 sec): 3 clusters Score: Raw -5800.029772 + Penalty 427.743713 = -5372.286058 nChanged 3 SP:Iteration 4Q (2021.500000 sec): 3 clusters Score: Raw -5810.084357 + Penalty 427.743713 = -5382.340643 nChanged 2 SP:Iteration 5Q (2021.500000 sec): 3 clusters Score: Raw -5815.968614 + Penalty 427.743713 = -5388.224900 nChanged 1 SP:Iteration 6Q (2021.500000 sec): 3 clusters Score: Raw -5820.733478 + Penalty 427.743713 = -5392.989764 nChanged 0 SP:Iteration 7F (2021.500000 sec): 3 clusters Score: Raw -5820.733478 + Penalty 427.743713 = -5392.989764 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.500000 sec): 2 clusters Score: Raw -28738.850436 + Penalty 283.217409 = -28455.633027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.500000 sec): 3 clusters Score: Raw -28529.402810 + Penalty 566.434817 = -27962.967993 nChanged 166 SP:Iteration 1F (2021.500000 sec): 3 clusters Score: Raw -28655.077390 + Penalty 566.434817 = -28088.642573 nChanged 44 SP:Iteration 2F (2021.500000 sec): 3 clusters Score: Raw -28711.008002 + Penalty 566.434817 = -28144.573185 nChanged 30 SP:Iteration 3F (2021.500000 sec): 3 clusters Score: Raw -28737.933730 + Penalty 566.434817 = -28171.498913 nChanged 18 SP:Iteration 4Q (2021.500000 sec): 3 clusters Score: Raw -28759.963468 + Penalty 566.434817 = -28193.528651 nChanged 23 SP:Iteration 5Q (2021.500000 sec): 3 clusters Score: Raw -28800.595561 + Penalty 566.434817 = -28234.160744 nChanged 18 SP:Iteration 6Q (2021.510000 sec): 3 clusters Score: Raw -28826.180479 + Penalty 566.434817 = -28259.745662 nChanged 14 SP:Iteration 7Q (2021.510000 sec): 3 clusters Score: Raw -28839.368387 + Penalty 566.434817 = -28272.933570 nChanged 7 SP:Iteration 8Q (2021.510000 sec): 3 clusters Score: Raw -28843.553712 + Penalty 566.434817 = -28277.118895 nChanged 4 SP:Iteration 9Q (2021.510000 sec): 3 clusters Score: Raw -28846.360066 + Penalty 566.434817 = -28279.925249 nChanged 1 SP:Iteration 10Q (2021.510000 sec): 3 clusters Score: Raw -28846.572728 + Penalty 566.434817 = -28280.137911 nChanged 0 SP:Iteration 11F (2021.510000 sec): 3 clusters Score: Raw -28846.572728 + Penalty 566.434817 = -28280.137911 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.510000 sec): 2 clusters Score: Raw -3629.002186 + Penalty 193.951934 = -3435.050251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.510000 sec): 3 clusters Score: Raw -3663.112386 + Penalty 387.903869 = -3275.208517 nChanged 12 SP:Iteration 1F (2021.510000 sec): 3 clusters Score: Raw -3687.475680 + Penalty 387.903869 = -3299.571811 nChanged 3 SP:Iteration 2Q (2021.510000 sec): 3 clusters Score: Raw -3691.342634 + Penalty 387.903869 = -3303.438765 nChanged 1 SP:Iteration 3Q (2021.510000 sec): 3 clusters Score: Raw -3693.316143 + Penalty 387.903869 = -3305.412274 nChanged 0 SP:Iteration 4F (2021.510000 sec): 3 clusters Score: Raw -3693.316143 + Penalty 387.903869 = -3305.412274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.510000 sec): 2 clusters Score: Raw -9307.304010 + Penalty 229.768448 = -9077.535562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.510000 sec): 3 clusters Score: Raw -9271.468724 + Penalty 459.536897 = -8811.931828 nChanged 27 SP:Iteration 1F (2021.510000 sec): 3 clusters Score: Raw -9306.077511 + Penalty 459.536897 = -8846.540615 nChanged 9 SP:Iteration 2F (2021.510000 sec): 3 clusters Score: Raw -9315.719264 + Penalty 459.536897 = -8856.182367 nChanged 2 SP:Iteration 3Q (2021.510000 sec): 3 clusters Score: Raw -9318.777946 + Penalty 459.536897 = -8859.241049 nChanged 1 SP:Iteration 4Q (2021.510000 sec): 3 clusters Score: Raw -9319.088433 + Penalty 459.536897 = -8859.551536 nChanged 0 SP:Iteration 5F (2021.510000 sec): 3 clusters Score: Raw -9319.088433 + Penalty 459.536897 = -8859.551536 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.510000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.510000 sec): 3 clusters Score: Raw -19345.588449 + Penalty 526.328092 = -18819.260358 nChanged 105 SP:Iteration 1F (2021.510000 sec): 3 clusters Score: Raw -19408.693989 + Penalty 526.328092 = -18882.365897 nChanged 29 SP:Iteration 2F (2021.510000 sec): 3 clusters Score: Raw -19432.403182 + Penalty 526.328092 = -18906.075090 nChanged 17 SP:Iteration 3F (2021.510000 sec): 3 clusters Score: Raw -19454.899811 + Penalty 526.328092 = -18928.571719 nChanged 11 SP:Iteration 4Q (2021.510000 sec): 3 clusters Score: Raw -19461.813553 + Penalty 526.328092 = -18935.485462 nChanged 5 SP:Iteration 5Q (2021.510000 sec): 3 clusters Score: Raw -19466.359837 + Penalty 526.328092 = -18940.031745 nChanged 8 SP:Iteration 6Q (2021.510000 sec): 3 clusters Score: Raw -19472.696783 + Penalty 526.328092 = -18946.368691 nChanged 6 SP:Iteration 7Q (2021.510000 sec): 3 clusters Score: Raw -19478.205697 + Penalty 526.328092 = -18951.877606 nChanged 6 SP:Iteration 8Q (2021.510000 sec): 3 clusters Score: Raw -19487.160514 + Penalty 526.328092 = -18960.832422 nChanged 3 SP:Iteration 9Q (2021.510000 sec): 3 clusters Score: Raw -19490.919335 + Penalty 526.328092 = -18964.591244 nChanged 5 SP:Iteration 10Q (2021.510000 sec): 3 clusters Score: Raw -19496.351055 + Penalty 526.328092 = -18970.022963 nChanged 4 SP:Iteration 11Q (2021.510000 sec): 3 clusters Score: Raw -19497.839273 + Penalty 526.328092 = -18971.511181 nChanged 2 SP:Iteration 12Q (2021.510000 sec): 3 clusters Score: Raw -19501.430904 + Penalty 526.328092 = -18975.102812 nChanged 4 SP:Iteration 13Q (2021.520000 sec): 3 clusters Score: Raw -19512.958034 + Penalty 526.328092 = -18986.629943 nChanged 11 SP:Iteration 14Q (2021.520000 sec): 3 clusters Score: Raw -19526.243038 + Penalty 526.328092 = -18999.914946 nChanged 8 SP:Iteration 15Q (2021.520000 sec): 3 clusters Score: Raw -19532.150901 + Penalty 526.328092 = -19005.822810 nChanged 3 SP:Iteration 16Q (2021.520000 sec): 3 clusters Score: Raw -19533.828641 + Penalty 526.328092 = -19007.500549 nChanged 2 SP:Iteration 17Q (2021.520000 sec): 3 clusters Score: Raw -19535.487099 + Penalty 526.328092 = -19009.159008 nChanged 3 SP:Iteration 18Q (2021.520000 sec): 3 clusters Score: Raw -19540.463974 + Penalty 526.328092 = -19014.135882 nChanged 3 SP:Iteration 19Q (2021.520000 sec): 3 clusters Score: Raw -19545.656050 + Penalty 526.328092 = -19019.327958 nChanged 3 SP:Iteration 20F (2021.520000 sec): 3 clusters Score: Raw -19546.969260 + Penalty 526.328092 = -19020.641168 nChanged 1 SP:Iteration 21Q (2021.520000 sec): 3 clusters Score: Raw -19547.357921 + Penalty 526.328092 = -19021.029829 nChanged 2 SP:Iteration 22Q (2021.520000 sec): 3 clusters Score: Raw -19547.986698 + Penalty 526.328092 = -19021.658607 nChanged 2 SP:Iteration 23Q (2021.520000 sec): 3 clusters Score: Raw -19549.435846 + Penalty 526.328092 = -19023.107754 nChanged 3 SP:Iteration 24Q (2021.520000 sec): 3 clusters Score: Raw -19550.729954 + Penalty 526.328092 = -19024.401862 nChanged 2 SP:Iteration 25Q (2021.520000 sec): 3 clusters Score: Raw -19551.374662 + Penalty 526.328092 = -19025.046570 nChanged 0 SP:Iteration 26F (2021.520000 sec): 3 clusters Score: Raw -19551.374662 + Penalty 526.328092 = -19025.046570 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.520000 sec): 2 clusters Score: Raw -5279.816781 + Penalty 213.871857 = -5065.944924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.520000 sec): 3 clusters Score: Raw -5288.193015 + Penalty 427.743713 = -4860.449301 nChanged 16 SP:Iteration 1F (2021.520000 sec): 3 clusters Score: Raw -5311.177075 + Penalty 427.743713 = -4883.433362 nChanged 4 SP:Iteration 2Q (2021.520000 sec): 3 clusters Score: Raw -5326.487700 + Penalty 427.743713 = -4898.743987 nChanged 2 SP:Iteration 3Q (2021.520000 sec): 3 clusters Score: Raw -5328.714062 + Penalty 427.743713 = -4900.970349 nChanged 0 SP:Iteration 4F (2021.520000 sec): 3 clusters Score: Raw -5328.714062 + Penalty 427.743713 = -4900.970349 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.520000 sec): 2 clusters Score: Raw -12287.736526 + Penalty 245.202764 = -12042.533763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.520000 sec): 3 clusters Score: Raw -12238.125771 + Penalty 490.405527 = -11747.720244 nChanged 62 SP:Iteration 1F (2021.520000 sec): 3 clusters Score: Raw -12319.451808 + Penalty 490.405527 = -11829.046280 nChanged 22 SP:Iteration 2F (2021.530000 sec): 3 clusters Score: Raw -12372.223306 + Penalty 490.405527 = -11881.817779 nChanged 15 SP:Iteration 3F (2021.530000 sec): 3 clusters Score: Raw -12394.017101 + Penalty 490.405527 = -11903.611574 nChanged 11 SP:Iteration 4F (2021.530000 sec): 3 clusters Score: Raw -12409.482345 + Penalty 490.405527 = -11919.076818 nChanged 9 SP:Iteration 5Q (2021.530000 sec): 3 clusters Score: Raw -12424.269129 + Penalty 490.405527 = -11933.863602 nChanged 4 SP:Iteration 6Q (2021.530000 sec): 3 clusters Score: Raw -12427.594664 + Penalty 490.405527 = -11937.189137 nChanged 2 SP:Iteration 7Q (2021.530000 sec): 3 clusters Score: Raw -12429.127765 + Penalty 490.405527 = -11938.722237 nChanged 3 SP:Iteration 8Q (2021.530000 sec): 3 clusters Score: Raw -12431.732759 + Penalty 490.405527 = -11941.327232 nChanged 2 SP:Iteration 9Q (2021.530000 sec): 3 clusters Score: Raw -12436.221384 + Penalty 490.405527 = -11945.815856 nChanged 2 SP:Iteration 10Q (2021.530000 sec): 3 clusters Score: Raw -12440.897113 + Penalty 490.405527 = -11950.491586 nChanged 1 SP:Iteration 11Q (2021.530000 sec): 3 clusters Score: Raw -12441.880706 + Penalty 490.405527 = -11951.475179 nChanged 0 SP:Iteration 12F (2021.530000 sec): 3 clusters Score: Raw -12441.880706 + Penalty 490.405527 = -11951.475179 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.530000 sec): 2 clusters Score: Raw -39471.613483 + Penalty 302.233149 = -39169.380333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.530000 sec): 3 clusters Score: Raw -39124.012450 + Penalty 604.466299 = -38519.546151 nChanged 291 SP:Iteration 1F (2021.530000 sec): 3 clusters Score: Raw -39355.638832 + Penalty 604.466299 = -38751.172533 nChanged 82 SP:Iteration 2F (2021.530000 sec): 3 clusters Score: Raw -39443.651455 + Penalty 604.466299 = -38839.185156 nChanged 44 SP:Iteration 3F (2021.530000 sec): 3 clusters Score: Raw -39483.530288 + Penalty 604.466299 = -38879.063989 nChanged 31 SP:Iteration 4Q (2021.530000 sec): 3 clusters Score: Raw -39509.292347 + Penalty 604.466299 = -38904.826048 nChanged 28 SP:Iteration 5Q (2021.530000 sec): 3 clusters Score: Raw -39543.943325 + Penalty 604.466299 = -38939.477026 nChanged 31 SP:Iteration 6Q (2021.530000 sec): 3 clusters Score: Raw -39578.200396 + Penalty 604.466299 = -38973.734097 nChanged 15 SP:Iteration 7Q (2021.530000 sec): 3 clusters Score: Raw -39594.864716 + Penalty 604.466299 = -38990.398417 nChanged 13 SP:Iteration 8Q (2021.530000 sec): 3 clusters Score: Raw -39607.306630 + Penalty 604.466299 = -39002.840331 nChanged 8 SP:Iteration 9Q (2021.540000 sec): 3 clusters Score: Raw -39613.701224 + Penalty 604.466299 = -39009.234925 nChanged 7 SP:Iteration 10Q (2021.540000 sec): 3 clusters Score: Raw -39618.638240 + Penalty 604.466299 = -39014.171942 nChanged 4 SP:Iteration 11Q (2021.540000 sec): 3 clusters Score: Raw -39620.902223 + Penalty 604.466299 = -39016.435924 nChanged 4 SP:Iteration 12Q (2021.540000 sec): 3 clusters Score: Raw -39623.380084 + Penalty 604.466299 = -39018.913785 nChanged 2 SP:Iteration 13Q (2021.540000 sec): 3 clusters Score: Raw -39624.024634 + Penalty 604.466299 = -39019.558335 nChanged 1 SP:Iteration 14Q (2021.540000 sec): 3 clusters Score: Raw -39624.116466 + Penalty 604.466299 = -39019.650167 nChanged 0 SP:Iteration 15F (2021.540000 sec): 3 clusters Score: Raw -39624.116466 + Penalty 604.466299 = -39019.650167 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.540000 sec): 2 clusters Score: Raw -26458.676389 + Penalty 278.373423 = -26180.302967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.540000 sec): 3 clusters Score: Raw -26285.769148 + Penalty 556.746845 = -25729.022303 nChanged 165 SP:Iteration 1F (2021.540000 sec): 3 clusters Score: Raw -26421.473047 + Penalty 556.746845 = -25864.726202 nChanged 37 SP:Iteration 2F (2021.540000 sec): 3 clusters Score: Raw -26458.539618 + Penalty 556.746845 = -25901.792773 nChanged 24 SP:Iteration 3F (2021.540000 sec): 3 clusters Score: Raw -26477.484769 + Penalty 556.746845 = -25920.737924 nChanged 14 SP:Iteration 4Q (2021.550000 sec): 3 clusters Score: Raw -26485.813535 + Penalty 556.746845 = -25929.066690 nChanged 12 SP:Iteration 5Q (2021.550000 sec): 3 clusters Score: Raw -26493.787466 + Penalty 556.746845 = -25937.040621 nChanged 10 SP:Iteration 6Q (2021.550000 sec): 3 clusters Score: Raw -26499.184367 + Penalty 556.746845 = -25942.437521 nChanged 10 SP:Iteration 7Q (2021.550000 sec): 3 clusters Score: Raw -26504.548998 + Penalty 556.746845 = -25947.802153 nChanged 7 SP:Iteration 8Q (2021.550000 sec): 3 clusters Score: Raw -26510.903923 + Penalty 556.746845 = -25954.157078 nChanged 5 SP:Iteration 9Q (2021.550000 sec): 3 clusters Score: Raw -26513.431378 + Penalty 556.746845 = -25956.684533 nChanged 4 SP:Iteration 10Q (2021.550000 sec): 3 clusters Score: Raw -26515.362784 + Penalty 556.746845 = -25958.615939 nChanged 1 SP:Iteration 11Q (2021.550000 sec): 3 clusters Score: Raw -26516.025984 + Penalty 556.746845 = -25959.279139 nChanged 3 SP:Iteration 12Q (2021.550000 sec): 3 clusters Score: Raw -26518.065885 + Penalty 556.746845 = -25961.319040 nChanged 4 SP:Iteration 13Q (2021.550000 sec): 3 clusters Score: Raw -26519.187759 + Penalty 556.746845 = -25962.440914 nChanged 2 SP:Iteration 14Q (2021.550000 sec): 3 clusters Score: Raw -26519.781317 + Penalty 556.746845 = -25963.034472 nChanged 0 SP:Iteration 15F (2021.550000 sec): 3 clusters Score: Raw -26519.781317 + Penalty 556.746845 = -25963.034472 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.550000 sec): 2 clusters Score: Raw -52841.004369 + Penalty 314.211774 = -52526.792595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.550000 sec): 3 clusters Score: Raw -52355.225913 + Penalty 628.423548 = -51726.802365 nChanged 399 SP:Iteration 1F (2021.550000 sec): 3 clusters Score: Raw -52579.489493 + Penalty 628.423548 = -51951.065945 nChanged 78 SP:Iteration 2F (2021.550000 sec): 3 clusters Score: Raw -52645.371932 + Penalty 628.423548 = -52016.948384 nChanged 65 SP:Iteration 3F (2021.550000 sec): 3 clusters Score: Raw -52688.901808 + Penalty 628.423548 = -52060.478260 nChanged 40 SP:Iteration 4Q (2021.560000 sec): 3 clusters Score: Raw -52714.085403 + Penalty 628.423548 = -52085.661855 nChanged 36 SP:Iteration 5Q (2021.560000 sec): 3 clusters Score: Raw -52735.894114 + Penalty 628.423548 = -52107.470566 nChanged 31 SP:Iteration 6Q (2021.560000 sec): 3 clusters Score: Raw -52747.598730 + Penalty 628.423548 = -52119.175182 nChanged 15 SP:Iteration 7Q (2021.560000 sec): 3 clusters Score: Raw -52755.437006 + Penalty 628.423548 = -52127.013458 nChanged 13 SP:Iteration 8Q (2021.560000 sec): 3 clusters Score: Raw -52761.422757 + Penalty 628.423548 = -52132.999209 nChanged 11 SP:Iteration 9Q (2021.560000 sec): 3 clusters Score: Raw -52764.346299 + Penalty 628.423548 = -52135.922751 nChanged 5 SP:Iteration 10Q (2021.560000 sec): 3 clusters Score: Raw -52765.627126 + Penalty 628.423548 = -52137.203578 nChanged 4 SP:Iteration 11Q (2021.560000 sec): 3 clusters Score: Raw -52767.151466 + Penalty 628.423548 = -52138.727918 nChanged 5 SP:Iteration 12Q (2021.570000 sec): 3 clusters Score: Raw -52768.818504 + Penalty 628.423548 = -52140.394956 nChanged 4 SP:Iteration 13Q (2021.570000 sec): 3 clusters Score: Raw -52769.557401 + Penalty 628.423548 = -52141.133853 nChanged 4 SP:Iteration 14Q (2021.570000 sec): 3 clusters Score: Raw -52770.661404 + Penalty 628.423548 = -52142.237856 nChanged 5 SP:Iteration 15Q (2021.570000 sec): 3 clusters Score: Raw -52772.945846 + Penalty 628.423548 = -52144.522297 nChanged 5 SP:Iteration 16Q (2021.570000 sec): 3 clusters Score: Raw -52775.199577 + Penalty 628.423548 = -52146.776029 nChanged 5 SP:Iteration 17Q (2021.570000 sec): 3 clusters Score: Raw -52778.992269 + Penalty 628.423548 = -52150.568721 nChanged 8 SP:Iteration 18Q (2021.570000 sec): 3 clusters Score: Raw -52784.572839 + Penalty 628.423548 = -52156.149291 nChanged 7 SP:Iteration 19Q (2021.570000 sec): 3 clusters Score: Raw -52785.729948 + Penalty 628.423548 = -52157.306400 nChanged 2 SP:Iteration 20F (2021.570000 sec): 3 clusters Score: Raw -52786.558809 + Penalty 628.423548 = -52158.135261 nChanged 1 SP:Iteration 21Q (2021.570000 sec): 3 clusters Score: Raw -52788.126199 + Penalty 628.423548 = -52159.702651 nChanged 5 SP:Iteration 22Q (2021.570000 sec): 3 clusters Score: Raw -52789.973572 + Penalty 628.423548 = -52161.550024 nChanged 3 SP:Iteration 23Q (2021.570000 sec): 3 clusters Score: Raw -52790.778752 + Penalty 628.423548 = -52162.355203 nChanged 2 SP:Iteration 24Q (2021.580000 sec): 3 clusters Score: Raw -52791.604819 + Penalty 628.423548 = -52163.181270 nChanged 5 SP:Iteration 25Q (2021.580000 sec): 3 clusters Score: Raw -52793.145513 + Penalty 628.423548 = -52164.721965 nChanged 1 SP:Iteration 26Q (2021.580000 sec): 3 clusters Score: Raw -52793.293725 + Penalty 628.423548 = -52164.870177 nChanged 1 SP:Iteration 27Q (2021.580000 sec): 3 clusters Score: Raw -52793.595230 + Penalty 628.423548 = -52165.171682 nChanged 2 SP:Iteration 28Q (2021.580000 sec): 3 clusters Score: Raw -52793.953464 + Penalty 628.423548 = -52165.529916 nChanged 1 SP:Iteration 29Q (2021.580000 sec): 3 clusters Score: Raw -52794.234552 + Penalty 628.423548 = -52165.811004 nChanged 0 SP:Iteration 30F (2021.580000 sec): 3 clusters Score: Raw -52794.234552 + Penalty 628.423548 = -52165.811004 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.580000 sec): 2 clusters Score: Raw -8587.952096 + Penalty 230.059184 = -8357.892911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.580000 sec): 3 clusters Score: Raw -8568.527714 + Penalty 460.118368 = -8108.409345 nChanged 42 SP:Iteration 1F (2021.580000 sec): 3 clusters Score: Raw -8633.199156 + Penalty 460.118368 = -8173.080787 nChanged 6 SP:Iteration 2Q (2021.590000 sec): 3 clusters Score: Raw -8654.530927 + Penalty 460.118368 = -8194.412559 nChanged 5 SP:Iteration 3Q (2021.590000 sec): 3 clusters Score: Raw -8668.950515 + Penalty 460.118368 = -8208.832147 nChanged 5 SP:Iteration 4Q (2021.590000 sec): 3 clusters Score: Raw -8681.233770 + Penalty 460.118368 = -8221.115402 nChanged 2 SP:Iteration 5Q (2021.590000 sec): 3 clusters Score: Raw -8686.490431 + Penalty 460.118368 = -8226.372063 nChanged 1 SP:Iteration 6Q (2021.590000 sec): 3 clusters Score: Raw -8690.235839 + Penalty 460.118368 = -8230.117471 nChanged 1 SP:Iteration 7Q (2021.590000 sec): 3 clusters Score: Raw -8691.334055 + Penalty 460.118368 = -8231.215687 nChanged 0 SP:Iteration 8F (2021.590000 sec): 3 clusters Score: Raw -8691.334055 + Penalty 460.118368 = -8231.215687 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 2 clusters Score: Raw -9094.771693 + Penalty 226.754101 = -8868.017592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 3 clusters Score: Raw -9078.889378 + Penalty 453.508203 = -8625.381176 nChanged 33 SP:Iteration 1F (2021.590000 sec): 3 clusters Score: Raw -9131.558569 + Penalty 453.508203 = -8678.050367 nChanged 2 SP:Iteration 2Q (2021.590000 sec): 3 clusters Score: Raw -9133.912739 + Penalty 453.508203 = -8680.404536 nChanged 1 SP:Iteration 3Q (2021.590000 sec): 3 clusters Score: Raw -9134.335715 + Penalty 453.508203 = -8680.827513 nChanged 0 SP:Iteration 4F (2021.590000 sec): 3 clusters Score: Raw -9134.335715 + Penalty 453.508203 = -8680.827513 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 3 clusters Score: Raw -17902.315460 + Penalty 524.632390 = -17377.683070 nChanged 109 SP:Iteration 1F (2021.590000 sec): 3 clusters Score: Raw -18012.982537 + Penalty 524.632390 = -17488.350146 nChanged 31 SP:Iteration 2F (2021.590000 sec): 3 clusters Score: Raw -18044.911701 + Penalty 524.632390 = -17520.279311 nChanged 14 SP:Iteration 3Q (2021.590000 sec): 3 clusters Score: Raw -18064.673109 + Penalty 524.632390 = -17540.040719 nChanged 13 SP:Iteration 4Q (2021.590000 sec): 3 clusters Score: Raw -18076.387400 + Penalty 524.632390 = -17551.755010 nChanged 10 SP:Iteration 5Q (2021.590000 sec): 3 clusters Score: Raw -18090.075959 + Penalty 524.632390 = -17565.443569 nChanged 11 SP:Iteration 6Q (2021.590000 sec): 3 clusters Score: Raw -18107.304585 + Penalty 524.632390 = -17582.672194 nChanged 4 SP:Iteration 7Q (2021.590000 sec): 3 clusters Score: Raw -18113.901046 + Penalty 524.632390 = -17589.268655 nChanged 4 SP:Iteration 8Q (2021.590000 sec): 3 clusters Score: Raw -18117.547081 + Penalty 524.632390 = -17592.914691 nChanged 5 SP:Iteration 9Q (2021.590000 sec): 3 clusters Score: Raw -18121.066044 + Penalty 524.632390 = -17596.433653 nChanged 1 SP:Iteration 10Q (2021.590000 sec): 3 clusters Score: Raw -18121.611370 + Penalty 524.632390 = -17596.978979 nChanged 0 SP:Iteration 11F (2021.590000 sec): 3 clusters Score: Raw -18121.611370 + Penalty 524.632390 = -17596.978979 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 3 clusters Score: Raw -6071.941643 + Penalty 437.165915 = -5634.775728 nChanged 25 SP:Iteration 1F (2021.590000 sec): 3 clusters Score: Raw -6107.073086 + Penalty 437.165915 = -5669.907171 nChanged 9 SP:Iteration 2F (2021.590000 sec): 3 clusters Score: Raw -6130.002889 + Penalty 437.165915 = -5692.836974 nChanged 4 SP:Iteration 3Q (2021.590000 sec): 3 clusters Score: Raw -6142.181689 + Penalty 437.165915 = -5705.015774 nChanged 4 SP:Iteration 4Q (2021.590000 sec): 3 clusters Score: Raw -6146.668774 + Penalty 437.165915 = -5709.502859 nChanged 1 SP:Iteration 5Q (2021.590000 sec): 3 clusters Score: Raw -6148.518148 + Penalty 437.165915 = -5711.352233 nChanged 2 SP:Iteration 6Q (2021.590000 sec): 3 clusters Score: Raw -6151.156806 + Penalty 437.165915 = -5713.990891 nChanged 0 SP:Iteration 7F (2021.590000 sec): 3 clusters Score: Raw -6151.156806 + Penalty 437.165915 = -5713.990891 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.590000 sec): 3 clusters Score: Raw -11076.925523 + Penalty 479.842960 = -10597.082563 nChanged 48 SP:Iteration 1F (2021.590000 sec): 3 clusters Score: Raw -11146.207297 + Penalty 479.842960 = -10666.364337 nChanged 18 SP:Iteration 2F (2021.600000 sec): 3 clusters Score: Raw -11168.206357 + Penalty 479.842960 = -10688.363397 nChanged 7 SP:Iteration 3Q (2021.600000 sec): 3 clusters Score: Raw -11179.545306 + Penalty 479.842960 = -10699.702346 nChanged 1 SP:Iteration 4Q (2021.600000 sec): 3 clusters Score: Raw -11181.825055 + Penalty 479.842960 = -10701.982095 nChanged 1 SP:Iteration 5Q (2021.600000 sec): 3 clusters Score: Raw -11183.003275 + Penalty 479.842960 = -10703.160315 nChanged 0 SP:Iteration 6F (2021.600000 sec): 3 clusters Score: Raw -11183.003275 + Penalty 479.842960 = -10703.160315 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.600000 sec): 2 clusters Score: Raw -7899.944810 + Penalty 222.851711 = -7677.093099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.600000 sec): 3 clusters Score: Raw -7901.403667 + Penalty 445.703422 = -7455.700245 nChanged 35 SP:Iteration 1F (2021.600000 sec): 3 clusters Score: Raw -7943.360378 + Penalty 445.703422 = -7497.656957 nChanged 4 SP:Iteration 2Q (2021.600000 sec): 3 clusters Score: Raw -7947.086920 + Penalty 445.703422 = -7501.383498 nChanged 3 SP:Iteration 3Q (2021.600000 sec): 3 clusters Score: Raw -7950.816500 + Penalty 445.703422 = -7505.113078 nChanged 1 SP:Iteration 4Q (2021.600000 sec): 3 clusters Score: Raw -7952.202933 + Penalty 445.703422 = -7506.499511 nChanged 0 SP:Iteration 5F (2021.600000 sec): 3 clusters Score: Raw -7952.202933 + Penalty 445.703422 = -7506.499511 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.600000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.600000 sec): 3 clusters Score: Raw -23751.565661 + Penalty 543.616675 = -23207.948987 nChanged 131 SP:Iteration 1F (2021.600000 sec): 3 clusters Score: Raw -23839.430131 + Penalty 543.616675 = -23295.813456 nChanged 33 SP:Iteration 2F (2021.600000 sec): 3 clusters Score: Raw -23870.805572 + Penalty 543.616675 = -23327.188898 nChanged 22 SP:Iteration 3F (2021.600000 sec): 3 clusters Score: Raw -23887.679312 + Penalty 543.616675 = -23344.062637 nChanged 10 SP:Iteration 4Q (2021.600000 sec): 3 clusters Score: Raw -23896.639051 + Penalty 543.616675 = -23353.022376 nChanged 9 SP:Iteration 5Q (2021.600000 sec): 3 clusters Score: Raw -23902.820838 + Penalty 543.616675 = -23359.204164 nChanged 6 SP:Iteration 6Q (2021.600000 sec): 3 clusters Score: Raw -23906.337322 + Penalty 543.616675 = -23362.720647 nChanged 2 SP:Iteration 7Q (2021.600000 sec): 3 clusters Score: Raw -23906.808780 + Penalty 543.616675 = -23363.192106 nChanged 2 SP:Iteration 8Q (2021.600000 sec): 3 clusters Score: Raw -23908.575279 + Penalty 543.616675 = -23364.958605 nChanged 4 SP:Iteration 9Q (2021.610000 sec): 3 clusters Score: Raw -23912.878708 + Penalty 543.616675 = -23369.262033 nChanged 3 SP:Iteration 10Q (2021.610000 sec): 3 clusters Score: Raw -23914.212804 + Penalty 543.616675 = -23370.596129 nChanged 0 SP:Iteration 11F (2021.610000 sec): 3 clusters Score: Raw -23914.212804 + Penalty 543.616675 = -23370.596129 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 3 clusters Score: Raw -11268.316336 + Penalty 479.842960 = -10788.473377 nChanged 60 SP:Iteration 1F (2021.610000 sec): 3 clusters Score: Raw -11349.673483 + Penalty 479.842960 = -10869.830523 nChanged 9 SP:Iteration 2Q (2021.610000 sec): 3 clusters Score: Raw -11361.538508 + Penalty 479.842960 = -10881.695548 nChanged 6 SP:Iteration 3Q (2021.610000 sec): 3 clusters Score: Raw -11367.654372 + Penalty 479.842960 = -10887.811412 nChanged 2 SP:Iteration 4Q (2021.610000 sec): 3 clusters Score: Raw -11371.383071 + Penalty 479.842960 = -10891.540111 nChanged 3 SP:Iteration 5Q (2021.610000 sec): 3 clusters Score: Raw -11374.537197 + Penalty 479.842960 = -10894.694237 nChanged 1 SP:Iteration 6Q (2021.610000 sec): 3 clusters Score: Raw -11377.031837 + Penalty 479.842960 = -10897.188877 nChanged 0 SP:Iteration 7F (2021.610000 sec): 3 clusters Score: Raw -11377.031837 + Penalty 479.842960 = -10897.188877 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 2 clusters Score: Raw -4044.624089 + Penalty 197.048367 = -3847.575722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 3 clusters Score: Raw -4065.863502 + Penalty 394.096734 = -3671.766768 nChanged 12 SP:Iteration 1F (2021.610000 sec): 3 clusters Score: Raw -4097.204103 + Penalty 394.096734 = -3703.107369 nChanged 2 SP:Iteration 2Q (2021.610000 sec): 3 clusters Score: Raw -4099.293240 + Penalty 394.096734 = -3705.196506 nChanged 0 SP:Iteration 3F (2021.610000 sec): 3 clusters Score: Raw -4099.293240 + Penalty 394.096734 = -3705.196506 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 3 clusters Score: Raw -3093.291921 + Penalty 389.176617 = -2704.115304 nChanged 13 SP:Iteration 1F (2021.610000 sec): 3 clusters Score: Raw -3122.813976 + Penalty 389.176617 = -2733.637360 nChanged 5 SP:Iteration 2F (2021.610000 sec): 3 clusters Score: Raw -3140.321563 + Penalty 389.176617 = -2751.144946 nChanged 2 SP:Iteration 3Q (2021.610000 sec): 3 clusters Score: Raw -3142.930436 + Penalty 389.176617 = -2753.753820 nChanged 0 SP:Iteration 4F (2021.610000 sec): 3 clusters Score: Raw -3142.930436 + Penalty 389.176617 = -2753.753820 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 2 clusters Score: Raw -7168.367511 + Penalty 232.043922 = -6936.323588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 3 clusters Score: Raw -7158.046417 + Penalty 464.087845 = -6693.958572 nChanged 39 SP:Iteration 1F (2021.610000 sec): 3 clusters Score: Raw -7273.950878 + Penalty 464.087845 = -6809.863033 nChanged 18 SP:Iteration 2F (2021.610000 sec): 3 clusters Score: Raw -7321.162526 + Penalty 464.087845 = -6857.074681 nChanged 9 SP:Iteration 3F (2021.610000 sec): 3 clusters Score: Raw -7348.388972 + Penalty 464.087845 = -6884.301127 nChanged 8 SP:Iteration 4Q (2021.610000 sec): 3 clusters Score: Raw -7371.739590 + Penalty 464.087845 = -6907.651745 nChanged 5 SP:Iteration 5Q (2021.610000 sec): 3 clusters Score: Raw -7392.961868 + Penalty 464.087845 = -6928.874023 nChanged 3 SP:Iteration 6Q (2021.610000 sec): 3 clusters Score: Raw -7404.225695 + Penalty 464.087845 = -6940.137850 nChanged 2 SP:Iteration 7Q (2021.610000 sec): 3 clusters Score: Raw -7410.747797 + Penalty 464.087845 = -6946.659952 nChanged 0 SP:Iteration 8F (2021.610000 sec): 3 clusters Score: Raw -7410.747797 + Penalty 464.087845 = -6946.659952 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.610000 sec): 3 clusters Score: Raw -6100.306138 + Penalty 422.639572 = -5677.666566 nChanged 17 SP:Iteration 1F (2021.610000 sec): 3 clusters Score: Raw -6129.703958 + Penalty 422.639572 = -5707.064386 nChanged 5 SP:Iteration 2Q (2021.610000 sec): 3 clusters Score: Raw -6141.433788 + Penalty 422.639572 = -5718.794216 nChanged 3 SP:Iteration 3Q (2021.610000 sec): 3 clusters Score: Raw -6150.657919 + Penalty 422.639572 = -5728.018347 nChanged 1 SP:Iteration 4Q (2021.610000 sec): 3 clusters Score: Raw -6155.257231 + Penalty 422.639572 = -5732.617660 nChanged 2 SP:Iteration 5Q (2021.620000 sec): 3 clusters Score: Raw -6161.684797 + Penalty 422.639572 = -5739.045225 nChanged 0 SP:Iteration 6F (2021.620000 sec): 3 clusters Score: Raw -6161.684797 + Penalty 422.639572 = -5739.045225 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.630000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.650000 sec): 3 clusters Score: Raw -624909.504916 + Penalty 844.246869 = -624065.258047 nChanged 5009 SP:Iteration 1F (2021.660000 sec): 3 clusters Score: Raw -627848.348291 + Penalty 844.246869 = -627004.101423 nChanged 773 SP:Iteration 2F (2021.670000 sec): 3 clusters Score: Raw -628310.194979 + Penalty 844.246869 = -627465.948111 nChanged 897 SP:Iteration 3F (2021.680000 sec): 3 clusters Score: Raw -628948.505811 + Penalty 844.246869 = -628104.258942 nChanged 917 SP:Iteration 4F (2021.690000 sec): 3 clusters Score: Raw -629701.044866 + Penalty 844.246869 = -628856.797997 nChanged 800 SP:Iteration 5F (2021.700000 sec): 3 clusters Score: Raw -630465.958305 + Penalty 844.246869 = -629621.711437 nChanged 539 SP:Iteration 6F (2021.710000 sec): 3 clusters Score: Raw -631117.788026 + Penalty 844.246869 = -630273.541157 nChanged 250 SP:Iteration 7Q (2021.720000 sec): 3 clusters Score: Raw -631557.487137 + Penalty 844.246869 = -630713.240268 nChanged 144 SP:Iteration 8Q (2021.730000 sec): 3 clusters Score: Raw -631691.601139 + Penalty 844.246869 = -630847.354270 nChanged 80 SP:Iteration 9Q (2021.740000 sec): 3 clusters Score: Raw -631732.030302 + Penalty 844.246869 = -630887.783433 nChanged 48 SP:Iteration 10Q (2021.750000 sec): 3 clusters Score: Raw -631756.215105 + Penalty 844.246869 = -630911.968237 nChanged 34 SP:Iteration 11Q (2021.750000 sec): 3 clusters Score: Raw -631769.098528 + Penalty 844.246869 = -630924.851660 nChanged 23 SP:Iteration 12Q (2021.760000 sec): 3 clusters Score: Raw -631774.732823 + Penalty 844.246869 = -630930.485955 nChanged 15 SP:Iteration 13Q (2021.770000 sec): 3 clusters Score: Raw -631777.626997 + Penalty 844.246869 = -630933.380128 nChanged 8 SP:Iteration 14Q (2021.780000 sec): 3 clusters Score: Raw -631779.104140 + Penalty 844.246869 = -630934.857271 nChanged 7 SP:Iteration 15Q (2021.790000 sec): 3 clusters Score: Raw -631780.228567 + Penalty 844.246869 = -630935.981698 nChanged 5 SP:Iteration 16Q (2021.800000 sec): 3 clusters Score: Raw -631781.134691 + Penalty 844.246869 = -630936.887822 nChanged 10 SP:Iteration 17Q (2021.810000 sec): 3 clusters Score: Raw -631782.986685 + Penalty 844.246869 = -630938.739817 nChanged 10 SP:Iteration 18Q (2021.810000 sec): 3 clusters Score: Raw -631785.036782 + Penalty 844.246869 = -630940.789913 nChanged 10 SP:Iteration 19Q (2021.820000 sec): 3 clusters Score: Raw -631786.723200 + Penalty 844.246869 = -630942.476331 nChanged 10 SP:Iteration 20F (2021.830000 sec): 3 clusters Score: Raw -631790.301834 + Penalty 844.246869 = -630946.054966 nChanged 11 SP:Iteration 21Q (2021.840000 sec): 3 clusters Score: Raw -631793.175248 + Penalty 844.246869 = -630948.928379 nChanged 6 SP:Iteration 22Q (2021.850000 sec): 3 clusters Score: Raw -631794.284435 + Penalty 844.246869 = -630950.037567 nChanged 4 SP:Iteration 23Q (2021.860000 sec): 3 clusters Score: Raw -631794.899190 + Penalty 844.246869 = -630950.652322 nChanged 6 SP:Iteration 24Q (2021.870000 sec): 3 clusters Score: Raw -631796.761744 + Penalty 844.246869 = -630952.514875 nChanged 7 SP:Iteration 25Q (2021.870000 sec): 3 clusters Score: Raw -631798.887371 + Penalty 844.246869 = -630954.640503 nChanged 5 SP:Iteration 26Q (2021.880000 sec): 3 clusters Score: Raw -631800.047876 + Penalty 844.246869 = -630955.801007 nChanged 3 SP:Iteration 27Q (2021.890000 sec): 3 clusters Score: Raw -631800.960633 + Penalty 844.246869 = -630956.713764 nChanged 3 SP:Iteration 28Q (2021.900000 sec): 3 clusters Score: Raw -631801.931091 + Penalty 844.246869 = -630957.684222 nChanged 3 SP:Iteration 29Q (2021.910000 sec): 3 clusters Score: Raw -631802.508572 + Penalty 844.246869 = -630958.261704 nChanged 4 SP:Iteration 30Q (2021.910000 sec): 3 clusters Score: Raw -631803.404667 + Penalty 844.246869 = -630959.157798 nChanged 2 SP:Iteration 31Q (2021.920000 sec): 3 clusters Score: Raw -631803.635460 + Penalty 844.246869 = -630959.388591 nChanged 0 SP:Iteration 32F (2021.930000 sec): 3 clusters Score: Raw -631803.635460 + Penalty 844.246869 = -630959.388591 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.940000 sec): 2 clusters Score: Raw -3326.527435 + Penalty 196.445709 = -3130.081726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.940000 sec): 3 clusters Score: Raw -3369.147225 + Penalty 392.891418 = -2976.255807 nChanged 12 SP:Iteration 1F (2021.940000 sec): 3 clusters Score: Raw -3398.804751 + Penalty 392.891418 = -3005.913332 nChanged 4 SP:Iteration 2F (2021.940000 sec): 3 clusters Score: Raw -3438.718244 + Penalty 392.891418 = -3045.826825 nChanged 3 SP:Iteration 3Q (2021.940000 sec): 3 clusters Score: Raw -3445.620468 + Penalty 392.891418 = -3052.729050 nChanged 0 SP:Iteration 4F (2021.940000 sec): 3 clusters Score: Raw -3445.620468 + Penalty 392.891418 = -3052.729050 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.940000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.940000 sec): 3 clusters Score: Raw -13772.282019 + Penalty 495.653101 = -13276.628918 nChanged 72 SP:Iteration 1F (2021.940000 sec): 3 clusters Score: Raw -13844.610599 + Penalty 495.653101 = -13348.957498 nChanged 17 SP:Iteration 2F (2021.940000 sec): 3 clusters Score: Raw -13869.363428 + Penalty 495.653101 = -13373.710327 nChanged 17 SP:Iteration 3F (2021.940000 sec): 3 clusters Score: Raw -13910.428162 + Penalty 495.653101 = -13414.775062 nChanged 16 SP:Iteration 4F (2021.940000 sec): 3 clusters Score: Raw -13945.433869 + Penalty 495.653101 = -13449.780768 nChanged 9 SP:Iteration 5Q (2021.940000 sec): 3 clusters Score: Raw -13959.694100 + Penalty 495.653101 = -13464.040999 nChanged 6 SP:Iteration 6Q (2021.940000 sec): 3 clusters Score: Raw -13967.046422 + Penalty 495.653101 = -13471.393321 nChanged 3 SP:Iteration 7Q (2021.940000 sec): 3 clusters Score: Raw -13972.828186 + Penalty 495.653101 = -13477.175085 nChanged 0 SP:Iteration 8F (2021.940000 sec): 3 clusters Score: Raw -13972.828186 + Penalty 495.653101 = -13477.175085 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.940000 sec): 2 clusters Score: Raw -3679.696820 + Penalty 193.306534 = -3486.390287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.940000 sec): 3 clusters Score: Raw -3710.486816 + Penalty 386.613067 = -3323.873749 nChanged 5 SP:Iteration 1F (2021.940000 sec): 3 clusters Score: Raw -3724.634729 + Penalty 386.613067 = -3338.021662 nChanged 2 SP:Iteration 2Q (2021.940000 sec): 3 clusters Score: Raw -3730.058501 + Penalty 386.613067 = -3343.445434 nChanged 1 SP:Iteration 3Q (2021.940000 sec): 3 clusters Score: Raw -3735.298320 + Penalty 386.613067 = -3348.685253 nChanged 1 SP:Iteration 4Q (2021.940000 sec): 3 clusters Score: Raw -3741.269379 + Penalty 386.613067 = -3354.656312 nChanged 0 SP:Iteration 5F (2021.950000 sec): 3 clusters Score: Raw -3741.269379 + Penalty 386.613067 = -3354.656312 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.950000 sec): 2 clusters Score: Raw -9845.192145 + Penalty 232.320519 = -9612.871626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.950000 sec): 3 clusters Score: Raw -9806.850520 + Penalty 464.641038 = -9342.209482 nChanged 38 SP:Iteration 1F (2021.950000 sec): 3 clusters Score: Raw -9864.768508 + Penalty 464.641038 = -9400.127470 nChanged 8 SP:Iteration 2Q (2021.950000 sec): 3 clusters Score: Raw -9876.883707 + Penalty 464.641038 = -9412.242669 nChanged 2 SP:Iteration 3Q (2021.950000 sec): 3 clusters Score: Raw -9877.859445 + Penalty 464.641038 = -9413.218406 nChanged 1 SP:Iteration 4Q (2021.950000 sec): 3 clusters Score: Raw -9880.380623 + Penalty 464.641038 = -9415.739585 nChanged 0 SP:Iteration 5F (2021.950000 sec): 3 clusters Score: Raw -9880.380623 + Penalty 464.641038 = -9415.739585 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.950000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.950000 sec): 3 clusters Score: Raw -3576.567807 + Penalty 385.303692 = -3191.264115 nChanged 11 SP:Iteration 1F (2021.950000 sec): 3 clusters Score: Raw -3606.977034 + Penalty 385.303692 = -3221.673342 nChanged 4 SP:Iteration 2F (2021.950000 sec): 3 clusters Score: Raw -3619.467029 + Penalty 385.303692 = -3234.163337 nChanged 2 SP:Iteration 3Q (2021.950000 sec): 3 clusters Score: Raw -3624.677098 + Penalty 385.303692 = -3239.373406 nChanged 2 SP:Iteration 4Q (2021.950000 sec): 3 clusters Score: Raw -3631.553704 + Penalty 385.303692 = -3246.250012 nChanged 0 SP:Iteration 5F (2021.950000 sec): 3 clusters Score: Raw -3631.553704 + Penalty 385.303692 = -3246.250012 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.950000 sec): 2 clusters Score: Raw -3652.027533 + Penalty 204.741340 = -3447.286193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.950000 sec): 3 clusters Score: Raw -3676.547052 + Penalty 409.482680 = -3267.064372 nChanged 21 SP:Iteration 1F (2021.950000 sec): 3 clusters Score: Raw -3730.605787 + Penalty 409.482680 = -3321.123107 nChanged 4 SP:Iteration 2Q (2021.950000 sec): 3 clusters Score: Raw -3748.080136 + Penalty 409.482680 = -3338.597456 nChanged 3 SP:Iteration 3Q (2021.950000 sec): 3 clusters Score: Raw -3754.649482 + Penalty 409.482680 = -3345.166802 nChanged 2 SP:Iteration 4Q (2021.950000 sec): 3 clusters Score: Raw -3758.887558 + Penalty 409.482680 = -3349.404878 nChanged 2 SP:Iteration 5Q (2021.950000 sec): 3 clusters Score: Raw -3764.648954 + Penalty 409.482680 = -3355.166274 nChanged 1 SP:Iteration 6Q (2021.950000 sec): 3 clusters Score: Raw -3768.384594 + Penalty 409.482680 = -3358.901914 nChanged 0 SP:Iteration 7F (2021.950000 sec): 3 clusters Score: Raw -3768.384594 + Penalty 409.482680 = -3358.901914 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2021.960000 sec): 2 clusters Score: Raw -470644.754415 + Penalty 408.218235 = -470236.536180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2021.970000 sec): 3 clusters Score: Raw -465852.137634 + Penalty 816.436470 = -465035.701164 nChanged 3622 SP:Iteration 1F (2021.980000 sec): 3 clusters Score: Raw -467885.953204 + Penalty 816.436470 = -467069.516734 nChanged 564 SP:Iteration 2F (2021.990000 sec): 3 clusters Score: Raw -468227.196917 + Penalty 816.436470 = -467410.760446 nChanged 640 SP:Iteration 3F (2021.990000 sec): 3 clusters Score: Raw -468699.704235 + Penalty 816.436470 = -467883.267765 nChanged 669 SP:Iteration 4F (2022.000000 sec): 3 clusters Score: Raw -469277.091848 + Penalty 816.436470 = -468460.655378 nChanged 559 SP:Iteration 5F (2022.010000 sec): 3 clusters Score: Raw -469812.331956 + Penalty 816.436470 = -468995.895485 nChanged 397 SP:Iteration 6F (2022.020000 sec): 3 clusters Score: Raw -470214.949948 + Penalty 816.436470 = -469398.513477 nChanged 204 SP:Iteration 7Q (2022.030000 sec): 3 clusters Score: Raw -470447.072083 + Penalty 816.436470 = -469630.635612 nChanged 131 SP:Iteration 8Q (2022.030000 sec): 3 clusters Score: Raw -470589.077030 + Penalty 816.436470 = -469772.640560 nChanged 62 SP:Iteration 9Q (2022.040000 sec): 3 clusters Score: Raw -470635.484753 + Penalty 816.436470 = -469819.048283 nChanged 42 SP:Iteration 10Q (2022.050000 sec): 3 clusters Score: Raw -470665.964200 + Penalty 816.436470 = -469849.527730 nChanged 31 SP:Iteration 11Q (2022.050000 sec): 3 clusters Score: Raw -470687.964138 + Penalty 816.436470 = -469871.527668 nChanged 26 SP:Iteration 12Q (2022.060000 sec): 3 clusters Score: Raw -470712.410925 + Penalty 816.436470 = -469895.974454 nChanged 26 SP:Iteration 13Q (2022.060000 sec): 3 clusters Score: Raw -470737.283117 + Penalty 816.436470 = -469920.846646 nChanged 14 SP:Iteration 14Q (2022.070000 sec): 3 clusters Score: Raw -470745.069660 + Penalty 816.436470 = -469928.633190 nChanged 10 SP:Iteration 15Q (2022.070000 sec): 3 clusters Score: Raw -470748.395517 + Penalty 816.436470 = -469931.959047 nChanged 7 SP:Iteration 16Q (2022.080000 sec): 3 clusters Score: Raw -470750.581870 + Penalty 816.436470 = -469934.145400 nChanged 6 SP:Iteration 17Q (2022.090000 sec): 3 clusters Score: Raw -470752.886588 + Penalty 816.436470 = -469936.450118 nChanged 8 SP:Iteration 18Q (2022.090000 sec): 3 clusters Score: Raw -470756.107728 + Penalty 816.436470 = -469939.671258 nChanged 5 SP:Iteration 19Q (2022.100000 sec): 3 clusters Score: Raw -470757.797452 + Penalty 816.436470 = -469941.360982 nChanged 3 SP:Iteration 20F (2022.110000 sec): 3 clusters Score: Raw -470758.712285 + Penalty 816.436470 = -469942.275815 nChanged 1 SP:Iteration 21Q (2022.110000 sec): 3 clusters Score: Raw -470759.256626 + Penalty 816.436470 = -469942.820156 nChanged 0 SP:Iteration 22F (2022.120000 sec): 3 clusters Score: Raw -470759.256626 + Penalty 816.436470 = -469942.820156 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.120000 sec): 2 clusters Score: Raw -3778.195847 + Penalty 202.672802 = -3575.523045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.120000 sec): 3 clusters Score: Raw -3799.619285 + Penalty 405.345604 = -3394.273682 nChanged 13 SP:Iteration 1F (2022.120000 sec): 3 clusters Score: Raw -3845.732908 + Penalty 405.345604 = -3440.387304 nChanged 7 SP:Iteration 2F (2022.120000 sec): 3 clusters Score: Raw -3875.862407 + Penalty 405.345604 = -3470.516803 nChanged 6 SP:Iteration 3F (2022.120000 sec): 3 clusters Score: Raw -3897.231745 + Penalty 405.345604 = -3491.886141 nChanged 1 SP:Iteration 4Q (2022.120000 sec): 3 clusters Score: Raw -3905.024314 + Penalty 405.345604 = -3499.678710 nChanged 2 SP:Iteration 5Q (2022.120000 sec): 3 clusters Score: Raw -3913.265696 + Penalty 405.345604 = -3507.920092 nChanged 1 SP:Iteration 6Q (2022.120000 sec): 3 clusters Score: Raw -3918.163315 + Penalty 405.345604 = -3512.817711 nChanged 2 SP:Iteration 7Q (2022.120000 sec): 3 clusters Score: Raw -3931.528436 + Penalty 405.345604 = -3526.182832 nChanged 0 SP:Iteration 8F (2022.120000 sec): 3 clusters Score: Raw -3931.528436 + Penalty 405.345604 = -3526.182832 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 2 clusters Score: Raw -17639.338795 + Penalty 265.217026 = -17374.121769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 3 clusters Score: Raw -17510.121401 + Penalty 530.434051 = -16979.687350 nChanged 111 SP:Iteration 1F (2022.130000 sec): 3 clusters Score: Raw -17595.311929 + Penalty 530.434051 = -17064.877878 nChanged 29 SP:Iteration 2F (2022.130000 sec): 3 clusters Score: Raw -17621.980667 + Penalty 530.434051 = -17091.546616 nChanged 14 SP:Iteration 3Q (2022.130000 sec): 3 clusters Score: Raw -17635.482666 + Penalty 530.434051 = -17105.048615 nChanged 11 SP:Iteration 4Q (2022.130000 sec): 3 clusters Score: Raw -17652.073397 + Penalty 530.434051 = -17121.639345 nChanged 5 SP:Iteration 5Q (2022.130000 sec): 3 clusters Score: Raw -17661.269592 + Penalty 530.434051 = -17130.835541 nChanged 7 SP:Iteration 6Q (2022.130000 sec): 3 clusters Score: Raw -17668.051401 + Penalty 530.434051 = -17137.617350 nChanged 5 SP:Iteration 7Q (2022.130000 sec): 3 clusters Score: Raw -17672.910960 + Penalty 530.434051 = -17142.476909 nChanged 3 SP:Iteration 8Q (2022.130000 sec): 3 clusters Score: Raw -17674.286242 + Penalty 530.434051 = -17143.852191 nChanged 2 SP:Iteration 9Q (2022.130000 sec): 3 clusters Score: Raw -17676.288888 + Penalty 530.434051 = -17145.854836 nChanged 4 SP:Iteration 10Q (2022.130000 sec): 3 clusters Score: Raw -17677.482684 + Penalty 530.434051 = -17147.048633 nChanged 0 SP:Iteration 11F (2022.130000 sec): 3 clusters Score: Raw -17677.482684 + Penalty 530.434051 = -17147.048633 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 2 clusters Score: Raw -8379.939174 + Penalty 232.043922 = -8147.895252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 3 clusters Score: Raw -8368.962746 + Penalty 464.087845 = -7904.874901 nChanged 47 SP:Iteration 1F (2022.130000 sec): 3 clusters Score: Raw -8425.526206 + Penalty 464.087845 = -7961.438361 nChanged 17 SP:Iteration 2F (2022.130000 sec): 3 clusters Score: Raw -8453.545288 + Penalty 464.087845 = -7989.457443 nChanged 7 SP:Iteration 3Q (2022.130000 sec): 3 clusters Score: Raw -8467.020428 + Penalty 464.087845 = -8002.932583 nChanged 3 SP:Iteration 4Q (2022.130000 sec): 3 clusters Score: Raw -8471.921584 + Penalty 464.087845 = -8007.833739 nChanged 2 SP:Iteration 5Q (2022.130000 sec): 3 clusters Score: Raw -8473.839615 + Penalty 464.087845 = -8009.751771 nChanged 0 SP:Iteration 6F (2022.130000 sec): 3 clusters Score: Raw -8473.839615 + Penalty 464.087845 = -8009.751771 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 3 clusters Score: Raw -3975.842392 + Penalty 391.669923 = -3584.172468 nChanged 11 SP:Iteration 1F (2022.130000 sec): 3 clusters Score: Raw -3998.327015 + Penalty 391.669923 = -3606.657092 nChanged 3 SP:Iteration 2Q (2022.130000 sec): 3 clusters Score: Raw -4007.339708 + Penalty 391.669923 = -3615.669784 nChanged 1 SP:Iteration 3Q (2022.130000 sec): 3 clusters Score: Raw -4012.076752 + Penalty 391.669923 = -3620.406829 nChanged 2 SP:Iteration 4Q (2022.130000 sec): 3 clusters Score: Raw -4029.712156 + Penalty 391.669923 = -3638.042232 nChanged 2 SP:Iteration 5Q (2022.130000 sec): 3 clusters Score: Raw -4035.707129 + Penalty 391.669923 = -3644.037205 nChanged 1 SP:Iteration 6Q (2022.130000 sec): 3 clusters Score: Raw -4040.285617 + Penalty 391.669923 = -3648.615694 nChanged 0 SP:Iteration 7F (2022.130000 sec): 3 clusters Score: Raw -4040.285617 + Penalty 391.669923 = -3648.615694 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 2 clusters Score: Raw -5992.220035 + Penalty 222.510885 = -5769.709150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.130000 sec): 3 clusters Score: Raw -5983.908619 + Penalty 445.021771 = -5538.886848 nChanged 38 SP:Iteration 1F (2022.130000 sec): 3 clusters Score: Raw -6070.040485 + Penalty 445.021771 = -5625.018715 nChanged 9 SP:Iteration 2F (2022.130000 sec): 3 clusters Score: Raw -6097.392178 + Penalty 445.021771 = -5652.370407 nChanged 8 SP:Iteration 3F (2022.130000 sec): 3 clusters Score: Raw -6137.115730 + Penalty 445.021771 = -5692.093960 nChanged 7 SP:Iteration 4F (2022.130000 sec): 3 clusters Score: Raw -6171.692195 + Penalty 445.021771 = -5726.670424 nChanged 3 SP:Iteration 5Q (2022.130000 sec): 3 clusters Score: Raw -6194.813852 + Penalty 445.021771 = -5749.792082 nChanged 3 SP:Iteration 6Q (2022.130000 sec): 3 clusters Score: Raw -6216.421679 + Penalty 445.021771 = -5771.399908 nChanged 2 SP:Iteration 7Q (2022.130000 sec): 3 clusters Score: Raw -6229.772119 + Penalty 445.021771 = -5784.750348 nChanged 1 SP:Iteration 8Q (2022.130000 sec): 3 clusters Score: Raw -6242.512782 + Penalty 445.021771 = -5797.491012 nChanged 1 SP:Iteration 9Q (2022.130000 sec): 3 clusters Score: Raw -6245.078656 + Penalty 445.021771 = -5800.056886 nChanged 0 SP:Iteration 10F (2022.130000 sec): 3 clusters Score: Raw -6245.078656 + Penalty 445.021771 = -5800.056886 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 85. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 2 clusters Score: Raw -4365.086990 + Penalty 209.987984 = -4155.099007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 3 clusters Score: Raw -4367.956402 + Penalty 419.975967 = -3947.980435 nChanged 23 SP:Iteration 1F (2022.140000 sec): 3 clusters Score: Raw -4402.154046 + Penalty 419.975967 = -3982.178079 nChanged 4 SP:Iteration 2Q (2022.140000 sec): 3 clusters Score: Raw -4407.813000 + Penalty 419.975967 = -3987.837033 nChanged 3 SP:Iteration 3Q (2022.140000 sec): 3 clusters Score: Raw -4418.925305 + Penalty 419.975967 = -3998.949338 nChanged 1 SP:Iteration 4Q (2022.140000 sec): 3 clusters Score: Raw -4419.645213 + Penalty 419.975967 = -3999.669246 nChanged 0 SP:Iteration 5F (2022.140000 sec): 3 clusters Score: Raw -4419.645213 + Penalty 419.975967 = -3999.669246 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 2 clusters Score: Raw -3804.743238 + Penalty 203.718825 = -3601.024413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 3 clusters Score: Raw -3825.159661 + Penalty 407.437650 = -3417.722011 nChanged 18 SP:Iteration 1F (2022.140000 sec): 3 clusters Score: Raw -3868.976822 + Penalty 407.437650 = -3461.539171 nChanged 8 SP:Iteration 2F (2022.140000 sec): 3 clusters Score: Raw -3886.264143 + Penalty 407.437650 = -3478.826493 nChanged 2 SP:Iteration 3Q (2022.140000 sec): 3 clusters Score: Raw -3891.576422 + Penalty 407.437650 = -3484.138772 nChanged 0 SP:Iteration 4F (2022.140000 sec): 3 clusters Score: Raw -3891.576422 + Penalty 407.437650 = -3484.138772 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 2 clusters Score: Raw -6679.692969 + Penalty 241.073440 = -6438.619529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 3 clusters Score: Raw -6647.100530 + Penalty 482.146880 = -6164.953649 nChanged 50 SP:Iteration 1F (2022.140000 sec): 3 clusters Score: Raw -6755.942003 + Penalty 482.146880 = -6273.795123 nChanged 18 SP:Iteration 2F (2022.140000 sec): 3 clusters Score: Raw -6787.079066 + Penalty 482.146880 = -6304.932185 nChanged 7 SP:Iteration 3Q (2022.140000 sec): 3 clusters Score: Raw -6797.533808 + Penalty 482.146880 = -6315.386928 nChanged 2 SP:Iteration 4Q (2022.140000 sec): 3 clusters Score: Raw -6798.831282 + Penalty 482.146880 = -6316.684402 nChanged 0 SP:Iteration 5F (2022.140000 sec): 3 clusters Score: Raw -6798.831282 + Penalty 482.146880 = -6316.684402 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 2 clusters Score: Raw -2813.293562 + Penalty 190.629291 = -2622.664272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.140000 sec): 3 clusters Score: Raw -2832.414456 + Penalty 381.258582 = -2451.155874 nChanged 8 SP:Iteration 1F (2022.140000 sec): 3 clusters Score: Raw -2868.842988 + Penalty 381.258582 = -2487.584407 nChanged 2 SP:Iteration 2Q (2022.140000 sec): 3 clusters Score: Raw -2878.858801 + Penalty 381.258582 = -2497.600220 nChanged 1 SP:Iteration 3Q (2022.140000 sec): 3 clusters Score: Raw -2883.385755 + Penalty 381.258582 = -2502.127174 nChanged 0 SP:Iteration 4F (2022.140000 sec): 3 clusters Score: Raw -2883.385755 + Penalty 381.258582 = -2502.127174 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 2 clusters Score: Raw -4455.991022 + Penalty 210.436263 = -4245.554759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 3 clusters Score: Raw -4475.823217 + Penalty 420.872526 = -4054.950691 nChanged 18 SP:Iteration 1F (2022.150000 sec): 3 clusters Score: Raw -4514.014149 + Penalty 420.872526 = -4093.141623 nChanged 8 SP:Iteration 2F (2022.150000 sec): 3 clusters Score: Raw -4546.670981 + Penalty 420.872526 = -4125.798455 nChanged 4 SP:Iteration 3Q (2022.150000 sec): 3 clusters Score: Raw -4561.898915 + Penalty 420.872526 = -4141.026389 nChanged 4 SP:Iteration 4Q (2022.150000 sec): 3 clusters Score: Raw -4578.302297 + Penalty 420.872526 = -4157.429771 nChanged 2 SP:Iteration 5Q (2022.150000 sec): 3 clusters Score: Raw -4587.097738 + Penalty 420.872526 = -4166.225212 nChanged 1 SP:Iteration 6Q (2022.150000 sec): 3 clusters Score: Raw -4589.284213 + Penalty 420.872526 = -4168.411687 nChanged 1 SP:Iteration 7Q (2022.150000 sec): 3 clusters Score: Raw -4591.076686 + Penalty 420.872526 = -4170.204160 nChanged 1 SP:Iteration 8Q (2022.150000 sec): 3 clusters Score: Raw -4592.553505 + Penalty 420.872526 = -4171.680979 nChanged 0 SP:Iteration 9F (2022.150000 sec): 3 clusters Score: Raw -4592.553505 + Penalty 420.872526 = -4171.680979 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 2 clusters Score: Raw -3227.023049 + Penalty 191.987601 = -3035.035449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 3 clusters Score: Raw -3332.579126 + Penalty 383.975201 = -2948.603924 nChanged 14 SP:Iteration 1F (2022.150000 sec): 3 clusters Score: Raw -3365.638214 + Penalty 383.975201 = -2981.663013 nChanged 3 SP:Iteration 2Q (2022.150000 sec): 3 clusters Score: Raw -3384.415860 + Penalty 383.975201 = -3000.440659 nChanged 0 SP:Iteration 3F (2022.150000 sec): 3 clusters Score: Raw -3384.415860 + Penalty 383.975201 = -3000.440659 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 3 clusters Score: Raw -7454.491119 + Penalty 465.737437 = -6988.753682 nChanged 41 SP:Iteration 1F (2022.150000 sec): 3 clusters Score: Raw -7533.597433 + Penalty 465.737437 = -7067.859996 nChanged 8 SP:Iteration 2Q (2022.150000 sec): 3 clusters Score: Raw -7554.579401 + Penalty 465.737437 = -7088.841964 nChanged 8 SP:Iteration 3Q (2022.150000 sec): 3 clusters Score: Raw -7563.553921 + Penalty 465.737437 = -7097.816484 nChanged 2 SP:Iteration 4Q (2022.150000 sec): 3 clusters Score: Raw -7566.911475 + Penalty 465.737437 = -7101.174038 nChanged 3 SP:Iteration 5Q (2022.150000 sec): 3 clusters Score: Raw -7571.560437 + Penalty 465.737437 = -7105.823000 nChanged 3 SP:Iteration 6Q (2022.150000 sec): 3 clusters Score: Raw -7576.377844 + Penalty 465.737437 = -7110.640407 nChanged 3 SP:Iteration 7Q (2022.150000 sec): 3 clusters Score: Raw -7579.699587 + Penalty 465.737437 = -7113.962150 nChanged 1 SP:Iteration 8Q (2022.150000 sec): 3 clusters Score: Raw -7580.745571 + Penalty 465.737437 = -7115.008134 nChanged 2 SP:Iteration 9Q (2022.150000 sec): 3 clusters Score: Raw -7582.766992 + Penalty 465.737437 = -7117.029555 nChanged 2 SP:Iteration 10Q (2022.150000 sec): 3 clusters Score: Raw -7587.730986 + Penalty 465.737437 = -7121.993549 nChanged 2 SP:Iteration 11Q (2022.150000 sec): 3 clusters Score: Raw -7590.476271 + Penalty 465.737437 = -7124.738834 nChanged 0 SP:Iteration 12F (2022.150000 sec): 3 clusters Score: Raw -7590.476271 + Penalty 465.737437 = -7124.738834 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 3 clusters Score: Raw -2762.234477 + Penalty 402.114495 = -2360.119981 nChanged 14 SP:Iteration 1F (2022.150000 sec): 3 clusters Score: Raw -2816.238282 + Penalty 402.114495 = -2414.123787 nChanged 5 SP:Iteration 2F (2022.150000 sec): 3 clusters Score: Raw -2827.914988 + Penalty 402.114495 = -2425.800493 nChanged 1 SP:Iteration 3Q (2022.150000 sec): 3 clusters Score: Raw -2851.349863 + Penalty 402.114495 = -2449.235368 nChanged 1 SP:Iteration 4Q (2022.150000 sec): 3 clusters Score: Raw -2857.693283 + Penalty 402.114495 = -2455.578788 nChanged 1 SP:Iteration 5Q (2022.150000 sec): 3 clusters Score: Raw -2860.565210 + Penalty 402.114495 = -2458.450715 nChanged 1 SP:Iteration 6Q (2022.150000 sec): 3 clusters Score: Raw -2863.070716 + Penalty 402.114495 = -2460.956221 nChanged 0 SP:Iteration 7F (2022.150000 sec): 3 clusters Score: Raw -2863.070716 + Penalty 402.114495 = -2460.956221 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 2 clusters Score: Raw -5922.493757 + Penalty 222.510885 = -5699.982872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 3 clusters Score: Raw -5940.117474 + Penalty 445.021771 = -5495.095703 nChanged 37 SP:Iteration 1F (2022.150000 sec): 3 clusters Score: Raw -6006.926003 + Penalty 445.021771 = -5561.904232 nChanged 8 SP:Iteration 2F (2022.150000 sec): 3 clusters Score: Raw -6019.804504 + Penalty 445.021771 = -5574.782734 nChanged 8 SP:Iteration 3F (2022.150000 sec): 3 clusters Score: Raw -6046.582589 + Penalty 445.021771 = -5601.560819 nChanged 3 SP:Iteration 4Q (2022.150000 sec): 3 clusters Score: Raw -6048.049031 + Penalty 445.021771 = -5603.027261 nChanged 0 SP:Iteration 5F (2022.150000 sec): 3 clusters Score: Raw -6048.049031 + Penalty 445.021771 = -5603.027261 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 76 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 2 clusters Score: Raw -3062.236352 + Penalty 183.958833 = -2878.277519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 3 clusters Score: Raw -3111.248073 + Penalty 367.917665 = -2743.330407 nChanged 5 SP:Iteration 1F (2022.150000 sec): 3 clusters Score: Raw -3119.156262 + Penalty 367.917665 = -2751.238597 nChanged 1 SP:Iteration 2Q (2022.150000 sec): 3 clusters Score: Raw -3122.147625 + Penalty 367.917665 = -2754.229960 nChanged 1 SP:Iteration 3Q (2022.150000 sec): 3 clusters Score: Raw -3124.245105 + Penalty 367.917665 = -2756.327439 nChanged 0 SP:Iteration 4F (2022.150000 sec): 3 clusters Score: Raw -3124.245105 + Penalty 367.917665 = -2756.327439 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.150000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.160000 sec): 3 clusters Score: Raw -4070.331330 + Penalty 408.465910 = -3661.865420 nChanged 18 SP:Iteration 1F (2022.160000 sec): 3 clusters Score: Raw -4098.417791 + Penalty 408.465910 = -3689.951882 nChanged 2 SP:Iteration 2Q (2022.160000 sec): 3 clusters Score: Raw -4105.781488 + Penalty 408.465910 = -3697.315578 nChanged 1 SP:Iteration 3Q (2022.160000 sec): 3 clusters Score: Raw -4108.199972 + Penalty 408.465910 = -3699.734062 nChanged 0 SP:Iteration 4F (2022.160000 sec): 3 clusters Score: Raw -4108.199972 + Penalty 408.465910 = -3699.734062 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.160000 sec): 2 clusters Score: Raw -6699.071229 + Penalty 233.410392 = -6465.660838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.160000 sec): 3 clusters Score: Raw -6675.543116 + Penalty 466.820783 = -6208.722333 nChanged 50 SP:Iteration 1F (2022.160000 sec): 3 clusters Score: Raw -6751.996964 + Penalty 466.820783 = -6285.176181 nChanged 10 SP:Iteration 2F (2022.160000 sec): 3 clusters Score: Raw -6772.129651 + Penalty 466.820783 = -6305.308868 nChanged 8 SP:Iteration 3Q (2022.160000 sec): 3 clusters Score: Raw -6786.815659 + Penalty 466.820783 = -6319.994876 nChanged 3 SP:Iteration 4Q (2022.160000 sec): 3 clusters Score: Raw -6791.296026 + Penalty 466.820783 = -6324.475243 nChanged 2 SP:Iteration 5Q (2022.160000 sec): 3 clusters Score: Raw -6808.255243 + Penalty 466.820783 = -6341.434460 nChanged 4 SP:Iteration 6Q (2022.160000 sec): 3 clusters Score: Raw -6824.533743 + Penalty 466.820783 = -6357.712960 nChanged 4 SP:Iteration 7Q (2022.160000 sec): 3 clusters Score: Raw -6829.662151 + Penalty 466.820783 = -6362.841368 nChanged 3 SP:Iteration 8Q (2022.160000 sec): 3 clusters Score: Raw -6835.509442 + Penalty 466.820783 = -6368.688659 nChanged 3 SP:Iteration 9Q (2022.160000 sec): 3 clusters Score: Raw -6839.433261 + Penalty 466.820783 = -6372.612477 nChanged 2 SP:Iteration 10Q (2022.160000 sec): 3 clusters Score: Raw -6842.687042 + Penalty 466.820783 = -6375.866259 nChanged 1 SP:Iteration 11Q (2022.160000 sec): 3 clusters Score: Raw -6848.204326 + Penalty 466.820783 = -6381.383543 nChanged 0 SP:Iteration 12F (2022.160000 sec): 3 clusters Score: Raw -6848.204326 + Penalty 466.820783 = -6381.383543 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.160000 sec): 2 clusters Score: Raw -6542.329475 + Penalty 229.181343 = -6313.148131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.160000 sec): 3 clusters Score: Raw -6540.565578 + Penalty 458.362687 = -6082.202891 nChanged 39 SP:Iteration 1F (2022.160000 sec): 3 clusters Score: Raw -6632.478051 + Penalty 458.362687 = -6174.115365 nChanged 8 SP:Iteration 2F (2022.160000 sec): 3 clusters Score: Raw -6643.116473 + Penalty 458.362687 = -6184.753786 nChanged 4 SP:Iteration 3Q (2022.160000 sec): 3 clusters Score: Raw -6655.953998 + Penalty 458.362687 = -6197.591311 nChanged 3 SP:Iteration 4Q (2022.160000 sec): 3 clusters Score: Raw -6662.440888 + Penalty 458.362687 = -6204.078202 nChanged 1 SP:Iteration 5Q (2022.160000 sec): 3 clusters Score: Raw -6663.368548 + Penalty 458.362687 = -6205.005861 nChanged 2 SP:Iteration 6Q (2022.160000 sec): 3 clusters Score: Raw -6666.056885 + Penalty 458.362687 = -6207.694198 nChanged 2 SP:Iteration 7Q (2022.160000 sec): 3 clusters Score: Raw -6670.155712 + Penalty 458.362687 = -6211.793026 nChanged 1 SP:Iteration 8Q (2022.160000 sec): 3 clusters Score: Raw -6677.944660 + Penalty 458.362687 = -6219.581973 nChanged 2 SP:Iteration 9Q (2022.160000 sec): 3 clusters Score: Raw -6693.894922 + Penalty 458.362687 = -6235.532235 nChanged 3 SP:Iteration 10Q (2022.160000 sec): 3 clusters Score: Raw -6702.761047 + Penalty 458.362687 = -6244.398360 nChanged 3 SP:Iteration 11Q (2022.160000 sec): 3 clusters Score: Raw -6718.655390 + Penalty 458.362687 = -6260.292703 nChanged 0 SP:Iteration 12F (2022.160000 sec): 3 clusters Score: Raw -6718.655390 + Penalty 458.362687 = -6260.292703 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.160000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 3 clusters Score: Raw -3752.175624 + Penalty 392.891418 = -3359.284205 nChanged 12 SP:Iteration 1F (2022.170000 sec): 3 clusters Score: Raw -3801.221591 + Penalty 392.891418 = -3408.330172 nChanged 5 SP:Iteration 2F (2022.170000 sec): 3 clusters Score: Raw -3830.117335 + Penalty 392.891418 = -3437.225916 nChanged 1 SP:Iteration 3Q (2022.170000 sec): 3 clusters Score: Raw -3889.209406 + Penalty 392.891418 = -3496.317988 nChanged 1 SP:Iteration 4Q (2022.170000 sec): 3 clusters Score: Raw -3894.470087 + Penalty 392.891418 = -3501.578669 nChanged 0 SP:Iteration 5F (2022.170000 sec): 3 clusters Score: Raw -3894.470087 + Penalty 392.891418 = -3501.578669 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 2 clusters Score: Raw -6626.865276 + Penalty 234.737016 = -6392.128260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 3 clusters Score: Raw -6595.950544 + Penalty 469.474032 = -6126.476512 nChanged 48 SP:Iteration 1F (2022.170000 sec): 3 clusters Score: Raw -6670.293847 + Penalty 469.474032 = -6200.819815 nChanged 13 SP:Iteration 2F (2022.170000 sec): 3 clusters Score: Raw -6686.693875 + Penalty 469.474032 = -6217.219843 nChanged 6 SP:Iteration 3Q (2022.170000 sec): 3 clusters Score: Raw -6697.622267 + Penalty 469.474032 = -6228.148235 nChanged 4 SP:Iteration 4Q (2022.170000 sec): 3 clusters Score: Raw -6701.838837 + Penalty 469.474032 = -6232.364805 nChanged 1 SP:Iteration 5Q (2022.170000 sec): 3 clusters Score: Raw -6702.417916 + Penalty 469.474032 = -6232.943884 nChanged 0 SP:Iteration 6F (2022.170000 sec): 3 clusters Score: Raw -6702.417916 + Penalty 469.474032 = -6232.943884 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 82 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 2 clusters Score: Raw -8343.459996 + Penalty 241.750872 = -8101.709124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 3 clusters Score: Raw -8337.358750 + Penalty 483.501744 = -7853.857006 nChanged 58 SP:Iteration 1F (2022.170000 sec): 3 clusters Score: Raw -8449.825336 + Penalty 483.501744 = -7966.323592 nChanged 11 SP:Iteration 2F (2022.170000 sec): 3 clusters Score: Raw -8469.665866 + Penalty 483.501744 = -7986.164122 nChanged 6 SP:Iteration 3Q (2022.170000 sec): 3 clusters Score: Raw -8480.810341 + Penalty 483.501744 = -7997.308596 nChanged 4 SP:Iteration 4Q (2022.170000 sec): 3 clusters Score: Raw -8491.131149 + Penalty 483.501744 = -8007.629405 nChanged 1 SP:Iteration 5Q (2022.170000 sec): 3 clusters Score: Raw -8492.650856 + Penalty 483.501744 = -8009.149112 nChanged 1 SP:Iteration 6Q (2022.170000 sec): 3 clusters Score: Raw -8493.802931 + Penalty 483.501744 = -8010.301187 nChanged 0 SP:Iteration 7F (2022.170000 sec): 3 clusters Score: Raw -8493.802931 + Penalty 483.501744 = -8010.301187 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 83 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 2 clusters Score: Raw 599.187415 + Penalty 148.243392 = 747.430807 nChanged 12 SP:Iteration 1F (2022.170000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 84 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 2 clusters Score: Raw -2610.950794 + Penalty 178.898066 = -2432.052728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.170000 sec): 3 clusters Score: Raw -2703.012607 + Penalty 357.796133 = -2345.216474 nChanged 6 SP:Iteration 1F (2022.170000 sec): 3 clusters Score: Raw -2725.803901 + Penalty 357.796133 = -2368.007768 nChanged 3 SP:Iteration 2F (2022.170000 sec): 3 clusters Score: Raw -2735.660205 + Penalty 357.796133 = -2377.864072 nChanged 0 Deleting Class 34 (59 points): Lose 425.641238 but Gain 588.735889 Iteration 354F (2035.730000 sec): 85 clusters Score: Raw -23964724.861733 + Penalty 49453.814675 = -23915271.047058 nChanged 62 Iteration 355F (2048.780000 sec): 85 clusters Score: Raw -23965041.602997 + Penalty 49453.814675 = -23915587.788322 nChanged 2 Iteration 356Q (2053.700000 sec): 85 clusters Score: Raw -23965045.340881 + Penalty 49453.814675 = -23915591.526206 nChanged 1 Iteration 357Q (2058.660000 sec): 85 clusters Score: Raw -23965046.833062 + Penalty 49453.814675 = -23915593.018387 nChanged 0 Iteration 358F (2071.710000 sec): 85 clusters Score: Raw -23965046.833062 + Penalty 49453.814675 = -23915593.018387 nChanged 0 Compute initial score before splitting: Score: Raw -23965046.833062 + Penalty 49453.814675 = -23915593.018387 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2071.720000 sec): 2 clusters Score: Raw -22346.659346 + Penalty 270.635592 = -22076.023754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2071.720000 sec): 3 clusters Score: Raw -22195.712474 + Penalty 541.271184 = -21654.441289 nChanged 123 SP:Iteration 1F (2071.720000 sec): 3 clusters Score: Raw -22285.516075 + Penalty 541.271184 = -21744.244891 nChanged 27 SP:Iteration 2F (2071.720000 sec): 3 clusters Score: Raw -22312.848717 + Penalty 541.271184 = -21771.577533 nChanged 20 SP:Iteration 3F (2071.720000 sec): 3 clusters Score: Raw -22343.329503 + Penalty 541.271184 = -21802.058319 nChanged 15 SP:Iteration 4Q (2071.720000 sec): 3 clusters Score: Raw -22355.107593 + Penalty 541.271184 = -21813.836409 nChanged 7 SP:Iteration 5Q (2071.720000 sec): 3 clusters Score: Raw -22363.028299 + Penalty 541.271184 = -21821.757115 nChanged 9 SP:Iteration 6Q (2071.720000 sec): 3 clusters Score: Raw -22370.109885 + Penalty 541.271184 = -21828.838701 nChanged 12 SP:Iteration 7Q (2071.720000 sec): 3 clusters Score: Raw -22380.913460 + Penalty 541.271184 = -21839.642276 nChanged 10 SP:Iteration 8Q (2071.720000 sec): 3 clusters Score: Raw -22386.154303 + Penalty 541.271184 = -21844.883119 nChanged 2 SP:Iteration 9Q (2071.720000 sec): 3 clusters Score: Raw -22387.578333 + Penalty 541.271184 = -21846.307149 nChanged 3 SP:Iteration 10Q (2071.720000 sec): 3 clusters Score: Raw -22390.587152 + Penalty 541.271184 = -21849.315968 nChanged 1 SP:Iteration 11Q (2071.730000 sec): 3 clusters Score: Raw -22391.000105 + Penalty 541.271184 = -21849.728921 nChanged 1 SP:Iteration 12Q (2071.730000 sec): 3 clusters Score: Raw -22391.427936 + Penalty 541.271184 = -21850.156752 nChanged 0 SP:Iteration 13F (2071.730000 sec): 3 clusters Score: Raw -22391.427936 + Penalty 541.271184 = -21850.156752 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2071.730000 sec): 2 clusters Score: Raw -16348.620484 + Penalty 258.136209 = -16090.484275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2071.730000 sec): 3 clusters Score: Raw -16258.310076 + Penalty 516.272417 = -15742.037658 nChanged 98 SP:Iteration 1F (2071.730000 sec): 3 clusters Score: Raw -16343.400747 + Penalty 516.272417 = -15827.128330 nChanged 21 SP:Iteration 2F (2071.730000 sec): 3 clusters Score: Raw -16377.149870 + Penalty 516.272417 = -15860.877452 nChanged 9 SP:Iteration 3Q (2071.730000 sec): 3 clusters Score: Raw -16393.302569 + Penalty 516.272417 = -15877.030152 nChanged 12 SP:Iteration 4Q (2071.730000 sec): 3 clusters Score: Raw -16410.772441 + Penalty 516.272417 = -15894.500024 nChanged 12 SP:Iteration 5Q (2071.730000 sec): 3 clusters Score: Raw -16426.715622 + Penalty 516.272417 = -15910.443205 nChanged 9 SP:Iteration 6Q (2071.730000 sec): 3 clusters Score: Raw -16439.566865 + Penalty 516.272417 = -15923.294448 nChanged 6 SP:Iteration 7Q (2071.730000 sec): 3 clusters Score: Raw -16444.432829 + Penalty 516.272417 = -15928.160412 nChanged 1 SP:Iteration 8Q (2071.730000 sec): 3 clusters Score: Raw -16444.734913 + Penalty 516.272417 = -15928.462496 nChanged 1 SP:Iteration 9Q (2071.730000 sec): 3 clusters Score: Raw -16447.374065 + Penalty 516.272417 = -15931.101648 nChanged 3 SP:Iteration 10Q (2071.730000 sec): 3 clusters Score: Raw -16449.623100 + Penalty 516.272417 = -15933.350682 nChanged 2 SP:Iteration 11Q (2071.730000 sec): 3 clusters Score: Raw -16450.984319 + Penalty 516.272417 = -15934.711902 nChanged 1 SP:Iteration 12Q (2071.730000 sec): 3 clusters Score: Raw -16451.887483 + Penalty 516.272417 = -15935.615066 nChanged 1 SP:Iteration 13Q (2071.730000 sec): 3 clusters Score: Raw -16452.716060 + Penalty 516.272417 = -15936.443643 nChanged 0 SP:Iteration 14F (2071.730000 sec): 3 clusters Score: Raw -16452.716060 + Penalty 516.272417 = -15936.443643 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2071.740000 sec): 2 clusters Score: Raw -114178.187226 + Penalty 344.361257 = -113833.825969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2071.740000 sec): 3 clusters Score: Raw -113078.822147 + Penalty 688.722513 = -112390.099633 nChanged 826 SP:Iteration 1F (2071.740000 sec): 3 clusters Score: Raw -113528.914051 + Penalty 688.722513 = -112840.191538 nChanged 143 SP:Iteration 2F (2071.740000 sec): 3 clusters Score: Raw -113601.827715 + Penalty 688.722513 = -112913.105201 nChanged 109 SP:Iteration 3F (2071.740000 sec): 3 clusters Score: Raw -113648.815851 + Penalty 688.722513 = -112960.093338 nChanged 79 SP:Iteration 4Q (2071.750000 sec): 3 clusters Score: Raw -113680.457984 + Penalty 688.722513 = -112991.735470 nChanged 58 SP:Iteration 5Q (2071.750000 sec): 3 clusters Score: Raw -113701.460797 + Penalty 688.722513 = -113012.738284 nChanged 43 SP:Iteration 6Q (2071.750000 sec): 3 clusters Score: Raw -113718.590989 + Penalty 688.722513 = -113029.868475 nChanged 45 SP:Iteration 7Q (2071.750000 sec): 3 clusters Score: Raw -113734.077174 + Penalty 688.722513 = -113045.354661 nChanged 37 SP:Iteration 8Q (2071.750000 sec): 3 clusters Score: Raw -113751.148761 + Penalty 688.722513 = -113062.426247 nChanged 43 SP:Iteration 9Q (2071.760000 sec): 3 clusters Score: Raw -113777.974579 + Penalty 688.722513 = -113089.252066 nChanged 52 SP:Iteration 10Q (2071.760000 sec): 3 clusters Score: Raw -113805.059777 + Penalty 688.722513 = -113116.337264 nChanged 57 SP:Iteration 11Q (2071.760000 sec): 3 clusters Score: Raw -113832.817965 + Penalty 688.722513 = -113144.095452 nChanged 63 SP:Iteration 12Q (2071.760000 sec): 3 clusters Score: Raw -113867.411888 + Penalty 688.722513 = -113178.689375 nChanged 76 SP:Iteration 13Q (2071.760000 sec): 3 clusters Score: Raw -113916.229341 + Penalty 688.722513 = -113227.506828 nChanged 69 SP:Iteration 14Q (2071.760000 sec): 3 clusters Score: Raw -113966.425493 + Penalty 688.722513 = -113277.702979 nChanged 61 SP:Iteration 15Q (2071.770000 sec): 3 clusters Score: Raw -114007.754838 + Penalty 688.722513 = -113319.032325 nChanged 56 SP:Iteration 16Q (2071.770000 sec): 3 clusters Score: Raw -114035.364790 + Penalty 688.722513 = -113346.642276 nChanged 39 SP:Iteration 17Q (2071.770000 sec): 3 clusters Score: Raw -114057.075107 + Penalty 688.722513 = -113368.352594 nChanged 36 SP:Iteration 18Q (2071.770000 sec): 3 clusters Score: Raw -114075.235866 + Penalty 688.722513 = -113386.513353 nChanged 33 SP:Iteration 19Q (2071.780000 sec): 3 clusters Score: Raw -114088.733574 + Penalty 688.722513 = -113400.011061 nChanged 20 SP:Iteration 20F (2071.780000 sec): 3 clusters Score: Raw -114097.221037 + Penalty 688.722513 = -113408.498524 nChanged 19 SP:Iteration 21Q (2071.780000 sec): 3 clusters Score: Raw -114105.699258 + Penalty 688.722513 = -113416.976745 nChanged 15 SP:Iteration 22Q (2071.780000 sec): 3 clusters Score: Raw -114109.626883 + Penalty 688.722513 = -113420.904370 nChanged 14 SP:Iteration 23Q (2071.780000 sec): 3 clusters Score: Raw -114114.503048 + Penalty 688.722513 = -113425.780535 nChanged 26 SP:Iteration 24Q (2071.780000 sec): 3 clusters Score: Raw -114121.881053 + Penalty 688.722513 = -113433.158539 nChanged 13 SP:Iteration 25Q (2071.780000 sec): 3 clusters Score: Raw -114125.400746 + Penalty 688.722513 = -113436.678233 nChanged 18 SP:Iteration 26Q (2071.790000 sec): 3 clusters Score: Raw -114131.847453 + Penalty 688.722513 = -113443.124940 nChanged 19 SP:Iteration 27Q (2071.790000 sec): 3 clusters Score: Raw -114138.679935 + Penalty 688.722513 = -113449.957422 nChanged 19 SP:Iteration 28Q (2071.790000 sec): 3 clusters Score: Raw -114144.844817 + Penalty 688.722513 = -113456.122304 nChanged 19 SP:Iteration 29Q (2071.790000 sec): 3 clusters Score: Raw -114154.188890 + Penalty 688.722513 = -113465.466377 nChanged 25 SP:Iteration 30Q (2071.800000 sec): 3 clusters Score: Raw -114167.672991 + Penalty 688.722513 = -113478.950477 nChanged 15 SP:Iteration 31Q (2071.800000 sec): 3 clusters Score: Raw -114173.370115 + Penalty 688.722513 = -113484.647601 nChanged 17 SP:Iteration 32Q (2071.800000 sec): 3 clusters Score: Raw -114180.569877 + Penalty 688.722513 = -113491.847363 nChanged 10 SP:Iteration 33Q (2071.800000 sec): 3 clusters Score: Raw -114184.158095 + Penalty 688.722513 = -113495.435582 nChanged 11 SP:Iteration 34Q (2071.800000 sec): 3 clusters Score: Raw -114189.411237 + Penalty 688.722513 = -113500.688724 nChanged 18 SP:Iteration 35Q (2071.800000 sec): 3 clusters Score: Raw -114198.412617 + Penalty 688.722513 = -113509.690104 nChanged 13 SP:Iteration 36Q (2071.800000 sec): 3 clusters Score: Raw -114202.968714 + Penalty 688.722513 = -113514.246201 nChanged 12 SP:Iteration 37Q (2071.810000 sec): 3 clusters Score: Raw -114208.091485 + Penalty 688.722513 = -113519.368972 nChanged 7 SP:Iteration 38Q (2071.810000 sec): 3 clusters Score: Raw -114210.198498 + Penalty 688.722513 = -113521.475985 nChanged 7 SP:Iteration 39Q (2071.810000 sec): 3 clusters Score: Raw -114212.401123 + Penalty 688.722513 = -113523.678610 nChanged 7 SP:Iteration 40F (2071.810000 sec): 3 clusters Score: Raw -114214.838829 + Penalty 688.722513 = -113526.116315 nChanged 6 SP:Iteration 41Q (2071.810000 sec): 3 clusters Score: Raw -114216.905759 + Penalty 688.722513 = -113528.183246 nChanged 6 SP:Iteration 42Q (2071.820000 sec): 3 clusters Score: Raw -114218.215711 + Penalty 688.722513 = -113529.493197 nChanged 3 SP:Iteration 43Q (2071.820000 sec): 3 clusters Score: Raw -114219.122515 + Penalty 688.722513 = -113530.400002 nChanged 3 SP:Iteration 44Q (2071.820000 sec): 3 clusters Score: Raw -114220.633429 + Penalty 688.722513 = -113531.910916 nChanged 7 SP:Iteration 45Q (2071.820000 sec): 3 clusters Score: Raw -114224.448183 + Penalty 688.722513 = -113535.725669 nChanged 9 SP:Iteration 46Q (2071.820000 sec): 3 clusters Score: Raw -114228.430374 + Penalty 688.722513 = -113539.707860 nChanged 4 SP:Iteration 47Q (2071.820000 sec): 3 clusters Score: Raw -114229.910914 + Penalty 688.722513 = -113541.188401 nChanged 3 SP:Iteration 48Q (2071.820000 sec): 3 clusters Score: Raw -114230.575103 + Penalty 688.722513 = -113541.852590 nChanged 3 SP:Iteration 49Q (2071.830000 sec): 3 clusters Score: Raw -114231.749377 + Penalty 688.722513 = -113543.026864 nChanged 2 SP:Iteration 50Q (2071.830000 sec): 3 clusters Score: Raw -114232.174449 + Penalty 688.722513 = -113543.451936 nChanged 1 SP:Iteration 51Q (2071.830000 sec): 3 clusters Score: Raw -114232.440140 + Penalty 688.722513 = -113543.717627 nChanged 1 SP:Iteration 52Q (2071.830000 sec): 3 clusters Score: Raw -114232.769546 + Penalty 688.722513 = -113544.047033 nChanged 1 SP:Iteration 53Q (2071.830000 sec): 3 clusters Score: Raw -114232.894815 + Penalty 688.722513 = -113544.172302 nChanged 0 SP:Iteration 54F (2071.840000 sec): 3 clusters Score: Raw -114232.894815 + Penalty 688.722513 = -113544.172302 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2071.900000 sec): 2 clusters Score: Raw -2261287.749495 + Penalty 481.822678 = -2260805.926817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2071.950000 sec): 3 clusters Score: Raw -2235180.451777 + Penalty 963.645356 = -2234216.806420 nChanged 19169 SP:Iteration 1F (2071.990000 sec): 3 clusters Score: Raw -2246662.979334 + Penalty 963.645356 = -2245699.333978 nChanged 1714 SP:Iteration 2Q (2072.040000 sec): 3 clusters Score: Raw -2247296.886376 + Penalty 963.645356 = -2246333.241020 nChanged 1977 SP:Iteration 3Q (2072.090000 sec): 3 clusters Score: Raw -2248141.731173 + Penalty 963.645356 = -2247178.085817 nChanged 2135 SP:Iteration 4F (2072.130000 sec): 3 clusters Score: Raw -2249124.902267 + Penalty 963.645356 = -2248161.256911 nChanged 2109 SP:Iteration 5F (2072.180000 sec): 3 clusters Score: Raw -2250097.628018 + Penalty 963.645356 = -2249133.982662 nChanged 1910 SP:Iteration 6Q (2072.220000 sec): 3 clusters Score: Raw -2251001.647979 + Penalty 963.645356 = -2250038.002623 nChanged 1782 SP:Iteration 7Q (2072.270000 sec): 3 clusters Score: Raw -2251886.981949 + Penalty 963.645356 = -2250923.336593 nChanged 1515 SP:Iteration 8Q (2072.320000 sec): 3 clusters Score: Raw -2252728.214418 + Penalty 963.645356 = -2251764.569062 nChanged 1420 SP:Iteration 9Q (2072.360000 sec): 3 clusters Score: Raw -2253651.533541 + Penalty 963.645356 = -2252687.888185 nChanged 1268 SP:Iteration 10Q (2072.410000 sec): 3 clusters Score: Raw -2254410.100100 + Penalty 963.645356 = -2253446.454744 nChanged 1010 SP:Iteration 11Q (2072.460000 sec): 3 clusters Score: Raw -2254830.743473 + Penalty 963.645356 = -2253867.098116 nChanged 733 SP:Iteration 12Q (2072.510000 sec): 3 clusters Score: Raw -2255091.533633 + Penalty 963.645356 = -2254127.888277 nChanged 649 SP:Iteration 13Q (2072.550000 sec): 3 clusters Score: Raw -2255307.665009 + Penalty 963.645356 = -2254344.019653 nChanged 661 SP:Iteration 14Q (2072.600000 sec): 3 clusters Score: Raw -2255529.426923 + Penalty 963.645356 = -2254565.781566 nChanged 717 SP:Iteration 15Q (2072.640000 sec): 3 clusters Score: Raw -2255783.157228 + Penalty 963.645356 = -2254819.511872 nChanged 731 SP:Iteration 16Q (2072.680000 sec): 3 clusters Score: Raw -2256058.065113 + Penalty 963.645356 = -2255094.419756 nChanged 744 SP:Iteration 17Q (2072.720000 sec): 3 clusters Score: Raw -2256345.687144 + Penalty 963.645356 = -2255382.041788 nChanged 696 SP:Iteration 18Q (2072.770000 sec): 3 clusters Score: Raw -2256604.863159 + Penalty 963.645356 = -2255641.217803 nChanged 661 SP:Iteration 19Q (2072.810000 sec): 3 clusters Score: Raw -2256842.752934 + Penalty 963.645356 = -2255879.107578 nChanged 635 SP:Iteration 20F (2072.860000 sec): 3 clusters Score: Raw -2257085.286592 + Penalty 963.645356 = -2256121.641236 nChanged 652 SP:Iteration 21Q (2072.900000 sec): 3 clusters Score: Raw -2257342.105638 + Penalty 963.645356 = -2256378.460282 nChanged 628 SP:Iteration 22Q (2072.940000 sec): 3 clusters Score: Raw -2257606.875531 + Penalty 963.645356 = -2256643.230174 nChanged 636 SP:Iteration 23Q (2072.990000 sec): 3 clusters Score: Raw -2257888.995544 + Penalty 963.645356 = -2256925.350188 nChanged 633 SP:Iteration 24Q (2073.030000 sec): 3 clusters Score: Raw -2258186.586769 + Penalty 963.645356 = -2257222.941412 nChanged 602 SP:Iteration 25Q (2073.070000 sec): 3 clusters Score: Raw -2258474.423907 + Penalty 963.645356 = -2257510.778551 nChanged 590 SP:Iteration 26Q (2073.110000 sec): 3 clusters Score: Raw -2258786.241172 + Penalty 963.645356 = -2257822.595816 nChanged 600 SP:Iteration 27Q (2073.140000 sec): 3 clusters Score: Raw -2259117.977774 + Penalty 963.645356 = -2258154.332418 nChanged 587 SP:Iteration 28Q (2073.180000 sec): 3 clusters Score: Raw -2259462.047565 + Penalty 963.645356 = -2258498.402209 nChanged 538 SP:Iteration 29Q (2073.220000 sec): 3 clusters Score: Raw -2259806.496182 + Penalty 963.645356 = -2258842.850826 nChanged 537 SP:Iteration 30Q (2073.250000 sec): 3 clusters Score: Raw -2260169.501630 + Penalty 963.645356 = -2259205.856274 nChanged 447 SP:Iteration 31Q (2073.290000 sec): 3 clusters Score: Raw -2260460.515704 + Penalty 963.645356 = -2259496.870348 nChanged 366 SP:Iteration 32Q (2073.320000 sec): 3 clusters Score: Raw -2260711.508500 + Penalty 963.645356 = -2259747.863143 nChanged 308 SP:Iteration 33Q (2073.360000 sec): 3 clusters Score: Raw -2260920.703767 + Penalty 963.645356 = -2259957.058411 nChanged 225 SP:Iteration 34Q (2073.390000 sec): 3 clusters Score: Raw -2261068.206517 + Penalty 963.645356 = -2260104.561161 nChanged 152 SP:Iteration 35Q (2073.420000 sec): 3 clusters Score: Raw -2261167.274402 + Penalty 963.645356 = -2260203.629045 nChanged 103 SP:Iteration 36Q (2073.460000 sec): 3 clusters Score: Raw -2261231.705016 + Penalty 963.645356 = -2260268.059660 nChanged 72 SP:Iteration 37Q (2073.490000 sec): 3 clusters Score: Raw -2261270.096092 + Penalty 963.645356 = -2260306.450736 nChanged 44 SP:Iteration 38Q (2073.520000 sec): 3 clusters Score: Raw -2261291.039479 + Penalty 963.645356 = -2260327.394123 nChanged 34 SP:Iteration 39Q (2073.550000 sec): 3 clusters Score: Raw -2261307.390080 + Penalty 963.645356 = -2260343.744724 nChanged 19 SP:Iteration 40F (2073.600000 sec): 3 clusters Score: Raw -2261314.276239 + Penalty 963.645356 = -2260350.630883 nChanged 13 SP:Iteration 41Q (2073.630000 sec): 3 clusters Score: Raw -2261322.255962 + Penalty 963.645356 = -2260358.610606 nChanged 17 SP:Iteration 42Q (2073.660000 sec): 3 clusters Score: Raw -2261329.845442 + Penalty 963.645356 = -2260366.200086 nChanged 6 SP:Iteration 43Q (2073.690000 sec): 3 clusters Score: Raw -2261332.411689 + Penalty 963.645356 = -2260368.766333 nChanged 6 SP:Iteration 44Q (2073.730000 sec): 3 clusters Score: Raw -2261336.929987 + Penalty 963.645356 = -2260373.284631 nChanged 9 SP:Iteration 45Q (2073.760000 sec): 3 clusters Score: Raw -2261341.882639 + Penalty 963.645356 = -2260378.237283 nChanged 11 SP:Iteration 46Q (2073.790000 sec): 3 clusters Score: Raw -2261348.899323 + Penalty 963.645356 = -2260385.253967 nChanged 8 SP:Iteration 47Q (2073.820000 sec): 3 clusters Score: Raw -2261353.179582 + Penalty 963.645356 = -2260389.534226 nChanged 11 SP:Iteration 48Q (2073.850000 sec): 3 clusters Score: Raw -2261358.598742 + Penalty 963.645356 = -2260394.953386 nChanged 9 SP:Iteration 49Q (2073.880000 sec): 3 clusters Score: Raw -2261362.009633 + Penalty 963.645356 = -2260398.364277 nChanged 7 SP:Iteration 50Q (2073.920000 sec): 3 clusters Score: Raw -2261365.030574 + Penalty 963.645356 = -2260401.385218 nChanged 3 SP:Iteration 51Q (2073.950000 sec): 3 clusters Score: Raw -2261369.196155 + Penalty 963.645356 = -2260405.550798 nChanged 2 SP:Iteration 52Q (2073.980000 sec): 3 clusters Score: Raw -2261370.595641 + Penalty 963.645356 = -2260406.950285 nChanged 4 SP:Iteration 53Q (2074.020000 sec): 3 clusters Score: Raw -2261372.937900 + Penalty 963.645356 = -2260409.292544 nChanged 1 SP:Iteration 54Q (2074.050000 sec): 3 clusters Score: Raw -2261373.662054 + Penalty 963.645356 = -2260410.016698 nChanged 1 SP:Iteration 55Q (2074.080000 sec): 3 clusters Score: Raw -2261374.191645 + Penalty 963.645356 = -2260410.546289 nChanged 1 SP:Iteration 56Q (2074.110000 sec): 3 clusters Score: Raw -2261374.355286 + Penalty 963.645356 = -2260410.709930 nChanged 0 SP:Iteration 57F (2074.150000 sec): 3 clusters Score: Raw -2261374.355286 + Penalty 963.645356 = -2260410.709930 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.170000 sec): 2 clusters Score: Raw -200278.443968 + Penalty 369.120013 = -199909.323955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.180000 sec): 3 clusters Score: Raw -198375.556062 + Penalty 738.240026 = -197637.316036 nChanged 1440 SP:Iteration 1F (2074.180000 sec): 3 clusters Score: Raw -199235.814602 + Penalty 738.240026 = -198497.574575 nChanged 209 SP:Iteration 2F (2074.180000 sec): 3 clusters Score: Raw -199339.626978 + Penalty 738.240026 = -198601.386952 nChanged 167 SP:Iteration 3F (2074.190000 sec): 3 clusters Score: Raw -199431.915796 + Penalty 738.240026 = -198693.675770 nChanged 164 SP:Iteration 4Q (2074.190000 sec): 3 clusters Score: Raw -199523.150460 + Penalty 738.240026 = -198784.910434 nChanged 149 SP:Iteration 5Q (2074.190000 sec): 3 clusters Score: Raw -199600.976608 + Penalty 738.240026 = -198862.736582 nChanged 120 SP:Iteration 6Q (2074.200000 sec): 3 clusters Score: Raw -199667.033954 + Penalty 738.240026 = -198928.793927 nChanged 137 SP:Iteration 7Q (2074.200000 sec): 3 clusters Score: Raw -199741.554428 + Penalty 738.240026 = -199003.314402 nChanged 127 SP:Iteration 8Q (2074.200000 sec): 3 clusters Score: Raw -199808.939156 + Penalty 738.240026 = -199070.699129 nChanged 100 SP:Iteration 9Q (2074.210000 sec): 3 clusters Score: Raw -199862.432413 + Penalty 738.240026 = -199124.192387 nChanged 86 SP:Iteration 10Q (2074.210000 sec): 3 clusters Score: Raw -199896.827184 + Penalty 738.240026 = -199158.587158 nChanged 71 SP:Iteration 11Q (2074.210000 sec): 3 clusters Score: Raw -199926.395580 + Penalty 738.240026 = -199188.155553 nChanged 62 SP:Iteration 12Q (2074.220000 sec): 3 clusters Score: Raw -199956.847557 + Penalty 738.240026 = -199218.607530 nChanged 56 SP:Iteration 13Q (2074.220000 sec): 3 clusters Score: Raw -199983.382628 + Penalty 738.240026 = -199245.142601 nChanged 63 SP:Iteration 14Q (2074.220000 sec): 3 clusters Score: Raw -200010.811560 + Penalty 738.240026 = -199272.571534 nChanged 52 SP:Iteration 15Q (2074.220000 sec): 3 clusters Score: Raw -200035.193097 + Penalty 738.240026 = -199296.953070 nChanged 45 SP:Iteration 16Q (2074.230000 sec): 3 clusters Score: Raw -200057.554203 + Penalty 738.240026 = -199319.314177 nChanged 49 SP:Iteration 17Q (2074.230000 sec): 3 clusters Score: Raw -200080.108813 + Penalty 738.240026 = -199341.868786 nChanged 40 SP:Iteration 18Q (2074.240000 sec): 3 clusters Score: Raw -200097.230416 + Penalty 738.240026 = -199358.990390 nChanged 42 SP:Iteration 19Q (2074.240000 sec): 3 clusters Score: Raw -200114.748690 + Penalty 738.240026 = -199376.508663 nChanged 35 SP:Iteration 20F (2074.240000 sec): 3 clusters Score: Raw -200125.895719 + Penalty 738.240026 = -199387.655692 nChanged 29 SP:Iteration 21Q (2074.240000 sec): 3 clusters Score: Raw -200132.702733 + Penalty 738.240026 = -199394.462706 nChanged 18 SP:Iteration 22Q (2074.250000 sec): 3 clusters Score: Raw -200136.027053 + Penalty 738.240026 = -199397.787027 nChanged 22 SP:Iteration 23Q (2074.250000 sec): 3 clusters Score: Raw -200142.647859 + Penalty 738.240026 = -199404.407833 nChanged 20 SP:Iteration 24Q (2074.260000 sec): 3 clusters Score: Raw -200149.312270 + Penalty 738.240026 = -199411.072244 nChanged 25 SP:Iteration 25Q (2074.260000 sec): 3 clusters Score: Raw -200157.512711 + Penalty 738.240026 = -199419.272684 nChanged 25 SP:Iteration 26Q (2074.260000 sec): 3 clusters Score: Raw -200162.836090 + Penalty 738.240026 = -199424.596064 nChanged 22 SP:Iteration 27Q (2074.260000 sec): 3 clusters Score: Raw -200166.885080 + Penalty 738.240026 = -199428.645054 nChanged 17 SP:Iteration 28Q (2074.270000 sec): 3 clusters Score: Raw -200170.185494 + Penalty 738.240026 = -199431.945468 nChanged 13 SP:Iteration 29Q (2074.270000 sec): 3 clusters Score: Raw -200172.499444 + Penalty 738.240026 = -199434.259418 nChanged 9 SP:Iteration 30Q (2074.270000 sec): 3 clusters Score: Raw -200174.193009 + Penalty 738.240026 = -199435.952983 nChanged 12 SP:Iteration 31Q (2074.280000 sec): 3 clusters Score: Raw -200175.644705 + Penalty 738.240026 = -199437.404679 nChanged 6 SP:Iteration 32Q (2074.280000 sec): 3 clusters Score: Raw -200176.647074 + Penalty 738.240026 = -199438.407047 nChanged 6 SP:Iteration 33Q (2074.280000 sec): 3 clusters Score: Raw -200178.070637 + Penalty 738.240026 = -199439.830611 nChanged 7 SP:Iteration 34Q (2074.280000 sec): 3 clusters Score: Raw -200178.678853 + Penalty 738.240026 = -199440.438827 nChanged 3 SP:Iteration 35Q (2074.290000 sec): 3 clusters Score: Raw -200178.982887 + Penalty 738.240026 = -199440.742860 nChanged 3 SP:Iteration 36Q (2074.290000 sec): 3 clusters Score: Raw -200179.318310 + Penalty 738.240026 = -199441.078283 nChanged 4 SP:Iteration 37Q (2074.300000 sec): 3 clusters Score: Raw -200179.550809 + Penalty 738.240026 = -199441.310782 nChanged 1 SP:Iteration 38Q (2074.300000 sec): 3 clusters Score: Raw -200179.627273 + Penalty 738.240026 = -199441.387247 nChanged 0 SP:Iteration 39F (2074.300000 sec): 3 clusters Score: Raw -200179.627273 + Penalty 738.240026 = -199441.387247 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.300000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.300000 sec): 3 clusters Score: Raw -3222.394655 + Penalty 396.460503 = -2825.934152 nChanged 16 SP:Iteration 1F (2074.300000 sec): 3 clusters Score: Raw -3239.642341 + Penalty 396.460503 = -2843.181838 nChanged 2 SP:Iteration 2Q (2074.300000 sec): 3 clusters Score: Raw -3252.783118 + Penalty 396.460503 = -2856.322615 nChanged 0 SP:Iteration 3F (2074.300000 sec): 3 clusters Score: Raw -3252.783118 + Penalty 396.460503 = -2856.322615 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.300000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.310000 sec): 3 clusters Score: Raw -60552.785611 + Penalty 639.646968 = -59913.138643 nChanged 420 SP:Iteration 1F (2074.310000 sec): 3 clusters Score: Raw -60794.992166 + Penalty 639.646968 = -60155.345197 nChanged 73 SP:Iteration 2F (2074.310000 sec): 3 clusters Score: Raw -60826.316723 + Penalty 639.646968 = -60186.669754 nChanged 41 SP:Iteration 3Q (2074.310000 sec): 3 clusters Score: Raw -60844.371263 + Penalty 639.646968 = -60204.724295 nChanged 33 SP:Iteration 4Q (2074.310000 sec): 3 clusters Score: Raw -60856.624671 + Penalty 639.646968 = -60216.977703 nChanged 25 SP:Iteration 5Q (2074.310000 sec): 3 clusters Score: Raw -60870.137404 + Penalty 639.646968 = -60230.490436 nChanged 28 SP:Iteration 6Q (2074.310000 sec): 3 clusters Score: Raw -60884.466605 + Penalty 639.646968 = -60244.819637 nChanged 23 SP:Iteration 7Q (2074.320000 sec): 3 clusters Score: Raw -60898.151889 + Penalty 639.646968 = -60258.504920 nChanged 24 SP:Iteration 8Q (2074.320000 sec): 3 clusters Score: Raw -60910.182065 + Penalty 639.646968 = -60270.535096 nChanged 25 SP:Iteration 9Q (2074.320000 sec): 3 clusters Score: Raw -60926.512098 + Penalty 639.646968 = -60286.865130 nChanged 28 SP:Iteration 10Q (2074.320000 sec): 3 clusters Score: Raw -60939.063042 + Penalty 639.646968 = -60299.416074 nChanged 25 SP:Iteration 11Q (2074.320000 sec): 3 clusters Score: Raw -60949.958556 + Penalty 639.646968 = -60310.311587 nChanged 22 SP:Iteration 12Q (2074.320000 sec): 3 clusters Score: Raw -60959.351284 + Penalty 639.646968 = -60319.704316 nChanged 27 SP:Iteration 13Q (2074.320000 sec): 3 clusters Score: Raw -60970.246682 + Penalty 639.646968 = -60330.599713 nChanged 32 SP:Iteration 14Q (2074.320000 sec): 3 clusters Score: Raw -60989.583339 + Penalty 639.646968 = -60349.936371 nChanged 34 SP:Iteration 15Q (2074.320000 sec): 3 clusters Score: Raw -61009.208183 + Penalty 639.646968 = -60369.561215 nChanged 35 SP:Iteration 16Q (2074.320000 sec): 3 clusters Score: Raw -61029.101406 + Penalty 639.646968 = -60389.454438 nChanged 27 SP:Iteration 17Q (2074.330000 sec): 3 clusters Score: Raw -61046.821006 + Penalty 639.646968 = -60407.174037 nChanged 25 SP:Iteration 18Q (2074.330000 sec): 3 clusters Score: Raw -61062.007000 + Penalty 639.646968 = -60422.360031 nChanged 20 SP:Iteration 19Q (2074.330000 sec): 3 clusters Score: Raw -61076.748146 + Penalty 639.646968 = -60437.101178 nChanged 13 SP:Iteration 20F (2074.330000 sec): 3 clusters Score: Raw -61085.946923 + Penalty 639.646968 = -60446.299955 nChanged 11 SP:Iteration 21Q (2074.330000 sec): 3 clusters Score: Raw -61095.070439 + Penalty 639.646968 = -60455.423471 nChanged 10 SP:Iteration 22Q (2074.330000 sec): 3 clusters Score: Raw -61100.333442 + Penalty 639.646968 = -60460.686474 nChanged 12 SP:Iteration 23Q (2074.330000 sec): 3 clusters Score: Raw -61105.588501 + Penalty 639.646968 = -60465.941532 nChanged 10 SP:Iteration 24Q (2074.330000 sec): 3 clusters Score: Raw -61110.331388 + Penalty 639.646968 = -60470.684420 nChanged 6 SP:Iteration 25Q (2074.340000 sec): 3 clusters Score: Raw -61113.952654 + Penalty 639.646968 = -60474.305686 nChanged 5 SP:Iteration 26Q (2074.340000 sec): 3 clusters Score: Raw -61116.197808 + Penalty 639.646968 = -60476.550840 nChanged 3 SP:Iteration 27Q (2074.340000 sec): 3 clusters Score: Raw -61117.598497 + Penalty 639.646968 = -60477.951529 nChanged 2 SP:Iteration 28Q (2074.340000 sec): 3 clusters Score: Raw -61118.922133 + Penalty 639.646968 = -60479.275165 nChanged 4 SP:Iteration 29Q (2074.340000 sec): 3 clusters Score: Raw -61122.289483 + Penalty 639.646968 = -60482.642515 nChanged 2 SP:Iteration 30Q (2074.340000 sec): 3 clusters Score: Raw -61124.016589 + Penalty 639.646968 = -60484.369621 nChanged 1 SP:Iteration 31Q (2074.340000 sec): 3 clusters Score: Raw -61124.328285 + Penalty 639.646968 = -60484.681317 nChanged 1 SP:Iteration 32Q (2074.340000 sec): 3 clusters Score: Raw -61124.858120 + Penalty 639.646968 = -60485.211152 nChanged 1 SP:Iteration 33Q (2074.340000 sec): 3 clusters Score: Raw -61125.155421 + Penalty 639.646968 = -60485.508453 nChanged 0 SP:Iteration 34F (2074.340000 sec): 3 clusters Score: Raw -61125.155421 + Penalty 639.646968 = -60485.508453 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.340000 sec): 2 clusters Score: Raw -3550.316591 + Penalty 198.230252 = -3352.086340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.340000 sec): 3 clusters Score: Raw -3592.511271 + Penalty 396.460503 = -3196.050767 nChanged 18 SP:Iteration 1F (2074.350000 sec): 3 clusters Score: Raw -3630.777497 + Penalty 396.460503 = -3234.316993 nChanged 5 SP:Iteration 2F (2074.350000 sec): 3 clusters Score: Raw -3644.672654 + Penalty 396.460503 = -3248.212150 nChanged 4 SP:Iteration 3F (2074.350000 sec): 3 clusters Score: Raw -3654.507671 + Penalty 396.460503 = -3258.047168 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.350000 sec): 2 clusters Score: Raw -9326.647723 + Penalty 239.687546 = -9086.960177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.350000 sec): 3 clusters Score: Raw -9311.642410 + Penalty 479.375092 = -8832.267318 nChanged 61 SP:Iteration 1F (2074.350000 sec): 3 clusters Score: Raw -9388.026642 + Penalty 479.375092 = -8908.651550 nChanged 18 SP:Iteration 2F (2074.350000 sec): 3 clusters Score: Raw -9414.889702 + Penalty 479.375092 = -8935.514609 nChanged 11 SP:Iteration 3F (2074.350000 sec): 3 clusters Score: Raw -9430.702668 + Penalty 479.375092 = -8951.327575 nChanged 8 SP:Iteration 4Q (2074.350000 sec): 3 clusters Score: Raw -9443.351345 + Penalty 479.375092 = -8963.976252 nChanged 4 SP:Iteration 5Q (2074.350000 sec): 3 clusters Score: Raw -9448.516764 + Penalty 479.375092 = -8969.141671 nChanged 3 SP:Iteration 6Q (2074.350000 sec): 3 clusters Score: Raw -9452.929551 + Penalty 479.375092 = -8973.554459 nChanged 1 SP:Iteration 7Q (2074.350000 sec): 3 clusters Score: Raw -9454.430340 + Penalty 479.375092 = -8975.055247 nChanged 1 SP:Iteration 8Q (2074.350000 sec): 3 clusters Score: Raw -9456.050921 + Penalty 479.375092 = -8976.675829 nChanged 1 SP:Iteration 9Q (2074.350000 sec): 3 clusters Score: Raw -9457.089407 + Penalty 479.375092 = -8977.714315 nChanged 0 SP:Iteration 10F (2074.350000 sec): 3 clusters Score: Raw -9457.089407 + Penalty 479.375092 = -8977.714315 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.640000 sec): 2 clusters Score: Raw -10187970.278671 + Penalty 546.755556 = -10187423.523115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.860000 sec): 3 clusters Score: Raw -10076067.892901 + Penalty 1093.511111 = -10074974.381790 nChanged 81289 SP:Iteration 1F (2075.060000 sec): 3 clusters Score: Raw -10128363.072840 + Penalty 1093.511111 = -10127269.561728 nChanged 12623 SP:Iteration 2F (2075.270000 sec): 3 clusters Score: Raw -10136451.046313 + Penalty 1093.511111 = -10135357.535202 nChanged 16575 SP:Iteration 3F (2075.470000 sec): 3 clusters Score: Raw -10150879.046474 + Penalty 1093.511111 = -10149785.535363 nChanged 16957 SP:Iteration 4F (2075.680000 sec): 3 clusters Score: Raw -10168944.235521 + Penalty 1093.511111 = -10167850.724410 nChanged 11657 SP:Iteration 5F (2075.880000 sec): 3 clusters Score: Raw -10182272.505246 + Penalty 1093.511111 = -10181178.994135 nChanged 4487 SP:Iteration 6Q (2076.090000 sec): 3 clusters Score: Raw -10187136.687548 + Penalty 1093.511111 = -10186043.176436 nChanged 768 SP:Iteration 7Q (2076.280000 sec): 3 clusters Score: Raw -10187892.111105 + Penalty 1093.511111 = -10186798.599994 nChanged 75 SP:Iteration 8Q (2076.440000 sec): 3 clusters Score: Raw -10187985.409457 + Penalty 1093.511111 = -10186891.898345 nChanged 6 SP:Iteration 9Q (2076.610000 sec): 3 clusters Score: Raw -10188007.481612 + Penalty 1093.511111 = -10186913.970501 nChanged 4 SP:Iteration 10Q (2076.770000 sec): 3 clusters Score: Raw -10188013.345453 + Penalty 1093.511111 = -10186919.834342 nChanged 2 SP:Iteration 11Q (2076.940000 sec): 3 clusters Score: Raw -10188016.299547 + Penalty 1093.511111 = -10186922.788436 nChanged 0 SP:Iteration 12F (2077.140000 sec): 3 clusters Score: Raw -10188016.299547 + Penalty 1093.511111 = -10186922.788436 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.220000 sec): 2 clusters Score: Raw -13477.442711 + Penalty 248.988316 = -13228.454396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.220000 sec): 3 clusters Score: Raw -13411.239959 + Penalty 497.976631 = -12913.263327 nChanged 74 SP:Iteration 1F (2077.220000 sec): 3 clusters Score: Raw -13479.453627 + Penalty 497.976631 = -12981.476996 nChanged 14 SP:Iteration 2F (2077.220000 sec): 3 clusters Score: Raw -13488.368319 + Penalty 497.976631 = -12990.391688 nChanged 3 SP:Iteration 3Q (2077.220000 sec): 3 clusters Score: Raw -13489.458593 + Penalty 497.976631 = -12991.481962 nChanged 3 SP:Iteration 4Q (2077.220000 sec): 3 clusters Score: Raw -13492.107379 + Penalty 497.976631 = -12994.130748 nChanged 0 SP:Iteration 5F (2077.220000 sec): 3 clusters Score: Raw -13492.107379 + Penalty 497.976631 = -12994.130748 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.230000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.230000 sec): 3 clusters Score: Raw -6269.407031 + Penalty 425.227424 = -5844.179607 nChanged 18 SP:Iteration 1F (2077.230000 sec): 3 clusters Score: Raw -6304.826167 + Penalty 425.227424 = -5879.598743 nChanged 5 SP:Iteration 2Q (2077.230000 sec): 3 clusters Score: Raw -6321.719533 + Penalty 425.227424 = -5896.492109 nChanged 4 SP:Iteration 3Q (2077.230000 sec): 3 clusters Score: Raw -6329.257809 + Penalty 425.227424 = -5904.030385 nChanged 0 SP:Iteration 4F (2077.230000 sec): 3 clusters Score: Raw -6329.257809 + Penalty 425.227424 = -5904.030385 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.230000 sec): 2 clusters Score: Raw -29240.688901 + Penalty 285.928104 = -28954.760796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.230000 sec): 3 clusters Score: Raw -29039.766540 + Penalty 571.856209 = -28467.910331 nChanged 193 SP:Iteration 1F (2077.230000 sec): 3 clusters Score: Raw -29203.080253 + Penalty 571.856209 = -28631.224044 nChanged 68 SP:Iteration 2F (2077.230000 sec): 3 clusters Score: Raw -29271.312725 + Penalty 571.856209 = -28699.456517 nChanged 43 SP:Iteration 3F (2077.230000 sec): 3 clusters Score: Raw -29316.438078 + Penalty 571.856209 = -28744.581869 nChanged 18 SP:Iteration 4Q (2077.230000 sec): 3 clusters Score: Raw -29332.850477 + Penalty 571.856209 = -28760.994268 nChanged 14 SP:Iteration 5Q (2077.230000 sec): 3 clusters Score: Raw -29344.085373 + Penalty 571.856209 = -28772.229165 nChanged 6 SP:Iteration 6Q (2077.230000 sec): 3 clusters Score: Raw -29347.712276 + Penalty 571.856209 = -28775.856068 nChanged 5 SP:Iteration 7Q (2077.230000 sec): 3 clusters Score: Raw -29350.383977 + Penalty 571.856209 = -28778.527769 nChanged 5 SP:Iteration 8Q (2077.230000 sec): 3 clusters Score: Raw -29353.317590 + Penalty 571.856209 = -28781.461381 nChanged 2 SP:Iteration 9Q (2077.240000 sec): 3 clusters Score: Raw -29354.479634 + Penalty 571.856209 = -28782.623426 nChanged 2 SP:Iteration 10Q (2077.240000 sec): 3 clusters Score: Raw -29357.852822 + Penalty 571.856209 = -28785.996613 nChanged 0 SP:Iteration 11F (2077.240000 sec): 3 clusters Score: Raw -29357.852822 + Penalty 571.856209 = -28785.996613 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.240000 sec): 2 clusters Score: Raw -5597.683448 + Penalty 219.688275 = -5377.995173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.240000 sec): 3 clusters Score: Raw -5600.509570 + Penalty 439.376550 = -5161.133020 nChanged 34 SP:Iteration 1F (2077.240000 sec): 3 clusters Score: Raw -5655.530712 + Penalty 439.376550 = -5216.154162 nChanged 4 SP:Iteration 2Q (2077.240000 sec): 3 clusters Score: Raw -5667.205131 + Penalty 439.376550 = -5227.828581 nChanged 4 SP:Iteration 3Q (2077.240000 sec): 3 clusters Score: Raw -5686.490299 + Penalty 439.376550 = -5247.113748 nChanged 4 SP:Iteration 4Q (2077.240000 sec): 3 clusters Score: Raw -5697.695149 + Penalty 439.376550 = -5258.318599 nChanged 2 SP:Iteration 5Q (2077.240000 sec): 3 clusters Score: Raw -5699.154628 + Penalty 439.376550 = -5259.778078 nChanged 2 SP:Iteration 6Q (2077.240000 sec): 3 clusters Score: Raw -5701.238306 + Penalty 439.376550 = -5261.861756 nChanged 2 SP:Iteration 7Q (2077.240000 sec): 3 clusters Score: Raw -5706.065743 + Penalty 439.376550 = -5266.689193 nChanged 4 SP:Iteration 8Q (2077.240000 sec): 3 clusters Score: Raw -5713.515063 + Penalty 439.376550 = -5274.138513 nChanged 1 SP:Iteration 9Q (2077.240000 sec): 3 clusters Score: Raw -5714.883383 + Penalty 439.376550 = -5275.506833 nChanged 0 SP:Iteration 10F (2077.240000 sec): 3 clusters Score: Raw -5714.883383 + Penalty 439.376550 = -5275.506833 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.270000 sec): 2 clusters Score: Raw -1063621.431432 + Penalty 442.672896 = -1063178.758536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.280000 sec): 3 clusters Score: Raw -1052939.435155 + Penalty 885.345792 = -1052054.089363 nChanged 7856 SP:Iteration 1F (2077.300000 sec): 3 clusters Score: Raw -1057899.424657 + Penalty 885.345792 = -1057014.078865 nChanged 1256 SP:Iteration 2F (2077.320000 sec): 3 clusters Score: Raw -1058754.006383 + Penalty 885.345792 = -1057868.660590 nChanged 1481 SP:Iteration 3F (2077.340000 sec): 3 clusters Score: Raw -1060043.626596 + Penalty 885.345792 = -1059158.280804 nChanged 1428 SP:Iteration 4F (2077.350000 sec): 3 clusters Score: Raw -1061481.740647 + Penalty 885.345792 = -1060596.394855 nChanged 1119 SP:Iteration 5F (2077.370000 sec): 3 clusters Score: Raw -1062667.492346 + Penalty 885.345792 = -1061782.146554 nChanged 630 SP:Iteration 6Q (2077.380000 sec): 3 clusters Score: Raw -1063286.284961 + Penalty 885.345792 = -1062400.939169 nChanged 269 SP:Iteration 7Q (2077.400000 sec): 3 clusters Score: Raw -1063532.798460 + Penalty 885.345792 = -1062647.452668 nChanged 89 SP:Iteration 8Q (2077.410000 sec): 3 clusters Score: Raw -1063606.774728 + Penalty 885.345792 = -1062721.428936 nChanged 43 SP:Iteration 9Q (2077.430000 sec): 3 clusters Score: Raw -1063646.821301 + Penalty 885.345792 = -1062761.475509 nChanged 17 SP:Iteration 10Q (2077.440000 sec): 3 clusters Score: Raw -1063662.495846 + Penalty 885.345792 = -1062777.150054 nChanged 9 SP:Iteration 11Q (2077.450000 sec): 3 clusters Score: Raw -1063671.119322 + Penalty 885.345792 = -1062785.773530 nChanged 5 SP:Iteration 12Q (2077.460000 sec): 3 clusters Score: Raw -1063676.315722 + Penalty 885.345792 = -1062790.969929 nChanged 5 SP:Iteration 13Q (2077.480000 sec): 3 clusters Score: Raw -1063681.280223 + Penalty 885.345792 = -1062795.934430 nChanged 3 SP:Iteration 14Q (2077.490000 sec): 3 clusters Score: Raw -1063686.253603 + Penalty 885.345792 = -1062800.907811 nChanged 4 SP:Iteration 15Q (2077.500000 sec): 3 clusters Score: Raw -1063689.658215 + Penalty 885.345792 = -1062804.312423 nChanged 2 SP:Iteration 16Q (2077.510000 sec): 3 clusters Score: Raw -1063694.232931 + Penalty 885.345792 = -1062808.887139 nChanged 1 SP:Iteration 17Q (2077.520000 sec): 3 clusters Score: Raw -1063695.784915 + Penalty 885.345792 = -1062810.439123 nChanged 0 SP:Iteration 18F (2077.540000 sec): 3 clusters Score: Raw -1063695.784915 + Penalty 885.345792 = -1062810.439123 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.580000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.600000 sec): 3 clusters Score: Raw -1393592.967844 + Penalty 912.415644 = -1392680.552200 nChanged 10875 SP:Iteration 1F (2077.620000 sec): 3 clusters Score: Raw -1399860.061481 + Penalty 912.415644 = -1398947.645837 nChanged 905 SP:Iteration 2Q (2077.650000 sec): 3 clusters Score: Raw -1400163.950978 + Penalty 912.415644 = -1399251.535334 nChanged 1014 SP:Iteration 3Q (2077.670000 sec): 3 clusters Score: Raw -1400652.781155 + Penalty 912.415644 = -1399740.365511 nChanged 1254 SP:Iteration 4F (2077.700000 sec): 3 clusters Score: Raw -1401485.819271 + Penalty 912.415644 = -1400573.403627 nChanged 1580 SP:Iteration 5F (2077.720000 sec): 3 clusters Score: Raw -1402824.899507 + Penalty 912.415644 = -1401912.483863 nChanged 1693 SP:Iteration 6F (2077.740000 sec): 3 clusters Score: Raw -1404280.624454 + Penalty 912.415644 = -1403368.208810 nChanged 1446 SP:Iteration 7F (2077.760000 sec): 3 clusters Score: Raw -1405235.539901 + Penalty 912.415644 = -1404323.124257 nChanged 962 SP:Iteration 8Q (2077.790000 sec): 3 clusters Score: Raw -1405622.703800 + Penalty 912.415644 = -1404710.288156 nChanged 592 SP:Iteration 9Q (2077.810000 sec): 3 clusters Score: Raw -1405819.885542 + Penalty 912.415644 = -1404907.469898 nChanged 446 SP:Iteration 10Q (2077.830000 sec): 3 clusters Score: Raw -1405987.607146 + Penalty 912.415644 = -1405075.191502 nChanged 476 SP:Iteration 11Q (2077.860000 sec): 3 clusters Score: Raw -1406190.385363 + Penalty 912.415644 = -1405277.969719 nChanged 464 SP:Iteration 12Q (2077.880000 sec): 3 clusters Score: Raw -1406386.519379 + Penalty 912.415644 = -1405474.103734 nChanged 448 SP:Iteration 13Q (2077.900000 sec): 3 clusters Score: Raw -1406605.125151 + Penalty 912.415644 = -1405692.709507 nChanged 460 SP:Iteration 14Q (2077.920000 sec): 3 clusters Score: Raw -1406848.439460 + Penalty 912.415644 = -1405936.023816 nChanged 443 SP:Iteration 15Q (2077.940000 sec): 3 clusters Score: Raw -1407111.006659 + Penalty 912.415644 = -1406198.591015 nChanged 443 SP:Iteration 16Q (2077.960000 sec): 3 clusters Score: Raw -1407377.006415 + Penalty 912.415644 = -1406464.590771 nChanged 401 SP:Iteration 17Q (2077.990000 sec): 3 clusters Score: Raw -1407615.791074 + Penalty 912.415644 = -1406703.375430 nChanged 371 SP:Iteration 18Q (2078.010000 sec): 3 clusters Score: Raw -1407803.916116 + Penalty 912.415644 = -1406891.500472 nChanged 306 SP:Iteration 19Q (2078.030000 sec): 3 clusters Score: Raw -1407958.340360 + Penalty 912.415644 = -1407045.924716 nChanged 245 SP:Iteration 20F (2078.050000 sec): 3 clusters Score: Raw -1408067.145014 + Penalty 912.415644 = -1407154.729370 nChanged 213 SP:Iteration 21Q (2078.070000 sec): 3 clusters Score: Raw -1408144.212846 + Penalty 912.415644 = -1407231.797202 nChanged 178 SP:Iteration 22Q (2078.090000 sec): 3 clusters Score: Raw -1408192.762322 + Penalty 912.415644 = -1407280.346678 nChanged 145 SP:Iteration 23Q (2078.110000 sec): 3 clusters Score: Raw -1408226.838290 + Penalty 912.415644 = -1407314.422646 nChanged 133 SP:Iteration 24Q (2078.140000 sec): 3 clusters Score: Raw -1408256.400985 + Penalty 912.415644 = -1407343.985341 nChanged 101 SP:Iteration 25Q (2078.160000 sec): 3 clusters Score: Raw -1408275.098987 + Penalty 912.415644 = -1407362.683342 nChanged 92 SP:Iteration 26Q (2078.180000 sec): 3 clusters Score: Raw -1408289.099548 + Penalty 912.415644 = -1407376.683904 nChanged 82 SP:Iteration 27Q (2078.200000 sec): 3 clusters Score: Raw -1408298.480273 + Penalty 912.415644 = -1407386.064628 nChanged 64 SP:Iteration 28Q (2078.220000 sec): 3 clusters Score: Raw -1408306.793066 + Penalty 912.415644 = -1407394.377421 nChanged 58 SP:Iteration 29Q (2078.240000 sec): 3 clusters Score: Raw -1408313.512552 + Penalty 912.415644 = -1407401.096908 nChanged 51 SP:Iteration 30Q (2078.260000 sec): 3 clusters Score: Raw -1408319.095818 + Penalty 912.415644 = -1407406.680173 nChanged 41 SP:Iteration 31Q (2078.280000 sec): 3 clusters Score: Raw -1408323.576320 + Penalty 912.415644 = -1407411.160676 nChanged 45 SP:Iteration 32Q (2078.300000 sec): 3 clusters Score: Raw -1408328.141118 + Penalty 912.415644 = -1407415.725474 nChanged 36 SP:Iteration 33Q (2078.320000 sec): 3 clusters Score: Raw -1408330.621183 + Penalty 912.415644 = -1407418.205539 nChanged 29 SP:Iteration 34Q (2078.340000 sec): 3 clusters Score: Raw -1408332.187941 + Penalty 912.415644 = -1407419.772297 nChanged 20 SP:Iteration 35Q (2078.360000 sec): 3 clusters Score: Raw -1408333.587726 + Penalty 912.415644 = -1407421.172082 nChanged 26 SP:Iteration 36Q (2078.380000 sec): 3 clusters Score: Raw -1408335.631399 + Penalty 912.415644 = -1407423.215755 nChanged 20 SP:Iteration 37Q (2078.400000 sec): 3 clusters Score: Raw -1408336.792001 + Penalty 912.415644 = -1407424.376357 nChanged 21 SP:Iteration 38Q (2078.420000 sec): 3 clusters Score: Raw -1408338.197620 + Penalty 912.415644 = -1407425.781975 nChanged 16 SP:Iteration 39Q (2078.440000 sec): 3 clusters Score: Raw -1408339.062868 + Penalty 912.415644 = -1407426.647224 nChanged 17 SP:Iteration 40F (2078.460000 sec): 3 clusters Score: Raw -1408340.057173 + Penalty 912.415644 = -1407427.641529 nChanged 18 SP:Iteration 41Q (2078.480000 sec): 3 clusters Score: Raw -1408341.026303 + Penalty 912.415644 = -1407428.610658 nChanged 15 SP:Iteration 42Q (2078.510000 sec): 3 clusters Score: Raw -1408341.641621 + Penalty 912.415644 = -1407429.225977 nChanged 16 SP:Iteration 43Q (2078.530000 sec): 3 clusters Score: Raw -1408342.407260 + Penalty 912.415644 = -1407429.991616 nChanged 10 SP:Iteration 44Q (2078.550000 sec): 3 clusters Score: Raw -1408342.805699 + Penalty 912.415644 = -1407430.390055 nChanged 7 SP:Iteration 45Q (2078.570000 sec): 3 clusters Score: Raw -1408343.028092 + Penalty 912.415644 = -1407430.612448 nChanged 9 SP:Iteration 46Q (2078.590000 sec): 3 clusters Score: Raw -1408343.503493 + Penalty 912.415644 = -1407431.087849 nChanged 12 SP:Iteration 47Q (2078.610000 sec): 3 clusters Score: Raw -1408344.114306 + Penalty 912.415644 = -1407431.698661 nChanged 13 SP:Iteration 48Q (2078.630000 sec): 3 clusters Score: Raw -1408344.587552 + Penalty 912.415644 = -1407432.171908 nChanged 9 SP:Iteration 49Q (2078.650000 sec): 3 clusters Score: Raw -1408345.016979 + Penalty 912.415644 = -1407432.601335 nChanged 14 SP:Iteration 50Q (2078.670000 sec): 3 clusters Score: Raw -1408345.587932 + Penalty 912.415644 = -1407433.172288 nChanged 10 SP:Iteration 51Q (2078.690000 sec): 3 clusters Score: Raw -1408346.167580 + Penalty 912.415644 = -1407433.751936 nChanged 15 SP:Iteration 52Q (2078.710000 sec): 3 clusters Score: Raw -1408346.942155 + Penalty 912.415644 = -1407434.526511 nChanged 12 SP:Iteration 53Q (2078.730000 sec): 3 clusters Score: Raw -1408347.399750 + Penalty 912.415644 = -1407434.984106 nChanged 10 SP:Iteration 54Q (2078.750000 sec): 3 clusters Score: Raw -1408347.753951 + Penalty 912.415644 = -1407435.338307 nChanged 6 SP:Iteration 55Q (2078.770000 sec): 3 clusters Score: Raw -1408347.968246 + Penalty 912.415644 = -1407435.552602 nChanged 1 SP:Iteration 56Q (2078.790000 sec): 3 clusters Score: Raw -1408347.984004 + Penalty 912.415644 = -1407435.568360 nChanged 0 SP:Iteration 57F (2078.820000 sec): 3 clusters Score: Raw -1408347.984004 + Penalty 912.415644 = -1407435.568360 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.830000 sec): 2 clusters Score: Raw -11060.826038 + Penalty 240.845370 = -10819.980669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2078.830000 sec): 3 clusters Score: Raw -11026.202118 + Penalty 481.690739 = -10544.511379 nChanged 50 SP:Iteration 1F (2078.830000 sec): 3 clusters Score: Raw -11087.252113 + Penalty 481.690739 = -10605.561374 nChanged 15 SP:Iteration 2F (2078.830000 sec): 3 clusters Score: Raw -11111.405124 + Penalty 481.690739 = -10629.714385 nChanged 6 SP:Iteration 3Q (2078.830000 sec): 3 clusters Score: Raw -11119.851043 + Penalty 481.690739 = -10638.160304 nChanged 2 SP:Iteration 4Q (2078.830000 sec): 3 clusters Score: Raw -11124.202841 + Penalty 481.690739 = -10642.512102 nChanged 0 SP:Iteration 5F (2078.830000 sec): 3 clusters Score: Raw -11124.202841 + Penalty 481.690739 = -10642.512102 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.840000 sec): 2 clusters Score: Raw -192285.005619 + Penalty 365.766981 = -191919.238638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2078.840000 sec): 3 clusters Score: Raw -190499.207484 + Penalty 731.533963 = -189767.673521 nChanged 1347 SP:Iteration 1F (2078.840000 sec): 3 clusters Score: Raw -191286.369688 + Penalty 731.533963 = -190554.835725 nChanged 180 SP:Iteration 2F (2078.840000 sec): 3 clusters Score: Raw -191386.226856 + Penalty 731.533963 = -190654.692893 nChanged 175 SP:Iteration 3F (2078.850000 sec): 3 clusters Score: Raw -191494.654652 + Penalty 731.533963 = -190763.120689 nChanged 176 SP:Iteration 4F (2078.850000 sec): 3 clusters Score: Raw -191618.817794 + Penalty 731.533963 = -190887.283831 nChanged 184 SP:Iteration 5F (2078.850000 sec): 3 clusters Score: Raw -191774.964682 + Penalty 731.533963 = -191043.430719 nChanged 176 SP:Iteration 6F (2078.860000 sec): 3 clusters Score: Raw -191929.462125 + Penalty 731.533963 = -191197.928162 nChanged 133 SP:Iteration 7Q (2078.860000 sec): 3 clusters Score: Raw -192042.380186 + Penalty 731.533963 = -191310.846223 nChanged 109 SP:Iteration 8Q (2078.860000 sec): 3 clusters Score: Raw -192139.218049 + Penalty 731.533963 = -191407.684086 nChanged 61 SP:Iteration 9Q (2078.860000 sec): 3 clusters Score: Raw -192188.778198 + Penalty 731.533963 = -191457.244235 nChanged 51 SP:Iteration 10Q (2078.870000 sec): 3 clusters Score: Raw -192228.414183 + Penalty 731.533963 = -191496.880220 nChanged 39 SP:Iteration 11Q (2078.870000 sec): 3 clusters Score: Raw -192259.083820 + Penalty 731.533963 = -191527.549857 nChanged 26 SP:Iteration 12Q (2078.870000 sec): 3 clusters Score: Raw -192285.400075 + Penalty 731.533963 = -191553.866112 nChanged 19 SP:Iteration 13Q (2078.880000 sec): 3 clusters Score: Raw -192304.854030 + Penalty 731.533963 = -191573.320067 nChanged 13 SP:Iteration 14Q (2078.880000 sec): 3 clusters Score: Raw -192317.994744 + Penalty 731.533963 = -191586.460781 nChanged 6 SP:Iteration 15Q (2078.880000 sec): 3 clusters Score: Raw -192324.067209 + Penalty 731.533963 = -191592.533246 nChanged 4 SP:Iteration 16Q (2078.880000 sec): 3 clusters Score: Raw -192329.062493 + Penalty 731.533963 = -191597.528530 nChanged 6 SP:Iteration 17Q (2078.880000 sec): 3 clusters Score: Raw -192336.372940 + Penalty 731.533963 = -191604.838977 nChanged 4 SP:Iteration 18Q (2078.890000 sec): 3 clusters Score: Raw -192342.758536 + Penalty 731.533963 = -191611.224573 nChanged 1 SP:Iteration 19Q (2078.890000 sec): 3 clusters Score: Raw -192345.028547 + Penalty 731.533963 = -191613.494584 nChanged 0 SP:Iteration 20F (2078.890000 sec): 3 clusters Score: Raw -192345.028547 + Penalty 731.533963 = -191613.494584 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.910000 sec): 2 clusters Score: Raw -523191.309151 + Penalty 415.261784 = -522776.047367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2078.920000 sec): 3 clusters Score: Raw -517546.960488 + Penalty 830.523569 = -516716.436919 nChanged 4214 SP:Iteration 1F (2078.930000 sec): 3 clusters Score: Raw -520087.916600 + Penalty 830.523569 = -519257.393031 nChanged 582 SP:Iteration 2F (2078.940000 sec): 3 clusters Score: Raw -520353.036172 + Penalty 830.523569 = -519522.512603 nChanged 553 SP:Iteration 3F (2078.950000 sec): 3 clusters Score: Raw -520651.708082 + Penalty 830.523569 = -519821.184513 nChanged 543 SP:Iteration 4F (2078.960000 sec): 3 clusters Score: Raw -521017.896916 + Penalty 830.523569 = -520187.373347 nChanged 548 SP:Iteration 5F (2078.970000 sec): 3 clusters Score: Raw -521414.904772 + Penalty 830.523569 = -520584.381204 nChanged 507 SP:Iteration 6F (2078.980000 sec): 3 clusters Score: Raw -521821.467703 + Penalty 830.523569 = -520990.944134 nChanged 422 SP:Iteration 7Q (2078.990000 sec): 3 clusters Score: Raw -522155.449598 + Penalty 830.523569 = -521324.926029 nChanged 320 SP:Iteration 8Q (2078.990000 sec): 3 clusters Score: Raw -522399.374065 + Penalty 830.523569 = -521568.850496 nChanged 263 SP:Iteration 9Q (2079.010000 sec): 3 clusters Score: Raw -522611.858336 + Penalty 830.523569 = -521781.334767 nChanged 217 SP:Iteration 10Q (2079.010000 sec): 3 clusters Score: Raw -522827.152690 + Penalty 830.523569 = -521996.629121 nChanged 155 SP:Iteration 11Q (2079.020000 sec): 3 clusters Score: Raw -523005.895506 + Penalty 830.523569 = -522175.371938 nChanged 102 SP:Iteration 12Q (2079.030000 sec): 3 clusters Score: Raw -523119.519699 + Penalty 830.523569 = -522288.996131 nChanged 68 SP:Iteration 13Q (2079.040000 sec): 3 clusters Score: Raw -523190.713997 + Penalty 830.523569 = -522360.190428 nChanged 40 SP:Iteration 14Q (2079.040000 sec): 3 clusters Score: Raw -523226.923773 + Penalty 830.523569 = -522396.400205 nChanged 24 SP:Iteration 15Q (2079.050000 sec): 3 clusters Score: Raw -523246.060468 + Penalty 830.523569 = -522415.536900 nChanged 20 SP:Iteration 16Q (2079.060000 sec): 3 clusters Score: Raw -523255.492843 + Penalty 830.523569 = -522424.969274 nChanged 11 SP:Iteration 17Q (2079.070000 sec): 3 clusters Score: Raw -523261.237885 + Penalty 830.523569 = -522430.714317 nChanged 13 SP:Iteration 18Q (2079.070000 sec): 3 clusters Score: Raw -523268.395237 + Penalty 830.523569 = -522437.871668 nChanged 11 SP:Iteration 19Q (2079.080000 sec): 3 clusters Score: Raw -523272.794171 + Penalty 830.523569 = -522442.270602 nChanged 10 SP:Iteration 20F (2079.090000 sec): 3 clusters Score: Raw -523275.621249 + Penalty 830.523569 = -522445.097680 nChanged 6 SP:Iteration 21Q (2079.090000 sec): 3 clusters Score: Raw -523278.201080 + Penalty 830.523569 = -522447.677511 nChanged 5 SP:Iteration 22Q (2079.100000 sec): 3 clusters Score: Raw -523280.322408 + Penalty 830.523569 = -522449.798839 nChanged 2 SP:Iteration 23Q (2079.110000 sec): 3 clusters Score: Raw -523280.857431 + Penalty 830.523569 = -522450.333862 nChanged 1 SP:Iteration 24Q (2079.110000 sec): 3 clusters Score: Raw -523280.947761 + Penalty 830.523569 = -522450.424192 nChanged 0 SP:Iteration 25F (2079.130000 sec): 3 clusters Score: Raw -523280.947761 + Penalty 830.523569 = -522450.424192 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.130000 sec): 2 clusters Score: Raw -157294.212001 + Penalty 363.602054 = -156930.609948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.130000 sec): 3 clusters Score: Raw -155617.091465 + Penalty 727.204108 = -154889.887357 nChanged 1278 SP:Iteration 1F (2079.140000 sec): 3 clusters Score: Raw -156310.617672 + Penalty 727.204108 = -155583.413565 nChanged 182 SP:Iteration 2F (2079.140000 sec): 3 clusters Score: Raw -156421.275222 + Penalty 727.204108 = -155694.071114 nChanged 180 SP:Iteration 3F (2079.140000 sec): 3 clusters Score: Raw -156545.293492 + Penalty 727.204108 = -155818.089384 nChanged 170 SP:Iteration 4F (2079.150000 sec): 3 clusters Score: Raw -156682.311049 + Penalty 727.204108 = -155955.106942 nChanged 188 SP:Iteration 5F (2079.150000 sec): 3 clusters Score: Raw -156847.907191 + Penalty 727.204108 = -156120.703083 nChanged 149 SP:Iteration 6F (2079.150000 sec): 3 clusters Score: Raw -156965.624138 + Penalty 727.204108 = -156238.420031 nChanged 114 SP:Iteration 7Q (2079.150000 sec): 3 clusters Score: Raw -157054.415629 + Penalty 727.204108 = -156327.211522 nChanged 80 SP:Iteration 8Q (2079.160000 sec): 3 clusters Score: Raw -157111.389835 + Penalty 727.204108 = -156384.185728 nChanged 75 SP:Iteration 9Q (2079.160000 sec): 3 clusters Score: Raw -157162.155955 + Penalty 727.204108 = -156434.951847 nChanged 56 SP:Iteration 10Q (2079.160000 sec): 3 clusters Score: Raw -157197.942854 + Penalty 727.204108 = -156470.738747 nChanged 36 SP:Iteration 11Q (2079.170000 sec): 3 clusters Score: Raw -157215.640171 + Penalty 727.204108 = -156488.436064 nChanged 29 SP:Iteration 12Q (2079.170000 sec): 3 clusters Score: Raw -157228.003628 + Penalty 727.204108 = -156500.799521 nChanged 28 SP:Iteration 13Q (2079.170000 sec): 3 clusters Score: Raw -157237.915782 + Penalty 727.204108 = -156510.711675 nChanged 22 SP:Iteration 14Q (2079.170000 sec): 3 clusters Score: Raw -157244.420069 + Penalty 727.204108 = -156517.215961 nChanged 22 SP:Iteration 15Q (2079.180000 sec): 3 clusters Score: Raw -157251.675724 + Penalty 727.204108 = -156524.471617 nChanged 24 SP:Iteration 16Q (2079.180000 sec): 3 clusters Score: Raw -157260.638337 + Penalty 727.204108 = -156533.434229 nChanged 20 SP:Iteration 17Q (2079.180000 sec): 3 clusters Score: Raw -157267.382651 + Penalty 727.204108 = -156540.178543 nChanged 21 SP:Iteration 18Q (2079.190000 sec): 3 clusters Score: Raw -157275.220583 + Penalty 727.204108 = -156548.016475 nChanged 24 SP:Iteration 19Q (2079.190000 sec): 3 clusters Score: Raw -157284.611107 + Penalty 727.204108 = -156557.407000 nChanged 21 SP:Iteration 20F (2079.190000 sec): 3 clusters Score: Raw -157296.055021 + Penalty 727.204108 = -156568.850914 nChanged 24 SP:Iteration 21Q (2079.190000 sec): 3 clusters Score: Raw -157307.364361 + Penalty 727.204108 = -156580.160254 nChanged 26 SP:Iteration 22Q (2079.190000 sec): 3 clusters Score: Raw -157319.362485 + Penalty 727.204108 = -156592.158378 nChanged 19 SP:Iteration 23Q (2079.200000 sec): 3 clusters Score: Raw -157326.833241 + Penalty 727.204108 = -156599.629133 nChanged 10 SP:Iteration 24Q (2079.200000 sec): 3 clusters Score: Raw -157330.256621 + Penalty 727.204108 = -156603.052513 nChanged 8 SP:Iteration 25Q (2079.200000 sec): 3 clusters Score: Raw -157333.824287 + Penalty 727.204108 = -156606.620179 nChanged 5 SP:Iteration 26Q (2079.210000 sec): 3 clusters Score: Raw -157335.065365 + Penalty 727.204108 = -156607.861257 nChanged 4 SP:Iteration 27Q (2079.210000 sec): 3 clusters Score: Raw -157335.968218 + Penalty 727.204108 = -156608.764110 nChanged 3 SP:Iteration 28Q (2079.210000 sec): 3 clusters Score: Raw -157337.074718 + Penalty 727.204108 = -156609.870610 nChanged 3 SP:Iteration 29Q (2079.210000 sec): 3 clusters Score: Raw -157337.728313 + Penalty 727.204108 = -156610.524205 nChanged 1 SP:Iteration 30Q (2079.210000 sec): 3 clusters Score: Raw -157338.104080 + Penalty 727.204108 = -156610.899973 nChanged 1 SP:Iteration 31Q (2079.220000 sec): 3 clusters Score: Raw -157338.206817 + Penalty 727.204108 = -156611.002709 nChanged 0 SP:Iteration 32F (2079.220000 sec): 3 clusters Score: Raw -157338.206817 + Penalty 727.204108 = -156611.002709 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.220000 sec): 2 clusters Score: Raw -25139.283572 + Penalty 279.852426 = -24859.431146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.220000 sec): 3 clusters Score: Raw -24963.603255 + Penalty 559.704852 = -24403.898403 nChanged 161 SP:Iteration 1F (2079.220000 sec): 3 clusters Score: Raw -25111.412236 + Penalty 559.704852 = -24551.707384 nChanged 45 SP:Iteration 2F (2079.220000 sec): 3 clusters Score: Raw -25170.364421 + Penalty 559.704852 = -24610.659569 nChanged 27 SP:Iteration 3F (2079.230000 sec): 3 clusters Score: Raw -25203.111219 + Penalty 559.704852 = -24643.406367 nChanged 20 SP:Iteration 4Q (2079.230000 sec): 3 clusters Score: Raw -25232.124973 + Penalty 559.704852 = -24672.420121 nChanged 12 SP:Iteration 5Q (2079.230000 sec): 3 clusters Score: Raw -25249.373888 + Penalty 559.704852 = -24689.669036 nChanged 12 SP:Iteration 6Q (2079.230000 sec): 3 clusters Score: Raw -25262.287207 + Penalty 559.704852 = -24702.582355 nChanged 6 SP:Iteration 7Q (2079.230000 sec): 3 clusters Score: Raw -25268.799744 + Penalty 559.704852 = -24709.094892 nChanged 5 SP:Iteration 8Q (2079.230000 sec): 3 clusters Score: Raw -25273.124240 + Penalty 559.704852 = -24713.419388 nChanged 1 SP:Iteration 9Q (2079.230000 sec): 3 clusters Score: Raw -25273.262372 + Penalty 559.704852 = -24713.557521 nChanged 2 SP:Iteration 10Q (2079.230000 sec): 3 clusters Score: Raw -25273.870926 + Penalty 559.704852 = -24714.166074 nChanged 2 SP:Iteration 11Q (2079.230000 sec): 3 clusters Score: Raw -25274.605793 + Penalty 559.704852 = -24714.900941 nChanged 2 SP:Iteration 12Q (2079.230000 sec): 3 clusters Score: Raw -25275.957088 + Penalty 559.704852 = -24716.252236 nChanged 3 SP:Iteration 13Q (2079.230000 sec): 3 clusters Score: Raw -25277.692372 + Penalty 559.704852 = -24717.987520 nChanged 1 SP:Iteration 14Q (2079.230000 sec): 3 clusters Score: Raw -25277.879568 + Penalty 559.704852 = -24718.174716 nChanged 1 SP:Iteration 15Q (2079.230000 sec): 3 clusters Score: Raw -25278.095916 + Penalty 559.704852 = -24718.391064 nChanged 2 SP:Iteration 16Q (2079.230000 sec): 3 clusters Score: Raw -25278.869877 + Penalty 559.704852 = -24719.165025 nChanged 1 SP:Iteration 17Q (2079.230000 sec): 3 clusters Score: Raw -25279.583143 + Penalty 559.704852 = -24719.878291 nChanged 1 SP:Iteration 18Q (2079.230000 sec): 3 clusters Score: Raw -25280.928929 + Penalty 559.704852 = -24721.224077 nChanged 3 SP:Iteration 19Q (2079.230000 sec): 3 clusters Score: Raw -25282.427498 + Penalty 559.704852 = -24722.722646 nChanged 1 SP:Iteration 20F (2079.230000 sec): 3 clusters Score: Raw -25282.581022 + Penalty 559.704852 = -24722.876170 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.230000 sec): 2 clusters Score: Raw -104112.035594 + Penalty 343.483263 = -103768.552331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.240000 sec): 3 clusters Score: Raw -103049.542296 + Penalty 686.966527 = -102362.575770 nChanged 804 SP:Iteration 1F (2079.240000 sec): 3 clusters Score: Raw -103527.194344 + Penalty 686.966527 = -102840.227818 nChanged 145 SP:Iteration 2F (2079.240000 sec): 3 clusters Score: Raw -103613.561443 + Penalty 686.966527 = -102926.594917 nChanged 117 SP:Iteration 3F (2079.240000 sec): 3 clusters Score: Raw -103682.532071 + Penalty 686.966527 = -102995.565544 nChanged 92 SP:Iteration 4Q (2079.250000 sec): 3 clusters Score: Raw -103735.654849 + Penalty 686.966527 = -103048.688323 nChanged 88 SP:Iteration 5Q (2079.250000 sec): 3 clusters Score: Raw -103785.144053 + Penalty 686.966527 = -103098.177526 nChanged 72 SP:Iteration 6Q (2079.250000 sec): 3 clusters Score: Raw -103825.257959 + Penalty 686.966527 = -103138.291432 nChanged 59 SP:Iteration 7Q (2079.250000 sec): 3 clusters Score: Raw -103850.404629 + Penalty 686.966527 = -103163.438102 nChanged 56 SP:Iteration 8Q (2079.250000 sec): 3 clusters Score: Raw -103877.494041 + Penalty 686.966527 = -103190.527514 nChanged 42 SP:Iteration 9Q (2079.250000 sec): 3 clusters Score: Raw -103901.345335 + Penalty 686.966527 = -103214.378808 nChanged 53 SP:Iteration 10Q (2079.250000 sec): 3 clusters Score: Raw -103925.447830 + Penalty 686.966527 = -103238.481303 nChanged 39 SP:Iteration 11Q (2079.260000 sec): 3 clusters Score: Raw -103942.786717 + Penalty 686.966527 = -103255.820191 nChanged 44 SP:Iteration 12Q (2079.260000 sec): 3 clusters Score: Raw -103967.499748 + Penalty 686.966527 = -103280.533221 nChanged 38 SP:Iteration 13Q (2079.260000 sec): 3 clusters Score: Raw -103983.364230 + Penalty 686.966527 = -103296.397704 nChanged 26 SP:Iteration 14Q (2079.260000 sec): 3 clusters Score: Raw -103992.340260 + Penalty 686.966527 = -103305.373733 nChanged 14 SP:Iteration 15Q (2079.270000 sec): 3 clusters Score: Raw -103997.538265 + Penalty 686.966527 = -103310.571739 nChanged 8 SP:Iteration 16Q (2079.270000 sec): 3 clusters Score: Raw -103999.131082 + Penalty 686.966527 = -103312.164555 nChanged 7 SP:Iteration 17Q (2079.270000 sec): 3 clusters Score: Raw -104000.934025 + Penalty 686.966527 = -103313.967499 nChanged 7 SP:Iteration 18Q (2079.270000 sec): 3 clusters Score: Raw -104001.986629 + Penalty 686.966527 = -103315.020102 nChanged 3 SP:Iteration 19Q (2079.270000 sec): 3 clusters Score: Raw -104002.321429 + Penalty 686.966527 = -103315.354903 nChanged 2 SP:Iteration 20F (2079.270000 sec): 3 clusters Score: Raw -104002.760681 + Penalty 686.966527 = -103315.794154 nChanged 3 SP:Iteration 21Q (2079.280000 sec): 3 clusters Score: Raw -104003.175192 + Penalty 686.966527 = -103316.208666 nChanged 0 SP:Iteration 22F (2079.280000 sec): 3 clusters Score: Raw -104003.175192 + Penalty 686.966527 = -103316.208666 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.280000 sec): 2 clusters Score: Raw -3557.257807 + Penalty 208.616020 = -3348.641787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.280000 sec): 3 clusters Score: Raw -3561.989344 + Penalty 417.232041 = -3144.757303 nChanged 27 SP:Iteration 1F (2079.280000 sec): 3 clusters Score: Raw -3630.630045 + Penalty 417.232041 = -3213.398005 nChanged 8 SP:Iteration 2F (2079.280000 sec): 3 clusters Score: Raw -3729.249032 + Penalty 417.232041 = -3312.016992 nChanged 9 SP:Iteration 3F (2079.280000 sec): 3 clusters Score: Raw -3807.227874 + Penalty 417.232041 = -3389.995834 nChanged 3 SP:Iteration 4Q (2079.280000 sec): 3 clusters Score: Raw -3816.815164 + Penalty 417.232041 = -3399.583124 nChanged 1 SP:Iteration 5Q (2079.280000 sec): 3 clusters Score: Raw -3826.288013 + Penalty 417.232041 = -3409.055973 nChanged 2 SP:Iteration 6Q (2079.280000 sec): 3 clusters Score: Raw -3841.237177 + Penalty 417.232041 = -3424.005137 nChanged 0 SP:Iteration 7F (2079.280000 sec): 3 clusters Score: Raw -3841.237177 + Penalty 417.232041 = -3424.005137 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.280000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.280000 sec): 3 clusters Score: Raw -10575.062664 + Penalty 471.542303 = -10103.520361 nChanged 51 SP:Iteration 1F (2079.280000 sec): 3 clusters Score: Raw -10627.474197 + Penalty 471.542303 = -10155.931894 nChanged 7 SP:Iteration 2Q (2079.280000 sec): 3 clusters Score: Raw -10640.391009 + Penalty 471.542303 = -10168.848706 nChanged 6 SP:Iteration 3Q (2079.280000 sec): 3 clusters Score: Raw -10648.402199 + Penalty 471.542303 = -10176.859896 nChanged 3 SP:Iteration 4Q (2079.280000 sec): 3 clusters Score: Raw -10655.663600 + Penalty 471.542303 = -10184.121297 nChanged 2 SP:Iteration 5Q (2079.290000 sec): 3 clusters Score: Raw -10657.771626 + Penalty 471.542303 = -10186.229323 nChanged 0 SP:Iteration 6F (2079.290000 sec): 3 clusters Score: Raw -10657.771626 + Penalty 471.542303 = -10186.229323 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.290000 sec): 2 clusters Score: Raw -7311.347942 + Penalty 221.821478 = -7089.526464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.290000 sec): 3 clusters Score: Raw -7295.239610 + Penalty 443.642956 = -6851.596654 nChanged 24 SP:Iteration 1F (2079.290000 sec): 3 clusters Score: Raw -7324.075538 + Penalty 443.642956 = -6880.432581 nChanged 4 SP:Iteration 2Q (2079.290000 sec): 3 clusters Score: Raw -7329.553677 + Penalty 443.642956 = -6885.910720 nChanged 1 SP:Iteration 3Q (2079.290000 sec): 3 clusters Score: Raw -7330.546502 + Penalty 443.642956 = -6886.903546 nChanged 2 SP:Iteration 4Q (2079.290000 sec): 3 clusters Score: Raw -7337.376697 + Penalty 443.642956 = -6893.733741 nChanged 4 SP:Iteration 5Q (2079.290000 sec): 3 clusters Score: Raw -7352.278812 + Penalty 443.642956 = -6908.635855 nChanged 3 SP:Iteration 6Q (2079.290000 sec): 3 clusters Score: Raw -7355.017485 + Penalty 443.642956 = -6911.374528 nChanged 0 SP:Iteration 7F (2079.290000 sec): 3 clusters Score: Raw -7355.017485 + Penalty 443.642956 = -6911.374528 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.290000 sec): 2 clusters Score: Raw -87354.821407 + Penalty 334.942582 = -87019.878825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.290000 sec): 3 clusters Score: Raw -86499.568539 + Penalty 669.885164 = -85829.683375 nChanged 651 SP:Iteration 1F (2079.290000 sec): 3 clusters Score: Raw -86875.286038 + Penalty 669.885164 = -86205.400874 nChanged 130 SP:Iteration 2F (2079.290000 sec): 3 clusters Score: Raw -86954.179535 + Penalty 669.885164 = -86284.294371 nChanged 108 SP:Iteration 3F (2079.290000 sec): 3 clusters Score: Raw -87020.453601 + Penalty 669.885164 = -86350.568437 nChanged 87 SP:Iteration 4F (2079.300000 sec): 3 clusters Score: Raw -87073.583640 + Penalty 669.885164 = -86403.698476 nChanged 81 SP:Iteration 5F (2079.300000 sec): 3 clusters Score: Raw -87122.602487 + Penalty 669.885164 = -86452.717323 nChanged 77 SP:Iteration 6Q (2079.300000 sec): 3 clusters Score: Raw -87183.794044 + Penalty 669.885164 = -86513.908880 nChanged 69 SP:Iteration 7Q (2079.300000 sec): 3 clusters Score: Raw -87247.095854 + Penalty 669.885164 = -86577.210690 nChanged 57 SP:Iteration 8Q (2079.300000 sec): 3 clusters Score: Raw -87302.083874 + Penalty 669.885164 = -86632.198710 nChanged 34 SP:Iteration 9Q (2079.310000 sec): 3 clusters Score: Raw -87333.316834 + Penalty 669.885164 = -86663.431670 nChanged 27 SP:Iteration 10Q (2079.310000 sec): 3 clusters Score: Raw -87362.794751 + Penalty 669.885164 = -86692.909587 nChanged 18 SP:Iteration 11Q (2079.310000 sec): 3 clusters Score: Raw -87379.307677 + Penalty 669.885164 = -86709.422512 nChanged 13 SP:Iteration 12Q (2079.310000 sec): 3 clusters Score: Raw -87391.238976 + Penalty 669.885164 = -86721.353812 nChanged 5 SP:Iteration 13Q (2079.310000 sec): 3 clusters Score: Raw -87395.688153 + Penalty 669.885164 = -86725.802989 nChanged 3 SP:Iteration 14Q (2079.310000 sec): 3 clusters Score: Raw -87399.959742 + Penalty 669.885164 = -86730.074578 nChanged 6 SP:Iteration 15Q (2079.310000 sec): 3 clusters Score: Raw -87407.971886 + Penalty 669.885164 = -86738.086722 nChanged 4 SP:Iteration 16Q (2079.310000 sec): 3 clusters Score: Raw -87414.464864 + Penalty 669.885164 = -86744.579700 nChanged 4 SP:Iteration 17Q (2079.320000 sec): 3 clusters Score: Raw -87418.956801 + Penalty 669.885164 = -86749.071637 nChanged 2 SP:Iteration 18Q (2079.320000 sec): 3 clusters Score: Raw -87421.916843 + Penalty 669.885164 = -86752.031679 nChanged 1 SP:Iteration 19Q (2079.320000 sec): 3 clusters Score: Raw -87423.227315 + Penalty 669.885164 = -86753.342151 nChanged 1 SP:Iteration 20F (2079.320000 sec): 3 clusters Score: Raw -87423.904362 + Penalty 669.885164 = -86754.019198 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.520000 sec): 2 clusters Score: Raw -6498761.438930 + Penalty 528.685171 = -6498232.753759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.660000 sec): 3 clusters Score: Raw -6423986.385821 + Penalty 1057.370341 = -6422929.015480 nChanged 54418 SP:Iteration 1F (2079.800000 sec): 3 clusters Score: Raw -6458900.077941 + Penalty 1057.370341 = -6457842.707600 nChanged 6582 SP:Iteration 2F (2079.930000 sec): 3 clusters Score: Raw -6462722.000773 + Penalty 1057.370341 = -6461664.630431 nChanged 7483 SP:Iteration 3F (2080.070000 sec): 3 clusters Score: Raw -6467841.769665 + Penalty 1057.370341 = -6466784.399324 nChanged 7553 SP:Iteration 4F (2080.200000 sec): 3 clusters Score: Raw -6473591.932593 + Penalty 1057.370341 = -6472534.562252 nChanged 6866 SP:Iteration 5F (2080.340000 sec): 3 clusters Score: Raw -6479187.412600 + Penalty 1057.370341 = -6478130.042259 nChanged 5497 SP:Iteration 6Q (2080.490000 sec): 3 clusters Score: Raw -6483313.204100 + Penalty 1057.370341 = -6482255.833759 nChanged 3982 SP:Iteration 7Q (2080.630000 sec): 3 clusters Score: Raw -6485827.259838 + Penalty 1057.370341 = -6484769.889496 nChanged 2989 SP:Iteration 8Q (2080.770000 sec): 3 clusters Score: Raw -6487488.781725 + Penalty 1057.370341 = -6486431.411384 nChanged 2669 SP:Iteration 9Q (2080.910000 sec): 3 clusters Score: Raw -6488945.199630 + Penalty 1057.370341 = -6487887.829289 nChanged 2463 SP:Iteration 10Q (2081.040000 sec): 3 clusters Score: Raw -6490330.746791 + Penalty 1057.370341 = -6489273.376450 nChanged 2397 SP:Iteration 11Q (2081.160000 sec): 3 clusters Score: Raw -6491762.208177 + Penalty 1057.370341 = -6490704.837836 nChanged 2133 SP:Iteration 12Q (2081.280000 sec): 3 clusters Score: Raw -6493072.005365 + Penalty 1057.370341 = -6492014.635024 nChanged 1884 SP:Iteration 13Q (2081.400000 sec): 3 clusters Score: Raw -6494282.828515 + Penalty 1057.370341 = -6493225.458174 nChanged 1623 SP:Iteration 14Q (2081.510000 sec): 3 clusters Score: Raw -6495374.533863 + Penalty 1057.370341 = -6494317.163522 nChanged 1349 SP:Iteration 15Q (2081.630000 sec): 3 clusters Score: Raw -6496310.501891 + Penalty 1057.370341 = -6495253.131549 nChanged 1111 SP:Iteration 16Q (2081.750000 sec): 3 clusters Score: Raw -6497118.573633 + Penalty 1057.370341 = -6496061.203292 nChanged 868 SP:Iteration 17Q (2081.860000 sec): 3 clusters Score: Raw -6497774.130278 + Penalty 1057.370341 = -6496716.759937 nChanged 606 SP:Iteration 18Q (2081.980000 sec): 3 clusters Score: Raw -6498235.826025 + Penalty 1057.370341 = -6497178.455684 nChanged 350 SP:Iteration 19Q (2082.090000 sec): 3 clusters Score: Raw -6498486.145894 + Penalty 1057.370341 = -6497428.775553 nChanged 228 SP:Iteration 20F (2082.220000 sec): 3 clusters Score: Raw -6498663.181983 + Penalty 1057.370341 = -6497605.811642 nChanged 122 SP:Iteration 21Q (2082.330000 sec): 3 clusters Score: Raw -6498771.904212 + Penalty 1057.370341 = -6497714.533871 nChanged 67 SP:Iteration 22Q (2082.450000 sec): 3 clusters Score: Raw -6498830.013787 + Penalty 1057.370341 = -6497772.643446 nChanged 46 SP:Iteration 23Q (2082.560000 sec): 3 clusters Score: Raw -6498864.991064 + Penalty 1057.370341 = -6497807.620723 nChanged 24 SP:Iteration 24Q (2082.670000 sec): 3 clusters Score: Raw -6498885.131509 + Penalty 1057.370341 = -6497827.761167 nChanged 25 SP:Iteration 25Q (2082.780000 sec): 3 clusters Score: Raw -6498914.576400 + Penalty 1057.370341 = -6497857.206059 nChanged 13 SP:Iteration 26Q (2082.900000 sec): 3 clusters Score: Raw -6498924.881032 + Penalty 1057.370341 = -6497867.510691 nChanged 11 SP:Iteration 27Q (2083.010000 sec): 3 clusters Score: Raw -6498931.008466 + Penalty 1057.370341 = -6497873.638125 nChanged 8 SP:Iteration 28Q (2083.120000 sec): 3 clusters Score: Raw -6498934.684986 + Penalty 1057.370341 = -6497877.314645 nChanged 5 SP:Iteration 29Q (2083.230000 sec): 3 clusters Score: Raw -6498936.532190 + Penalty 1057.370341 = -6497879.161849 nChanged 4 SP:Iteration 30Q (2083.350000 sec): 3 clusters Score: Raw -6498937.650931 + Penalty 1057.370341 = -6497880.280590 nChanged 3 SP:Iteration 31Q (2083.460000 sec): 3 clusters Score: Raw -6498939.085506 + Penalty 1057.370341 = -6497881.715165 nChanged 3 SP:Iteration 32Q (2083.580000 sec): 3 clusters Score: Raw -6498939.921437 + Penalty 1057.370341 = -6497882.551095 nChanged 1 SP:Iteration 33Q (2083.690000 sec): 3 clusters Score: Raw -6498940.324764 + Penalty 1057.370341 = -6497882.954423 nChanged 0 SP:Iteration 34F (2083.820000 sec): 3 clusters Score: Raw -6498940.324764 + Penalty 1057.370341 = -6497882.954423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.870000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.870000 sec): 3 clusters Score: Raw -12242.146040 + Penalty 489.989051 = -11752.156989 nChanged 62 SP:Iteration 1F (2083.870000 sec): 3 clusters Score: Raw -12314.386160 + Penalty 489.989051 = -11824.397109 nChanged 24 SP:Iteration 2F (2083.870000 sec): 3 clusters Score: Raw -12353.482865 + Penalty 489.989051 = -11863.493814 nChanged 9 SP:Iteration 3Q (2083.870000 sec): 3 clusters Score: Raw -12365.329907 + Penalty 489.989051 = -11875.340856 nChanged 3 SP:Iteration 4Q (2083.880000 sec): 3 clusters Score: Raw -12369.533403 + Penalty 489.989051 = -11879.544352 nChanged 3 SP:Iteration 5Q (2083.880000 sec): 3 clusters Score: Raw -12372.677334 + Penalty 489.989051 = -11882.688284 nChanged 3 SP:Iteration 6Q (2083.880000 sec): 3 clusters Score: Raw -12377.274912 + Penalty 489.989051 = -11887.285862 nChanged 2 SP:Iteration 7Q (2083.880000 sec): 3 clusters Score: Raw -12380.098748 + Penalty 489.989051 = -11890.109697 nChanged 2 SP:Iteration 8Q (2083.880000 sec): 3 clusters Score: Raw -12383.830992 + Penalty 489.989051 = -11893.841941 nChanged 1 SP:Iteration 9Q (2083.880000 sec): 3 clusters Score: Raw -12385.172237 + Penalty 489.989051 = -11895.183186 nChanged 0 SP:Iteration 10F (2083.880000 sec): 3 clusters Score: Raw -12385.172237 + Penalty 489.989051 = -11895.183186 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.880000 sec): 2 clusters Score: Raw -147234.522932 + Penalty 358.593790 = -146875.929142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.880000 sec): 3 clusters Score: Raw -145692.887602 + Penalty 717.187580 = -144975.700021 nChanged 1166 SP:Iteration 1F (2083.880000 sec): 3 clusters Score: Raw -146405.703709 + Penalty 717.187580 = -145688.516128 nChanged 202 SP:Iteration 2F (2083.890000 sec): 3 clusters Score: Raw -146518.756583 + Penalty 717.187580 = -145801.569002 nChanged 160 SP:Iteration 3F (2083.890000 sec): 3 clusters Score: Raw -146613.944648 + Penalty 717.187580 = -145896.757067 nChanged 139 SP:Iteration 4F (2083.890000 sec): 3 clusters Score: Raw -146694.826854 + Penalty 717.187580 = -145977.639273 nChanged 108 SP:Iteration 5Q (2083.900000 sec): 3 clusters Score: Raw -146762.874115 + Penalty 717.187580 = -146045.686534 nChanged 89 SP:Iteration 6Q (2083.900000 sec): 3 clusters Score: Raw -146813.674622 + Penalty 717.187580 = -146096.487042 nChanged 84 SP:Iteration 7Q (2083.900000 sec): 3 clusters Score: Raw -146877.977347 + Penalty 717.187580 = -146160.789767 nChanged 96 SP:Iteration 8Q (2083.900000 sec): 3 clusters Score: Raw -146952.393247 + Penalty 717.187580 = -146235.205667 nChanged 85 SP:Iteration 9Q (2083.910000 sec): 3 clusters Score: Raw -147017.744333 + Penalty 717.187580 = -146300.556753 nChanged 69 SP:Iteration 10Q (2083.910000 sec): 3 clusters Score: Raw -147075.642894 + Penalty 717.187580 = -146358.455313 nChanged 53 SP:Iteration 11Q (2083.910000 sec): 3 clusters Score: Raw -147103.800246 + Penalty 717.187580 = -146386.612666 nChanged 35 SP:Iteration 12Q (2083.910000 sec): 3 clusters Score: Raw -147118.526626 + Penalty 717.187580 = -146401.339046 nChanged 23 SP:Iteration 13Q (2083.920000 sec): 3 clusters Score: Raw -147127.694045 + Penalty 717.187580 = -146410.506464 nChanged 17 SP:Iteration 14Q (2083.920000 sec): 3 clusters Score: Raw -147135.270293 + Penalty 717.187580 = -146418.082713 nChanged 19 SP:Iteration 15Q (2083.920000 sec): 3 clusters Score: Raw -147141.917660 + Penalty 717.187580 = -146424.730080 nChanged 12 SP:Iteration 16Q (2083.920000 sec): 3 clusters Score: Raw -147146.103876 + Penalty 717.187580 = -146428.916295 nChanged 15 SP:Iteration 17Q (2083.920000 sec): 3 clusters Score: Raw -147151.352588 + Penalty 717.187580 = -146434.165008 nChanged 16 SP:Iteration 18Q (2083.930000 sec): 3 clusters Score: Raw -147156.859944 + Penalty 717.187580 = -146439.672363 nChanged 13 SP:Iteration 19Q (2083.930000 sec): 3 clusters Score: Raw -147163.134474 + Penalty 717.187580 = -146445.946894 nChanged 19 SP:Iteration 20F (2083.930000 sec): 3 clusters Score: Raw -147170.544128 + Penalty 717.187580 = -146453.356547 nChanged 17 SP:Iteration 21Q (2083.940000 sec): 3 clusters Score: Raw -147177.384702 + Penalty 717.187580 = -146460.197121 nChanged 17 SP:Iteration 22Q (2083.940000 sec): 3 clusters Score: Raw -147181.876230 + Penalty 717.187580 = -146464.688650 nChanged 16 SP:Iteration 23Q (2083.940000 sec): 3 clusters Score: Raw -147190.822764 + Penalty 717.187580 = -146473.635183 nChanged 17 SP:Iteration 24Q (2083.940000 sec): 3 clusters Score: Raw -147195.648555 + Penalty 717.187580 = -146478.460974 nChanged 9 SP:Iteration 25Q (2083.940000 sec): 3 clusters Score: Raw -147199.399743 + Penalty 717.187580 = -146482.212163 nChanged 15 SP:Iteration 26Q (2083.950000 sec): 3 clusters Score: Raw -147206.332683 + Penalty 717.187580 = -146489.145103 nChanged 18 SP:Iteration 27Q (2083.950000 sec): 3 clusters Score: Raw -147214.868674 + Penalty 717.187580 = -146497.681093 nChanged 19 SP:Iteration 28Q (2083.950000 sec): 3 clusters Score: Raw -147223.253708 + Penalty 717.187580 = -146506.066127 nChanged 19 SP:Iteration 29Q (2083.960000 sec): 3 clusters Score: Raw -147231.074851 + Penalty 717.187580 = -146513.887271 nChanged 22 SP:Iteration 30Q (2083.960000 sec): 3 clusters Score: Raw -147239.622392 + Penalty 717.187580 = -146522.434811 nChanged 22 SP:Iteration 31Q (2083.960000 sec): 3 clusters Score: Raw -147254.050832 + Penalty 717.187580 = -146536.863251 nChanged 32 SP:Iteration 32Q (2083.960000 sec): 3 clusters Score: Raw -147280.211216 + Penalty 717.187580 = -146563.023635 nChanged 34 SP:Iteration 33Q (2083.960000 sec): 3 clusters Score: Raw -147297.800756 + Penalty 717.187580 = -146580.613175 nChanged 20 SP:Iteration 34Q (2083.960000 sec): 3 clusters Score: Raw -147305.725555 + Penalty 717.187580 = -146588.537974 nChanged 14 SP:Iteration 35Q (2083.970000 sec): 3 clusters Score: Raw -147308.957205 + Penalty 717.187580 = -146591.769625 nChanged 10 SP:Iteration 36Q (2083.970000 sec): 3 clusters Score: Raw -147311.832933 + Penalty 717.187580 = -146594.645353 nChanged 6 SP:Iteration 37Q (2083.970000 sec): 3 clusters Score: Raw -147313.217015 + Penalty 717.187580 = -146596.029435 nChanged 3 SP:Iteration 38Q (2083.980000 sec): 3 clusters Score: Raw -147313.689467 + Penalty 717.187580 = -146596.501886 nChanged 1 SP:Iteration 39Q (2083.980000 sec): 3 clusters Score: Raw -147313.737892 + Penalty 717.187580 = -146596.550311 nChanged 0 SP:Iteration 40F (2083.980000 sec): 3 clusters Score: Raw -147313.737892 + Penalty 717.187580 = -146596.550311 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.980000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.980000 sec): 3 clusters Score: Raw -10425.138268 + Penalty 474.559154 = -9950.579114 nChanged 51 SP:Iteration 1F (2083.980000 sec): 3 clusters Score: Raw -10497.551293 + Penalty 474.559154 = -10022.992139 nChanged 11 SP:Iteration 2F (2083.980000 sec): 3 clusters Score: Raw -10516.277804 + Penalty 474.559154 = -10041.718650 nChanged 10 SP:Iteration 3F (2083.980000 sec): 3 clusters Score: Raw -10528.727972 + Penalty 474.559154 = -10054.168818 nChanged 5 SP:Iteration 4Q (2083.980000 sec): 3 clusters Score: Raw -10533.308034 + Penalty 474.559154 = -10058.748880 nChanged 0 SP:Iteration 5F (2083.980000 sec): 3 clusters Score: Raw -10533.308034 + Penalty 474.559154 = -10058.748880 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.980000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.980000 sec): 3 clusters Score: Raw -5744.508847 + Penalty 427.743713 = -5316.765134 nChanged 25 SP:Iteration 1F (2083.980000 sec): 3 clusters Score: Raw -5787.006071 + Penalty 427.743713 = -5359.262358 nChanged 5 SP:Iteration 2Q (2083.980000 sec): 3 clusters Score: Raw -5794.762349 + Penalty 427.743713 = -5367.018636 nChanged 0 SP:Iteration 3F (2083.980000 sec): 3 clusters Score: Raw -5794.762349 + Penalty 427.743713 = -5367.018636 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.990000 sec): 2 clusters Score: Raw -28738.850436 + Penalty 283.217409 = -28455.633027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.990000 sec): 3 clusters Score: Raw -28520.297401 + Penalty 566.434817 = -27953.862584 nChanged 179 SP:Iteration 1F (2083.990000 sec): 3 clusters Score: Raw -28640.733996 + Penalty 566.434817 = -28074.299179 nChanged 44 SP:Iteration 2F (2083.990000 sec): 3 clusters Score: Raw -28674.572755 + Penalty 566.434817 = -28108.137938 nChanged 19 SP:Iteration 3Q (2083.990000 sec): 3 clusters Score: Raw -28686.721972 + Penalty 566.434817 = -28120.287155 nChanged 8 SP:Iteration 4Q (2083.990000 sec): 3 clusters Score: Raw -28691.456835 + Penalty 566.434817 = -28125.022018 nChanged 9 SP:Iteration 5Q (2083.990000 sec): 3 clusters Score: Raw -28697.551752 + Penalty 566.434817 = -28131.116935 nChanged 3 SP:Iteration 6Q (2083.990000 sec): 3 clusters Score: Raw -28699.904615 + Penalty 566.434817 = -28133.469798 nChanged 2 SP:Iteration 7Q (2083.990000 sec): 3 clusters Score: Raw -28700.332752 + Penalty 566.434817 = -28133.897935 nChanged 0 SP:Iteration 8F (2083.990000 sec): 3 clusters Score: Raw -28700.332752 + Penalty 566.434817 = -28133.897935 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.990000 sec): 2 clusters Score: Raw -3629.002186 + Penalty 193.951934 = -3435.050251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.990000 sec): 3 clusters Score: Raw -3665.801466 + Penalty 387.903869 = -3277.897597 nChanged 12 SP:Iteration 1F (2083.990000 sec): 3 clusters Score: Raw -3705.007500 + Penalty 387.903869 = -3317.103631 nChanged 2 SP:Iteration 2Q (2083.990000 sec): 3 clusters Score: Raw -3709.955245 + Penalty 387.903869 = -3322.051376 nChanged 0 SP:Iteration 3F (2083.990000 sec): 3 clusters Score: Raw -3709.955245 + Penalty 387.903869 = -3322.051376 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.990000 sec): 2 clusters Score: Raw -9307.304010 + Penalty 229.768448 = -9077.535562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.990000 sec): 3 clusters Score: Raw -9269.134934 + Penalty 459.536897 = -8809.598038 nChanged 29 SP:Iteration 1F (2083.990000 sec): 3 clusters Score: Raw -9315.117906 + Penalty 459.536897 = -8855.581009 nChanged 7 SP:Iteration 2Q (2083.990000 sec): 3 clusters Score: Raw -9322.566176 + Penalty 459.536897 = -8863.029280 nChanged 2 SP:Iteration 3Q (2083.990000 sec): 3 clusters Score: Raw -9325.082727 + Penalty 459.536897 = -8865.545830 nChanged 2 SP:Iteration 4Q (2083.990000 sec): 3 clusters Score: Raw -9326.555830 + Penalty 459.536897 = -8867.018933 nChanged 0 SP:Iteration 5F (2084.000000 sec): 3 clusters Score: Raw -9326.555830 + Penalty 459.536897 = -8867.018933 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.000000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.000000 sec): 3 clusters Score: Raw -19350.228931 + Penalty 526.328092 = -18823.900839 nChanged 112 SP:Iteration 1F (2084.000000 sec): 3 clusters Score: Raw -19450.642332 + Penalty 526.328092 = -18924.314241 nChanged 29 SP:Iteration 2F (2084.000000 sec): 3 clusters Score: Raw -19490.376247 + Penalty 526.328092 = -18964.048156 nChanged 21 SP:Iteration 3F (2084.000000 sec): 3 clusters Score: Raw -19518.941407 + Penalty 526.328092 = -18992.613315 nChanged 15 SP:Iteration 4Q (2084.000000 sec): 3 clusters Score: Raw -19535.894312 + Penalty 526.328092 = -19009.566220 nChanged 8 SP:Iteration 5Q (2084.000000 sec): 3 clusters Score: Raw -19545.245961 + Penalty 526.328092 = -19018.917870 nChanged 3 SP:Iteration 6Q (2084.000000 sec): 3 clusters Score: Raw -19548.589826 + Penalty 526.328092 = -19022.261734 nChanged 3 SP:Iteration 7Q (2084.000000 sec): 3 clusters Score: Raw -19552.605362 + Penalty 526.328092 = -19026.277270 nChanged 4 SP:Iteration 8Q (2084.000000 sec): 3 clusters Score: Raw -19556.095984 + Penalty 526.328092 = -19029.767892 nChanged 3 SP:Iteration 9Q (2084.000000 sec): 3 clusters Score: Raw -19560.911630 + Penalty 526.328092 = -19034.583538 nChanged 2 SP:Iteration 10Q (2084.000000 sec): 3 clusters Score: Raw -19561.735095 + Penalty 526.328092 = -19035.407004 nChanged 0 SP:Iteration 11F (2084.000000 sec): 3 clusters Score: Raw -19561.735095 + Penalty 526.328092 = -19035.407004 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.000000 sec): 2 clusters Score: Raw -5279.816781 + Penalty 213.871857 = -5065.944924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.000000 sec): 3 clusters Score: Raw -5277.094550 + Penalty 427.743713 = -4849.350837 nChanged 20 SP:Iteration 1F (2084.000000 sec): 3 clusters Score: Raw -5314.801298 + Penalty 427.743713 = -4887.057584 nChanged 6 SP:Iteration 2F (2084.000000 sec): 3 clusters Score: Raw -5337.147247 + Penalty 427.743713 = -4909.403534 nChanged 6 SP:Iteration 3F (2084.000000 sec): 3 clusters Score: Raw -5352.351608 + Penalty 427.743713 = -4924.607895 nChanged 1 SP:Iteration 4Q (2084.000000 sec): 3 clusters Score: Raw -5354.744351 + Penalty 427.743713 = -4927.000638 nChanged 0 SP:Iteration 5F (2084.000000 sec): 3 clusters Score: Raw -5354.744351 + Penalty 427.743713 = -4927.000638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.000000 sec): 2 clusters Score: Raw -12287.736526 + Penalty 245.202764 = -12042.533763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.000000 sec): 3 clusters Score: Raw -12241.786652 + Penalty 490.405527 = -11751.381125 nChanged 60 SP:Iteration 1F (2084.000000 sec): 3 clusters Score: Raw -12311.400440 + Penalty 490.405527 = -11820.994912 nChanged 16 SP:Iteration 2F (2084.000000 sec): 3 clusters Score: Raw -12335.020362 + Penalty 490.405527 = -11844.614834 nChanged 8 SP:Iteration 3Q (2084.000000 sec): 3 clusters Score: Raw -12347.473176 + Penalty 490.405527 = -11857.067648 nChanged 7 SP:Iteration 4Q (2084.000000 sec): 3 clusters Score: Raw -12359.251246 + Penalty 490.405527 = -11868.845719 nChanged 9 SP:Iteration 5Q (2084.000000 sec): 3 clusters Score: Raw -12375.522564 + Penalty 490.405527 = -11885.117037 nChanged 5 SP:Iteration 6Q (2084.000000 sec): 3 clusters Score: Raw -12396.779510 + Penalty 490.405527 = -11906.373983 nChanged 4 SP:Iteration 7Q (2084.000000 sec): 3 clusters Score: Raw -12402.402610 + Penalty 490.405527 = -11911.997083 nChanged 4 SP:Iteration 8Q (2084.000000 sec): 3 clusters Score: Raw -12411.595461 + Penalty 490.405527 = -11921.189934 nChanged 2 SP:Iteration 9Q (2084.000000 sec): 3 clusters Score: Raw -12415.753854 + Penalty 490.405527 = -11925.348326 nChanged 2 SP:Iteration 10Q (2084.000000 sec): 3 clusters Score: Raw -12420.428882 + Penalty 490.405527 = -11930.023355 nChanged 1 SP:Iteration 11Q (2084.000000 sec): 3 clusters Score: Raw -12422.574422 + Penalty 490.405527 = -11932.168895 nChanged 1 SP:Iteration 12Q (2084.000000 sec): 3 clusters Score: Raw -12427.827312 + Penalty 490.405527 = -11937.421785 nChanged 1 SP:Iteration 13Q (2084.000000 sec): 3 clusters Score: Raw -12428.983295 + Penalty 490.405527 = -11938.577768 nChanged 2 SP:Iteration 14Q (2084.000000 sec): 3 clusters Score: Raw -12432.228097 + Penalty 490.405527 = -11941.822570 nChanged 2 SP:Iteration 15Q (2084.000000 sec): 3 clusters Score: Raw -12435.444634 + Penalty 490.405527 = -11945.039106 nChanged 3 SP:Iteration 16Q (2084.000000 sec): 3 clusters Score: Raw -12441.444386 + Penalty 490.405527 = -11951.038858 nChanged 4 SP:Iteration 17Q (2084.010000 sec): 3 clusters Score: Raw -12453.695131 + Penalty 490.405527 = -11963.289604 nChanged 3 SP:Iteration 18Q (2084.010000 sec): 3 clusters Score: Raw -12465.559465 + Penalty 490.405527 = -11975.153938 nChanged 2 SP:Iteration 19Q (2084.010000 sec): 3 clusters Score: Raw -12468.517786 + Penalty 490.405527 = -11978.112259 nChanged 1 SP:Iteration 20F (2084.010000 sec): 3 clusters Score: Raw -12469.301827 + Penalty 490.405527 = -11978.896300 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.010000 sec): 2 clusters Score: Raw -39471.613483 + Penalty 302.233149 = -39169.380333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.010000 sec): 3 clusters Score: Raw -39126.780931 + Penalty 604.466299 = -38522.314632 nChanged 289 SP:Iteration 1F (2084.010000 sec): 3 clusters Score: Raw -39345.492101 + Penalty 604.466299 = -38741.025802 nChanged 88 SP:Iteration 2F (2084.010000 sec): 3 clusters Score: Raw -39428.167738 + Penalty 604.466299 = -38823.701439 nChanged 53 SP:Iteration 3F (2084.010000 sec): 3 clusters Score: Raw -39470.216299 + Penalty 604.466299 = -38865.750000 nChanged 46 SP:Iteration 4F (2084.010000 sec): 3 clusters Score: Raw -39508.303170 + Penalty 604.466299 = -38903.836871 nChanged 33 SP:Iteration 5Q (2084.010000 sec): 3 clusters Score: Raw -39533.751023 + Penalty 604.466299 = -38929.284724 nChanged 19 SP:Iteration 6Q (2084.020000 sec): 3 clusters Score: Raw -39554.554409 + Penalty 604.466299 = -38950.088110 nChanged 18 SP:Iteration 7Q (2084.020000 sec): 3 clusters Score: Raw -39573.086079 + Penalty 604.466299 = -38968.619780 nChanged 15 SP:Iteration 8Q (2084.020000 sec): 3 clusters Score: Raw -39588.632840 + Penalty 604.466299 = -38984.166541 nChanged 8 SP:Iteration 9Q (2084.020000 sec): 3 clusters Score: Raw -39603.272500 + Penalty 604.466299 = -38998.806202 nChanged 12 SP:Iteration 10Q (2084.020000 sec): 3 clusters Score: Raw -39620.937870 + Penalty 604.466299 = -39016.471571 nChanged 10 SP:Iteration 11Q (2084.020000 sec): 3 clusters Score: Raw -39638.896394 + Penalty 604.466299 = -39034.430095 nChanged 6 SP:Iteration 12Q (2084.020000 sec): 3 clusters Score: Raw -39645.732278 + Penalty 604.466299 = -39041.265979 nChanged 5 SP:Iteration 13Q (2084.020000 sec): 3 clusters Score: Raw -39652.402143 + Penalty 604.466299 = -39047.935844 nChanged 4 SP:Iteration 14Q (2084.020000 sec): 3 clusters Score: Raw -39659.194387 + Penalty 604.466299 = -39054.728088 nChanged 6 SP:Iteration 15Q (2084.020000 sec): 3 clusters Score: Raw -39666.867508 + Penalty 604.466299 = -39062.401210 nChanged 4 SP:Iteration 16Q (2084.020000 sec): 3 clusters Score: Raw -39680.084905 + Penalty 604.466299 = -39075.618606 nChanged 2 SP:Iteration 17Q (2084.020000 sec): 3 clusters Score: Raw -39683.995605 + Penalty 604.466299 = -39079.529306 nChanged 3 SP:Iteration 18Q (2084.020000 sec): 3 clusters Score: Raw -39685.704843 + Penalty 604.466299 = -39081.238544 nChanged 0 SP:Iteration 19F (2084.020000 sec): 3 clusters Score: Raw -39685.704843 + Penalty 604.466299 = -39081.238544 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.020000 sec): 2 clusters Score: Raw -26458.676389 + Penalty 278.373423 = -26180.302967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.020000 sec): 3 clusters Score: Raw -26293.517554 + Penalty 556.746845 = -25736.770709 nChanged 159 SP:Iteration 1F (2084.020000 sec): 3 clusters Score: Raw -26420.517327 + Penalty 556.746845 = -25863.770482 nChanged 41 SP:Iteration 2F (2084.030000 sec): 3 clusters Score: Raw -26464.145957 + Penalty 556.746845 = -25907.399112 nChanged 26 SP:Iteration 3F (2084.030000 sec): 3 clusters Score: Raw -26480.582846 + Penalty 556.746845 = -25923.836001 nChanged 12 SP:Iteration 4Q (2084.030000 sec): 3 clusters Score: Raw -26489.962995 + Penalty 556.746845 = -25933.216150 nChanged 18 SP:Iteration 5Q (2084.030000 sec): 3 clusters Score: Raw -26503.791374 + Penalty 556.746845 = -25947.044529 nChanged 9 SP:Iteration 6Q (2084.030000 sec): 3 clusters Score: Raw -26511.244457 + Penalty 556.746845 = -25954.497612 nChanged 8 SP:Iteration 7Q (2084.030000 sec): 3 clusters Score: Raw -26516.862654 + Penalty 556.746845 = -25960.115809 nChanged 3 SP:Iteration 8Q (2084.030000 sec): 3 clusters Score: Raw -26518.598948 + Penalty 556.746845 = -25961.852103 nChanged 2 SP:Iteration 9Q (2084.030000 sec): 3 clusters Score: Raw -26519.422316 + Penalty 556.746845 = -25962.675471 nChanged 3 SP:Iteration 10Q (2084.030000 sec): 3 clusters Score: Raw -26521.728403 + Penalty 556.746845 = -25964.981558 nChanged 3 SP:Iteration 11Q (2084.030000 sec): 3 clusters Score: Raw -26523.637455 + Penalty 556.746845 = -25966.890610 nChanged 3 SP:Iteration 12Q (2084.030000 sec): 3 clusters Score: Raw -26524.851494 + Penalty 556.746845 = -25968.104649 nChanged 2 SP:Iteration 13Q (2084.030000 sec): 3 clusters Score: Raw -26525.264540 + Penalty 556.746845 = -25968.517695 nChanged 0 SP:Iteration 14F (2084.030000 sec): 3 clusters Score: Raw -26525.264540 + Penalty 556.746845 = -25968.517695 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.040000 sec): 2 clusters Score: Raw -52841.004369 + Penalty 314.211774 = -52526.792595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.040000 sec): 3 clusters Score: Raw -52332.880242 + Penalty 628.423548 = -51704.456694 nChanged 403 SP:Iteration 1F (2084.040000 sec): 3 clusters Score: Raw -52586.260505 + Penalty 628.423548 = -51957.836957 nChanged 79 SP:Iteration 2F (2084.040000 sec): 3 clusters Score: Raw -52644.791149 + Penalty 628.423548 = -52016.367601 nChanged 62 SP:Iteration 3F (2084.040000 sec): 3 clusters Score: Raw -52689.148213 + Penalty 628.423548 = -52060.724665 nChanged 38 SP:Iteration 4Q (2084.040000 sec): 3 clusters Score: Raw -52712.613475 + Penalty 628.423548 = -52084.189927 nChanged 34 SP:Iteration 5Q (2084.040000 sec): 3 clusters Score: Raw -52728.354740 + Penalty 628.423548 = -52099.931192 nChanged 16 SP:Iteration 6Q (2084.040000 sec): 3 clusters Score: Raw -52734.970782 + Penalty 628.423548 = -52106.547234 nChanged 10 SP:Iteration 7Q (2084.040000 sec): 3 clusters Score: Raw -52739.610661 + Penalty 628.423548 = -52111.187113 nChanged 8 SP:Iteration 8Q (2084.040000 sec): 3 clusters Score: Raw -52742.066788 + Penalty 628.423548 = -52113.643240 nChanged 7 SP:Iteration 9Q (2084.040000 sec): 3 clusters Score: Raw -52744.577731 + Penalty 628.423548 = -52116.154183 nChanged 7 SP:Iteration 10Q (2084.040000 sec): 3 clusters Score: Raw -52747.467977 + Penalty 628.423548 = -52119.044428 nChanged 4 SP:Iteration 11Q (2084.050000 sec): 3 clusters Score: Raw -52749.076997 + Penalty 628.423548 = -52120.653449 nChanged 3 SP:Iteration 12Q (2084.050000 sec): 3 clusters Score: Raw -52750.003328 + Penalty 628.423548 = -52121.579780 nChanged 6 SP:Iteration 13Q (2084.050000 sec): 3 clusters Score: Raw -52753.424576 + Penalty 628.423548 = -52125.001028 nChanged 9 SP:Iteration 14Q (2084.050000 sec): 3 clusters Score: Raw -52758.053767 + Penalty 628.423548 = -52129.630219 nChanged 5 SP:Iteration 15Q (2084.050000 sec): 3 clusters Score: Raw -52760.053316 + Penalty 628.423548 = -52131.629767 nChanged 7 SP:Iteration 16Q (2084.050000 sec): 3 clusters Score: Raw -52765.687132 + Penalty 628.423548 = -52137.263584 nChanged 9 SP:Iteration 17Q (2084.050000 sec): 3 clusters Score: Raw -52773.598130 + Penalty 628.423548 = -52145.174582 nChanged 8 SP:Iteration 18Q (2084.050000 sec): 3 clusters Score: Raw -52780.843446 + Penalty 628.423548 = -52152.419898 nChanged 10 SP:Iteration 19Q (2084.060000 sec): 3 clusters Score: Raw -52786.599437 + Penalty 628.423548 = -52158.175889 nChanged 8 SP:Iteration 20F (2084.060000 sec): 3 clusters Score: Raw -52789.308938 + Penalty 628.423548 = -52160.885390 nChanged 2 SP:Iteration 21Q (2084.060000 sec): 3 clusters Score: Raw -52789.818506 + Penalty 628.423548 = -52161.394958 nChanged 1 SP:Iteration 22Q (2084.060000 sec): 3 clusters Score: Raw -52790.535308 + Penalty 628.423548 = -52162.111760 nChanged 2 SP:Iteration 23Q (2084.060000 sec): 3 clusters Score: Raw -52792.950941 + Penalty 628.423548 = -52164.527393 nChanged 5 SP:Iteration 24Q (2084.060000 sec): 3 clusters Score: Raw -52795.852504 + Penalty 628.423548 = -52167.428956 nChanged 4 SP:Iteration 25Q (2084.060000 sec): 3 clusters Score: Raw -52798.454868 + Penalty 628.423548 = -52170.031319 nChanged 5 SP:Iteration 26Q (2084.060000 sec): 3 clusters Score: Raw -52800.431838 + Penalty 628.423548 = -52172.008290 nChanged 5 SP:Iteration 27Q (2084.060000 sec): 3 clusters Score: Raw -52801.843232 + Penalty 628.423548 = -52173.419684 nChanged 4 SP:Iteration 28Q (2084.060000 sec): 3 clusters Score: Raw -52804.836940 + Penalty 628.423548 = -52176.413392 nChanged 5 SP:Iteration 29Q (2084.060000 sec): 3 clusters Score: Raw -52808.617444 + Penalty 628.423548 = -52180.193895 nChanged 6 SP:Iteration 30Q (2084.060000 sec): 3 clusters Score: Raw -52811.771765 + Penalty 628.423548 = -52183.348216 nChanged 7 SP:Iteration 31Q (2084.060000 sec): 3 clusters Score: Raw -52815.073845 + Penalty 628.423548 = -52186.650297 nChanged 5 SP:Iteration 32Q (2084.070000 sec): 3 clusters Score: Raw -52817.905841 + Penalty 628.423548 = -52189.482293 nChanged 4 SP:Iteration 33Q (2084.070000 sec): 3 clusters Score: Raw -52819.501535 + Penalty 628.423548 = -52191.077986 nChanged 2 SP:Iteration 34Q (2084.070000 sec): 3 clusters Score: Raw -52819.888416 + Penalty 628.423548 = -52191.464868 nChanged 2 SP:Iteration 35Q (2084.070000 sec): 3 clusters Score: Raw -52820.284778 + Penalty 628.423548 = -52191.861230 nChanged 1 SP:Iteration 36Q (2084.070000 sec): 3 clusters Score: Raw -52820.383819 + Penalty 628.423548 = -52191.960271 nChanged 1 SP:Iteration 37Q (2084.070000 sec): 3 clusters Score: Raw -52820.762509 + Penalty 628.423548 = -52192.338960 nChanged 1 SP:Iteration 38Q (2084.070000 sec): 3 clusters Score: Raw -52821.332207 + Penalty 628.423548 = -52192.908659 nChanged 2 SP:Iteration 39Q (2084.070000 sec): 3 clusters Score: Raw -52821.802295 + Penalty 628.423548 = -52193.378747 nChanged 1 SP:Iteration 40F (2084.080000 sec): 3 clusters Score: Raw -52822.435616 + Penalty 628.423548 = -52194.012068 nChanged 1 SP:Iteration 41Q (2084.080000 sec): 3 clusters Score: Raw -52822.849405 + Penalty 628.423548 = -52194.425857 nChanged 0 SP:Iteration 42F (2084.080000 sec): 3 clusters Score: Raw -52822.849405 + Penalty 628.423548 = -52194.425857 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.080000 sec): 2 clusters Score: Raw -8587.952096 + Penalty 230.059184 = -8357.892911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.080000 sec): 3 clusters Score: Raw -8563.952973 + Penalty 460.118368 = -8103.834604 nChanged 34 SP:Iteration 1F (2084.080000 sec): 3 clusters Score: Raw -8618.427019 + Penalty 460.118368 = -8158.308651 nChanged 14 SP:Iteration 2F (2084.080000 sec): 3 clusters Score: Raw -8644.772517 + Penalty 460.118368 = -8184.654148 nChanged 5 SP:Iteration 3Q (2084.080000 sec): 3 clusters Score: Raw -8654.713594 + Penalty 460.118368 = -8194.595225 nChanged 5 SP:Iteration 4Q (2084.080000 sec): 3 clusters Score: Raw -8661.642886 + Penalty 460.118368 = -8201.524517 nChanged 5 SP:Iteration 5Q (2084.080000 sec): 3 clusters Score: Raw -8669.083199 + Penalty 460.118368 = -8208.964831 nChanged 3 SP:Iteration 6Q (2084.080000 sec): 3 clusters Score: Raw -8672.800832 + Penalty 460.118368 = -8212.682463 nChanged 0 SP:Iteration 7F (2084.080000 sec): 3 clusters Score: Raw -8672.800832 + Penalty 460.118368 = -8212.682463 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.080000 sec): 2 clusters Score: Raw -9094.771693 + Penalty 226.754101 = -8868.017592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.080000 sec): 3 clusters Score: Raw -9082.310816 + Penalty 453.508203 = -8628.802613 nChanged 39 SP:Iteration 1F (2084.080000 sec): 3 clusters Score: Raw -9137.154235 + Penalty 453.508203 = -8683.646032 nChanged 5 SP:Iteration 2Q (2084.080000 sec): 3 clusters Score: Raw -9141.769898 + Penalty 453.508203 = -8688.261696 nChanged 2 SP:Iteration 3Q (2084.080000 sec): 3 clusters Score: Raw -9143.218276 + Penalty 453.508203 = -8689.710074 nChanged 2 SP:Iteration 4Q (2084.080000 sec): 3 clusters Score: Raw -9149.017271 + Penalty 453.508203 = -8695.509069 nChanged 2 SP:Iteration 5Q (2084.080000 sec): 3 clusters Score: Raw -9153.363719 + Penalty 453.508203 = -8699.855516 nChanged 1 SP:Iteration 6Q (2084.080000 sec): 3 clusters Score: Raw -9155.684902 + Penalty 453.508203 = -8702.176699 nChanged 1 SP:Iteration 7Q (2084.080000 sec): 3 clusters Score: Raw -9158.758893 + Penalty 453.508203 = -8705.250690 nChanged 0 SP:Iteration 8F (2084.080000 sec): 3 clusters Score: Raw -9158.758893 + Penalty 453.508203 = -8705.250690 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.080000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.080000 sec): 3 clusters Score: Raw -17904.927798 + Penalty 524.632390 = -17380.295408 nChanged 105 SP:Iteration 1F (2084.080000 sec): 3 clusters Score: Raw -18009.874870 + Penalty 524.632390 = -17485.242479 nChanged 26 SP:Iteration 2F (2084.080000 sec): 3 clusters Score: Raw -18048.168965 + Penalty 524.632390 = -17523.536574 nChanged 22 SP:Iteration 3F (2084.080000 sec): 3 clusters Score: Raw -18077.921469 + Penalty 524.632390 = -17553.289078 nChanged 16 SP:Iteration 4F (2084.080000 sec): 3 clusters Score: Raw -18100.267530 + Penalty 524.632390 = -17575.635140 nChanged 11 SP:Iteration 5Q (2084.080000 sec): 3 clusters Score: Raw -18113.025197 + Penalty 524.632390 = -17588.392807 nChanged 8 SP:Iteration 6Q (2084.080000 sec): 3 clusters Score: Raw -18125.185085 + Penalty 524.632390 = -17600.552694 nChanged 7 SP:Iteration 7Q (2084.080000 sec): 3 clusters Score: Raw -18134.928212 + Penalty 524.632390 = -17610.295822 nChanged 7 SP:Iteration 8Q (2084.080000 sec): 3 clusters Score: Raw -18144.792014 + Penalty 524.632390 = -17620.159623 nChanged 7 SP:Iteration 9Q (2084.090000 sec): 3 clusters Score: Raw -18155.077551 + Penalty 524.632390 = -17630.445160 nChanged 5 SP:Iteration 10Q (2084.090000 sec): 3 clusters Score: Raw -18159.672515 + Penalty 524.632390 = -17635.040124 nChanged 4 SP:Iteration 11Q (2084.090000 sec): 3 clusters Score: Raw -18164.573693 + Penalty 524.632390 = -17639.941303 nChanged 0 SP:Iteration 12F (2084.090000 sec): 3 clusters Score: Raw -18164.573693 + Penalty 524.632390 = -17639.941303 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.090000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.090000 sec): 3 clusters Score: Raw -6086.559883 + Penalty 437.165915 = -5649.393967 nChanged 20 SP:Iteration 1F (2084.090000 sec): 3 clusters Score: Raw -6114.138102 + Penalty 437.165915 = -5676.972187 nChanged 4 SP:Iteration 2Q (2084.090000 sec): 3 clusters Score: Raw -6117.081160 + Penalty 437.165915 = -5679.915245 nChanged 1 SP:Iteration 3Q (2084.090000 sec): 3 clusters Score: Raw -6118.321095 + Penalty 437.165915 = -5681.155180 nChanged 2 SP:Iteration 4Q (2084.090000 sec): 3 clusters Score: Raw -6120.790230 + Penalty 437.165915 = -5683.624315 nChanged 0 SP:Iteration 5F (2084.090000 sec): 3 clusters Score: Raw -6120.790230 + Penalty 437.165915 = -5683.624315 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.090000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.090000 sec): 3 clusters Score: Raw -11078.330344 + Penalty 479.842960 = -10598.487385 nChanged 57 SP:Iteration 1F (2084.090000 sec): 3 clusters Score: Raw -11136.070985 + Penalty 479.842960 = -10656.228025 nChanged 18 SP:Iteration 2F (2084.090000 sec): 3 clusters Score: Raw -11154.557144 + Penalty 479.842960 = -10674.714184 nChanged 7 SP:Iteration 3Q (2084.090000 sec): 3 clusters Score: Raw -11163.221819 + Penalty 479.842960 = -10683.378859 nChanged 5 SP:Iteration 4Q (2084.090000 sec): 3 clusters Score: Raw -11170.001569 + Penalty 479.842960 = -10690.158609 nChanged 2 SP:Iteration 5Q (2084.090000 sec): 3 clusters Score: Raw -11171.872490 + Penalty 479.842960 = -10692.029530 nChanged 2 SP:Iteration 6Q (2084.090000 sec): 3 clusters Score: Raw -11174.157411 + Penalty 479.842960 = -10694.314451 nChanged 2 SP:Iteration 7Q (2084.090000 sec): 3 clusters Score: Raw -11176.137417 + Penalty 479.842960 = -10696.294457 nChanged 0 SP:Iteration 8F (2084.090000 sec): 3 clusters Score: Raw -11176.137417 + Penalty 479.842960 = -10696.294457 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.090000 sec): 2 clusters Score: Raw -7899.944810 + Penalty 222.851711 = -7677.093099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.090000 sec): 3 clusters Score: Raw -7893.103575 + Penalty 445.703422 = -7447.400153 nChanged 29 SP:Iteration 1F (2084.090000 sec): 3 clusters Score: Raw -7944.622713 + Penalty 445.703422 = -7498.919291 nChanged 13 SP:Iteration 2F (2084.090000 sec): 3 clusters Score: Raw -7971.237810 + Penalty 445.703422 = -7525.534388 nChanged 9 SP:Iteration 3F (2084.090000 sec): 3 clusters Score: Raw -7981.175520 + Penalty 445.703422 = -7535.472099 nChanged 4 SP:Iteration 4Q (2084.090000 sec): 3 clusters Score: Raw -7987.815099 + Penalty 445.703422 = -7542.111677 nChanged 2 SP:Iteration 5Q (2084.090000 sec): 3 clusters Score: Raw -7990.184167 + Penalty 445.703422 = -7544.480745 nChanged 3 SP:Iteration 6Q (2084.090000 sec): 3 clusters Score: Raw -7996.339909 + Penalty 445.703422 = -7550.636487 nChanged 2 SP:Iteration 7Q (2084.090000 sec): 3 clusters Score: Raw -8001.023015 + Penalty 445.703422 = -7555.319593 nChanged 2 SP:Iteration 8Q (2084.100000 sec): 3 clusters Score: Raw -8003.393285 + Penalty 445.703422 = -7557.689864 nChanged 1 SP:Iteration 9Q (2084.100000 sec): 3 clusters Score: Raw -8010.342954 + Penalty 445.703422 = -7564.639532 nChanged 0 SP:Iteration 10F (2084.100000 sec): 3 clusters Score: Raw -8010.342954 + Penalty 445.703422 = -7564.639532 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 3 clusters Score: Raw -23769.943244 + Penalty 543.616675 = -23226.326570 nChanged 112 SP:Iteration 1F (2084.100000 sec): 3 clusters Score: Raw -23855.788827 + Penalty 543.616675 = -23312.172152 nChanged 25 SP:Iteration 2F (2084.100000 sec): 3 clusters Score: Raw -23877.373023 + Penalty 543.616675 = -23333.756348 nChanged 22 SP:Iteration 3F (2084.100000 sec): 3 clusters Score: Raw -23896.684886 + Penalty 543.616675 = -23353.068211 nChanged 12 SP:Iteration 4Q (2084.100000 sec): 3 clusters Score: Raw -23905.961071 + Penalty 543.616675 = -23362.344396 nChanged 4 SP:Iteration 5Q (2084.100000 sec): 3 clusters Score: Raw -23906.588692 + Penalty 543.616675 = -23362.972018 nChanged 0 SP:Iteration 6F (2084.100000 sec): 3 clusters Score: Raw -23906.588692 + Penalty 543.616675 = -23362.972018 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 3 clusters Score: Raw -11266.802123 + Penalty 479.842960 = -10786.959163 nChanged 55 SP:Iteration 1F (2084.100000 sec): 3 clusters Score: Raw -11326.926730 + Penalty 479.842960 = -10847.083770 nChanged 12 SP:Iteration 2F (2084.100000 sec): 3 clusters Score: Raw -11352.946007 + Penalty 479.842960 = -10873.103047 nChanged 6 SP:Iteration 3Q (2084.100000 sec): 3 clusters Score: Raw -11363.131269 + Penalty 479.842960 = -10883.288310 nChanged 8 SP:Iteration 4Q (2084.100000 sec): 3 clusters Score: Raw -11375.204797 + Penalty 479.842960 = -10895.361838 nChanged 3 SP:Iteration 5Q (2084.100000 sec): 3 clusters Score: Raw -11378.886304 + Penalty 479.842960 = -10899.043344 nChanged 2 SP:Iteration 6Q (2084.100000 sec): 3 clusters Score: Raw -11381.122304 + Penalty 479.842960 = -10901.279344 nChanged 1 SP:Iteration 7Q (2084.100000 sec): 3 clusters Score: Raw -11381.574186 + Penalty 479.842960 = -10901.731226 nChanged 0 SP:Iteration 8F (2084.100000 sec): 3 clusters Score: Raw -11381.574186 + Penalty 479.842960 = -10901.731226 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 2 clusters Score: Raw -4044.624089 + Penalty 197.048367 = -3847.575722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 3 clusters Score: Raw -4062.109976 + Penalty 394.096734 = -3668.013242 nChanged 11 SP:Iteration 1F (2084.100000 sec): 3 clusters Score: Raw -4077.831578 + Penalty 394.096734 = -3683.734844 nChanged 4 SP:Iteration 2F (2084.100000 sec): 3 clusters Score: Raw -4093.269469 + Penalty 394.096734 = -3699.172735 nChanged 1 SP:Iteration 3Q (2084.100000 sec): 3 clusters Score: Raw -4097.672250 + Penalty 394.096734 = -3703.575516 nChanged 2 SP:Iteration 4Q (2084.100000 sec): 3 clusters Score: Raw -4101.545194 + Penalty 394.096734 = -3707.448460 nChanged 1 SP:Iteration 5Q (2084.100000 sec): 3 clusters Score: Raw -4105.342986 + Penalty 394.096734 = -3711.246252 nChanged 0 SP:Iteration 6F (2084.100000 sec): 3 clusters Score: Raw -4105.342986 + Penalty 394.096734 = -3711.246252 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 3 clusters Score: Raw -3081.071437 + Penalty 389.176617 = -2691.894820 nChanged 11 SP:Iteration 1F (2084.100000 sec): 3 clusters Score: Raw -3111.151707 + Penalty 389.176617 = -2721.975090 nChanged 3 SP:Iteration 2Q (2084.100000 sec): 3 clusters Score: Raw -3116.678321 + Penalty 389.176617 = -2727.501704 nChanged 0 SP:Iteration 3F (2084.100000 sec): 3 clusters Score: Raw -3116.678321 + Penalty 389.176617 = -2727.501704 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 2 clusters Score: Raw -5844.400390 + Penalty 221.472817 = -5622.927573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.100000 sec): 3 clusters Score: Raw -5837.014601 + Penalty 442.945635 = -5394.068966 nChanged 32 SP:Iteration 1F (2084.100000 sec): 3 clusters Score: Raw -5889.560049 + Penalty 442.945635 = -5446.614414 nChanged 10 SP:Iteration 2F (2084.100000 sec): 3 clusters Score: Raw -5910.089344 + Penalty 442.945635 = -5467.143709 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.110000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.110000 sec): 3 clusters Score: Raw -6096.991689 + Penalty 422.639572 = -5674.352117 nChanged 21 SP:Iteration 1F (2084.110000 sec): 3 clusters Score: Raw -6129.368414 + Penalty 422.639572 = -5706.728842 nChanged 3 SP:Iteration 2Q (2084.110000 sec): 3 clusters Score: Raw -6132.701258 + Penalty 422.639572 = -5710.061686 nChanged 2 SP:Iteration 3Q (2084.110000 sec): 3 clusters Score: Raw -6135.670769 + Penalty 422.639572 = -5713.031197 nChanged 3 SP:Iteration 4Q (2084.110000 sec): 3 clusters Score: Raw -6140.918202 + Penalty 422.639572 = -5718.278630 nChanged 2 SP:Iteration 5Q (2084.110000 sec): 3 clusters Score: Raw -6150.387166 + Penalty 422.639572 = -5727.747594 nChanged 3 SP:Iteration 6Q (2084.110000 sec): 3 clusters Score: Raw -6156.137350 + Penalty 422.639572 = -5733.497778 nChanged 0 SP:Iteration 7F (2084.110000 sec): 3 clusters Score: Raw -6156.137350 + Penalty 422.639572 = -5733.497778 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.120000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.140000 sec): 3 clusters Score: Raw -624870.431812 + Penalty 844.246869 = -624026.184944 nChanged 5063 SP:Iteration 1F (2084.150000 sec): 3 clusters Score: Raw -627722.987147 + Penalty 844.246869 = -626878.740279 nChanged 518 SP:Iteration 2Q (2084.160000 sec): 3 clusters Score: Raw -627930.309261 + Penalty 844.246869 = -627086.062392 nChanged 503 SP:Iteration 3Q (2084.170000 sec): 3 clusters Score: Raw -628211.321520 + Penalty 844.246869 = -627367.074652 nChanged 577 SP:Iteration 4F (2084.180000 sec): 3 clusters Score: Raw -628506.965120 + Penalty 844.246869 = -627662.718251 nChanged 570 SP:Iteration 5F (2084.190000 sec): 3 clusters Score: Raw -628773.935179 + Penalty 844.246869 = -627929.688311 nChanged 522 SP:Iteration 6Q (2084.200000 sec): 3 clusters Score: Raw -629026.638245 + Penalty 844.246869 = -628182.391376 nChanged 515 SP:Iteration 7Q (2084.210000 sec): 3 clusters Score: Raw -629272.566959 + Penalty 844.246869 = -628428.320090 nChanged 491 SP:Iteration 8Q (2084.220000 sec): 3 clusters Score: Raw -629565.059315 + Penalty 844.246869 = -628720.812447 nChanged 561 SP:Iteration 9F (2084.230000 sec): 3 clusters Score: Raw -629934.393696 + Penalty 844.246869 = -629090.146828 nChanged 514 SP:Iteration 10Q (2084.240000 sec): 3 clusters Score: Raw -630212.105554 + Penalty 844.246869 = -629367.858686 nChanged 399 SP:Iteration 11Q (2084.260000 sec): 3 clusters Score: Raw -630386.353721 + Penalty 844.246869 = -629542.106852 nChanged 295 SP:Iteration 12Q (2084.260000 sec): 3 clusters Score: Raw -630505.386796 + Penalty 844.246869 = -629661.139928 nChanged 217 SP:Iteration 13Q (2084.280000 sec): 3 clusters Score: Raw -630601.359528 + Penalty 844.246869 = -629757.112659 nChanged 200 SP:Iteration 14Q (2084.280000 sec): 3 clusters Score: Raw -630690.879254 + Penalty 844.246869 = -629846.632386 nChanged 209 SP:Iteration 15Q (2084.300000 sec): 3 clusters Score: Raw -630784.350183 + Penalty 844.246869 = -629940.103315 nChanged 216 SP:Iteration 16Q (2084.300000 sec): 3 clusters Score: Raw -630890.204070 + Penalty 844.246869 = -630045.957201 nChanged 201 SP:Iteration 17Q (2084.320000 sec): 3 clusters Score: Raw -630987.576079 + Penalty 844.246869 = -630143.329211 nChanged 170 SP:Iteration 18Q (2084.320000 sec): 3 clusters Score: Raw -631066.558508 + Penalty 844.246869 = -630222.311640 nChanged 167 SP:Iteration 19Q (2084.340000 sec): 3 clusters Score: Raw -631135.630046 + Penalty 844.246869 = -630291.383178 nChanged 149 SP:Iteration 20F (2084.350000 sec): 3 clusters Score: Raw -631199.526740 + Penalty 844.246869 = -630355.279871 nChanged 144 SP:Iteration 21Q (2084.360000 sec): 3 clusters Score: Raw -631258.798006 + Penalty 844.246869 = -630414.551138 nChanged 117 SP:Iteration 22Q (2084.360000 sec): 3 clusters Score: Raw -631305.473647 + Penalty 844.246869 = -630461.226778 nChanged 113 SP:Iteration 23Q (2084.380000 sec): 3 clusters Score: Raw -631347.022859 + Penalty 844.246869 = -630502.775991 nChanged 98 SP:Iteration 24Q (2084.380000 sec): 3 clusters Score: Raw -631382.827042 + Penalty 844.246869 = -630538.580173 nChanged 102 SP:Iteration 25Q (2084.390000 sec): 3 clusters Score: Raw -631419.998322 + Penalty 844.246869 = -630575.751453 nChanged 89 SP:Iteration 26Q (2084.400000 sec): 3 clusters Score: Raw -631452.683662 + Penalty 844.246869 = -630608.436794 nChanged 82 SP:Iteration 27Q (2084.410000 sec): 3 clusters Score: Raw -631477.243407 + Penalty 844.246869 = -630632.996538 nChanged 51 SP:Iteration 28Q (2084.420000 sec): 3 clusters Score: Raw -631489.111648 + Penalty 844.246869 = -630644.864779 nChanged 45 SP:Iteration 29Q (2084.430000 sec): 3 clusters Score: Raw -631501.553075 + Penalty 844.246869 = -630657.306206 nChanged 47 SP:Iteration 30Q (2084.440000 sec): 3 clusters Score: Raw -631519.654893 + Penalty 844.246869 = -630675.408024 nChanged 52 SP:Iteration 31Q (2084.440000 sec): 3 clusters Score: Raw -631537.912804 + Penalty 844.246869 = -630693.665935 nChanged 49 SP:Iteration 32Q (2084.460000 sec): 3 clusters Score: Raw -631556.028070 + Penalty 844.246869 = -630711.781202 nChanged 45 SP:Iteration 33Q (2084.460000 sec): 3 clusters Score: Raw -631569.283353 + Penalty 844.246869 = -630725.036484 nChanged 43 SP:Iteration 34Q (2084.470000 sec): 3 clusters Score: Raw -631581.578914 + Penalty 844.246869 = -630737.332046 nChanged 45 SP:Iteration 35Q (2084.480000 sec): 3 clusters Score: Raw -631594.888170 + Penalty 844.246869 = -630750.641301 nChanged 45 SP:Iteration 36Q (2084.490000 sec): 3 clusters Score: Raw -631608.950404 + Penalty 844.246869 = -630764.703535 nChanged 42 SP:Iteration 37Q (2084.500000 sec): 3 clusters Score: Raw -631621.740653 + Penalty 844.246869 = -630777.493785 nChanged 37 SP:Iteration 38Q (2084.510000 sec): 3 clusters Score: Raw -631636.955467 + Penalty 844.246869 = -630792.708599 nChanged 43 SP:Iteration 39Q (2084.520000 sec): 3 clusters Score: Raw -631650.715939 + Penalty 844.246869 = -630806.469071 nChanged 32 SP:Iteration 40F (2084.520000 sec): 3 clusters Score: Raw -631660.030933 + Penalty 844.246869 = -630815.784064 nChanged 33 SP:Iteration 41Q (2084.530000 sec): 3 clusters Score: Raw -631669.127472 + Penalty 844.246869 = -630824.880603 nChanged 24 SP:Iteration 42Q (2084.540000 sec): 3 clusters Score: Raw -631676.688634 + Penalty 844.246869 = -630832.441765 nChanged 25 SP:Iteration 43Q (2084.550000 sec): 3 clusters Score: Raw -631684.718832 + Penalty 844.246869 = -630840.471964 nChanged 18 SP:Iteration 44Q (2084.560000 sec): 3 clusters Score: Raw -631691.019238 + Penalty 844.246869 = -630846.772369 nChanged 20 SP:Iteration 45Q (2084.570000 sec): 3 clusters Score: Raw -631696.816205 + Penalty 844.246869 = -630852.569337 nChanged 15 SP:Iteration 46Q (2084.580000 sec): 3 clusters Score: Raw -631699.938306 + Penalty 844.246869 = -630855.691438 nChanged 14 SP:Iteration 47Q (2084.580000 sec): 3 clusters Score: Raw -631702.912871 + Penalty 844.246869 = -630858.666003 nChanged 11 SP:Iteration 48Q (2084.590000 sec): 3 clusters Score: Raw -631705.249958 + Penalty 844.246869 = -630861.003089 nChanged 9 SP:Iteration 49Q (2084.600000 sec): 3 clusters Score: Raw -631707.737225 + Penalty 844.246869 = -630863.490357 nChanged 12 SP:Iteration 50Q (2084.610000 sec): 3 clusters Score: Raw -631711.393697 + Penalty 844.246869 = -630867.146828 nChanged 12 SP:Iteration 51Q (2084.620000 sec): 3 clusters Score: Raw -631714.315117 + Penalty 844.246869 = -630870.068249 nChanged 11 SP:Iteration 52Q (2084.620000 sec): 3 clusters Score: Raw -631716.133826 + Penalty 844.246869 = -630871.886958 nChanged 8 SP:Iteration 53Q (2084.630000 sec): 3 clusters Score: Raw -631718.564242 + Penalty 844.246869 = -630874.317373 nChanged 12 SP:Iteration 54Q (2084.640000 sec): 3 clusters Score: Raw -631721.291543 + Penalty 844.246869 = -630877.044674 nChanged 7 SP:Iteration 55Q (2084.650000 sec): 3 clusters Score: Raw -631722.791386 + Penalty 844.246869 = -630878.544518 nChanged 4 SP:Iteration 56Q (2084.660000 sec): 3 clusters Score: Raw -631723.523570 + Penalty 844.246869 = -630879.276701 nChanged 2 SP:Iteration 57Q (2084.670000 sec): 3 clusters Score: Raw -631723.910973 + Penalty 844.246869 = -630879.664105 nChanged 1 SP:Iteration 58Q (2084.680000 sec): 3 clusters Score: Raw -631724.106516 + Penalty 844.246869 = -630879.859648 nChanged 1 SP:Iteration 59Q (2084.680000 sec): 3 clusters Score: Raw -631724.209436 + Penalty 844.246869 = -630879.962567 nChanged 0 SP:Iteration 60F (2084.690000 sec): 3 clusters Score: Raw -631724.209436 + Penalty 844.246869 = -630879.962567 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.700000 sec): 2 clusters Score: Raw -3112.819765 + Penalty 193.306534 = -2919.513231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.700000 sec): 3 clusters Score: Raw -3158.868776 + Penalty 386.613067 = -2772.255709 nChanged 9 SP:Iteration 1F (2084.700000 sec): 3 clusters Score: Raw -3191.723006 + Penalty 386.613067 = -2805.109939 nChanged 3 SP:Iteration 2Q (2084.700000 sec): 3 clusters Score: Raw -3201.395503 + Penalty 386.613067 = -2814.782436 nChanged 1 SP:Iteration 3Q (2084.700000 sec): 3 clusters Score: Raw -3205.710953 + Penalty 386.613067 = -2819.097886 nChanged 1 SP:Iteration 4Q (2084.700000 sec): 3 clusters Score: Raw -3209.394736 + Penalty 386.613067 = -2822.781669 nChanged 0 SP:Iteration 5F (2084.700000 sec): 3 clusters Score: Raw -3209.394736 + Penalty 386.613067 = -2822.781669 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.700000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.700000 sec): 3 clusters Score: Raw -13783.176947 + Penalty 495.653101 = -13287.523846 nChanged 68 SP:Iteration 1F (2084.700000 sec): 3 clusters Score: Raw -13856.544286 + Penalty 495.653101 = -13360.891185 nChanged 22 SP:Iteration 2F (2084.700000 sec): 3 clusters Score: Raw -13887.154902 + Penalty 495.653101 = -13391.501802 nChanged 9 SP:Iteration 3Q (2084.700000 sec): 3 clusters Score: Raw -13892.613053 + Penalty 495.653101 = -13396.959953 nChanged 4 SP:Iteration 4Q (2084.700000 sec): 3 clusters Score: Raw -13897.000705 + Penalty 495.653101 = -13401.347605 nChanged 4 SP:Iteration 5Q (2084.700000 sec): 3 clusters Score: Raw -13904.623725 + Penalty 495.653101 = -13408.970624 nChanged 2 SP:Iteration 6Q (2084.700000 sec): 3 clusters Score: Raw -13906.519472 + Penalty 495.653101 = -13410.866371 nChanged 2 SP:Iteration 7Q (2084.700000 sec): 3 clusters Score: Raw -13907.263442 + Penalty 495.653101 = -13411.610341 nChanged 1 SP:Iteration 8Q (2084.700000 sec): 3 clusters Score: Raw -13909.401640 + Penalty 495.653101 = -13413.748539 nChanged 3 SP:Iteration 9Q (2084.700000 sec): 3 clusters Score: Raw -13915.107435 + Penalty 495.653101 = -13419.454334 nChanged 3 SP:Iteration 10Q (2084.700000 sec): 3 clusters Score: Raw -13923.270596 + Penalty 495.653101 = -13427.617495 nChanged 2 SP:Iteration 11Q (2084.700000 sec): 3 clusters Score: Raw -13926.835337 + Penalty 495.653101 = -13431.182236 nChanged 2 SP:Iteration 12Q (2084.700000 sec): 3 clusters Score: Raw -13929.882154 + Penalty 495.653101 = -13434.229053 nChanged 4 SP:Iteration 13Q (2084.700000 sec): 3 clusters Score: Raw -13934.233567 + Penalty 495.653101 = -13438.580466 nChanged 3 SP:Iteration 14Q (2084.700000 sec): 3 clusters Score: Raw -13937.851254 + Penalty 495.653101 = -13442.198153 nChanged 4 SP:Iteration 15Q (2084.700000 sec): 3 clusters Score: Raw -13943.398097 + Penalty 495.653101 = -13447.744996 nChanged 3 SP:Iteration 16Q (2084.700000 sec): 3 clusters Score: Raw -13949.284744 + Penalty 495.653101 = -13453.631643 nChanged 2 SP:Iteration 17Q (2084.700000 sec): 3 clusters Score: Raw -13950.568789 + Penalty 495.653101 = -13454.915688 nChanged 1 SP:Iteration 18Q (2084.700000 sec): 3 clusters Score: Raw -13951.394843 + Penalty 495.653101 = -13455.741742 nChanged 3 SP:Iteration 19Q (2084.700000 sec): 3 clusters Score: Raw -13955.292049 + Penalty 495.653101 = -13459.638948 nChanged 3 SP:Iteration 20F (2084.700000 sec): 3 clusters Score: Raw -13965.201514 + Penalty 495.653101 = -13469.548413 nChanged 1 SP:Iteration 21Q (2084.710000 sec): 3 clusters Score: Raw -13966.395063 + Penalty 495.653101 = -13470.741962 nChanged 1 SP:Iteration 22Q (2084.710000 sec): 3 clusters Score: Raw -13966.760875 + Penalty 495.653101 = -13471.107774 nChanged 0 SP:Iteration 23F (2084.710000 sec): 3 clusters Score: Raw -13966.760875 + Penalty 495.653101 = -13471.107774 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 2 clusters Score: Raw -3679.696820 + Penalty 193.306534 = -3486.390287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 3 clusters Score: Raw -3699.108484 + Penalty 386.613067 = -3312.495417 nChanged 9 SP:Iteration 1F (2084.710000 sec): 3 clusters Score: Raw -3720.101883 + Penalty 386.613067 = -3333.488816 nChanged 3 SP:Iteration 2Q (2084.710000 sec): 3 clusters Score: Raw -3731.285026 + Penalty 386.613067 = -3344.671959 nChanged 0 SP:Iteration 3F (2084.710000 sec): 3 clusters Score: Raw -3731.285026 + Penalty 386.613067 = -3344.671959 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 2 clusters Score: Raw -9845.192145 + Penalty 232.320519 = -9612.871626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 3 clusters Score: Raw -9806.512796 + Penalty 464.641038 = -9341.871758 nChanged 32 SP:Iteration 1F (2084.710000 sec): 3 clusters Score: Raw -9861.091842 + Penalty 464.641038 = -9396.450804 nChanged 7 SP:Iteration 2Q (2084.710000 sec): 3 clusters Score: Raw -9868.719747 + Penalty 464.641038 = -9404.078709 nChanged 2 SP:Iteration 3Q (2084.710000 sec): 3 clusters Score: Raw -9870.313732 + Penalty 464.641038 = -9405.672694 nChanged 1 SP:Iteration 4Q (2084.710000 sec): 3 clusters Score: Raw -9871.413482 + Penalty 464.641038 = -9406.772444 nChanged 0 SP:Iteration 5F (2084.710000 sec): 3 clusters Score: Raw -9871.413482 + Penalty 464.641038 = -9406.772444 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 3 clusters Score: Raw -3577.346903 + Penalty 385.303692 = -3192.043211 nChanged 5 SP:Iteration 1F (2084.710000 sec): 3 clusters Score: Raw -3589.827940 + Penalty 385.303692 = -3204.524248 nChanged 3 SP:Iteration 2Q (2084.710000 sec): 3 clusters Score: Raw -3597.561225 + Penalty 385.303692 = -3212.257533 nChanged 1 SP:Iteration 3Q (2084.710000 sec): 3 clusters Score: Raw -3600.392719 + Penalty 385.303692 = -3215.089027 nChanged 1 SP:Iteration 4Q (2084.710000 sec): 3 clusters Score: Raw -3602.338728 + Penalty 385.303692 = -3217.035037 nChanged 0 SP:Iteration 5F (2084.710000 sec): 3 clusters Score: Raw -3602.338728 + Penalty 385.303692 = -3217.035037 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 2 clusters Score: Raw -3652.027533 + Penalty 204.741340 = -3447.286193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.710000 sec): 3 clusters Score: Raw -3697.230184 + Penalty 409.482680 = -3287.747504 nChanged 14 SP:Iteration 1F (2084.710000 sec): 3 clusters Score: Raw -3734.806620 + Penalty 409.482680 = -3325.323940 nChanged 1 SP:Iteration 2Q (2084.710000 sec): 3 clusters Score: Raw -3739.794737 + Penalty 409.482680 = -3330.312057 nChanged 2 SP:Iteration 3Q (2084.710000 sec): 3 clusters Score: Raw -3742.141979 + Penalty 409.482680 = -3332.659299 nChanged 0 SP:Iteration 4F (2084.710000 sec): 3 clusters Score: Raw -3742.141979 + Penalty 409.482680 = -3332.659299 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.730000 sec): 2 clusters Score: Raw -470644.754415 + Penalty 408.218235 = -470236.536180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.740000 sec): 3 clusters Score: Raw -465803.593852 + Penalty 816.436470 = -464987.157382 nChanged 3657 SP:Iteration 1F (2084.740000 sec): 3 clusters Score: Raw -468012.588338 + Penalty 816.436470 = -467196.151868 nChanged 537 SP:Iteration 2F (2084.750000 sec): 3 clusters Score: Raw -468332.176826 + Penalty 816.436470 = -467515.740355 nChanged 614 SP:Iteration 3F (2084.760000 sec): 3 clusters Score: Raw -468761.160444 + Penalty 816.436470 = -467944.723974 nChanged 612 SP:Iteration 4F (2084.770000 sec): 3 clusters Score: Raw -469210.902196 + Penalty 816.436470 = -468394.465726 nChanged 490 SP:Iteration 5F (2084.780000 sec): 3 clusters Score: Raw -469599.674949 + Penalty 816.436470 = -468783.238479 nChanged 403 SP:Iteration 6F (2084.780000 sec): 3 clusters Score: Raw -469965.971312 + Penalty 816.436470 = -469149.534841 nChanged 307 SP:Iteration 7Q (2084.790000 sec): 3 clusters Score: Raw -470317.573277 + Penalty 816.436470 = -469501.136807 nChanged 161 SP:Iteration 8Q (2084.800000 sec): 3 clusters Score: Raw -470515.697068 + Penalty 816.436470 = -469699.260598 nChanged 103 SP:Iteration 9Q (2084.800000 sec): 3 clusters Score: Raw -470630.836621 + Penalty 816.436470 = -469814.400151 nChanged 66 SP:Iteration 10Q (2084.810000 sec): 3 clusters Score: Raw -470680.027573 + Penalty 816.436470 = -469863.591103 nChanged 40 SP:Iteration 11Q (2084.820000 sec): 3 clusters Score: Raw -470703.751803 + Penalty 816.436470 = -469887.315332 nChanged 29 SP:Iteration 12Q (2084.820000 sec): 3 clusters Score: Raw -470718.408929 + Penalty 816.436470 = -469901.972459 nChanged 19 SP:Iteration 13Q (2084.830000 sec): 3 clusters Score: Raw -470727.468000 + Penalty 816.436470 = -469911.031530 nChanged 18 SP:Iteration 14Q (2084.840000 sec): 3 clusters Score: Raw -470736.602944 + Penalty 816.436470 = -469920.166473 nChanged 15 SP:Iteration 15Q (2084.840000 sec): 3 clusters Score: Raw -470746.198858 + Penalty 816.436470 = -469929.762387 nChanged 12 SP:Iteration 16Q (2084.850000 sec): 3 clusters Score: Raw -470752.846294 + Penalty 816.436470 = -469936.409823 nChanged 10 SP:Iteration 17Q (2084.850000 sec): 3 clusters Score: Raw -470756.621559 + Penalty 816.436470 = -469940.185089 nChanged 6 SP:Iteration 18Q (2084.860000 sec): 3 clusters Score: Raw -470757.608157 + Penalty 816.436470 = -469941.171687 nChanged 4 SP:Iteration 19Q (2084.860000 sec): 3 clusters Score: Raw -470758.410829 + Penalty 816.436470 = -469941.974359 nChanged 3 SP:Iteration 20F (2084.870000 sec): 3 clusters Score: Raw -470758.717204 + Penalty 816.436470 = -469942.280734 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.880000 sec): 2 clusters Score: Raw -3778.195847 + Penalty 202.672802 = -3575.523045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.880000 sec): 3 clusters Score: Raw -3810.390570 + Penalty 405.345604 = -3405.044966 nChanged 19 SP:Iteration 1F (2084.880000 sec): 3 clusters Score: Raw -3886.153362 + Penalty 405.345604 = -3480.807758 nChanged 2 SP:Iteration 2Q (2084.880000 sec): 3 clusters Score: Raw -3893.806068 + Penalty 405.345604 = -3488.460465 nChanged 1 SP:Iteration 3Q (2084.880000 sec): 3 clusters Score: Raw -3896.224981 + Penalty 405.345604 = -3490.879377 nChanged 0 SP:Iteration 4F (2084.880000 sec): 3 clusters Score: Raw -3896.224981 + Penalty 405.345604 = -3490.879377 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.880000 sec): 2 clusters Score: Raw -17639.338795 + Penalty 265.217026 = -17374.121769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.880000 sec): 3 clusters Score: Raw -17545.676870 + Penalty 530.434051 = -17015.242819 nChanged 100 SP:Iteration 1F (2084.880000 sec): 3 clusters Score: Raw -17649.518250 + Penalty 530.434051 = -17119.084199 nChanged 30 SP:Iteration 2F (2084.880000 sec): 3 clusters Score: Raw -17688.211422 + Penalty 530.434051 = -17157.777371 nChanged 17 SP:Iteration 3Q (2084.880000 sec): 3 clusters Score: Raw -17708.118740 + Penalty 530.434051 = -17177.684689 nChanged 11 SP:Iteration 4Q (2084.880000 sec): 3 clusters Score: Raw -17725.091415 + Penalty 530.434051 = -17194.657364 nChanged 11 SP:Iteration 5Q (2084.880000 sec): 3 clusters Score: Raw -17741.892480 + Penalty 530.434051 = -17211.458429 nChanged 8 SP:Iteration 6Q (2084.880000 sec): 3 clusters Score: Raw -17749.765580 + Penalty 530.434051 = -17219.331529 nChanged 2 SP:Iteration 7Q (2084.880000 sec): 3 clusters Score: Raw -17752.610918 + Penalty 530.434051 = -17222.176867 nChanged 3 SP:Iteration 8Q (2084.880000 sec): 3 clusters Score: Raw -17758.108025 + Penalty 530.434051 = -17227.673973 nChanged 2 SP:Iteration 9Q (2084.880000 sec): 3 clusters Score: Raw -17760.120166 + Penalty 530.434051 = -17229.686115 nChanged 2 SP:Iteration 10Q (2084.880000 sec): 3 clusters Score: Raw -17761.890435 + Penalty 530.434051 = -17231.456384 nChanged 1 SP:Iteration 11Q (2084.880000 sec): 3 clusters Score: Raw -17764.012648 + Penalty 530.434051 = -17233.578596 nChanged 2 SP:Iteration 12Q (2084.880000 sec): 3 clusters Score: Raw -17767.765494 + Penalty 530.434051 = -17237.331442 nChanged 0 SP:Iteration 13F (2084.880000 sec): 3 clusters Score: Raw -17767.765494 + Penalty 530.434051 = -17237.331442 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.880000 sec): 2 clusters Score: Raw -8379.939174 + Penalty 232.043922 = -8147.895252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.880000 sec): 3 clusters Score: Raw -8361.479717 + Penalty 464.087845 = -7897.391873 nChanged 34 SP:Iteration 1F (2084.880000 sec): 3 clusters Score: Raw -8396.025510 + Penalty 464.087845 = -7931.937665 nChanged 3 SP:Iteration 2Q (2084.880000 sec): 3 clusters Score: Raw -8402.047099 + Penalty 464.087845 = -7937.959254 nChanged 4 SP:Iteration 3Q (2084.880000 sec): 3 clusters Score: Raw -8415.329301 + Penalty 464.087845 = -7951.241456 nChanged 1 SP:Iteration 4Q (2084.880000 sec): 3 clusters Score: Raw -8420.614159 + Penalty 464.087845 = -7956.526314 nChanged 2 SP:Iteration 5Q (2084.880000 sec): 3 clusters Score: Raw -8424.444708 + Penalty 464.087845 = -7960.356863 nChanged 1 SP:Iteration 6Q (2084.880000 sec): 3 clusters Score: Raw -8425.952477 + Penalty 464.087845 = -7961.864632 nChanged 1 SP:Iteration 7Q (2084.880000 sec): 3 clusters Score: Raw -8427.526976 + Penalty 464.087845 = -7963.439132 nChanged 0 SP:Iteration 8F (2084.890000 sec): 3 clusters Score: Raw -8427.526976 + Penalty 464.087845 = -7963.439132 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 3 clusters Score: Raw -3960.489253 + Penalty 391.669923 = -3568.819329 nChanged 7 SP:Iteration 1F (2084.890000 sec): 3 clusters Score: Raw -3976.161238 + Penalty 391.669923 = -3584.491314 nChanged 3 SP:Iteration 2Q (2084.890000 sec): 3 clusters Score: Raw -3984.076917 + Penalty 391.669923 = -3592.406993 nChanged 2 SP:Iteration 3Q (2084.890000 sec): 3 clusters Score: Raw -3996.087831 + Penalty 391.669923 = -3604.417907 nChanged 2 SP:Iteration 4Q (2084.890000 sec): 3 clusters Score: Raw -4007.556414 + Penalty 391.669923 = -3615.886490 nChanged 0 SP:Iteration 5F (2084.890000 sec): 3 clusters Score: Raw -4007.556414 + Penalty 391.669923 = -3615.886490 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 2 clusters Score: Raw -3645.483790 + Penalty 197.048367 = -3448.435423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 3 clusters Score: Raw -3673.592475 + Penalty 394.096734 = -3279.495741 nChanged 14 SP:Iteration 1F (2084.890000 sec): 3 clusters Score: Raw -3710.019956 + Penalty 394.096734 = -3315.923222 nChanged 2 SP:Iteration 2Q (2084.890000 sec): 3 clusters Score: Raw -3717.893755 + Penalty 394.096734 = -3323.797021 nChanged 0 SP:Iteration 3F (2084.890000 sec): 3 clusters Score: Raw -3717.893755 + Penalty 394.096734 = -3323.797021 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 2 clusters Score: Raw -4365.086990 + Penalty 209.987984 = -4155.099007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 3 clusters Score: Raw -4388.545029 + Penalty 419.975967 = -3968.569062 nChanged 28 SP:Iteration 1F (2084.890000 sec): 3 clusters Score: Raw -4433.983055 + Penalty 419.975967 = -4014.007088 nChanged 7 SP:Iteration 2F (2084.890000 sec): 3 clusters Score: Raw -4453.328576 + Penalty 419.975967 = -4033.352609 nChanged 2 SP:Iteration 3Q (2084.890000 sec): 3 clusters Score: Raw -4455.965420 + Penalty 419.975967 = -4035.989452 nChanged 0 SP:Iteration 4F (2084.890000 sec): 3 clusters Score: Raw -4455.965420 + Penalty 419.975967 = -4035.989452 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 2 clusters Score: Raw -3804.743238 + Penalty 203.718825 = -3601.024413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 3 clusters Score: Raw -3821.434895 + Penalty 407.437650 = -3413.997245 nChanged 21 SP:Iteration 1F (2084.890000 sec): 3 clusters Score: Raw -3871.260623 + Penalty 407.437650 = -3463.822973 nChanged 7 SP:Iteration 2F (2084.890000 sec): 3 clusters Score: Raw -3889.467822 + Penalty 407.437650 = -3482.030171 nChanged 2 SP:Iteration 3Q (2084.890000 sec): 3 clusters Score: Raw -3896.952211 + Penalty 407.437650 = -3489.514561 nChanged 1 SP:Iteration 4Q (2084.890000 sec): 3 clusters Score: Raw -3898.251155 + Penalty 407.437650 = -3490.813504 nChanged 0 SP:Iteration 5F (2084.890000 sec): 3 clusters Score: Raw -3898.251155 + Penalty 407.437650 = -3490.813504 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 2 clusters Score: Raw -6679.692969 + Penalty 241.073440 = -6438.619529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.890000 sec): 3 clusters Score: Raw -6637.307538 + Penalty 482.146880 = -6155.160657 nChanged 58 SP:Iteration 1F (2084.890000 sec): 3 clusters Score: Raw -6711.086762 + Penalty 482.146880 = -6228.939882 nChanged 13 SP:Iteration 2F (2084.890000 sec): 3 clusters Score: Raw -6723.243227 + Penalty 482.146880 = -6241.096347 nChanged 7 SP:Iteration 3Q (2084.890000 sec): 3 clusters Score: Raw -6735.491166 + Penalty 482.146880 = -6253.344286 nChanged 9 SP:Iteration 4Q (2084.890000 sec): 3 clusters Score: Raw -6756.187925 + Penalty 482.146880 = -6274.041045 nChanged 7 SP:Iteration 5Q (2084.890000 sec): 3 clusters Score: Raw -6769.858836 + Penalty 482.146880 = -6287.711956 nChanged 6 SP:Iteration 6Q (2084.900000 sec): 3 clusters Score: Raw -6778.388208 + Penalty 482.146880 = -6296.241327 nChanged 2 SP:Iteration 7Q (2084.900000 sec): 3 clusters Score: Raw -6785.060424 + Penalty 482.146880 = -6302.913543 nChanged 2 SP:Iteration 8Q (2084.900000 sec): 3 clusters Score: Raw -6788.684803 + Penalty 482.146880 = -6306.537923 nChanged 1 SP:Iteration 9Q (2084.900000 sec): 3 clusters Score: Raw -6790.268342 + Penalty 482.146880 = -6308.121461 nChanged 1 SP:Iteration 10Q (2084.900000 sec): 3 clusters Score: Raw -6793.692702 + Penalty 482.146880 = -6311.545822 nChanged 2 SP:Iteration 11Q (2084.900000 sec): 3 clusters Score: Raw -6796.054559 + Penalty 482.146880 = -6313.907678 nChanged 1 SP:Iteration 12Q (2084.900000 sec): 3 clusters Score: Raw -6797.991566 + Penalty 482.146880 = -6315.844686 nChanged 1 SP:Iteration 13Q (2084.900000 sec): 3 clusters Score: Raw -6800.557997 + Penalty 482.146880 = -6318.411117 nChanged 1 SP:Iteration 14Q (2084.900000 sec): 3 clusters Score: Raw -6800.813123 + Penalty 482.146880 = -6318.666242 nChanged 0 SP:Iteration 15F (2084.900000 sec): 3 clusters Score: Raw -6800.813123 + Penalty 482.146880 = -6318.666242 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 2 clusters Score: Raw -2813.293562 + Penalty 190.629291 = -2622.664272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 3 clusters Score: Raw -2843.490122 + Penalty 381.258582 = -2462.231540 nChanged 10 SP:Iteration 1F (2084.900000 sec): 3 clusters Score: Raw -2880.537577 + Penalty 381.258582 = -2499.278996 nChanged 1 SP:Iteration 2Q (2084.900000 sec): 3 clusters Score: Raw -2883.172912 + Penalty 381.258582 = -2501.914330 nChanged 0 SP:Iteration 3F (2084.900000 sec): 3 clusters Score: Raw -2883.172912 + Penalty 381.258582 = -2501.914330 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 2 clusters Score: Raw -5920.965811 + Penalty 223.525797 = -5697.440013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 3 clusters Score: Raw -5937.224198 + Penalty 447.051595 = -5490.172603 nChanged 34 SP:Iteration 1F (2084.900000 sec): 3 clusters Score: Raw -6006.405806 + Penalty 447.051595 = -5559.354211 nChanged 10 SP:Iteration 2F (2084.900000 sec): 3 clusters Score: Raw -6030.939645 + Penalty 447.051595 = -5583.888050 nChanged 2 SP:Iteration 3Q (2084.900000 sec): 3 clusters Score: Raw -6034.091834 + Penalty 447.051595 = -5587.040239 nChanged 1 SP:Iteration 4Q (2084.900000 sec): 3 clusters Score: Raw -6034.911468 + Penalty 447.051595 = -5587.859874 nChanged 1 SP:Iteration 5Q (2084.900000 sec): 3 clusters Score: Raw -6035.678434 + Penalty 447.051595 = -5588.626839 nChanged 0 SP:Iteration 6F (2084.900000 sec): 3 clusters Score: Raw -6035.678434 + Penalty 447.051595 = -5588.626839 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 2 clusters Score: Raw -3227.023049 + Penalty 191.987601 = -3035.035449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 3 clusters Score: Raw -3281.908119 + Penalty 383.975201 = -2897.932918 nChanged 8 SP:Iteration 1F (2084.900000 sec): 3 clusters Score: Raw -3293.848654 + Penalty 383.975201 = -2909.873453 nChanged 1 SP:Iteration 2Q (2084.900000 sec): 3 clusters Score: Raw -3297.061701 + Penalty 383.975201 = -2913.086500 nChanged 2 SP:Iteration 3Q (2084.900000 sec): 3 clusters Score: Raw -3305.324740 + Penalty 383.975201 = -2921.349538 nChanged 0 SP:Iteration 4F (2084.900000 sec): 3 clusters Score: Raw -3305.324740 + Penalty 383.975201 = -2921.349538 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 3 clusters Score: Raw -7441.858894 + Penalty 465.737437 = -6976.121457 nChanged 48 SP:Iteration 1F (2084.900000 sec): 3 clusters Score: Raw -7572.558946 + Penalty 465.737437 = -7106.821509 nChanged 17 SP:Iteration 2F (2084.900000 sec): 3 clusters Score: Raw -7626.444487 + Penalty 465.737437 = -7160.707050 nChanged 8 SP:Iteration 3Q (2084.900000 sec): 3 clusters Score: Raw -7647.750364 + Penalty 465.737437 = -7182.012927 nChanged 3 SP:Iteration 4Q (2084.900000 sec): 3 clusters Score: Raw -7660.283583 + Penalty 465.737437 = -7194.546146 nChanged 3 SP:Iteration 5Q (2084.900000 sec): 3 clusters Score: Raw -7669.497792 + Penalty 465.737437 = -7203.760356 nChanged 1 SP:Iteration 6Q (2084.900000 sec): 3 clusters Score: Raw -7672.777929 + Penalty 465.737437 = -7207.040492 nChanged 0 SP:Iteration 7F (2084.900000 sec): 3 clusters Score: Raw -7672.777929 + Penalty 465.737437 = -7207.040492 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 3 clusters Score: Raw -2761.813496 + Penalty 402.114495 = -2359.699001 nChanged 22 SP:Iteration 1F (2084.900000 sec): 3 clusters Score: Raw -2847.822259 + Penalty 402.114495 = -2445.707764 nChanged 4 SP:Iteration 2Q (2084.900000 sec): 3 clusters Score: Raw -2860.417423 + Penalty 402.114495 = -2458.302927 nChanged 0 SP:Iteration 3F (2084.900000 sec): 3 clusters Score: Raw -2860.417423 + Penalty 402.114495 = -2458.302927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 2 clusters Score: Raw -5922.493757 + Penalty 222.510885 = -5699.982872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.900000 sec): 3 clusters Score: Raw -5929.849358 + Penalty 445.021771 = -5484.827587 nChanged 27 SP:Iteration 1F (2084.900000 sec): 3 clusters Score: Raw -5993.441211 + Penalty 445.021771 = -5548.419440 nChanged 9 SP:Iteration 2F (2084.900000 sec): 3 clusters Score: Raw -6023.319387 + Penalty 445.021771 = -5578.297616 nChanged 6 SP:Iteration 3Q (2084.900000 sec): 3 clusters Score: Raw -6042.413445 + Penalty 445.021771 = -5597.391674 nChanged 3 SP:Iteration 4Q (2084.900000 sec): 3 clusters Score: Raw -6055.248053 + Penalty 445.021771 = -5610.226282 nChanged 0 SP:Iteration 5F (2084.900000 sec): 3 clusters Score: Raw -6055.248053 + Penalty 445.021771 = -5610.226282 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 76 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 2 clusters Score: Raw -3062.236352 + Penalty 183.958833 = -2878.277519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 3 clusters Score: Raw -3112.405084 + Penalty 367.917665 = -2744.487418 nChanged 6 SP:Iteration 1F (2084.910000 sec): 3 clusters Score: Raw -3131.239745 + Penalty 367.917665 = -2763.322080 nChanged 1 SP:Iteration 2Q (2084.910000 sec): 3 clusters Score: Raw -3131.878824 + Penalty 367.917665 = -2763.961159 nChanged 1 SP:Iteration 3Q (2084.910000 sec): 3 clusters Score: Raw -3133.830391 + Penalty 367.917665 = -2765.912725 nChanged 1 SP:Iteration 4Q (2084.910000 sec): 3 clusters Score: Raw -3135.977718 + Penalty 367.917665 = -2768.060052 nChanged 0 SP:Iteration 5F (2084.910000 sec): 3 clusters Score: Raw -3135.977718 + Penalty 367.917665 = -2768.060052 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 3 clusters Score: Raw -4083.967807 + Penalty 408.465910 = -3675.501897 nChanged 19 SP:Iteration 1F (2084.910000 sec): 3 clusters Score: Raw -4124.422947 + Penalty 408.465910 = -3715.957037 nChanged 5 SP:Iteration 2F (2084.910000 sec): 3 clusters Score: Raw -4130.340003 + Penalty 408.465910 = -3721.874094 nChanged 1 SP:Iteration 3Q (2084.910000 sec): 3 clusters Score: Raw -4136.694192 + Penalty 408.465910 = -3728.228283 nChanged 2 SP:Iteration 4Q (2084.910000 sec): 3 clusters Score: Raw -4146.576728 + Penalty 408.465910 = -3738.110818 nChanged 1 SP:Iteration 5Q (2084.910000 sec): 3 clusters Score: Raw -4148.361437 + Penalty 408.465910 = -3739.895528 nChanged 0 SP:Iteration 6F (2084.910000 sec): 3 clusters Score: Raw -4148.361437 + Penalty 408.465910 = -3739.895528 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 2 clusters Score: Raw -6699.071229 + Penalty 233.410392 = -6465.660838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 3 clusters Score: Raw -6665.805874 + Penalty 466.820783 = -6198.985091 nChanged 46 SP:Iteration 1F (2084.910000 sec): 3 clusters Score: Raw -6720.229145 + Penalty 466.820783 = -6253.408362 nChanged 10 SP:Iteration 2F (2084.910000 sec): 3 clusters Score: Raw -6733.226962 + Penalty 466.820783 = -6266.406179 nChanged 5 SP:Iteration 3Q (2084.910000 sec): 3 clusters Score: Raw -6744.252476 + Penalty 466.820783 = -6277.431693 nChanged 4 SP:Iteration 4Q (2084.910000 sec): 3 clusters Score: Raw -6752.677526 + Penalty 466.820783 = -6285.856743 nChanged 2 SP:Iteration 5Q (2084.910000 sec): 3 clusters Score: Raw -6761.736957 + Penalty 466.820783 = -6294.916174 nChanged 3 SP:Iteration 6Q (2084.910000 sec): 3 clusters Score: Raw -6769.054557 + Penalty 466.820783 = -6302.233774 nChanged 6 SP:Iteration 7Q (2084.910000 sec): 3 clusters Score: Raw -6781.185921 + Penalty 466.820783 = -6314.365138 nChanged 3 SP:Iteration 8Q (2084.910000 sec): 3 clusters Score: Raw -6799.815643 + Penalty 466.820783 = -6332.994860 nChanged 5 SP:Iteration 9Q (2084.910000 sec): 3 clusters Score: Raw -6812.479434 + Penalty 466.820783 = -6345.658651 nChanged 5 SP:Iteration 10Q (2084.910000 sec): 3 clusters Score: Raw -6820.485896 + Penalty 466.820783 = -6353.665113 nChanged 4 SP:Iteration 11Q (2084.910000 sec): 3 clusters Score: Raw -6835.087693 + Penalty 466.820783 = -6368.266910 nChanged 3 SP:Iteration 12Q (2084.910000 sec): 3 clusters Score: Raw -6838.280137 + Penalty 466.820783 = -6371.459354 nChanged 2 SP:Iteration 13Q (2084.910000 sec): 3 clusters Score: Raw -6844.610294 + Penalty 466.820783 = -6377.789511 nChanged 0 SP:Iteration 14F (2084.910000 sec): 3 clusters Score: Raw -6844.610294 + Penalty 466.820783 = -6377.789511 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 2 clusters Score: Raw -6542.329475 + Penalty 229.181343 = -6313.148131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.910000 sec): 3 clusters Score: Raw -6531.166252 + Penalty 458.362687 = -6072.803565 nChanged 35 SP:Iteration 1F (2084.910000 sec): 3 clusters Score: Raw -6606.448977 + Penalty 458.362687 = -6148.086290 nChanged 6 SP:Iteration 2Q (2084.910000 sec): 3 clusters Score: Raw -6622.221244 + Penalty 458.362687 = -6163.858557 nChanged 4 SP:Iteration 3Q (2084.910000 sec): 3 clusters Score: Raw -6627.309096 + Penalty 458.362687 = -6168.946409 nChanged 2 SP:Iteration 4Q (2084.920000 sec): 3 clusters Score: Raw -6628.833683 + Penalty 458.362687 = -6170.470996 nChanged 1 SP:Iteration 5Q (2084.920000 sec): 3 clusters Score: Raw -6629.136059 + Penalty 458.362687 = -6170.773372 nChanged 2 SP:Iteration 6Q (2084.920000 sec): 3 clusters Score: Raw -6632.499423 + Penalty 458.362687 = -6174.136736 nChanged 2 SP:Iteration 7Q (2084.920000 sec): 3 clusters Score: Raw -6637.962028 + Penalty 458.362687 = -6179.599341 nChanged 0 SP:Iteration 8F (2084.920000 sec): 3 clusters Score: Raw -6637.962028 + Penalty 458.362687 = -6179.599341 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 3 clusters Score: Raw -3758.249532 + Penalty 392.891418 = -3365.358114 nChanged 12 SP:Iteration 1F (2084.920000 sec): 3 clusters Score: Raw -3815.458012 + Penalty 392.891418 = -3422.566593 nChanged 4 SP:Iteration 2F (2084.920000 sec): 3 clusters Score: Raw -3880.343813 + Penalty 392.891418 = -3487.452395 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 2 clusters Score: Raw -6626.865276 + Penalty 234.737016 = -6392.128260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 3 clusters Score: Raw -6600.081536 + Penalty 469.474032 = -6130.607504 nChanged 49 SP:Iteration 1F (2084.920000 sec): 3 clusters Score: Raw -6665.271725 + Penalty 469.474032 = -6195.797693 nChanged 8 SP:Iteration 2Q (2084.920000 sec): 3 clusters Score: Raw -6680.039974 + Penalty 469.474032 = -6210.565941 nChanged 7 SP:Iteration 3Q (2084.920000 sec): 3 clusters Score: Raw -6692.169147 + Penalty 469.474032 = -6222.695114 nChanged 4 SP:Iteration 4Q (2084.920000 sec): 3 clusters Score: Raw -6698.940826 + Penalty 469.474032 = -6229.466794 nChanged 3 SP:Iteration 5Q (2084.920000 sec): 3 clusters Score: Raw -6705.285297 + Penalty 469.474032 = -6235.811265 nChanged 2 SP:Iteration 6Q (2084.920000 sec): 3 clusters Score: Raw -6707.109104 + Penalty 469.474032 = -6237.635072 nChanged 1 SP:Iteration 7Q (2084.920000 sec): 3 clusters Score: Raw -6710.193592 + Penalty 469.474032 = -6240.719560 nChanged 1 SP:Iteration 8Q (2084.920000 sec): 3 clusters Score: Raw -6714.309713 + Penalty 469.474032 = -6244.835681 nChanged 1 SP:Iteration 9Q (2084.920000 sec): 3 clusters Score: Raw -6714.768322 + Penalty 469.474032 = -6245.294290 nChanged 1 SP:Iteration 10Q (2084.920000 sec): 3 clusters Score: Raw -6715.224406 + Penalty 469.474032 = -6245.750374 nChanged 0 SP:Iteration 11F (2084.920000 sec): 3 clusters Score: Raw -6715.224406 + Penalty 469.474032 = -6245.750374 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 82 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 2 clusters Score: Raw -8343.459996 + Penalty 241.750872 = -8101.709124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 3 clusters Score: Raw -8312.496842 + Penalty 483.501744 = -7828.995098 nChanged 42 SP:Iteration 1F (2084.920000 sec): 3 clusters Score: Raw -8399.673075 + Penalty 483.501744 = -7916.171331 nChanged 15 SP:Iteration 2F (2084.920000 sec): 3 clusters Score: Raw -8444.595060 + Penalty 483.501744 = -7961.093316 nChanged 13 SP:Iteration 3F (2084.920000 sec): 3 clusters Score: Raw -8474.380618 + Penalty 483.501744 = -7990.878874 nChanged 7 SP:Iteration 4Q (2084.920000 sec): 3 clusters Score: Raw -8489.467827 + Penalty 483.501744 = -8005.966083 nChanged 5 SP:Iteration 5Q (2084.920000 sec): 3 clusters Score: Raw -8493.905703 + Penalty 483.501744 = -8010.403959 nChanged 2 SP:Iteration 6Q (2084.920000 sec): 3 clusters Score: Raw -8497.297921 + Penalty 483.501744 = -8013.796177 nChanged 1 SP:Iteration 7Q (2084.920000 sec): 3 clusters Score: Raw -8498.593978 + Penalty 483.501744 = -8015.092234 nChanged 1 SP:Iteration 8Q (2084.920000 sec): 3 clusters Score: Raw -8499.025480 + Penalty 483.501744 = -8015.523736 nChanged 1 SP:Iteration 9Q (2084.920000 sec): 3 clusters Score: Raw -8499.758223 + Penalty 483.501744 = -8016.256479 nChanged 0 SP:Iteration 10F (2084.920000 sec): 3 clusters Score: Raw -8499.758223 + Penalty 483.501744 = -8016.256479 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 83 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 2 clusters Score: Raw -913.159813 + Penalty 148.243392 = -764.916420 nChanged 11 SP:Iteration 1F (2084.920000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 84 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 2 clusters Score: Raw -2610.950794 + Penalty 178.898066 = -2432.052728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 3 clusters Score: Raw -2682.419176 + Penalty 357.796133 = -2324.623043 nChanged 8 SP:Iteration 1F (2084.920000 sec): 3 clusters Score: Raw -2714.542415 + Penalty 357.796133 = -2356.746282 nChanged 4 SP:Iteration 2F (2084.920000 sec): 3 clusters Score: Raw -2740.484258 + Penalty 357.796133 = -2382.688125 nChanged 2 SP:Iteration 3Q (2084.920000 sec): 2 clusters Score: Raw -1822.940557 + Penalty 178.898066 = -1644.042490 nChanged 12 SP:Iteration 4F (2084.920000 sec): 2 clusters Score: Raw -2610.950794 + Penalty 178.898066 = -2432.052728 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 85 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 2 clusters Score: Raw -2918.897341 + Penalty 187.784615 = -2731.112727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.920000 sec): 3 clusters Score: Raw -2983.980386 + Penalty 375.569229 = -2608.411157 nChanged 10 SP:Iteration 1F (2084.920000 sec): 3 clusters Score: Raw -3015.514817 + Penalty 375.569229 = -2639.945588 nChanged 1 SP:Iteration 2Q (2084.920000 sec): 3 clusters Score: Raw -3018.685247 + Penalty 375.569229 = -2643.116018 nChanged 0 SP:Iteration 3F (2084.920000 sec): 3 clusters Score: Raw -3018.685247 + Penalty 375.569229 = -2643.116018 nChanged 0 Iteration 359F (2098.140000 sec): 86 clusters Score: Raw -23965335.751611 + Penalty 50042.550564 = -23915293.201047 nChanged 1 Iteration 360F (2111.280000 sec): 86 clusters Score: Raw -23965350.814050 + Penalty 50042.550564 = -23915308.263486 nChanged 1 Iteration 361Q (2116.320000 sec): 86 clusters Score: Raw -23965360.237714 + Penalty 50042.550564 = -23915317.687150 nChanged 1 Iteration 362Q (2121.430000 sec): 86 clusters Score: Raw -23965366.149911 + Penalty 50042.550564 = -23915323.599347 nChanged 0 Iteration 363F (2136.610000 sec): 86 clusters Score: Raw -23965366.149911 + Penalty 50042.550564 = -23915323.599347 nChanged 0 Compute initial score before splitting: Score: Raw -23965366.149911 + Penalty 50042.550564 = -23915323.599347 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 1 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2136.620000 sec): 2 clusters Score: Raw -22346.659346 + Penalty 270.635592 = -22076.023754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.620000 sec): 3 clusters Score: Raw -22206.781050 + Penalty 541.271184 = -21665.509866 nChanged 111 SP:Iteration 1F (2136.620000 sec): 3 clusters Score: Raw -22286.073650 + Penalty 541.271184 = -21744.802466 nChanged 21 SP:Iteration 2F (2136.630000 sec): 3 clusters Score: Raw -22302.826373 + Penalty 541.271184 = -21761.555189 nChanged 12 SP:Iteration 3Q (2136.630000 sec): 3 clusters Score: Raw -22317.096410 + Penalty 541.271184 = -21775.825226 nChanged 14 SP:Iteration 4Q (2136.630000 sec): 3 clusters Score: Raw -22333.831898 + Penalty 541.271184 = -21792.560714 nChanged 11 SP:Iteration 5Q (2136.630000 sec): 3 clusters Score: Raw -22345.499560 + Penalty 541.271184 = -21804.228376 nChanged 8 SP:Iteration 6Q (2136.630000 sec): 3 clusters Score: Raw -22349.899803 + Penalty 541.271184 = -21808.628619 nChanged 7 SP:Iteration 7Q (2136.630000 sec): 3 clusters Score: Raw -22357.175854 + Penalty 541.271184 = -21815.904670 nChanged 8 SP:Iteration 8Q (2136.630000 sec): 3 clusters Score: Raw -22362.594630 + Penalty 541.271184 = -21821.323446 nChanged 6 SP:Iteration 9Q (2136.630000 sec): 3 clusters Score: Raw -22366.267479 + Penalty 541.271184 = -21824.996295 nChanged 5 SP:Iteration 10Q (2136.630000 sec): 3 clusters Score: Raw -22370.725187 + Penalty 541.271184 = -21829.454003 nChanged 4 SP:Iteration 11Q (2136.630000 sec): 3 clusters Score: Raw -22375.244338 + Penalty 541.271184 = -21833.973154 nChanged 1 SP:Iteration 12Q (2136.630000 sec): 3 clusters Score: Raw -22376.024313 + Penalty 541.271184 = -21834.753129 nChanged 1 SP:Iteration 13Q (2136.630000 sec): 3 clusters Score: Raw -22376.887610 + Penalty 541.271184 = -21835.616426 nChanged 1 SP:Iteration 14Q (2136.630000 sec): 3 clusters Score: Raw -22377.086406 + Penalty 541.271184 = -21835.815222 nChanged 0 SP:Iteration 15F (2136.630000 sec): 3 clusters Score: Raw -22377.086406 + Penalty 541.271184 = -21835.815222 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 2 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2136.630000 sec): 2 clusters Score: Raw -16348.620484 + Penalty 258.136209 = -16090.484275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.630000 sec): 3 clusters Score: Raw -16269.439366 + Penalty 516.272417 = -15753.166949 nChanged 97 SP:Iteration 1F (2136.630000 sec): 3 clusters Score: Raw -16368.283015 + Penalty 516.272417 = -15852.010597 nChanged 21 SP:Iteration 2F (2136.630000 sec): 3 clusters Score: Raw -16393.648705 + Penalty 516.272417 = -15877.376287 nChanged 16 SP:Iteration 3F (2136.630000 sec): 3 clusters Score: Raw -16415.337230 + Penalty 516.272417 = -15899.064813 nChanged 7 SP:Iteration 4Q (2136.630000 sec): 3 clusters Score: Raw -16419.831142 + Penalty 516.272417 = -15903.558725 nChanged 3 SP:Iteration 5Q (2136.630000 sec): 3 clusters Score: Raw -16421.187153 + Penalty 516.272417 = -15904.914735 nChanged 0 SP:Iteration 6F (2136.630000 sec): 3 clusters Score: Raw -16421.187153 + Penalty 516.272417 = -15904.914735 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 3 (1936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2136.640000 sec): 2 clusters Score: Raw -114178.187226 + Penalty 344.361257 = -113833.825969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.640000 sec): 3 clusters Score: Raw -113122.698510 + Penalty 688.722513 = -112433.975996 nChanged 780 SP:Iteration 1F (2136.640000 sec): 3 clusters Score: Raw -113566.680947 + Penalty 688.722513 = -112877.958434 nChanged 155 SP:Iteration 2F (2136.650000 sec): 3 clusters Score: Raw -113648.555353 + Penalty 688.722513 = -112959.832840 nChanged 111 SP:Iteration 3F (2136.650000 sec): 3 clusters Score: Raw -113699.260185 + Penalty 688.722513 = -113010.537672 nChanged 83 SP:Iteration 4Q (2136.650000 sec): 3 clusters Score: Raw -113740.527415 + Penalty 688.722513 = -113051.804902 nChanged 77 SP:Iteration 5Q (2136.650000 sec): 3 clusters Score: Raw -113781.836987 + Penalty 688.722513 = -113093.114474 nChanged 71 SP:Iteration 6Q (2136.650000 sec): 3 clusters Score: Raw -113816.803754 + Penalty 688.722513 = -113128.081241 nChanged 68 SP:Iteration 7Q (2136.650000 sec): 3 clusters Score: Raw -113863.516593 + Penalty 688.722513 = -113174.794080 nChanged 66 SP:Iteration 8Q (2136.660000 sec): 3 clusters Score: Raw -113910.614525 + Penalty 688.722513 = -113221.892012 nChanged 61 SP:Iteration 9Q (2136.660000 sec): 3 clusters Score: Raw -113953.335964 + Penalty 688.722513 = -113264.613450 nChanged 62 SP:Iteration 10Q (2136.660000 sec): 3 clusters Score: Raw -113993.495688 + Penalty 688.722513 = -113304.773175 nChanged 56 SP:Iteration 11Q (2136.670000 sec): 3 clusters Score: Raw -114026.221855 + Penalty 688.722513 = -113337.499341 nChanged 42 SP:Iteration 12Q (2136.670000 sec): 3 clusters Score: Raw -114044.010217 + Penalty 688.722513 = -113355.287703 nChanged 26 SP:Iteration 13Q (2136.670000 sec): 3 clusters Score: Raw -114055.746957 + Penalty 688.722513 = -113367.024444 nChanged 28 SP:Iteration 14Q (2136.670000 sec): 3 clusters Score: Raw -114070.473051 + Penalty 688.722513 = -113381.750538 nChanged 25 SP:Iteration 15Q (2136.670000 sec): 3 clusters Score: Raw -114082.932223 + Penalty 688.722513 = -113394.209710 nChanged 19 SP:Iteration 16Q (2136.670000 sec): 3 clusters Score: Raw -114091.764394 + Penalty 688.722513 = -113403.041880 nChanged 14 SP:Iteration 17Q (2136.680000 sec): 3 clusters Score: Raw -114097.718103 + Penalty 688.722513 = -113408.995589 nChanged 10 SP:Iteration 18Q (2136.680000 sec): 3 clusters Score: Raw -114102.800589 + Penalty 688.722513 = -113414.078076 nChanged 18 SP:Iteration 19Q (2136.680000 sec): 3 clusters Score: Raw -114111.589051 + Penalty 688.722513 = -113422.866538 nChanged 12 SP:Iteration 20F (2136.680000 sec): 3 clusters Score: Raw -114117.046693 + Penalty 688.722513 = -113428.324179 nChanged 11 SP:Iteration 21Q (2136.690000 sec): 3 clusters Score: Raw -114121.258834 + Penalty 688.722513 = -113432.536320 nChanged 8 SP:Iteration 22Q (2136.690000 sec): 3 clusters Score: Raw -114124.955144 + Penalty 688.722513 = -113436.232630 nChanged 9 SP:Iteration 23Q (2136.690000 sec): 3 clusters Score: Raw -114128.708862 + Penalty 688.722513 = -113439.986349 nChanged 6 SP:Iteration 24Q (2136.690000 sec): 3 clusters Score: Raw -114130.444878 + Penalty 688.722513 = -113441.722364 nChanged 1 SP:Iteration 25Q (2136.690000 sec): 3 clusters Score: Raw -114131.140640 + Penalty 688.722513 = -113442.418126 nChanged 3 SP:Iteration 26Q (2136.690000 sec): 3 clusters Score: Raw -114132.913684 + Penalty 688.722513 = -113444.191170 nChanged 5 SP:Iteration 27Q (2136.690000 sec): 3 clusters Score: Raw -114135.140741 + Penalty 688.722513 = -113446.418227 nChanged 6 SP:Iteration 28Q (2136.700000 sec): 3 clusters Score: Raw -114137.786681 + Penalty 688.722513 = -113449.064168 nChanged 6 SP:Iteration 29Q (2136.700000 sec): 3 clusters Score: Raw -114139.906124 + Penalty 688.722513 = -113451.183611 nChanged 7 SP:Iteration 30Q (2136.700000 sec): 3 clusters Score: Raw -114142.979020 + Penalty 688.722513 = -113454.256506 nChanged 5 SP:Iteration 31Q (2136.700000 sec): 3 clusters Score: Raw -114145.937950 + Penalty 688.722513 = -113457.215437 nChanged 8 SP:Iteration 32Q (2136.710000 sec): 3 clusters Score: Raw -114150.237259 + Penalty 688.722513 = -113461.514745 nChanged 4 SP:Iteration 33Q (2136.710000 sec): 3 clusters Score: Raw -114152.533350 + Penalty 688.722513 = -113463.810836 nChanged 3 SP:Iteration 34Q (2136.710000 sec): 3 clusters Score: Raw -114154.529876 + Penalty 688.722513 = -113465.807363 nChanged 3 SP:Iteration 35Q (2136.710000 sec): 3 clusters Score: Raw -114156.785078 + Penalty 688.722513 = -113468.062564 nChanged 3 SP:Iteration 36Q (2136.710000 sec): 3 clusters Score: Raw -114158.676663 + Penalty 688.722513 = -113469.954150 nChanged 7 SP:Iteration 37Q (2136.710000 sec): 3 clusters Score: Raw -114163.516662 + Penalty 688.722513 = -113474.794148 nChanged 9 SP:Iteration 38Q (2136.720000 sec): 3 clusters Score: Raw -114172.554163 + Penalty 688.722513 = -113483.831650 nChanged 11 SP:Iteration 39Q (2136.720000 sec): 3 clusters Score: Raw -114182.721456 + Penalty 688.722513 = -113493.998942 nChanged 11 SP:Iteration 40F (2136.720000 sec): 3 clusters Score: Raw -114192.209294 + Penalty 688.722513 = -113503.486781 nChanged 8 SP:Iteration 41Q (2136.720000 sec): 3 clusters Score: Raw -114197.217504 + Penalty 688.722513 = -113508.494991 nChanged 8 SP:Iteration 42Q (2136.730000 sec): 3 clusters Score: Raw -114202.671412 + Penalty 688.722513 = -113513.948899 nChanged 8 SP:Iteration 43Q (2136.730000 sec): 3 clusters Score: Raw -114207.042013 + Penalty 688.722513 = -113518.319500 nChanged 4 SP:Iteration 44Q (2136.730000 sec): 3 clusters Score: Raw -114208.685917 + Penalty 688.722513 = -113519.963404 nChanged 0 SP:Iteration 45F (2136.730000 sec): 3 clusters Score: Raw -114208.685917 + Penalty 688.722513 = -113519.963404 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 4 (39716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2136.800000 sec): 2 clusters Score: Raw -2261287.749495 + Penalty 481.822678 = -2260805.926817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.850000 sec): 3 clusters Score: Raw -2235251.731737 + Penalty 963.645356 = -2234288.086381 nChanged 19080 SP:Iteration 1F (2136.900000 sec): 3 clusters Score: Raw -2247641.459201 + Penalty 963.645356 = -2246677.813845 nChanged 2342 SP:Iteration 2F (2136.950000 sec): 3 clusters Score: Raw -2248917.243334 + Penalty 963.645356 = -2247953.597977 nChanged 2370 SP:Iteration 3F (2137.000000 sec): 3 clusters Score: Raw -2250484.484965 + Penalty 963.645356 = -2249520.839608 nChanged 2390 SP:Iteration 4F (2137.050000 sec): 3 clusters Score: Raw -2252379.508416 + Penalty 963.645356 = -2251415.863060 nChanged 2178 SP:Iteration 5F (2137.090000 sec): 3 clusters Score: Raw -2254078.377373 + Penalty 963.645356 = -2253114.732017 nChanged 1744 SP:Iteration 6Q (2137.140000 sec): 3 clusters Score: Raw -2255077.141538 + Penalty 963.645356 = -2254113.496182 nChanged 1100 SP:Iteration 7Q (2137.190000 sec): 3 clusters Score: Raw -2255503.774824 + Penalty 963.645356 = -2254540.129468 nChanged 730 SP:Iteration 8Q (2137.240000 sec): 3 clusters Score: Raw -2255747.885024 + Penalty 963.645356 = -2254784.239668 nChanged 710 SP:Iteration 9Q (2137.290000 sec): 3 clusters Score: Raw -2255997.134697 + Penalty 963.645356 = -2255033.489341 nChanged 739 SP:Iteration 10Q (2137.330000 sec): 3 clusters Score: Raw -2256257.241176 + Penalty 963.645356 = -2255293.595820 nChanged 758 SP:Iteration 11Q (2137.370000 sec): 3 clusters Score: Raw -2256555.202220 + Penalty 963.645356 = -2255591.556864 nChanged 773 SP:Iteration 12Q (2137.420000 sec): 3 clusters Score: Raw -2256884.371900 + Penalty 963.645356 = -2255920.726544 nChanged 735 SP:Iteration 13Q (2137.460000 sec): 3 clusters Score: Raw -2257220.830192 + Penalty 963.645356 = -2256257.184836 nChanged 726 SP:Iteration 14Q (2137.510000 sec): 3 clusters Score: Raw -2257574.324194 + Penalty 963.645356 = -2256610.678838 nChanged 704 SP:Iteration 15Q (2137.550000 sec): 3 clusters Score: Raw -2257911.713284 + Penalty 963.645356 = -2256948.067928 nChanged 665 SP:Iteration 16Q (2137.590000 sec): 3 clusters Score: Raw -2258243.417152 + Penalty 963.645356 = -2257279.771795 nChanged 682 SP:Iteration 17Q (2137.630000 sec): 3 clusters Score: Raw -2258596.932653 + Penalty 963.645356 = -2257633.287296 nChanged 675 SP:Iteration 18Q (2137.670000 sec): 3 clusters Score: Raw -2258962.119947 + Penalty 963.645356 = -2257998.474591 nChanged 644 SP:Iteration 19Q (2137.710000 sec): 3 clusters Score: Raw -2259331.375038 + Penalty 963.645356 = -2258367.729682 nChanged 633 SP:Iteration 20F (2137.760000 sec): 3 clusters Score: Raw -2259720.158166 + Penalty 963.645356 = -2258756.512809 nChanged 580 SP:Iteration 21Q (2137.800000 sec): 3 clusters Score: Raw -2260115.740237 + Penalty 963.645356 = -2259152.094881 nChanged 503 SP:Iteration 22Q (2137.840000 sec): 3 clusters Score: Raw -2260463.742357 + Penalty 963.645356 = -2259500.097001 nChanged 392 SP:Iteration 23Q (2137.880000 sec): 3 clusters Score: Raw -2260737.672911 + Penalty 963.645356 = -2259774.027555 nChanged 297 SP:Iteration 24Q (2137.910000 sec): 3 clusters Score: Raw -2260945.568532 + Penalty 963.645356 = -2259981.923175 nChanged 217 SP:Iteration 25Q (2137.950000 sec): 3 clusters Score: Raw -2261098.304976 + Penalty 963.645356 = -2260134.659620 nChanged 135 SP:Iteration 26Q (2137.990000 sec): 3 clusters Score: Raw -2261185.963251 + Penalty 963.645356 = -2260222.317895 nChanged 87 SP:Iteration 27Q (2138.030000 sec): 3 clusters Score: Raw -2261234.253197 + Penalty 963.645356 = -2260270.607841 nChanged 57 SP:Iteration 28Q (2138.060000 sec): 3 clusters Score: Raw -2261270.719339 + Penalty 963.645356 = -2260307.073983 nChanged 34 SP:Iteration 29Q (2138.100000 sec): 3 clusters Score: Raw -2261294.222344 + Penalty 963.645356 = -2260330.576988 nChanged 29 SP:Iteration 30Q (2138.130000 sec): 3 clusters Score: Raw -2261315.656882 + Penalty 963.645356 = -2260352.011526 nChanged 18 SP:Iteration 31Q (2138.170000 sec): 3 clusters Score: Raw -2261324.960459 + Penalty 963.645356 = -2260361.315102 nChanged 17 SP:Iteration 32Q (2138.200000 sec): 3 clusters Score: Raw -2261335.503053 + Penalty 963.645356 = -2260371.857697 nChanged 12 SP:Iteration 33Q (2138.240000 sec): 3 clusters Score: Raw -2261343.741034 + Penalty 963.645356 = -2260380.095678 nChanged 11 SP:Iteration 34Q (2138.270000 sec): 3 clusters Score: Raw -2261350.611145 + Penalty 963.645356 = -2260386.965789 nChanged 8 SP:Iteration 35Q (2138.310000 sec): 3 clusters Score: Raw -2261354.462509 + Penalty 963.645356 = -2260390.817153 nChanged 4 SP:Iteration 36Q (2138.350000 sec): 3 clusters Score: Raw -2261357.796720 + Penalty 963.645356 = -2260394.151364 nChanged 4 SP:Iteration 37Q (2138.380000 sec): 3 clusters Score: Raw -2261360.140342 + Penalty 963.645356 = -2260396.494986 nChanged 4 SP:Iteration 38Q (2138.410000 sec): 3 clusters Score: Raw -2261362.080272 + Penalty 963.645356 = -2260398.434916 nChanged 4 SP:Iteration 39Q (2138.450000 sec): 3 clusters Score: Raw -2261365.885743 + Penalty 963.645356 = -2260402.240387 nChanged 3 SP:Iteration 40F (2138.500000 sec): 3 clusters Score: Raw -2261368.475650 + Penalty 963.645356 = -2260404.830294 nChanged 2 SP:Iteration 41Q (2138.530000 sec): 3 clusters Score: Raw -2261369.698567 + Penalty 963.645356 = -2260406.053211 nChanged 1 SP:Iteration 42Q (2138.570000 sec): 3 clusters Score: Raw -2261370.248933 + Penalty 963.645356 = -2260406.603576 nChanged 1 SP:Iteration 43Q (2138.610000 sec): 3 clusters Score: Raw -2261370.877910 + Penalty 963.645356 = -2260407.232554 nChanged 1 SP:Iteration 44Q (2138.640000 sec): 3 clusters Score: Raw -2261371.160294 + Penalty 963.645356 = -2260407.514938 nChanged 1 SP:Iteration 45Q (2138.680000 sec): 3 clusters Score: Raw -2261371.376978 + Penalty 963.645356 = -2260407.731622 nChanged 1 SP:Iteration 46Q (2138.720000 sec): 3 clusters Score: Raw -2261371.523418 + Penalty 963.645356 = -2260407.878062 nChanged 0 SP:Iteration 47F (2138.770000 sec): 3 clusters Score: Raw -2261371.523418 + Penalty 963.645356 = -2260407.878062 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 5 (3336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.790000 sec): 2 clusters Score: Raw -200278.443968 + Penalty 369.120013 = -199909.323955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.800000 sec): 3 clusters Score: Raw -198340.417926 + Penalty 738.240026 = -197602.177900 nChanged 1443 SP:Iteration 1F (2138.800000 sec): 3 clusters Score: Raw -199225.645392 + Penalty 738.240026 = -198487.405366 nChanged 284 SP:Iteration 2F (2138.810000 sec): 3 clusters Score: Raw -199435.146417 + Penalty 738.240026 = -198696.906390 nChanged 256 SP:Iteration 3F (2138.810000 sec): 3 clusters Score: Raw -199660.300951 + Penalty 738.240026 = -198922.060924 nChanged 207 SP:Iteration 4F (2138.810000 sec): 3 clusters Score: Raw -199841.664435 + Penalty 738.240026 = -199103.424409 nChanged 154 SP:Iteration 5Q (2138.810000 sec): 3 clusters Score: Raw -199973.649723 + Penalty 738.240026 = -199235.409696 nChanged 125 SP:Iteration 6Q (2138.820000 sec): 3 clusters Score: Raw -200083.671622 + Penalty 738.240026 = -199345.431595 nChanged 92 SP:Iteration 7Q (2138.820000 sec): 3 clusters Score: Raw -200162.541794 + Penalty 738.240026 = -199424.301768 nChanged 58 SP:Iteration 8Q (2138.830000 sec): 3 clusters Score: Raw -200213.522194 + Penalty 738.240026 = -199475.282168 nChanged 42 SP:Iteration 9Q (2138.830000 sec): 3 clusters Score: Raw -200250.515813 + Penalty 738.240026 = -199512.275787 nChanged 43 SP:Iteration 10Q (2138.830000 sec): 3 clusters Score: Raw -200286.222384 + Penalty 738.240026 = -199547.982358 nChanged 34 SP:Iteration 11Q (2138.830000 sec): 3 clusters Score: Raw -200316.302648 + Penalty 738.240026 = -199578.062621 nChanged 19 SP:Iteration 12Q (2138.840000 sec): 3 clusters Score: Raw -200333.667314 + Penalty 738.240026 = -199595.427288 nChanged 19 SP:Iteration 13Q (2138.840000 sec): 3 clusters Score: Raw -200346.914868 + Penalty 738.240026 = -199608.674842 nChanged 16 SP:Iteration 14Q (2138.840000 sec): 3 clusters Score: Raw -200359.145943 + Penalty 738.240026 = -199620.905917 nChanged 12 SP:Iteration 15Q (2138.850000 sec): 3 clusters Score: Raw -200367.751144 + Penalty 738.240026 = -199629.511117 nChanged 4 SP:Iteration 16Q (2138.850000 sec): 3 clusters Score: Raw -200369.936615 + Penalty 738.240026 = -199631.696589 nChanged 1 SP:Iteration 17Q (2138.850000 sec): 3 clusters Score: Raw -200370.006308 + Penalty 738.240026 = -199631.766282 nChanged 0 SP:Iteration 18F (2138.860000 sec): 3 clusters Score: Raw -200370.006308 + Penalty 738.240026 = -199631.766282 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.860000 sec): 2 clusters Score: Raw -3193.029283 + Penalty 198.230252 = -2994.799032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.860000 sec): 3 clusters Score: Raw -3213.460080 + Penalty 396.460503 = -2816.999576 nChanged 15 SP:Iteration 1F (2138.860000 sec): 3 clusters Score: Raw -3237.113337 + Penalty 396.460503 = -2840.652834 nChanged 4 SP:Iteration 2F (2138.860000 sec): 3 clusters Score: Raw -3244.951935 + Penalty 396.460503 = -2848.491432 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 7 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.860000 sec): 2 clusters Score: Raw -61090.833665 + Penalty 319.823484 = -60771.010181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.860000 sec): 3 clusters Score: Raw -60494.083139 + Penalty 639.646968 = -59854.436171 nChanged 454 SP:Iteration 1F (2138.870000 sec): 3 clusters Score: Raw -60750.615504 + Penalty 639.646968 = -60110.968536 nChanged 82 SP:Iteration 2F (2138.870000 sec): 3 clusters Score: Raw -60809.200889 + Penalty 639.646968 = -60169.553920 nChanged 76 SP:Iteration 3F (2138.870000 sec): 3 clusters Score: Raw -60854.963519 + Penalty 639.646968 = -60215.316550 nChanged 64 SP:Iteration 4F (2138.870000 sec): 3 clusters Score: Raw -60895.245467 + Penalty 639.646968 = -60255.598499 nChanged 44 SP:Iteration 5Q (2138.870000 sec): 3 clusters Score: Raw -60929.260630 + Penalty 639.646968 = -60289.613662 nChanged 38 SP:Iteration 6Q (2138.870000 sec): 3 clusters Score: Raw -60964.819093 + Penalty 639.646968 = -60325.172125 nChanged 41 SP:Iteration 7Q (2138.870000 sec): 3 clusters Score: Raw -60995.980665 + Penalty 639.646968 = -60356.333697 nChanged 36 SP:Iteration 8Q (2138.870000 sec): 3 clusters Score: Raw -61019.910365 + Penalty 639.646968 = -60380.263397 nChanged 23 SP:Iteration 9Q (2138.870000 sec): 3 clusters Score: Raw -61036.540361 + Penalty 639.646968 = -60396.893393 nChanged 17 SP:Iteration 10Q (2138.870000 sec): 3 clusters Score: Raw -61042.415899 + Penalty 639.646968 = -60402.768931 nChanged 11 SP:Iteration 11Q (2138.880000 sec): 3 clusters Score: Raw -61046.951483 + Penalty 639.646968 = -60407.304515 nChanged 8 SP:Iteration 12Q (2138.880000 sec): 3 clusters Score: Raw -61051.534077 + Penalty 639.646968 = -60411.887109 nChanged 7 SP:Iteration 13Q (2138.880000 sec): 3 clusters Score: Raw -61055.610708 + Penalty 639.646968 = -60415.963740 nChanged 5 SP:Iteration 14Q (2138.880000 sec): 3 clusters Score: Raw -61060.148253 + Penalty 639.646968 = -60420.501285 nChanged 5 SP:Iteration 15Q (2138.880000 sec): 3 clusters Score: Raw -61068.102509 + Penalty 639.646968 = -60428.455541 nChanged 8 SP:Iteration 16Q (2138.880000 sec): 3 clusters Score: Raw -61078.206066 + Penalty 639.646968 = -60438.559098 nChanged 8 SP:Iteration 17Q (2138.890000 sec): 3 clusters Score: Raw -61086.467373 + Penalty 639.646968 = -60446.820404 nChanged 13 SP:Iteration 18Q (2138.890000 sec): 3 clusters Score: Raw -61097.094530 + Penalty 639.646968 = -60457.447562 nChanged 10 SP:Iteration 19Q (2138.890000 sec): 3 clusters Score: Raw -61105.000652 + Penalty 639.646968 = -60465.353683 nChanged 9 SP:Iteration 20F (2138.890000 sec): 3 clusters Score: Raw -61109.823820 + Penalty 639.646968 = -60470.176852 nChanged 9 SP:Iteration 21Q (2138.890000 sec): 3 clusters Score: Raw -61114.666476 + Penalty 639.646968 = -60475.019508 nChanged 6 SP:Iteration 22Q (2138.890000 sec): 3 clusters Score: Raw -61117.396397 + Penalty 639.646968 = -60477.749429 nChanged 4 SP:Iteration 23Q (2138.890000 sec): 3 clusters Score: Raw -61119.396827 + Penalty 639.646968 = -60479.749859 nChanged 8 SP:Iteration 24Q (2138.890000 sec): 3 clusters Score: Raw -61125.568458 + Penalty 639.646968 = -60485.921489 nChanged 6 SP:Iteration 25Q (2138.890000 sec): 3 clusters Score: Raw -61129.134781 + Penalty 639.646968 = -60489.487813 nChanged 2 SP:Iteration 26Q (2138.890000 sec): 3 clusters Score: Raw -61129.722855 + Penalty 639.646968 = -60490.075886 nChanged 1 SP:Iteration 27Q (2138.890000 sec): 3 clusters Score: Raw -61131.093401 + Penalty 639.646968 = -60491.446432 nChanged 3 SP:Iteration 28Q (2138.900000 sec): 3 clusters Score: Raw -61134.110938 + Penalty 639.646968 = -60494.463970 nChanged 1 SP:Iteration 29Q (2138.900000 sec): 3 clusters Score: Raw -61134.242923 + Penalty 639.646968 = -60494.595954 nChanged 0 SP:Iteration 30F (2138.900000 sec): 3 clusters Score: Raw -61134.242923 + Penalty 639.646968 = -60494.595954 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.900000 sec): 2 clusters Score: Raw -3550.316591 + Penalty 198.230252 = -3352.086340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.900000 sec): 3 clusters Score: Raw -3604.325931 + Penalty 396.460503 = -3207.865428 nChanged 19 SP:Iteration 1F (2138.900000 sec): 3 clusters Score: Raw -3639.625828 + Penalty 396.460503 = -3243.165325 nChanged 1 SP:Iteration 2Q (2138.900000 sec): 3 clusters Score: Raw -3641.492996 + Penalty 396.460503 = -3245.032493 nChanged 1 SP:Iteration 3Q (2138.900000 sec): 3 clusters Score: Raw -3642.185623 + Penalty 396.460503 = -3245.725120 nChanged 2 SP:Iteration 4Q (2138.900000 sec): 3 clusters Score: Raw -3644.471808 + Penalty 396.460503 = -3248.011305 nChanged 0 SP:Iteration 5F (2138.900000 sec): 3 clusters Score: Raw -3644.471808 + Penalty 396.460503 = -3248.011305 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 9 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.900000 sec): 2 clusters Score: Raw -9326.647723 + Penalty 239.687546 = -9086.960177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.900000 sec): 3 clusters Score: Raw -9303.139851 + Penalty 479.375092 = -8823.764758 nChanged 55 SP:Iteration 1F (2138.900000 sec): 3 clusters Score: Raw -9383.379054 + Penalty 479.375092 = -8904.003961 nChanged 9 SP:Iteration 2Q (2138.900000 sec): 3 clusters Score: Raw -9396.913508 + Penalty 479.375092 = -8917.538415 nChanged 6 SP:Iteration 3Q (2138.900000 sec): 3 clusters Score: Raw -9410.871951 + Penalty 479.375092 = -8931.496859 nChanged 8 SP:Iteration 4Q (2138.900000 sec): 3 clusters Score: Raw -9424.559707 + Penalty 479.375092 = -8945.184614 nChanged 6 SP:Iteration 5Q (2138.910000 sec): 3 clusters Score: Raw -9435.339515 + Penalty 479.375092 = -8955.964422 nChanged 8 SP:Iteration 6Q (2138.910000 sec): 3 clusters Score: Raw -9450.400578 + Penalty 479.375092 = -8971.025486 nChanged 5 SP:Iteration 7Q (2138.910000 sec): 3 clusters Score: Raw -9464.458100 + Penalty 479.375092 = -8985.083007 nChanged 2 SP:Iteration 8Q (2138.910000 sec): 3 clusters Score: Raw -9468.770742 + Penalty 479.375092 = -8989.395649 nChanged 1 SP:Iteration 9Q (2138.910000 sec): 3 clusters Score: Raw -9469.684888 + Penalty 479.375092 = -8990.309796 nChanged 0 SP:Iteration 10F (2138.910000 sec): 3 clusters Score: Raw -9469.684888 + Penalty 479.375092 = -8990.309796 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 10 (165480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.180000 sec): 2 clusters Score: Raw -10187970.278671 + Penalty 546.755556 = -10187423.523115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.400000 sec): 3 clusters Score: Raw -10076134.065019 + Penalty 1093.511111 = -10075040.553908 nChanged 81263 SP:Iteration 1F (2139.610000 sec): 3 clusters Score: Raw -10125402.143574 + Penalty 1093.511111 = -10124308.632463 nChanged 6663 SP:Iteration 2Q (2139.830000 sec): 3 clusters Score: Raw -10127681.765052 + Penalty 1093.511111 = -10126588.253941 nChanged 8759 SP:Iteration 3F (2140.040000 sec): 3 clusters Score: Raw -10131927.752617 + Penalty 1093.511111 = -10130834.241505 nChanged 11729 SP:Iteration 4F (2140.250000 sec): 3 clusters Score: Raw -10139749.838623 + Penalty 1093.511111 = -10138656.327511 nChanged 14067 SP:Iteration 5F (2140.450000 sec): 3 clusters Score: Raw -10151607.359599 + Penalty 1093.511111 = -10150513.848487 nChanged 13673 SP:Iteration 6F (2140.660000 sec): 3 clusters Score: Raw -10164995.308818 + Penalty 1093.511111 = -10163901.797707 nChanged 10148 SP:Iteration 7F (2140.870000 sec): 3 clusters Score: Raw -10175634.480460 + Penalty 1093.511111 = -10174540.969348 nChanged 5976 SP:Iteration 8Q (2141.060000 sec): 3 clusters Score: Raw -10181893.138088 + Penalty 1093.511111 = -10180799.626976 nChanged 3162 SP:Iteration 9Q (2141.230000 sec): 3 clusters Score: Raw -10184918.749863 + Penalty 1093.511111 = -10183825.238752 nChanged 1742 SP:Iteration 10Q (2141.400000 sec): 3 clusters Score: Raw -10186371.585927 + Penalty 1093.511111 = -10185278.074815 nChanged 1019 SP:Iteration 11Q (2141.570000 sec): 3 clusters Score: Raw -10187117.552849 + Penalty 1093.511111 = -10186024.041738 nChanged 617 SP:Iteration 12Q (2141.730000 sec): 3 clusters Score: Raw -10187545.417024 + Penalty 1093.511111 = -10186451.905913 nChanged 376 SP:Iteration 13Q (2141.900000 sec): 3 clusters Score: Raw -10187784.898541 + Penalty 1093.511111 = -10186691.387429 nChanged 209 SP:Iteration 14Q (2142.060000 sec): 3 clusters Score: Raw -10187906.032446 + Penalty 1093.511111 = -10186812.521335 nChanged 154 SP:Iteration 15Q (2142.220000 sec): 3 clusters Score: Raw -10187990.389167 + Penalty 1093.511111 = -10186896.878055 nChanged 89 SP:Iteration 16Q (2142.380000 sec): 3 clusters Score: Raw -10188029.155894 + Penalty 1093.511111 = -10186935.644782 nChanged 73 SP:Iteration 17Q (2142.550000 sec): 3 clusters Score: Raw -10188059.317366 + Penalty 1093.511111 = -10186965.806254 nChanged 56 SP:Iteration 18Q (2142.710000 sec): 3 clusters Score: Raw -10188081.826535 + Penalty 1093.511111 = -10186988.315424 nChanged 45 SP:Iteration 19Q (2142.870000 sec): 3 clusters Score: Raw -10188098.609778 + Penalty 1093.511111 = -10187005.098666 nChanged 32 SP:Iteration 20F (2143.070000 sec): 3 clusters Score: Raw -10188109.674783 + Penalty 1093.511111 = -10187016.163671 nChanged 28 SP:Iteration 21Q (2143.230000 sec): 3 clusters Score: Raw -10188118.199078 + Penalty 1093.511111 = -10187024.687967 nChanged 18 SP:Iteration 22Q (2143.390000 sec): 3 clusters Score: Raw -10188122.142596 + Penalty 1093.511111 = -10187028.631485 nChanged 9 SP:Iteration 23Q (2143.540000 sec): 3 clusters Score: Raw -10188124.943771 + Penalty 1093.511111 = -10187031.432660 nChanged 10 SP:Iteration 24Q (2143.700000 sec): 3 clusters Score: Raw -10188126.689551 + Penalty 1093.511111 = -10187033.178440 nChanged 8 SP:Iteration 25Q (2143.870000 sec): 3 clusters Score: Raw -10188128.493951 + Penalty 1093.511111 = -10187034.982839 nChanged 5 SP:Iteration 26Q (2144.030000 sec): 3 clusters Score: Raw -10188130.798647 + Penalty 1093.511111 = -10187037.287536 nChanged 8 SP:Iteration 27Q (2144.180000 sec): 3 clusters Score: Raw -10188132.933594 + Penalty 1093.511111 = -10187039.422482 nChanged 5 SP:Iteration 28Q (2144.340000 sec): 3 clusters Score: Raw -10188133.657307 + Penalty 1093.511111 = -10187040.146195 nChanged 2 SP:Iteration 29Q (2144.490000 sec): 3 clusters Score: Raw -10188133.981733 + Penalty 1093.511111 = -10187040.470622 nChanged 1 SP:Iteration 30Q (2144.650000 sec): 3 clusters Score: Raw -10188134.070668 + Penalty 1093.511111 = -10187040.559556 nChanged 3 SP:Iteration 31Q (2144.810000 sec): 3 clusters Score: Raw -10188134.343514 + Penalty 1093.511111 = -10187040.832403 nChanged 0 SP:Iteration 32F (2145.010000 sec): 3 clusters Score: Raw -10188134.343514 + Penalty 1093.511111 = -10187040.832403 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 11 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.080000 sec): 2 clusters Score: Raw -13477.442711 + Penalty 248.988316 = -13228.454396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.080000 sec): 3 clusters Score: Raw -13407.563490 + Penalty 497.976631 = -12909.586859 nChanged 66 SP:Iteration 1F (2145.080000 sec): 3 clusters Score: Raw -13478.068435 + Penalty 497.976631 = -12980.091804 nChanged 18 SP:Iteration 2F (2145.080000 sec): 3 clusters Score: Raw -13502.412766 + Penalty 497.976631 = -13004.436135 nChanged 14 SP:Iteration 3F (2145.090000 sec): 3 clusters Score: Raw -13518.624203 + Penalty 497.976631 = -13020.647571 nChanged 8 SP:Iteration 4Q (2145.090000 sec): 3 clusters Score: Raw -13532.688124 + Penalty 497.976631 = -13034.711493 nChanged 6 SP:Iteration 5Q (2145.090000 sec): 3 clusters Score: Raw -13540.645468 + Penalty 497.976631 = -13042.668836 nChanged 2 SP:Iteration 6Q (2145.090000 sec): 3 clusters Score: Raw -13543.329026 + Penalty 497.976631 = -13045.352395 nChanged 1 SP:Iteration 7Q (2145.090000 sec): 3 clusters Score: Raw -13544.990497 + Penalty 497.976631 = -13047.013866 nChanged 0 SP:Iteration 8F (2145.090000 sec): 3 clusters Score: Raw -13544.990497 + Penalty 497.976631 = -13047.013866 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 12 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.090000 sec): 2 clusters Score: Raw -6262.866655 + Penalty 212.613712 = -6050.252943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.090000 sec): 3 clusters Score: Raw -6259.138604 + Penalty 425.227424 = -5833.911180 nChanged 18 SP:Iteration 1F (2145.090000 sec): 3 clusters Score: Raw -6295.455849 + Penalty 425.227424 = -5870.228425 nChanged 4 SP:Iteration 2Q (2145.090000 sec): 3 clusters Score: Raw -6305.031567 + Penalty 425.227424 = -5879.804143 nChanged 3 SP:Iteration 3Q (2145.090000 sec): 3 clusters Score: Raw -6308.875311 + Penalty 425.227424 = -5883.647887 nChanged 1 SP:Iteration 4Q (2145.090000 sec): 3 clusters Score: Raw -6310.424094 + Penalty 425.227424 = -5885.196670 nChanged 0 SP:Iteration 5F (2145.090000 sec): 3 clusters Score: Raw -6310.424094 + Penalty 425.227424 = -5885.196670 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.090000 sec): 2 clusters Score: Raw -29240.688901 + Penalty 285.928104 = -28954.760796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.090000 sec): 3 clusters Score: Raw -29017.803758 + Penalty 571.856209 = -28445.947549 nChanged 208 SP:Iteration 1F (2145.090000 sec): 3 clusters Score: Raw -29186.860041 + Penalty 571.856209 = -28615.003832 nChanged 44 SP:Iteration 2F (2145.090000 sec): 3 clusters Score: Raw -29228.245399 + Penalty 571.856209 = -28656.389190 nChanged 30 SP:Iteration 3F (2145.090000 sec): 3 clusters Score: Raw -29247.575590 + Penalty 571.856209 = -28675.719381 nChanged 28 SP:Iteration 4F (2145.090000 sec): 3 clusters Score: Raw -29270.743953 + Penalty 571.856209 = -28698.887744 nChanged 13 SP:Iteration 5Q (2145.090000 sec): 3 clusters Score: Raw -29279.571925 + Penalty 571.856209 = -28707.715717 nChanged 8 SP:Iteration 6Q (2145.090000 sec): 3 clusters Score: Raw -29284.775423 + Penalty 571.856209 = -28712.919215 nChanged 15 SP:Iteration 7Q (2145.090000 sec): 3 clusters Score: Raw -29296.307552 + Penalty 571.856209 = -28724.451344 nChanged 20 SP:Iteration 8Q (2145.090000 sec): 3 clusters Score: Raw -29312.446725 + Penalty 571.856209 = -28740.590517 nChanged 14 SP:Iteration 9Q (2145.100000 sec): 3 clusters Score: Raw -29321.311988 + Penalty 571.856209 = -28749.455779 nChanged 14 SP:Iteration 10Q (2145.100000 sec): 3 clusters Score: Raw -29328.185446 + Penalty 571.856209 = -28756.329237 nChanged 9 SP:Iteration 11Q (2145.100000 sec): 3 clusters Score: Raw -29332.152127 + Penalty 571.856209 = -28760.295918 nChanged 4 SP:Iteration 12Q (2145.100000 sec): 3 clusters Score: Raw -29336.029983 + Penalty 571.856209 = -28764.173775 nChanged 5 SP:Iteration 13Q (2145.100000 sec): 3 clusters Score: Raw -29337.350838 + Penalty 571.856209 = -28765.494629 nChanged 1 SP:Iteration 14Q (2145.100000 sec): 3 clusters Score: Raw -29337.871156 + Penalty 571.856209 = -28766.014948 nChanged 0 SP:Iteration 15F (2145.100000 sec): 3 clusters Score: Raw -29337.871156 + Penalty 571.856209 = -28766.014948 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 14 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.100000 sec): 2 clusters Score: Raw -5597.683448 + Penalty 219.688275 = -5377.995173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.100000 sec): 3 clusters Score: Raw -5606.888477 + Penalty 439.376550 = -5167.511926 nChanged 28 SP:Iteration 1F (2145.100000 sec): 3 clusters Score: Raw -5646.779010 + Penalty 439.376550 = -5207.402460 nChanged 6 SP:Iteration 2Q (2145.100000 sec): 3 clusters Score: Raw -5661.390763 + Penalty 439.376550 = -5222.014213 nChanged 3 SP:Iteration 3Q (2145.100000 sec): 3 clusters Score: Raw -5673.000306 + Penalty 439.376550 = -5233.623756 nChanged 2 SP:Iteration 4Q (2145.100000 sec): 3 clusters Score: Raw -5677.782936 + Penalty 439.376550 = -5238.406385 nChanged 1 SP:Iteration 5Q (2145.100000 sec): 3 clusters Score: Raw -5688.844628 + Penalty 439.376550 = -5249.468078 nChanged 1 SP:Iteration 6Q (2145.100000 sec): 3 clusters Score: Raw -5692.699202 + Penalty 439.376550 = -5253.322652 nChanged 3 SP:Iteration 7Q (2145.100000 sec): 3 clusters Score: Raw -5703.800588 + Penalty 439.376550 = -5264.424038 nChanged 0 SP:Iteration 8F (2145.100000 sec): 3 clusters Score: Raw -5703.800588 + Penalty 439.376550 = -5264.424038 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 15 (16799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.130000 sec): 2 clusters Score: Raw -1063621.431432 + Penalty 442.672896 = -1063178.758536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.150000 sec): 3 clusters Score: Raw -1052759.044166 + Penalty 885.345792 = -1051873.698374 nChanged 7960 SP:Iteration 1F (2145.170000 sec): 3 clusters Score: Raw -1057229.917724 + Penalty 885.345792 = -1056344.571932 nChanged 761 SP:Iteration 2Q (2145.190000 sec): 3 clusters Score: Raw -1057472.663230 + Penalty 885.345792 = -1056587.317438 nChanged 851 SP:Iteration 3F (2145.210000 sec): 3 clusters Score: Raw -1057812.957530 + Penalty 885.345792 = -1056927.611738 nChanged 1045 SP:Iteration 4F (2145.230000 sec): 3 clusters Score: Raw -1058399.230092 + Penalty 885.345792 = -1057513.884300 nChanged 1311 SP:Iteration 5F (2145.250000 sec): 3 clusters Score: Raw -1059349.302641 + Penalty 885.345792 = -1058463.956849 nChanged 1473 SP:Iteration 6F (2145.270000 sec): 3 clusters Score: Raw -1060677.801958 + Penalty 885.345792 = -1059792.456166 nChanged 1365 SP:Iteration 7F (2145.290000 sec): 3 clusters Score: Raw -1062061.775657 + Penalty 885.345792 = -1061176.429865 nChanged 905 SP:Iteration 8F (2145.310000 sec): 3 clusters Score: Raw -1063013.964942 + Penalty 885.345792 = -1062128.619150 nChanged 426 SP:Iteration 9Q (2145.330000 sec): 3 clusters Score: Raw -1063457.667466 + Penalty 885.345792 = -1062572.321673 nChanged 143 SP:Iteration 10Q (2145.340000 sec): 3 clusters Score: Raw -1063616.933030 + Penalty 885.345792 = -1062731.587238 nChanged 39 SP:Iteration 11Q (2145.360000 sec): 3 clusters Score: Raw -1063671.072116 + Penalty 885.345792 = -1062785.726323 nChanged 11 SP:Iteration 12Q (2145.370000 sec): 3 clusters Score: Raw -1063686.581120 + Penalty 885.345792 = -1062801.235327 nChanged 3 SP:Iteration 13Q (2145.390000 sec): 3 clusters Score: Raw -1063690.802448 + Penalty 885.345792 = -1062805.456656 nChanged 1 SP:Iteration 14Q (2145.400000 sec): 3 clusters Score: Raw -1063694.219000 + Penalty 885.345792 = -1062808.873208 nChanged 1 SP:Iteration 15Q (2145.410000 sec): 3 clusters Score: Raw -1063696.030877 + Penalty 885.345792 = -1062810.685084 nChanged 0 SP:Iteration 16F (2145.430000 sec): 3 clusters Score: Raw -1063696.030877 + Penalty 885.345792 = -1062810.685084 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 16 (22619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.460000 sec): 2 clusters Score: Raw -1408376.132471 + Penalty 456.207822 = -1407919.924649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.490000 sec): 3 clusters Score: Raw -1393830.053169 + Penalty 912.415644 = -1392917.637524 nChanged 10772 SP:Iteration 1F (2145.520000 sec): 3 clusters Score: Raw -1400362.247394 + Penalty 912.415644 = -1399449.831749 nChanged 1110 SP:Iteration 2Q (2145.540000 sec): 3 clusters Score: Raw -1400809.429034 + Penalty 912.415644 = -1399897.013390 nChanged 1186 SP:Iteration 3F (2145.570000 sec): 3 clusters Score: Raw -1401396.071155 + Penalty 912.415644 = -1400483.655511 nChanged 1264 SP:Iteration 4F (2145.590000 sec): 3 clusters Score: Raw -1402142.628546 + Penalty 912.415644 = -1401230.212902 nChanged 1274 SP:Iteration 5F (2145.620000 sec): 3 clusters Score: Raw -1403186.280839 + Penalty 912.415644 = -1402273.865195 nChanged 1280 SP:Iteration 6F (2145.650000 sec): 3 clusters Score: Raw -1404469.517532 + Penalty 912.415644 = -1403557.101888 nChanged 1242 SP:Iteration 7F (2145.670000 sec): 3 clusters Score: Raw -1405659.006942 + Penalty 912.415644 = -1404746.591298 nChanged 993 SP:Iteration 8Q (2145.700000 sec): 3 clusters Score: Raw -1406412.985668 + Penalty 912.415644 = -1405500.570024 nChanged 689 SP:Iteration 9Q (2145.720000 sec): 3 clusters Score: Raw -1406781.774317 + Penalty 912.415644 = -1405869.358673 nChanged 458 SP:Iteration 10Q (2145.750000 sec): 3 clusters Score: Raw -1407008.834790 + Penalty 912.415644 = -1406096.419146 nChanged 337 SP:Iteration 11Q (2145.770000 sec): 3 clusters Score: Raw -1407159.472548 + Penalty 912.415644 = -1406247.056904 nChanged 282 SP:Iteration 12Q (2145.790000 sec): 3 clusters Score: Raw -1407294.322842 + Penalty 912.415644 = -1406381.907198 nChanged 263 SP:Iteration 13Q (2145.820000 sec): 3 clusters Score: Raw -1407405.259445 + Penalty 912.415644 = -1406492.843800 nChanged 246 SP:Iteration 14Q (2145.840000 sec): 3 clusters Score: Raw -1407499.537496 + Penalty 912.415644 = -1406587.121852 nChanged 227 SP:Iteration 15Q (2145.870000 sec): 3 clusters Score: Raw -1407582.280870 + Penalty 912.415644 = -1406669.865226 nChanged 222 SP:Iteration 16Q (2145.890000 sec): 3 clusters Score: Raw -1407666.131284 + Penalty 912.415644 = -1406753.715640 nChanged 208 SP:Iteration 17Q (2145.910000 sec): 3 clusters Score: Raw -1407742.943491 + Penalty 912.415644 = -1406830.527847 nChanged 191 SP:Iteration 18Q (2145.940000 sec): 3 clusters Score: Raw -1407813.772976 + Penalty 912.415644 = -1406901.357331 nChanged 192 SP:Iteration 19Q (2145.960000 sec): 3 clusters Score: Raw -1407881.774447 + Penalty 912.415644 = -1406969.358802 nChanged 178 SP:Iteration 20F (2145.990000 sec): 3 clusters Score: Raw -1407945.815774 + Penalty 912.415644 = -1407033.400130 nChanged 162 SP:Iteration 21Q (2146.010000 sec): 3 clusters Score: Raw -1408000.675841 + Penalty 912.415644 = -1407088.260196 nChanged 147 SP:Iteration 22Q (2146.030000 sec): 3 clusters Score: Raw -1408052.639394 + Penalty 912.415644 = -1407140.223750 nChanged 146 SP:Iteration 23Q (2146.050000 sec): 3 clusters Score: Raw -1408103.273718 + Penalty 912.415644 = -1407190.858074 nChanged 139 SP:Iteration 24Q (2146.070000 sec): 3 clusters Score: Raw -1408148.234094 + Penalty 912.415644 = -1407235.818450 nChanged 120 SP:Iteration 25Q (2146.090000 sec): 3 clusters Score: Raw -1408193.976895 + Penalty 912.415644 = -1407281.561251 nChanged 108 SP:Iteration 26Q (2146.110000 sec): 3 clusters Score: Raw -1408230.970280 + Penalty 912.415644 = -1407318.554636 nChanged 86 SP:Iteration 27Q (2146.130000 sec): 3 clusters Score: Raw -1408255.267867 + Penalty 912.415644 = -1407342.852223 nChanged 77 SP:Iteration 28Q (2146.150000 sec): 3 clusters Score: Raw -1408276.030147 + Penalty 912.415644 = -1407363.614503 nChanged 66 SP:Iteration 29Q (2146.170000 sec): 3 clusters Score: Raw -1408293.787241 + Penalty 912.415644 = -1407381.371596 nChanged 67 SP:Iteration 30Q (2146.190000 sec): 3 clusters Score: Raw -1408309.550977 + Penalty 912.415644 = -1407397.135333 nChanged 58 SP:Iteration 31Q (2146.210000 sec): 3 clusters Score: Raw -1408330.115148 + Penalty 912.415644 = -1407417.699504 nChanged 55 SP:Iteration 32Q (2146.230000 sec): 3 clusters Score: Raw -1408350.392447 + Penalty 912.415644 = -1407437.976803 nChanged 50 SP:Iteration 33Q (2146.250000 sec): 3 clusters Score: Raw -1408364.746763 + Penalty 912.415644 = -1407452.331119 nChanged 42 SP:Iteration 34Q (2146.270000 sec): 3 clusters Score: Raw -1408377.096728 + Penalty 912.415644 = -1407464.681084 nChanged 32 SP:Iteration 35Q (2146.290000 sec): 3 clusters Score: Raw -1408386.964611 + Penalty 912.415644 = -1407474.548967 nChanged 29 SP:Iteration 36Q (2146.310000 sec): 3 clusters Score: Raw -1408394.179553 + Penalty 912.415644 = -1407481.763909 nChanged 24 SP:Iteration 37Q (2146.330000 sec): 3 clusters Score: Raw -1408399.422779 + Penalty 912.415644 = -1407487.007134 nChanged 28 SP:Iteration 38Q (2146.350000 sec): 3 clusters Score: Raw -1408408.038617 + Penalty 912.415644 = -1407495.622973 nChanged 19 SP:Iteration 39Q (2146.370000 sec): 3 clusters Score: Raw -1408414.193418 + Penalty 912.415644 = -1407501.777774 nChanged 11 SP:Iteration 40F (2146.400000 sec): 3 clusters Score: Raw -1408416.609119 + Penalty 912.415644 = -1407504.193475 nChanged 11 SP:Iteration 41Q (2146.420000 sec): 3 clusters Score: Raw -1408419.197196 + Penalty 912.415644 = -1407506.781552 nChanged 6 SP:Iteration 42Q (2146.440000 sec): 3 clusters Score: Raw -1408419.920406 + Penalty 912.415644 = -1407507.504762 nChanged 4 SP:Iteration 43Q (2146.460000 sec): 3 clusters Score: Raw -1408420.439517 + Penalty 912.415644 = -1407508.023873 nChanged 2 SP:Iteration 44Q (2146.470000 sec): 3 clusters Score: Raw -1408420.626242 + Penalty 912.415644 = -1407508.210598 nChanged 1 SP:Iteration 45Q (2146.490000 sec): 3 clusters Score: Raw -1408420.879842 + Penalty 912.415644 = -1407508.464198 nChanged 2 SP:Iteration 46Q (2146.510000 sec): 3 clusters Score: Raw -1408421.097383 + Penalty 912.415644 = -1407508.681739 nChanged 0 SP:Iteration 47F (2146.540000 sec): 3 clusters Score: Raw -1408421.097383 + Penalty 912.415644 = -1407508.681739 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 17 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.550000 sec): 2 clusters Score: Raw -11060.826038 + Penalty 240.845370 = -10819.980669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.550000 sec): 3 clusters Score: Raw -11003.495338 + Penalty 481.690739 = -10521.804599 nChanged 56 SP:Iteration 1F (2146.550000 sec): 3 clusters Score: Raw -11059.604057 + Penalty 481.690739 = -10577.913318 nChanged 7 SP:Iteration 2Q (2146.550000 sec): 3 clusters Score: Raw -11067.110319 + Penalty 481.690739 = -10585.419580 nChanged 2 SP:Iteration 3Q (2146.550000 sec): 3 clusters Score: Raw -11069.483267 + Penalty 481.690739 = -10587.792528 nChanged 2 SP:Iteration 4Q (2146.550000 sec): 3 clusters Score: Raw -11071.006260 + Penalty 481.690739 = -10589.315521 nChanged 2 SP:Iteration 5Q (2146.550000 sec): 3 clusters Score: Raw -11073.258303 + Penalty 481.690739 = -10591.567564 nChanged 2 SP:Iteration 6Q (2146.550000 sec): 3 clusters Score: Raw -11078.086594 + Penalty 481.690739 = -10596.395855 nChanged 4 SP:Iteration 7Q (2146.550000 sec): 3 clusters Score: Raw -11084.616985 + Penalty 481.690739 = -10602.926246 nChanged 3 SP:Iteration 8Q (2146.550000 sec): 3 clusters Score: Raw -11087.491319 + Penalty 481.690739 = -10605.800580 nChanged 0 SP:Iteration 9F (2146.550000 sec): 3 clusters Score: Raw -11087.491319 + Penalty 481.690739 = -10605.800580 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 18 (3099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.560000 sec): 2 clusters Score: Raw -192285.005619 + Penalty 365.766981 = -191919.238638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.560000 sec): 3 clusters Score: Raw -190459.877858 + Penalty 731.533963 = -189728.343895 nChanged 1363 SP:Iteration 1F (2146.570000 sec): 3 clusters Score: Raw -191184.873783 + Penalty 731.533963 = -190453.339820 nChanged 205 SP:Iteration 2F (2146.570000 sec): 3 clusters Score: Raw -191275.613043 + Penalty 731.533963 = -190544.079080 nChanged 170 SP:Iteration 3F (2146.570000 sec): 3 clusters Score: Raw -191362.447528 + Penalty 731.533963 = -190630.913565 nChanged 198 SP:Iteration 4F (2146.580000 sec): 3 clusters Score: Raw -191500.177355 + Penalty 731.533963 = -190768.643392 nChanged 202 SP:Iteration 5F (2146.580000 sec): 3 clusters Score: Raw -191645.579621 + Penalty 731.533963 = -190914.045658 nChanged 202 SP:Iteration 6F (2146.580000 sec): 3 clusters Score: Raw -191816.269199 + Penalty 731.533963 = -191084.735236 nChanged 167 SP:Iteration 7F (2146.590000 sec): 3 clusters Score: Raw -191962.230317 + Penalty 731.533963 = -191230.696354 nChanged 137 SP:Iteration 8Q (2146.590000 sec): 3 clusters Score: Raw -192079.836061 + Penalty 731.533963 = -191348.302098 nChanged 101 SP:Iteration 9Q (2146.590000 sec): 3 clusters Score: Raw -192147.349424 + Penalty 731.533963 = -191415.815461 nChanged 72 SP:Iteration 10Q (2146.600000 sec): 3 clusters Score: Raw -192203.955887 + Penalty 731.533963 = -191472.421924 nChanged 65 SP:Iteration 11Q (2146.600000 sec): 3 clusters Score: Raw -192263.218225 + Penalty 731.533963 = -191531.684262 nChanged 41 SP:Iteration 12Q (2146.600000 sec): 3 clusters Score: Raw -192293.369089 + Penalty 731.533963 = -191561.835126 nChanged 18 SP:Iteration 13Q (2146.610000 sec): 3 clusters Score: Raw -192311.244227 + Penalty 731.533963 = -191579.710264 nChanged 11 SP:Iteration 14Q (2146.610000 sec): 3 clusters Score: Raw -192322.043713 + Penalty 731.533963 = -191590.509750 nChanged 10 SP:Iteration 15Q (2146.610000 sec): 3 clusters Score: Raw -192330.697866 + Penalty 731.533963 = -191599.163903 nChanged 7 SP:Iteration 16Q (2146.610000 sec): 3 clusters Score: Raw -192337.892438 + Penalty 731.533963 = -191606.358475 nChanged 3 SP:Iteration 17Q (2146.620000 sec): 3 clusters Score: Raw -192339.614377 + Penalty 731.533963 = -191608.080414 nChanged 1 SP:Iteration 18Q (2146.620000 sec): 3 clusters Score: Raw -192339.841517 + Penalty 731.533963 = -191608.307554 nChanged 1 SP:Iteration 19Q (2146.620000 sec): 3 clusters Score: Raw -192340.382023 + Penalty 731.533963 = -191608.848060 nChanged 0 SP:Iteration 20F (2146.630000 sec): 3 clusters Score: Raw -192340.382023 + Penalty 731.533963 = -191608.848060 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 19 (9197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.640000 sec): 2 clusters Score: Raw -523191.309151 + Penalty 415.261784 = -522776.047367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.650000 sec): 3 clusters Score: Raw -517504.769578 + Penalty 830.523569 = -516674.246009 nChanged 4259 SP:Iteration 1F (2146.660000 sec): 3 clusters Score: Raw -519906.482046 + Penalty 830.523569 = -519075.958477 nChanged 456 SP:Iteration 2Q (2146.670000 sec): 3 clusters Score: Raw -520110.686443 + Penalty 830.523569 = -519280.162875 nChanged 458 SP:Iteration 3Q (2146.680000 sec): 3 clusters Score: Raw -520343.631288 + Penalty 830.523569 = -519513.107720 nChanged 472 SP:Iteration 4F (2146.690000 sec): 3 clusters Score: Raw -520588.943846 + Penalty 830.523569 = -519758.420278 nChanged 493 SP:Iteration 5F (2146.710000 sec): 3 clusters Score: Raw -520877.319946 + Penalty 830.523569 = -520046.796377 nChanged 490 SP:Iteration 6F (2146.720000 sec): 3 clusters Score: Raw -521151.933667 + Penalty 830.523569 = -520321.410098 nChanged 457 SP:Iteration 7Q (2146.730000 sec): 3 clusters Score: Raw -521426.874993 + Penalty 830.523569 = -520596.351424 nChanged 415 SP:Iteration 8Q (2146.740000 sec): 3 clusters Score: Raw -521655.918080 + Penalty 830.523569 = -520825.394511 nChanged 381 SP:Iteration 9Q (2146.750000 sec): 3 clusters Score: Raw -521855.298624 + Penalty 830.523569 = -521024.775055 nChanged 308 SP:Iteration 10Q (2146.760000 sec): 3 clusters Score: Raw -522013.535441 + Penalty 830.523569 = -521183.011873 nChanged 272 SP:Iteration 11Q (2146.770000 sec): 3 clusters Score: Raw -522157.811250 + Penalty 830.523569 = -521327.287681 nChanged 253 SP:Iteration 12Q (2146.780000 sec): 3 clusters Score: Raw -522279.910483 + Penalty 830.523569 = -521449.386914 nChanged 216 SP:Iteration 13Q (2146.790000 sec): 3 clusters Score: Raw -522368.838822 + Penalty 830.523569 = -521538.315253 nChanged 192 SP:Iteration 14Q (2146.800000 sec): 3 clusters Score: Raw -522454.327779 + Penalty 830.523569 = -521623.804210 nChanged 187 SP:Iteration 15Q (2146.810000 sec): 3 clusters Score: Raw -522549.690681 + Penalty 830.523569 = -521719.167112 nChanged 182 SP:Iteration 16Q (2146.820000 sec): 3 clusters Score: Raw -522651.403596 + Penalty 830.523569 = -521820.880027 nChanged 183 SP:Iteration 17Q (2146.830000 sec): 3 clusters Score: Raw -522750.281866 + Penalty 830.523569 = -521919.758298 nChanged 137 SP:Iteration 18Q (2146.840000 sec): 3 clusters Score: Raw -522817.632573 + Penalty 830.523569 = -521987.109005 nChanged 119 SP:Iteration 19Q (2146.850000 sec): 3 clusters Score: Raw -522870.985062 + Penalty 830.523569 = -522040.461493 nChanged 105 SP:Iteration 20F (2146.860000 sec): 3 clusters Score: Raw -522918.759101 + Penalty 830.523569 = -522088.235533 nChanged 101 SP:Iteration 21Q (2146.860000 sec): 3 clusters Score: Raw -522963.908611 + Penalty 830.523569 = -522133.385042 nChanged 84 SP:Iteration 22Q (2146.880000 sec): 3 clusters Score: Raw -522998.760214 + Penalty 830.523569 = -522168.236646 nChanged 74 SP:Iteration 23Q (2146.890000 sec): 3 clusters Score: Raw -523027.899635 + Penalty 830.523569 = -522197.376066 nChanged 70 SP:Iteration 24Q (2146.890000 sec): 3 clusters Score: Raw -523058.232326 + Penalty 830.523569 = -522227.708758 nChanged 63 SP:Iteration 25Q (2146.900000 sec): 3 clusters Score: Raw -523085.610657 + Penalty 830.523569 = -522255.087088 nChanged 47 SP:Iteration 26Q (2146.910000 sec): 3 clusters Score: Raw -523107.934635 + Penalty 830.523569 = -522277.411066 nChanged 41 SP:Iteration 27Q (2146.920000 sec): 3 clusters Score: Raw -523124.774309 + Penalty 830.523569 = -522294.250741 nChanged 36 SP:Iteration 28Q (2146.930000 sec): 3 clusters Score: Raw -523139.418170 + Penalty 830.523569 = -522308.894601 nChanged 25 SP:Iteration 29Q (2146.930000 sec): 3 clusters Score: Raw -523147.891561 + Penalty 830.523569 = -522317.367992 nChanged 19 SP:Iteration 30Q (2146.940000 sec): 3 clusters Score: Raw -523155.103594 + Penalty 830.523569 = -522324.580025 nChanged 26 SP:Iteration 31Q (2146.950000 sec): 3 clusters Score: Raw -523165.174387 + Penalty 830.523569 = -522334.650818 nChanged 25 SP:Iteration 32Q (2146.960000 sec): 3 clusters Score: Raw -523174.073892 + Penalty 830.523569 = -522343.550323 nChanged 24 SP:Iteration 33Q (2146.970000 sec): 3 clusters Score: Raw -523182.080736 + Penalty 830.523569 = -522351.557167 nChanged 24 SP:Iteration 34Q (2146.970000 sec): 3 clusters Score: Raw -523190.893397 + Penalty 830.523569 = -522360.369828 nChanged 17 SP:Iteration 35Q (2146.980000 sec): 3 clusters Score: Raw -523198.213520 + Penalty 830.523569 = -522367.689952 nChanged 21 SP:Iteration 36Q (2146.990000 sec): 3 clusters Score: Raw -523206.466072 + Penalty 830.523569 = -522375.942504 nChanged 19 SP:Iteration 37Q (2147.000000 sec): 3 clusters Score: Raw -523214.513989 + Penalty 830.523569 = -522383.990420 nChanged 16 SP:Iteration 38Q (2147.010000 sec): 3 clusters Score: Raw -523220.599761 + Penalty 830.523569 = -522390.076192 nChanged 10 SP:Iteration 39Q (2147.010000 sec): 3 clusters Score: Raw -523225.778268 + Penalty 830.523569 = -522395.254700 nChanged 9 SP:Iteration 40F (2147.030000 sec): 3 clusters Score: Raw -523228.102382 + Penalty 830.523569 = -522397.578813 nChanged 8 SP:Iteration 41Q (2147.030000 sec): 3 clusters Score: Raw -523230.249534 + Penalty 830.523569 = -522399.725966 nChanged 7 SP:Iteration 42Q (2147.040000 sec): 3 clusters Score: Raw -523231.909623 + Penalty 830.523569 = -522401.386054 nChanged 6 SP:Iteration 43Q (2147.050000 sec): 3 clusters Score: Raw -523233.803990 + Penalty 830.523569 = -522403.280421 nChanged 5 SP:Iteration 44Q (2147.060000 sec): 3 clusters Score: Raw -523234.964124 + Penalty 830.523569 = -522404.440555 nChanged 5 SP:Iteration 45Q (2147.070000 sec): 3 clusters Score: Raw -523236.064326 + Penalty 830.523569 = -522405.540757 nChanged 2 SP:Iteration 46Q (2147.070000 sec): 3 clusters Score: Raw -523236.684741 + Penalty 830.523569 = -522406.161173 nChanged 1 SP:Iteration 47Q (2147.080000 sec): 3 clusters Score: Raw -523237.142691 + Penalty 830.523569 = -522406.619123 nChanged 4 SP:Iteration 48Q (2147.090000 sec): 3 clusters Score: Raw -523237.928867 + Penalty 830.523569 = -522407.405299 nChanged 2 SP:Iteration 49Q (2147.090000 sec): 3 clusters Score: Raw -523238.296805 + Penalty 830.523569 = -522407.773237 nChanged 0 SP:Iteration 50F (2147.110000 sec): 3 clusters Score: Raw -523238.296805 + Penalty 830.523569 = -522407.773237 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 20 (2955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.110000 sec): 2 clusters Score: Raw -157294.212001 + Penalty 363.602054 = -156930.609948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.120000 sec): 3 clusters Score: Raw -155642.427624 + Penalty 727.204108 = -154915.223517 nChanged 1280 SP:Iteration 1F (2147.120000 sec): 3 clusters Score: Raw -156396.767317 + Penalty 727.204108 = -155669.563209 nChanged 226 SP:Iteration 2F (2147.120000 sec): 3 clusters Score: Raw -156541.981648 + Penalty 727.204108 = -155814.777540 nChanged 191 SP:Iteration 3F (2147.130000 sec): 3 clusters Score: Raw -156666.468472 + Penalty 727.204108 = -155939.264364 nChanged 182 SP:Iteration 4F (2147.130000 sec): 3 clusters Score: Raw -156781.697679 + Penalty 727.204108 = -156054.493572 nChanged 148 SP:Iteration 5F (2147.130000 sec): 3 clusters Score: Raw -156875.997976 + Penalty 727.204108 = -156148.793869 nChanged 128 SP:Iteration 6Q (2147.140000 sec): 3 clusters Score: Raw -156955.844778 + Penalty 727.204108 = -156228.640670 nChanged 121 SP:Iteration 7Q (2147.140000 sec): 3 clusters Score: Raw -157016.682698 + Penalty 727.204108 = -156289.478591 nChanged 103 SP:Iteration 8Q (2147.140000 sec): 3 clusters Score: Raw -157066.448560 + Penalty 727.204108 = -156339.244452 nChanged 64 SP:Iteration 9Q (2147.150000 sec): 3 clusters Score: Raw -157090.010872 + Penalty 727.204108 = -156362.806764 nChanged 46 SP:Iteration 10Q (2147.150000 sec): 3 clusters Score: Raw -157102.884192 + Penalty 727.204108 = -156375.680084 nChanged 30 SP:Iteration 11Q (2147.150000 sec): 3 clusters Score: Raw -157109.404380 + Penalty 727.204108 = -156382.200273 nChanged 21 SP:Iteration 12Q (2147.160000 sec): 3 clusters Score: Raw -157118.266486 + Penalty 727.204108 = -156391.062379 nChanged 34 SP:Iteration 13Q (2147.160000 sec): 3 clusters Score: Raw -157134.234794 + Penalty 727.204108 = -156407.030687 nChanged 29 SP:Iteration 14Q (2147.160000 sec): 3 clusters Score: Raw -157142.684890 + Penalty 727.204108 = -156415.480782 nChanged 22 SP:Iteration 15Q (2147.170000 sec): 3 clusters Score: Raw -157147.726628 + Penalty 727.204108 = -156420.522520 nChanged 18 SP:Iteration 16Q (2147.170000 sec): 3 clusters Score: Raw -157152.473549 + Penalty 727.204108 = -156425.269441 nChanged 20 SP:Iteration 17Q (2147.170000 sec): 3 clusters Score: Raw -157156.842507 + Penalty 727.204108 = -156429.638400 nChanged 15 SP:Iteration 18Q (2147.170000 sec): 3 clusters Score: Raw -157159.409383 + Penalty 727.204108 = -156432.205276 nChanged 10 SP:Iteration 19Q (2147.180000 sec): 3 clusters Score: Raw -157160.538344 + Penalty 727.204108 = -156433.334236 nChanged 9 SP:Iteration 20F (2147.180000 sec): 3 clusters Score: Raw -157161.479758 + Penalty 727.204108 = -156434.275651 nChanged 3 SP:Iteration 21Q (2147.190000 sec): 3 clusters Score: Raw -157161.806473 + Penalty 727.204108 = -156434.602366 nChanged 3 SP:Iteration 22Q (2147.190000 sec): 3 clusters Score: Raw -157162.001738 + Penalty 727.204108 = -156434.797631 nChanged 2 SP:Iteration 23Q (2147.190000 sec): 3 clusters Score: Raw -157162.066931 + Penalty 727.204108 = -156434.862823 nChanged 2 SP:Iteration 24Q (2147.190000 sec): 3 clusters Score: Raw -157162.338848 + Penalty 727.204108 = -156435.134740 nChanged 3 SP:Iteration 25Q (2147.200000 sec): 3 clusters Score: Raw -157162.726826 + Penalty 727.204108 = -156435.522719 nChanged 4 SP:Iteration 26Q (2147.200000 sec): 3 clusters Score: Raw -157163.281034 + Penalty 727.204108 = -156436.076926 nChanged 3 SP:Iteration 27Q (2147.210000 sec): 3 clusters Score: Raw -157163.500102 + Penalty 727.204108 = -156436.295994 nChanged 2 SP:Iteration 28Q (2147.210000 sec): 3 clusters Score: Raw -157163.855597 + Penalty 727.204108 = -156436.651489 nChanged 3 SP:Iteration 29Q (2147.210000 sec): 3 clusters Score: Raw -157164.167546 + Penalty 727.204108 = -156436.963438 nChanged 2 SP:Iteration 30Q (2147.210000 sec): 3 clusters Score: Raw -157164.288678 + Penalty 727.204108 = -156437.084571 nChanged 2 SP:Iteration 31Q (2147.220000 sec): 3 clusters Score: Raw -157164.916241 + Penalty 727.204108 = -156437.712134 nChanged 5 SP:Iteration 32Q (2147.220000 sec): 3 clusters Score: Raw -157165.775610 + Penalty 727.204108 = -156438.571503 nChanged 7 SP:Iteration 33Q (2147.230000 sec): 3 clusters Score: Raw -157167.512363 + Penalty 727.204108 = -156440.308255 nChanged 6 SP:Iteration 34Q (2147.230000 sec): 3 clusters Score: Raw -157168.922604 + Penalty 727.204108 = -156441.718497 nChanged 6 SP:Iteration 35Q (2147.230000 sec): 3 clusters Score: Raw -157169.520188 + Penalty 727.204108 = -156442.316080 nChanged 2 SP:Iteration 36Q (2147.230000 sec): 3 clusters Score: Raw -157169.646509 + Penalty 727.204108 = -156442.442401 nChanged 2 SP:Iteration 37Q (2147.240000 sec): 3 clusters Score: Raw -157169.794938 + Penalty 727.204108 = -156442.590830 nChanged 3 SP:Iteration 38Q (2147.240000 sec): 3 clusters Score: Raw -157170.255283 + Penalty 727.204108 = -156443.051175 nChanged 8 SP:Iteration 39Q (2147.240000 sec): 3 clusters Score: Raw -157170.939869 + Penalty 727.204108 = -156443.735761 nChanged 6 SP:Iteration 40F (2147.250000 sec): 3 clusters Score: Raw -157171.573093 + Penalty 727.204108 = -156444.368985 nChanged 5 SP:Iteration 41Q (2147.250000 sec): 3 clusters Score: Raw -157171.986069 + Penalty 727.204108 = -156444.781962 nChanged 4 SP:Iteration 42Q (2147.250000 sec): 3 clusters Score: Raw -157172.281426 + Penalty 727.204108 = -156445.077318 nChanged 1 SP:Iteration 43Q (2147.260000 sec): 3 clusters Score: Raw -157172.412797 + Penalty 727.204108 = -156445.208690 nChanged 4 SP:Iteration 44Q (2147.260000 sec): 3 clusters Score: Raw -157172.711950 + Penalty 727.204108 = -156445.507843 nChanged 2 SP:Iteration 45Q (2147.260000 sec): 3 clusters Score: Raw -157172.896334 + Penalty 727.204108 = -156445.692227 nChanged 1 SP:Iteration 46Q (2147.270000 sec): 3 clusters Score: Raw -157172.914339 + Penalty 727.204108 = -156445.710231 nChanged 0 SP:Iteration 47F (2147.270000 sec): 3 clusters Score: Raw -157172.914339 + Penalty 727.204108 = -156445.710231 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 21 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.270000 sec): 2 clusters Score: Raw -25139.283572 + Penalty 279.852426 = -24859.431146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.270000 sec): 3 clusters Score: Raw -24964.625975 + Penalty 559.704852 = -24404.921123 nChanged 150 SP:Iteration 1F (2147.270000 sec): 3 clusters Score: Raw -25108.075539 + Penalty 559.704852 = -24548.370687 nChanged 31 SP:Iteration 2F (2147.270000 sec): 3 clusters Score: Raw -25134.078599 + Penalty 559.704852 = -24574.373747 nChanged 23 SP:Iteration 3Q (2147.270000 sec): 3 clusters Score: Raw -25150.675748 + Penalty 559.704852 = -24590.970896 nChanged 9 SP:Iteration 4Q (2147.270000 sec): 3 clusters Score: Raw -25161.706043 + Penalty 559.704852 = -24602.001192 nChanged 14 SP:Iteration 5Q (2147.270000 sec): 3 clusters Score: Raw -25182.722823 + Penalty 559.704852 = -24623.017971 nChanged 12 SP:Iteration 6Q (2147.270000 sec): 3 clusters Score: Raw -25204.463823 + Penalty 559.704852 = -24644.758971 nChanged 16 SP:Iteration 7Q (2147.280000 sec): 3 clusters Score: Raw -25215.613640 + Penalty 559.704852 = -24655.908788 nChanged 7 SP:Iteration 8Q (2147.280000 sec): 3 clusters Score: Raw -25220.713070 + Penalty 559.704852 = -24661.008218 nChanged 5 SP:Iteration 9Q (2147.280000 sec): 3 clusters Score: Raw -25224.392554 + Penalty 559.704852 = -24664.687702 nChanged 4 SP:Iteration 10Q (2147.280000 sec): 3 clusters Score: Raw -25225.844406 + Penalty 559.704852 = -24666.139554 nChanged 2 SP:Iteration 11Q (2147.280000 sec): 3 clusters Score: Raw -25227.108670 + Penalty 559.704852 = -24667.403818 nChanged 2 SP:Iteration 12Q (2147.280000 sec): 3 clusters Score: Raw -25227.425287 + Penalty 559.704852 = -24667.720435 nChanged 1 SP:Iteration 13Q (2147.280000 sec): 3 clusters Score: Raw -25227.875566 + Penalty 559.704852 = -24668.170715 nChanged 3 SP:Iteration 14Q (2147.280000 sec): 3 clusters Score: Raw -25230.213788 + Penalty 559.704852 = -24670.508936 nChanged 3 SP:Iteration 15Q (2147.280000 sec): 3 clusters Score: Raw -25231.967221 + Penalty 559.704852 = -24672.262369 nChanged 3 SP:Iteration 16Q (2147.280000 sec): 3 clusters Score: Raw -25232.943042 + Penalty 559.704852 = -24673.238190 nChanged 0 SP:Iteration 17F (2147.280000 sec): 3 clusters Score: Raw -25232.943042 + Penalty 559.704852 = -24673.238190 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 22 (1899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.290000 sec): 2 clusters Score: Raw -104112.035594 + Penalty 343.483263 = -103768.552331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.290000 sec): 3 clusters Score: Raw -103049.787420 + Penalty 686.966527 = -102362.820893 nChanged 825 SP:Iteration 1F (2147.290000 sec): 3 clusters Score: Raw -103537.962558 + Penalty 686.966527 = -102850.996032 nChanged 163 SP:Iteration 2F (2147.290000 sec): 3 clusters Score: Raw -103663.812623 + Penalty 686.966527 = -102976.846097 nChanged 163 SP:Iteration 3F (2147.290000 sec): 3 clusters Score: Raw -103785.572703 + Penalty 686.966527 = -103098.606176 nChanged 136 SP:Iteration 4F (2147.300000 sec): 3 clusters Score: Raw -103882.569648 + Penalty 686.966527 = -103195.603121 nChanged 101 SP:Iteration 5F (2147.300000 sec): 3 clusters Score: Raw -103944.371675 + Penalty 686.966527 = -103257.405149 nChanged 75 SP:Iteration 6Q (2147.300000 sec): 3 clusters Score: Raw -103997.299818 + Penalty 686.966527 = -103310.333291 nChanged 68 SP:Iteration 7Q (2147.300000 sec): 3 clusters Score: Raw -104042.840533 + Penalty 686.966527 = -103355.874007 nChanged 65 SP:Iteration 8Q (2147.310000 sec): 3 clusters Score: Raw -104086.129534 + Penalty 686.966527 = -103399.163008 nChanged 49 SP:Iteration 9Q (2147.310000 sec): 3 clusters Score: Raw -104114.708979 + Penalty 686.966527 = -103427.742452 nChanged 34 SP:Iteration 10Q (2147.310000 sec): 3 clusters Score: Raw -104134.536505 + Penalty 686.966527 = -103447.569979 nChanged 25 SP:Iteration 11Q (2147.310000 sec): 3 clusters Score: Raw -104147.425863 + Penalty 686.966527 = -103460.459336 nChanged 18 SP:Iteration 12Q (2147.310000 sec): 3 clusters Score: Raw -104154.433250 + Penalty 686.966527 = -103467.466724 nChanged 11 SP:Iteration 13Q (2147.310000 sec): 3 clusters Score: Raw -104159.910796 + Penalty 686.966527 = -103472.944269 nChanged 9 SP:Iteration 14Q (2147.320000 sec): 3 clusters Score: Raw -104164.576551 + Penalty 686.966527 = -103477.610024 nChanged 7 SP:Iteration 15Q (2147.320000 sec): 3 clusters Score: Raw -104166.856480 + Penalty 686.966527 = -103479.889954 nChanged 4 SP:Iteration 16Q (2147.320000 sec): 3 clusters Score: Raw -104168.816966 + Penalty 686.966527 = -103481.850439 nChanged 7 SP:Iteration 17Q (2147.320000 sec): 3 clusters Score: Raw -104170.678616 + Penalty 686.966527 = -103483.712089 nChanged 6 SP:Iteration 18Q (2147.330000 sec): 3 clusters Score: Raw -104171.483163 + Penalty 686.966527 = -103484.516636 nChanged 2 SP:Iteration 19Q (2147.330000 sec): 3 clusters Score: Raw -104171.720672 + Penalty 686.966527 = -103484.754145 nChanged 1 SP:Iteration 20F (2147.330000 sec): 3 clusters Score: Raw -104171.832111 + Penalty 686.966527 = -103484.865585 nChanged 1 SP:Iteration 21Q (2147.330000 sec): 3 clusters Score: Raw -104171.978860 + Penalty 686.966527 = -103485.012334 nChanged 0 SP:Iteration 22F (2147.330000 sec): 3 clusters Score: Raw -104171.978860 + Penalty 686.966527 = -103485.012334 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 23 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.330000 sec): 2 clusters Score: Raw -1032.017135 + Penalty 153.211960 = -878.805174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.330000 sec): 3 clusters Score: Raw -1146.565773 + Penalty 306.423921 = -840.141852 nChanged 2 SP:Iteration 1F (2147.330000 sec): 2 clusters Score: Raw 404.408080 + Penalty 153.211960 = 557.620041 nChanged 12 SP:Iteration 2F (2147.330000 sec): 2 clusters Score: Raw -1032.017135 + Penalty 153.211960 = -878.805174 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.340000 sec): 2 clusters Score: Raw -10613.117528 + Penalty 235.771152 = -10377.346376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.340000 sec): 3 clusters Score: Raw -10591.193282 + Penalty 471.542303 = -10119.650979 nChanged 41 SP:Iteration 1F (2147.340000 sec): 3 clusters Score: Raw -10629.608259 + Penalty 471.542303 = -10158.065956 nChanged 6 SP:Iteration 2Q (2147.340000 sec): 3 clusters Score: Raw -10637.663746 + Penalty 471.542303 = -10166.121443 nChanged 6 SP:Iteration 3Q (2147.340000 sec): 3 clusters Score: Raw -10645.700987 + Penalty 471.542303 = -10174.158683 nChanged 4 SP:Iteration 4Q (2147.340000 sec): 3 clusters Score: Raw -10653.605868 + Penalty 471.542303 = -10182.063565 nChanged 3 SP:Iteration 5Q (2147.340000 sec): 3 clusters Score: Raw -10660.258225 + Penalty 471.542303 = -10188.715922 nChanged 1 SP:Iteration 6Q (2147.340000 sec): 3 clusters Score: Raw -10661.482109 + Penalty 471.542303 = -10189.939806 nChanged 1 SP:Iteration 7Q (2147.340000 sec): 3 clusters Score: Raw -10662.036325 + Penalty 471.542303 = -10190.494022 nChanged 0 SP:Iteration 8F (2147.340000 sec): 3 clusters Score: Raw -10662.036325 + Penalty 471.542303 = -10190.494022 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 25 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.340000 sec): 2 clusters Score: Raw -7311.347942 + Penalty 221.821478 = -7089.526464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.340000 sec): 3 clusters Score: Raw -7291.805263 + Penalty 443.642956 = -6848.162307 nChanged 24 SP:Iteration 1F (2147.340000 sec): 3 clusters Score: Raw -7339.858837 + Penalty 443.642956 = -6896.215881 nChanged 10 SP:Iteration 2F (2147.340000 sec): 3 clusters Score: Raw -7354.930824 + Penalty 443.642956 = -6911.287868 nChanged 3 SP:Iteration 3Q (2147.340000 sec): 3 clusters Score: Raw -7357.858804 + Penalty 443.642956 = -6914.215848 nChanged 0 SP:Iteration 4F (2147.340000 sec): 3 clusters Score: Raw -7357.858804 + Penalty 443.642956 = -6914.215848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 26 (1574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.350000 sec): 2 clusters Score: Raw -87354.821407 + Penalty 334.942582 = -87019.878825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.350000 sec): 3 clusters Score: Raw -86508.479440 + Penalty 669.885164 = -85838.594276 nChanged 683 SP:Iteration 1F (2147.350000 sec): 3 clusters Score: Raw -86866.486877 + Penalty 669.885164 = -86196.601713 nChanged 127 SP:Iteration 2F (2147.350000 sec): 3 clusters Score: Raw -86926.751322 + Penalty 669.885164 = -86256.866158 nChanged 83 SP:Iteration 3F (2147.350000 sec): 3 clusters Score: Raw -86967.114741 + Penalty 669.885164 = -86297.229577 nChanged 67 SP:Iteration 4Q (2147.350000 sec): 3 clusters Score: Raw -86996.120115 + Penalty 669.885164 = -86326.234951 nChanged 45 SP:Iteration 5Q (2147.350000 sec): 3 clusters Score: Raw -87013.493436 + Penalty 669.885164 = -86343.608272 nChanged 39 SP:Iteration 6Q (2147.360000 sec): 3 clusters Score: Raw -87030.626567 + Penalty 669.885164 = -86360.741403 nChanged 36 SP:Iteration 7Q (2147.360000 sec): 3 clusters Score: Raw -87043.799529 + Penalty 669.885164 = -86373.914365 nChanged 27 SP:Iteration 8Q (2147.360000 sec): 3 clusters Score: Raw -87053.286855 + Penalty 669.885164 = -86383.401691 nChanged 27 SP:Iteration 9Q (2147.360000 sec): 3 clusters Score: Raw -87063.743758 + Penalty 669.885164 = -86393.858594 nChanged 28 SP:Iteration 10Q (2147.360000 sec): 3 clusters Score: Raw -87073.069504 + Penalty 669.885164 = -86403.184340 nChanged 31 SP:Iteration 11Q (2147.370000 sec): 3 clusters Score: Raw -87082.350124 + Penalty 669.885164 = -86412.464960 nChanged 23 SP:Iteration 12Q (2147.370000 sec): 3 clusters Score: Raw -87091.952910 + Penalty 669.885164 = -86422.067746 nChanged 25 SP:Iteration 13Q (2147.370000 sec): 3 clusters Score: Raw -87103.827967 + Penalty 669.885164 = -86433.942803 nChanged 23 SP:Iteration 14Q (2147.370000 sec): 3 clusters Score: Raw -87116.763947 + Penalty 669.885164 = -86446.878782 nChanged 33 SP:Iteration 15Q (2147.370000 sec): 3 clusters Score: Raw -87132.766462 + Penalty 669.885164 = -86462.881297 nChanged 36 SP:Iteration 16Q (2147.370000 sec): 3 clusters Score: Raw -87150.118052 + Penalty 669.885164 = -86480.232888 nChanged 30 SP:Iteration 17Q (2147.380000 sec): 3 clusters Score: Raw -87164.036837 + Penalty 669.885164 = -86494.151673 nChanged 30 SP:Iteration 18Q (2147.380000 sec): 3 clusters Score: Raw -87187.170459 + Penalty 669.885164 = -86517.285295 nChanged 45 SP:Iteration 19Q (2147.380000 sec): 3 clusters Score: Raw -87226.115476 + Penalty 669.885164 = -86556.230312 nChanged 45 SP:Iteration 20F (2147.380000 sec): 3 clusters Score: Raw -87264.485082 + Penalty 669.885164 = -86594.599918 nChanged 40 SP:Iteration 21Q (2147.380000 sec): 3 clusters Score: Raw -87296.898031 + Penalty 669.885164 = -86627.012867 nChanged 39 SP:Iteration 22Q (2147.390000 sec): 3 clusters Score: Raw -87323.780263 + Penalty 669.885164 = -86653.895099 nChanged 31 SP:Iteration 23Q (2147.390000 sec): 3 clusters Score: Raw -87340.953391 + Penalty 669.885164 = -86671.068227 nChanged 21 SP:Iteration 24Q (2147.390000 sec): 3 clusters Score: Raw -87353.193962 + Penalty 669.885164 = -86683.308798 nChanged 14 SP:Iteration 25Q (2147.390000 sec): 3 clusters Score: Raw -87362.415571 + Penalty 669.885164 = -86692.530407 nChanged 15 SP:Iteration 26Q (2147.390000 sec): 3 clusters Score: Raw -87370.808462 + Penalty 669.885164 = -86700.923298 nChanged 12 SP:Iteration 27Q (2147.390000 sec): 3 clusters Score: Raw -87376.396583 + Penalty 669.885164 = -86706.511419 nChanged 8 SP:Iteration 28Q (2147.390000 sec): 3 clusters Score: Raw -87379.495706 + Penalty 669.885164 = -86709.610542 nChanged 4 SP:Iteration 29Q (2147.400000 sec): 3 clusters Score: Raw -87380.489988 + Penalty 669.885164 = -86710.604824 nChanged 5 SP:Iteration 30Q (2147.400000 sec): 3 clusters Score: Raw -87381.256464 + Penalty 669.885164 = -86711.371300 nChanged 4 SP:Iteration 31Q (2147.400000 sec): 3 clusters Score: Raw -87382.407861 + Penalty 669.885164 = -86712.522697 nChanged 3 SP:Iteration 32Q (2147.400000 sec): 3 clusters Score: Raw -87383.661278 + Penalty 669.885164 = -86713.776113 nChanged 5 SP:Iteration 33Q (2147.400000 sec): 3 clusters Score: Raw -87385.835512 + Penalty 669.885164 = -86715.950348 nChanged 3 SP:Iteration 34Q (2147.410000 sec): 3 clusters Score: Raw -87386.386368 + Penalty 669.885164 = -86716.501204 nChanged 2 SP:Iteration 35Q (2147.410000 sec): 3 clusters Score: Raw -87386.937212 + Penalty 669.885164 = -86717.052048 nChanged 1 SP:Iteration 36Q (2147.410000 sec): 3 clusters Score: Raw -87387.085069 + Penalty 669.885164 = -86717.199905 nChanged 2 SP:Iteration 37Q (2147.410000 sec): 3 clusters Score: Raw -87387.365621 + Penalty 669.885164 = -86717.480457 nChanged 1 SP:Iteration 38Q (2147.410000 sec): 3 clusters Score: Raw -87387.411847 + Penalty 669.885164 = -86717.526683 nChanged 0 SP:Iteration 39F (2147.410000 sec): 3 clusters Score: Raw -87387.411847 + Penalty 669.885164 = -86717.526683 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 27 (111241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.610000 sec): 2 clusters Score: Raw -6498761.438930 + Penalty 528.685171 = -6498232.753759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.750000 sec): 3 clusters Score: Raw -6423834.594539 + Penalty 1057.370341 = -6422777.224198 nChanged 54434 SP:Iteration 1F (2147.890000 sec): 3 clusters Score: Raw -6458664.176632 + Penalty 1057.370341 = -6457606.806291 nChanged 5543 SP:Iteration 2Q (2148.040000 sec): 3 clusters Score: Raw -6460693.932537 + Penalty 1057.370341 = -6459636.562196 nChanged 5914 SP:Iteration 3F (2148.180000 sec): 3 clusters Score: Raw -6463212.898512 + Penalty 1057.370341 = -6462155.528171 nChanged 6246 SP:Iteration 4F (2148.320000 sec): 3 clusters Score: Raw -6466491.290525 + Penalty 1057.370341 = -6465433.920184 nChanged 6917 SP:Iteration 5F (2148.460000 sec): 3 clusters Score: Raw -6470981.906782 + Penalty 1057.370341 = -6469924.536441 nChanged 7262 SP:Iteration 6F (2148.600000 sec): 3 clusters Score: Raw -6476555.826131 + Penalty 1057.370341 = -6475498.455790 nChanged 7177 SP:Iteration 7F (2148.740000 sec): 3 clusters Score: Raw -6482660.915023 + Penalty 1057.370341 = -6481603.544682 nChanged 6107 SP:Iteration 8F (2148.880000 sec): 3 clusters Score: Raw -6488287.150354 + Penalty 1057.370341 = -6487229.780013 nChanged 4692 SP:Iteration 9Q (2149.020000 sec): 3 clusters Score: Raw -6492637.110215 + Penalty 1057.370341 = -6491579.739874 nChanged 2957 SP:Iteration 10Q (2149.150000 sec): 3 clusters Score: Raw -6495188.063372 + Penalty 1057.370341 = -6494130.693030 nChanged 1826 SP:Iteration 11Q (2149.270000 sec): 3 clusters Score: Raw -6496650.964169 + Penalty 1057.370341 = -6495593.593828 nChanged 1127 SP:Iteration 12Q (2149.390000 sec): 3 clusters Score: Raw -6497498.236502 + Penalty 1057.370341 = -6496440.866161 nChanged 723 SP:Iteration 13Q (2149.500000 sec): 3 clusters Score: Raw -6498030.040283 + Penalty 1057.370341 = -6496972.669941 nChanged 446 SP:Iteration 14Q (2149.610000 sec): 3 clusters Score: Raw -6498345.555537 + Penalty 1057.370341 = -6497288.185196 nChanged 258 SP:Iteration 15Q (2149.720000 sec): 3 clusters Score: Raw -6498533.394456 + Penalty 1057.370341 = -6497476.024115 nChanged 169 SP:Iteration 16Q (2149.830000 sec): 3 clusters Score: Raw -6498671.047890 + Penalty 1057.370341 = -6497613.677549 nChanged 126 SP:Iteration 17Q (2149.940000 sec): 3 clusters Score: Raw -6498762.839215 + Penalty 1057.370341 = -6497705.468874 nChanged 88 SP:Iteration 18Q (2150.050000 sec): 3 clusters Score: Raw -6498824.546651 + Penalty 1057.370341 = -6497767.176310 nChanged 66 SP:Iteration 19Q (2150.150000 sec): 3 clusters Score: Raw -6498853.044736 + Penalty 1057.370341 = -6497795.674395 nChanged 35 SP:Iteration 20F (2150.290000 sec): 3 clusters Score: Raw -6498867.803418 + Penalty 1057.370341 = -6497810.433077 nChanged 26 SP:Iteration 21Q (2150.390000 sec): 3 clusters Score: Raw -6498879.827323 + Penalty 1057.370341 = -6497822.456982 nChanged 28 SP:Iteration 22Q (2150.500000 sec): 3 clusters Score: Raw -6498893.699556 + Penalty 1057.370341 = -6497836.329215 nChanged 27 SP:Iteration 23Q (2150.610000 sec): 3 clusters Score: Raw -6498907.045348 + Penalty 1057.370341 = -6497849.675007 nChanged 29 SP:Iteration 24Q (2150.720000 sec): 3 clusters Score: Raw -6498920.325672 + Penalty 1057.370341 = -6497862.955331 nChanged 29 SP:Iteration 25Q (2150.830000 sec): 3 clusters Score: Raw -6498933.689201 + Penalty 1057.370341 = -6497876.318860 nChanged 27 SP:Iteration 26Q (2150.940000 sec): 3 clusters Score: Raw -6498946.975714 + Penalty 1057.370341 = -6497889.605372 nChanged 23 SP:Iteration 27Q (2151.050000 sec): 3 clusters Score: Raw -6498955.847251 + Penalty 1057.370341 = -6497898.476910 nChanged 20 SP:Iteration 28Q (2151.160000 sec): 3 clusters Score: Raw -6498965.743639 + Penalty 1057.370341 = -6497908.373298 nChanged 11 SP:Iteration 29Q (2151.270000 sec): 3 clusters Score: Raw -6498969.743151 + Penalty 1057.370341 = -6497912.372810 nChanged 11 SP:Iteration 30Q (2151.370000 sec): 3 clusters Score: Raw -6498976.422778 + Penalty 1057.370341 = -6497919.052437 nChanged 15 SP:Iteration 31Q (2151.480000 sec): 3 clusters Score: Raw -6498982.790497 + Penalty 1057.370341 = -6497925.420156 nChanged 13 SP:Iteration 32Q (2151.590000 sec): 3 clusters Score: Raw -6498987.469928 + Penalty 1057.370341 = -6497930.099587 nChanged 11 SP:Iteration 33Q (2151.690000 sec): 3 clusters Score: Raw -6498992.528370 + Penalty 1057.370341 = -6497935.158029 nChanged 10 SP:Iteration 34Q (2151.800000 sec): 3 clusters Score: Raw -6498996.973104 + Penalty 1057.370341 = -6497939.602763 nChanged 9 SP:Iteration 35Q (2151.910000 sec): 3 clusters Score: Raw -6499000.235158 + Penalty 1057.370341 = -6497942.864817 nChanged 9 SP:Iteration 36Q (2152.020000 sec): 3 clusters Score: Raw -6499002.603898 + Penalty 1057.370341 = -6497945.233557 nChanged 6 SP:Iteration 37Q (2152.120000 sec): 3 clusters Score: Raw -6499004.788698 + Penalty 1057.370341 = -6497947.418357 nChanged 3 SP:Iteration 38Q (2152.230000 sec): 3 clusters Score: Raw -6499005.424417 + Penalty 1057.370341 = -6497948.054076 nChanged 1 SP:Iteration 39Q (2152.340000 sec): 3 clusters Score: Raw -6499005.544779 + Penalty 1057.370341 = -6497948.174438 nChanged 0 SP:Iteration 40F (2152.470000 sec): 3 clusters Score: Raw -6499005.652937 + Penalty 1057.370341 = -6497948.282595 nChanged 1 SP:Iteration 41Q (2152.580000 sec): 3 clusters Score: Raw -6499005.777753 + Penalty 1057.370341 = -6497948.407412 nChanged 1 SP:Iteration 42Q (2152.680000 sec): 3 clusters Score: Raw -6499006.160503 + Penalty 1057.370341 = -6497948.790162 nChanged 2 SP:Iteration 43Q (2152.790000 sec): 3 clusters Score: Raw -6499006.708146 + Penalty 1057.370341 = -6497949.337804 nChanged 0 SP:Iteration 44F (2152.930000 sec): 3 clusters Score: Raw -6499006.708146 + Penalty 1057.370341 = -6497949.337804 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 28 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.970000 sec): 2 clusters Score: Raw -12303.232053 + Penalty 244.994525 = -12058.237528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.970000 sec): 3 clusters Score: Raw -12234.415531 + Penalty 489.989051 = -11744.426480 nChanged 59 SP:Iteration 1F (2152.970000 sec): 3 clusters Score: Raw -12307.940495 + Penalty 489.989051 = -11817.951444 nChanged 19 SP:Iteration 2F (2152.970000 sec): 3 clusters Score: Raw -12342.877328 + Penalty 489.989051 = -11852.888277 nChanged 10 SP:Iteration 3Q (2152.970000 sec): 3 clusters Score: Raw -12359.639581 + Penalty 489.989051 = -11869.650530 nChanged 7 SP:Iteration 4Q (2152.970000 sec): 3 clusters Score: Raw -12366.229815 + Penalty 489.989051 = -11876.240764 nChanged 6 SP:Iteration 5Q (2152.980000 sec): 3 clusters Score: Raw -12374.753401 + Penalty 489.989051 = -11884.764350 nChanged 3 SP:Iteration 6Q (2152.980000 sec): 3 clusters Score: Raw -12376.664038 + Penalty 489.989051 = -11886.674987 nChanged 1 SP:Iteration 7Q (2152.980000 sec): 3 clusters Score: Raw -12379.363404 + Penalty 489.989051 = -11889.374353 nChanged 1 SP:Iteration 8Q (2152.980000 sec): 3 clusters Score: Raw -12380.252795 + Penalty 489.989051 = -11890.263744 nChanged 1 SP:Iteration 9Q (2152.980000 sec): 3 clusters Score: Raw -12381.993573 + Penalty 489.989051 = -11892.004522 nChanged 0 SP:Iteration 10F (2152.980000 sec): 3 clusters Score: Raw -12381.993573 + Penalty 489.989051 = -11892.004522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 29 (2647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.980000 sec): 2 clusters Score: Raw -147234.522932 + Penalty 358.593790 = -146875.929142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.990000 sec): 3 clusters Score: Raw -145706.637049 + Penalty 717.187580 = -144989.449469 nChanged 1141 SP:Iteration 1F (2152.990000 sec): 3 clusters Score: Raw -146296.323179 + Penalty 717.187580 = -145579.135599 nChanged 161 SP:Iteration 2F (2152.990000 sec): 3 clusters Score: Raw -146376.576322 + Penalty 717.187580 = -145659.388742 nChanged 144 SP:Iteration 3F (2152.990000 sec): 3 clusters Score: Raw -146440.193017 + Penalty 717.187580 = -145723.005437 nChanged 129 SP:Iteration 4Q (2153.000000 sec): 3 clusters Score: Raw -146497.247218 + Penalty 717.187580 = -145780.059637 nChanged 110 SP:Iteration 5Q (2153.000000 sec): 3 clusters Score: Raw -146535.118472 + Penalty 717.187580 = -145817.930892 nChanged 94 SP:Iteration 6Q (2153.000000 sec): 3 clusters Score: Raw -146568.472726 + Penalty 717.187580 = -145851.285145 nChanged 79 SP:Iteration 7Q (2153.010000 sec): 3 clusters Score: Raw -146594.185305 + Penalty 717.187580 = -145876.997725 nChanged 70 SP:Iteration 8Q (2153.010000 sec): 3 clusters Score: Raw -146617.074226 + Penalty 717.187580 = -145899.886646 nChanged 63 SP:Iteration 9Q (2153.010000 sec): 3 clusters Score: Raw -146639.015545 + Penalty 717.187580 = -145921.827964 nChanged 63 SP:Iteration 10Q (2153.010000 sec): 3 clusters Score: Raw -146661.370868 + Penalty 717.187580 = -145944.183288 nChanged 77 SP:Iteration 11Q (2153.020000 sec): 3 clusters Score: Raw -146693.193965 + Penalty 717.187580 = -145976.006384 nChanged 89 SP:Iteration 12Q (2153.020000 sec): 3 clusters Score: Raw -146735.966511 + Penalty 717.187580 = -146018.778930 nChanged 102 SP:Iteration 13Q (2153.030000 sec): 3 clusters Score: Raw -146789.989340 + Penalty 717.187580 = -146072.801760 nChanged 97 SP:Iteration 14Q (2153.030000 sec): 3 clusters Score: Raw -146841.099251 + Penalty 717.187580 = -146123.911671 nChanged 98 SP:Iteration 15Q (2153.030000 sec): 3 clusters Score: Raw -146903.189027 + Penalty 717.187580 = -146186.001447 nChanged 109 SP:Iteration 16Q (2153.030000 sec): 3 clusters Score: Raw -146979.297969 + Penalty 717.187580 = -146262.110388 nChanged 91 SP:Iteration 17Q (2153.030000 sec): 3 clusters Score: Raw -147055.394921 + Penalty 717.187580 = -146338.207341 nChanged 79 SP:Iteration 18Q (2153.040000 sec): 3 clusters Score: Raw -147133.742269 + Penalty 717.187580 = -146416.554688 nChanged 61 SP:Iteration 19Q (2153.040000 sec): 3 clusters Score: Raw -147187.797771 + Penalty 717.187580 = -146470.610191 nChanged 35 SP:Iteration 20F (2153.050000 sec): 3 clusters Score: Raw -147218.705959 + Penalty 717.187580 = -146501.518378 nChanged 29 SP:Iteration 21Q (2153.050000 sec): 3 clusters Score: Raw -147249.882506 + Penalty 717.187580 = -146532.694926 nChanged 19 SP:Iteration 22Q (2153.050000 sec): 3 clusters Score: Raw -147272.045832 + Penalty 717.187580 = -146554.858252 nChanged 6 SP:Iteration 23Q (2153.050000 sec): 3 clusters Score: Raw -147279.167646 + Penalty 717.187580 = -146561.980066 nChanged 7 SP:Iteration 24Q (2153.050000 sec): 3 clusters Score: Raw -147285.523448 + Penalty 717.187580 = -146568.335868 nChanged 5 SP:Iteration 25Q (2153.060000 sec): 3 clusters Score: Raw -147288.235849 + Penalty 717.187580 = -146571.048268 nChanged 0 SP:Iteration 26F (2153.060000 sec): 3 clusters Score: Raw -147288.235849 + Penalty 717.187580 = -146571.048268 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 30 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.060000 sec): 2 clusters Score: Raw -10471.235154 + Penalty 237.279577 = -10233.955577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.060000 sec): 3 clusters Score: Raw -10430.719001 + Penalty 474.559154 = -9956.159847 nChanged 51 SP:Iteration 1F (2153.060000 sec): 3 clusters Score: Raw -10483.914725 + Penalty 474.559154 = -10009.355571 nChanged 9 SP:Iteration 2Q (2153.060000 sec): 3 clusters Score: Raw -10493.565673 + Penalty 474.559154 = -10019.006519 nChanged 3 SP:Iteration 3Q (2153.060000 sec): 3 clusters Score: Raw -10496.897028 + Penalty 474.559154 = -10022.337874 nChanged 1 SP:Iteration 4Q (2153.060000 sec): 3 clusters Score: Raw -10497.826514 + Penalty 474.559154 = -10023.267360 nChanged 2 SP:Iteration 5Q (2153.060000 sec): 3 clusters Score: Raw -10499.502402 + Penalty 474.559154 = -10024.943248 nChanged 4 SP:Iteration 6Q (2153.060000 sec): 3 clusters Score: Raw -10503.870552 + Penalty 474.559154 = -10029.311398 nChanged 0 SP:Iteration 7F (2153.070000 sec): 3 clusters Score: Raw -10503.870552 + Penalty 474.559154 = -10029.311398 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 31 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.070000 sec): 2 clusters Score: Raw -5741.456169 + Penalty 213.871857 = -5527.584312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.070000 sec): 3 clusters Score: Raw -5765.738959 + Penalty 427.743713 = -5337.995246 nChanged 24 SP:Iteration 1F (2153.070000 sec): 3 clusters Score: Raw -5812.657669 + Penalty 427.743713 = -5384.913955 nChanged 2 SP:Iteration 2Q (2153.070000 sec): 3 clusters Score: Raw -5819.706167 + Penalty 427.743713 = -5391.962454 nChanged 1 SP:Iteration 3Q (2153.070000 sec): 3 clusters Score: Raw -5821.529030 + Penalty 427.743713 = -5393.785317 nChanged 1 SP:Iteration 4Q (2153.070000 sec): 3 clusters Score: Raw -5823.179880 + Penalty 427.743713 = -5395.436166 nChanged 0 SP:Iteration 5F (2153.070000 sec): 3 clusters Score: Raw -5823.179880 + Penalty 427.743713 = -5395.436166 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 32 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.070000 sec): 2 clusters Score: Raw -28738.850436 + Penalty 283.217409 = -28455.633027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.070000 sec): 3 clusters Score: Raw -28539.725620 + Penalty 566.434817 = -27973.290803 nChanged 158 SP:Iteration 1F (2153.070000 sec): 3 clusters Score: Raw -28692.272972 + Penalty 566.434817 = -28125.838155 nChanged 41 SP:Iteration 2F (2153.070000 sec): 3 clusters Score: Raw -28731.982669 + Penalty 566.434817 = -28165.547852 nChanged 32 SP:Iteration 3F (2153.070000 sec): 3 clusters Score: Raw -28766.447205 + Penalty 566.434817 = -28200.012388 nChanged 21 SP:Iteration 4Q (2153.070000 sec): 3 clusters Score: Raw -28793.963197 + Penalty 566.434817 = -28227.528380 nChanged 14 SP:Iteration 5Q (2153.070000 sec): 3 clusters Score: Raw -28811.235229 + Penalty 566.434817 = -28244.800412 nChanged 11 SP:Iteration 6Q (2153.070000 sec): 3 clusters Score: Raw -28818.377136 + Penalty 566.434817 = -28251.942319 nChanged 8 SP:Iteration 7Q (2153.070000 sec): 3 clusters Score: Raw -28822.678714 + Penalty 566.434817 = -28256.243897 nChanged 0 SP:Iteration 8F (2153.070000 sec): 3 clusters Score: Raw -28822.678714 + Penalty 566.434817 = -28256.243897 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 33 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.070000 sec): 2 clusters Score: Raw -3629.002186 + Penalty 193.951934 = -3435.050251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.070000 sec): 3 clusters Score: Raw -3659.181364 + Penalty 387.903869 = -3271.277495 nChanged 9 SP:Iteration 1F (2153.070000 sec): 3 clusters Score: Raw -3686.445941 + Penalty 387.903869 = -3298.542072 nChanged 1 SP:Iteration 2Q (2153.070000 sec): 3 clusters Score: Raw -3688.025093 + Penalty 387.903869 = -3300.121225 nChanged 0 SP:Iteration 3F (2153.070000 sec): 3 clusters Score: Raw -3688.025093 + Penalty 387.903869 = -3300.121225 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 34 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.080000 sec): 2 clusters Score: Raw -2906.053065 + Penalty 193.306534 = -2712.746531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.080000 sec): 3 clusters Score: Raw -2920.819103 + Penalty 386.613067 = -2534.206036 nChanged 12 SP:Iteration 1F (2153.080000 sec): 3 clusters Score: Raw -2972.055218 + Penalty 386.613067 = -2585.442151 nChanged 3 SP:Iteration 2Q (2153.080000 sec): 3 clusters Score: Raw -2976.452287 + Penalty 386.613067 = -2589.839220 nChanged 1 SP:Iteration 3Q (2153.080000 sec): 3 clusters Score: Raw -2978.319619 + Penalty 386.613067 = -2591.706552 nChanged 0 SP:Iteration 4F (2153.080000 sec): 3 clusters Score: Raw -2978.319619 + Penalty 386.613067 = -2591.706552 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 35 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.080000 sec): 2 clusters Score: Raw -9307.304010 + Penalty 229.768448 = -9077.535562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.080000 sec): 3 clusters Score: Raw -9275.413088 + Penalty 459.536897 = -8815.876192 nChanged 38 SP:Iteration 1F (2153.080000 sec): 3 clusters Score: Raw -9320.880194 + Penalty 459.536897 = -8861.343297 nChanged 3 SP:Iteration 2Q (2153.080000 sec): 3 clusters Score: Raw -9326.033379 + Penalty 459.536897 = -8866.496482 nChanged 2 SP:Iteration 3Q (2153.080000 sec): 3 clusters Score: Raw -9326.992803 + Penalty 459.536897 = -8867.455907 nChanged 1 SP:Iteration 4Q (2153.080000 sec): 3 clusters Score: Raw -9329.488964 + Penalty 459.536897 = -8869.952068 nChanged 3 SP:Iteration 5Q (2153.080000 sec): 3 clusters Score: Raw -9331.817210 + Penalty 459.536897 = -8872.280314 nChanged 0 SP:Iteration 6F (2153.080000 sec): 3 clusters Score: Raw -9331.817210 + Penalty 459.536897 = -8872.280314 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 36 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.080000 sec): 2 clusters Score: Raw -19465.497458 + Penalty 263.164046 = -19202.333412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.080000 sec): 3 clusters Score: Raw -19362.274456 + Penalty 526.328092 = -18835.946364 nChanged 93 SP:Iteration 1F (2153.080000 sec): 3 clusters Score: Raw -19450.652307 + Penalty 526.328092 = -18924.324216 nChanged 16 SP:Iteration 2Q (2153.080000 sec): 3 clusters Score: Raw -19473.798912 + Penalty 526.328092 = -18947.470820 nChanged 10 SP:Iteration 3Q (2153.080000 sec): 3 clusters Score: Raw -19486.509434 + Penalty 526.328092 = -18960.181343 nChanged 13 SP:Iteration 4Q (2153.080000 sec): 3 clusters Score: Raw -19508.225887 + Penalty 526.328092 = -18981.897796 nChanged 11 SP:Iteration 5Q (2153.080000 sec): 3 clusters Score: Raw -19514.403513 + Penalty 526.328092 = -18988.075421 nChanged 7 SP:Iteration 6Q (2153.080000 sec): 3 clusters Score: Raw -19520.305654 + Penalty 526.328092 = -18993.977562 nChanged 4 SP:Iteration 7Q (2153.090000 sec): 3 clusters Score: Raw -19524.064754 + Penalty 526.328092 = -18997.736663 nChanged 3 SP:Iteration 8Q (2153.090000 sec): 3 clusters Score: Raw -19527.017724 + Penalty 526.328092 = -19000.689632 nChanged 3 SP:Iteration 9Q (2153.090000 sec): 3 clusters Score: Raw -19529.544352 + Penalty 526.328092 = -19003.216261 nChanged 1 SP:Iteration 10Q (2153.090000 sec): 3 clusters Score: Raw -19530.985102 + Penalty 526.328092 = -19004.657010 nChanged 2 SP:Iteration 11Q (2153.090000 sec): 3 clusters Score: Raw -19532.093269 + Penalty 526.328092 = -19005.765177 nChanged 1 SP:Iteration 12Q (2153.090000 sec): 3 clusters Score: Raw -19533.200501 + Penalty 526.328092 = -19006.872410 nChanged 1 SP:Iteration 13Q (2153.090000 sec): 3 clusters Score: Raw -19534.124297 + Penalty 526.328092 = -19007.796205 nChanged 0 SP:Iteration 14F (2153.090000 sec): 3 clusters Score: Raw -19534.124297 + Penalty 526.328092 = -19007.796205 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.090000 sec): 2 clusters Score: Raw -5279.816781 + Penalty 213.871857 = -5065.944924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.090000 sec): 3 clusters Score: Raw -5302.797937 + Penalty 427.743713 = -4875.054224 nChanged 18 SP:Iteration 1F (2153.090000 sec): 3 clusters Score: Raw -5337.253235 + Penalty 427.743713 = -4909.509522 nChanged 4 SP:Iteration 2Q (2153.090000 sec): 3 clusters Score: Raw -5341.210894 + Penalty 427.743713 = -4913.467180 nChanged 0 SP:Iteration 3F (2153.090000 sec): 3 clusters Score: Raw -5341.210894 + Penalty 427.743713 = -4913.467180 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 38 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.090000 sec): 2 clusters Score: Raw -12287.736526 + Penalty 245.202764 = -12042.533763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.090000 sec): 3 clusters Score: Raw -12259.913703 + Penalty 490.405527 = -11769.508175 nChanged 70 SP:Iteration 1F (2153.090000 sec): 3 clusters Score: Raw -12361.735637 + Penalty 490.405527 = -11871.330109 nChanged 10 SP:Iteration 2Q (2153.090000 sec): 3 clusters Score: Raw -12397.088266 + Penalty 490.405527 = -11906.682738 nChanged 12 SP:Iteration 3F (2153.090000 sec): 3 clusters Score: Raw -12420.633724 + Penalty 490.405527 = -11930.228197 nChanged 4 SP:Iteration 4Q (2153.090000 sec): 3 clusters Score: Raw -12425.185084 + Penalty 490.405527 = -11934.779557 nChanged 2 SP:Iteration 5Q (2153.090000 sec): 3 clusters Score: Raw -12427.686342 + Penalty 490.405527 = -11937.280814 nChanged 1 SP:Iteration 6Q (2153.090000 sec): 3 clusters Score: Raw -12428.923739 + Penalty 490.405527 = -11938.518212 nChanged 1 SP:Iteration 7Q (2153.090000 sec): 3 clusters Score: Raw -12429.396311 + Penalty 490.405527 = -11938.990784 nChanged 0 SP:Iteration 8F (2153.090000 sec): 3 clusters Score: Raw -12429.396311 + Penalty 490.405527 = -11938.990784 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 39 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.090000 sec): 2 clusters Score: Raw -39471.613483 + Penalty 302.233149 = -39169.380333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.090000 sec): 3 clusters Score: Raw -39105.762441 + Penalty 604.466299 = -38501.296142 nChanged 297 SP:Iteration 1F (2153.100000 sec): 3 clusters Score: Raw -39299.962999 + Penalty 604.466299 = -38695.496700 nChanged 65 SP:Iteration 2F (2153.100000 sec): 3 clusters Score: Raw -39389.986196 + Penalty 604.466299 = -38785.519897 nChanged 74 SP:Iteration 3F (2153.100000 sec): 3 clusters Score: Raw -39467.096539 + Penalty 604.466299 = -38862.630240 nChanged 52 SP:Iteration 4F (2153.100000 sec): 3 clusters Score: Raw -39503.698052 + Penalty 604.466299 = -38899.231753 nChanged 31 SP:Iteration 5Q (2153.100000 sec): 3 clusters Score: Raw -39522.929776 + Penalty 604.466299 = -38918.463477 nChanged 26 SP:Iteration 6Q (2153.100000 sec): 3 clusters Score: Raw -39545.103092 + Penalty 604.466299 = -38940.636793 nChanged 19 SP:Iteration 7Q (2153.100000 sec): 3 clusters Score: Raw -39558.596306 + Penalty 604.466299 = -38954.130007 nChanged 5 SP:Iteration 8Q (2153.100000 sec): 3 clusters Score: Raw -39560.676997 + Penalty 604.466299 = -38956.210698 nChanged 6 SP:Iteration 9Q (2153.100000 sec): 3 clusters Score: Raw -39562.797536 + Penalty 604.466299 = -38958.331237 nChanged 9 SP:Iteration 10Q (2153.110000 sec): 3 clusters Score: Raw -39567.703433 + Penalty 604.466299 = -38963.237135 nChanged 8 SP:Iteration 11Q (2153.110000 sec): 3 clusters Score: Raw -39570.335096 + Penalty 604.466299 = -38965.868797 nChanged 5 SP:Iteration 12Q (2153.110000 sec): 3 clusters Score: Raw -39573.161733 + Penalty 604.466299 = -38968.695434 nChanged 3 SP:Iteration 13Q (2153.110000 sec): 3 clusters Score: Raw -39573.731367 + Penalty 604.466299 = -38969.265068 nChanged 1 SP:Iteration 14Q (2153.110000 sec): 3 clusters Score: Raw -39574.282543 + Penalty 604.466299 = -38969.816244 nChanged 2 SP:Iteration 15Q (2153.110000 sec): 3 clusters Score: Raw -39574.566273 + Penalty 604.466299 = -38970.099974 nChanged 0 SP:Iteration 16F (2153.110000 sec): 3 clusters Score: Raw -39574.566273 + Penalty 604.466299 = -38970.099974 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 40 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.110000 sec): 2 clusters Score: Raw -26458.676389 + Penalty 278.373423 = -26180.302967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.110000 sec): 3 clusters Score: Raw -26272.873532 + Penalty 556.746845 = -25716.126687 nChanged 165 SP:Iteration 1F (2153.110000 sec): 3 clusters Score: Raw -26376.805786 + Penalty 556.746845 = -25820.058941 nChanged 35 SP:Iteration 2F (2153.110000 sec): 3 clusters Score: Raw -26405.953037 + Penalty 556.746845 = -25849.206192 nChanged 25 SP:Iteration 3F (2153.110000 sec): 3 clusters Score: Raw -26427.502911 + Penalty 556.746845 = -25870.756066 nChanged 16 SP:Iteration 4Q (2153.110000 sec): 3 clusters Score: Raw -26441.550792 + Penalty 556.746845 = -25884.803947 nChanged 12 SP:Iteration 5Q (2153.110000 sec): 3 clusters Score: Raw -26452.338724 + Penalty 556.746845 = -25895.591879 nChanged 11 SP:Iteration 6Q (2153.110000 sec): 3 clusters Score: Raw -26467.193571 + Penalty 556.746845 = -25910.446726 nChanged 9 SP:Iteration 7Q (2153.110000 sec): 3 clusters Score: Raw -26475.573666 + Penalty 556.746845 = -25918.826821 nChanged 6 SP:Iteration 8Q (2153.120000 sec): 3 clusters Score: Raw -26480.671633 + Penalty 556.746845 = -25923.924788 nChanged 6 SP:Iteration 9Q (2153.120000 sec): 3 clusters Score: Raw -26486.167533 + Penalty 556.746845 = -25929.420688 nChanged 6 SP:Iteration 10Q (2153.120000 sec): 3 clusters Score: Raw -26490.751378 + Penalty 556.746845 = -25934.004533 nChanged 6 SP:Iteration 11Q (2153.120000 sec): 3 clusters Score: Raw -26496.008465 + Penalty 556.746845 = -25939.261620 nChanged 5 SP:Iteration 12Q (2153.120000 sec): 3 clusters Score: Raw -26500.375686 + Penalty 556.746845 = -25943.628841 nChanged 5 SP:Iteration 13Q (2153.120000 sec): 3 clusters Score: Raw -26502.706822 + Penalty 556.746845 = -25945.959977 nChanged 2 SP:Iteration 14Q (2153.120000 sec): 3 clusters Score: Raw -26503.172859 + Penalty 556.746845 = -25946.426014 nChanged 3 SP:Iteration 15Q (2153.120000 sec): 3 clusters Score: Raw -26505.222639 + Penalty 556.746845 = -25948.475794 nChanged 2 SP:Iteration 16Q (2153.120000 sec): 3 clusters Score: Raw -26507.115663 + Penalty 556.746845 = -25950.368818 nChanged 1 SP:Iteration 17Q (2153.120000 sec): 3 clusters Score: Raw -26507.443880 + Penalty 556.746845 = -25950.697035 nChanged 1 SP:Iteration 18Q (2153.120000 sec): 3 clusters Score: Raw -26507.685800 + Penalty 556.746845 = -25950.938955 nChanged 0 SP:Iteration 19F (2153.120000 sec): 3 clusters Score: Raw -26507.685800 + Penalty 556.746845 = -25950.938955 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 41 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.130000 sec): 2 clusters Score: Raw -52841.004369 + Penalty 314.211774 = -52526.792595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.130000 sec): 3 clusters Score: Raw -52349.332127 + Penalty 628.423548 = -51720.908579 nChanged 397 SP:Iteration 1F (2153.130000 sec): 3 clusters Score: Raw -52588.827066 + Penalty 628.423548 = -51960.403517 nChanged 66 SP:Iteration 2F (2153.130000 sec): 3 clusters Score: Raw -52633.667936 + Penalty 628.423548 = -52005.244387 nChanged 54 SP:Iteration 3F (2153.130000 sec): 3 clusters Score: Raw -52669.456697 + Penalty 628.423548 = -52041.033149 nChanged 45 SP:Iteration 4Q (2153.130000 sec): 3 clusters Score: Raw -52701.674579 + Penalty 628.423548 = -52073.251031 nChanged 38 SP:Iteration 5Q (2153.130000 sec): 3 clusters Score: Raw -52726.008008 + Penalty 628.423548 = -52097.584460 nChanged 29 SP:Iteration 6Q (2153.130000 sec): 3 clusters Score: Raw -52760.065758 + Penalty 628.423548 = -52131.642210 nChanged 31 SP:Iteration 7Q (2153.130000 sec): 3 clusters Score: Raw -52783.353913 + Penalty 628.423548 = -52154.930365 nChanged 22 SP:Iteration 8Q (2153.130000 sec): 3 clusters Score: Raw -52798.541371 + Penalty 628.423548 = -52170.117822 nChanged 14 SP:Iteration 9Q (2153.130000 sec): 3 clusters Score: Raw -52815.406128 + Penalty 628.423548 = -52186.982580 nChanged 15 SP:Iteration 10Q (2153.140000 sec): 3 clusters Score: Raw -52823.794039 + Penalty 628.423548 = -52195.370491 nChanged 7 SP:Iteration 11Q (2153.140000 sec): 3 clusters Score: Raw -52826.831545 + Penalty 628.423548 = -52198.407997 nChanged 6 SP:Iteration 12Q (2153.140000 sec): 3 clusters Score: Raw -52828.606526 + Penalty 628.423548 = -52200.182978 nChanged 0 SP:Iteration 13F (2153.140000 sec): 3 clusters Score: Raw -52828.606526 + Penalty 628.423548 = -52200.182978 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 42 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.140000 sec): 2 clusters Score: Raw -8587.952096 + Penalty 230.059184 = -8357.892911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.140000 sec): 3 clusters Score: Raw -8565.483196 + Penalty 460.118368 = -8105.364828 nChanged 41 SP:Iteration 1F (2153.140000 sec): 3 clusters Score: Raw -8633.753356 + Penalty 460.118368 = -8173.634987 nChanged 7 SP:Iteration 2Q (2153.140000 sec): 3 clusters Score: Raw -8646.152136 + Penalty 460.118368 = -8186.033768 nChanged 5 SP:Iteration 3Q (2153.140000 sec): 3 clusters Score: Raw -8653.132746 + Penalty 460.118368 = -8193.014377 nChanged 3 SP:Iteration 4Q (2153.140000 sec): 3 clusters Score: Raw -8665.769675 + Penalty 460.118368 = -8205.651307 nChanged 8 SP:Iteration 5F (2153.140000 sec): 3 clusters Score: Raw -8695.094320 + Penalty 460.118368 = -8234.975952 nChanged 6 SP:Iteration 6Q (2153.140000 sec): 3 clusters Score: Raw -8732.849257 + Penalty 460.118368 = -8272.730889 nChanged 4 SP:Iteration 7Q (2153.140000 sec): 3 clusters Score: Raw -8749.448744 + Penalty 460.118368 = -8289.330376 nChanged 5 SP:Iteration 8Q (2153.140000 sec): 3 clusters Score: Raw -8776.177890 + Penalty 460.118368 = -8316.059522 nChanged 2 SP:Iteration 9Q (2153.140000 sec): 3 clusters Score: Raw -8779.858519 + Penalty 460.118368 = -8319.740150 nChanged 1 SP:Iteration 10Q (2153.150000 sec): 3 clusters Score: Raw -8781.400268 + Penalty 460.118368 = -8321.281900 nChanged 1 SP:Iteration 11Q (2153.150000 sec): 3 clusters Score: Raw -8784.829173 + Penalty 460.118368 = -8324.710805 nChanged 2 SP:Iteration 12Q (2153.150000 sec): 3 clusters Score: Raw -8788.414674 + Penalty 460.118368 = -8328.296306 nChanged 1 SP:Iteration 13Q (2153.150000 sec): 3 clusters Score: Raw -8793.076266 + Penalty 460.118368 = -8332.957898 nChanged 1 SP:Iteration 14Q (2153.150000 sec): 3 clusters Score: Raw -8799.690212 + Penalty 460.118368 = -8339.571843 nChanged 0 SP:Iteration 15F (2153.150000 sec): 3 clusters Score: Raw -8799.690212 + Penalty 460.118368 = -8339.571843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 43 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.150000 sec): 2 clusters Score: Raw -9094.771693 + Penalty 226.754101 = -8868.017592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.150000 sec): 3 clusters Score: Raw -9081.211160 + Penalty 453.508203 = -8627.702957 nChanged 38 SP:Iteration 1F (2153.150000 sec): 3 clusters Score: Raw -9136.278454 + Penalty 453.508203 = -8682.770251 nChanged 10 SP:Iteration 2F (2153.150000 sec): 3 clusters Score: Raw -9150.550866 + Penalty 453.508203 = -8697.042663 nChanged 2 SP:Iteration 3Q (2153.150000 sec): 3 clusters Score: Raw -9152.006312 + Penalty 453.508203 = -8698.498109 nChanged 1 SP:Iteration 4Q (2153.150000 sec): 3 clusters Score: Raw -9153.116506 + Penalty 453.508203 = -8699.608304 nChanged 1 SP:Iteration 5Q (2153.150000 sec): 3 clusters Score: Raw -9154.175010 + Penalty 453.508203 = -8700.666807 nChanged 0 SP:Iteration 6F (2153.150000 sec): 3 clusters Score: Raw -9154.175010 + Penalty 453.508203 = -8700.666807 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 44 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.150000 sec): 2 clusters Score: Raw -18020.055435 + Penalty 262.316195 = -17757.739240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.150000 sec): 3 clusters Score: Raw -17919.282789 + Penalty 524.632390 = -17394.650399 nChanged 95 SP:Iteration 1F (2153.150000 sec): 3 clusters Score: Raw -17999.393359 + Penalty 524.632390 = -17474.760969 nChanged 21 SP:Iteration 2F (2153.150000 sec): 3 clusters Score: Raw -18018.003083 + Penalty 524.632390 = -17493.370693 nChanged 10 SP:Iteration 3Q (2153.150000 sec): 3 clusters Score: Raw -18031.250677 + Penalty 524.632390 = -17506.618287 nChanged 11 SP:Iteration 4Q (2153.150000 sec): 3 clusters Score: Raw -18053.969404 + Penalty 524.632390 = -17529.337014 nChanged 10 SP:Iteration 5Q (2153.150000 sec): 3 clusters Score: Raw -18068.003604 + Penalty 524.632390 = -17543.371214 nChanged 11 SP:Iteration 6Q (2153.150000 sec): 3 clusters Score: Raw -18078.787768 + Penalty 524.632390 = -17554.155378 nChanged 8 SP:Iteration 7Q (2153.150000 sec): 3 clusters Score: Raw -18086.104255 + Penalty 524.632390 = -17561.471864 nChanged 6 SP:Iteration 8Q (2153.150000 sec): 3 clusters Score: Raw -18091.486273 + Penalty 524.632390 = -17566.853883 nChanged 5 SP:Iteration 9Q (2153.150000 sec): 3 clusters Score: Raw -18096.510576 + Penalty 524.632390 = -17571.878186 nChanged 9 SP:Iteration 10Q (2153.150000 sec): 3 clusters Score: Raw -18114.366110 + Penalty 524.632390 = -17589.733720 nChanged 13 SP:Iteration 11Q (2153.150000 sec): 3 clusters Score: Raw -18124.324012 + Penalty 524.632390 = -17599.691621 nChanged 6 SP:Iteration 12Q (2153.150000 sec): 3 clusters Score: Raw -18131.020165 + Penalty 524.632390 = -17606.387775 nChanged 2 SP:Iteration 13Q (2153.150000 sec): 3 clusters Score: Raw -18135.763440 + Penalty 524.632390 = -17611.131050 nChanged 0 SP:Iteration 14F (2153.150000 sec): 3 clusters Score: Raw -18135.763440 + Penalty 524.632390 = -17611.131050 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 45 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.160000 sec): 2 clusters Score: Raw -6051.259292 + Penalty 218.582958 = -5832.676335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.160000 sec): 3 clusters Score: Raw -6056.774095 + Penalty 437.165915 = -5619.608179 nChanged 34 SP:Iteration 1F (2153.160000 sec): 3 clusters Score: Raw -6109.165050 + Penalty 437.165915 = -5671.999135 nChanged 4 SP:Iteration 2Q (2153.160000 sec): 3 clusters Score: Raw -6118.143931 + Penalty 437.165915 = -5680.978016 nChanged 2 SP:Iteration 3Q (2153.160000 sec): 3 clusters Score: Raw -6123.435186 + Penalty 437.165915 = -5686.269271 nChanged 3 SP:Iteration 4Q (2153.160000 sec): 3 clusters Score: Raw -6137.340147 + Penalty 437.165915 = -5700.174232 nChanged 4 SP:Iteration 5Q (2153.160000 sec): 3 clusters Score: Raw -6155.176839 + Penalty 437.165915 = -5718.010923 nChanged 2 SP:Iteration 6Q (2153.160000 sec): 3 clusters Score: Raw -6158.623886 + Penalty 437.165915 = -5721.457971 nChanged 1 SP:Iteration 7Q (2153.160000 sec): 3 clusters Score: Raw -6159.308279 + Penalty 437.165915 = -5722.142364 nChanged 1 SP:Iteration 8Q (2153.160000 sec): 3 clusters Score: Raw -6160.077092 + Penalty 437.165915 = -5722.911177 nChanged 1 SP:Iteration 9Q (2153.160000 sec): 3 clusters Score: Raw -6161.984053 + Penalty 437.165915 = -5724.818138 nChanged 1 SP:Iteration 10Q (2153.160000 sec): 3 clusters Score: Raw -6163.172277 + Penalty 437.165915 = -5726.006362 nChanged 1 SP:Iteration 11Q (2153.160000 sec): 3 clusters Score: Raw -6164.113070 + Penalty 437.165915 = -5726.947155 nChanged 2 SP:Iteration 12Q (2153.160000 sec): 3 clusters Score: Raw -6166.377497 + Penalty 437.165915 = -5729.211582 nChanged 1 SP:Iteration 13Q (2153.160000 sec): 3 clusters Score: Raw -6167.674858 + Penalty 437.165915 = -5730.508943 nChanged 0 SP:Iteration 14F (2153.160000 sec): 3 clusters Score: Raw -6167.674858 + Penalty 437.165915 = -5730.508943 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 46 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.160000 sec): 2 clusters Score: Raw -11135.262797 + Penalty 239.921480 = -10895.341317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.160000 sec): 3 clusters Score: Raw -11108.402210 + Penalty 479.842960 = -10628.559250 nChanged 48 SP:Iteration 1F (2153.160000 sec): 3 clusters Score: Raw -11155.971280 + Penalty 479.842960 = -10676.128321 nChanged 10 SP:Iteration 2F (2153.160000 sec): 3 clusters Score: Raw -11172.319292 + Penalty 479.842960 = -10692.476332 nChanged 8 SP:Iteration 3Q (2153.160000 sec): 3 clusters Score: Raw -11184.185952 + Penalty 479.842960 = -10704.342992 nChanged 4 SP:Iteration 4Q (2153.160000 sec): 3 clusters Score: Raw -11188.314123 + Penalty 479.842960 = -10708.471163 nChanged 0 SP:Iteration 5F (2153.160000 sec): 3 clusters Score: Raw -11188.314123 + Penalty 479.842960 = -10708.471163 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.160000 sec): 2 clusters Score: Raw -7899.944810 + Penalty 222.851711 = -7677.093099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.160000 sec): 3 clusters Score: Raw -7929.161505 + Penalty 445.703422 = -7483.458083 nChanged 33 SP:Iteration 1F (2153.160000 sec): 3 clusters Score: Raw -7986.393382 + Penalty 445.703422 = -7540.689960 nChanged 6 SP:Iteration 2Q (2153.160000 sec): 3 clusters Score: Raw -7997.643207 + Penalty 445.703422 = -7551.939785 nChanged 3 SP:Iteration 3Q (2153.160000 sec): 3 clusters Score: Raw -8003.055625 + Penalty 445.703422 = -7557.352203 nChanged 0 SP:Iteration 4F (2153.170000 sec): 3 clusters Score: Raw -8003.055625 + Penalty 445.703422 = -7557.352203 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 48 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 2 clusters Score: Raw -23913.418017 + Penalty 271.808337 = -23641.609680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 3 clusters Score: Raw -23756.786333 + Penalty 543.616675 = -23213.169659 nChanged 127 SP:Iteration 1F (2153.170000 sec): 3 clusters Score: Raw -23846.041645 + Penalty 543.616675 = -23302.424970 nChanged 29 SP:Iteration 2F (2153.170000 sec): 3 clusters Score: Raw -23871.070439 + Penalty 543.616675 = -23327.453765 nChanged 24 SP:Iteration 3F (2153.170000 sec): 3 clusters Score: Raw -23894.725349 + Penalty 543.616675 = -23351.108675 nChanged 12 SP:Iteration 4Q (2153.170000 sec): 3 clusters Score: Raw -23906.198119 + Penalty 543.616675 = -23362.581444 nChanged 7 SP:Iteration 5Q (2153.170000 sec): 3 clusters Score: Raw -23910.005953 + Penalty 543.616675 = -23366.389278 nChanged 2 SP:Iteration 6Q (2153.170000 sec): 3 clusters Score: Raw -23913.691030 + Penalty 543.616675 = -23370.074355 nChanged 0 SP:Iteration 7F (2153.170000 sec): 3 clusters Score: Raw -23913.691030 + Penalty 543.616675 = -23370.074355 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 49 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 2 clusters Score: Raw -11315.923535 + Penalty 239.921480 = -11076.002055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 3 clusters Score: Raw -11284.312205 + Penalty 479.842960 = -10804.469245 nChanged 48 SP:Iteration 1F (2153.170000 sec): 3 clusters Score: Raw -11348.850195 + Penalty 479.842960 = -10869.007235 nChanged 11 SP:Iteration 2F (2153.170000 sec): 3 clusters Score: Raw -11362.382469 + Penalty 479.842960 = -10882.539509 nChanged 3 SP:Iteration 3Q (2153.170000 sec): 3 clusters Score: Raw -11371.092834 + Penalty 479.842960 = -10891.249874 nChanged 5 SP:Iteration 4Q (2153.170000 sec): 3 clusters Score: Raw -11379.968406 + Penalty 479.842960 = -10900.125446 nChanged 2 SP:Iteration 5Q (2153.170000 sec): 3 clusters Score: Raw -11381.247883 + Penalty 479.842960 = -10901.404924 nChanged 0 SP:Iteration 6F (2153.170000 sec): 3 clusters Score: Raw -11381.247883 + Penalty 479.842960 = -10901.404924 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 50 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 2 clusters Score: Raw -4044.624089 + Penalty 197.048367 = -3847.575722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 3 clusters Score: Raw -4089.788949 + Penalty 394.096734 = -3695.692215 nChanged 11 SP:Iteration 1F (2153.170000 sec): 3 clusters Score: Raw -4115.154753 + Penalty 394.096734 = -3721.058019 nChanged 2 SP:Iteration 2Q (2153.170000 sec): 3 clusters Score: Raw -4118.646175 + Penalty 394.096734 = -3724.549441 nChanged 3 SP:Iteration 3Q (2153.170000 sec): 3 clusters Score: Raw -4125.920318 + Penalty 394.096734 = -3731.823584 nChanged 1 SP:Iteration 4Q (2153.170000 sec): 3 clusters Score: Raw -4126.616512 + Penalty 394.096734 = -3732.519778 nChanged 0 SP:Iteration 5F (2153.170000 sec): 3 clusters Score: Raw -4126.616512 + Penalty 394.096734 = -3732.519778 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 51 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 2 clusters Score: Raw -3027.060189 + Penalty 194.588308 = -2832.471881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.170000 sec): 3 clusters Score: Raw -3091.707851 + Penalty 389.176617 = -2702.531234 nChanged 18 SP:Iteration 1F (2153.170000 sec): 3 clusters Score: Raw -3136.646181 + Penalty 389.176617 = -2747.469564 nChanged 5 SP:Iteration 2F (2153.170000 sec): 3 clusters Score: Raw -3155.464960 + Penalty 389.176617 = -2766.288343 nChanged 1 SP:Iteration 3Q (2153.170000 sec): 3 clusters Score: Raw -3162.372959 + Penalty 389.176617 = -2773.196342 nChanged 0 SP:Iteration 4F (2153.180000 sec): 3 clusters Score: Raw -3162.372959 + Penalty 389.176617 = -2773.196342 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 52 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.180000 sec): 2 clusters Score: Raw -5844.400390 + Penalty 221.472817 = -5622.927573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.180000 sec): 3 clusters Score: Raw -5839.228714 + Penalty 442.945635 = -5396.283079 nChanged 37 SP:Iteration 1F (2153.180000 sec): 3 clusters Score: Raw -5921.938949 + Penalty 442.945635 = -5478.993314 nChanged 8 SP:Iteration 2F (2153.180000 sec): 3 clusters Score: Raw -5943.045030 + Penalty 442.945635 = -5500.099395 nChanged 2 SP:Iteration 3Q (2153.180000 sec): 3 clusters Score: Raw -5948.801438 + Penalty 442.945635 = -5505.855803 nChanged 0 SP:Iteration 4F (2153.180000 sec): 3 clusters Score: Raw -5948.801438 + Penalty 442.945635 = -5505.855803 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 53 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.180000 sec): 2 clusters Score: Raw -6094.518217 + Penalty 211.319786 = -5883.198431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.180000 sec): 3 clusters Score: Raw -6109.410736 + Penalty 422.639572 = -5686.771164 nChanged 22 SP:Iteration 1F (2153.180000 sec): 3 clusters Score: Raw -6154.156258 + Penalty 422.639572 = -5731.516686 nChanged 4 SP:Iteration 2Q (2153.180000 sec): 3 clusters Score: Raw -6168.499917 + Penalty 422.639572 = -5745.860345 nChanged 2 SP:Iteration 3Q (2153.180000 sec): 3 clusters Score: Raw -6175.313536 + Penalty 422.639572 = -5752.673965 nChanged 0 SP:Iteration 4F (2153.180000 sec): 3 clusters Score: Raw -6175.313536 + Penalty 422.639572 = -5752.673965 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 54 (10694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.200000 sec): 2 clusters Score: Raw -631639.084119 + Penalty 422.123434 = -631216.960685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.210000 sec): 3 clusters Score: Raw -624994.384161 + Penalty 844.246869 = -624150.137293 nChanged 4960 SP:Iteration 1F (2153.230000 sec): 3 clusters Score: Raw -628261.179519 + Penalty 844.246869 = -627416.932650 nChanged 792 SP:Iteration 2F (2153.240000 sec): 3 clusters Score: Raw -628954.675676 + Penalty 844.246869 = -628110.428808 nChanged 869 SP:Iteration 3F (2153.250000 sec): 3 clusters Score: Raw -629816.788861 + Penalty 844.246869 = -628972.541993 nChanged 738 SP:Iteration 4F (2153.260000 sec): 3 clusters Score: Raw -630510.806450 + Penalty 844.246869 = -629666.559582 nChanged 547 SP:Iteration 5F (2153.270000 sec): 3 clusters Score: Raw -630864.863171 + Penalty 844.246869 = -630020.616303 nChanged 305 SP:Iteration 6Q (2153.290000 sec): 3 clusters Score: Raw -631011.517055 + Penalty 844.246869 = -630167.270186 nChanged 193 SP:Iteration 7Q (2153.290000 sec): 3 clusters Score: Raw -631098.795773 + Penalty 844.246869 = -630254.548904 nChanged 171 SP:Iteration 8Q (2153.310000 sec): 3 clusters Score: Raw -631175.730975 + Penalty 844.246869 = -630331.484106 nChanged 152 SP:Iteration 9Q (2153.320000 sec): 3 clusters Score: Raw -631233.517474 + Penalty 844.246869 = -630389.270605 nChanged 131 SP:Iteration 10Q (2153.330000 sec): 3 clusters Score: Raw -631287.543458 + Penalty 844.246869 = -630443.296590 nChanged 117 SP:Iteration 11Q (2153.340000 sec): 3 clusters Score: Raw -631323.827475 + Penalty 844.246869 = -630479.580606 nChanged 98 SP:Iteration 12Q (2153.350000 sec): 3 clusters Score: Raw -631355.630993 + Penalty 844.246869 = -630511.384125 nChanged 76 SP:Iteration 13Q (2153.360000 sec): 3 clusters Score: Raw -631376.107637 + Penalty 844.246869 = -630531.860769 nChanged 84 SP:Iteration 14Q (2153.370000 sec): 3 clusters Score: Raw -631400.327842 + Penalty 844.246869 = -630556.080974 nChanged 79 SP:Iteration 15Q (2153.380000 sec): 3 clusters Score: Raw -631422.828409 + Penalty 844.246869 = -630578.581540 nChanged 67 SP:Iteration 16Q (2153.390000 sec): 3 clusters Score: Raw -631439.643520 + Penalty 844.246869 = -630595.396651 nChanged 66 SP:Iteration 17Q (2153.400000 sec): 3 clusters Score: Raw -631453.071960 + Penalty 844.246869 = -630608.825092 nChanged 52 SP:Iteration 18Q (2153.410000 sec): 3 clusters Score: Raw -631463.286199 + Penalty 844.246869 = -630619.039331 nChanged 49 SP:Iteration 19Q (2153.430000 sec): 3 clusters Score: Raw -631472.103384 + Penalty 844.246869 = -630627.856515 nChanged 49 SP:Iteration 20F (2153.440000 sec): 3 clusters Score: Raw -631482.752175 + Penalty 844.246869 = -630638.505306 nChanged 39 SP:Iteration 21Q (2153.450000 sec): 3 clusters Score: Raw -631491.949578 + Penalty 844.246869 = -630647.702710 nChanged 35 SP:Iteration 22Q (2153.460000 sec): 3 clusters Score: Raw -631497.350680 + Penalty 844.246869 = -630653.103811 nChanged 33 SP:Iteration 23Q (2153.470000 sec): 3 clusters Score: Raw -631501.795599 + Penalty 844.246869 = -630657.548731 nChanged 33 SP:Iteration 24Q (2153.480000 sec): 3 clusters Score: Raw -631507.058960 + Penalty 844.246869 = -630662.812091 nChanged 30 SP:Iteration 25Q (2153.490000 sec): 3 clusters Score: Raw -631512.854422 + Penalty 844.246869 = -630668.607553 nChanged 32 SP:Iteration 26Q (2153.500000 sec): 3 clusters Score: Raw -631519.834576 + Penalty 844.246869 = -630675.587707 nChanged 44 SP:Iteration 27Q (2153.510000 sec): 3 clusters Score: Raw -631526.865004 + Penalty 844.246869 = -630682.618136 nChanged 32 SP:Iteration 28Q (2153.520000 sec): 3 clusters Score: Raw -631533.940848 + Penalty 844.246869 = -630689.693980 nChanged 34 SP:Iteration 29Q (2153.530000 sec): 3 clusters Score: Raw -631539.792087 + Penalty 844.246869 = -630695.545218 nChanged 29 SP:Iteration 30Q (2153.540000 sec): 3 clusters Score: Raw -631545.890523 + Penalty 844.246869 = -630701.643654 nChanged 34 SP:Iteration 31Q (2153.550000 sec): 3 clusters Score: Raw -631551.632668 + Penalty 844.246869 = -630707.385800 nChanged 36 SP:Iteration 32Q (2153.560000 sec): 3 clusters Score: Raw -631557.075078 + Penalty 844.246869 = -630712.828209 nChanged 30 SP:Iteration 33Q (2153.570000 sec): 3 clusters Score: Raw -631562.513197 + Penalty 844.246869 = -630718.266329 nChanged 33 SP:Iteration 34Q (2153.580000 sec): 3 clusters Score: Raw -631566.923722 + Penalty 844.246869 = -630722.676854 nChanged 23 SP:Iteration 35Q (2153.590000 sec): 3 clusters Score: Raw -631571.311182 + Penalty 844.246869 = -630727.064313 nChanged 26 SP:Iteration 36Q (2153.600000 sec): 3 clusters Score: Raw -631576.721513 + Penalty 844.246869 = -630732.474644 nChanged 34 SP:Iteration 37Q (2153.610000 sec): 3 clusters Score: Raw -631583.368259 + Penalty 844.246869 = -630739.121390 nChanged 31 SP:Iteration 38Q (2153.620000 sec): 3 clusters Score: Raw -631588.354571 + Penalty 844.246869 = -630744.107703 nChanged 27 SP:Iteration 39Q (2153.630000 sec): 3 clusters Score: Raw -631592.472535 + Penalty 844.246869 = -630748.225666 nChanged 28 SP:Iteration 40F (2153.640000 sec): 3 clusters Score: Raw -631596.674994 + Penalty 844.246869 = -630752.428126 nChanged 30 SP:Iteration 41Q (2153.650000 sec): 3 clusters Score: Raw -631601.392035 + Penalty 844.246869 = -630757.145167 nChanged 31 SP:Iteration 42Q (2153.660000 sec): 3 clusters Score: Raw -631606.222002 + Penalty 844.246869 = -630761.975133 nChanged 34 SP:Iteration 43Q (2153.670000 sec): 3 clusters Score: Raw -631613.211010 + Penalty 844.246869 = -630768.964142 nChanged 30 SP:Iteration 44Q (2153.680000 sec): 3 clusters Score: Raw -631620.552192 + Penalty 844.246869 = -630776.305324 nChanged 40 SP:Iteration 45Q (2153.690000 sec): 3 clusters Score: Raw -631629.755472 + Penalty 844.246869 = -630785.508604 nChanged 40 SP:Iteration 46Q (2153.700000 sec): 3 clusters Score: Raw -631641.977409 + Penalty 844.246869 = -630797.730540 nChanged 47 SP:Iteration 47Q (2153.710000 sec): 3 clusters Score: Raw -631656.490284 + Penalty 844.246869 = -630812.243415 nChanged 39 SP:Iteration 48Q (2153.720000 sec): 3 clusters Score: Raw -631667.957147 + Penalty 844.246869 = -630823.710278 nChanged 41 SP:Iteration 49Q (2153.730000 sec): 3 clusters Score: Raw -631679.479548 + Penalty 844.246869 = -630835.232680 nChanged 41 SP:Iteration 50Q (2153.740000 sec): 3 clusters Score: Raw -631693.028087 + Penalty 844.246869 = -630848.781219 nChanged 36 SP:Iteration 51Q (2153.750000 sec): 3 clusters Score: Raw -631709.869546 + Penalty 844.246869 = -630865.622678 nChanged 40 SP:Iteration 52Q (2153.760000 sec): 3 clusters Score: Raw -631727.271196 + Penalty 844.246869 = -630883.024328 nChanged 37 SP:Iteration 53Q (2153.770000 sec): 3 clusters Score: Raw -631740.621565 + Penalty 844.246869 = -630896.374697 nChanged 36 SP:Iteration 54Q (2153.780000 sec): 3 clusters Score: Raw -631754.729226 + Penalty 844.246869 = -630910.482357 nChanged 35 SP:Iteration 55Q (2153.790000 sec): 3 clusters Score: Raw -631772.608377 + Penalty 844.246869 = -630928.361509 nChanged 32 SP:Iteration 56Q (2153.800000 sec): 3 clusters Score: Raw -631787.299038 + Penalty 844.246869 = -630943.052170 nChanged 20 SP:Iteration 57Q (2153.810000 sec): 3 clusters Score: Raw -631794.154631 + Penalty 844.246869 = -630949.907762 nChanged 23 SP:Iteration 58Q (2153.820000 sec): 3 clusters Score: Raw -631802.177440 + Penalty 844.246869 = -630957.930571 nChanged 15 SP:Iteration 59Q (2153.830000 sec): 3 clusters Score: Raw -631807.296857 + Penalty 844.246869 = -630963.049989 nChanged 16 SP:Iteration 60F (2153.850000 sec): 3 clusters Score: Raw -631812.882271 + Penalty 844.246869 = -630968.635402 nChanged 17 SP:Iteration 61Q (2153.850000 sec): 3 clusters Score: Raw -631819.044527 + Penalty 844.246869 = -630974.797659 nChanged 19 SP:Iteration 62Q (2153.870000 sec): 3 clusters Score: Raw -631824.602586 + Penalty 844.246869 = -630980.355717 nChanged 21 SP:Iteration 63Q (2153.870000 sec): 3 clusters Score: Raw -631831.042665 + Penalty 844.246869 = -630986.795796 nChanged 17 SP:Iteration 64Q (2153.880000 sec): 3 clusters Score: Raw -631836.276995 + Penalty 844.246869 = -630992.030127 nChanged 17 SP:Iteration 65Q (2153.890000 sec): 3 clusters Score: Raw -631842.477986 + Penalty 844.246869 = -630998.231118 nChanged 21 SP:Iteration 66Q (2153.900000 sec): 3 clusters Score: Raw -631849.066622 + Penalty 844.246869 = -631004.819753 nChanged 22 SP:Iteration 67Q (2153.910000 sec): 3 clusters Score: Raw -631855.087687 + Penalty 844.246869 = -631010.840819 nChanged 14 SP:Iteration 68Q (2153.920000 sec): 3 clusters Score: Raw -631858.691881 + Penalty 844.246869 = -631014.445012 nChanged 8 SP:Iteration 69Q (2153.930000 sec): 3 clusters Score: Raw -631860.995981 + Penalty 844.246869 = -631016.749112 nChanged 5 SP:Iteration 70Q (2153.940000 sec): 3 clusters Score: Raw -631861.918149 + Penalty 844.246869 = -631017.671281 nChanged 3 SP:Iteration 71Q (2153.950000 sec): 3 clusters Score: Raw -631862.348050 + Penalty 844.246869 = -631018.101182 nChanged 3 SP:Iteration 72Q (2153.960000 sec): 3 clusters Score: Raw -631862.940293 + Penalty 844.246869 = -631018.693425 nChanged 3 SP:Iteration 73Q (2153.970000 sec): 3 clusters Score: Raw -631863.196789 + Penalty 844.246869 = -631018.949921 nChanged 1 SP:Iteration 74Q (2153.980000 sec): 3 clusters Score: Raw -631863.348289 + Penalty 844.246869 = -631019.101420 nChanged 1 SP:Iteration 75Q (2153.990000 sec): 3 clusters Score: Raw -631863.430117 + Penalty 844.246869 = -631019.183248 nChanged 0 SP:Iteration 76F (2154.000000 sec): 3 clusters Score: Raw -631863.430117 + Penalty 844.246869 = -631019.183248 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 55 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 2 clusters Score: Raw -3112.819765 + Penalty 193.306534 = -2919.513231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 3 clusters Score: Raw -3127.228452 + Penalty 386.613067 = -2740.615385 nChanged 18 SP:Iteration 1F (2154.010000 sec): 3 clusters Score: Raw -3192.843228 + Penalty 386.613067 = -2806.230161 nChanged 1 SP:Iteration 2Q (2154.010000 sec): 3 clusters Score: Raw -3199.217187 + Penalty 386.613067 = -2812.604120 nChanged 0 SP:Iteration 3F (2154.010000 sec): 3 clusters Score: Raw -3199.217187 + Penalty 386.613067 = -2812.604120 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 56 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 2 clusters Score: Raw -13845.088473 + Penalty 247.826550 = -13597.261923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 3 clusters Score: Raw -13797.500275 + Penalty 495.653101 = -13301.847175 nChanged 68 SP:Iteration 1F (2154.010000 sec): 3 clusters Score: Raw -13902.614327 + Penalty 495.653101 = -13406.961226 nChanged 21 SP:Iteration 2F (2154.010000 sec): 3 clusters Score: Raw -13943.333289 + Penalty 495.653101 = -13447.680189 nChanged 12 SP:Iteration 3F (2154.010000 sec): 3 clusters Score: Raw -13955.103910 + Penalty 495.653101 = -13459.450809 nChanged 6 SP:Iteration 4Q (2154.010000 sec): 3 clusters Score: Raw -13961.865889 + Penalty 495.653101 = -13466.212788 nChanged 6 SP:Iteration 5Q (2154.010000 sec): 3 clusters Score: Raw -13976.728077 + Penalty 495.653101 = -13481.074976 nChanged 2 SP:Iteration 6Q (2154.010000 sec): 3 clusters Score: Raw -13979.108950 + Penalty 495.653101 = -13483.455849 nChanged 0 SP:Iteration 7F (2154.010000 sec): 3 clusters Score: Raw -13979.108950 + Penalty 495.653101 = -13483.455849 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 57 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 2 clusters Score: Raw -3679.696820 + Penalty 193.306534 = -3486.390287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 3 clusters Score: Raw -3697.525483 + Penalty 386.613067 = -3310.912416 nChanged 7 SP:Iteration 1F (2154.010000 sec): 3 clusters Score: Raw -3721.774200 + Penalty 386.613067 = -3335.161133 nChanged 2 SP:Iteration 2Q (2154.010000 sec): 3 clusters Score: Raw -3728.560711 + Penalty 386.613067 = -3341.947644 nChanged 0 SP:Iteration 3F (2154.010000 sec): 3 clusters Score: Raw -3728.560711 + Penalty 386.613067 = -3341.947644 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 58 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 2 clusters Score: Raw -9845.192145 + Penalty 232.320519 = -9612.871626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 3 clusters Score: Raw -9811.353076 + Penalty 464.641038 = -9346.712038 nChanged 45 SP:Iteration 1F (2154.010000 sec): 3 clusters Score: Raw -9866.055917 + Penalty 464.641038 = -9401.414879 nChanged 6 SP:Iteration 2Q (2154.010000 sec): 3 clusters Score: Raw -9874.937938 + Penalty 464.641038 = -9410.296900 nChanged 3 SP:Iteration 3Q (2154.010000 sec): 3 clusters Score: Raw -9880.560408 + Penalty 464.641038 = -9415.919370 nChanged 1 SP:Iteration 4Q (2154.010000 sec): 3 clusters Score: Raw -9881.155932 + Penalty 464.641038 = -9416.514894 nChanged 0 SP:Iteration 5F (2154.010000 sec): 3 clusters Score: Raw -9881.155932 + Penalty 464.641038 = -9416.514894 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 59 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 2 clusters Score: Raw -3556.998993 + Penalty 192.651846 = -3364.347147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.010000 sec): 3 clusters Score: Raw -3593.273439 + Penalty 385.303692 = -3207.969747 nChanged 11 SP:Iteration 1F (2154.010000 sec): 3 clusters Score: Raw -3622.341966 + Penalty 385.303692 = -3237.038274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 60 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.020000 sec): 2 clusters Score: Raw -3652.027533 + Penalty 204.741340 = -3447.286193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.020000 sec): 3 clusters Score: Raw -3671.365527 + Penalty 409.482680 = -3261.882847 nChanged 26 SP:Iteration 1F (2154.020000 sec): 3 clusters Score: Raw -3719.476975 + Penalty 409.482680 = -3309.994295 nChanged 2 SP:Iteration 2Q (2154.020000 sec): 3 clusters Score: Raw -3735.355470 + Penalty 409.482680 = -3325.872790 nChanged 1 SP:Iteration 3Q (2154.020000 sec): 3 clusters Score: Raw -3737.394756 + Penalty 409.482680 = -3327.912076 nChanged 1 SP:Iteration 4Q (2154.020000 sec): 3 clusters Score: Raw -3740.351213 + Penalty 409.482680 = -3330.868533 nChanged 0 SP:Iteration 5F (2154.020000 sec): 3 clusters Score: Raw -3740.351213 + Penalty 409.482680 = -3330.868533 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 61 (7878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.030000 sec): 2 clusters Score: Raw -470644.754415 + Penalty 408.218235 = -470236.536180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.040000 sec): 3 clusters Score: Raw -465794.818573 + Penalty 816.436470 = -464978.382103 nChanged 3569 SP:Iteration 1F (2154.050000 sec): 3 clusters Score: Raw -467911.168842 + Penalty 816.436470 = -467094.732372 nChanged 509 SP:Iteration 2F (2154.060000 sec): 3 clusters Score: Raw -468149.159859 + Penalty 816.436470 = -467332.723389 nChanged 574 SP:Iteration 3F (2154.070000 sec): 3 clusters Score: Raw -468515.105602 + Penalty 816.436470 = -467698.669131 nChanged 666 SP:Iteration 4F (2154.080000 sec): 3 clusters Score: Raw -469032.140932 + Penalty 816.436470 = -468215.704462 nChanged 636 SP:Iteration 5F (2154.090000 sec): 3 clusters Score: Raw -469602.601367 + Penalty 816.436470 = -468786.164896 nChanged 486 SP:Iteration 6F (2154.090000 sec): 3 clusters Score: Raw -470051.464140 + Penalty 816.436470 = -469235.027670 nChanged 270 SP:Iteration 7Q (2154.100000 sec): 3 clusters Score: Raw -470317.605689 + Penalty 816.436470 = -469501.169218 nChanged 165 SP:Iteration 8Q (2154.110000 sec): 3 clusters Score: Raw -470490.441168 + Penalty 816.436470 = -469674.004697 nChanged 99 SP:Iteration 9Q (2154.120000 sec): 3 clusters Score: Raw -470629.181356 + Penalty 816.436470 = -469812.744886 nChanged 29 SP:Iteration 10Q (2154.130000 sec): 3 clusters Score: Raw -470686.659754 + Penalty 816.436470 = -469870.223284 nChanged 19 SP:Iteration 11Q (2154.130000 sec): 3 clusters Score: Raw -470744.331491 + Penalty 816.436470 = -469927.895021 nChanged 14 SP:Iteration 12Q (2154.140000 sec): 3 clusters Score: Raw -470771.259858 + Penalty 816.436470 = -469954.823388 nChanged 8 SP:Iteration 13Q (2154.150000 sec): 3 clusters Score: Raw -470775.855533 + Penalty 816.436470 = -469959.419063 nChanged 1 SP:Iteration 14Q (2154.150000 sec): 3 clusters Score: Raw -470776.049923 + Penalty 816.436470 = -469959.613453 nChanged 0 SP:Iteration 15F (2154.160000 sec): 3 clusters Score: Raw -470776.049923 + Penalty 816.436470 = -469959.613453 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 62 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.170000 sec): 2 clusters Score: Raw -3778.195847 + Penalty 202.672802 = -3575.523045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.170000 sec): 3 clusters Score: Raw -3795.920721 + Penalty 405.345604 = -3390.575117 nChanged 24 SP:Iteration 1F (2154.170000 sec): 3 clusters Score: Raw -3845.013251 + Penalty 405.345604 = -3439.667647 nChanged 6 SP:Iteration 2F (2154.170000 sec): 3 clusters Score: Raw -3863.855031 + Penalty 405.345604 = -3458.509427 nChanged 4 SP:Iteration 3Q (2154.170000 sec): 3 clusters Score: Raw -3871.194703 + Penalty 405.345604 = -3465.849099 nChanged 3 SP:Iteration 4Q (2154.170000 sec): 3 clusters Score: Raw -3877.460597 + Penalty 405.345604 = -3472.114993 nChanged 2 SP:Iteration 5Q (2154.170000 sec): 3 clusters Score: Raw -3880.010802 + Penalty 405.345604 = -3474.665198 nChanged 0 SP:Iteration 6F (2154.170000 sec): 3 clusters Score: Raw -3880.010802 + Penalty 405.345604 = -3474.665198 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 63 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.170000 sec): 2 clusters Score: Raw -17639.338795 + Penalty 265.217026 = -17374.121769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.170000 sec): 3 clusters Score: Raw -17508.050355 + Penalty 530.434051 = -16977.616304 nChanged 110 SP:Iteration 1F (2154.170000 sec): 3 clusters Score: Raw -17589.943762 + Penalty 530.434051 = -17059.509711 nChanged 31 SP:Iteration 2F (2154.170000 sec): 3 clusters Score: Raw -17624.685333 + Penalty 530.434051 = -17094.251281 nChanged 13 SP:Iteration 3Q (2154.170000 sec): 3 clusters Score: Raw -17651.728618 + Penalty 530.434051 = -17121.294567 nChanged 12 SP:Iteration 4Q (2154.170000 sec): 3 clusters Score: Raw -17661.813759 + Penalty 530.434051 = -17131.379708 nChanged 5 SP:Iteration 5Q (2154.170000 sec): 3 clusters Score: Raw -17668.140565 + Penalty 530.434051 = -17137.706514 nChanged 4 SP:Iteration 6Q (2154.170000 sec): 3 clusters Score: Raw -17670.573150 + Penalty 530.434051 = -17140.139098 nChanged 1 SP:Iteration 7Q (2154.170000 sec): 3 clusters Score: Raw -17670.793982 + Penalty 530.434051 = -17140.359931 nChanged 1 SP:Iteration 8Q (2154.170000 sec): 3 clusters Score: Raw -17670.979651 + Penalty 530.434051 = -17140.545600 nChanged 0 SP:Iteration 9F (2154.170000 sec): 3 clusters Score: Raw -17670.979651 + Penalty 530.434051 = -17140.545600 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 64 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.170000 sec): 2 clusters Score: Raw -8379.939174 + Penalty 232.043922 = -8147.895252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.170000 sec): 3 clusters Score: Raw -8362.143913 + Penalty 464.087845 = -7898.056068 nChanged 46 SP:Iteration 1F (2154.170000 sec): 3 clusters Score: Raw -8445.042121 + Penalty 464.087845 = -7980.954276 nChanged 12 SP:Iteration 2F (2154.170000 sec): 3 clusters Score: Raw -8463.209320 + Penalty 464.087845 = -7999.121475 nChanged 5 SP:Iteration 3Q (2154.170000 sec): 3 clusters Score: Raw -8469.939862 + Penalty 464.087845 = -8005.852017 nChanged 1 SP:Iteration 4Q (2154.170000 sec): 3 clusters Score: Raw -8470.744012 + Penalty 464.087845 = -8006.656167 nChanged 1 SP:Iteration 5Q (2154.170000 sec): 3 clusters Score: Raw -8472.450444 + Penalty 464.087845 = -8008.362599 nChanged 2 SP:Iteration 6Q (2154.170000 sec): 3 clusters Score: Raw -8480.170769 + Penalty 464.087845 = -8016.082924 nChanged 2 SP:Iteration 7Q (2154.180000 sec): 3 clusters Score: Raw -8486.431816 + Penalty 464.087845 = -8022.343971 nChanged 0 SP:Iteration 8F (2154.180000 sec): 3 clusters Score: Raw -8486.431816 + Penalty 464.087845 = -8022.343971 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 65 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 2 clusters Score: Raw -3943.567023 + Penalty 195.834962 = -3747.732061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 3 clusters Score: Raw -3967.626149 + Penalty 391.669923 = -3575.956226 nChanged 14 SP:Iteration 1F (2154.180000 sec): 3 clusters Score: Raw -4028.532503 + Penalty 391.669923 = -3636.862580 nChanged 2 SP:Iteration 2Q (2154.180000 sec): 3 clusters Score: Raw -4032.108013 + Penalty 391.669923 = -3640.438089 nChanged 0 SP:Iteration 3F (2154.180000 sec): 3 clusters Score: Raw -4032.108013 + Penalty 391.669923 = -3640.438089 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 66 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 2 clusters Score: Raw -3645.483790 + Penalty 197.048367 = -3448.435423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 3 clusters Score: Raw -3666.213236 + Penalty 394.096734 = -3272.116502 nChanged 14 SP:Iteration 1F (2154.180000 sec): 3 clusters Score: Raw -3697.177087 + Penalty 394.096734 = -3303.080353 nChanged 7 SP:Iteration 2F (2154.180000 sec): 3 clusters Score: Raw -3716.980097 + Penalty 394.096734 = -3322.883363 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 67 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 2 clusters Score: Raw -4365.086990 + Penalty 209.987984 = -4155.099007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 3 clusters Score: Raw -4401.659875 + Penalty 419.975967 = -3981.683908 nChanged 26 SP:Iteration 1F (2154.180000 sec): 3 clusters Score: Raw -4459.565907 + Penalty 419.975967 = -4039.589940 nChanged 2 SP:Iteration 2Q (2154.180000 sec): 3 clusters Score: Raw -4462.829938 + Penalty 419.975967 = -4042.853971 nChanged 0 SP:Iteration 3F (2154.180000 sec): 3 clusters Score: Raw -4462.829938 + Penalty 419.975967 = -4042.853971 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 68 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 2 clusters Score: Raw -3804.743238 + Penalty 203.718825 = -3601.024413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 3 clusters Score: Raw -3823.724680 + Penalty 407.437650 = -3416.287030 nChanged 19 SP:Iteration 1F (2154.180000 sec): 3 clusters Score: Raw -3880.084472 + Penalty 407.437650 = -3472.646822 nChanged 8 SP:Iteration 2F (2154.180000 sec): 3 clusters Score: Raw -3911.047186 + Penalty 407.437650 = -3503.609536 nChanged 1 SP:Iteration 3Q (2154.180000 sec): 3 clusters Score: Raw -3915.025854 + Penalty 407.437650 = -3507.588204 nChanged 0 SP:Iteration 4F (2154.180000 sec): 3 clusters Score: Raw -3915.025854 + Penalty 407.437650 = -3507.588204 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 69 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 2 clusters Score: Raw -6679.692969 + Penalty 241.073440 = -6438.619529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.180000 sec): 3 clusters Score: Raw -6659.394099 + Penalty 482.146880 = -6177.247219 nChanged 54 SP:Iteration 1F (2154.180000 sec): 3 clusters Score: Raw -6757.517266 + Penalty 482.146880 = -6275.370385 nChanged 8 SP:Iteration 2Q (2154.180000 sec): 3 clusters Score: Raw -6774.431571 + Penalty 482.146880 = -6292.284690 nChanged 3 SP:Iteration 3Q (2154.180000 sec): 3 clusters Score: Raw -6780.984410 + Penalty 482.146880 = -6298.837530 nChanged 4 SP:Iteration 4Q (2154.190000 sec): 3 clusters Score: Raw -6788.318098 + Penalty 482.146880 = -6306.171218 nChanged 4 SP:Iteration 5Q (2154.190000 sec): 3 clusters Score: Raw -6809.160162 + Penalty 482.146880 = -6327.013282 nChanged 3 SP:Iteration 6Q (2154.190000 sec): 3 clusters Score: Raw -6824.859889 + Penalty 482.146880 = -6342.713009 nChanged 4 SP:Iteration 7Q (2154.190000 sec): 3 clusters Score: Raw -6848.265100 + Penalty 482.146880 = -6366.118220 nChanged 3 SP:Iteration 8Q (2154.190000 sec): 3 clusters Score: Raw -6852.648439 + Penalty 482.146880 = -6370.501559 nChanged 0 SP:Iteration 9F (2154.190000 sec): 3 clusters Score: Raw -6852.648439 + Penalty 482.146880 = -6370.501559 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 70 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 2 clusters Score: Raw -2813.293562 + Penalty 190.629291 = -2622.664272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 3 clusters Score: Raw -2817.402972 + Penalty 381.258582 = -2436.144390 nChanged 9 SP:Iteration 1F (2154.190000 sec): 3 clusters Score: Raw -2843.859703 + Penalty 381.258582 = -2462.601121 nChanged 4 SP:Iteration 2F (2154.190000 sec): 3 clusters Score: Raw -2852.245343 + Penalty 381.258582 = -2470.986761 nChanged 1 SP:Iteration 3Q (2154.190000 sec): 3 clusters Score: Raw -2855.320932 + Penalty 381.258582 = -2474.062351 nChanged 0 SP:Iteration 4F (2154.190000 sec): 3 clusters Score: Raw -2855.320932 + Penalty 381.258582 = -2474.062351 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 71 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 2 clusters Score: Raw -5920.965811 + Penalty 223.525797 = -5697.440013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 3 clusters Score: Raw -5934.482277 + Penalty 447.051595 = -5487.430683 nChanged 31 SP:Iteration 1F (2154.190000 sec): 3 clusters Score: Raw -5987.028275 + Penalty 447.051595 = -5539.976680 nChanged 10 SP:Iteration 2F (2154.190000 sec): 3 clusters Score: Raw -6003.120329 + Penalty 447.051595 = -5556.068735 nChanged 2 SP:Iteration 3Q (2154.190000 sec): 3 clusters Score: Raw -6006.054617 + Penalty 447.051595 = -5559.003023 nChanged 2 SP:Iteration 4Q (2154.190000 sec): 3 clusters Score: Raw -6008.336173 + Penalty 447.051595 = -5561.284579 nChanged 1 SP:Iteration 5Q (2154.190000 sec): 3 clusters Score: Raw -6008.774939 + Penalty 447.051595 = -5561.723345 nChanged 0 SP:Iteration 6F (2154.190000 sec): 3 clusters Score: Raw -6008.774939 + Penalty 447.051595 = -5561.723345 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 72 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 2 clusters Score: Raw -3227.023049 + Penalty 191.987601 = -3035.035449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 3 clusters Score: Raw -3271.392694 + Penalty 383.975201 = -2887.417493 nChanged 12 SP:Iteration 1F (2154.190000 sec): 3 clusters Score: Raw -3303.094494 + Penalty 383.975201 = -2919.119292 nChanged 2 SP:Iteration 2Q (2154.190000 sec): 3 clusters Score: Raw -3311.588279 + Penalty 383.975201 = -2927.613078 nChanged 2 SP:Iteration 3Q (2154.190000 sec): 3 clusters Score: Raw -3317.561564 + Penalty 383.975201 = -2933.586362 nChanged 0 SP:Iteration 4F (2154.190000 sec): 3 clusters Score: Raw -3317.561564 + Penalty 383.975201 = -2933.586362 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 73 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 2 clusters Score: Raw -7456.861446 + Penalty 232.868718 = -7223.992728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 3 clusters Score: Raw -7446.798468 + Penalty 465.737437 = -6981.061032 nChanged 48 SP:Iteration 1F (2154.190000 sec): 3 clusters Score: Raw -7567.089560 + Penalty 465.737437 = -7101.352124 nChanged 15 SP:Iteration 2F (2154.190000 sec): 3 clusters Score: Raw -7604.388782 + Penalty 465.737437 = -7138.651345 nChanged 7 SP:Iteration 3Q (2154.190000 sec): 3 clusters Score: Raw -7634.313259 + Penalty 465.737437 = -7168.575822 nChanged 4 SP:Iteration 4Q (2154.190000 sec): 3 clusters Score: Raw -7639.009615 + Penalty 465.737437 = -7173.272178 nChanged 0 SP:Iteration 5F (2154.190000 sec): 3 clusters Score: Raw -7639.009615 + Penalty 465.737437 = -7173.272178 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 74 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 2 clusters Score: Raw -2731.811869 + Penalty 201.057248 = -2530.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 3 clusters Score: Raw -2769.721864 + Penalty 402.114495 = -2367.607369 nChanged 14 SP:Iteration 1F (2154.190000 sec): 3 clusters Score: Raw -2823.210052 + Penalty 402.114495 = -2421.095557 nChanged 1 SP:Iteration 2Q (2154.190000 sec): 3 clusters Score: Raw -2830.294709 + Penalty 402.114495 = -2428.180213 nChanged 0 SP:Iteration 3F (2154.190000 sec): 3 clusters Score: Raw -2830.294709 + Penalty 402.114495 = -2428.180213 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 75 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 2 clusters Score: Raw -5922.493757 + Penalty 222.510885 = -5699.982872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.190000 sec): 3 clusters Score: Raw -5925.751454 + Penalty 445.021771 = -5480.729683 nChanged 31 SP:Iteration 1F (2154.190000 sec): 3 clusters Score: Raw -5980.617553 + Penalty 445.021771 = -5535.595783 nChanged 13 SP:Iteration 2F (2154.200000 sec): 3 clusters Score: Raw -6000.859991 + Penalty 445.021771 = -5555.838220 nChanged 7 SP:Iteration 3F (2154.200000 sec): 3 clusters Score: Raw -6014.837208 + Penalty 445.021771 = -5569.815437 nChanged 1 SP:Iteration 4Q (2154.200000 sec): 3 clusters Score: Raw -6018.998761 + Penalty 445.021771 = -5573.976991 nChanged 2 SP:Iteration 5Q (2154.200000 sec): 3 clusters Score: Raw -6022.457725 + Penalty 445.021771 = -5577.435955 nChanged 1 SP:Iteration 6Q (2154.200000 sec): 3 clusters Score: Raw -6024.827903 + Penalty 445.021771 = -5579.806133 nChanged 1 SP:Iteration 7Q (2154.200000 sec): 3 clusters Score: Raw -6025.955472 + Penalty 445.021771 = -5580.933701 nChanged 0 SP:Iteration 8F (2154.200000 sec): 3 clusters Score: Raw -6025.955472 + Penalty 445.021771 = -5580.933701 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 76 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 2 clusters Score: Raw -3062.236352 + Penalty 183.958833 = -2878.277519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 3 clusters Score: Raw -3111.827187 + Penalty 367.917665 = -2743.909522 nChanged 4 SP:Iteration 1F (2154.200000 sec): 3 clusters Score: Raw -3120.727016 + Penalty 367.917665 = -2752.809351 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 77 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 2 clusters Score: Raw -4067.955325 + Penalty 204.232955 = -3863.722370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 3 clusters Score: Raw -4081.088190 + Penalty 408.465910 = -3672.622280 nChanged 13 SP:Iteration 1F (2154.200000 sec): 3 clusters Score: Raw -4110.697864 + Penalty 408.465910 = -3702.231954 nChanged 2 SP:Iteration 2Q (2154.200000 sec): 3 clusters Score: Raw -4117.639932 + Penalty 408.465910 = -3709.174022 nChanged 1 SP:Iteration 3Q (2154.200000 sec): 3 clusters Score: Raw -4119.804113 + Penalty 408.465910 = -3711.338204 nChanged 1 SP:Iteration 4Q (2154.200000 sec): 3 clusters Score: Raw -4121.646290 + Penalty 408.465910 = -3713.180381 nChanged 1 SP:Iteration 5Q (2154.200000 sec): 3 clusters Score: Raw -4122.348690 + Penalty 408.465910 = -3713.882780 nChanged 0 SP:Iteration 6F (2154.200000 sec): 3 clusters Score: Raw -4122.348690 + Penalty 408.465910 = -3713.882780 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 78 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 2 clusters Score: Raw -6699.071229 + Penalty 233.410392 = -6465.660838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 3 clusters Score: Raw -6658.911454 + Penalty 466.820783 = -6192.090671 nChanged 46 SP:Iteration 1F (2154.200000 sec): 3 clusters Score: Raw -6759.820217 + Penalty 466.820783 = -6292.999434 nChanged 19 SP:Iteration 2F (2154.200000 sec): 3 clusters Score: Raw -6814.569073 + Penalty 466.820783 = -6347.748290 nChanged 7 SP:Iteration 3Q (2154.200000 sec): 3 clusters Score: Raw -6836.097443 + Penalty 466.820783 = -6369.276660 nChanged 4 SP:Iteration 4Q (2154.200000 sec): 3 clusters Score: Raw -6844.253502 + Penalty 466.820783 = -6377.432719 nChanged 2 SP:Iteration 5Q (2154.200000 sec): 3 clusters Score: Raw -6846.865044 + Penalty 466.820783 = -6380.044261 nChanged 0 SP:Iteration 6F (2154.200000 sec): 3 clusters Score: Raw -6846.865044 + Penalty 466.820783 = -6380.044261 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 79 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 2 clusters Score: Raw -6542.329475 + Penalty 229.181343 = -6313.148131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.200000 sec): 3 clusters Score: Raw -6534.607399 + Penalty 458.362687 = -6076.244712 nChanged 47 SP:Iteration 1F (2154.210000 sec): 3 clusters Score: Raw -6607.930038 + Penalty 458.362687 = -6149.567351 nChanged 11 SP:Iteration 2F (2154.210000 sec): 3 clusters Score: Raw -6628.267829 + Penalty 458.362687 = -6169.905142 nChanged 4 SP:Iteration 3Q (2154.210000 sec): 3 clusters Score: Raw -6632.487057 + Penalty 458.362687 = -6174.124370 nChanged 4 SP:Iteration 4Q (2154.210000 sec): 3 clusters Score: Raw -6659.156016 + Penalty 458.362687 = -6200.793330 nChanged 2 SP:Iteration 5Q (2154.210000 sec): 3 clusters Score: Raw -6666.055592 + Penalty 458.362687 = -6207.692906 nChanged 1 SP:Iteration 6Q (2154.210000 sec): 3 clusters Score: Raw -6670.849393 + Penalty 458.362687 = -6212.486707 nChanged 0 SP:Iteration 7F (2154.210000 sec): 3 clusters Score: Raw -6670.849393 + Penalty 458.362687 = -6212.486707 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 80 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 2 clusters Score: Raw -3707.854559 + Penalty 196.445709 = -3511.408850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 3 clusters Score: Raw -3769.324252 + Penalty 392.891418 = -3376.432834 nChanged 14 SP:Iteration 1F (2154.210000 sec): 3 clusters Score: Raw -3813.423756 + Penalty 392.891418 = -3420.532338 nChanged 1 SP:Iteration 2Q (2154.210000 sec): 3 clusters Score: Raw -3814.642795 + Penalty 392.891418 = -3421.751377 nChanged 0 SP:Iteration 3F (2154.210000 sec): 3 clusters Score: Raw -3814.642795 + Penalty 392.891418 = -3421.751377 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 81 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 2 clusters Score: Raw -6626.865276 + Penalty 234.737016 = -6392.128260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 3 clusters Score: Raw -6602.550308 + Penalty 469.474032 = -6133.076276 nChanged 51 SP:Iteration 1F (2154.210000 sec): 3 clusters Score: Raw -6672.993400 + Penalty 469.474032 = -6203.519368 nChanged 13 SP:Iteration 2F (2154.210000 sec): 3 clusters Score: Raw -6689.200325 + Penalty 469.474032 = -6219.726292 nChanged 7 SP:Iteration 3Q (2154.210000 sec): 3 clusters Score: Raw -6699.906824 + Penalty 469.474032 = -6230.432792 nChanged 3 SP:Iteration 4Q (2154.210000 sec): 3 clusters Score: Raw -6706.474938 + Penalty 469.474032 = -6237.000906 nChanged 0 SP:Iteration 5F (2154.210000 sec): 3 clusters Score: Raw -6706.474938 + Penalty 469.474032 = -6237.000906 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 82 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 2 clusters Score: Raw -8343.459996 + Penalty 241.750872 = -8101.709124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 3 clusters Score: Raw -8303.910724 + Penalty 483.501744 = -7820.408979 nChanged 55 SP:Iteration 1F (2154.210000 sec): 3 clusters Score: Raw -8401.295552 + Penalty 483.501744 = -7917.793808 nChanged 18 SP:Iteration 2F (2154.210000 sec): 3 clusters Score: Raw -8428.657075 + Penalty 483.501744 = -7945.155331 nChanged 6 SP:Iteration 3Q (2154.210000 sec): 3 clusters Score: Raw -8439.270808 + Penalty 483.501744 = -7955.769064 nChanged 6 SP:Iteration 4Q (2154.210000 sec): 3 clusters Score: Raw -8453.580395 + Penalty 483.501744 = -7970.078651 nChanged 4 SP:Iteration 5Q (2154.210000 sec): 3 clusters Score: Raw -8460.176328 + Penalty 483.501744 = -7976.674584 nChanged 2 SP:Iteration 6Q (2154.210000 sec): 3 clusters Score: Raw -8469.599328 + Penalty 483.501744 = -7986.097584 nChanged 3 SP:Iteration 7Q (2154.210000 sec): 3 clusters Score: Raw -8472.370039 + Penalty 483.501744 = -7988.868295 nChanged 3 SP:Iteration 8Q (2154.210000 sec): 3 clusters Score: Raw -8494.550742 + Penalty 483.501744 = -8011.048998 nChanged 3 SP:Iteration 9Q (2154.210000 sec): 3 clusters Score: Raw -8497.318347 + Penalty 483.501744 = -8013.816603 nChanged 0 SP:Iteration 10F (2154.210000 sec): 3 clusters Score: Raw -8497.318347 + Penalty 483.501744 = -8013.816603 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 83 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 2 clusters Score: Raw -985.440576 + Penalty 148.243392 = -837.197184 nChanged 7 SP:Iteration 1F (2154.210000 sec): 2 clusters Score: Raw -1108.366392 + Penalty 148.243392 = -960.122999 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 84 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 2 clusters Score: Raw -2610.950794 + Penalty 178.898066 = -2432.052728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.210000 sec): 3 clusters Score: Raw -2717.888941 + Penalty 357.796133 = -2360.092808 nChanged 8 SP:Iteration 1F (2154.210000 sec): 3 clusters Score: Raw -2750.791028 + Penalty 357.796133 = -2392.994896 nChanged 3 SP:Iteration 2F (2154.210000 sec): 2 clusters Score: Raw -1836.632175 + Penalty 178.898066 = -1657.734109 nChanged 11 SP:Iteration 3F (2154.210000 sec): 2 clusters Score: Raw -2610.950794 + Penalty 178.898066 = -2432.052728 nChanged 0 Memory request: 0.00 GB would take us to total of 2.78 GB. Trying to split cluster 85 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.220000 sec): 2 clusters Score: Raw -2918.897341 + Penalty 187.784615 = -2731.112727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.220000 sec): 3 clusters Score: Raw -2962.068633 + Penalty 375.569229 = -2586.499404 nChanged 15 SP:Iteration 1F (2154.220000 sec): 3 clusters Score: Raw -3007.589886 + Penalty 375.569229 = -2632.020657 nChanged 2 SP:Iteration 2Q (2154.220000 sec): 3 clusters Score: Raw -3010.565218 + Penalty 375.569229 = -2634.995989 nChanged 0 SP:Iteration 3F (2154.220000 sec): 3 clusters Score: Raw -3010.565218 + Penalty 375.569229 = -2634.995989 nChanged 0 ------ Evaluating fit on full set of 1249013 points ------ Score: Raw -71864024.192820 + Penalty 54291.439783 = -71809732.753036 Time taken for this iteration:2190.380000 seconds. 20->86 Clusters: Score -71809732.753036, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.69 GB would take us to total of 2.77 GB. ------ Running on subset of 416337 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 18 (52 points): Lose 2.505390 but Gain 588.735889 Iteration 0F (2204.070000 sec): 20 clusters Score: Raw -16521741.836932 + Penalty 11185.981891 = -16510555.855042 nChanged 395705 Deleting Class 12 (15 points): Lose 22.592317 but Gain 588.735889 Iteration 1F (2207.590000 sec): 19 clusters Score: Raw -23032939.622492 + Penalty 10597.246002 = -23022342.376490 nChanged 68241 Deleting Class 2 (17 points): Lose 104.594965 but Gain 588.735889 Iteration 2F (2210.910000 sec): 18 clusters Score: Raw -23444075.153056 + Penalty 10008.510113 = -23434066.642943 nChanged 53105 Deleting Class 6 (29 points): Lose 149.888162 but Gain 588.735889 Iteration 3F (2214.050000 sec): 17 clusters Score: Raw -23543937.973578 + Penalty 9419.774224 = -23534518.199354 nChanged 44196 Deleting Class 15 (276 points): Lose 452.530221 but Gain 588.735889 Iteration 4F (2217.040000 sec): 16 clusters Score: Raw -23601553.764613 + Penalty 8831.038335 = -23592722.726278 nChanged 35681 Deleting Class 16 (420 points): Lose 557.765833 but Gain 588.735889 Iteration 5F (2219.900000 sec): 15 clusters Score: Raw -23643957.299031 + Penalty 8242.302446 = -23635714.996585 nChanged 28819 Iteration 6F (2222.560000 sec): 15 clusters Score: Raw -23673291.461066 + Penalty 8242.302446 = -23665049.158620 nChanged 19498 Iteration 7Q (2224.240000 sec): 15 clusters Score: Raw -23690286.593840 + Penalty 8242.302446 = -23682044.291394 nChanged 14826 Iteration 8Q (2225.870000 sec): 15 clusters Score: Raw -23700300.348525 + Penalty 8242.302446 = -23692058.046079 nChanged 14785 Iteration 9Q (2227.490000 sec): 15 clusters Score: Raw -23708337.969974 + Penalty 8242.302446 = -23700095.667528 nChanged 15419 Iteration 10Q (2229.110000 sec): 15 clusters Score: Raw -23716956.655163 + Penalty 8242.302446 = -23708714.352717 nChanged 16230 Iteration 11Q (2230.760000 sec): 15 clusters Score: Raw -23726850.734747 + Penalty 8242.302446 = -23718608.432301 nChanged 16123 Iteration 12Q (2232.380000 sec): 15 clusters Score: Raw -23736396.704017 + Penalty 8242.302446 = -23728154.401571 nChanged 14471 Iteration 13Q (2233.880000 sec): 15 clusters Score: Raw -23743729.684830 + Penalty 8242.302446 = -23735487.382384 nChanged 11910 Iteration 14Q (2235.360000 sec): 15 clusters Score: Raw -23748514.126571 + Penalty 8242.302446 = -23740271.824125 nChanged 9384 Iteration 15Q (2236.840000 sec): 15 clusters Score: Raw -23751552.463902 + Penalty 8242.302446 = -23743310.161457 nChanged 7424 Iteration 16Q (2238.330000 sec): 15 clusters Score: Raw -23753558.004247 + Penalty 8242.302446 = -23745315.701801 nChanged 5990 Iteration 17Q (2239.800000 sec): 15 clusters Score: Raw -23754929.981622 + Penalty 8242.302446 = -23746687.679176 nChanged 4858 Iteration 18Q (2241.270000 sec): 15 clusters Score: Raw -23755906.462660 + Penalty 8242.302446 = -23747664.160215 nChanged 4242 Iteration 19Q (2242.730000 sec): 15 clusters Score: Raw -23756673.933023 + Penalty 8242.302446 = -23748431.630577 nChanged 3681 Writing temp clu file Because OldScore, -23747664.160215, is greater than current (better) Score,-23748431.630577 Compute initial score before splitting: Score: Raw -23756673.933023 + Penalty 8242.302446 = -23748431.630577 Memory request: 0.01 GB would take us to total of 2.77 GB. Trying to split cluster 1 (3516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.810000 sec): 2 clusters Score: Raw -152523.729032 + Penalty 371.511106 = -152152.217926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.810000 sec): 3 clusters Score: Raw -150851.813450 + Penalty 743.022213 = -150108.791238 nChanged 1595 SP:Iteration 1F (2242.810000 sec): 3 clusters Score: Raw -155981.239447 + Penalty 743.022213 = -155238.217235 nChanged 362 SP:Iteration 2F (2242.820000 sec): 3 clusters Score: Raw -157468.085014 + Penalty 743.022213 = -156725.062801 nChanged 203 SP:Iteration 3F (2242.820000 sec): 3 clusters Score: Raw -158319.342735 + Penalty 743.022213 = -157576.320523 nChanged 107 SP:Iteration 4Q (2242.830000 sec): 3 clusters Score: Raw -158605.924240 + Penalty 743.022213 = -157862.902027 nChanged 85 SP:Iteration 5Q (2242.830000 sec): 3 clusters Score: Raw -158803.319346 + Penalty 743.022213 = -158060.297133 nChanged 104 SP:Iteration 6Q (2242.830000 sec): 3 clusters Score: Raw -159188.149937 + Penalty 743.022213 = -158445.127724 nChanged 97 SP:Iteration 7Q (2242.840000 sec): 3 clusters Score: Raw -159753.014634 + Penalty 743.022213 = -159009.992421 nChanged 34 SP:Iteration 8Q (2242.840000 sec): 3 clusters Score: Raw -159879.269921 + Penalty 743.022213 = -159136.247709 nChanged 11 SP:Iteration 9Q (2242.840000 sec): 3 clusters Score: Raw -159884.784797 + Penalty 743.022213 = -159141.762585 nChanged 6 SP:Iteration 10Q (2242.850000 sec): 3 clusters Score: Raw -159887.042681 + Penalty 743.022213 = -159144.020468 nChanged 1 SP:Iteration 11Q (2242.850000 sec): 3 clusters Score: Raw -159887.268860 + Penalty 743.022213 = -159144.246647 nChanged 3 SP:Iteration 12Q (2242.850000 sec): 3 clusters Score: Raw -159887.772353 + Penalty 743.022213 = -159144.750140 nChanged 0 SP:Iteration 13F (2242.860000 sec): 3 clusters Score: Raw -159887.772353 + Penalty 743.022213 = -159144.750140 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (38143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.960000 sec): 2 clusters Score: Raw -2144112.656886 + Penalty 479.983938 = -2143632.672948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2243.010000 sec): 3 clusters Score: Raw -2119031.972050 + Penalty 959.967876 = -2118072.004175 nChanged 18420 SP:Iteration 1F (2243.060000 sec): 3 clusters Score: Raw -2130577.859607 + Penalty 959.967876 = -2129617.891732 nChanged 2048 SP:Iteration 2F (2243.100000 sec): 3 clusters Score: Raw -2131456.572038 + Penalty 959.967876 = -2130496.604163 nChanged 2153 SP:Iteration 3F (2243.140000 sec): 3 clusters Score: Raw -2132451.539144 + Penalty 959.967876 = -2131491.571268 nChanged 2151 SP:Iteration 4F (2243.190000 sec): 3 clusters Score: Raw -2133451.036786 + Penalty 959.967876 = -2132491.068911 nChanged 2071 SP:Iteration 5F (2243.240000 sec): 3 clusters Score: Raw -2134401.876837 + Penalty 959.967876 = -2133441.908962 nChanged 1901 SP:Iteration 6Q (2243.280000 sec): 3 clusters Score: Raw -2135301.357361 + Penalty 959.967876 = -2134341.389486 nChanged 1766 SP:Iteration 7Q (2243.330000 sec): 3 clusters Score: Raw -2136149.684857 + Penalty 959.967876 = -2135189.716981 nChanged 1622 SP:Iteration 8Q (2243.380000 sec): 3 clusters Score: Raw -2136896.855527 + Penalty 959.967876 = -2135936.887651 nChanged 1360 SP:Iteration 9Q (2243.420000 sec): 3 clusters Score: Raw -2137492.193557 + Penalty 959.967876 = -2136532.225682 nChanged 1182 SP:Iteration 10Q (2243.470000 sec): 3 clusters Score: Raw -2137983.346069 + Penalty 959.967876 = -2137023.378193 nChanged 976 SP:Iteration 11Q (2243.520000 sec): 3 clusters Score: Raw -2138343.236494 + Penalty 959.967876 = -2137383.268619 nChanged 830 SP:Iteration 12Q (2243.570000 sec): 3 clusters Score: Raw -2138632.340447 + Penalty 959.967876 = -2137672.372571 nChanged 765 SP:Iteration 13Q (2243.610000 sec): 3 clusters Score: Raw -2138904.174071 + Penalty 959.967876 = -2137944.206195 nChanged 798 SP:Iteration 14Q (2243.660000 sec): 3 clusters Score: Raw -2139214.568710 + Penalty 959.967876 = -2138254.600834 nChanged 912 SP:Iteration 15Q (2243.710000 sec): 3 clusters Score: Raw -2139636.138780 + Penalty 959.967876 = -2138676.170904 nChanged 1062 SP:Iteration 16Q (2243.760000 sec): 3 clusters Score: Raw -2140198.548537 + Penalty 959.967876 = -2139238.580661 nChanged 1196 SP:Iteration 17Q (2243.810000 sec): 3 clusters Score: Raw -2140928.959697 + Penalty 959.967876 = -2139968.991821 nChanged 1266 SP:Iteration 18Q (2243.850000 sec): 3 clusters Score: Raw -2141806.242705 + Penalty 959.967876 = -2140846.274829 nChanged 1129 SP:Iteration 19Q (2243.900000 sec): 3 clusters Score: Raw -2142599.195529 + Penalty 959.967876 = -2141639.227653 nChanged 847 SP:Iteration 20F (2243.950000 sec): 3 clusters Score: Raw -2143217.507648 + Penalty 959.967876 = -2142257.539772 nChanged 583 SP:Iteration 21Q (2243.990000 sec): 3 clusters Score: Raw -2143616.994888 + Penalty 959.967876 = -2142657.027012 nChanged 369 SP:Iteration 22Q (2244.030000 sec): 3 clusters Score: Raw -2143860.951133 + Penalty 959.967876 = -2142900.983258 nChanged 205 SP:Iteration 23Q (2244.080000 sec): 3 clusters Score: Raw -2143989.801046 + Penalty 959.967876 = -2143029.833170 nChanged 128 SP:Iteration 24Q (2244.120000 sec): 3 clusters Score: Raw -2144069.056479 + Penalty 959.967876 = -2143109.088604 nChanged 67 SP:Iteration 25Q (2244.160000 sec): 3 clusters Score: Raw -2144111.363865 + Penalty 959.967876 = -2143151.395990 nChanged 36 SP:Iteration 26Q (2244.200000 sec): 3 clusters Score: Raw -2144134.052160 + Penalty 959.967876 = -2143174.084285 nChanged 27 SP:Iteration 27Q (2244.230000 sec): 3 clusters Score: Raw -2144153.221073 + Penalty 959.967876 = -2143193.253198 nChanged 11 SP:Iteration 28Q (2244.270000 sec): 3 clusters Score: Raw -2144161.496949 + Penalty 959.967876 = -2143201.529074 nChanged 12 SP:Iteration 29Q (2244.310000 sec): 3 clusters Score: Raw -2144172.046783 + Penalty 959.967876 = -2143212.078907 nChanged 8 SP:Iteration 30Q (2244.350000 sec): 3 clusters Score: Raw -2144181.173727 + Penalty 959.967876 = -2143221.205852 nChanged 6 SP:Iteration 31Q (2244.390000 sec): 3 clusters Score: Raw -2144191.718359 + Penalty 959.967876 = -2143231.750484 nChanged 10 SP:Iteration 32Q (2244.420000 sec): 3 clusters Score: Raw -2144202.003011 + Penalty 959.967876 = -2143242.035135 nChanged 9 SP:Iteration 33Q (2244.460000 sec): 3 clusters Score: Raw -2144212.153078 + Penalty 959.967876 = -2143252.185202 nChanged 6 SP:Iteration 34Q (2244.490000 sec): 3 clusters Score: Raw -2144220.282425 + Penalty 959.967876 = -2143260.314550 nChanged 6 SP:Iteration 35Q (2244.530000 sec): 3 clusters Score: Raw -2144229.216614 + Penalty 959.967876 = -2143269.248739 nChanged 9 SP:Iteration 36Q (2244.570000 sec): 3 clusters Score: Raw -2144239.934933 + Penalty 959.967876 = -2143279.967057 nChanged 4 SP:Iteration 37Q (2244.610000 sec): 3 clusters Score: Raw -2144248.468035 + Penalty 959.967876 = -2143288.500160 nChanged 6 SP:Iteration 38Q (2244.640000 sec): 3 clusters Score: Raw -2144259.659012 + Penalty 959.967876 = -2143299.691137 nChanged 6 SP:Iteration 39Q (2244.680000 sec): 3 clusters Score: Raw -2144266.688346 + Penalty 959.967876 = -2143306.720470 nChanged 1 SP:Iteration 40F (2244.730000 sec): 3 clusters Score: Raw -2144267.121457 + Penalty 959.967876 = -2143307.153581 nChanged 3 SP:Iteration 41Q (2244.760000 sec): 3 clusters Score: Raw -2144269.966671 + Penalty 959.967876 = -2143309.998795 nChanged 1 SP:Iteration 42Q (2244.800000 sec): 3 clusters Score: Raw -2144270.106062 + Penalty 959.967876 = -2143310.138186 nChanged 1 SP:Iteration 43Q (2244.830000 sec): 3 clusters Score: Raw -2144270.236135 + Penalty 959.967876 = -2143310.268259 nChanged 0 SP:Iteration 44F (2244.880000 sec): 3 clusters Score: Raw -2144270.236135 + Penalty 959.967876 = -2143310.268259 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (43243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2245.090000 sec): 2 clusters Score: Raw -2567619.997271 + Penalty 485.693875 = -2567134.303397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2245.150000 sec): 3 clusters Score: Raw -2539062.677615 + Penalty 971.387749 = -2538091.289866 nChanged 20950 SP:Iteration 1F (2245.200000 sec): 3 clusters Score: Raw -2552719.101881 + Penalty 971.387749 = -2551747.714132 nChanged 2888 SP:Iteration 2F (2245.250000 sec): 3 clusters Score: Raw -2554749.830925 + Penalty 971.387749 = -2553778.443176 nChanged 3427 SP:Iteration 3F (2245.310000 sec): 3 clusters Score: Raw -2557674.646926 + Penalty 971.387749 = -2556703.259177 nChanged 3523 SP:Iteration 4F (2245.360000 sec): 3 clusters Score: Raw -2560898.449171 + Penalty 971.387749 = -2559927.061422 nChanged 2984 SP:Iteration 5F (2245.410000 sec): 3 clusters Score: Raw -2563681.153204 + Penalty 971.387749 = -2562709.765455 nChanged 2029 SP:Iteration 6Q (2245.470000 sec): 3 clusters Score: Raw -2565493.332030 + Penalty 971.387749 = -2564521.944281 nChanged 1362 SP:Iteration 7Q (2245.520000 sec): 3 clusters Score: Raw -2566618.047888 + Penalty 971.387749 = -2565646.660138 nChanged 1010 SP:Iteration 8Q (2245.570000 sec): 3 clusters Score: Raw -2567486.694194 + Penalty 971.387749 = -2566515.306445 nChanged 811 SP:Iteration 9Q (2245.620000 sec): 3 clusters Score: Raw -2568139.600901 + Penalty 971.387749 = -2567168.213152 nChanged 662 SP:Iteration 10Q (2245.670000 sec): 3 clusters Score: Raw -2568518.847351 + Penalty 971.387749 = -2567547.459602 nChanged 462 SP:Iteration 11Q (2245.720000 sec): 3 clusters Score: Raw -2568699.555631 + Penalty 971.387749 = -2567728.167882 nChanged 343 SP:Iteration 12Q (2245.770000 sec): 3 clusters Score: Raw -2568801.100463 + Penalty 971.387749 = -2567829.712714 nChanged 248 SP:Iteration 13Q (2245.820000 sec): 3 clusters Score: Raw -2568855.768848 + Penalty 971.387749 = -2567884.381099 nChanged 181 SP:Iteration 14Q (2245.860000 sec): 3 clusters Score: Raw -2568889.794118 + Penalty 971.387749 = -2567918.406369 nChanged 142 SP:Iteration 15Q (2245.910000 sec): 3 clusters Score: Raw -2568911.868725 + Penalty 971.387749 = -2567940.480976 nChanged 101 SP:Iteration 16Q (2245.960000 sec): 3 clusters Score: Raw -2568922.887969 + Penalty 971.387749 = -2567951.500220 nChanged 70 SP:Iteration 17Q (2246.000000 sec): 3 clusters Score: Raw -2568928.683264 + Penalty 971.387749 = -2567957.295515 nChanged 62 SP:Iteration 18Q (2246.050000 sec): 3 clusters Score: Raw -2568932.424489 + Penalty 971.387749 = -2567961.036740 nChanged 54 SP:Iteration 19Q (2246.100000 sec): 3 clusters Score: Raw -2568935.603820 + Penalty 971.387749 = -2567964.216071 nChanged 44 SP:Iteration 20F (2246.150000 sec): 3 clusters Score: Raw -2568937.533058 + Penalty 971.387749 = -2567966.145309 nChanged 28 SP:Iteration 21Q (2246.200000 sec): 3 clusters Score: Raw -2568938.544617 + Penalty 971.387749 = -2567967.156868 nChanged 23 SP:Iteration 22Q (2246.250000 sec): 3 clusters Score: Raw -2568939.449942 + Penalty 971.387749 = -2567968.062192 nChanged 14 SP:Iteration 23Q (2246.300000 sec): 3 clusters Score: Raw -2568940.073752 + Penalty 971.387749 = -2567968.686003 nChanged 17 SP:Iteration 24Q (2246.340000 sec): 3 clusters Score: Raw -2568940.658239 + Penalty 971.387749 = -2567969.270490 nChanged 18 SP:Iteration 25Q (2246.390000 sec): 3 clusters Score: Raw -2568941.187035 + Penalty 971.387749 = -2567969.799286 nChanged 12 SP:Iteration 26Q (2246.440000 sec): 3 clusters Score: Raw -2568941.440826 + Penalty 971.387749 = -2567970.053077 nChanged 11 SP:Iteration 27Q (2246.490000 sec): 3 clusters Score: Raw -2568941.614600 + Penalty 971.387749 = -2567970.226851 nChanged 5 SP:Iteration 28Q (2246.540000 sec): 3 clusters Score: Raw -2568941.680842 + Penalty 971.387749 = -2567970.293093 nChanged 4 SP:Iteration 29Q (2246.590000 sec): 3 clusters Score: Raw -2568941.763939 + Penalty 971.387749 = -2567970.376190 nChanged 3 SP:Iteration 30Q (2246.640000 sec): 3 clusters Score: Raw -2568941.798364 + Penalty 971.387749 = -2567970.410615 nChanged 4 SP:Iteration 31Q (2246.680000 sec): 3 clusters Score: Raw -2568941.838096 + Penalty 971.387749 = -2567970.450347 nChanged 3 SP:Iteration 32Q (2246.740000 sec): 3 clusters Score: Raw -2568941.883731 + Penalty 971.387749 = -2567970.495982 nChanged 4 SP:Iteration 33Q (2246.790000 sec): 3 clusters Score: Raw -2568941.929104 + Penalty 971.387749 = -2567970.541355 nChanged 1 SP:Iteration 34Q (2246.840000 sec): 3 clusters Score: Raw -2568941.934024 + Penalty 971.387749 = -2567970.546275 nChanged 0 SP:Iteration 35F (2246.890000 sec): 3 clusters Score: Raw -2568941.934024 + Penalty 971.387749 = -2567970.546275 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2246.920000 sec): 2 clusters Score: Raw -67851.161261 + Penalty 327.551371 = -67523.609889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2246.920000 sec): 3 clusters Score: Raw -67143.168658 + Penalty 655.102743 = -66488.065915 nChanged 579 SP:Iteration 1F (2246.920000 sec): 3 clusters Score: Raw -67502.363444 + Penalty 655.102743 = -66847.260701 nChanged 116 SP:Iteration 2F (2246.920000 sec): 3 clusters Score: Raw -67596.983328 + Penalty 655.102743 = -66941.880585 nChanged 94 SP:Iteration 3F (2246.920000 sec): 3 clusters Score: Raw -67694.013910 + Penalty 655.102743 = -67038.911167 nChanged 100 SP:Iteration 4F (2246.930000 sec): 3 clusters Score: Raw -67790.702476 + Penalty 655.102743 = -67135.599733 nChanged 69 SP:Iteration 5F (2246.930000 sec): 3 clusters Score: Raw -67864.634141 + Penalty 655.102743 = -67209.531398 nChanged 61 SP:Iteration 6Q (2246.930000 sec): 3 clusters Score: Raw -67949.014566 + Penalty 655.102743 = -67293.911823 nChanged 59 SP:Iteration 7Q (2246.930000 sec): 3 clusters Score: Raw -68029.014554 + Penalty 655.102743 = -67373.911811 nChanged 41 SP:Iteration 8Q (2246.930000 sec): 3 clusters Score: Raw -68067.621067 + Penalty 655.102743 = -67412.518324 nChanged 24 SP:Iteration 9Q (2246.940000 sec): 3 clusters Score: Raw -68077.647450 + Penalty 655.102743 = -67422.544707 nChanged 13 SP:Iteration 10Q (2246.940000 sec): 3 clusters Score: Raw -68084.983033 + Penalty 655.102743 = -67429.880290 nChanged 10 SP:Iteration 11Q (2246.940000 sec): 3 clusters Score: Raw -68092.281889 + Penalty 655.102743 = -67437.179146 nChanged 6 SP:Iteration 12Q (2246.940000 sec): 3 clusters Score: Raw -68093.844066 + Penalty 655.102743 = -67438.741323 nChanged 6 SP:Iteration 13Q (2246.940000 sec): 3 clusters Score: Raw -68095.023266 + Penalty 655.102743 = -67439.920523 nChanged 4 SP:Iteration 14Q (2246.940000 sec): 3 clusters Score: Raw -68096.199255 + Penalty 655.102743 = -67441.096513 nChanged 3 SP:Iteration 15Q (2246.940000 sec): 3 clusters Score: Raw -68098.489857 + Penalty 655.102743 = -67443.387114 nChanged 4 SP:Iteration 16Q (2246.950000 sec): 3 clusters Score: Raw -68099.745511 + Penalty 655.102743 = -67444.642768 nChanged 4 SP:Iteration 17Q (2246.950000 sec): 3 clusters Score: Raw -68100.678099 + Penalty 655.102743 = -67445.575356 nChanged 2 SP:Iteration 18Q (2246.950000 sec): 3 clusters Score: Raw -68101.546238 + Penalty 655.102743 = -67446.443496 nChanged 3 SP:Iteration 19Q (2246.950000 sec): 3 clusters Score: Raw -68103.162281 + Penalty 655.102743 = -67448.059538 nChanged 5 SP:Iteration 20F (2246.950000 sec): 3 clusters Score: Raw -68105.214816 + Penalty 655.102743 = -67450.112073 nChanged 7 SP:Iteration 21Q (2246.960000 sec): 3 clusters Score: Raw -68106.588062 + Penalty 655.102743 = -67451.485319 nChanged 2 SP:Iteration 22Q (2246.960000 sec): 3 clusters Score: Raw -68107.087521 + Penalty 655.102743 = -67451.984778 nChanged 2 SP:Iteration 23Q (2246.960000 sec): 3 clusters Score: Raw -68107.349901 + Penalty 655.102743 = -67452.247158 nChanged 0 SP:Iteration 24F (2246.960000 sec): 3 clusters Score: Raw -68107.349901 + Penalty 655.102743 = -67452.247158 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (33290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2247.020000 sec): 2 clusters Score: Raw -1972764.025903 + Penalty 473.792061 = -1972290.233842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2247.060000 sec): 3 clusters Score: Raw -1950994.148144 + Penalty 947.584122 = -1950046.564022 nChanged 16023 SP:Iteration 1F (2247.100000 sec): 3 clusters Score: Raw -1961017.051846 + Penalty 947.584122 = -1960069.467723 nChanged 1954 SP:Iteration 2F (2247.150000 sec): 3 clusters Score: Raw -1961988.766491 + Penalty 947.584122 = -1961041.182369 nChanged 2134 SP:Iteration 3F (2247.190000 sec): 3 clusters Score: Raw -1963192.804231 + Penalty 947.584122 = -1962245.220109 nChanged 2246 SP:Iteration 4F (2247.240000 sec): 3 clusters Score: Raw -1964723.483204 + Penalty 947.584122 = -1963775.899082 nChanged 2270 SP:Iteration 5F (2247.270000 sec): 3 clusters Score: Raw -1966472.617599 + Penalty 947.584122 = -1965525.033477 nChanged 2123 SP:Iteration 6F (2247.300000 sec): 3 clusters Score: Raw -1968175.813341 + Penalty 947.584122 = -1967228.229219 nChanged 1813 SP:Iteration 7F (2247.340000 sec): 3 clusters Score: Raw -1969384.066240 + Penalty 947.584122 = -1968436.482118 nChanged 1310 SP:Iteration 8Q (2247.370000 sec): 3 clusters Score: Raw -1970040.130555 + Penalty 947.584122 = -1969092.546432 nChanged 898 SP:Iteration 9Q (2247.400000 sec): 3 clusters Score: Raw -1970430.128860 + Penalty 947.584122 = -1969482.544738 nChanged 641 SP:Iteration 10Q (2247.440000 sec): 3 clusters Score: Raw -1970706.689345 + Penalty 947.584122 = -1969759.105222 nChanged 535 SP:Iteration 11Q (2247.470000 sec): 3 clusters Score: Raw -1970949.989380 + Penalty 947.584122 = -1970002.405258 nChanged 502 SP:Iteration 12Q (2247.500000 sec): 3 clusters Score: Raw -1971209.762639 + Penalty 947.584122 = -1970262.178517 nChanged 462 SP:Iteration 13Q (2247.540000 sec): 3 clusters Score: Raw -1971481.075555 + Penalty 947.584122 = -1970533.491433 nChanged 473 SP:Iteration 14Q (2247.580000 sec): 3 clusters Score: Raw -1971817.359155 + Penalty 947.584122 = -1970869.775033 nChanged 456 SP:Iteration 15Q (2247.620000 sec): 3 clusters Score: Raw -1972156.693800 + Penalty 947.584122 = -1971209.109678 nChanged 450 SP:Iteration 16Q (2247.650000 sec): 3 clusters Score: Raw -1972439.489630 + Penalty 947.584122 = -1971491.905508 nChanged 416 SP:Iteration 17Q (2247.680000 sec): 3 clusters Score: Raw -1972672.570840 + Penalty 947.584122 = -1971724.986718 nChanged 335 SP:Iteration 18Q (2247.710000 sec): 3 clusters Score: Raw -1972809.919899 + Penalty 947.584122 = -1971862.335777 nChanged 281 SP:Iteration 19Q (2247.740000 sec): 3 clusters Score: Raw -1972902.519524 + Penalty 947.584122 = -1971954.935402 nChanged 216 SP:Iteration 20F (2247.780000 sec): 3 clusters Score: Raw -1972959.060459 + Penalty 947.584122 = -1972011.476337 nChanged 161 SP:Iteration 21Q (2247.800000 sec): 3 clusters Score: Raw -1972988.274645 + Penalty 947.584122 = -1972040.690523 nChanged 127 SP:Iteration 22Q (2247.840000 sec): 3 clusters Score: Raw -1973009.175789 + Penalty 947.584122 = -1972061.591667 nChanged 112 SP:Iteration 23Q (2247.860000 sec): 3 clusters Score: Raw -1973023.561018 + Penalty 947.584122 = -1972075.976896 nChanged 69 SP:Iteration 24Q (2247.900000 sec): 3 clusters Score: Raw -1973030.863695 + Penalty 947.584122 = -1972083.279573 nChanged 65 SP:Iteration 25Q (2247.920000 sec): 3 clusters Score: Raw -1973037.921093 + Penalty 947.584122 = -1972090.336971 nChanged 73 SP:Iteration 26Q (2247.950000 sec): 3 clusters Score: Raw -1973045.750623 + Penalty 947.584122 = -1972098.166501 nChanged 63 SP:Iteration 27Q (2247.980000 sec): 3 clusters Score: Raw -1973052.105463 + Penalty 947.584122 = -1972104.521341 nChanged 68 SP:Iteration 28Q (2248.010000 sec): 3 clusters Score: Raw -1973059.343269 + Penalty 947.584122 = -1972111.759147 nChanged 59 SP:Iteration 29Q (2248.040000 sec): 3 clusters Score: Raw -1973064.142838 + Penalty 947.584122 = -1972116.558716 nChanged 50 SP:Iteration 30Q (2248.070000 sec): 3 clusters Score: Raw -1973068.969217 + Penalty 947.584122 = -1972121.385095 nChanged 62 SP:Iteration 31Q (2248.100000 sec): 3 clusters Score: Raw -1973074.566521 + Penalty 947.584122 = -1972126.982399 nChanged 55 SP:Iteration 32Q (2248.130000 sec): 3 clusters Score: Raw -1973079.395935 + Penalty 947.584122 = -1972131.811813 nChanged 56 SP:Iteration 33Q (2248.160000 sec): 3 clusters Score: Raw -1973083.720235 + Penalty 947.584122 = -1972136.136113 nChanged 50 SP:Iteration 34Q (2248.190000 sec): 3 clusters Score: Raw -1973087.975682 + Penalty 947.584122 = -1972140.391560 nChanged 56 SP:Iteration 35Q (2248.220000 sec): 3 clusters Score: Raw -1973092.396519 + Penalty 947.584122 = -1972144.812397 nChanged 62 SP:Iteration 36Q (2248.240000 sec): 3 clusters Score: Raw -1973097.655680 + Penalty 947.584122 = -1972150.071558 nChanged 66 SP:Iteration 37Q (2248.270000 sec): 3 clusters Score: Raw -1973103.151026 + Penalty 947.584122 = -1972155.566904 nChanged 59 SP:Iteration 38Q (2248.300000 sec): 3 clusters Score: Raw -1973108.403922 + Penalty 947.584122 = -1972160.819800 nChanged 60 SP:Iteration 39Q (2248.330000 sec): 3 clusters Score: Raw -1973114.724850 + Penalty 947.584122 = -1972167.140728 nChanged 60 SP:Iteration 40F (2248.360000 sec): 3 clusters Score: Raw -1973121.285719 + Penalty 947.584122 = -1972173.701597 nChanged 64 SP:Iteration 41Q (2248.390000 sec): 3 clusters Score: Raw -1973127.838321 + Penalty 947.584122 = -1972180.254199 nChanged 64 SP:Iteration 42Q (2248.420000 sec): 3 clusters Score: Raw -1973133.524720 + Penalty 947.584122 = -1972185.940598 nChanged 56 SP:Iteration 43Q (2248.450000 sec): 3 clusters Score: Raw -1973138.101707 + Penalty 947.584122 = -1972190.517585 nChanged 48 SP:Iteration 44Q (2248.480000 sec): 3 clusters Score: Raw -1973141.958251 + Penalty 947.584122 = -1972194.374129 nChanged 55 SP:Iteration 45Q (2248.510000 sec): 3 clusters Score: Raw -1973146.681378 + Penalty 947.584122 = -1972199.097256 nChanged 52 SP:Iteration 46Q (2248.540000 sec): 3 clusters Score: Raw -1973151.019270 + Penalty 947.584122 = -1972203.435148 nChanged 45 SP:Iteration 47Q (2248.560000 sec): 3 clusters Score: Raw -1973154.237092 + Penalty 947.584122 = -1972206.652969 nChanged 42 SP:Iteration 48Q (2248.600000 sec): 3 clusters Score: Raw -1973158.730894 + Penalty 947.584122 = -1972211.146772 nChanged 53 SP:Iteration 49Q (2248.620000 sec): 3 clusters Score: Raw -1973164.575438 + Penalty 947.584122 = -1972216.991316 nChanged 44 SP:Iteration 50Q (2248.650000 sec): 3 clusters Score: Raw -1973167.788381 + Penalty 947.584122 = -1972220.204258 nChanged 34 SP:Iteration 51Q (2248.680000 sec): 3 clusters Score: Raw -1973170.655758 + Penalty 947.584122 = -1972223.071636 nChanged 30 SP:Iteration 52Q (2248.710000 sec): 3 clusters Score: Raw -1973172.519678 + Penalty 947.584122 = -1972224.935556 nChanged 27 SP:Iteration 53Q (2248.740000 sec): 3 clusters Score: Raw -1973174.407450 + Penalty 947.584122 = -1972226.823328 nChanged 27 SP:Iteration 54Q (2248.760000 sec): 3 clusters Score: Raw -1973176.240231 + Penalty 947.584122 = -1972228.656109 nChanged 35 SP:Iteration 55Q (2248.800000 sec): 3 clusters Score: Raw -1973178.721615 + Penalty 947.584122 = -1972231.137493 nChanged 32 SP:Iteration 56Q (2248.820000 sec): 3 clusters Score: Raw -1973180.667307 + Penalty 947.584122 = -1972233.083185 nChanged 24 SP:Iteration 57Q (2248.850000 sec): 3 clusters Score: Raw -1973182.195726 + Penalty 947.584122 = -1972234.611604 nChanged 31 SP:Iteration 58Q (2248.880000 sec): 3 clusters Score: Raw -1973184.553555 + Penalty 947.584122 = -1972236.969433 nChanged 33 SP:Iteration 59Q (2248.910000 sec): 3 clusters Score: Raw -1973186.843293 + Penalty 947.584122 = -1972239.259171 nChanged 33 SP:Iteration 60F (2248.940000 sec): 3 clusters Score: Raw -1973189.660064 + Penalty 947.584122 = -1972242.075942 nChanged 45 SP:Iteration 61Q (2248.970000 sec): 3 clusters Score: Raw -1973193.490042 + Penalty 947.584122 = -1972245.905920 nChanged 36 SP:Iteration 62Q (2249.000000 sec): 3 clusters Score: Raw -1973196.266227 + Penalty 947.584122 = -1972248.682105 nChanged 36 SP:Iteration 63Q (2249.020000 sec): 3 clusters Score: Raw -1973199.064371 + Penalty 947.584122 = -1972251.480249 nChanged 29 SP:Iteration 64Q (2249.050000 sec): 3 clusters Score: Raw -1973200.828532 + Penalty 947.584122 = -1972253.244410 nChanged 21 SP:Iteration 65Q (2249.080000 sec): 3 clusters Score: Raw -1973202.349316 + Penalty 947.584122 = -1972254.765194 nChanged 21 SP:Iteration 66Q (2249.110000 sec): 3 clusters Score: Raw -1973203.807292 + Penalty 947.584122 = -1972256.223170 nChanged 17 SP:Iteration 67Q (2249.140000 sec): 3 clusters Score: Raw -1973205.063755 + Penalty 947.584122 = -1972257.479633 nChanged 15 SP:Iteration 68Q (2249.160000 sec): 3 clusters Score: Raw -1973206.023817 + Penalty 947.584122 = -1972258.439694 nChanged 10 SP:Iteration 69Q (2249.190000 sec): 3 clusters Score: Raw -1973206.506266 + Penalty 947.584122 = -1972258.922144 nChanged 9 SP:Iteration 70Q (2249.220000 sec): 3 clusters Score: Raw -1973207.073247 + Penalty 947.584122 = -1972259.489125 nChanged 4 SP:Iteration 71Q (2249.250000 sec): 3 clusters Score: Raw -1973207.165677 + Penalty 947.584122 = -1972259.581555 nChanged 4 SP:Iteration 72Q (2249.280000 sec): 3 clusters Score: Raw -1973207.334608 + Penalty 947.584122 = -1972259.750486 nChanged 3 SP:Iteration 73Q (2249.300000 sec): 3 clusters Score: Raw -1973207.536184 + Penalty 947.584122 = -1972259.952062 nChanged 4 SP:Iteration 74Q (2249.330000 sec): 3 clusters Score: Raw -1973207.652727 + Penalty 947.584122 = -1972260.068605 nChanged 1 SP:Iteration 75Q (2249.360000 sec): 3 clusters Score: Raw -1973207.683462 + Penalty 947.584122 = -1972260.099340 nChanged 1 SP:Iteration 76Q (2249.390000 sec): 3 clusters Score: Raw -1973207.716462 + Penalty 947.584122 = -1972260.132340 nChanged 2 SP:Iteration 77Q (2249.420000 sec): 3 clusters Score: Raw -1973207.765165 + Penalty 947.584122 = -1972260.181043 nChanged 2 SP:Iteration 78Q (2249.440000 sec): 3 clusters Score: Raw -1973207.781834 + Penalty 947.584122 = -1972260.197712 nChanged 0 SP:Iteration 79F (2249.480000 sec): 3 clusters Score: Raw -1973207.781834 + Penalty 947.584122 = -1972260.197712 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (91715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2249.780000 sec): 2 clusters Score: Raw -5434856.698283 + Penalty 519.903076 = -5434336.795208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2249.890000 sec): 3 clusters Score: Raw -5373359.259812 + Penalty 1039.806151 = -5372319.453661 nChanged 44816 SP:Iteration 1F (2250.010000 sec): 3 clusters Score: Raw -5401370.727970 + Penalty 1039.806151 = -5400330.921819 nChanged 4347 SP:Iteration 2Q (2250.130000 sec): 3 clusters Score: Raw -5403220.638202 + Penalty 1039.806151 = -5402180.832051 nChanged 5158 SP:Iteration 3F (2250.250000 sec): 3 clusters Score: Raw -5405830.002031 + Penalty 1039.806151 = -5404790.195879 nChanged 5638 SP:Iteration 4F (2250.370000 sec): 3 clusters Score: Raw -5409048.311334 + Penalty 1039.806151 = -5408008.505183 nChanged 5866 SP:Iteration 5F (2250.480000 sec): 3 clusters Score: Raw -5412555.725808 + Penalty 1039.806151 = -5411515.919657 nChanged 5404 SP:Iteration 6F (2250.600000 sec): 3 clusters Score: Raw -5415703.340825 + Penalty 1039.806151 = -5414663.534674 nChanged 4835 SP:Iteration 7F (2250.710000 sec): 3 clusters Score: Raw -5418541.191000 + Penalty 1039.806151 = -5417501.384849 nChanged 4227 SP:Iteration 8Q (2250.830000 sec): 3 clusters Score: Raw -5420825.092714 + Penalty 1039.806151 = -5419785.286563 nChanged 3525 SP:Iteration 9Q (2250.950000 sec): 3 clusters Score: Raw -5422671.060042 + Penalty 1039.806151 = -5421631.253891 nChanged 2988 SP:Iteration 10Q (2251.070000 sec): 3 clusters Score: Raw -5424077.389883 + Penalty 1039.806151 = -5423037.583732 nChanged 2420 SP:Iteration 11Q (2251.190000 sec): 3 clusters Score: Raw -5425300.257121 + Penalty 1039.806151 = -5424260.450970 nChanged 2209 SP:Iteration 12Q (2251.310000 sec): 3 clusters Score: Raw -5426649.698928 + Penalty 1039.806151 = -5425609.892777 nChanged 2156 SP:Iteration 13Q (2251.430000 sec): 3 clusters Score: Raw -5428199.257518 + Penalty 1039.806151 = -5427159.451366 nChanged 2230 SP:Iteration 14Q (2251.550000 sec): 3 clusters Score: Raw -5429855.862300 + Penalty 1039.806151 = -5428816.056149 nChanged 2157 SP:Iteration 15Q (2251.670000 sec): 3 clusters Score: Raw -5431274.595124 + Penalty 1039.806151 = -5430234.788973 nChanged 1994 SP:Iteration 16Q (2251.790000 sec): 3 clusters Score: Raw -5432414.496710 + Penalty 1039.806151 = -5431374.690559 nChanged 1854 SP:Iteration 17Q (2251.900000 sec): 3 clusters Score: Raw -5433336.375332 + Penalty 1039.806151 = -5432296.569181 nChanged 1674 SP:Iteration 18Q (2252.020000 sec): 3 clusters Score: Raw -5434100.861858 + Penalty 1039.806151 = -5433061.055707 nChanged 1607 SP:Iteration 19Q (2252.130000 sec): 3 clusters Score: Raw -5434772.604297 + Penalty 1039.806151 = -5433732.798146 nChanged 1429 SP:Iteration 20F (2252.250000 sec): 3 clusters Score: Raw -5435295.612136 + Penalty 1039.806151 = -5434255.805985 nChanged 1282 SP:Iteration 21Q (2252.360000 sec): 3 clusters Score: Raw -5435723.938528 + Penalty 1039.806151 = -5434684.132377 nChanged 1139 SP:Iteration 22Q (2252.470000 sec): 3 clusters Score: Raw -5436080.062861 + Penalty 1039.806151 = -5435040.256710 nChanged 1056 SP:Iteration 23Q (2252.580000 sec): 3 clusters Score: Raw -5436373.116671 + Penalty 1039.806151 = -5435333.310520 nChanged 921 SP:Iteration 24Q (2252.690000 sec): 3 clusters Score: Raw -5436595.943162 + Penalty 1039.806151 = -5435556.137011 nChanged 813 SP:Iteration 25Q (2252.800000 sec): 3 clusters Score: Raw -5436771.936215 + Penalty 1039.806151 = -5435732.130063 nChanged 766 SP:Iteration 26Q (2252.910000 sec): 3 clusters Score: Raw -5436920.729305 + Penalty 1039.806151 = -5435880.923154 nChanged 649 SP:Iteration 27Q (2253.020000 sec): 3 clusters Score: Raw -5437025.915887 + Penalty 1039.806151 = -5435986.109736 nChanged 584 SP:Iteration 28Q (2253.130000 sec): 3 clusters Score: Raw -5437116.010323 + Penalty 1039.806151 = -5436076.204172 nChanged 568 SP:Iteration 29Q (2253.240000 sec): 3 clusters Score: Raw -5437199.111496 + Penalty 1039.806151 = -5436159.305344 nChanged 526 SP:Iteration 30Q (2253.350000 sec): 3 clusters Score: Raw -5437269.853007 + Penalty 1039.806151 = -5436230.046855 nChanged 467 SP:Iteration 31Q (2253.460000 sec): 3 clusters Score: Raw -5437329.628671 + Penalty 1039.806151 = -5436289.822520 nChanged 457 SP:Iteration 32Q (2253.570000 sec): 3 clusters Score: Raw -5437384.712446 + Penalty 1039.806151 = -5436344.906295 nChanged 413 SP:Iteration 33Q (2253.690000 sec): 3 clusters Score: Raw -5437431.694123 + Penalty 1039.806151 = -5436391.887972 nChanged 398 SP:Iteration 34Q (2253.790000 sec): 3 clusters Score: Raw -5437473.702904 + Penalty 1039.806151 = -5436433.896753 nChanged 357 SP:Iteration 35Q (2253.900000 sec): 3 clusters Score: Raw -5437509.674787 + Penalty 1039.806151 = -5436469.868636 nChanged 323 SP:Iteration 36Q (2254.010000 sec): 3 clusters Score: Raw -5437539.395627 + Penalty 1039.806151 = -5436499.589476 nChanged 317 SP:Iteration 37Q (2254.120000 sec): 3 clusters Score: Raw -5437566.118377 + Penalty 1039.806151 = -5436526.312226 nChanged 308 SP:Iteration 38Q (2254.220000 sec): 3 clusters Score: Raw -5437589.747597 + Penalty 1039.806151 = -5436549.941446 nChanged 274 SP:Iteration 39Q (2254.330000 sec): 3 clusters Score: Raw -5437608.451097 + Penalty 1039.806151 = -5436568.644946 nChanged 247 SP:Iteration 40F (2254.450000 sec): 3 clusters Score: Raw -5437626.249967 + Penalty 1039.806151 = -5436586.443816 nChanged 233 SP:Iteration 41Q (2254.550000 sec): 3 clusters Score: Raw -5437641.847652 + Penalty 1039.806151 = -5436602.041501 nChanged 233 SP:Iteration 42Q (2254.660000 sec): 3 clusters Score: Raw -5437658.294045 + Penalty 1039.806151 = -5436618.487893 nChanged 215 SP:Iteration 43Q (2254.760000 sec): 3 clusters Score: Raw -5437674.125322 + Penalty 1039.806151 = -5436634.319171 nChanged 219 SP:Iteration 44Q (2254.870000 sec): 3 clusters Score: Raw -5437691.228696 + Penalty 1039.806151 = -5436651.422545 nChanged 212 SP:Iteration 45Q (2254.970000 sec): 3 clusters Score: Raw -5437707.363315 + Penalty 1039.806151 = -5436667.557164 nChanged 223 SP:Iteration 46Q (2255.070000 sec): 3 clusters Score: Raw -5437723.824397 + Penalty 1039.806151 = -5436684.018246 nChanged 212 SP:Iteration 47Q (2255.180000 sec): 3 clusters Score: Raw -5437738.096291 + Penalty 1039.806151 = -5436698.290140 nChanged 189 SP:Iteration 48Q (2255.280000 sec): 3 clusters Score: Raw -5437750.914292 + Penalty 1039.806151 = -5436711.108141 nChanged 182 SP:Iteration 49Q (2255.390000 sec): 3 clusters Score: Raw -5437761.493903 + Penalty 1039.806151 = -5436721.687752 nChanged 173 SP:Iteration 50Q (2255.490000 sec): 3 clusters Score: Raw -5437771.605848 + Penalty 1039.806151 = -5436731.799697 nChanged 163 SP:Iteration 51Q (2255.590000 sec): 3 clusters Score: Raw -5437779.709557 + Penalty 1039.806151 = -5436739.903406 nChanged 150 SP:Iteration 52Q (2255.700000 sec): 3 clusters Score: Raw -5437786.484494 + Penalty 1039.806151 = -5436746.678343 nChanged 132 SP:Iteration 53Q (2255.810000 sec): 3 clusters Score: Raw -5437792.682539 + Penalty 1039.806151 = -5436752.876388 nChanged 123 SP:Iteration 54Q (2255.910000 sec): 3 clusters Score: Raw -5437799.243216 + Penalty 1039.806151 = -5436759.437064 nChanged 122 SP:Iteration 55Q (2256.010000 sec): 3 clusters Score: Raw -5437805.534976 + Penalty 1039.806151 = -5436765.728825 nChanged 119 SP:Iteration 56Q (2256.130000 sec): 3 clusters Score: Raw -5437811.106765 + Penalty 1039.806151 = -5436771.300614 nChanged 107 SP:Iteration 57Q (2256.230000 sec): 3 clusters Score: Raw -5437815.545097 + Penalty 1039.806151 = -5436775.738946 nChanged 105 SP:Iteration 58Q (2256.340000 sec): 3 clusters Score: Raw -5437819.680321 + Penalty 1039.806151 = -5436779.874170 nChanged 106 SP:Iteration 59Q (2256.440000 sec): 3 clusters Score: Raw -5437824.572228 + Penalty 1039.806151 = -5436784.766077 nChanged 115 SP:Iteration 60F (2256.560000 sec): 3 clusters Score: Raw -5437831.171078 + Penalty 1039.806151 = -5436791.364927 nChanged 135 SP:Iteration 61Q (2256.670000 sec): 3 clusters Score: Raw -5437838.145351 + Penalty 1039.806151 = -5436798.339199 nChanged 117 SP:Iteration 62Q (2256.770000 sec): 3 clusters Score: Raw -5437842.991051 + Penalty 1039.806151 = -5436803.184900 nChanged 107 SP:Iteration 63Q (2256.870000 sec): 3 clusters Score: Raw -5437847.267872 + Penalty 1039.806151 = -5436807.461721 nChanged 105 SP:Iteration 64Q (2256.980000 sec): 3 clusters Score: Raw -5437852.337424 + Penalty 1039.806151 = -5436812.531273 nChanged 97 SP:Iteration 65Q (2257.080000 sec): 3 clusters Score: Raw -5437856.821492 + Penalty 1039.806151 = -5436817.015341 nChanged 85 SP:Iteration 66Q (2257.190000 sec): 3 clusters Score: Raw -5437860.047971 + Penalty 1039.806151 = -5436820.241819 nChanged 83 SP:Iteration 67Q (2257.290000 sec): 3 clusters Score: Raw -5437862.952273 + Penalty 1039.806151 = -5436823.146122 nChanged 89 SP:Iteration 68Q (2257.390000 sec): 3 clusters Score: Raw -5437866.161638 + Penalty 1039.806151 = -5436826.355487 nChanged 82 SP:Iteration 69Q (2257.490000 sec): 3 clusters Score: Raw -5437868.986779 + Penalty 1039.806151 = -5436829.180628 nChanged 96 SP:Iteration 70Q (2257.590000 sec): 3 clusters Score: Raw -5437872.287054 + Penalty 1039.806151 = -5436832.480903 nChanged 74 SP:Iteration 71Q (2257.690000 sec): 3 clusters Score: Raw -5437874.726365 + Penalty 1039.806151 = -5436834.920214 nChanged 80 SP:Iteration 72Q (2257.800000 sec): 3 clusters Score: Raw -5437877.603830 + Penalty 1039.806151 = -5436837.797679 nChanged 90 SP:Iteration 73Q (2257.900000 sec): 3 clusters Score: Raw -5437881.714376 + Penalty 1039.806151 = -5436841.908225 nChanged 97 SP:Iteration 74Q (2258.010000 sec): 3 clusters Score: Raw -5437886.457654 + Penalty 1039.806151 = -5436846.651502 nChanged 99 SP:Iteration 75Q (2258.110000 sec): 3 clusters Score: Raw -5437891.623314 + Penalty 1039.806151 = -5436851.817163 nChanged 85 SP:Iteration 76Q (2258.210000 sec): 3 clusters Score: Raw -5437895.348986 + Penalty 1039.806151 = -5436855.542835 nChanged 78 SP:Iteration 77Q (2258.320000 sec): 3 clusters Score: Raw -5437898.246495 + Penalty 1039.806151 = -5436858.440344 nChanged 60 SP:Iteration 78Q (2258.420000 sec): 3 clusters Score: Raw -5437900.176874 + Penalty 1039.806151 = -5436860.370723 nChanged 65 SP:Iteration 79Q (2258.520000 sec): 3 clusters Score: Raw -5437902.501894 + Penalty 1039.806151 = -5436862.695742 nChanged 65 SP:Iteration 80F (2258.640000 sec): 3 clusters Score: Raw -5437904.796305 + Penalty 1039.806151 = -5436864.990154 nChanged 62 SP:Iteration 81Q (2258.740000 sec): 3 clusters Score: Raw -5437907.074669 + Penalty 1039.806151 = -5436867.268518 nChanged 54 SP:Iteration 82Q (2258.840000 sec): 3 clusters Score: Raw -5437908.771824 + Penalty 1039.806151 = -5436868.965673 nChanged 53 SP:Iteration 83Q (2258.950000 sec): 3 clusters Score: Raw -5437910.286424 + Penalty 1039.806151 = -5436870.480273 nChanged 44 SP:Iteration 84Q (2259.060000 sec): 3 clusters Score: Raw -5437911.512326 + Penalty 1039.806151 = -5436871.706175 nChanged 53 SP:Iteration 85Q (2259.160000 sec): 3 clusters Score: Raw -5437912.943681 + Penalty 1039.806151 = -5436873.137530 nChanged 48 SP:Iteration 86Q (2259.270000 sec): 3 clusters Score: Raw -5437914.303830 + Penalty 1039.806151 = -5436874.497679 nChanged 52 SP:Iteration 87Q (2259.370000 sec): 3 clusters Score: Raw -5437915.982879 + Penalty 1039.806151 = -5436876.176728 nChanged 46 SP:Iteration 88Q (2259.470000 sec): 3 clusters Score: Raw -5437917.608953 + Penalty 1039.806151 = -5436877.802802 nChanged 49 SP:Iteration 89Q (2259.570000 sec): 3 clusters Score: Raw -5437919.056644 + Penalty 1039.806151 = -5436879.250493 nChanged 43 SP:Iteration 90Q (2259.680000 sec): 3 clusters Score: Raw -5437920.281604 + Penalty 1039.806151 = -5436880.475453 nChanged 44 SP:Iteration 91Q (2259.780000 sec): 3 clusters Score: Raw -5437921.703433 + Penalty 1039.806151 = -5436881.897282 nChanged 47 SP:Iteration 92Q (2259.890000 sec): 3 clusters Score: Raw -5437922.801954 + Penalty 1039.806151 = -5436882.995803 nChanged 40 SP:Iteration 93Q (2259.990000 sec): 3 clusters Score: Raw -5437923.708543 + Penalty 1039.806151 = -5436883.902391 nChanged 33 SP:Iteration 94Q (2260.090000 sec): 3 clusters Score: Raw -5437924.299072 + Penalty 1039.806151 = -5436884.492921 nChanged 30 SP:Iteration 95Q (2260.200000 sec): 3 clusters Score: Raw -5437924.957520 + Penalty 1039.806151 = -5436885.151369 nChanged 33 SP:Iteration 96Q (2260.300000 sec): 3 clusters Score: Raw -5437925.416323 + Penalty 1039.806151 = -5436885.610172 nChanged 20 SP:Iteration 97Q (2260.400000 sec): 3 clusters Score: Raw -5437925.666811 + Penalty 1039.806151 = -5436885.860660 nChanged 19 SP:Iteration 98Q (2260.520000 sec): 3 clusters Score: Raw -5437925.917774 + Penalty 1039.806151 = -5436886.111623 nChanged 19 SP:Iteration 99Q (2260.650000 sec): 3 clusters Score: Raw -5437926.195460 + Penalty 1039.806151 = -5436886.389308 nChanged 19 SP:Iteration 100F (2260.780000 sec): 3 clusters Score: Raw -5437926.472305 + Penalty 1039.806151 = -5436886.666154 nChanged 14 SP:Iteration 101Q (2260.910000 sec): 3 clusters Score: Raw -5437926.715031 + Penalty 1039.806151 = -5436886.908880 nChanged 17 SP:Iteration 102Q (2261.030000 sec): 3 clusters Score: Raw -5437927.053770 + Penalty 1039.806151 = -5436887.247619 nChanged 22 SP:Iteration 103Q (2261.150000 sec): 3 clusters Score: Raw -5437927.567003 + Penalty 1039.806151 = -5436887.760852 nChanged 23 SP:Iteration 104Q (2261.280000 sec): 3 clusters Score: Raw -5437928.068941 + Penalty 1039.806151 = -5436888.262790 nChanged 22 SP:Iteration 105Q (2261.390000 sec): 3 clusters Score: Raw -5437928.515797 + Penalty 1039.806151 = -5436888.709646 nChanged 23 SP:Iteration 106Q (2261.500000 sec): 3 clusters Score: Raw -5437929.004702 + Penalty 1039.806151 = -5436889.198551 nChanged 28 SP:Iteration 107Q (2261.610000 sec): 3 clusters Score: Raw -5437930.080728 + Penalty 1039.806151 = -5436890.274577 nChanged 30 SP:Iteration 108Q (2261.710000 sec): 3 clusters Score: Raw -5437931.062577 + Penalty 1039.806151 = -5436891.256426 nChanged 34 SP:Iteration 109Q (2261.820000 sec): 3 clusters Score: Raw -5437932.022594 + Penalty 1039.806151 = -5436892.216443 nChanged 30 SP:Iteration 110Q (2261.920000 sec): 3 clusters Score: Raw -5437932.733474 + Penalty 1039.806151 = -5436892.927323 nChanged 31 SP:Iteration 111Q (2262.030000 sec): 3 clusters Score: Raw -5437933.420089 + Penalty 1039.806151 = -5436893.613938 nChanged 38 SP:Iteration 112Q (2262.130000 sec): 3 clusters Score: Raw -5437934.228625 + Penalty 1039.806151 = -5436894.422474 nChanged 29 SP:Iteration 113Q (2262.230000 sec): 3 clusters Score: Raw -5437934.803086 + Penalty 1039.806151 = -5436894.996935 nChanged 33 SP:Iteration 114Q (2262.340000 sec): 3 clusters Score: Raw -5437935.548750 + Penalty 1039.806151 = -5436895.742598 nChanged 33 SP:Iteration 115Q (2262.440000 sec): 3 clusters Score: Raw -5437936.295830 + Penalty 1039.806151 = -5436896.489679 nChanged 29 SP:Iteration 116Q (2262.540000 sec): 3 clusters Score: Raw -5437936.897470 + Penalty 1039.806151 = -5436897.091318 nChanged 31 SP:Iteration 117Q (2262.650000 sec): 3 clusters Score: Raw -5437937.760449 + Penalty 1039.806151 = -5436897.954298 nChanged 39 SP:Iteration 118Q (2262.750000 sec): 3 clusters Score: Raw -5437939.070590 + Penalty 1039.806151 = -5436899.264439 nChanged 45 SP:Iteration 119Q (2262.850000 sec): 3 clusters Score: Raw -5437940.503975 + Penalty 1039.806151 = -5436900.697824 nChanged 44 SP:Iteration 120F (2262.970000 sec): 3 clusters Score: Raw -5437941.840644 + Penalty 1039.806151 = -5436902.034493 nChanged 45 SP:Iteration 121Q (2263.070000 sec): 3 clusters Score: Raw -5437943.058396 + Penalty 1039.806151 = -5436903.252244 nChanged 47 SP:Iteration 122Q (2263.170000 sec): 3 clusters Score: Raw -5437944.202452 + Penalty 1039.806151 = -5436904.396301 nChanged 43 SP:Iteration 123Q (2263.270000 sec): 3 clusters Score: Raw -5437945.460181 + Penalty 1039.806151 = -5436905.654030 nChanged 43 SP:Iteration 124Q (2263.380000 sec): 3 clusters Score: Raw -5437946.809923 + Penalty 1039.806151 = -5436907.003772 nChanged 40 SP:Iteration 125Q (2263.480000 sec): 3 clusters Score: Raw -5437948.009805 + Penalty 1039.806151 = -5436908.203654 nChanged 43 SP:Iteration 126Q (2263.590000 sec): 3 clusters Score: Raw -5437949.264590 + Penalty 1039.806151 = -5436909.458439 nChanged 41 SP:Iteration 127Q (2263.690000 sec): 3 clusters Score: Raw -5437950.217626 + Penalty 1039.806151 = -5436910.411475 nChanged 36 SP:Iteration 128Q (2263.790000 sec): 3 clusters Score: Raw -5437951.017898 + Penalty 1039.806151 = -5436911.211746 nChanged 31 SP:Iteration 129Q (2263.900000 sec): 3 clusters Score: Raw -5437951.960896 + Penalty 1039.806151 = -5436912.154745 nChanged 29 SP:Iteration 130Q (2264.000000 sec): 3 clusters Score: Raw -5437952.661800 + Penalty 1039.806151 = -5436912.855649 nChanged 28 SP:Iteration 131Q (2264.110000 sec): 3 clusters Score: Raw -5437953.409545 + Penalty 1039.806151 = -5436913.603394 nChanged 22 SP:Iteration 132Q (2264.210000 sec): 3 clusters Score: Raw -5437953.867133 + Penalty 1039.806151 = -5436914.060982 nChanged 24 SP:Iteration 133Q (2264.310000 sec): 3 clusters Score: Raw -5437954.400342 + Penalty 1039.806151 = -5436914.594190 nChanged 25 SP:Iteration 134Q (2264.420000 sec): 3 clusters Score: Raw -5437954.909522 + Penalty 1039.806151 = -5436915.103371 nChanged 23 SP:Iteration 135Q (2264.520000 sec): 3 clusters Score: Raw -5437955.371585 + Penalty 1039.806151 = -5436915.565434 nChanged 20 SP:Iteration 136Q (2264.620000 sec): 3 clusters Score: Raw -5437955.677708 + Penalty 1039.806151 = -5436915.871557 nChanged 12 SP:Iteration 137Q (2264.720000 sec): 3 clusters Score: Raw -5437955.878661 + Penalty 1039.806151 = -5436916.072509 nChanged 12 SP:Iteration 138Q (2264.820000 sec): 3 clusters Score: Raw -5437956.007840 + Penalty 1039.806151 = -5436916.201689 nChanged 9 SP:Iteration 139Q (2264.930000 sec): 3 clusters Score: Raw -5437956.251147 + Penalty 1039.806151 = -5436916.444996 nChanged 16 SP:Iteration 140F (2265.040000 sec): 3 clusters Score: Raw -5437956.574255 + Penalty 1039.806151 = -5436916.768103 nChanged 16 SP:Iteration 141Q (2265.140000 sec): 3 clusters Score: Raw -5437956.823361 + Penalty 1039.806151 = -5436917.017210 nChanged 11 SP:Iteration 142Q (2265.250000 sec): 3 clusters Score: Raw -5437956.951552 + Penalty 1039.806151 = -5436917.145400 nChanged 10 SP:Iteration 143Q (2265.350000 sec): 3 clusters Score: Raw -5437957.060317 + Penalty 1039.806151 = -5436917.254166 nChanged 5 SP:Iteration 144Q (2265.450000 sec): 3 clusters Score: Raw -5437957.117418 + Penalty 1039.806151 = -5436917.311267 nChanged 6 SP:Iteration 145Q (2265.550000 sec): 3 clusters Score: Raw -5437957.183648 + Penalty 1039.806151 = -5436917.377497 nChanged 9 SP:Iteration 146Q (2265.650000 sec): 3 clusters Score: Raw -5437957.315031 + Penalty 1039.806151 = -5436917.508880 nChanged 12 SP:Iteration 147Q (2265.760000 sec): 3 clusters Score: Raw -5437957.464428 + Penalty 1039.806151 = -5436917.658277 nChanged 7 SP:Iteration 148Q (2265.860000 sec): 3 clusters Score: Raw -5437957.598340 + Penalty 1039.806151 = -5436917.792189 nChanged 8 SP:Iteration 149Q (2265.960000 sec): 3 clusters Score: Raw -5437957.729575 + Penalty 1039.806151 = -5436917.923424 nChanged 10 SP:Iteration 150Q (2266.060000 sec): 3 clusters Score: Raw -5437957.869764 + Penalty 1039.806151 = -5436918.063613 nChanged 4 SP:Iteration 151Q (2266.170000 sec): 3 clusters Score: Raw -5437957.903604 + Penalty 1039.806151 = -5436918.097452 nChanged 0 SP:Iteration 152F (2266.280000 sec): 3 clusters Score: Raw -5437957.903604 + Penalty 1039.806151 = -5436918.097452 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (1024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2266.320000 sec): 2 clusters Score: Raw -49271.374728 + Penalty 315.381967 = -48955.992760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2266.320000 sec): 3 clusters Score: Raw -48812.187421 + Penalty 630.763934 = -48181.423487 nChanged 419 SP:Iteration 1F (2266.320000 sec): 3 clusters Score: Raw -49325.145707 + Penalty 630.763934 = -48694.381773 nChanged 115 SP:Iteration 2F (2266.320000 sec): 3 clusters Score: Raw -49576.066201 + Penalty 630.763934 = -48945.302267 nChanged 106 SP:Iteration 3F (2266.330000 sec): 3 clusters Score: Raw -49815.629266 + Penalty 630.763934 = -49184.865331 nChanged 84 SP:Iteration 4F (2266.330000 sec): 3 clusters Score: Raw -49943.002938 + Penalty 630.763934 = -49312.239004 nChanged 53 SP:Iteration 5F (2266.330000 sec): 3 clusters Score: Raw -50015.633871 + Penalty 630.763934 = -49384.869937 nChanged 36 SP:Iteration 6Q (2266.330000 sec): 3 clusters Score: Raw -50071.664482 + Penalty 630.763934 = -49440.900547 nChanged 31 SP:Iteration 7Q (2266.330000 sec): 3 clusters Score: Raw -50124.019264 + Penalty 630.763934 = -49493.255330 nChanged 24 SP:Iteration 8Q (2266.330000 sec): 3 clusters Score: Raw -50179.320127 + Penalty 630.763934 = -49548.556193 nChanged 21 SP:Iteration 9Q (2266.330000 sec): 3 clusters Score: Raw -50236.153907 + Penalty 630.763934 = -49605.389973 nChanged 13 SP:Iteration 10Q (2266.330000 sec): 3 clusters Score: Raw -50254.730005 + Penalty 630.763934 = -49623.966071 nChanged 8 SP:Iteration 11Q (2266.330000 sec): 3 clusters Score: Raw -50266.257726 + Penalty 630.763934 = -49635.493791 nChanged 6 SP:Iteration 12Q (2266.330000 sec): 3 clusters Score: Raw -50273.412124 + Penalty 630.763934 = -49642.648189 nChanged 7 SP:Iteration 13Q (2266.330000 sec): 3 clusters Score: Raw -50284.344432 + Penalty 630.763934 = -49653.580497 nChanged 5 SP:Iteration 14Q (2266.340000 sec): 3 clusters Score: Raw -50288.049618 + Penalty 630.763934 = -49657.285684 nChanged 1 SP:Iteration 15Q (2266.340000 sec): 3 clusters Score: Raw -50289.493260 + Penalty 630.763934 = -49658.729325 nChanged 0 SP:Iteration 16F (2266.340000 sec): 3 clusters Score: Raw -50289.493260 + Penalty 630.763934 = -49658.729325 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (15774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2266.370000 sec): 2 clusters Score: Raw -874536.141731 + Penalty 439.808382 = -874096.333348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2266.380000 sec): 3 clusters Score: Raw -864568.052250 + Penalty 879.616765 = -863688.435485 nChanged 7404 SP:Iteration 1F (2266.400000 sec): 3 clusters Score: Raw -869228.863861 + Penalty 879.616765 = -868349.247096 nChanged 1098 SP:Iteration 2F (2266.420000 sec): 3 clusters Score: Raw -869807.731543 + Penalty 879.616765 = -868928.114778 nChanged 979 SP:Iteration 3F (2266.440000 sec): 3 clusters Score: Raw -870334.069434 + Penalty 879.616765 = -869454.452669 nChanged 939 SP:Iteration 4F (2266.460000 sec): 3 clusters Score: Raw -870926.512760 + Penalty 879.616765 = -870046.895996 nChanged 929 SP:Iteration 5F (2266.480000 sec): 3 clusters Score: Raw -871608.231735 + Penalty 879.616765 = -870728.614971 nChanged 868 SP:Iteration 6F (2266.500000 sec): 3 clusters Score: Raw -872196.776100 + Penalty 879.616765 = -871317.159335 nChanged 728 SP:Iteration 7Q (2266.510000 sec): 3 clusters Score: Raw -872620.036384 + Penalty 879.616765 = -871740.419619 nChanged 590 SP:Iteration 8Q (2266.530000 sec): 3 clusters Score: Raw -872905.672175 + Penalty 879.616765 = -872026.055410 nChanged 469 SP:Iteration 9Q (2266.550000 sec): 3 clusters Score: Raw -873148.426515 + Penalty 879.616765 = -872268.809750 nChanged 415 SP:Iteration 10Q (2266.570000 sec): 3 clusters Score: Raw -873345.810052 + Penalty 879.616765 = -872466.193287 nChanged 350 SP:Iteration 11Q (2266.590000 sec): 3 clusters Score: Raw -873459.867634 + Penalty 879.616765 = -872580.250869 nChanged 242 SP:Iteration 12Q (2266.610000 sec): 3 clusters Score: Raw -873519.842717 + Penalty 879.616765 = -872640.225952 nChanged 195 SP:Iteration 13Q (2266.630000 sec): 3 clusters Score: Raw -873557.495003 + Penalty 879.616765 = -872677.878238 nChanged 150 SP:Iteration 14Q (2266.640000 sec): 3 clusters Score: Raw -873586.976200 + Penalty 879.616765 = -872707.359436 nChanged 129 SP:Iteration 15Q (2266.660000 sec): 3 clusters Score: Raw -873606.615276 + Penalty 879.616765 = -872726.998511 nChanged 109 SP:Iteration 16Q (2266.680000 sec): 3 clusters Score: Raw -873624.111607 + Penalty 879.616765 = -872744.494842 nChanged 102 SP:Iteration 17Q (2266.700000 sec): 3 clusters Score: Raw -873637.331625 + Penalty 879.616765 = -872757.714860 nChanged 72 SP:Iteration 18Q (2266.710000 sec): 3 clusters Score: Raw -873643.963783 + Penalty 879.616765 = -872764.347018 nChanged 74 SP:Iteration 19Q (2266.730000 sec): 3 clusters Score: Raw -873652.222978 + Penalty 879.616765 = -872772.606213 nChanged 67 SP:Iteration 20F (2266.750000 sec): 3 clusters Score: Raw -873659.398289 + Penalty 879.616765 = -872779.781525 nChanged 67 SP:Iteration 21Q (2266.770000 sec): 3 clusters Score: Raw -873669.786556 + Penalty 879.616765 = -872790.169791 nChanged 65 SP:Iteration 22Q (2266.790000 sec): 3 clusters Score: Raw -873678.328340 + Penalty 879.616765 = -872798.711575 nChanged 79 SP:Iteration 23Q (2266.810000 sec): 3 clusters Score: Raw -873687.951582 + Penalty 879.616765 = -872808.334817 nChanged 64 SP:Iteration 24Q (2266.830000 sec): 3 clusters Score: Raw -873695.030684 + Penalty 879.616765 = -872815.413919 nChanged 60 SP:Iteration 25Q (2266.850000 sec): 3 clusters Score: Raw -873700.864955 + Penalty 879.616765 = -872821.248191 nChanged 51 SP:Iteration 26Q (2266.860000 sec): 3 clusters Score: Raw -873705.663587 + Penalty 879.616765 = -872826.046822 nChanged 47 SP:Iteration 27Q (2266.880000 sec): 3 clusters Score: Raw -873709.207886 + Penalty 879.616765 = -872829.591121 nChanged 39 SP:Iteration 28Q (2266.900000 sec): 3 clusters Score: Raw -873712.516755 + Penalty 879.616765 = -872832.899990 nChanged 45 SP:Iteration 29Q (2266.920000 sec): 3 clusters Score: Raw -873716.352465 + Penalty 879.616765 = -872836.735700 nChanged 41 SP:Iteration 30Q (2266.930000 sec): 3 clusters Score: Raw -873721.154939 + Penalty 879.616765 = -872841.538175 nChanged 39 SP:Iteration 31Q (2266.950000 sec): 3 clusters Score: Raw -873725.879583 + Penalty 879.616765 = -872846.262818 nChanged 39 SP:Iteration 32Q (2266.970000 sec): 3 clusters Score: Raw -873729.654638 + Penalty 879.616765 = -872850.037873 nChanged 40 SP:Iteration 33Q (2266.990000 sec): 3 clusters Score: Raw -873733.914432 + Penalty 879.616765 = -872854.297668 nChanged 43 SP:Iteration 34Q (2267.010000 sec): 3 clusters Score: Raw -873736.828935 + Penalty 879.616765 = -872857.212170 nChanged 25 SP:Iteration 35Q (2267.030000 sec): 3 clusters Score: Raw -873738.818363 + Penalty 879.616765 = -872859.201598 nChanged 30 SP:Iteration 36Q (2267.040000 sec): 3 clusters Score: Raw -873741.103466 + Penalty 879.616765 = -872861.486701 nChanged 31 SP:Iteration 37Q (2267.060000 sec): 3 clusters Score: Raw -873743.426034 + Penalty 879.616765 = -872863.809269 nChanged 35 SP:Iteration 38Q (2267.080000 sec): 3 clusters Score: Raw -873747.181120 + Penalty 879.616765 = -872867.564355 nChanged 36 SP:Iteration 39Q (2267.090000 sec): 3 clusters Score: Raw -873751.687356 + Penalty 879.616765 = -872872.070591 nChanged 36 SP:Iteration 40F (2267.110000 sec): 3 clusters Score: Raw -873757.090199 + Penalty 879.616765 = -872877.473435 nChanged 43 SP:Iteration 41Q (2267.130000 sec): 3 clusters Score: Raw -873762.792030 + Penalty 879.616765 = -872883.175265 nChanged 37 SP:Iteration 42Q (2267.150000 sec): 3 clusters Score: Raw -873768.425894 + Penalty 879.616765 = -872888.809130 nChanged 43 SP:Iteration 43Q (2267.170000 sec): 3 clusters Score: Raw -873776.763668 + Penalty 879.616765 = -872897.146903 nChanged 48 SP:Iteration 44Q (2267.180000 sec): 3 clusters Score: Raw -873786.246242 + Penalty 879.616765 = -872906.629477 nChanged 55 SP:Iteration 45Q (2267.200000 sec): 3 clusters Score: Raw -873796.808563 + Penalty 879.616765 = -872917.191798 nChanged 64 SP:Iteration 46Q (2267.220000 sec): 3 clusters Score: Raw -873805.663173 + Penalty 879.616765 = -872926.046409 nChanged 58 SP:Iteration 47Q (2267.230000 sec): 3 clusters Score: Raw -873814.038648 + Penalty 879.616765 = -872934.421883 nChanged 65 SP:Iteration 48Q (2267.250000 sec): 3 clusters Score: Raw -873824.038886 + Penalty 879.616765 = -872944.422121 nChanged 60 SP:Iteration 49Q (2267.270000 sec): 3 clusters Score: Raw -873833.460051 + Penalty 879.616765 = -872953.843286 nChanged 52 SP:Iteration 50Q (2267.290000 sec): 3 clusters Score: Raw -873841.274993 + Penalty 879.616765 = -872961.658228 nChanged 55 SP:Iteration 51Q (2267.300000 sec): 3 clusters Score: Raw -873850.678696 + Penalty 879.616765 = -872971.061931 nChanged 65 SP:Iteration 52Q (2267.320000 sec): 3 clusters Score: Raw -873860.821850 + Penalty 879.616765 = -872981.205085 nChanged 59 SP:Iteration 53Q (2267.330000 sec): 3 clusters Score: Raw -873867.535787 + Penalty 879.616765 = -872987.919022 nChanged 47 SP:Iteration 54Q (2267.350000 sec): 3 clusters Score: Raw -873871.762329 + Penalty 879.616765 = -872992.145564 nChanged 33 SP:Iteration 55Q (2267.370000 sec): 3 clusters Score: Raw -873873.939724 + Penalty 879.616765 = -872994.322959 nChanged 31 SP:Iteration 56Q (2267.390000 sec): 3 clusters Score: Raw -873876.280482 + Penalty 879.616765 = -872996.663717 nChanged 28 SP:Iteration 57Q (2267.400000 sec): 3 clusters Score: Raw -873877.874370 + Penalty 879.616765 = -872998.257605 nChanged 26 SP:Iteration 58Q (2267.420000 sec): 3 clusters Score: Raw -873879.085284 + Penalty 879.616765 = -872999.468519 nChanged 15 SP:Iteration 59Q (2267.440000 sec): 3 clusters Score: Raw -873879.761331 + Penalty 879.616765 = -873000.144566 nChanged 13 SP:Iteration 60F (2267.450000 sec): 3 clusters Score: Raw -873880.308728 + Penalty 879.616765 = -873000.691964 nChanged 16 SP:Iteration 61Q (2267.470000 sec): 3 clusters Score: Raw -873881.123153 + Penalty 879.616765 = -873001.506388 nChanged 18 SP:Iteration 62Q (2267.490000 sec): 3 clusters Score: Raw -873882.043259 + Penalty 879.616765 = -873002.426494 nChanged 14 SP:Iteration 63Q (2267.510000 sec): 3 clusters Score: Raw -873883.027140 + Penalty 879.616765 = -873003.410376 nChanged 14 SP:Iteration 64Q (2267.520000 sec): 3 clusters Score: Raw -873883.515971 + Penalty 879.616765 = -873003.899206 nChanged 14 SP:Iteration 65Q (2267.540000 sec): 3 clusters Score: Raw -873883.918321 + Penalty 879.616765 = -873004.301556 nChanged 11 SP:Iteration 66Q (2267.560000 sec): 3 clusters Score: Raw -873884.488137 + Penalty 879.616765 = -873004.871372 nChanged 13 SP:Iteration 67Q (2267.570000 sec): 3 clusters Score: Raw -873885.182148 + Penalty 879.616765 = -873005.565383 nChanged 9 SP:Iteration 68Q (2267.590000 sec): 3 clusters Score: Raw -873885.573315 + Penalty 879.616765 = -873005.956550 nChanged 8 SP:Iteration 69Q (2267.610000 sec): 3 clusters Score: Raw -873885.815478 + Penalty 879.616765 = -873006.198713 nChanged 7 SP:Iteration 70Q (2267.620000 sec): 3 clusters Score: Raw -873886.031813 + Penalty 879.616765 = -873006.415048 nChanged 10 SP:Iteration 71Q (2267.640000 sec): 3 clusters Score: Raw -873886.429044 + Penalty 879.616765 = -873006.812279 nChanged 15 SP:Iteration 72Q (2267.660000 sec): 3 clusters Score: Raw -873887.025794 + Penalty 879.616765 = -873007.409029 nChanged 9 SP:Iteration 73Q (2267.670000 sec): 3 clusters Score: Raw -873887.317541 + Penalty 879.616765 = -873007.700776 nChanged 11 SP:Iteration 74Q (2267.690000 sec): 3 clusters Score: Raw -873887.706140 + Penalty 879.616765 = -873008.089376 nChanged 13 SP:Iteration 75Q (2267.710000 sec): 3 clusters Score: Raw -873888.071544 + Penalty 879.616765 = -873008.454780 nChanged 12 SP:Iteration 76Q (2267.730000 sec): 3 clusters Score: Raw -873888.352132 + Penalty 879.616765 = -873008.735367 nChanged 10 SP:Iteration 77Q (2267.740000 sec): 3 clusters Score: Raw -873888.562777 + Penalty 879.616765 = -873008.946012 nChanged 9 SP:Iteration 78Q (2267.760000 sec): 3 clusters Score: Raw -873888.761256 + Penalty 879.616765 = -873009.144491 nChanged 6 SP:Iteration 79Q (2267.770000 sec): 3 clusters Score: Raw -873889.073992 + Penalty 879.616765 = -873009.457227 nChanged 13 SP:Iteration 80F (2267.790000 sec): 3 clusters Score: Raw -873889.635703 + Penalty 879.616765 = -873010.018938 nChanged 18 SP:Iteration 81Q (2267.810000 sec): 3 clusters Score: Raw -873890.413149 + Penalty 879.616765 = -873010.796384 nChanged 19 SP:Iteration 82Q (2267.830000 sec): 3 clusters Score: Raw -873891.131455 + Penalty 879.616765 = -873011.514690 nChanged 10 SP:Iteration 83Q (2267.850000 sec): 3 clusters Score: Raw -873891.403746 + Penalty 879.616765 = -873011.786982 nChanged 13 SP:Iteration 84Q (2267.860000 sec): 3 clusters Score: Raw -873892.002662 + Penalty 879.616765 = -873012.385897 nChanged 19 SP:Iteration 85Q (2267.880000 sec): 3 clusters Score: Raw -873892.892209 + Penalty 879.616765 = -873013.275444 nChanged 14 SP:Iteration 86Q (2267.890000 sec): 3 clusters Score: Raw -873893.161604 + Penalty 879.616765 = -873013.544839 nChanged 8 SP:Iteration 87Q (2267.910000 sec): 3 clusters Score: Raw -873893.431151 + Penalty 879.616765 = -873013.814386 nChanged 13 SP:Iteration 88Q (2267.930000 sec): 3 clusters Score: Raw -873893.814752 + Penalty 879.616765 = -873014.197987 nChanged 10 SP:Iteration 89Q (2267.950000 sec): 3 clusters Score: Raw -873894.130973 + Penalty 879.616765 = -873014.514208 nChanged 9 SP:Iteration 90Q (2267.960000 sec): 3 clusters Score: Raw -873894.387309 + Penalty 879.616765 = -873014.770545 nChanged 9 SP:Iteration 91Q (2267.980000 sec): 3 clusters Score: Raw -873894.748386 + Penalty 879.616765 = -873015.131621 nChanged 9 SP:Iteration 92Q (2268.000000 sec): 3 clusters Score: Raw -873895.061129 + Penalty 879.616765 = -873015.444365 nChanged 7 SP:Iteration 93Q (2268.010000 sec): 3 clusters Score: Raw -873895.362602 + Penalty 879.616765 = -873015.745837 nChanged 8 SP:Iteration 94Q (2268.030000 sec): 3 clusters Score: Raw -873895.574289 + Penalty 879.616765 = -873015.957524 nChanged 3 SP:Iteration 95Q (2268.050000 sec): 3 clusters Score: Raw -873895.616600 + Penalty 879.616765 = -873015.999835 nChanged 4 SP:Iteration 96Q (2268.070000 sec): 3 clusters Score: Raw -873895.724914 + Penalty 879.616765 = -873016.108149 nChanged 2 SP:Iteration 97Q (2268.080000 sec): 3 clusters Score: Raw -873895.771340 + Penalty 879.616765 = -873016.154575 nChanged 3 SP:Iteration 98Q (2268.100000 sec): 3 clusters Score: Raw -873895.859797 + Penalty 879.616765 = -873016.243033 nChanged 3 SP:Iteration 99Q (2268.110000 sec): 3 clusters Score: Raw -873895.907311 + Penalty 879.616765 = -873016.290546 nChanged 2 SP:Iteration 100F (2268.130000 sec): 3 clusters Score: Raw -873895.939889 + Penalty 879.616765 = -873016.323124 nChanged 3 SP:Iteration 101Q (2268.150000 sec): 3 clusters Score: Raw -873895.974652 + Penalty 879.616765 = -873016.357888 nChanged 2 SP:Iteration 102Q (2268.170000 sec): 3 clusters Score: Raw -873896.007183 + Penalty 879.616765 = -873016.390418 nChanged 1 SP:Iteration 103Q (2268.180000 sec): 3 clusters Score: Raw -873896.026269 + Penalty 879.616765 = -873016.409505 nChanged 2 SP:Iteration 104Q (2268.200000 sec): 3 clusters Score: Raw -873896.052866 + Penalty 879.616765 = -873016.436101 nChanged 2 SP:Iteration 105Q (2268.220000 sec): 3 clusters Score: Raw -873896.089096 + Penalty 879.616765 = -873016.472331 nChanged 7 SP:Iteration 106Q (2268.230000 sec): 3 clusters Score: Raw -873896.229598 + Penalty 879.616765 = -873016.612833 nChanged 4 SP:Iteration 107Q (2268.250000 sec): 3 clusters Score: Raw -873896.295453 + Penalty 879.616765 = -873016.678688 nChanged 3 SP:Iteration 108Q (2268.270000 sec): 3 clusters Score: Raw -873896.349778 + Penalty 879.616765 = -873016.733013 nChanged 2 SP:Iteration 109Q (2268.290000 sec): 3 clusters Score: Raw -873896.423335 + Penalty 879.616765 = -873016.806570 nChanged 4 SP:Iteration 110Q (2268.300000 sec): 3 clusters Score: Raw -873896.497201 + Penalty 879.616765 = -873016.880436 nChanged 2 SP:Iteration 111Q (2268.320000 sec): 3 clusters Score: Raw -873896.556360 + Penalty 879.616765 = -873016.939595 nChanged 1 SP:Iteration 112Q (2268.330000 sec): 3 clusters Score: Raw -873896.570666 + Penalty 879.616765 = -873016.953901 nChanged 2 SP:Iteration 113Q (2268.350000 sec): 3 clusters Score: Raw -873896.626092 + Penalty 879.616765 = -873017.009327 nChanged 5 SP:Iteration 114Q (2268.370000 sec): 3 clusters Score: Raw -873896.696597 + Penalty 879.616765 = -873017.079832 nChanged 2 SP:Iteration 115Q (2268.390000 sec): 3 clusters Score: Raw -873896.726086 + Penalty 879.616765 = -873017.109321 nChanged 3 SP:Iteration 116Q (2268.400000 sec): 3 clusters Score: Raw -873896.787103 + Penalty 879.616765 = -873017.170338 nChanged 3 SP:Iteration 117Q (2268.420000 sec): 3 clusters Score: Raw -873896.845774 + Penalty 879.616765 = -873017.229009 nChanged 1 SP:Iteration 118Q (2268.440000 sec): 3 clusters Score: Raw -873896.860558 + Penalty 879.616765 = -873017.243793 nChanged 3 SP:Iteration 119Q (2268.450000 sec): 3 clusters Score: Raw -873896.900778 + Penalty 879.616765 = -873017.284013 nChanged 1 SP:Iteration 120F (2268.470000 sec): 3 clusters Score: Raw -873896.920319 + Penalty 879.616765 = -873017.303554 nChanged 3 SP:Iteration 121Q (2268.490000 sec): 3 clusters Score: Raw -873896.970616 + Penalty 879.616765 = -873017.353851 nChanged 4 SP:Iteration 122Q (2268.510000 sec): 3 clusters Score: Raw -873897.008249 + Penalty 879.616765 = -873017.391485 nChanged 2 SP:Iteration 123Q (2268.520000 sec): 3 clusters Score: Raw -873897.028263 + Penalty 879.616765 = -873017.411498 nChanged 1 SP:Iteration 124Q (2268.540000 sec): 3 clusters Score: Raw -873897.033912 + Penalty 879.616765 = -873017.417147 nChanged 0 SP:Iteration 125F (2268.560000 sec): 3 clusters Score: Raw -873897.033912 + Penalty 879.616765 = -873017.417147 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2268.570000 sec): 2 clusters Score: Raw -100039.921009 + Penalty 343.602906 = -99696.318103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2268.570000 sec): 3 clusters Score: Raw -99054.072500 + Penalty 687.205812 = -98366.866688 nChanged 810 SP:Iteration 1F (2268.570000 sec): 3 clusters Score: Raw -99712.464608 + Penalty 687.205812 = -99025.258796 nChanged 205 SP:Iteration 2F (2268.570000 sec): 3 clusters Score: Raw -99918.781423 + Penalty 687.205812 = -99231.575611 nChanged 145 SP:Iteration 3F (2268.570000 sec): 3 clusters Score: Raw -100034.105342 + Penalty 687.205812 = -99346.899530 nChanged 97 SP:Iteration 4F (2268.570000 sec): 3 clusters Score: Raw -100090.883679 + Penalty 687.205812 = -99403.677867 nChanged 63 SP:Iteration 5Q (2268.580000 sec): 3 clusters Score: Raw -100134.547273 + Penalty 687.205812 = -99447.341461 nChanged 45 SP:Iteration 6Q (2268.580000 sec): 3 clusters Score: Raw -100164.961009 + Penalty 687.205812 = -99477.755197 nChanged 46 SP:Iteration 7Q (2268.580000 sec): 3 clusters Score: Raw -100192.956198 + Penalty 687.205812 = -99505.750386 nChanged 45 SP:Iteration 8Q (2268.590000 sec): 3 clusters Score: Raw -100213.763479 + Penalty 687.205812 = -99526.557668 nChanged 34 SP:Iteration 9Q (2268.590000 sec): 3 clusters Score: Raw -100231.557189 + Penalty 687.205812 = -99544.351377 nChanged 28 SP:Iteration 10Q (2268.590000 sec): 3 clusters Score: Raw -100245.535836 + Penalty 687.205812 = -99558.330024 nChanged 26 SP:Iteration 11Q (2268.590000 sec): 3 clusters Score: Raw -100258.921922 + Penalty 687.205812 = -99571.716110 nChanged 23 SP:Iteration 12Q (2268.590000 sec): 3 clusters Score: Raw -100271.920032 + Penalty 687.205812 = -99584.714220 nChanged 28 SP:Iteration 13Q (2268.590000 sec): 3 clusters Score: Raw -100290.102929 + Penalty 687.205812 = -99602.897118 nChanged 31 SP:Iteration 14Q (2268.600000 sec): 3 clusters Score: Raw -100311.433745 + Penalty 687.205812 = -99624.227934 nChanged 23 SP:Iteration 15Q (2268.600000 sec): 3 clusters Score: Raw -100325.893601 + Penalty 687.205812 = -99638.687790 nChanged 17 SP:Iteration 16Q (2268.600000 sec): 3 clusters Score: Raw -100336.297292 + Penalty 687.205812 = -99649.091480 nChanged 15 SP:Iteration 17Q (2268.600000 sec): 3 clusters Score: Raw -100343.596089 + Penalty 687.205812 = -99656.390278 nChanged 8 SP:Iteration 18Q (2268.610000 sec): 3 clusters Score: Raw -100355.253668 + Penalty 687.205812 = -99668.047856 nChanged 11 SP:Iteration 19Q (2268.610000 sec): 3 clusters Score: Raw -100361.615499 + Penalty 687.205812 = -99674.409688 nChanged 2 SP:Iteration 20F (2268.610000 sec): 3 clusters Score: Raw -100362.959717 + Penalty 687.205812 = -99675.753906 nChanged 3 SP:Iteration 21Q (2268.610000 sec): 3 clusters Score: Raw -100364.133282 + Penalty 687.205812 = -99676.927471 nChanged 3 SP:Iteration 22Q (2268.610000 sec): 3 clusters Score: Raw -100366.258353 + Penalty 687.205812 = -99679.052542 nChanged 4 SP:Iteration 23Q (2268.610000 sec): 3 clusters Score: Raw -100369.525645 + Penalty 687.205812 = -99682.319833 nChanged 3 SP:Iteration 24Q (2268.620000 sec): 3 clusters Score: Raw -100370.471653 + Penalty 687.205812 = -99683.265841 nChanged 5 SP:Iteration 25Q (2268.620000 sec): 3 clusters Score: Raw -100372.244130 + Penalty 687.205812 = -99685.038319 nChanged 6 SP:Iteration 26Q (2268.620000 sec): 3 clusters Score: Raw -100375.487741 + Penalty 687.205812 = -99688.281929 nChanged 9 SP:Iteration 27Q (2268.620000 sec): 3 clusters Score: Raw -100378.621642 + Penalty 687.205812 = -99691.415831 nChanged 5 SP:Iteration 28Q (2268.630000 sec): 3 clusters Score: Raw -100380.142707 + Penalty 687.205812 = -99692.936895 nChanged 8 SP:Iteration 29Q (2268.630000 sec): 3 clusters Score: Raw -100382.664507 + Penalty 687.205812 = -99695.458695 nChanged 4 SP:Iteration 30Q (2268.630000 sec): 3 clusters Score: Raw -100383.888477 + Penalty 687.205812 = -99696.682665 nChanged 5 SP:Iteration 31Q (2268.630000 sec): 3 clusters Score: Raw -100385.616474 + Penalty 687.205812 = -99698.410663 nChanged 5 SP:Iteration 32Q (2268.630000 sec): 3 clusters Score: Raw -100387.253182 + Penalty 687.205812 = -99700.047370 nChanged 2 SP:Iteration 33Q (2268.630000 sec): 3 clusters Score: Raw -100387.460110 + Penalty 687.205812 = -99700.254298 nChanged 1 SP:Iteration 34Q (2268.640000 sec): 3 clusters Score: Raw -100387.790166 + Penalty 687.205812 = -99700.584355 nChanged 1 SP:Iteration 35Q (2268.640000 sec): 3 clusters Score: Raw -100388.158584 + Penalty 687.205812 = -99700.952772 nChanged 0 SP:Iteration 36F (2268.640000 sec): 3 clusters Score: Raw -100388.158584 + Penalty 687.205812 = -99700.952772 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2268.650000 sec): 2 clusters Score: Raw -98970.378868 + Penalty 339.530780 = -98630.848088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2268.650000 sec): 3 clusters Score: Raw -98030.233378 + Penalty 679.061560 = -97351.171818 nChanged 745 SP:Iteration 1F (2268.650000 sec): 3 clusters Score: Raw -98455.556887 + Penalty 679.061560 = -97776.495328 nChanged 129 SP:Iteration 2F (2268.650000 sec): 3 clusters Score: Raw -98555.397440 + Penalty 679.061560 = -97876.335881 nChanged 131 SP:Iteration 3F (2268.650000 sec): 3 clusters Score: Raw -98668.617125 + Penalty 679.061560 = -97989.555566 nChanged 135 SP:Iteration 4F (2268.650000 sec): 3 clusters Score: Raw -98781.418510 + Penalty 679.061560 = -98102.356951 nChanged 112 SP:Iteration 5F (2268.660000 sec): 3 clusters Score: Raw -98868.857211 + Penalty 679.061560 = -98189.795651 nChanged 85 SP:Iteration 6Q (2268.660000 sec): 3 clusters Score: Raw -98930.773944 + Penalty 679.061560 = -98251.712385 nChanged 72 SP:Iteration 7Q (2268.660000 sec): 3 clusters Score: Raw -98990.835077 + Penalty 679.061560 = -98311.773517 nChanged 52 SP:Iteration 8Q (2268.660000 sec): 3 clusters Score: Raw -99030.353926 + Penalty 679.061560 = -98351.292367 nChanged 35 SP:Iteration 9Q (2268.670000 sec): 3 clusters Score: Raw -99050.286938 + Penalty 679.061560 = -98371.225378 nChanged 33 SP:Iteration 10Q (2268.670000 sec): 3 clusters Score: Raw -99072.389640 + Penalty 679.061560 = -98393.328080 nChanged 27 SP:Iteration 11Q (2268.670000 sec): 3 clusters Score: Raw -99093.793344 + Penalty 679.061560 = -98414.731785 nChanged 19 SP:Iteration 12Q (2268.670000 sec): 3 clusters Score: Raw -99107.248094 + Penalty 679.061560 = -98428.186535 nChanged 17 SP:Iteration 13Q (2268.670000 sec): 3 clusters Score: Raw -99117.753754 + Penalty 679.061560 = -98438.692195 nChanged 12 SP:Iteration 14Q (2268.670000 sec): 3 clusters Score: Raw -99124.062376 + Penalty 679.061560 = -98445.000816 nChanged 10 SP:Iteration 15Q (2268.680000 sec): 3 clusters Score: Raw -99128.422043 + Penalty 679.061560 = -98449.360484 nChanged 8 SP:Iteration 16Q (2268.680000 sec): 3 clusters Score: Raw -99133.162692 + Penalty 679.061560 = -98454.101133 nChanged 11 SP:Iteration 17Q (2268.680000 sec): 3 clusters Score: Raw -99139.265183 + Penalty 679.061560 = -98460.203624 nChanged 6 SP:Iteration 18Q (2268.680000 sec): 3 clusters Score: Raw -99142.196841 + Penalty 679.061560 = -98463.135282 nChanged 2 SP:Iteration 19Q (2268.680000 sec): 3 clusters Score: Raw -99143.030211 + Penalty 679.061560 = -98463.968652 nChanged 4 SP:Iteration 20F (2268.690000 sec): 3 clusters Score: Raw -99144.962552 + Penalty 679.061560 = -98465.900992 nChanged 5 SP:Iteration 21Q (2268.690000 sec): 3 clusters Score: Raw -99147.001941 + Penalty 679.061560 = -98467.940381 nChanged 6 SP:Iteration 22Q (2268.690000 sec): 3 clusters Score: Raw -99150.156573 + Penalty 679.061560 = -98471.095014 nChanged 4 SP:Iteration 23Q (2268.690000 sec): 3 clusters Score: Raw -99152.008124 + Penalty 679.061560 = -98472.946565 nChanged 5 SP:Iteration 24Q (2268.690000 sec): 3 clusters Score: Raw -99155.203108 + Penalty 679.061560 = -98476.141548 nChanged 3 SP:Iteration 25Q (2268.690000 sec): 3 clusters Score: Raw -99156.156589 + Penalty 679.061560 = -98477.095029 nChanged 4 SP:Iteration 26Q (2268.690000 sec): 3 clusters Score: Raw -99157.371266 + Penalty 679.061560 = -98478.309706 nChanged 2 SP:Iteration 27Q (2268.700000 sec): 3 clusters Score: Raw -99158.216567 + Penalty 679.061560 = -98479.155007 nChanged 2 SP:Iteration 28Q (2268.700000 sec): 3 clusters Score: Raw -99159.501929 + Penalty 679.061560 = -98480.440370 nChanged 3 SP:Iteration 29Q (2268.700000 sec): 3 clusters Score: Raw -99161.371509 + Penalty 679.061560 = -98482.309949 nChanged 2 SP:Iteration 30Q (2268.700000 sec): 3 clusters Score: Raw -99162.223817 + Penalty 679.061560 = -98483.162258 nChanged 1 SP:Iteration 31Q (2268.710000 sec): 3 clusters Score: Raw -99162.574158 + Penalty 679.061560 = -98483.512598 nChanged 0 SP:Iteration 32F (2268.710000 sec): 3 clusters Score: Raw -99162.574158 + Penalty 679.061560 = -98483.512598 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (1293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2268.710000 sec): 2 clusters Score: Raw -66337.788720 + Penalty 325.994777 = -66011.793943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2268.710000 sec): 3 clusters Score: Raw -65723.337015 + Penalty 651.989554 = -65071.347460 nChanged 519 SP:Iteration 1F (2268.710000 sec): 3 clusters Score: Raw -66205.160330 + Penalty 651.989554 = -65553.170776 nChanged 120 SP:Iteration 2F (2268.710000 sec): 3 clusters Score: Raw -66375.918789 + Penalty 651.989554 = -65723.929234 nChanged 88 SP:Iteration 3F (2268.710000 sec): 3 clusters Score: Raw -66482.744339 + Penalty 651.989554 = -65830.754784 nChanged 53 SP:Iteration 4Q (2268.720000 sec): 3 clusters Score: Raw -66523.431873 + Penalty 651.989554 = -65871.442318 nChanged 36 SP:Iteration 5Q (2268.720000 sec): 3 clusters Score: Raw -66545.256069 + Penalty 651.989554 = -65893.266515 nChanged 24 SP:Iteration 6Q (2268.720000 sec): 3 clusters Score: Raw -66564.668412 + Penalty 651.989554 = -65912.678858 nChanged 21 SP:Iteration 7Q (2268.720000 sec): 3 clusters Score: Raw -66594.493921 + Penalty 651.989554 = -65942.504366 nChanged 16 SP:Iteration 8Q (2268.720000 sec): 3 clusters Score: Raw -66617.432964 + Penalty 651.989554 = -65965.443409 nChanged 14 SP:Iteration 9Q (2268.720000 sec): 3 clusters Score: Raw -66644.573303 + Penalty 651.989554 = -65992.583749 nChanged 15 SP:Iteration 10Q (2268.730000 sec): 3 clusters Score: Raw -66673.893576 + Penalty 651.989554 = -66021.904022 nChanged 16 SP:Iteration 11Q (2268.730000 sec): 3 clusters Score: Raw -66689.524699 + Penalty 651.989554 = -66037.535144 nChanged 13 SP:Iteration 12Q (2268.730000 sec): 3 clusters Score: Raw -66698.978249 + Penalty 651.989554 = -66046.988695 nChanged 11 SP:Iteration 13Q (2268.730000 sec): 3 clusters Score: Raw -66703.423693 + Penalty 651.989554 = -66051.434138 nChanged 8 SP:Iteration 14Q (2268.730000 sec): 3 clusters Score: Raw -66717.010500 + Penalty 651.989554 = -66065.020946 nChanged 10 SP:Iteration 15Q (2268.730000 sec): 3 clusters Score: Raw -66725.474694 + Penalty 651.989554 = -66073.485139 nChanged 6 SP:Iteration 16Q (2268.730000 sec): 3 clusters Score: Raw -66728.946368 + Penalty 651.989554 = -66076.956814 nChanged 5 SP:Iteration 17Q (2268.730000 sec): 3 clusters Score: Raw -66731.942015 + Penalty 651.989554 = -66079.952461 nChanged 4 SP:Iteration 18Q (2268.730000 sec): 3 clusters Score: Raw -66733.713925 + Penalty 651.989554 = -66081.724370 nChanged 1 SP:Iteration 19Q (2268.740000 sec): 3 clusters Score: Raw -66734.200240 + Penalty 651.989554 = -66082.210686 nChanged 0 SP:Iteration 20F (2268.740000 sec): 3 clusters Score: Raw -66734.200240 + Penalty 651.989554 = -66082.210686 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (171563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.150000 sec): 2 clusters Score: Raw -10546039.033790 + Penalty 548.398115 = -10545490.635675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.380000 sec): 3 clusters Score: Raw -10430784.116726 + Penalty 1096.796230 = -10429687.320496 nChanged 83924 SP:Iteration 1F (2269.600000 sec): 3 clusters Score: Raw -10480717.863067 + Penalty 1096.796230 = -10479621.066837 nChanged 5560 SP:Iteration 2Q (2269.820000 sec): 3 clusters Score: Raw -10482359.844766 + Penalty 1096.796230 = -10481263.048536 nChanged 6687 SP:Iteration 3Q (2270.040000 sec): 3 clusters Score: Raw -10484840.056931 + Penalty 1096.796230 = -10483743.260701 nChanged 7654 SP:Iteration 4Q (2270.260000 sec): 3 clusters Score: Raw -10488201.994091 + Penalty 1096.796230 = -10487105.197861 nChanged 8224 SP:Iteration 5Q (2270.480000 sec): 3 clusters Score: Raw -10492596.120306 + Penalty 1096.796230 = -10491499.324076 nChanged 8682 SP:Iteration 6F (2270.700000 sec): 3 clusters Score: Raw -10497844.031787 + Penalty 1096.796230 = -10496747.235557 nChanged 8860 SP:Iteration 7F (2270.920000 sec): 3 clusters Score: Raw -10503482.229083 + Penalty 1096.796230 = -10502385.432853 nChanged 9370 SP:Iteration 8F (2271.130000 sec): 3 clusters Score: Raw -10509354.088814 + Penalty 1096.796230 = -10508257.292584 nChanged 10272 SP:Iteration 9F (2271.340000 sec): 3 clusters Score: Raw -10515952.572382 + Penalty 1096.796230 = -10514855.776152 nChanged 10899 SP:Iteration 10F (2271.560000 sec): 3 clusters Score: Raw -10523273.129159 + Penalty 1096.796230 = -10522176.332929 nChanged 10458 SP:Iteration 11F (2271.780000 sec): 3 clusters Score: Raw -10530738.476556 + Penalty 1096.796230 = -10529641.680325 nChanged 8766 SP:Iteration 12F (2271.990000 sec): 3 clusters Score: Raw -10537170.120425 + Penalty 1096.796230 = -10536073.324195 nChanged 5920 SP:Iteration 13Q (2272.180000 sec): 3 clusters Score: Raw -10541472.393446 + Penalty 1096.796230 = -10540375.597216 nChanged 3412 SP:Iteration 14Q (2272.370000 sec): 3 clusters Score: Raw -10543853.574902 + Penalty 1096.796230 = -10542756.778672 nChanged 1740 SP:Iteration 15Q (2272.540000 sec): 3 clusters Score: Raw -10545008.288453 + Penalty 1096.796230 = -10543911.492223 nChanged 853 SP:Iteration 16Q (2272.720000 sec): 3 clusters Score: Raw -10545558.027588 + Penalty 1096.796230 = -10544461.231358 nChanged 413 SP:Iteration 17Q (2272.880000 sec): 3 clusters Score: Raw -10545832.908712 + Penalty 1096.796230 = -10544736.112482 nChanged 179 SP:Iteration 18Q (2273.050000 sec): 3 clusters Score: Raw -10545964.130783 + Penalty 1096.796230 = -10544867.334553 nChanged 83 SP:Iteration 19Q (2273.210000 sec): 3 clusters Score: Raw -10546038.327719 + Penalty 1096.796230 = -10544941.531489 nChanged 51 SP:Iteration 20F (2273.420000 sec): 3 clusters Score: Raw -10546086.278190 + Penalty 1096.796230 = -10544989.481960 nChanged 31 SP:Iteration 21Q (2273.580000 sec): 3 clusters Score: Raw -10546107.694302 + Penalty 1096.796230 = -10545010.898072 nChanged 16 SP:Iteration 22Q (2273.740000 sec): 3 clusters Score: Raw -10546118.352889 + Penalty 1096.796230 = -10545021.556659 nChanged 7 SP:Iteration 23Q (2273.900000 sec): 3 clusters Score: Raw -10546124.731857 + Penalty 1096.796230 = -10545027.935627 nChanged 5 SP:Iteration 24Q (2274.060000 sec): 3 clusters Score: Raw -10546127.491784 + Penalty 1096.796230 = -10545030.695554 nChanged 4 SP:Iteration 25Q (2274.220000 sec): 3 clusters Score: Raw -10546130.166469 + Penalty 1096.796230 = -10545033.370239 nChanged 4 SP:Iteration 26Q (2274.380000 sec): 3 clusters Score: Raw -10546132.237123 + Penalty 1096.796230 = -10545035.440893 nChanged 4 SP:Iteration 27Q (2274.540000 sec): 3 clusters Score: Raw -10546134.906997 + Penalty 1096.796230 = -10545038.110767 nChanged 6 SP:Iteration 28Q (2274.710000 sec): 3 clusters Score: Raw -10546139.340782 + Penalty 1096.796230 = -10545042.544552 nChanged 4 SP:Iteration 29Q (2274.870000 sec): 3 clusters Score: Raw -10546141.252475 + Penalty 1096.796230 = -10545044.456244 nChanged 2 SP:Iteration 30Q (2275.030000 sec): 3 clusters Score: Raw -10546142.618850 + Penalty 1096.796230 = -10545045.822620 nChanged 1 SP:Iteration 31Q (2275.190000 sec): 3 clusters Score: Raw -10546143.436367 + Penalty 1096.796230 = -10545046.640137 nChanged 2 SP:Iteration 32Q (2275.360000 sec): 3 clusters Score: Raw -10546145.373917 + Penalty 1096.796230 = -10545048.577686 nChanged 2 SP:Iteration 33Q (2275.520000 sec): 3 clusters Score: Raw -10546146.969173 + Penalty 1096.796230 = -10545050.172943 nChanged 1 SP:Iteration 34Q (2275.680000 sec): 3 clusters Score: Raw -10546148.164165 + Penalty 1096.796230 = -10545051.367935 nChanged 2 SP:Iteration 35Q (2275.850000 sec): 3 clusters Score: Raw -10546149.066422 + Penalty 1096.796230 = -10545052.270192 nChanged 1 SP:Iteration 36Q (2276.010000 sec): 3 clusters Score: Raw -10546150.037656 + Penalty 1096.796230 = -10545053.241426 nChanged 0 SP:Iteration 37F (2276.230000 sec): 3 clusters Score: Raw -10546150.037656 + Penalty 1096.796230 = -10545053.241426 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (7229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2276.290000 sec): 2 clusters Score: Raw -397445.202591 + Penalty 404.306448 = -397040.896143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2276.300000 sec): 3 clusters Score: Raw -393050.658511 + Penalty 808.612895 = -392242.045615 nChanged 3309 SP:Iteration 1F (2276.310000 sec): 3 clusters Score: Raw -397151.440954 + Penalty 808.612895 = -396342.828058 nChanged 1203 SP:Iteration 2F (2276.320000 sec): 3 clusters Score: Raw -399182.045214 + Penalty 808.612895 = -398373.432319 nChanged 705 SP:Iteration 3F (2276.330000 sec): 3 clusters Score: Raw -400082.689855 + Penalty 808.612895 = -399274.076960 nChanged 338 SP:Iteration 4Q (2276.330000 sec): 3 clusters Score: Raw -400412.378614 + Penalty 808.612895 = -399603.765719 nChanged 199 SP:Iteration 5Q (2276.340000 sec): 3 clusters Score: Raw -400610.602897 + Penalty 808.612895 = -399801.990002 nChanged 143 SP:Iteration 6Q (2276.350000 sec): 3 clusters Score: Raw -400807.787815 + Penalty 808.612895 = -399999.174919 nChanged 126 SP:Iteration 7Q (2276.360000 sec): 3 clusters Score: Raw -400989.900133 + Penalty 808.612895 = -400181.287237 nChanged 96 SP:Iteration 8Q (2276.370000 sec): 3 clusters Score: Raw -401112.253185 + Penalty 808.612895 = -400303.640289 nChanged 56 SP:Iteration 9Q (2276.370000 sec): 3 clusters Score: Raw -401142.514422 + Penalty 808.612895 = -400333.901527 nChanged 39 SP:Iteration 10Q (2276.380000 sec): 3 clusters Score: Raw -401159.231548 + Penalty 808.612895 = -400350.618653 nChanged 18 SP:Iteration 11Q (2276.390000 sec): 3 clusters Score: Raw -401164.275105 + Penalty 808.612895 = -400355.662210 nChanged 12 SP:Iteration 12Q (2276.390000 sec): 3 clusters Score: Raw -401165.454314 + Penalty 808.612895 = -400356.841418 nChanged 2 SP:Iteration 13Q (2276.400000 sec): 3 clusters Score: Raw -401165.596115 + Penalty 808.612895 = -400356.983220 nChanged 2 SP:Iteration 14Q (2276.400000 sec): 3 clusters Score: Raw -401165.783214 + Penalty 808.612895 = -400357.170319 nChanged 1 SP:Iteration 15Q (2276.410000 sec): 3 clusters Score: Raw -401165.824736 + Penalty 808.612895 = -400357.211841 nChanged 2 SP:Iteration 16Q (2276.420000 sec): 3 clusters Score: Raw -401166.027914 + Penalty 808.612895 = -400357.415018 nChanged 1 SP:Iteration 17Q (2276.420000 sec): 3 clusters Score: Raw -401166.049811 + Penalty 808.612895 = -400357.436916 nChanged 0 SP:Iteration 18F (2276.430000 sec): 3 clusters Score: Raw -401166.049811 + Penalty 808.612895 = -400357.436916 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2276.430000 sec): 2 clusters Score: Raw -8944.493946 + Penalty 245.616403 = -8698.877543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2276.430000 sec): 3 clusters Score: Raw -8969.862111 + Penalty 491.232806 = -8478.629305 nChanged 78 SP:Iteration 1F (2276.440000 sec): 3 clusters Score: Raw -9124.722238 + Penalty 491.232806 = -8633.489433 nChanged 16 SP:Iteration 2F (2276.440000 sec): 3 clusters Score: Raw -9175.398116 + Penalty 491.232806 = -8684.165310 nChanged 8 SP:Iteration 3Q (2276.440000 sec): 3 clusters Score: Raw -9211.293983 + Penalty 491.232806 = -8720.061177 nChanged 6 SP:Iteration 4Q (2276.440000 sec): 3 clusters Score: Raw -9224.050474 + Penalty 491.232806 = -8732.817668 nChanged 2 SP:Iteration 5Q (2276.440000 sec): 3 clusters Score: Raw -9229.362038 + Penalty 491.232806 = -8738.129232 nChanged 2 SP:Iteration 6Q (2276.440000 sec): 3 clusters Score: Raw -9235.885590 + Penalty 491.232806 = -8744.652784 nChanged 3 SP:Iteration 7Q (2276.440000 sec): 3 clusters Score: Raw -9239.433805 + Penalty 491.232806 = -8748.200999 nChanged 2 SP:Iteration 8Q (2276.440000 sec): 3 clusters Score: Raw -9242.001777 + Penalty 491.232806 = -8750.768971 nChanged 0 SP:Iteration 9F (2276.440000 sec): 3 clusters Score: Raw -9243.738902 + Penalty 491.232806 = -8752.506097 nChanged 1 SP:Iteration 10Q (2276.440000 sec): 3 clusters Score: Raw -9250.319721 + Penalty 491.232806 = -8759.086915 nChanged 1 SP:Iteration 11Q (2276.440000 sec): 3 clusters Score: Raw -9254.681199 + Penalty 491.232806 = -8763.448393 nChanged 2 SP:Iteration 12Q (2276.440000 sec): 3 clusters Score: Raw -9255.756954 + Penalty 491.232806 = -8764.524148 nChanged 1 SP:Iteration 13Q (2276.440000 sec): 3 clusters Score: Raw -9258.150494 + Penalty 491.232806 = -8766.917688 nChanged 1 SP:Iteration 14Q (2276.440000 sec): 3 clusters Score: Raw -9260.006156 + Penalty 491.232806 = -8768.773350 nChanged 2 SP:Iteration 15Q (2276.440000 sec): 3 clusters Score: Raw -9261.519278 + Penalty 491.232806 = -8770.286472 nChanged 0 SP:Iteration 16F (2276.440000 sec): 3 clusters Score: Raw -9261.519278 + Penalty 491.232806 = -8770.286472 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Iteration 20F (2280.690000 sec): 23 clusters Score: Raw -23779044.317433 + Penalty 12952.189558 = -23766092.127875 nChanged 8579 Iteration 21Q (2283.070000 sec): 23 clusters Score: Raw -23781958.625870 + Penalty 12952.189558 = -23769006.436312 nChanged 5261 Iteration 22Q (2285.240000 sec): 23 clusters Score: Raw -23783208.183297 + Penalty 12952.189558 = -23770255.993739 nChanged 4118 Iteration 23Q (2287.400000 sec): 23 clusters Score: Raw -23784057.547392 + Penalty 12952.189558 = -23771105.357834 nChanged 3460 Iteration 24Q (2289.620000 sec): 23 clusters Score: Raw -23784697.959880 + Penalty 12952.189558 = -23771745.770322 nChanged 3041 Iteration 25Q (2291.790000 sec): 23 clusters Score: Raw -23785215.614230 + Penalty 12952.189558 = -23772263.424672 nChanged 2897 Iteration 26Q (2293.950000 sec): 23 clusters Score: Raw -23785677.373740 + Penalty 12952.189558 = -23772725.184182 nChanged 2704 Iteration 27Q (2296.130000 sec): 23 clusters Score: Raw -23786098.013462 + Penalty 12952.189558 = -23773145.823905 nChanged 2581 Iteration 28Q (2298.290000 sec): 23 clusters Score: Raw -23786469.778704 + Penalty 12952.189558 = -23773517.589146 nChanged 2513 Iteration 29Q (2300.440000 sec): 23 clusters Score: Raw -23786834.048595 + Penalty 12952.189558 = -23773881.859037 nChanged 2395 Iteration 30Q (2302.610000 sec): 23 clusters Score: Raw -23787182.982178 + Penalty 12952.189558 = -23774230.792620 nChanged 2211 Iteration 31Q (2304.840000 sec): 23 clusters Score: Raw -23787525.093391 + Penalty 12952.189558 = -23774572.903834 nChanged 2163 Iteration 32Q (2306.980000 sec): 23 clusters Score: Raw -23787873.153587 + Penalty 12952.189558 = -23774920.964029 nChanged 2063 Iteration 33Q (2309.130000 sec): 23 clusters Score: Raw -23788208.004460 + Penalty 12952.189558 = -23775255.814902 nChanged 1999 Iteration 34Q (2311.290000 sec): 23 clusters Score: Raw -23788536.634388 + Penalty 12952.189558 = -23775584.444830 nChanged 1998 Iteration 35Q (2313.450000 sec): 23 clusters Score: Raw -23788880.354451 + Penalty 12952.189558 = -23775928.164893 nChanged 1934 Iteration 36Q (2315.600000 sec): 23 clusters Score: Raw -23789231.219406 + Penalty 12952.189558 = -23776279.029848 nChanged 1938 Iteration 37Q (2317.770000 sec): 23 clusters Score: Raw -23789601.576200 + Penalty 12952.189558 = -23776649.386643 nChanged 1859 Iteration 38Q (2319.940000 sec): 23 clusters Score: Raw -23789956.670708 + Penalty 12952.189558 = -23777004.481151 nChanged 1868 Iteration 39Q (2322.010000 sec): 23 clusters Score: Raw -23790345.551652 + Penalty 12952.189558 = -23777393.362095 nChanged 1833 Iteration 40F (2325.750000 sec): 23 clusters Score: Raw -23791344.384825 + Penalty 12952.189558 = -23778392.195267 nChanged 2154 Iteration 41Q (2327.790000 sec): 23 clusters Score: Raw -23792914.560148 + Penalty 12952.189558 = -23779962.370591 nChanged 2189 Iteration 42Q (2329.820000 sec): 23 clusters Score: Raw -23794166.274373 + Penalty 12952.189558 = -23781214.084815 nChanged 2115 Iteration 43Q (2331.840000 sec): 23 clusters Score: Raw -23795068.438743 + Penalty 12952.189558 = -23782116.249185 nChanged 2071 Iteration 44Q (2333.910000 sec): 23 clusters Score: Raw -23796041.596078 + Penalty 12952.189558 = -23783089.406520 nChanged 2119 Iteration 45Q (2335.940000 sec): 23 clusters Score: Raw -23797440.880282 + Penalty 12952.189558 = -23784488.690725 nChanged 2085 Iteration 46Q (2337.980000 sec): 23 clusters Score: Raw -23798905.394828 + Penalty 12952.189558 = -23785953.205270 nChanged 2007 Iteration 47Q (2339.990000 sec): 23 clusters Score: Raw -23799874.678265 + Penalty 12952.189558 = -23786922.488707 nChanged 1952 Iteration 48Q (2342.010000 sec): 23 clusters Score: Raw -23800869.468752 + Penalty 12952.189558 = -23787917.279194 nChanged 1715 Iteration 49Q (2344.020000 sec): 23 clusters Score: Raw -23801660.486199 + Penalty 12952.189558 = -23788708.296642 nChanged 1497 Iteration 50Q (2346.030000 sec): 23 clusters Score: Raw -23802289.591169 + Penalty 12952.189558 = -23789337.401611 nChanged 1224 Iteration 51Q (2348.040000 sec): 23 clusters Score: Raw -23802720.850231 + Penalty 12952.189558 = -23789768.660673 nChanged 1010 Iteration 52Q (2350.050000 sec): 23 clusters Score: Raw -23803012.098334 + Penalty 12952.189558 = -23790059.908776 nChanged 884 Iteration 53Q (2352.040000 sec): 23 clusters Score: Raw -23803226.231305 + Penalty 12952.189558 = -23790274.041748 nChanged 708 Iteration 54Q (2354.040000 sec): 23 clusters Score: Raw -23803407.571764 + Penalty 12952.189558 = -23790455.382207 nChanged 614 Iteration 55Q (2356.030000 sec): 23 clusters Score: Raw -23803586.121994 + Penalty 12952.189558 = -23790633.932436 nChanged 550 Iteration 56Q (2358.060000 sec): 23 clusters Score: Raw -23803749.010013 + Penalty 12952.189558 = -23790796.820456 nChanged 500 Iteration 57Q (2360.060000 sec): 23 clusters Score: Raw -23803949.391987 + Penalty 12952.189558 = -23790997.202429 nChanged 486 Iteration 58Q (2362.050000 sec): 23 clusters Score: Raw -23804138.133344 + Penalty 12952.189558 = -23791185.943786 nChanged 450 Writing temp clu file Because OldScore, -23790997.202429, is greater than current (better) Score,-23791185.943786 Compute initial score before splitting: Score: Raw -23804138.133344 + Penalty 12952.189558 = -23791185.943786 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.170000 sec): 2 clusters Score: Raw -55316.958206 + Penalty 320.859431 = -54996.098775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.170000 sec): 3 clusters Score: Raw -54821.858706 + Penalty 641.718862 = -54180.139845 nChanged 476 SP:Iteration 1F (2362.170000 sec): 3 clusters Score: Raw -56091.528484 + Penalty 641.718862 = -55449.809622 nChanged 167 SP:Iteration 2F (2362.170000 sec): 3 clusters Score: Raw -56980.777495 + Penalty 641.718862 = -56339.058634 nChanged 61 SP:Iteration 3F (2362.170000 sec): 3 clusters Score: Raw -57562.850808 + Penalty 641.718862 = -56921.131947 nChanged 21 SP:Iteration 4Q (2362.170000 sec): 3 clusters Score: Raw -57649.884872 + Penalty 641.718862 = -57008.166010 nChanged 33 SP:Iteration 5Q (2362.180000 sec): 3 clusters Score: Raw -57777.554039 + Penalty 641.718862 = -57135.835178 nChanged 22 SP:Iteration 6Q (2362.180000 sec): 3 clusters Score: Raw -57831.013205 + Penalty 641.718862 = -57189.294344 nChanged 10 SP:Iteration 7Q (2362.180000 sec): 3 clusters Score: Raw -57847.942077 + Penalty 641.718862 = -57206.223216 nChanged 4 SP:Iteration 8Q (2362.180000 sec): 3 clusters Score: Raw -57854.023986 + Penalty 641.718862 = -57212.305125 nChanged 2 SP:Iteration 9Q (2362.180000 sec): 3 clusters Score: Raw -57865.901239 + Penalty 641.718862 = -57224.182377 nChanged 2 SP:Iteration 10Q (2362.180000 sec): 3 clusters Score: Raw -57868.707625 + Penalty 641.718862 = -57226.988764 nChanged 1 SP:Iteration 11Q (2362.180000 sec): 3 clusters Score: Raw -57869.803269 + Penalty 641.718862 = -57228.084407 nChanged 1 SP:Iteration 12Q (2362.190000 sec): 3 clusters Score: Raw -57871.120233 + Penalty 641.718862 = -57229.401371 nChanged 1 SP:Iteration 13Q (2362.190000 sec): 3 clusters Score: Raw -57871.577272 + Penalty 641.718862 = -57229.858410 nChanged 1 SP:Iteration 14Q (2362.190000 sec): 3 clusters Score: Raw -57871.773040 + Penalty 641.718862 = -57230.054179 nChanged 0 SP:Iteration 15F (2362.190000 sec): 3 clusters Score: Raw -57876.805518 + Penalty 641.718862 = -57235.086656 nChanged 1 SP:Iteration 16Q (2362.190000 sec): 3 clusters Score: Raw -57896.088753 + Penalty 641.718862 = -57254.369891 nChanged 0 SP:Iteration 17F (2362.190000 sec): 3 clusters Score: Raw -57896.088753 + Penalty 641.718862 = -57254.369891 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.190000 sec): 2 clusters Score: Raw -64796.358216 + Penalty 327.415144 = -64468.943072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.200000 sec): 3 clusters Score: Raw -64087.050738 + Penalty 654.830288 = -63432.220451 nChanged 571 SP:Iteration 1F (2362.200000 sec): 3 clusters Score: Raw -64827.535865 + Penalty 654.830288 = -64172.705577 nChanged 260 SP:Iteration 2F (2362.200000 sec): 3 clusters Score: Raw -65890.764892 + Penalty 654.830288 = -65235.934604 nChanged 146 SP:Iteration 3F (2362.200000 sec): 3 clusters Score: Raw -66558.611965 + Penalty 654.830288 = -65903.781678 nChanged 62 SP:Iteration 4Q (2362.210000 sec): 3 clusters Score: Raw -66791.210905 + Penalty 654.830288 = -66136.380618 nChanged 39 SP:Iteration 5Q (2362.210000 sec): 3 clusters Score: Raw -66961.190292 + Penalty 654.830288 = -66306.360004 nChanged 29 SP:Iteration 6Q (2362.210000 sec): 3 clusters Score: Raw -67099.404093 + Penalty 654.830288 = -66444.573805 nChanged 27 SP:Iteration 7Q (2362.210000 sec): 3 clusters Score: Raw -67194.669222 + Penalty 654.830288 = -66539.838934 nChanged 21 SP:Iteration 8Q (2362.210000 sec): 3 clusters Score: Raw -67254.699676 + Penalty 654.830288 = -66599.869388 nChanged 15 SP:Iteration 9Q (2362.210000 sec): 3 clusters Score: Raw -67312.798732 + Penalty 654.830288 = -66657.968444 nChanged 14 SP:Iteration 10Q (2362.210000 sec): 3 clusters Score: Raw -67350.730899 + Penalty 654.830288 = -66695.900611 nChanged 6 SP:Iteration 11Q (2362.210000 sec): 3 clusters Score: Raw -67366.282033 + Penalty 654.830288 = -66711.451745 nChanged 7 SP:Iteration 12Q (2362.210000 sec): 3 clusters Score: Raw -67387.931780 + Penalty 654.830288 = -66733.101492 nChanged 8 SP:Iteration 13Q (2362.220000 sec): 3 clusters Score: Raw -67397.884436 + Penalty 654.830288 = -66743.054148 nChanged 2 SP:Iteration 14Q (2362.220000 sec): 3 clusters Score: Raw -67408.174566 + Penalty 654.830288 = -66753.344278 nChanged 3 SP:Iteration 15Q (2362.220000 sec): 3 clusters Score: Raw -67413.459504 + Penalty 654.830288 = -66758.629216 nChanged 3 SP:Iteration 16Q (2362.220000 sec): 3 clusters Score: Raw -67422.211257 + Penalty 654.830288 = -66767.380970 nChanged 1 SP:Iteration 17Q (2362.220000 sec): 3 clusters Score: Raw -67423.029549 + Penalty 654.830288 = -66768.199261 nChanged 0 SP:Iteration 18F (2362.220000 sec): 3 clusters Score: Raw -67451.160619 + Penalty 654.830288 = -66796.330331 nChanged 9 SP:Iteration 19Q (2362.230000 sec): 3 clusters Score: Raw -67478.883830 + Penalty 654.830288 = -66824.053543 nChanged 9 SP:Iteration 20F (2362.230000 sec): 3 clusters Score: Raw -67504.248643 + Penalty 654.830288 = -66849.418356 nChanged 8 SP:Iteration 21Q (2362.230000 sec): 3 clusters Score: Raw -67519.237520 + Penalty 654.830288 = -66864.407232 nChanged 5 SP:Iteration 22Q (2362.230000 sec): 3 clusters Score: Raw -67524.286787 + Penalty 654.830288 = -66869.456499 nChanged 5 SP:Iteration 23Q (2362.230000 sec): 3 clusters Score: Raw -67531.844951 + Penalty 654.830288 = -66877.014663 nChanged 2 SP:Iteration 24Q (2362.230000 sec): 3 clusters Score: Raw -67535.207101 + Penalty 654.830288 = -66880.376813 nChanged 3 SP:Iteration 25Q (2362.230000 sec): 3 clusters Score: Raw -67537.204409 + Penalty 654.830288 = -66882.374121 nChanged 1 SP:Iteration 26Q (2362.230000 sec): 3 clusters Score: Raw -67537.492446 + Penalty 654.830288 = -66882.662159 nChanged 0 SP:Iteration 27F (2362.240000 sec): 3 clusters Score: Raw -67537.492446 + Penalty 654.830288 = -66882.662159 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (42532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.310000 sec): 2 clusters Score: Raw -2417566.898443 + Penalty 484.939547 = -2417081.958896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.370000 sec): 3 clusters Score: Raw -2389624.818680 + Penalty 969.879093 = -2388654.939586 nChanged 20452 SP:Iteration 1F (2362.430000 sec): 3 clusters Score: Raw -2402517.114181 + Penalty 969.879093 = -2401547.235087 nChanged 2237 SP:Iteration 2F (2362.480000 sec): 3 clusters Score: Raw -2403851.105795 + Penalty 969.879093 = -2402881.226702 nChanged 2613 SP:Iteration 3F (2362.530000 sec): 3 clusters Score: Raw -2405715.907833 + Penalty 969.879093 = -2404746.028739 nChanged 2829 SP:Iteration 4F (2362.590000 sec): 3 clusters Score: Raw -2407905.659770 + Penalty 969.879093 = -2406935.780677 nChanged 2581 SP:Iteration 5F (2362.650000 sec): 3 clusters Score: Raw -2409575.236125 + Penalty 969.879093 = -2408605.357032 nChanged 2048 SP:Iteration 6Q (2362.700000 sec): 3 clusters Score: Raw -2410504.354173 + Penalty 969.879093 = -2409534.475080 nChanged 1373 SP:Iteration 7Q (2362.750000 sec): 3 clusters Score: Raw -2410962.768314 + Penalty 969.879093 = -2409992.889221 nChanged 998 SP:Iteration 8Q (2362.800000 sec): 3 clusters Score: Raw -2411246.228492 + Penalty 969.879093 = -2410276.349399 nChanged 826 SP:Iteration 9Q (2362.850000 sec): 3 clusters Score: Raw -2411479.254214 + Penalty 969.879093 = -2410509.375121 nChanged 802 SP:Iteration 10Q (2362.900000 sec): 3 clusters Score: Raw -2411730.046799 + Penalty 969.879093 = -2410760.167706 nChanged 820 SP:Iteration 11Q (2362.950000 sec): 3 clusters Score: Raw -2412004.359029 + Penalty 969.879093 = -2411034.479936 nChanged 860 SP:Iteration 12Q (2363.000000 sec): 3 clusters Score: Raw -2412303.438388 + Penalty 969.879093 = -2411333.559295 nChanged 828 SP:Iteration 13Q (2363.050000 sec): 3 clusters Score: Raw -2412600.524577 + Penalty 969.879093 = -2411630.645484 nChanged 870 SP:Iteration 14Q (2363.090000 sec): 3 clusters Score: Raw -2412945.733978 + Penalty 969.879093 = -2411975.854885 nChanged 915 SP:Iteration 15Q (2363.140000 sec): 3 clusters Score: Raw -2413345.666427 + Penalty 969.879093 = -2412375.787334 nChanged 918 SP:Iteration 16Q (2363.190000 sec): 3 clusters Score: Raw -2413775.303944 + Penalty 969.879093 = -2412805.424851 nChanged 922 SP:Iteration 17Q (2363.230000 sec): 3 clusters Score: Raw -2414239.267205 + Penalty 969.879093 = -2413269.388112 nChanged 878 SP:Iteration 18Q (2363.280000 sec): 3 clusters Score: Raw -2414722.886303 + Penalty 969.879093 = -2413753.007210 nChanged 857 SP:Iteration 19Q (2363.320000 sec): 3 clusters Score: Raw -2415241.082214 + Penalty 969.879093 = -2414271.203121 nChanged 809 SP:Iteration 20F (2363.370000 sec): 3 clusters Score: Raw -2415752.769109 + Penalty 969.879093 = -2414782.890016 nChanged 713 SP:Iteration 21Q (2363.410000 sec): 3 clusters Score: Raw -2416226.910465 + Penalty 969.879093 = -2415257.031372 nChanged 568 SP:Iteration 22Q (2363.450000 sec): 3 clusters Score: Raw -2416605.980472 + Penalty 969.879093 = -2415636.101379 nChanged 457 SP:Iteration 23Q (2363.500000 sec): 3 clusters Score: Raw -2416923.518537 + Penalty 969.879093 = -2415953.639444 nChanged 364 SP:Iteration 24Q (2363.540000 sec): 3 clusters Score: Raw -2417175.070002 + Penalty 969.879093 = -2416205.190909 nChanged 243 SP:Iteration 25Q (2363.590000 sec): 3 clusters Score: Raw -2417350.798354 + Penalty 969.879093 = -2416380.919260 nChanged 166 SP:Iteration 26Q (2363.630000 sec): 3 clusters Score: Raw -2417466.977519 + Penalty 969.879093 = -2416497.098426 nChanged 99 SP:Iteration 27Q (2363.670000 sec): 3 clusters Score: Raw -2417538.744586 + Penalty 969.879093 = -2416568.865493 nChanged 65 SP:Iteration 28Q (2363.710000 sec): 3 clusters Score: Raw -2417603.695788 + Penalty 969.879093 = -2416633.816695 nChanged 35 SP:Iteration 29Q (2363.750000 sec): 3 clusters Score: Raw -2417669.366829 + Penalty 969.879093 = -2416699.487736 nChanged 36 SP:Iteration 30Q (2363.790000 sec): 3 clusters Score: Raw -2417707.249775 + Penalty 969.879093 = -2416737.370682 nChanged 28 SP:Iteration 31Q (2363.830000 sec): 3 clusters Score: Raw -2417720.634330 + Penalty 969.879093 = -2416750.755237 nChanged 9 SP:Iteration 32Q (2363.870000 sec): 3 clusters Score: Raw -2417724.304251 + Penalty 969.879093 = -2416754.425158 nChanged 7 SP:Iteration 33Q (2363.910000 sec): 3 clusters Score: Raw -2417727.008896 + Penalty 969.879093 = -2416757.129803 nChanged 10 SP:Iteration 34Q (2363.950000 sec): 3 clusters Score: Raw -2417731.117736 + Penalty 969.879093 = -2416761.238643 nChanged 8 SP:Iteration 35Q (2363.990000 sec): 3 clusters Score: Raw -2417735.116432 + Penalty 969.879093 = -2416765.237338 nChanged 9 SP:Iteration 36Q (2364.030000 sec): 3 clusters Score: Raw -2417740.097981 + Penalty 969.879093 = -2416770.218887 nChanged 6 SP:Iteration 37Q (2364.080000 sec): 3 clusters Score: Raw -2417742.240831 + Penalty 969.879093 = -2416772.361738 nChanged 6 SP:Iteration 38Q (2364.120000 sec): 3 clusters Score: Raw -2417744.213010 + Penalty 969.879093 = -2416774.333917 nChanged 4 SP:Iteration 39Q (2364.170000 sec): 3 clusters Score: Raw -2417745.505795 + Penalty 969.879093 = -2416775.626702 nChanged 3 SP:Iteration 40F (2364.220000 sec): 3 clusters Score: Raw -2417746.945916 + Penalty 969.879093 = -2416777.066823 nChanged 5 SP:Iteration 41Q (2364.260000 sec): 3 clusters Score: Raw -2417750.231350 + Penalty 969.879093 = -2416780.352257 nChanged 5 SP:Iteration 42Q (2364.310000 sec): 3 clusters Score: Raw -2417751.738540 + Penalty 969.879093 = -2416781.859447 nChanged 5 SP:Iteration 43Q (2364.350000 sec): 3 clusters Score: Raw -2417752.815716 + Penalty 969.879093 = -2416782.936623 nChanged 1 SP:Iteration 44Q (2364.390000 sec): 3 clusters Score: Raw -2417752.949838 + Penalty 969.879093 = -2416783.070744 nChanged 0 SP:Iteration 45F (2364.450000 sec): 3 clusters Score: Raw -2417752.949838 + Penalty 969.879093 = -2416783.070744 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (25364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2364.490000 sec): 2 clusters Score: Raw -1531341.999793 + Penalty 461.419419 = -1530880.580375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2364.520000 sec): 3 clusters Score: Raw -1514785.150055 + Penalty 922.838837 = -1513862.311218 nChanged 12282 SP:Iteration 1F (2364.550000 sec): 3 clusters Score: Raw -1522171.235753 + Penalty 922.838837 = -1521248.396915 nChanged 1228 SP:Iteration 2Q (2364.580000 sec): 3 clusters Score: Raw -1522769.647543 + Penalty 922.838837 = -1521846.808705 nChanged 1351 SP:Iteration 3F (2364.620000 sec): 3 clusters Score: Raw -1523537.580950 + Penalty 922.838837 = -1522614.742113 nChanged 1429 SP:Iteration 4F (2364.650000 sec): 3 clusters Score: Raw -1524412.876789 + Penalty 922.838837 = -1523490.037952 nChanged 1424 SP:Iteration 5F (2364.680000 sec): 3 clusters Score: Raw -1525371.417790 + Penalty 922.838837 = -1524448.578953 nChanged 1331 SP:Iteration 6F (2364.710000 sec): 3 clusters Score: Raw -1526473.012899 + Penalty 922.838837 = -1525550.174062 nChanged 1293 SP:Iteration 7F (2364.740000 sec): 3 clusters Score: Raw -1527911.802429 + Penalty 922.838837 = -1526988.963592 nChanged 1232 SP:Iteration 8Q (2364.770000 sec): 3 clusters Score: Raw -1529446.652774 + Penalty 922.838837 = -1528523.813936 nChanged 1141 SP:Iteration 9Q (2364.800000 sec): 3 clusters Score: Raw -1530186.128670 + Penalty 922.838837 = -1529263.289833 nChanged 816 SP:Iteration 10Q (2364.830000 sec): 3 clusters Score: Raw -1530557.685074 + Penalty 922.838837 = -1529634.846237 nChanged 581 SP:Iteration 11Q (2364.850000 sec): 3 clusters Score: Raw -1530799.783542 + Penalty 922.838837 = -1529876.944704 nChanged 517 SP:Iteration 12Q (2364.880000 sec): 3 clusters Score: Raw -1530999.943485 + Penalty 922.838837 = -1530077.104648 nChanged 506 SP:Iteration 13Q (2364.910000 sec): 3 clusters Score: Raw -1531205.925857 + Penalty 922.838837 = -1530283.087019 nChanged 519 SP:Iteration 14Q (2364.940000 sec): 3 clusters Score: Raw -1531414.901882 + Penalty 922.838837 = -1530492.063045 nChanged 462 SP:Iteration 15Q (2364.970000 sec): 3 clusters Score: Raw -1531589.738635 + Penalty 922.838837 = -1530666.899798 nChanged 456 SP:Iteration 16Q (2365.000000 sec): 3 clusters Score: Raw -1531760.650855 + Penalty 922.838837 = -1530837.812018 nChanged 418 SP:Iteration 17Q (2365.030000 sec): 3 clusters Score: Raw -1531906.791000 + Penalty 922.838837 = -1530983.952163 nChanged 402 SP:Iteration 18Q (2365.060000 sec): 3 clusters Score: Raw -1532036.838357 + Penalty 922.838837 = -1531113.999519 nChanged 377 SP:Iteration 19Q (2365.090000 sec): 3 clusters Score: Raw -1532136.748546 + Penalty 922.838837 = -1531213.909708 nChanged 314 SP:Iteration 20F (2365.120000 sec): 3 clusters Score: Raw -1532204.752508 + Penalty 922.838837 = -1531281.913671 nChanged 259 SP:Iteration 21Q (2365.150000 sec): 3 clusters Score: Raw -1532253.777238 + Penalty 922.838837 = -1531330.938401 nChanged 214 SP:Iteration 22Q (2365.180000 sec): 3 clusters Score: Raw -1532287.428695 + Penalty 922.838837 = -1531364.589858 nChanged 196 SP:Iteration 23Q (2365.210000 sec): 3 clusters Score: Raw -1532311.794665 + Penalty 922.838837 = -1531388.955828 nChanged 168 SP:Iteration 24Q (2365.240000 sec): 3 clusters Score: Raw -1532331.850230 + Penalty 922.838837 = -1531409.011393 nChanged 147 SP:Iteration 25Q (2365.270000 sec): 3 clusters Score: Raw -1532345.988864 + Penalty 922.838837 = -1531423.150027 nChanged 102 SP:Iteration 26Q (2365.290000 sec): 3 clusters Score: Raw -1532355.634689 + Penalty 922.838837 = -1531432.795852 nChanged 85 SP:Iteration 27Q (2365.320000 sec): 3 clusters Score: Raw -1532364.508799 + Penalty 922.838837 = -1531441.669961 nChanged 79 SP:Iteration 28Q (2365.350000 sec): 3 clusters Score: Raw -1532372.226033 + Penalty 922.838837 = -1531449.387196 nChanged 73 SP:Iteration 29Q (2365.380000 sec): 3 clusters Score: Raw -1532377.189431 + Penalty 922.838837 = -1531454.350594 nChanged 56 SP:Iteration 30Q (2365.400000 sec): 3 clusters Score: Raw -1532379.688804 + Penalty 922.838837 = -1531456.849967 nChanged 47 SP:Iteration 31Q (2365.430000 sec): 3 clusters Score: Raw -1532381.865700 + Penalty 922.838837 = -1531459.026863 nChanged 35 SP:Iteration 32Q (2365.460000 sec): 3 clusters Score: Raw -1532383.364178 + Penalty 922.838837 = -1531460.525341 nChanged 27 SP:Iteration 33Q (2365.490000 sec): 3 clusters Score: Raw -1532384.521176 + Penalty 922.838837 = -1531461.682339 nChanged 27 SP:Iteration 34Q (2365.510000 sec): 3 clusters Score: Raw -1532385.395707 + Penalty 922.838837 = -1531462.556869 nChanged 18 SP:Iteration 35Q (2365.540000 sec): 3 clusters Score: Raw -1532385.996616 + Penalty 922.838837 = -1531463.157778 nChanged 20 SP:Iteration 36Q (2365.570000 sec): 3 clusters Score: Raw -1532387.045078 + Penalty 922.838837 = -1531464.206241 nChanged 25 SP:Iteration 37Q (2365.600000 sec): 3 clusters Score: Raw -1532388.043918 + Penalty 922.838837 = -1531465.205081 nChanged 19 SP:Iteration 38Q (2365.630000 sec): 3 clusters Score: Raw -1532388.604765 + Penalty 922.838837 = -1531465.765928 nChanged 16 SP:Iteration 39Q (2365.650000 sec): 3 clusters Score: Raw -1532389.003599 + Penalty 922.838837 = -1531466.164762 nChanged 13 SP:Iteration 40F (2365.680000 sec): 3 clusters Score: Raw -1532389.287911 + Penalty 922.838837 = -1531466.449074 nChanged 6 SP:Iteration 41Q (2365.710000 sec): 3 clusters Score: Raw -1532389.424090 + Penalty 922.838837 = -1531466.585252 nChanged 9 SP:Iteration 42Q (2365.740000 sec): 3 clusters Score: Raw -1532389.582806 + Penalty 922.838837 = -1531466.743968 nChanged 7 SP:Iteration 43Q (2365.770000 sec): 3 clusters Score: Raw -1532389.771897 + Penalty 922.838837 = -1531466.933060 nChanged 7 SP:Iteration 44Q (2365.790000 sec): 3 clusters Score: Raw -1532389.896978 + Penalty 922.838837 = -1531467.058141 nChanged 4 SP:Iteration 45Q (2365.820000 sec): 3 clusters Score: Raw -1532389.942803 + Penalty 922.838837 = -1531467.103966 nChanged 2 SP:Iteration 46Q (2365.850000 sec): 3 clusters Score: Raw -1532389.973669 + Penalty 922.838837 = -1531467.134832 nChanged 1 SP:Iteration 47Q (2365.880000 sec): 3 clusters Score: Raw -1532389.987691 + Penalty 922.838837 = -1531467.148854 nChanged 1 SP:Iteration 48Q (2365.910000 sec): 3 clusters Score: Raw -1532390.012388 + Penalty 922.838837 = -1531467.173551 nChanged 2 SP:Iteration 49Q (2365.940000 sec): 3 clusters Score: Raw -1532390.053006 + Penalty 922.838837 = -1531467.214169 nChanged 1 SP:Iteration 50Q (2365.970000 sec): 3 clusters Score: Raw -1532390.072088 + Penalty 922.838837 = -1531467.233250 nChanged 2 SP:Iteration 51Q (2365.990000 sec): 3 clusters Score: Raw -1532390.085421 + Penalty 922.838837 = -1531467.246584 nChanged 1 SP:Iteration 52Q (2366.020000 sec): 3 clusters Score: Raw -1532390.101689 + Penalty 922.838837 = -1531467.262852 nChanged 1 SP:Iteration 53Q (2366.050000 sec): 3 clusters Score: Raw -1532390.114496 + Penalty 922.838837 = -1531467.275658 nChanged 3 SP:Iteration 54Q (2366.080000 sec): 3 clusters Score: Raw -1532390.151395 + Penalty 922.838837 = -1531467.312557 nChanged 1 SP:Iteration 55Q (2366.110000 sec): 3 clusters Score: Raw -1532390.160122 + Penalty 922.838837 = -1531467.321285 nChanged 3 SP:Iteration 56Q (2366.130000 sec): 3 clusters Score: Raw -1532390.211087 + Penalty 922.838837 = -1531467.372250 nChanged 2 SP:Iteration 57Q (2366.160000 sec): 3 clusters Score: Raw -1532390.233230 + Penalty 922.838837 = -1531467.394393 nChanged 2 SP:Iteration 58Q (2366.190000 sec): 3 clusters Score: Raw -1532390.262339 + Penalty 922.838837 = -1531467.423502 nChanged 0 SP:Iteration 59F (2366.230000 sec): 3 clusters Score: Raw -1532390.262339 + Penalty 922.838837 = -1531467.423502 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.240000 sec): 2 clusters Score: Raw -166675.639642 + Penalty 366.869362 = -166308.770280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.250000 sec): 3 clusters Score: Raw -164852.338656 + Penalty 733.738725 = -164118.599931 nChanged 1403 SP:Iteration 1F (2366.250000 sec): 3 clusters Score: Raw -165564.528850 + Penalty 733.738725 = -164830.790125 nChanged 215 SP:Iteration 2F (2366.250000 sec): 3 clusters Score: Raw -165681.651433 + Penalty 733.738725 = -164947.912708 nChanged 205 SP:Iteration 3F (2366.260000 sec): 3 clusters Score: Raw -165808.683743 + Penalty 733.738725 = -165074.945018 nChanged 234 SP:Iteration 4F (2366.260000 sec): 3 clusters Score: Raw -165992.241988 + Penalty 733.738725 = -165258.503263 nChanged 230 SP:Iteration 5F (2366.270000 sec): 3 clusters Score: Raw -166187.735122 + Penalty 733.738725 = -165453.996397 nChanged 206 SP:Iteration 6F (2366.270000 sec): 3 clusters Score: Raw -166387.323614 + Penalty 733.738725 = -165653.584889 nChanged 167 SP:Iteration 7F (2366.270000 sec): 3 clusters Score: Raw -166562.369858 + Penalty 733.738725 = -165828.631133 nChanged 123 SP:Iteration 8Q (2366.280000 sec): 3 clusters Score: Raw -166684.073188 + Penalty 733.738725 = -165950.334463 nChanged 87 SP:Iteration 9Q (2366.280000 sec): 3 clusters Score: Raw -166761.757035 + Penalty 733.738725 = -166028.018310 nChanged 55 SP:Iteration 10Q (2366.290000 sec): 3 clusters Score: Raw -166803.068958 + Penalty 733.738725 = -166069.330233 nChanged 43 SP:Iteration 11Q (2366.290000 sec): 3 clusters Score: Raw -166837.860957 + Penalty 733.738725 = -166104.122232 nChanged 40 SP:Iteration 12Q (2366.290000 sec): 3 clusters Score: Raw -166864.909590 + Penalty 733.738725 = -166131.170866 nChanged 21 SP:Iteration 13Q (2366.290000 sec): 3 clusters Score: Raw -166874.699468 + Penalty 733.738725 = -166140.960743 nChanged 12 SP:Iteration 14Q (2366.300000 sec): 3 clusters Score: Raw -166881.186977 + Penalty 733.738725 = -166147.448252 nChanged 6 SP:Iteration 15Q (2366.300000 sec): 3 clusters Score: Raw -166884.283618 + Penalty 733.738725 = -166150.544893 nChanged 9 SP:Iteration 16Q (2366.310000 sec): 3 clusters Score: Raw -166886.845372 + Penalty 733.738725 = -166153.106648 nChanged 6 SP:Iteration 17Q (2366.310000 sec): 3 clusters Score: Raw -166889.465259 + Penalty 733.738725 = -166155.726534 nChanged 5 SP:Iteration 18Q (2366.310000 sec): 3 clusters Score: Raw -166891.773940 + Penalty 733.738725 = -166158.035215 nChanged 3 SP:Iteration 19Q (2366.310000 sec): 3 clusters Score: Raw -166894.334399 + Penalty 733.738725 = -166160.595674 nChanged 4 SP:Iteration 20F (2366.320000 sec): 3 clusters Score: Raw -166897.409441 + Penalty 733.738725 = -166163.670716 nChanged 2 SP:Iteration 21Q (2366.320000 sec): 3 clusters Score: Raw -166898.016943 + Penalty 733.738725 = -166164.278219 nChanged 2 SP:Iteration 22Q (2366.330000 sec): 3 clusters Score: Raw -166898.294938 + Penalty 733.738725 = -166164.556213 nChanged 0 SP:Iteration 23F (2366.330000 sec): 3 clusters Score: Raw -166898.294938 + Penalty 733.738725 = -166164.556213 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (6961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.340000 sec): 2 clusters Score: Raw -415108.800363 + Penalty 402.587568 = -414706.212795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.350000 sec): 3 clusters Score: Raw -410813.126052 + Penalty 805.175136 = -410007.950916 nChanged 3203 SP:Iteration 1F (2366.360000 sec): 3 clusters Score: Raw -412636.464614 + Penalty 805.175136 = -411831.289478 nChanged 472 SP:Iteration 2F (2366.370000 sec): 3 clusters Score: Raw -412903.764303 + Penalty 805.175136 = -412098.589167 nChanged 527 SP:Iteration 3F (2366.380000 sec): 3 clusters Score: Raw -413229.724336 + Penalty 805.175136 = -412424.549199 nChanged 526 SP:Iteration 4F (2366.390000 sec): 3 clusters Score: Raw -413602.895208 + Penalty 805.175136 = -412797.720071 nChanged 475 SP:Iteration 5F (2366.390000 sec): 3 clusters Score: Raw -413955.915624 + Penalty 805.175136 = -413150.740487 nChanged 408 SP:Iteration 6F (2366.400000 sec): 3 clusters Score: Raw -414272.248300 + Penalty 805.175136 = -413467.073164 nChanged 316 SP:Iteration 7Q (2366.410000 sec): 3 clusters Score: Raw -414534.609357 + Penalty 805.175136 = -413729.434221 nChanged 252 SP:Iteration 8Q (2366.420000 sec): 3 clusters Score: Raw -414765.462834 + Penalty 805.175136 = -413960.287698 nChanged 181 SP:Iteration 9Q (2366.430000 sec): 3 clusters Score: Raw -414962.057245 + Penalty 805.175136 = -414156.882108 nChanged 105 SP:Iteration 10Q (2366.430000 sec): 3 clusters Score: Raw -415067.927247 + Penalty 805.175136 = -414262.752111 nChanged 34 SP:Iteration 11Q (2366.440000 sec): 3 clusters Score: Raw -415107.092254 + Penalty 805.175136 = -414301.917118 nChanged 22 SP:Iteration 12Q (2366.450000 sec): 3 clusters Score: Raw -415144.681654 + Penalty 805.175136 = -414339.506518 nChanged 7 SP:Iteration 13Q (2366.460000 sec): 3 clusters Score: Raw -415162.754485 + Penalty 805.175136 = -414357.579349 nChanged 2 SP:Iteration 14Q (2366.460000 sec): 3 clusters Score: Raw -415169.147602 + Penalty 805.175136 = -414363.972465 nChanged 4 SP:Iteration 15Q (2366.470000 sec): 3 clusters Score: Raw -415181.193800 + Penalty 805.175136 = -414376.018664 nChanged 3 SP:Iteration 16Q (2366.470000 sec): 3 clusters Score: Raw -415186.635719 + Penalty 805.175136 = -414381.460583 nChanged 1 SP:Iteration 17Q (2366.480000 sec): 3 clusters Score: Raw -415187.141870 + Penalty 805.175136 = -414381.966734 nChanged 0 SP:Iteration 18F (2366.490000 sec): 3 clusters Score: Raw -415187.141870 + Penalty 805.175136 = -414381.966734 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.490000 sec): 2 clusters Score: Raw -47239.814950 + Penalty 303.978888 = -46935.836062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.500000 sec): 3 clusters Score: Raw -46842.982712 + Penalty 607.957776 = -46235.024936 nChanged 291 SP:Iteration 1F (2366.500000 sec): 3 clusters Score: Raw -47028.661386 + Penalty 607.957776 = -46420.703610 nChanged 85 SP:Iteration 2F (2366.500000 sec): 3 clusters Score: Raw -47094.163159 + Penalty 607.957776 = -46486.205384 nChanged 51 SP:Iteration 3F (2366.500000 sec): 3 clusters Score: Raw -47123.350236 + Penalty 607.957776 = -46515.392460 nChanged 32 SP:Iteration 4Q (2366.500000 sec): 3 clusters Score: Raw -47148.524324 + Penalty 607.957776 = -46540.566548 nChanged 28 SP:Iteration 5Q (2366.500000 sec): 3 clusters Score: Raw -47163.434397 + Penalty 607.957776 = -46555.476621 nChanged 18 SP:Iteration 6Q (2366.500000 sec): 3 clusters Score: Raw -47171.381271 + Penalty 607.957776 = -46563.423495 nChanged 11 SP:Iteration 7Q (2366.500000 sec): 3 clusters Score: Raw -47176.339004 + Penalty 607.957776 = -46568.381228 nChanged 8 SP:Iteration 8Q (2366.510000 sec): 3 clusters Score: Raw -47180.494915 + Penalty 607.957776 = -46572.537139 nChanged 10 SP:Iteration 9Q (2366.510000 sec): 3 clusters Score: Raw -47184.291972 + Penalty 607.957776 = -46576.334196 nChanged 5 SP:Iteration 10Q (2366.510000 sec): 3 clusters Score: Raw -47186.422575 + Penalty 607.957776 = -46578.464799 nChanged 4 SP:Iteration 11Q (2366.510000 sec): 3 clusters Score: Raw -47187.887059 + Penalty 607.957776 = -46579.929283 nChanged 5 SP:Iteration 12Q (2366.510000 sec): 3 clusters Score: Raw -47189.372329 + Penalty 607.957776 = -46581.414554 nChanged 3 SP:Iteration 13Q (2366.510000 sec): 3 clusters Score: Raw -47190.111336 + Penalty 607.957776 = -46582.153560 nChanged 5 SP:Iteration 14Q (2366.510000 sec): 3 clusters Score: Raw -47192.411916 + Penalty 607.957776 = -46584.454141 nChanged 5 SP:Iteration 15Q (2366.510000 sec): 3 clusters Score: Raw -47194.815612 + Penalty 607.957776 = -46586.857837 nChanged 4 SP:Iteration 16Q (2366.510000 sec): 3 clusters Score: Raw -47195.571179 + Penalty 607.957776 = -46587.613403 nChanged 1 SP:Iteration 17Q (2366.510000 sec): 3 clusters Score: Raw -47196.002501 + Penalty 607.957776 = -46588.044726 nChanged 1 SP:Iteration 18Q (2366.510000 sec): 3 clusters Score: Raw -47196.737186 + Penalty 607.957776 = -46588.779410 nChanged 1 SP:Iteration 19Q (2366.520000 sec): 3 clusters Score: Raw -47197.154609 + Penalty 607.957776 = -46589.196833 nChanged 0 SP:Iteration 20F (2366.520000 sec): 3 clusters Score: Raw -47197.154609 + Penalty 607.957776 = -46589.196833 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (17412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.550000 sec): 2 clusters Score: Raw -1100561.445027 + Penalty 444.303628 = -1100117.141399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.580000 sec): 3 clusters Score: Raw -1089353.957501 + Penalty 888.607256 = -1088465.350245 nChanged 8293 SP:Iteration 1F (2366.600000 sec): 3 clusters Score: Raw -1094362.150632 + Penalty 888.607256 = -1093473.543376 nChanged 778 SP:Iteration 2Q (2366.620000 sec): 3 clusters Score: Raw -1094630.767261 + Penalty 888.607256 = -1093742.160005 nChanged 739 SP:Iteration 3Q (2366.650000 sec): 3 clusters Score: Raw -1094948.478775 + Penalty 888.607256 = -1094059.871518 nChanged 826 SP:Iteration 4Q (2366.670000 sec): 3 clusters Score: Raw -1095424.851277 + Penalty 888.607256 = -1094536.244021 nChanged 964 SP:Iteration 5F (2366.690000 sec): 3 clusters Score: Raw -1096150.503543 + Penalty 888.607256 = -1095261.896287 nChanged 1052 SP:Iteration 6F (2366.720000 sec): 3 clusters Score: Raw -1097029.181302 + Penalty 888.607256 = -1096140.574046 nChanged 1030 SP:Iteration 7F (2366.740000 sec): 3 clusters Score: Raw -1097712.913173 + Penalty 888.607256 = -1096824.305917 nChanged 729 SP:Iteration 8Q (2366.760000 sec): 3 clusters Score: Raw -1097973.762889 + Penalty 888.607256 = -1097085.155632 nChanged 392 SP:Iteration 9Q (2366.780000 sec): 3 clusters Score: Raw -1098043.622591 + Penalty 888.607256 = -1097155.015335 nChanged 183 SP:Iteration 10Q (2366.800000 sec): 3 clusters Score: Raw -1098075.007478 + Penalty 888.607256 = -1097186.400222 nChanged 147 SP:Iteration 11Q (2366.820000 sec): 3 clusters Score: Raw -1098101.366266 + Penalty 888.607256 = -1097212.759010 nChanged 156 SP:Iteration 12Q (2366.850000 sec): 3 clusters Score: Raw -1098130.367611 + Penalty 888.607256 = -1097241.760355 nChanged 145 SP:Iteration 13Q (2366.870000 sec): 3 clusters Score: Raw -1098151.659648 + Penalty 888.607256 = -1097263.052391 nChanged 110 SP:Iteration 14Q (2366.890000 sec): 3 clusters Score: Raw -1098167.009300 + Penalty 888.607256 = -1097278.402043 nChanged 101 SP:Iteration 15Q (2366.910000 sec): 3 clusters Score: Raw -1098178.767826 + Penalty 888.607256 = -1097290.160570 nChanged 95 SP:Iteration 16Q (2366.940000 sec): 3 clusters Score: Raw -1098190.164094 + Penalty 888.607256 = -1097301.556838 nChanged 107 SP:Iteration 17Q (2366.960000 sec): 3 clusters Score: Raw -1098202.860898 + Penalty 888.607256 = -1097314.253642 nChanged 90 SP:Iteration 18Q (2366.980000 sec): 3 clusters Score: Raw -1098214.548512 + Penalty 888.607256 = -1097325.941256 nChanged 92 SP:Iteration 19Q (2367.000000 sec): 3 clusters Score: Raw -1098224.877881 + Penalty 888.607256 = -1097336.270625 nChanged 80 SP:Iteration 20F (2367.020000 sec): 3 clusters Score: Raw -1098232.039694 + Penalty 888.607256 = -1097343.432438 nChanged 74 SP:Iteration 21Q (2367.040000 sec): 3 clusters Score: Raw -1098239.637872 + Penalty 888.607256 = -1097351.030615 nChanged 76 SP:Iteration 22Q (2367.060000 sec): 3 clusters Score: Raw -1098247.404802 + Penalty 888.607256 = -1097358.797546 nChanged 66 SP:Iteration 23Q (2367.080000 sec): 3 clusters Score: Raw -1098252.488642 + Penalty 888.607256 = -1097363.881385 nChanged 56 SP:Iteration 24Q (2367.100000 sec): 3 clusters Score: Raw -1098257.733212 + Penalty 888.607256 = -1097369.125956 nChanged 62 SP:Iteration 25Q (2367.120000 sec): 3 clusters Score: Raw -1098264.104306 + Penalty 888.607256 = -1097375.497050 nChanged 69 SP:Iteration 26Q (2367.140000 sec): 3 clusters Score: Raw -1098270.697701 + Penalty 888.607256 = -1097382.090445 nChanged 70 SP:Iteration 27Q (2367.150000 sec): 3 clusters Score: Raw -1098276.924378 + Penalty 888.607256 = -1097388.317122 nChanged 61 SP:Iteration 28Q (2367.170000 sec): 3 clusters Score: Raw -1098284.044073 + Penalty 888.607256 = -1097395.436817 nChanged 76 SP:Iteration 29Q (2367.190000 sec): 3 clusters Score: Raw -1098291.761695 + Penalty 888.607256 = -1097403.154439 nChanged 80 SP:Iteration 30Q (2367.210000 sec): 3 clusters Score: Raw -1098300.343229 + Penalty 888.607256 = -1097411.735973 nChanged 78 SP:Iteration 31Q (2367.230000 sec): 3 clusters Score: Raw -1098310.399238 + Penalty 888.607256 = -1097421.791982 nChanged 81 SP:Iteration 32Q (2367.250000 sec): 3 clusters Score: Raw -1098319.773961 + Penalty 888.607256 = -1097431.166705 nChanged 68 SP:Iteration 33Q (2367.270000 sec): 3 clusters Score: Raw -1098326.284614 + Penalty 888.607256 = -1097437.677357 nChanged 74 SP:Iteration 34Q (2367.290000 sec): 3 clusters Score: Raw -1098335.383512 + Penalty 888.607256 = -1097446.776256 nChanged 82 SP:Iteration 35Q (2367.310000 sec): 3 clusters Score: Raw -1098345.198311 + Penalty 888.607256 = -1097456.591055 nChanged 69 SP:Iteration 36Q (2367.330000 sec): 3 clusters Score: Raw -1098353.159487 + Penalty 888.607256 = -1097464.552231 nChanged 71 SP:Iteration 37Q (2367.350000 sec): 3 clusters Score: Raw -1098360.887579 + Penalty 888.607256 = -1097472.280322 nChanged 80 SP:Iteration 38Q (2367.370000 sec): 3 clusters Score: Raw -1098368.596382 + Penalty 888.607256 = -1097479.989126 nChanged 67 SP:Iteration 39Q (2367.390000 sec): 3 clusters Score: Raw -1098375.806209 + Penalty 888.607256 = -1097487.198953 nChanged 79 SP:Iteration 40F (2367.410000 sec): 3 clusters Score: Raw -1098385.899263 + Penalty 888.607256 = -1097497.292006 nChanged 93 SP:Iteration 41Q (2367.430000 sec): 3 clusters Score: Raw -1098397.348745 + Penalty 888.607256 = -1097508.741489 nChanged 82 SP:Iteration 42Q (2367.450000 sec): 3 clusters Score: Raw -1098406.971845 + Penalty 888.607256 = -1097518.364589 nChanged 88 SP:Iteration 43Q (2367.470000 sec): 3 clusters Score: Raw -1098417.621416 + Penalty 888.607256 = -1097529.014160 nChanged 83 SP:Iteration 44Q (2367.490000 sec): 3 clusters Score: Raw -1098426.438328 + Penalty 888.607256 = -1097537.831072 nChanged 72 SP:Iteration 45Q (2367.510000 sec): 3 clusters Score: Raw -1098433.040739 + Penalty 888.607256 = -1097544.433483 nChanged 62 SP:Iteration 46Q (2367.530000 sec): 3 clusters Score: Raw -1098438.784208 + Penalty 888.607256 = -1097550.176952 nChanged 78 SP:Iteration 47Q (2367.550000 sec): 3 clusters Score: Raw -1098448.136568 + Penalty 888.607256 = -1097559.529312 nChanged 84 SP:Iteration 48Q (2367.570000 sec): 3 clusters Score: Raw -1098456.327232 + Penalty 888.607256 = -1097567.719976 nChanged 67 SP:Iteration 49Q (2367.590000 sec): 3 clusters Score: Raw -1098462.442354 + Penalty 888.607256 = -1097573.835098 nChanged 66 SP:Iteration 50Q (2367.610000 sec): 3 clusters Score: Raw -1098468.849424 + Penalty 888.607256 = -1097580.242167 nChanged 62 SP:Iteration 51Q (2367.620000 sec): 3 clusters Score: Raw -1098474.669085 + Penalty 888.607256 = -1097586.061829 nChanged 60 SP:Iteration 52Q (2367.640000 sec): 3 clusters Score: Raw -1098480.499440 + Penalty 888.607256 = -1097591.892183 nChanged 60 SP:Iteration 53Q (2367.660000 sec): 3 clusters Score: Raw -1098485.412477 + Penalty 888.607256 = -1097596.805221 nChanged 69 SP:Iteration 54Q (2367.680000 sec): 3 clusters Score: Raw -1098491.074594 + Penalty 888.607256 = -1097602.467338 nChanged 66 SP:Iteration 55Q (2367.700000 sec): 3 clusters Score: Raw -1098496.293287 + Penalty 888.607256 = -1097607.686031 nChanged 60 SP:Iteration 56Q (2367.720000 sec): 3 clusters Score: Raw -1098501.530497 + Penalty 888.607256 = -1097612.923241 nChanged 63 SP:Iteration 57Q (2367.740000 sec): 3 clusters Score: Raw -1098506.379121 + Penalty 888.607256 = -1097617.771865 nChanged 55 SP:Iteration 58Q (2367.760000 sec): 3 clusters Score: Raw -1098510.890476 + Penalty 888.607256 = -1097622.283220 nChanged 56 SP:Iteration 59Q (2367.780000 sec): 3 clusters Score: Raw -1098514.838674 + Penalty 888.607256 = -1097626.231418 nChanged 58 SP:Iteration 60F (2367.800000 sec): 3 clusters Score: Raw -1098519.690464 + Penalty 888.607256 = -1097631.083208 nChanged 74 SP:Iteration 61Q (2367.820000 sec): 3 clusters Score: Raw -1098527.613044 + Penalty 888.607256 = -1097639.005788 nChanged 88 SP:Iteration 62Q (2367.830000 sec): 3 clusters Score: Raw -1098536.940951 + Penalty 888.607256 = -1097648.333694 nChanged 83 SP:Iteration 63Q (2367.850000 sec): 3 clusters Score: Raw -1098544.816530 + Penalty 888.607256 = -1097656.209273 nChanged 73 SP:Iteration 64Q (2367.870000 sec): 3 clusters Score: Raw -1098552.792671 + Penalty 888.607256 = -1097664.185415 nChanged 85 SP:Iteration 65Q (2367.890000 sec): 3 clusters Score: Raw -1098563.512655 + Penalty 888.607256 = -1097674.905399 nChanged 86 SP:Iteration 66Q (2367.910000 sec): 3 clusters Score: Raw -1098573.917278 + Penalty 888.607256 = -1097685.310022 nChanged 82 SP:Iteration 67Q (2367.930000 sec): 3 clusters Score: Raw -1098584.524475 + Penalty 888.607256 = -1097695.917219 nChanged 100 SP:Iteration 68Q (2367.950000 sec): 3 clusters Score: Raw -1098598.572769 + Penalty 888.607256 = -1097709.965513 nChanged 114 SP:Iteration 69Q (2367.960000 sec): 3 clusters Score: Raw -1098615.616233 + Penalty 888.607256 = -1097727.008977 nChanged 110 SP:Iteration 70Q (2367.980000 sec): 3 clusters Score: Raw -1098633.854918 + Penalty 888.607256 = -1097745.247662 nChanged 111 SP:Iteration 71Q (2368.000000 sec): 3 clusters Score: Raw -1098650.629080 + Penalty 888.607256 = -1097762.021824 nChanged 107 SP:Iteration 72Q (2368.020000 sec): 3 clusters Score: Raw -1098668.681487 + Penalty 888.607256 = -1097780.074231 nChanged 124 SP:Iteration 73Q (2368.040000 sec): 3 clusters Score: Raw -1098688.450281 + Penalty 888.607256 = -1097799.843025 nChanged 134 SP:Iteration 74Q (2368.060000 sec): 3 clusters Score: Raw -1098710.078154 + Penalty 888.607256 = -1097821.470898 nChanged 126 SP:Iteration 75Q (2368.080000 sec): 3 clusters Score: Raw -1098730.816244 + Penalty 888.607256 = -1097842.208988 nChanged 126 SP:Iteration 76Q (2368.090000 sec): 3 clusters Score: Raw -1098752.664942 + Penalty 888.607256 = -1097864.057686 nChanged 130 SP:Iteration 77Q (2368.110000 sec): 3 clusters Score: Raw -1098774.889749 + Penalty 888.607256 = -1097886.282493 nChanged 122 SP:Iteration 78Q (2368.130000 sec): 3 clusters Score: Raw -1098797.289616 + Penalty 888.607256 = -1097908.682360 nChanged 130 SP:Iteration 79Q (2368.150000 sec): 3 clusters Score: Raw -1098821.554589 + Penalty 888.607256 = -1097932.947333 nChanged 148 SP:Iteration 80F (2368.170000 sec): 3 clusters Score: Raw -1098850.002539 + Penalty 888.607256 = -1097961.395283 nChanged 150 SP:Iteration 81Q (2368.190000 sec): 3 clusters Score: Raw -1098879.321720 + Penalty 888.607256 = -1097990.714463 nChanged 158 SP:Iteration 82Q (2368.200000 sec): 3 clusters Score: Raw -1098908.664910 + Penalty 888.607256 = -1098020.057654 nChanged 171 SP:Iteration 83Q (2368.220000 sec): 3 clusters Score: Raw -1098942.147943 + Penalty 888.607256 = -1098053.540686 nChanged 169 SP:Iteration 84Q (2368.240000 sec): 3 clusters Score: Raw -1098974.851777 + Penalty 888.607256 = -1098086.244520 nChanged 170 SP:Iteration 85Q (2368.260000 sec): 3 clusters Score: Raw -1099010.021414 + Penalty 888.607256 = -1098121.414158 nChanged 169 SP:Iteration 86Q (2368.280000 sec): 3 clusters Score: Raw -1099048.772378 + Penalty 888.607256 = -1098160.165122 nChanged 170 SP:Iteration 87Q (2368.290000 sec): 3 clusters Score: Raw -1099088.665407 + Penalty 888.607256 = -1098200.058151 nChanged 192 SP:Iteration 88Q (2368.310000 sec): 3 clusters Score: Raw -1099140.946491 + Penalty 888.607256 = -1098252.339235 nChanged 206 SP:Iteration 89Q (2368.330000 sec): 3 clusters Score: Raw -1099199.734331 + Penalty 888.607256 = -1098311.127074 nChanged 202 SP:Iteration 90Q (2368.340000 sec): 3 clusters Score: Raw -1099258.704879 + Penalty 888.607256 = -1098370.097623 nChanged 206 SP:Iteration 91Q (2368.360000 sec): 3 clusters Score: Raw -1099331.238687 + Penalty 888.607256 = -1098442.631430 nChanged 237 SP:Iteration 92Q (2368.380000 sec): 3 clusters Score: Raw -1099422.940310 + Penalty 888.607256 = -1098534.333054 nChanged 221 SP:Iteration 93Q (2368.390000 sec): 3 clusters Score: Raw -1099511.406291 + Penalty 888.607256 = -1098622.799035 nChanged 214 SP:Iteration 94Q (2368.410000 sec): 3 clusters Score: Raw -1099596.129821 + Penalty 888.607256 = -1098707.522565 nChanged 212 SP:Iteration 95Q (2368.430000 sec): 3 clusters Score: Raw -1099679.267920 + Penalty 888.607256 = -1098790.660664 nChanged 204 SP:Iteration 96Q (2368.440000 sec): 3 clusters Score: Raw -1099749.589899 + Penalty 888.607256 = -1098860.982643 nChanged 181 SP:Iteration 97Q (2368.460000 sec): 3 clusters Score: Raw -1099812.283116 + Penalty 888.607256 = -1098923.675860 nChanged 175 SP:Iteration 98Q (2368.480000 sec): 3 clusters Score: Raw -1099883.876159 + Penalty 888.607256 = -1098995.268903 nChanged 176 SP:Iteration 99Q (2368.490000 sec): 3 clusters Score: Raw -1099953.745047 + Penalty 888.607256 = -1099065.137791 nChanged 157 SP:Iteration 100F (2368.510000 sec): 3 clusters Score: Raw -1100016.006223 + Penalty 888.607256 = -1099127.398967 nChanged 153 SP:Iteration 101Q (2368.520000 sec): 3 clusters Score: Raw -1100077.669600 + Penalty 888.607256 = -1099189.062344 nChanged 158 SP:Iteration 102Q (2368.540000 sec): 3 clusters Score: Raw -1100144.302090 + Penalty 888.607256 = -1099255.694834 nChanged 139 SP:Iteration 103Q (2368.560000 sec): 3 clusters Score: Raw -1100212.869024 + Penalty 888.607256 = -1099324.261768 nChanged 130 SP:Iteration 104Q (2368.570000 sec): 3 clusters Score: Raw -1100280.555338 + Penalty 888.607256 = -1099391.948081 nChanged 112 SP:Iteration 105Q (2368.590000 sec): 3 clusters Score: Raw -1100340.927028 + Penalty 888.607256 = -1099452.319772 nChanged 99 SP:Iteration 106Q (2368.600000 sec): 3 clusters Score: Raw -1100389.273582 + Penalty 888.607256 = -1099500.666326 nChanged 87 SP:Iteration 107Q (2368.620000 sec): 3 clusters Score: Raw -1100434.362895 + Penalty 888.607256 = -1099545.755639 nChanged 68 SP:Iteration 108Q (2368.630000 sec): 3 clusters Score: Raw -1100469.074439 + Penalty 888.607256 = -1099580.467183 nChanged 49 SP:Iteration 109Q (2368.650000 sec): 3 clusters Score: Raw -1100492.298988 + Penalty 888.607256 = -1099603.691731 nChanged 37 SP:Iteration 110Q (2368.660000 sec): 3 clusters Score: Raw -1100511.600358 + Penalty 888.607256 = -1099622.993102 nChanged 33 SP:Iteration 111Q (2368.680000 sec): 3 clusters Score: Raw -1100531.988487 + Penalty 888.607256 = -1099643.381231 nChanged 34 SP:Iteration 112Q (2368.700000 sec): 3 clusters Score: Raw -1100553.134169 + Penalty 888.607256 = -1099664.526913 nChanged 27 SP:Iteration 113Q (2368.710000 sec): 3 clusters Score: Raw -1100569.457230 + Penalty 888.607256 = -1099680.849974 nChanged 18 SP:Iteration 114Q (2368.730000 sec): 3 clusters Score: Raw -1100579.206744 + Penalty 888.607256 = -1099690.599487 nChanged 16 SP:Iteration 115Q (2368.740000 sec): 3 clusters Score: Raw -1100587.039758 + Penalty 888.607256 = -1099698.432502 nChanged 13 SP:Iteration 116Q (2368.760000 sec): 3 clusters Score: Raw -1100593.021879 + Penalty 888.607256 = -1099704.414622 nChanged 9 SP:Iteration 117Q (2368.770000 sec): 3 clusters Score: Raw -1100595.487164 + Penalty 888.607256 = -1099706.879908 nChanged 4 SP:Iteration 118Q (2368.790000 sec): 3 clusters Score: Raw -1100597.064377 + Penalty 888.607256 = -1099708.457121 nChanged 5 SP:Iteration 119Q (2368.800000 sec): 3 clusters Score: Raw -1100599.506955 + Penalty 888.607256 = -1099710.899699 nChanged 5 SP:Iteration 120F (2368.820000 sec): 3 clusters Score: Raw -1100602.035558 + Penalty 888.607256 = -1099713.428302 nChanged 4 SP:Iteration 121Q (2368.840000 sec): 3 clusters Score: Raw -1100603.672344 + Penalty 888.607256 = -1099715.065088 nChanged 5 SP:Iteration 122Q (2368.860000 sec): 3 clusters Score: Raw -1100605.822747 + Penalty 888.607256 = -1099717.215490 nChanged 3 SP:Iteration 123Q (2368.870000 sec): 3 clusters Score: Raw -1100606.763385 + Penalty 888.607256 = -1099718.156128 nChanged 2 SP:Iteration 124Q (2368.880000 sec): 3 clusters Score: Raw -1100608.009479 + Penalty 888.607256 = -1099719.402223 nChanged 4 SP:Iteration 125Q (2368.900000 sec): 3 clusters Score: Raw -1100610.202442 + Penalty 888.607256 = -1099721.595186 nChanged 2 SP:Iteration 126Q (2368.920000 sec): 3 clusters Score: Raw -1100611.962384 + Penalty 888.607256 = -1099723.355127 nChanged 4 SP:Iteration 127Q (2368.930000 sec): 3 clusters Score: Raw -1100615.273144 + Penalty 888.607256 = -1099726.665887 nChanged 3 SP:Iteration 128Q (2368.940000 sec): 3 clusters Score: Raw -1100617.261432 + Penalty 888.607256 = -1099728.654176 nChanged 2 SP:Iteration 129Q (2368.960000 sec): 3 clusters Score: Raw -1100618.334713 + Penalty 888.607256 = -1099729.727456 nChanged 3 SP:Iteration 130Q (2368.980000 sec): 3 clusters Score: Raw -1100620.097565 + Penalty 888.607256 = -1099731.490309 nChanged 3 SP:Iteration 131Q (2368.990000 sec): 3 clusters Score: Raw -1100621.748936 + Penalty 888.607256 = -1099733.141680 nChanged 2 SP:Iteration 132Q (2369.000000 sec): 3 clusters Score: Raw -1100622.750896 + Penalty 888.607256 = -1099734.143640 nChanged 1 SP:Iteration 133Q (2369.020000 sec): 3 clusters Score: Raw -1100623.355734 + Penalty 888.607256 = -1099734.748477 nChanged 1 SP:Iteration 134Q (2369.040000 sec): 3 clusters Score: Raw -1100624.335654 + Penalty 888.607256 = -1099735.728398 nChanged 4 SP:Iteration 135Q (2369.050000 sec): 3 clusters Score: Raw -1100626.135418 + Penalty 888.607256 = -1099737.528162 nChanged 0 SP:Iteration 136F (2369.080000 sec): 3 clusters Score: Raw -1100626.135418 + Penalty 888.607256 = -1099737.528162 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.090000 sec): 2 clusters Score: Raw -27835.501684 + Penalty 285.071205 = -27550.430478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.090000 sec): 3 clusters Score: Raw -27642.997553 + Penalty 570.142410 = -27072.855142 nChanged 214 SP:Iteration 1F (2369.090000 sec): 3 clusters Score: Raw -27788.306170 + Penalty 570.142410 = -27218.163760 nChanged 53 SP:Iteration 2F (2369.090000 sec): 3 clusters Score: Raw -27842.652075 + Penalty 570.142410 = -27272.509664 nChanged 27 SP:Iteration 3F (2369.090000 sec): 3 clusters Score: Raw -27867.088845 + Penalty 570.142410 = -27296.946434 nChanged 27 SP:Iteration 4F (2369.090000 sec): 3 clusters Score: Raw -27932.796538 + Penalty 570.142410 = -27362.654128 nChanged 35 SP:Iteration 5F (2369.090000 sec): 3 clusters Score: Raw -27990.261304 + Penalty 570.142410 = -27420.118894 nChanged 31 SP:Iteration 6F (2369.090000 sec): 3 clusters Score: Raw -28028.700772 + Penalty 570.142410 = -27458.558362 nChanged 26 SP:Iteration 7Q (2369.090000 sec): 3 clusters Score: Raw -28071.605520 + Penalty 570.142410 = -27501.463110 nChanged 20 SP:Iteration 8Q (2369.090000 sec): 3 clusters Score: Raw -28214.455185 + Penalty 570.142410 = -27644.312775 nChanged 28 SP:Iteration 9F (2369.090000 sec): 3 clusters Score: Raw -28264.053203 + Penalty 570.142410 = -27693.910793 nChanged 15 SP:Iteration 10Q (2369.090000 sec): 3 clusters Score: Raw -28277.692818 + Penalty 570.142410 = -27707.550408 nChanged 4 SP:Iteration 11Q (2369.090000 sec): 3 clusters Score: Raw -28281.846994 + Penalty 570.142410 = -27711.704583 nChanged 4 SP:Iteration 12Q (2369.090000 sec): 3 clusters Score: Raw -28284.257997 + Penalty 570.142410 = -27714.115586 nChanged 2 SP:Iteration 13Q (2369.090000 sec): 3 clusters Score: Raw -28285.685810 + Penalty 570.142410 = -27715.543399 nChanged 0 SP:Iteration 14F (2369.090000 sec): 3 clusters Score: Raw -28285.685810 + Penalty 570.142410 = -27715.543399 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.110000 sec): 2 clusters Score: Raw -543136.383443 + Penalty 417.623573 = -542718.759870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.130000 sec): 3 clusters Score: Raw -537108.484659 + Penalty 835.247145 = -536273.237514 nChanged 4503 SP:Iteration 1F (2369.130000 sec): 3 clusters Score: Raw -540207.020035 + Penalty 835.247145 = -539371.772889 nChanged 923 SP:Iteration 2F (2369.150000 sec): 3 clusters Score: Raw -540974.432184 + Penalty 835.247145 = -540139.185038 nChanged 928 SP:Iteration 3F (2369.160000 sec): 3 clusters Score: Raw -541761.511897 + Penalty 835.247145 = -540926.264752 nChanged 694 SP:Iteration 4F (2369.170000 sec): 3 clusters Score: Raw -542313.194706 + Penalty 835.247145 = -541477.947560 nChanged 464 SP:Iteration 5Q (2369.180000 sec): 3 clusters Score: Raw -542690.986388 + Penalty 835.247145 = -541855.739243 nChanged 316 SP:Iteration 6Q (2369.190000 sec): 3 clusters Score: Raw -542936.289878 + Penalty 835.247145 = -542101.042733 nChanged 182 SP:Iteration 7Q (2369.210000 sec): 3 clusters Score: Raw -543075.437862 + Penalty 835.247145 = -542240.190716 nChanged 141 SP:Iteration 8Q (2369.210000 sec): 3 clusters Score: Raw -543253.412515 + Penalty 835.247145 = -542418.165370 nChanged 98 SP:Iteration 9Q (2369.230000 sec): 3 clusters Score: Raw -543449.746467 + Penalty 835.247145 = -542614.499322 nChanged 60 SP:Iteration 10Q (2369.240000 sec): 3 clusters Score: Raw -543497.319273 + Penalty 835.247145 = -542662.072127 nChanged 40 SP:Iteration 11Q (2369.250000 sec): 3 clusters Score: Raw -543518.213356 + Penalty 835.247145 = -542682.966210 nChanged 26 SP:Iteration 12Q (2369.250000 sec): 3 clusters Score: Raw -543527.699241 + Penalty 835.247145 = -542692.452096 nChanged 16 SP:Iteration 13Q (2369.270000 sec): 3 clusters Score: Raw -543532.933251 + Penalty 835.247145 = -542697.686106 nChanged 12 SP:Iteration 14Q (2369.270000 sec): 3 clusters Score: Raw -543536.162862 + Penalty 835.247145 = -542700.915717 nChanged 6 SP:Iteration 15Q (2369.280000 sec): 3 clusters Score: Raw -543537.536043 + Penalty 835.247145 = -542702.288897 nChanged 9 SP:Iteration 16Q (2369.290000 sec): 3 clusters Score: Raw -543538.752987 + Penalty 835.247145 = -542703.505841 nChanged 5 SP:Iteration 17Q (2369.300000 sec): 3 clusters Score: Raw -543539.541612 + Penalty 835.247145 = -542704.294466 nChanged 2 SP:Iteration 18Q (2369.310000 sec): 3 clusters Score: Raw -543539.663829 + Penalty 835.247145 = -542704.416683 nChanged 1 SP:Iteration 19Q (2369.320000 sec): 3 clusters Score: Raw -543539.877992 + Penalty 835.247145 = -542704.630846 nChanged 2 SP:Iteration 20F (2369.330000 sec): 3 clusters Score: Raw -543540.021543 + Penalty 835.247145 = -542704.774398 nChanged 1 SP:Iteration 21Q (2369.340000 sec): 3 clusters Score: Raw -543540.111086 + Penalty 835.247145 = -542704.863940 nChanged 0 SP:Iteration 22F (2369.350000 sec): 3 clusters Score: Raw -543540.111086 + Penalty 835.247145 = -542704.863940 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.350000 sec): 2 clusters Score: Raw -29463.202126 + Penalty 288.164223 = -29175.037903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.350000 sec): 3 clusters Score: Raw -29257.815668 + Penalty 576.328446 = -28681.487221 nChanged 208 SP:Iteration 1F (2369.350000 sec): 3 clusters Score: Raw -29419.170883 + Penalty 576.328446 = -28842.842437 nChanged 34 SP:Iteration 2F (2369.350000 sec): 3 clusters Score: Raw -29439.522943 + Penalty 576.328446 = -28863.194497 nChanged 16 SP:Iteration 3Q (2369.350000 sec): 3 clusters Score: Raw -29451.071492 + Penalty 576.328446 = -28874.743046 nChanged 17 SP:Iteration 4Q (2369.350000 sec): 3 clusters Score: Raw -29466.642790 + Penalty 576.328446 = -28890.314344 nChanged 14 SP:Iteration 5Q (2369.350000 sec): 3 clusters Score: Raw -29479.777505 + Penalty 576.328446 = -28903.449059 nChanged 10 SP:Iteration 6Q (2369.350000 sec): 3 clusters Score: Raw -29486.531207 + Penalty 576.328446 = -28910.202761 nChanged 3 SP:Iteration 7Q (2369.350000 sec): 3 clusters Score: Raw -29495.453334 + Penalty 576.328446 = -28919.124888 nChanged 11 SP:Iteration 8Q (2369.350000 sec): 3 clusters Score: Raw -29504.624523 + Penalty 576.328446 = -28928.296077 nChanged 11 SP:Iteration 9Q (2369.350000 sec): 3 clusters Score: Raw -29512.067943 + Penalty 576.328446 = -28935.739497 nChanged 7 SP:Iteration 10Q (2369.350000 sec): 3 clusters Score: Raw -29516.527482 + Penalty 576.328446 = -28940.199036 nChanged 4 SP:Iteration 11Q (2369.360000 sec): 3 clusters Score: Raw -29522.115495 + Penalty 576.328446 = -28945.787049 nChanged 9 SP:Iteration 12Q (2369.360000 sec): 3 clusters Score: Raw -29527.762091 + Penalty 576.328446 = -28951.433644 nChanged 5 SP:Iteration 13Q (2369.360000 sec): 3 clusters Score: Raw -29529.047799 + Penalty 576.328446 = -28952.719353 nChanged 2 SP:Iteration 14Q (2369.360000 sec): 3 clusters Score: Raw -29530.180790 + Penalty 576.328446 = -28953.852344 nChanged 2 SP:Iteration 15Q (2369.360000 sec): 3 clusters Score: Raw -29531.363619 + Penalty 576.328446 = -28955.035173 nChanged 5 SP:Iteration 16Q (2369.360000 sec): 3 clusters Score: Raw -29533.410703 + Penalty 576.328446 = -28957.082257 nChanged 3 SP:Iteration 17Q (2369.360000 sec): 3 clusters Score: Raw -29534.422120 + Penalty 576.328446 = -28958.093674 nChanged 1 SP:Iteration 18Q (2369.360000 sec): 3 clusters Score: Raw -29534.667644 + Penalty 576.328446 = -28958.339198 nChanged 1 SP:Iteration 19Q (2369.360000 sec): 3 clusters Score: Raw -29534.902749 + Penalty 576.328446 = -28958.574303 nChanged 2 SP:Iteration 20F (2369.360000 sec): 3 clusters Score: Raw -29535.655075 + Penalty 576.328446 = -28959.326629 nChanged 1 SP:Iteration 21Q (2369.360000 sec): 3 clusters Score: Raw -29536.005013 + Penalty 576.328446 = -28959.676566 nChanged 3 SP:Iteration 22Q (2369.360000 sec): 3 clusters Score: Raw -29536.999351 + Penalty 576.328446 = -28960.670905 nChanged 2 SP:Iteration 23Q (2369.360000 sec): 3 clusters Score: Raw -29537.893409 + Penalty 576.328446 = -28961.564963 nChanged 4 SP:Iteration 24Q (2369.370000 sec): 3 clusters Score: Raw -29540.421223 + Penalty 576.328446 = -28964.092776 nChanged 4 SP:Iteration 25Q (2369.370000 sec): 3 clusters Score: Raw -29542.673951 + Penalty 576.328446 = -28966.345505 nChanged 5 SP:Iteration 26Q (2369.370000 sec): 3 clusters Score: Raw -29546.847789 + Penalty 576.328446 = -28970.519343 nChanged 4 SP:Iteration 27Q (2369.370000 sec): 3 clusters Score: Raw -29550.728522 + Penalty 576.328446 = -28974.400076 nChanged 3 SP:Iteration 28Q (2369.370000 sec): 3 clusters Score: Raw -29552.449782 + Penalty 576.328446 = -28976.121336 nChanged 1 SP:Iteration 29Q (2369.370000 sec): 3 clusters Score: Raw -29552.587146 + Penalty 576.328446 = -28976.258700 nChanged 0 SP:Iteration 30F (2369.370000 sec): 3 clusters Score: Raw -29552.587146 + Penalty 576.328446 = -28976.258700 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (112316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.540000 sec): 2 clusters Score: Raw -6554680.143441 + Penalty 529.122758 = -6554151.020683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.680000 sec): 3 clusters Score: Raw -6479317.283762 + Penalty 1058.245516 = -6478259.038246 nChanged 55121 SP:Iteration 1F (2369.820000 sec): 3 clusters Score: Raw -6513466.582819 + Penalty 1058.245516 = -6512408.337303 nChanged 5098 SP:Iteration 2Q (2369.960000 sec): 3 clusters Score: Raw -6515589.368709 + Penalty 1058.245516 = -6514531.123193 nChanged 5465 SP:Iteration 3Q (2370.110000 sec): 3 clusters Score: Raw -6518008.352228 + Penalty 1058.245516 = -6516950.106712 nChanged 5773 SP:Iteration 4F (2370.250000 sec): 3 clusters Score: Raw -6520581.217588 + Penalty 1058.245516 = -6519522.972072 nChanged 5771 SP:Iteration 5F (2370.390000 sec): 3 clusters Score: Raw -6523304.359896 + Penalty 1058.245516 = -6522246.114380 nChanged 5841 SP:Iteration 6F (2370.530000 sec): 3 clusters Score: Raw -6526232.899300 + Penalty 1058.245516 = -6525174.653784 nChanged 5706 SP:Iteration 7F (2370.670000 sec): 3 clusters Score: Raw -6529352.353754 + Penalty 1058.245516 = -6528294.108238 nChanged 5573 SP:Iteration 8Q (2370.810000 sec): 3 clusters Score: Raw -6532282.841673 + Penalty 1058.245516 = -6531224.596157 nChanged 4908 SP:Iteration 9Q (2370.950000 sec): 3 clusters Score: Raw -6534491.120539 + Penalty 1058.245516 = -6533432.875023 nChanged 3932 SP:Iteration 10Q (2371.090000 sec): 3 clusters Score: Raw -6535801.468519 + Penalty 1058.245516 = -6534743.223003 nChanged 2625 SP:Iteration 11Q (2371.230000 sec): 3 clusters Score: Raw -6536369.042936 + Penalty 1058.245516 = -6535310.797420 nChanged 1611 SP:Iteration 12Q (2371.370000 sec): 3 clusters Score: Raw -6536581.876261 + Penalty 1058.245516 = -6535523.630745 nChanged 998 SP:Iteration 13Q (2371.510000 sec): 3 clusters Score: Raw -6536684.726665 + Penalty 1058.245516 = -6535626.481148 nChanged 777 SP:Iteration 14Q (2371.640000 sec): 3 clusters Score: Raw -6536753.577138 + Penalty 1058.245516 = -6535695.331622 nChanged 626 SP:Iteration 15Q (2371.780000 sec): 3 clusters Score: Raw -6536806.088477 + Penalty 1058.245516 = -6535747.842961 nChanged 512 SP:Iteration 16Q (2371.920000 sec): 3 clusters Score: Raw -6536845.733583 + Penalty 1058.245516 = -6535787.488067 nChanged 503 SP:Iteration 17Q (2372.070000 sec): 3 clusters Score: Raw -6536884.559927 + Penalty 1058.245516 = -6535826.314411 nChanged 497 SP:Iteration 18Q (2372.210000 sec): 3 clusters Score: Raw -6536922.491852 + Penalty 1058.245516 = -6535864.246336 nChanged 465 SP:Iteration 19Q (2372.350000 sec): 3 clusters Score: Raw -6536955.818987 + Penalty 1058.245516 = -6535897.573470 nChanged 434 SP:Iteration 20F (2372.490000 sec): 3 clusters Score: Raw -6536984.809176 + Penalty 1058.245516 = -6535926.563660 nChanged 447 SP:Iteration 21Q (2372.620000 sec): 3 clusters Score: Raw -6537015.563720 + Penalty 1058.245516 = -6535957.318204 nChanged 441 SP:Iteration 22Q (2372.760000 sec): 3 clusters Score: Raw -6537047.091132 + Penalty 1058.245516 = -6535988.845616 nChanged 471 SP:Iteration 23Q (2372.900000 sec): 3 clusters Score: Raw -6537087.708890 + Penalty 1058.245516 = -6536029.463374 nChanged 546 SP:Iteration 24Q (2373.030000 sec): 3 clusters Score: Raw -6537132.289469 + Penalty 1058.245516 = -6536074.043953 nChanged 521 SP:Iteration 25Q (2373.170000 sec): 3 clusters Score: Raw -6537176.831030 + Penalty 1058.245516 = -6536118.585513 nChanged 599 SP:Iteration 26Q (2373.310000 sec): 3 clusters Score: Raw -6537231.774244 + Penalty 1058.245516 = -6536173.528728 nChanged 604 SP:Iteration 27Q (2373.450000 sec): 3 clusters Score: Raw -6537290.612986 + Penalty 1058.245516 = -6536232.367470 nChanged 633 SP:Iteration 28Q (2373.590000 sec): 3 clusters Score: Raw -6537359.409630 + Penalty 1058.245516 = -6536301.164114 nChanged 739 SP:Iteration 29Q (2373.730000 sec): 3 clusters Score: Raw -6537447.965993 + Penalty 1058.245516 = -6536389.720477 nChanged 787 SP:Iteration 30Q (2373.880000 sec): 3 clusters Score: Raw -6537547.645098 + Penalty 1058.245516 = -6536489.399582 nChanged 860 SP:Iteration 31Q (2374.020000 sec): 3 clusters Score: Raw -6537655.218795 + Penalty 1058.245516 = -6536596.973279 nChanged 900 SP:Iteration 32Q (2374.160000 sec): 3 clusters Score: Raw -6537770.624189 + Penalty 1058.245516 = -6536712.378673 nChanged 959 SP:Iteration 33Q (2374.310000 sec): 3 clusters Score: Raw -6537903.524138 + Penalty 1058.245516 = -6536845.278622 nChanged 1024 SP:Iteration 34Q (2374.440000 sec): 3 clusters Score: Raw -6538057.582294 + Penalty 1058.245516 = -6536999.336778 nChanged 1147 SP:Iteration 35Q (2374.580000 sec): 3 clusters Score: Raw -6538245.743487 + Penalty 1058.245516 = -6537187.497970 nChanged 1275 SP:Iteration 36Q (2374.720000 sec): 3 clusters Score: Raw -6538468.811731 + Penalty 1058.245516 = -6537410.566214 nChanged 1383 SP:Iteration 37Q (2374.860000 sec): 3 clusters Score: Raw -6538732.546062 + Penalty 1058.245516 = -6537674.300546 nChanged 1426 SP:Iteration 38Q (2375.010000 sec): 3 clusters Score: Raw -6539010.397187 + Penalty 1058.245516 = -6537952.151671 nChanged 1470 SP:Iteration 39Q (2375.150000 sec): 3 clusters Score: Raw -6539311.512730 + Penalty 1058.245516 = -6538253.267213 nChanged 1551 SP:Iteration 40F (2375.300000 sec): 3 clusters Score: Raw -6539652.444176 + Penalty 1058.245516 = -6538594.198660 nChanged 1675 SP:Iteration 41Q (2375.430000 sec): 3 clusters Score: Raw -6540058.734925 + Penalty 1058.245516 = -6539000.489409 nChanged 1838 SP:Iteration 42Q (2375.570000 sec): 3 clusters Score: Raw -6540562.840524 + Penalty 1058.245516 = -6539504.595007 nChanged 2040 SP:Iteration 43Q (2375.710000 sec): 3 clusters Score: Raw -6541191.399504 + Penalty 1058.245516 = -6540133.153988 nChanged 2185 SP:Iteration 44Q (2375.840000 sec): 3 clusters Score: Raw -6541930.030675 + Penalty 1058.245516 = -6540871.785159 nChanged 2283 SP:Iteration 45Q (2375.980000 sec): 3 clusters Score: Raw -6542765.007346 + Penalty 1058.245516 = -6541706.761829 nChanged 2374 SP:Iteration 46Q (2376.120000 sec): 3 clusters Score: Raw -6543709.902753 + Penalty 1058.245516 = -6542651.657237 nChanged 2458 SP:Iteration 47Q (2376.250000 sec): 3 clusters Score: Raw -6544780.051948 + Penalty 1058.245516 = -6543721.806432 nChanged 2412 SP:Iteration 48Q (2376.380000 sec): 3 clusters Score: Raw -6545915.185345 + Penalty 1058.245516 = -6544856.939829 nChanged 2339 SP:Iteration 49Q (2376.520000 sec): 3 clusters Score: Raw -6547078.151126 + Penalty 1058.245516 = -6546019.905610 nChanged 2218 SP:Iteration 50Q (2376.650000 sec): 3 clusters Score: Raw -6548266.424828 + Penalty 1058.245516 = -6547208.179312 nChanged 2038 SP:Iteration 51Q (2376.770000 sec): 3 clusters Score: Raw -6549412.251435 + Penalty 1058.245516 = -6548354.005919 nChanged 1842 SP:Iteration 52Q (2376.890000 sec): 3 clusters Score: Raw -6550497.434203 + Penalty 1058.245516 = -6549439.188687 nChanged 1596 SP:Iteration 53Q (2377.010000 sec): 3 clusters Score: Raw -6551485.444947 + Penalty 1058.245516 = -6550427.199431 nChanged 1355 SP:Iteration 54Q (2377.120000 sec): 3 clusters Score: Raw -6552356.997795 + Penalty 1058.245516 = -6551298.752279 nChanged 1074 SP:Iteration 55Q (2377.240000 sec): 3 clusters Score: Raw -6553034.246745 + Penalty 1058.245516 = -6551976.001229 nChanged 822 SP:Iteration 56Q (2377.340000 sec): 3 clusters Score: Raw -6553574.596784 + Penalty 1058.245516 = -6552516.351268 nChanged 613 SP:Iteration 57Q (2377.450000 sec): 3 clusters Score: Raw -6553999.081513 + Penalty 1058.245516 = -6552940.835997 nChanged 421 SP:Iteration 58Q (2377.560000 sec): 3 clusters Score: Raw -6554275.561309 + Penalty 1058.245516 = -6553217.315793 nChanged 268 SP:Iteration 59Q (2377.660000 sec): 3 clusters Score: Raw -6554426.644399 + Penalty 1058.245516 = -6553368.398883 nChanged 187 SP:Iteration 60F (2377.800000 sec): 3 clusters Score: Raw -6554535.956734 + Penalty 1058.245516 = -6553477.711218 nChanged 144 SP:Iteration 61Q (2377.900000 sec): 3 clusters Score: Raw -6554610.304073 + Penalty 1058.245516 = -6553552.058557 nChanged 128 SP:Iteration 62Q (2378.010000 sec): 3 clusters Score: Raw -6554674.446479 + Penalty 1058.245516 = -6553616.200963 nChanged 105 SP:Iteration 63Q (2378.110000 sec): 3 clusters Score: Raw -6554722.451756 + Penalty 1058.245516 = -6553664.206240 nChanged 74 SP:Iteration 64Q (2378.220000 sec): 3 clusters Score: Raw -6554747.357661 + Penalty 1058.245516 = -6553689.112144 nChanged 49 SP:Iteration 65Q (2378.320000 sec): 3 clusters Score: Raw -6554764.209365 + Penalty 1058.245516 = -6553705.963849 nChanged 46 SP:Iteration 66Q (2378.420000 sec): 3 clusters Score: Raw -6554780.196004 + Penalty 1058.245516 = -6553721.950488 nChanged 44 SP:Iteration 67Q (2378.520000 sec): 3 clusters Score: Raw -6554794.880519 + Penalty 1058.245516 = -6553736.635002 nChanged 32 SP:Iteration 68Q (2378.640000 sec): 3 clusters Score: Raw -6554804.824576 + Penalty 1058.245516 = -6553746.579060 nChanged 31 SP:Iteration 69Q (2378.740000 sec): 3 clusters Score: Raw -6554814.749397 + Penalty 1058.245516 = -6553756.503881 nChanged 32 SP:Iteration 70Q (2378.840000 sec): 3 clusters Score: Raw -6554825.271988 + Penalty 1058.245516 = -6553767.026472 nChanged 22 SP:Iteration 71Q (2378.950000 sec): 3 clusters Score: Raw -6554831.061124 + Penalty 1058.245516 = -6553772.815608 nChanged 19 SP:Iteration 72Q (2379.060000 sec): 3 clusters Score: Raw -6554837.152498 + Penalty 1058.245516 = -6553778.906982 nChanged 17 SP:Iteration 73Q (2379.170000 sec): 3 clusters Score: Raw -6554842.527752 + Penalty 1058.245516 = -6553784.282236 nChanged 13 SP:Iteration 74Q (2379.280000 sec): 3 clusters Score: Raw -6554845.873369 + Penalty 1058.245516 = -6553787.627853 nChanged 10 SP:Iteration 75Q (2379.380000 sec): 3 clusters Score: Raw -6554848.186706 + Penalty 1058.245516 = -6553789.941190 nChanged 11 SP:Iteration 76Q (2379.480000 sec): 3 clusters Score: Raw -6554851.360953 + Penalty 1058.245516 = -6553793.115437 nChanged 11 SP:Iteration 77Q (2379.590000 sec): 3 clusters Score: Raw -6554854.663818 + Penalty 1058.245516 = -6553796.418302 nChanged 9 SP:Iteration 78Q (2379.690000 sec): 3 clusters Score: Raw -6554857.243396 + Penalty 1058.245516 = -6553798.997880 nChanged 7 SP:Iteration 79Q (2379.790000 sec): 3 clusters Score: Raw -6554858.955995 + Penalty 1058.245516 = -6553800.710479 nChanged 4 SP:Iteration 80F (2379.930000 sec): 3 clusters Score: Raw -6554860.057144 + Penalty 1058.245516 = -6553801.811628 nChanged 7 SP:Iteration 81Q (2380.040000 sec): 3 clusters Score: Raw -6554862.650800 + Penalty 1058.245516 = -6553804.405284 nChanged 9 SP:Iteration 82Q (2380.140000 sec): 3 clusters Score: Raw -6554864.894417 + Penalty 1058.245516 = -6553806.648901 nChanged 4 SP:Iteration 83Q (2380.240000 sec): 3 clusters Score: Raw -6554865.825792 + Penalty 1058.245516 = -6553807.580275 nChanged 7 SP:Iteration 84Q (2380.350000 sec): 3 clusters Score: Raw -6554867.361636 + Penalty 1058.245516 = -6553809.116119 nChanged 4 SP:Iteration 85Q (2380.450000 sec): 3 clusters Score: Raw -6554868.614108 + Penalty 1058.245516 = -6553810.368592 nChanged 3 SP:Iteration 86Q (2380.560000 sec): 3 clusters Score: Raw -6554869.145846 + Penalty 1058.245516 = -6553810.900330 nChanged 3 SP:Iteration 87Q (2380.660000 sec): 3 clusters Score: Raw -6554869.630019 + Penalty 1058.245516 = -6553811.384503 nChanged 2 SP:Iteration 88Q (2380.760000 sec): 3 clusters Score: Raw -6554870.095079 + Penalty 1058.245516 = -6553811.849563 nChanged 1 SP:Iteration 89Q (2380.870000 sec): 3 clusters Score: Raw -6554870.352383 + Penalty 1058.245516 = -6553812.106866 nChanged 1 SP:Iteration 90Q (2380.980000 sec): 3 clusters Score: Raw -6554870.684105 + Penalty 1058.245516 = -6553812.438589 nChanged 1 SP:Iteration 91Q (2381.080000 sec): 3 clusters Score: Raw -6554870.987516 + Penalty 1058.245516 = -6553812.742000 nChanged 2 SP:Iteration 92Q (2381.190000 sec): 3 clusters Score: Raw -6554871.371162 + Penalty 1058.245516 = -6553813.125646 nChanged 1 SP:Iteration 93Q (2381.300000 sec): 3 clusters Score: Raw -6554871.420838 + Penalty 1058.245516 = -6553813.175322 nChanged 1 SP:Iteration 94Q (2381.400000 sec): 3 clusters Score: Raw -6554871.475901 + Penalty 1058.245516 = -6553813.230385 nChanged 0 SP:Iteration 95F (2381.540000 sec): 3 clusters Score: Raw -6554871.475901 + Penalty 1058.245516 = -6553813.230385 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.580000 sec): 2 clusters Score: Raw -90937.170059 + Penalty 335.716459 = -90601.453600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.580000 sec): 3 clusters Score: Raw -90092.315082 + Penalty 671.432918 = -89420.882164 nChanged 666 SP:Iteration 1F (2381.580000 sec): 3 clusters Score: Raw -90443.815668 + Penalty 671.432918 = -89772.382750 nChanged 117 SP:Iteration 2F (2381.590000 sec): 3 clusters Score: Raw -90512.303832 + Penalty 671.432918 = -89840.870914 nChanged 94 SP:Iteration 3F (2381.590000 sec): 3 clusters Score: Raw -90574.109180 + Penalty 671.432918 = -89902.676262 nChanged 76 SP:Iteration 4Q (2381.590000 sec): 3 clusters Score: Raw -90632.474004 + Penalty 671.432918 = -89961.041086 nChanged 83 SP:Iteration 5F (2381.590000 sec): 3 clusters Score: Raw -90695.236834 + Penalty 671.432918 = -90023.803917 nChanged 68 SP:Iteration 6Q (2381.600000 sec): 3 clusters Score: Raw -90757.173254 + Penalty 671.432918 = -90085.740336 nChanged 62 SP:Iteration 7Q (2381.600000 sec): 3 clusters Score: Raw -90813.404513 + Penalty 671.432918 = -90141.971595 nChanged 40 SP:Iteration 8Q (2381.600000 sec): 3 clusters Score: Raw -90849.351186 + Penalty 671.432918 = -90177.918268 nChanged 31 SP:Iteration 9Q (2381.600000 sec): 3 clusters Score: Raw -90877.402661 + Penalty 671.432918 = -90205.969743 nChanged 22 SP:Iteration 10Q (2381.600000 sec): 3 clusters Score: Raw -90899.697620 + Penalty 671.432918 = -90228.264702 nChanged 27 SP:Iteration 11Q (2381.600000 sec): 3 clusters Score: Raw -90921.554395 + Penalty 671.432918 = -90250.121477 nChanged 20 SP:Iteration 12Q (2381.600000 sec): 3 clusters Score: Raw -90943.567470 + Penalty 671.432918 = -90272.134552 nChanged 13 SP:Iteration 13Q (2381.600000 sec): 3 clusters Score: Raw -90956.775697 + Penalty 671.432918 = -90285.342779 nChanged 11 SP:Iteration 14Q (2381.610000 sec): 3 clusters Score: Raw -90966.183929 + Penalty 671.432918 = -90294.751011 nChanged 13 SP:Iteration 15Q (2381.610000 sec): 3 clusters Score: Raw -90980.193828 + Penalty 671.432918 = -90308.760910 nChanged 9 SP:Iteration 16Q (2381.610000 sec): 3 clusters Score: Raw -90993.284858 + Penalty 671.432918 = -90321.851940 nChanged 11 SP:Iteration 17Q (2381.610000 sec): 3 clusters Score: Raw -90998.725379 + Penalty 671.432918 = -90327.292461 nChanged 0 SP:Iteration 18F (2381.610000 sec): 3 clusters Score: Raw -90998.725379 + Penalty 671.432918 = -90327.292461 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.620000 sec): 2 clusters Score: Raw -17656.955144 + Penalty 263.858716 = -17393.096428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.620000 sec): 3 clusters Score: Raw -17516.312992 + Penalty 527.717432 = -16988.595561 nChanged 113 SP:Iteration 1F (2381.620000 sec): 3 clusters Score: Raw -17619.088348 + Penalty 527.717432 = -17091.370917 nChanged 32 SP:Iteration 2F (2381.620000 sec): 3 clusters Score: Raw -17654.552092 + Penalty 527.717432 = -17126.834660 nChanged 17 SP:Iteration 3F (2381.620000 sec): 3 clusters Score: Raw -17680.166733 + Penalty 527.717432 = -17152.449301 nChanged 17 SP:Iteration 4F (2381.620000 sec): 3 clusters Score: Raw -17718.940775 + Penalty 527.717432 = -17191.223343 nChanged 15 SP:Iteration 5Q (2381.620000 sec): 3 clusters Score: Raw -17755.870630 + Penalty 527.717432 = -17228.153199 nChanged 15 SP:Iteration 6Q (2381.620000 sec): 3 clusters Score: Raw -17788.853273 + Penalty 527.717432 = -17261.135841 nChanged 15 SP:Iteration 7Q (2381.620000 sec): 3 clusters Score: Raw -17823.233840 + Penalty 527.717432 = -17295.516409 nChanged 13 SP:Iteration 8Q (2381.620000 sec): 3 clusters Score: Raw -17864.411619 + Penalty 527.717432 = -17336.694187 nChanged 13 SP:Iteration 9Q (2381.620000 sec): 3 clusters Score: Raw -17888.704895 + Penalty 527.717432 = -17360.987464 nChanged 6 SP:Iteration 10Q (2381.620000 sec): 3 clusters Score: Raw -17905.901680 + Penalty 527.717432 = -17378.184248 nChanged 8 SP:Iteration 11Q (2381.620000 sec): 3 clusters Score: Raw -17927.340892 + Penalty 527.717432 = -17399.623461 nChanged 8 SP:Iteration 12Q (2381.620000 sec): 3 clusters Score: Raw -17948.506708 + Penalty 527.717432 = -17420.789276 nChanged 4 SP:Iteration 13Q (2381.620000 sec): 3 clusters Score: Raw -17953.088121 + Penalty 527.717432 = -17425.370690 nChanged 1 SP:Iteration 14Q (2381.620000 sec): 3 clusters Score: Raw -17956.845805 + Penalty 527.717432 = -17429.128373 nChanged 2 SP:Iteration 15Q (2381.620000 sec): 3 clusters Score: Raw -17964.269035 + Penalty 527.717432 = -17436.551604 nChanged 3 SP:Iteration 16Q (2381.620000 sec): 3 clusters Score: Raw -17969.868457 + Penalty 527.717432 = -17442.151026 nChanged 3 SP:Iteration 17Q (2381.620000 sec): 3 clusters Score: Raw -17976.358054 + Penalty 527.717432 = -17448.640622 nChanged 4 SP:Iteration 18Q (2381.620000 sec): 3 clusters Score: Raw -17985.988890 + Penalty 527.717432 = -17458.271459 nChanged 2 SP:Iteration 19Q (2381.620000 sec): 3 clusters Score: Raw -17998.447097 + Penalty 527.717432 = -17470.729666 nChanged 1 SP:Iteration 20F (2381.620000 sec): 3 clusters Score: Raw -18002.700433 + Penalty 527.717432 = -17474.983002 nChanged 2 SP:Iteration 21Q (2381.620000 sec): 3 clusters Score: Raw -18015.659010 + Penalty 527.717432 = -17487.941578 nChanged 3 SP:Iteration 22Q (2381.620000 sec): 3 clusters Score: Raw -18032.450377 + Penalty 527.717432 = -17504.732946 nChanged 5 SP:Iteration 23Q (2381.620000 sec): 3 clusters Score: Raw -18050.133834 + Penalty 527.717432 = -17522.416402 nChanged 2 SP:Iteration 24Q (2381.620000 sec): 3 clusters Score: Raw -18057.017713 + Penalty 527.717432 = -17529.300282 nChanged 2 SP:Iteration 25Q (2381.620000 sec): 3 clusters Score: Raw -18060.784779 + Penalty 527.717432 = -17533.067347 nChanged 1 SP:Iteration 26Q (2381.620000 sec): 3 clusters Score: Raw -18061.406763 + Penalty 527.717432 = -17533.689332 nChanged 0 SP:Iteration 27F (2381.620000 sec): 3 clusters Score: Raw -18063.768562 + Penalty 527.717432 = -17536.051130 nChanged 1 SP:Iteration 28Q (2381.620000 sec): 3 clusters Score: Raw -18086.767583 + Penalty 527.717432 = -17559.050151 nChanged 3 SP:Iteration 29Q (2381.620000 sec): 3 clusters Score: Raw -18094.537698 + Penalty 527.717432 = -17566.820267 nChanged 3 SP:Iteration 30Q (2381.620000 sec): 3 clusters Score: Raw -18109.003628 + Penalty 527.717432 = -17581.286197 nChanged 3 SP:Iteration 31Q (2381.630000 sec): 3 clusters Score: Raw -18138.748400 + Penalty 527.717432 = -17611.030969 nChanged 2 SP:Iteration 32Q (2381.630000 sec): 3 clusters Score: Raw -18146.653560 + Penalty 527.717432 = -17618.936128 nChanged 1 SP:Iteration 33Q (2381.630000 sec): 3 clusters Score: Raw -18147.532668 + Penalty 527.717432 = -17619.815236 nChanged 0 SP:Iteration 34F (2381.630000 sec): 3 clusters Score: Raw -18147.532668 + Penalty 527.717432 = -17619.815236 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.630000 sec): 2 clusters Score: Raw -47780.449820 + Penalty 312.916971 = -47467.532849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.630000 sec): 3 clusters Score: Raw -47338.976606 + Penalty 625.833943 = -46713.142663 nChanged 402 SP:Iteration 1F (2381.630000 sec): 3 clusters Score: Raw -47877.607115 + Penalty 625.833943 = -47251.773172 nChanged 150 SP:Iteration 2F (2381.640000 sec): 3 clusters Score: Raw -48165.158460 + Penalty 625.833943 = -47539.324518 nChanged 94 SP:Iteration 3F (2381.640000 sec): 3 clusters Score: Raw -48316.113990 + Penalty 625.833943 = -47690.280048 nChanged 50 SP:Iteration 4F (2381.640000 sec): 3 clusters Score: Raw -48411.155655 + Penalty 625.833943 = -47785.321712 nChanged 46 SP:Iteration 5Q (2381.640000 sec): 3 clusters Score: Raw -48472.491534 + Penalty 625.833943 = -47846.657592 nChanged 26 SP:Iteration 6Q (2381.640000 sec): 3 clusters Score: Raw -48495.071427 + Penalty 625.833943 = -47869.237484 nChanged 18 SP:Iteration 7Q (2381.640000 sec): 3 clusters Score: Raw -48504.570500 + Penalty 625.833943 = -47878.736558 nChanged 13 SP:Iteration 8Q (2381.640000 sec): 3 clusters Score: Raw -48510.812362 + Penalty 625.833943 = -47884.978420 nChanged 6 SP:Iteration 9Q (2381.640000 sec): 3 clusters Score: Raw -48513.753365 + Penalty 625.833943 = -47887.919422 nChanged 5 SP:Iteration 10Q (2381.640000 sec): 3 clusters Score: Raw -48515.786596 + Penalty 625.833943 = -47889.952653 nChanged 1 SP:Iteration 11Q (2381.640000 sec): 3 clusters Score: Raw -48515.856909 + Penalty 625.833943 = -47890.022966 nChanged 0 SP:Iteration 12F (2381.640000 sec): 3 clusters Score: Raw -48515.856909 + Penalty 625.833943 = -47890.022966 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (2702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.650000 sec): 2 clusters Score: Raw -146147.708876 + Penalty 359.529512 = -145788.179364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.650000 sec): 3 clusters Score: Raw -144611.157961 + Penalty 719.059024 = -143892.098936 nChanged 1148 SP:Iteration 1F (2381.660000 sec): 3 clusters Score: Raw -145222.051080 + Penalty 719.059024 = -144502.992056 nChanged 222 SP:Iteration 2F (2381.660000 sec): 3 clusters Score: Raw -145394.901912 + Penalty 719.059024 = -144675.842888 nChanged 206 SP:Iteration 3F (2381.660000 sec): 3 clusters Score: Raw -145568.853409 + Penalty 719.059024 = -144849.794385 nChanged 167 SP:Iteration 4F (2381.660000 sec): 3 clusters Score: Raw -145697.855973 + Penalty 719.059024 = -144978.796949 nChanged 150 SP:Iteration 5F (2381.670000 sec): 3 clusters Score: Raw -145818.531845 + Penalty 719.059024 = -145099.472820 nChanged 136 SP:Iteration 6F (2381.670000 sec): 3 clusters Score: Raw -145932.537452 + Penalty 719.059024 = -145213.478428 nChanged 114 SP:Iteration 7Q (2381.680000 sec): 3 clusters Score: Raw -146035.018626 + Penalty 719.059024 = -145315.959602 nChanged 86 SP:Iteration 8Q (2381.680000 sec): 3 clusters Score: Raw -146129.218783 + Penalty 719.059024 = -145410.159759 nChanged 71 SP:Iteration 9Q (2381.680000 sec): 3 clusters Score: Raw -146207.214427 + Penalty 719.059024 = -145488.155403 nChanged 39 SP:Iteration 10Q (2381.680000 sec): 3 clusters Score: Raw -146252.490620 + Penalty 719.059024 = -145533.431595 nChanged 22 SP:Iteration 11Q (2381.680000 sec): 3 clusters Score: Raw -146283.230603 + Penalty 719.059024 = -145564.171579 nChanged 7 SP:Iteration 12Q (2381.690000 sec): 3 clusters Score: Raw -146291.663349 + Penalty 719.059024 = -145572.604325 nChanged 9 SP:Iteration 13Q (2381.690000 sec): 3 clusters Score: Raw -146306.520386 + Penalty 719.059024 = -145587.461362 nChanged 3 SP:Iteration 14Q (2381.690000 sec): 3 clusters Score: Raw -146312.834662 + Penalty 719.059024 = -145593.775638 nChanged 4 SP:Iteration 15Q (2381.700000 sec): 3 clusters Score: Raw -146316.301871 + Penalty 719.059024 = -145597.242847 nChanged 0 SP:Iteration 16F (2381.700000 sec): 3 clusters Score: Raw -146316.301871 + Penalty 719.059024 = -145597.242847 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (174535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2382.200000 sec): 2 clusters Score: Raw -10727440.920323 + Penalty 549.179566 = -10726891.740757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2382.440000 sec): 3 clusters Score: Raw -10609404.333153 + Penalty 1098.359132 = -10608305.974021 nChanged 85868 SP:Iteration 1F (2382.660000 sec): 3 clusters Score: Raw -10665209.012878 + Penalty 1098.359132 = -10664110.653746 nChanged 7704 SP:Iteration 2Q (2382.890000 sec): 3 clusters Score: Raw -10668678.775218 + Penalty 1098.359132 = -10667580.416086 nChanged 8660 SP:Iteration 3Q (2383.120000 sec): 3 clusters Score: Raw -10673794.498289 + Penalty 1098.359132 = -10672696.139157 nChanged 9640 SP:Iteration 4F (2383.350000 sec): 3 clusters Score: Raw -10681173.766342 + Penalty 1098.359132 = -10680075.407209 nChanged 10235 SP:Iteration 5F (2383.560000 sec): 3 clusters Score: Raw -10690106.871455 + Penalty 1098.359132 = -10689008.512323 nChanged 9606 SP:Iteration 6F (2383.790000 sec): 3 clusters Score: Raw -10697559.182577 + Penalty 1098.359132 = -10696460.823445 nChanged 7219 SP:Iteration 7Q (2384.020000 sec): 3 clusters Score: Raw -10701662.753155 + Penalty 1098.359132 = -10700564.394023 nChanged 5365 SP:Iteration 8Q (2384.240000 sec): 3 clusters Score: Raw -10704239.920839 + Penalty 1098.359132 = -10703141.561706 nChanged 4802 SP:Iteration 9Q (2384.450000 sec): 3 clusters Score: Raw -10706482.239965 + Penalty 1098.359132 = -10705383.880832 nChanged 4799 SP:Iteration 10Q (2384.660000 sec): 3 clusters Score: Raw -10708865.049654 + Penalty 1098.359132 = -10707766.690522 nChanged 4894 SP:Iteration 11Q (2384.870000 sec): 3 clusters Score: Raw -10711534.518719 + Penalty 1098.359132 = -10710436.159587 nChanged 4761 SP:Iteration 12Q (2385.070000 sec): 3 clusters Score: Raw -10714383.628936 + Penalty 1098.359132 = -10713285.269803 nChanged 4392 SP:Iteration 13Q (2385.270000 sec): 3 clusters Score: Raw -10717210.932429 + Penalty 1098.359132 = -10716112.573297 nChanged 4004 SP:Iteration 14Q (2385.470000 sec): 3 clusters Score: Raw -10719941.062878 + Penalty 1098.359132 = -10718842.703745 nChanged 3310 SP:Iteration 15Q (2385.660000 sec): 3 clusters Score: Raw -10722283.767909 + Penalty 1098.359132 = -10721185.408777 nChanged 2490 SP:Iteration 16Q (2385.840000 sec): 3 clusters Score: Raw -10724025.908454 + Penalty 1098.359132 = -10722927.549321 nChanged 1773 SP:Iteration 17Q (2386.020000 sec): 3 clusters Score: Raw -10725258.428476 + Penalty 1098.359132 = -10724160.069344 nChanged 1232 SP:Iteration 18Q (2386.210000 sec): 3 clusters Score: Raw -10726085.869374 + Penalty 1098.359132 = -10724987.510242 nChanged 830 SP:Iteration 19Q (2386.380000 sec): 3 clusters Score: Raw -10726641.341337 + Penalty 1098.359132 = -10725542.982204 nChanged 530 SP:Iteration 20F (2386.610000 sec): 3 clusters Score: Raw -10727015.361826 + Penalty 1098.359132 = -10725917.002694 nChanged 311 SP:Iteration 21Q (2386.770000 sec): 3 clusters Score: Raw -10727230.610281 + Penalty 1098.359132 = -10726132.251148 nChanged 176 SP:Iteration 22Q (2386.940000 sec): 3 clusters Score: Raw -10727348.148388 + Penalty 1098.359132 = -10726249.789256 nChanged 96 SP:Iteration 23Q (2387.110000 sec): 3 clusters Score: Raw -10727413.447243 + Penalty 1098.359132 = -10726315.088111 nChanged 41 SP:Iteration 24Q (2387.270000 sec): 3 clusters Score: Raw -10727438.092586 + Penalty 1098.359132 = -10726339.733454 nChanged 24 SP:Iteration 25Q (2387.440000 sec): 3 clusters Score: Raw -10727454.652447 + Penalty 1098.359132 = -10726356.293315 nChanged 10 SP:Iteration 26Q (2387.600000 sec): 3 clusters Score: Raw -10727461.677731 + Penalty 1098.359132 = -10726363.318599 nChanged 8 SP:Iteration 27Q (2387.760000 sec): 3 clusters Score: Raw -10727469.631961 + Penalty 1098.359132 = -10726371.272829 nChanged 9 SP:Iteration 28Q (2387.930000 sec): 3 clusters Score: Raw -10727477.957958 + Penalty 1098.359132 = -10726379.598825 nChanged 8 SP:Iteration 29Q (2388.090000 sec): 3 clusters Score: Raw -10727487.880291 + Penalty 1098.359132 = -10726389.521159 nChanged 9 SP:Iteration 30Q (2388.250000 sec): 3 clusters Score: Raw -10727496.015365 + Penalty 1098.359132 = -10726397.656233 nChanged 2 SP:Iteration 31Q (2388.410000 sec): 3 clusters Score: Raw -10727497.213505 + Penalty 1098.359132 = -10726398.854373 nChanged 0 SP:Iteration 32F (2388.630000 sec): 3 clusters Score: Raw -10727497.213505 + Penalty 1098.359132 = -10726398.854373 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.690000 sec): 2 clusters Score: Raw -54076.328178 + Penalty 316.174824 = -53760.153355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2388.700000 sec): 3 clusters Score: Raw -53557.947902 + Penalty 632.349647 = -52925.598255 nChanged 430 SP:Iteration 1F (2388.700000 sec): 3 clusters Score: Raw -53906.361540 + Penalty 632.349647 = -53274.011893 nChanged 118 SP:Iteration 2F (2388.700000 sec): 3 clusters Score: Raw -54078.772271 + Penalty 632.349647 = -53446.422624 nChanged 101 SP:Iteration 3F (2388.700000 sec): 3 clusters Score: Raw -54270.463789 + Penalty 632.349647 = -53638.114142 nChanged 75 SP:Iteration 4F (2388.700000 sec): 3 clusters Score: Raw -54383.130985 + Penalty 632.349647 = -53750.781338 nChanged 52 SP:Iteration 5Q (2388.700000 sec): 3 clusters Score: Raw -54435.127145 + Penalty 632.349647 = -53802.777498 nChanged 29 SP:Iteration 6Q (2388.700000 sec): 3 clusters Score: Raw -54454.762354 + Penalty 632.349647 = -53822.412707 nChanged 10 SP:Iteration 7Q (2388.700000 sec): 3 clusters Score: Raw -54458.906804 + Penalty 632.349647 = -53826.557157 nChanged 8 SP:Iteration 8Q (2388.700000 sec): 3 clusters Score: Raw -54462.558714 + Penalty 632.349647 = -53830.209067 nChanged 3 SP:Iteration 9Q (2388.700000 sec): 3 clusters Score: Raw -54463.449844 + Penalty 632.349647 = -53831.100197 nChanged 0 SP:Iteration 10F (2388.710000 sec): 3 clusters Score: Raw -54463.449844 + Penalty 632.349647 = -53831.100197 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.720000 sec): 2 clusters Score: Raw -341277.759239 + Penalty 396.024662 = -340881.734577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2388.720000 sec): 3 clusters Score: Raw -337681.481133 + Penalty 792.049323 = -336889.431809 nChanged 2737 SP:Iteration 1F (2388.730000 sec): 3 clusters Score: Raw -340207.243279 + Penalty 792.049323 = -339415.193956 nChanged 783 SP:Iteration 2F (2388.740000 sec): 3 clusters Score: Raw -341502.714944 + Penalty 792.049323 = -340710.665621 nChanged 728 SP:Iteration 3F (2388.740000 sec): 3 clusters Score: Raw -342411.181185 + Penalty 792.049323 = -341619.131862 nChanged 430 SP:Iteration 4F (2388.750000 sec): 3 clusters Score: Raw -342772.390492 + Penalty 792.049323 = -341980.341169 nChanged 232 SP:Iteration 5Q (2388.760000 sec): 3 clusters Score: Raw -342889.149215 + Penalty 792.049323 = -342097.099891 nChanged 110 SP:Iteration 6Q (2388.760000 sec): 3 clusters Score: Raw -342926.108460 + Penalty 792.049323 = -342134.059136 nChanged 66 SP:Iteration 7Q (2388.770000 sec): 3 clusters Score: Raw -342942.303004 + Penalty 792.049323 = -342150.253680 nChanged 40 SP:Iteration 8Q (2388.780000 sec): 3 clusters Score: Raw -342951.249743 + Penalty 792.049323 = -342159.200420 nChanged 24 SP:Iteration 9Q (2388.780000 sec): 3 clusters Score: Raw -342954.778525 + Penalty 792.049323 = -342162.729201 nChanged 17 SP:Iteration 10Q (2388.790000 sec): 3 clusters Score: Raw -342957.132327 + Penalty 792.049323 = -342165.083004 nChanged 11 SP:Iteration 11Q (2388.800000 sec): 3 clusters Score: Raw -342958.800936 + Penalty 792.049323 = -342166.751613 nChanged 8 SP:Iteration 12Q (2388.800000 sec): 3 clusters Score: Raw -342959.544847 + Penalty 792.049323 = -342167.495524 nChanged 6 SP:Iteration 13Q (2388.810000 sec): 3 clusters Score: Raw -342959.968785 + Penalty 792.049323 = -342167.919461 nChanged 2 SP:Iteration 14Q (2388.820000 sec): 3 clusters Score: Raw -342960.069151 + Penalty 792.049323 = -342168.019828 nChanged 2 SP:Iteration 15Q (2388.820000 sec): 3 clusters Score: Raw -342960.159492 + Penalty 792.049323 = -342168.110169 nChanged 3 SP:Iteration 16Q (2388.830000 sec): 3 clusters Score: Raw -342960.302536 + Penalty 792.049323 = -342168.253212 nChanged 1 SP:Iteration 17Q (2388.830000 sec): 3 clusters Score: Raw -342960.354167 + Penalty 792.049323 = -342168.304843 nChanged 0 SP:Iteration 18F (2388.840000 sec): 3 clusters Score: Raw -342960.354167 + Penalty 792.049323 = -342168.304843 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.840000 sec): 2 clusters Score: Raw -10673.520650 + Penalty 256.056761 = -10417.463889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2388.840000 sec): 3 clusters Score: Raw -10711.399319 + Penalty 512.113521 = -10199.285797 nChanged 109 SP:Iteration 1F (2388.840000 sec): 3 clusters Score: Raw -10932.732515 + Penalty 512.113521 = -10420.618994 nChanged 26 SP:Iteration 2F (2388.840000 sec): 3 clusters Score: Raw -10979.063961 + Penalty 512.113521 = -10466.950439 nChanged 11 SP:Iteration 3Q (2388.850000 sec): 3 clusters Score: Raw -10996.119232 + Penalty 512.113521 = -10484.005711 nChanged 5 SP:Iteration 4Q (2388.850000 sec): 3 clusters Score: Raw -10998.845906 + Penalty 512.113521 = -10486.732385 nChanged 4 SP:Iteration 5Q (2388.850000 sec): 3 clusters Score: Raw -11001.939390 + Penalty 512.113521 = -10489.825869 nChanged 3 SP:Iteration 6Q (2388.850000 sec): 3 clusters Score: Raw -11004.563214 + Penalty 512.113521 = -10492.449693 nChanged 1 SP:Iteration 7Q (2388.850000 sec): 3 clusters Score: Raw -11004.895872 + Penalty 512.113521 = -10492.782350 nChanged 1 SP:Iteration 8Q (2388.850000 sec): 3 clusters Score: Raw -11005.358764 + Penalty 512.113521 = -10493.245242 nChanged 1 SP:Iteration 9Q (2388.850000 sec): 3 clusters Score: Raw -11005.766176 + Penalty 512.113521 = -10493.652655 nChanged 0 SP:Iteration 10F (2388.850000 sec): 3 clusters Score: Raw -11005.766176 + Penalty 512.113521 = -10493.652655 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (1983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.850000 sec): 2 clusters Score: Raw -106411.381456 + Penalty 345.452659 = -106065.928797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2388.860000 sec): 3 clusters Score: Raw -105305.549443 + Penalty 690.905318 = -104614.644126 nChanged 849 SP:Iteration 1F (2388.860000 sec): 3 clusters Score: Raw -106158.851093 + Penalty 690.905318 = -105467.945775 nChanged 288 SP:Iteration 2F (2388.860000 sec): 3 clusters Score: Raw -106915.745766 + Penalty 690.905318 = -106224.840449 nChanged 237 SP:Iteration 3F (2388.860000 sec): 3 clusters Score: Raw -107387.279044 + Penalty 690.905318 = -106696.373727 nChanged 119 SP:Iteration 4F (2388.860000 sec): 3 clusters Score: Raw -107579.475971 + Penalty 690.905318 = -106888.570653 nChanged 50 SP:Iteration 5Q (2388.870000 sec): 3 clusters Score: Raw -107611.199949 + Penalty 690.905318 = -106920.294632 nChanged 20 SP:Iteration 6Q (2388.870000 sec): 3 clusters Score: Raw -107625.481122 + Penalty 690.905318 = -106934.575804 nChanged 9 SP:Iteration 7Q (2388.870000 sec): 3 clusters Score: Raw -107626.500414 + Penalty 690.905318 = -106935.595096 nChanged 2 SP:Iteration 8Q (2388.870000 sec): 3 clusters Score: Raw -107626.676092 + Penalty 690.905318 = -106935.770775 nChanged 0 SP:Iteration 9F (2388.880000 sec): 3 clusters Score: Raw -107626.676092 + Penalty 690.905318 = -106935.770775 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.880000 sec): 2 clusters Score: Raw -36822.248393 + Penalty 299.921155 = -36522.327239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2388.880000 sec): 3 clusters Score: Raw -36533.647804 + Penalty 599.842310 = -35933.805494 nChanged 305 SP:Iteration 1F (2388.880000 sec): 3 clusters Score: Raw -37026.723868 + Penalty 599.842310 = -36426.881559 nChanged 90 SP:Iteration 2F (2388.880000 sec): 3 clusters Score: Raw -37183.061154 + Penalty 599.842310 = -36583.218844 nChanged 46 SP:Iteration 3F (2388.880000 sec): 3 clusters Score: Raw -37226.603616 + Penalty 599.842310 = -36626.761307 nChanged 13 SP:Iteration 4Q (2388.880000 sec): 3 clusters Score: Raw -37239.232968 + Penalty 599.842310 = -36639.390658 nChanged 7 SP:Iteration 5Q (2388.880000 sec): 3 clusters Score: Raw -37246.050262 + Penalty 599.842310 = -36646.207952 nChanged 4 SP:Iteration 6Q (2388.880000 sec): 3 clusters Score: Raw -37252.304045 + Penalty 599.842310 = -36652.461735 nChanged 3 SP:Iteration 7Q (2388.880000 sec): 3 clusters Score: Raw -37253.749496 + Penalty 599.842310 = -36653.907186 nChanged 3 SP:Iteration 8Q (2388.880000 sec): 3 clusters Score: Raw -37254.681192 + Penalty 599.842310 = -36654.838882 nChanged 0 SP:Iteration 9F (2388.890000 sec): 3 clusters Score: Raw -37254.681192 + Penalty 599.842310 = -36654.838882 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Iteration 59Q (2392.060000 sec): 34 clusters Score: Raw -23818066.461862 + Penalty 19428.284337 = -23798638.177525 nChanged 3056 Iteration 60F (2398.400000 sec): 34 clusters Score: Raw -23819939.602607 + Penalty 19428.284337 = -23800511.318271 nChanged 2898 Iteration 61Q (2401.460000 sec): 34 clusters Score: Raw -23820829.316490 + Penalty 19428.284337 = -23801401.032154 nChanged 1968 Iteration 62Q (2404.590000 sec): 34 clusters Score: Raw -23821350.751761 + Penalty 19428.284337 = -23801922.467425 nChanged 1561 Iteration 63Q (2407.410000 sec): 34 clusters Score: Raw -23821703.218751 + Penalty 19428.284337 = -23802274.934414 nChanged 1358 Iteration 64Q (2410.150000 sec): 34 clusters Score: Raw -23821974.203859 + Penalty 19428.284337 = -23802545.919522 nChanged 1205 Iteration 65Q (2412.890000 sec): 34 clusters Score: Raw -23822190.570774 + Penalty 19428.284337 = -23802762.286437 nChanged 1161 Iteration 66Q (2415.670000 sec): 34 clusters Score: Raw -23822384.414583 + Penalty 19428.284337 = -23802956.130246 nChanged 1039 Iteration 67Q (2418.400000 sec): 34 clusters Score: Raw -23822553.460177 + Penalty 19428.284337 = -23803125.175841 nChanged 986 Iteration 68Q (2421.140000 sec): 34 clusters Score: Raw -23822702.719985 + Penalty 19428.284337 = -23803274.435649 nChanged 944 Iteration 69Q (2423.880000 sec): 34 clusters Score: Raw -23822834.598903 + Penalty 19428.284337 = -23803406.314567 nChanged 952 Iteration 70Q (2426.650000 sec): 34 clusters Score: Raw -23822967.806399 + Penalty 19428.284337 = -23803539.522062 nChanged 841 Iteration 71Q (2429.400000 sec): 34 clusters Score: Raw -23823079.383176 + Penalty 19428.284337 = -23803651.098839 nChanged 827 Iteration 72Q (2432.180000 sec): 34 clusters Score: Raw -23823171.452509 + Penalty 19428.284337 = -23803743.168172 nChanged 769 Iteration 73Q (2434.950000 sec): 34 clusters Score: Raw -23823258.631612 + Penalty 19428.284337 = -23803830.347276 nChanged 709 Iteration 74Q (2437.700000 sec): 34 clusters Score: Raw -23823330.714870 + Penalty 19428.284337 = -23803902.430533 nChanged 707 Iteration 75Q (2440.460000 sec): 34 clusters Score: Raw -23823398.703874 + Penalty 19428.284337 = -23803970.419537 nChanged 601 Iteration 76Q (2443.200000 sec): 34 clusters Score: Raw -23823451.957330 + Penalty 19428.284337 = -23804023.672993 nChanged 570 Iteration 77Q (2445.960000 sec): 34 clusters Score: Raw -23823498.656938 + Penalty 19428.284337 = -23804070.372601 nChanged 528 Iteration 78Q (2448.720000 sec): 34 clusters Score: Raw -23823538.706098 + Penalty 19428.284337 = -23804110.421761 nChanged 461 Iteration 79Q (2451.600000 sec): 34 clusters Score: Raw -23823577.911674 + Penalty 19428.284337 = -23804149.627337 nChanged 466 Iteration 80F (2457.680000 sec): 34 clusters Score: Raw -23823670.368775 + Penalty 19428.284337 = -23804242.084438 nChanged 489 Iteration 81Q (2460.840000 sec): 34 clusters Score: Raw -23823754.604568 + Penalty 19428.284337 = -23804326.320231 nChanged 478 Iteration 82Q (2463.800000 sec): 34 clusters Score: Raw -23823841.932234 + Penalty 19428.284337 = -23804413.647898 nChanged 473 Iteration 83Q (2466.950000 sec): 34 clusters Score: Raw -23823959.762226 + Penalty 19428.284337 = -23804531.477889 nChanged 506 Iteration 84Q (2470.250000 sec): 34 clusters Score: Raw -23824046.834937 + Penalty 19428.284337 = -23804618.550600 nChanged 516 Iteration 85Q (2473.440000 sec): 34 clusters Score: Raw -23824125.775084 + Penalty 19428.284337 = -23804697.490747 nChanged 526 Iteration 86Q (2476.420000 sec): 34 clusters Score: Raw -23824188.357848 + Penalty 19428.284337 = -23804760.073512 nChanged 479 Iteration 87Q (2479.640000 sec): 34 clusters Score: Raw -23824239.236932 + Penalty 19428.284337 = -23804810.952596 nChanged 422 Iteration 88Q (2482.840000 sec): 34 clusters Score: Raw -23824278.458366 + Penalty 19428.284337 = -23804850.174030 nChanged 377 Iteration 89Q (2485.930000 sec): 34 clusters Score: Raw -23824301.819259 + Penalty 19428.284337 = -23804873.534922 nChanged 309 Iteration 90Q (2488.890000 sec): 34 clusters Score: Raw -23824316.509024 + Penalty 19428.284337 = -23804888.224687 nChanged 275 Iteration 91Q (2491.820000 sec): 34 clusters Score: Raw -23824328.446501 + Penalty 19428.284337 = -23804900.162165 nChanged 236 Iteration 92Q (2494.740000 sec): 34 clusters Score: Raw -23824337.883973 + Penalty 19428.284337 = -23804909.599637 nChanged 222 Iteration 93Q (2498.230000 sec): 34 clusters Score: Raw -23824345.132019 + Penalty 19428.284337 = -23804916.847683 nChanged 167 Iteration 94Q (2501.160000 sec): 34 clusters Score: Raw -23824350.196870 + Penalty 19428.284337 = -23804921.912534 nChanged 163 Iteration 95Q (2504.100000 sec): 34 clusters Score: Raw -23824356.116855 + Penalty 19428.284337 = -23804927.832518 nChanged 171 Iteration 96Q (2507.340000 sec): 34 clusters Score: Raw -23824361.956315 + Penalty 19428.284337 = -23804933.671978 nChanged 147 Iteration 97Q (2510.120000 sec): 34 clusters Score: Raw -23824366.322282 + Penalty 19428.284337 = -23804938.037946 nChanged 146 Iteration 98Q (2512.880000 sec): 34 clusters Score: Raw -23824370.457232 + Penalty 19428.284337 = -23804942.172896 nChanged 123 Writing temp clu file Because OldScore, -23804938.037946, is greater than current (better) Score,-23804942.172896 Compute initial score before splitting: Score: Raw -23824370.457232 + Penalty 19428.284337 = -23804942.172896 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2513.040000 sec): 2 clusters Score: Raw -32540.483384 + Penalty 293.854392 = -32246.628992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2513.040000 sec): 3 clusters Score: Raw -32282.104793 + Penalty 587.708784 = -31694.396010 nChanged 246 SP:Iteration 1F (2513.040000 sec): 3 clusters Score: Raw -32663.786899 + Penalty 587.708784 = -32076.078115 nChanged 92 SP:Iteration 2F (2513.040000 sec): 3 clusters Score: Raw -33167.416144 + Penalty 587.708784 = -32579.707360 nChanged 88 SP:Iteration 3F (2513.040000 sec): 3 clusters Score: Raw -34002.638276 + Penalty 587.708784 = -33414.929493 nChanged 36 SP:Iteration 4F (2513.040000 sec): 3 clusters Score: Raw -34274.121532 + Penalty 587.708784 = -33686.412749 nChanged 3 SP:Iteration 5Q (2513.040000 sec): 3 clusters Score: Raw -34285.123022 + Penalty 587.708784 = -33697.414238 nChanged 3 SP:Iteration 6Q (2513.040000 sec): 3 clusters Score: Raw -34289.553805 + Penalty 587.708784 = -33701.845021 nChanged 2 SP:Iteration 7Q (2513.050000 sec): 3 clusters Score: Raw -34291.836330 + Penalty 587.708784 = -33704.127546 nChanged 1 SP:Iteration 8Q (2513.050000 sec): 3 clusters Score: Raw -34292.427126 + Penalty 587.708784 = -33704.718342 nChanged 1 SP:Iteration 9Q (2513.050000 sec): 3 clusters Score: Raw -34293.179636 + Penalty 587.708784 = -33705.470852 nChanged 0 SP:Iteration 10F (2513.050000 sec): 3 clusters Score: Raw -34293.179636 + Penalty 587.708784 = -33705.470852 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2513.050000 sec): 2 clusters Score: Raw -46729.644061 + Penalty 309.710736 = -46419.933325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2513.050000 sec): 3 clusters Score: Raw -46276.569976 + Penalty 619.421472 = -45657.148505 nChanged 373 SP:Iteration 1F (2513.050000 sec): 3 clusters Score: Raw -46698.912704 + Penalty 619.421472 = -46079.491232 nChanged 135 SP:Iteration 2F (2513.060000 sec): 3 clusters Score: Raw -47073.064562 + Penalty 619.421472 = -46453.643090 nChanged 111 SP:Iteration 3F (2513.060000 sec): 3 clusters Score: Raw -47563.725797 + Penalty 619.421472 = -46944.304325 nChanged 92 SP:Iteration 4F (2513.060000 sec): 3 clusters Score: Raw -48331.461054 + Penalty 619.421472 = -47712.039582 nChanged 29 SP:Iteration 5Q (2513.060000 sec): 3 clusters Score: Raw -49346.350287 + Penalty 619.421472 = -48726.928815 nChanged 4 SP:Iteration 6Q (2513.060000 sec): 3 clusters Score: Raw -49952.927223 + Penalty 619.421472 = -49333.505751 nChanged 1 SP:Iteration 7Q (2513.060000 sec): 3 clusters Score: Raw -50519.809935 + Penalty 619.421472 = -49900.388463 nChanged 0 SP:Iteration 8F (2513.060000 sec): 3 clusters Score: Raw -50519.809935 + Penalty 619.421472 = -49900.388463 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (42590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2513.130000 sec): 2 clusters Score: Raw -2421419.503846 + Penalty 485.001552 = -2420934.502294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2513.180000 sec): 3 clusters Score: Raw -2393299.515400 + Penalty 970.003103 = -2392329.512296 nChanged 20335 SP:Iteration 1F (2513.240000 sec): 3 clusters Score: Raw -2405679.124138 + Penalty 970.003103 = -2404709.121035 nChanged 2274 SP:Iteration 2F (2513.290000 sec): 3 clusters Score: Raw -2406685.819638 + Penalty 970.003103 = -2405715.816534 nChanged 2823 SP:Iteration 3F (2513.340000 sec): 3 clusters Score: Raw -2408277.858330 + Penalty 970.003103 = -2407307.855226 nChanged 3324 SP:Iteration 4F (2513.400000 sec): 3 clusters Score: Raw -2410657.406171 + Penalty 970.003103 = -2409687.403068 nChanged 3689 SP:Iteration 5F (2513.450000 sec): 3 clusters Score: Raw -2413881.850508 + Penalty 970.003103 = -2412911.847405 nChanged 3362 SP:Iteration 6F (2513.500000 sec): 3 clusters Score: Raw -2417085.509120 + Penalty 970.003103 = -2416115.506016 nChanged 2377 SP:Iteration 7F (2513.560000 sec): 3 clusters Score: Raw -2419454.076193 + Penalty 970.003103 = -2418484.073090 nChanged 1295 SP:Iteration 8Q (2513.620000 sec): 3 clusters Score: Raw -2420731.477213 + Penalty 970.003103 = -2419761.474110 nChanged 535 SP:Iteration 9Q (2513.670000 sec): 3 clusters Score: Raw -2421232.585868 + Penalty 970.003103 = -2420262.582765 nChanged 188 SP:Iteration 10Q (2513.710000 sec): 3 clusters Score: Raw -2421404.109904 + Penalty 970.003103 = -2420434.106800 nChanged 59 SP:Iteration 11Q (2513.760000 sec): 3 clusters Score: Raw -2421469.655033 + Penalty 970.003103 = -2420499.651929 nChanged 23 SP:Iteration 12Q (2513.800000 sec): 3 clusters Score: Raw -2421492.237328 + Penalty 970.003103 = -2420522.234224 nChanged 9 SP:Iteration 13Q (2513.840000 sec): 3 clusters Score: Raw -2421500.119001 + Penalty 970.003103 = -2420530.115897 nChanged 3 SP:Iteration 14Q (2513.880000 sec): 3 clusters Score: Raw -2421502.729441 + Penalty 970.003103 = -2420532.726338 nChanged 2 SP:Iteration 15Q (2513.920000 sec): 3 clusters Score: Raw -2421503.687257 + Penalty 970.003103 = -2420533.684154 nChanged 1 SP:Iteration 16Q (2513.960000 sec): 3 clusters Score: Raw -2421504.420502 + Penalty 970.003103 = -2420534.417398 nChanged 1 SP:Iteration 17Q (2514.000000 sec): 3 clusters Score: Raw -2421505.812095 + Penalty 970.003103 = -2420535.808992 nChanged 0 SP:Iteration 18F (2514.060000 sec): 3 clusters Score: Raw -2421505.812095 + Penalty 970.003103 = -2420535.808992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (13163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2514.080000 sec): 2 clusters Score: Raw -781521.820026 + Penalty 431.575014 = -781090.245012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2514.100000 sec): 3 clusters Score: Raw -773209.184095 + Penalty 863.150028 = -772346.034067 nChanged 6200 SP:Iteration 1F (2514.120000 sec): 3 clusters Score: Raw -777272.427055 + Penalty 863.150028 = -776409.277027 nChanged 1016 SP:Iteration 2F (2514.130000 sec): 3 clusters Score: Raw -778252.771566 + Penalty 863.150028 = -777389.621538 nChanged 1168 SP:Iteration 3F (2514.150000 sec): 3 clusters Score: Raw -779476.688585 + Penalty 863.150028 = -778613.538557 nChanged 1073 SP:Iteration 4F (2514.160000 sec): 3 clusters Score: Raw -780549.325853 + Penalty 863.150028 = -779686.175825 nChanged 811 SP:Iteration 5F (2514.180000 sec): 3 clusters Score: Raw -781280.688109 + Penalty 863.150028 = -780417.538081 nChanged 570 SP:Iteration 6Q (2514.190000 sec): 3 clusters Score: Raw -781827.953684 + Penalty 863.150028 = -780964.803656 nChanged 449 SP:Iteration 7Q (2514.210000 sec): 3 clusters Score: Raw -782263.599141 + Penalty 863.150028 = -781400.449113 nChanged 367 SP:Iteration 8Q (2514.220000 sec): 3 clusters Score: Raw -782537.479361 + Penalty 863.150028 = -781674.329333 nChanged 270 SP:Iteration 9Q (2514.240000 sec): 3 clusters Score: Raw -782670.032502 + Penalty 863.150028 = -781806.882474 nChanged 180 SP:Iteration 10Q (2514.250000 sec): 3 clusters Score: Raw -782737.821604 + Penalty 863.150028 = -781874.671576 nChanged 127 SP:Iteration 11Q (2514.260000 sec): 3 clusters Score: Raw -782768.425704 + Penalty 863.150028 = -781905.275676 nChanged 57 SP:Iteration 12Q (2514.280000 sec): 3 clusters Score: Raw -782775.567341 + Penalty 863.150028 = -781912.417313 nChanged 33 SP:Iteration 13Q (2514.290000 sec): 3 clusters Score: Raw -782777.803027 + Penalty 863.150028 = -781914.652999 nChanged 15 SP:Iteration 14Q (2514.300000 sec): 3 clusters Score: Raw -782778.725377 + Penalty 863.150028 = -781915.575349 nChanged 15 SP:Iteration 15Q (2514.320000 sec): 3 clusters Score: Raw -782779.537257 + Penalty 863.150028 = -781916.387229 nChanged 11 SP:Iteration 16Q (2514.330000 sec): 3 clusters Score: Raw -782780.115159 + Penalty 863.150028 = -781916.965131 nChanged 11 SP:Iteration 17Q (2514.340000 sec): 3 clusters Score: Raw -782780.446336 + Penalty 863.150028 = -781917.296308 nChanged 5 SP:Iteration 18Q (2514.360000 sec): 3 clusters Score: Raw -782780.589401 + Penalty 863.150028 = -781917.439373 nChanged 4 SP:Iteration 19Q (2514.370000 sec): 3 clusters Score: Raw -782780.740824 + Penalty 863.150028 = -781917.590796 nChanged 5 SP:Iteration 20F (2514.380000 sec): 3 clusters Score: Raw -782780.871890 + Penalty 863.150028 = -781917.721862 nChanged 6 SP:Iteration 21Q (2514.400000 sec): 3 clusters Score: Raw -782781.095450 + Penalty 863.150028 = -781917.945422 nChanged 8 SP:Iteration 22Q (2514.410000 sec): 3 clusters Score: Raw -782781.546660 + Penalty 863.150028 = -781918.396632 nChanged 7 SP:Iteration 23Q (2514.420000 sec): 3 clusters Score: Raw -782781.741515 + Penalty 863.150028 = -781918.591487 nChanged 5 SP:Iteration 24Q (2514.440000 sec): 3 clusters Score: Raw -782781.912010 + Penalty 863.150028 = -781918.761982 nChanged 5 SP:Iteration 25Q (2514.450000 sec): 3 clusters Score: Raw -782782.098849 + Penalty 863.150028 = -781918.948821 nChanged 7 SP:Iteration 26Q (2514.470000 sec): 3 clusters Score: Raw -782782.297078 + Penalty 863.150028 = -781919.147050 nChanged 3 SP:Iteration 27Q (2514.480000 sec): 3 clusters Score: Raw -782782.344098 + Penalty 863.150028 = -781919.194070 nChanged 1 SP:Iteration 28Q (2514.500000 sec): 3 clusters Score: Raw -782782.359863 + Penalty 863.150028 = -781919.209835 nChanged 1 SP:Iteration 29Q (2514.510000 sec): 3 clusters Score: Raw -782782.392324 + Penalty 863.150028 = -781919.242296 nChanged 1 SP:Iteration 30Q (2514.520000 sec): 3 clusters Score: Raw -782782.438143 + Penalty 863.150028 = -781919.288115 nChanged 1 SP:Iteration 31Q (2514.540000 sec): 3 clusters Score: Raw -782782.488963 + Penalty 863.150028 = -781919.338935 nChanged 1 SP:Iteration 32Q (2514.560000 sec): 3 clusters Score: Raw -782782.502645 + Penalty 863.150028 = -781919.352617 nChanged 0 SP:Iteration 33F (2514.570000 sec): 3 clusters Score: Raw -782782.502645 + Penalty 863.150028 = -781919.352617 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2514.580000 sec): 2 clusters Score: Raw -167045.081936 + Penalty 366.697068 = -166678.384868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2514.580000 sec): 3 clusters Score: Raw -165187.487322 + Penalty 733.394136 = -164454.093186 nChanged 1432 SP:Iteration 1F (2514.590000 sec): 3 clusters Score: Raw -166078.393273 + Penalty 733.394136 = -165344.999136 nChanged 238 SP:Iteration 2F (2514.590000 sec): 3 clusters Score: Raw -166211.727155 + Penalty 733.394136 = -165478.333019 nChanged 203 SP:Iteration 3F (2514.600000 sec): 3 clusters Score: Raw -166341.809206 + Penalty 733.394136 = -165608.415069 nChanged 181 SP:Iteration 4F (2514.600000 sec): 3 clusters Score: Raw -166466.909110 + Penalty 733.394136 = -165733.514974 nChanged 153 SP:Iteration 5Q (2514.600000 sec): 3 clusters Score: Raw -166558.894830 + Penalty 733.394136 = -165825.500693 nChanged 142 SP:Iteration 6Q (2514.610000 sec): 3 clusters Score: Raw -166641.993230 + Penalty 733.394136 = -165908.599094 nChanged 126 SP:Iteration 7Q (2514.610000 sec): 3 clusters Score: Raw -166724.008434 + Penalty 733.394136 = -165990.614298 nChanged 112 SP:Iteration 8Q (2514.620000 sec): 3 clusters Score: Raw -166789.925236 + Penalty 733.394136 = -166056.531099 nChanged 82 SP:Iteration 9Q (2514.620000 sec): 3 clusters Score: Raw -166826.784963 + Penalty 733.394136 = -166093.390827 nChanged 58 SP:Iteration 10Q (2514.620000 sec): 3 clusters Score: Raw -166852.589443 + Penalty 733.394136 = -166119.195306 nChanged 48 SP:Iteration 11Q (2514.630000 sec): 3 clusters Score: Raw -166868.106928 + Penalty 733.394136 = -166134.712791 nChanged 38 SP:Iteration 12Q (2514.630000 sec): 3 clusters Score: Raw -166876.000002 + Penalty 733.394136 = -166142.605866 nChanged 20 SP:Iteration 13Q (2514.630000 sec): 3 clusters Score: Raw -166881.215585 + Penalty 733.394136 = -166147.821449 nChanged 20 SP:Iteration 14Q (2514.640000 sec): 3 clusters Score: Raw -166885.428390 + Penalty 733.394136 = -166152.034253 nChanged 18 SP:Iteration 15Q (2514.640000 sec): 3 clusters Score: Raw -166888.866389 + Penalty 733.394136 = -166155.472252 nChanged 13 SP:Iteration 16Q (2514.640000 sec): 3 clusters Score: Raw -166890.382062 + Penalty 733.394136 = -166156.987926 nChanged 5 SP:Iteration 17Q (2514.650000 sec): 3 clusters Score: Raw -166890.720309 + Penalty 733.394136 = -166157.326173 nChanged 6 SP:Iteration 18Q (2514.650000 sec): 3 clusters Score: Raw -166891.511264 + Penalty 733.394136 = -166158.117128 nChanged 2 SP:Iteration 19Q (2514.650000 sec): 3 clusters Score: Raw -166891.625768 + Penalty 733.394136 = -166158.231632 nChanged 0 SP:Iteration 20F (2514.660000 sec): 3 clusters Score: Raw -166891.625768 + Penalty 733.394136 = -166158.231632 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (8616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2514.670000 sec): 2 clusters Score: Raw -509677.251509 + Penalty 412.292618 = -509264.958891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2514.680000 sec): 3 clusters Score: Raw -504363.581219 + Penalty 824.585236 = -503538.995983 nChanged 3972 SP:Iteration 1F (2514.690000 sec): 3 clusters Score: Raw -506651.528513 + Penalty 824.585236 = -505826.943277 nChanged 469 SP:Iteration 2F (2514.700000 sec): 3 clusters Score: Raw -506897.522458 + Penalty 824.585236 = -506072.937223 nChanged 541 SP:Iteration 3F (2514.710000 sec): 3 clusters Score: Raw -507279.691575 + Penalty 824.585236 = -506455.106339 nChanged 594 SP:Iteration 4F (2514.720000 sec): 3 clusters Score: Raw -507752.339103 + Penalty 824.585236 = -506927.753867 nChanged 588 SP:Iteration 5F (2514.730000 sec): 3 clusters Score: Raw -508235.700362 + Penalty 824.585236 = -507411.115126 nChanged 511 SP:Iteration 6F (2514.740000 sec): 3 clusters Score: Raw -508611.466086 + Penalty 824.585236 = -507786.880850 nChanged 388 SP:Iteration 7Q (2514.750000 sec): 3 clusters Score: Raw -508834.315221 + Penalty 824.585236 = -508009.729985 nChanged 282 SP:Iteration 8Q (2514.760000 sec): 3 clusters Score: Raw -508961.403450 + Penalty 824.585236 = -508136.818214 nChanged 208 SP:Iteration 9Q (2514.770000 sec): 3 clusters Score: Raw -509052.275039 + Penalty 824.585236 = -508227.689803 nChanged 177 SP:Iteration 10Q (2514.780000 sec): 3 clusters Score: Raw -509114.511848 + Penalty 824.585236 = -508289.926612 nChanged 144 SP:Iteration 11Q (2514.790000 sec): 3 clusters Score: Raw -509168.390759 + Penalty 824.585236 = -508343.805523 nChanged 147 SP:Iteration 12Q (2514.800000 sec): 3 clusters Score: Raw -509217.863726 + Penalty 824.585236 = -508393.278490 nChanged 115 SP:Iteration 13Q (2514.800000 sec): 3 clusters Score: Raw -509252.275249 + Penalty 824.585236 = -508427.690013 nChanged 89 SP:Iteration 14Q (2514.820000 sec): 3 clusters Score: Raw -509274.164016 + Penalty 824.585236 = -508449.578781 nChanged 86 SP:Iteration 15Q (2514.820000 sec): 3 clusters Score: Raw -509290.495905 + Penalty 824.585236 = -508465.910669 nChanged 62 SP:Iteration 16Q (2514.830000 sec): 3 clusters Score: Raw -509301.619108 + Penalty 824.585236 = -508477.033872 nChanged 48 SP:Iteration 17Q (2514.840000 sec): 3 clusters Score: Raw -509308.294928 + Penalty 824.585236 = -508483.709692 nChanged 38 SP:Iteration 18Q (2514.850000 sec): 3 clusters Score: Raw -509312.631870 + Penalty 824.585236 = -508488.046634 nChanged 42 SP:Iteration 19Q (2514.860000 sec): 3 clusters Score: Raw -509316.561174 + Penalty 824.585236 = -508491.975938 nChanged 22 SP:Iteration 20F (2514.870000 sec): 3 clusters Score: Raw -509318.707637 + Penalty 824.585236 = -508494.122401 nChanged 17 SP:Iteration 21Q (2514.880000 sec): 3 clusters Score: Raw -509320.448807 + Penalty 824.585236 = -508495.863571 nChanged 18 SP:Iteration 22Q (2514.890000 sec): 3 clusters Score: Raw -509321.764528 + Penalty 824.585236 = -508497.179292 nChanged 13 SP:Iteration 23Q (2514.900000 sec): 3 clusters Score: Raw -509322.841383 + Penalty 824.585236 = -508498.256148 nChanged 10 SP:Iteration 24Q (2514.910000 sec): 3 clusters Score: Raw -509323.701728 + Penalty 824.585236 = -508499.116492 nChanged 8 SP:Iteration 25Q (2514.920000 sec): 3 clusters Score: Raw -509324.286849 + Penalty 824.585236 = -508499.701613 nChanged 20 SP:Iteration 26Q (2514.930000 sec): 3 clusters Score: Raw -509326.626513 + Penalty 824.585236 = -508502.041277 nChanged 15 SP:Iteration 27Q (2514.940000 sec): 3 clusters Score: Raw -509327.907083 + Penalty 824.585236 = -508503.321847 nChanged 15 SP:Iteration 28Q (2514.950000 sec): 3 clusters Score: Raw -509329.038490 + Penalty 824.585236 = -508504.453254 nChanged 15 SP:Iteration 29Q (2514.960000 sec): 3 clusters Score: Raw -509330.233202 + Penalty 824.585236 = -508505.647966 nChanged 14 SP:Iteration 30Q (2514.960000 sec): 3 clusters Score: Raw -509331.437832 + Penalty 824.585236 = -508506.852596 nChanged 15 SP:Iteration 31Q (2514.980000 sec): 3 clusters Score: Raw -509332.715329 + Penalty 824.585236 = -508508.130093 nChanged 22 SP:Iteration 32Q (2514.980000 sec): 3 clusters Score: Raw -509334.246619 + Penalty 824.585236 = -508509.661383 nChanged 16 SP:Iteration 33Q (2514.990000 sec): 3 clusters Score: Raw -509335.687402 + Penalty 824.585236 = -508511.102166 nChanged 17 SP:Iteration 34Q (2515.000000 sec): 3 clusters Score: Raw -509336.697227 + Penalty 824.585236 = -508512.111991 nChanged 6 SP:Iteration 35Q (2515.010000 sec): 3 clusters Score: Raw -509337.063919 + Penalty 824.585236 = -508512.478683 nChanged 8 SP:Iteration 36Q (2515.020000 sec): 3 clusters Score: Raw -509337.377335 + Penalty 824.585236 = -508512.792099 nChanged 2 SP:Iteration 37Q (2515.030000 sec): 3 clusters Score: Raw -509337.406692 + Penalty 824.585236 = -508512.821456 nChanged 3 SP:Iteration 38Q (2515.040000 sec): 3 clusters Score: Raw -509337.483209 + Penalty 824.585236 = -508512.897973 nChanged 0 SP:Iteration 39F (2515.050000 sec): 3 clusters Score: Raw -509337.483209 + Penalty 824.585236 = -508512.897973 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.060000 sec): 2 clusters Score: Raw -91010.227354 + Penalty 334.826806 = -90675.400548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.060000 sec): 3 clusters Score: Raw -90190.122514 + Penalty 669.653612 = -89520.468902 nChanged 638 SP:Iteration 1F (2515.060000 sec): 3 clusters Score: Raw -90609.620315 + Penalty 669.653612 = -89939.966703 nChanged 119 SP:Iteration 2F (2515.060000 sec): 3 clusters Score: Raw -90679.943567 + Penalty 669.653612 = -90010.289955 nChanged 95 SP:Iteration 3F (2515.060000 sec): 3 clusters Score: Raw -90739.676528 + Penalty 669.653612 = -90070.022916 nChanged 83 SP:Iteration 4F (2515.070000 sec): 3 clusters Score: Raw -90795.525712 + Penalty 669.653612 = -90125.872100 nChanged 67 SP:Iteration 5Q (2515.070000 sec): 3 clusters Score: Raw -90849.074502 + Penalty 669.653612 = -90179.420890 nChanged 58 SP:Iteration 6Q (2515.070000 sec): 3 clusters Score: Raw -90893.425985 + Penalty 669.653612 = -90223.772373 nChanged 52 SP:Iteration 7Q (2515.070000 sec): 3 clusters Score: Raw -90924.606092 + Penalty 669.653612 = -90254.952480 nChanged 43 SP:Iteration 8Q (2515.070000 sec): 3 clusters Score: Raw -90948.551184 + Penalty 669.653612 = -90278.897573 nChanged 29 SP:Iteration 9Q (2515.080000 sec): 3 clusters Score: Raw -90960.983771 + Penalty 669.653612 = -90291.330159 nChanged 12 SP:Iteration 10Q (2515.080000 sec): 3 clusters Score: Raw -90966.264040 + Penalty 669.653612 = -90296.610428 nChanged 13 SP:Iteration 11Q (2515.080000 sec): 3 clusters Score: Raw -90971.772645 + Penalty 669.653612 = -90302.119033 nChanged 13 SP:Iteration 12Q (2515.080000 sec): 3 clusters Score: Raw -90976.928879 + Penalty 669.653612 = -90307.275268 nChanged 13 SP:Iteration 13Q (2515.080000 sec): 3 clusters Score: Raw -90986.053865 + Penalty 669.653612 = -90316.400253 nChanged 18 SP:Iteration 14Q (2515.080000 sec): 3 clusters Score: Raw -91002.103920 + Penalty 669.653612 = -90332.450309 nChanged 18 SP:Iteration 15Q (2515.090000 sec): 3 clusters Score: Raw -91020.806258 + Penalty 669.653612 = -90351.152646 nChanged 21 SP:Iteration 16Q (2515.090000 sec): 3 clusters Score: Raw -91041.215801 + Penalty 669.653612 = -90371.562189 nChanged 16 SP:Iteration 17Q (2515.090000 sec): 3 clusters Score: Raw -91053.224434 + Penalty 669.653612 = -90383.570822 nChanged 8 SP:Iteration 18Q (2515.090000 sec): 3 clusters Score: Raw -91056.637477 + Penalty 669.653612 = -90386.983866 nChanged 6 SP:Iteration 19Q (2515.090000 sec): 3 clusters Score: Raw -91059.084220 + Penalty 669.653612 = -90389.430608 nChanged 4 SP:Iteration 20F (2515.100000 sec): 3 clusters Score: Raw -91059.782939 + Penalty 669.653612 = -90390.129328 nChanged 2 SP:Iteration 21Q (2515.100000 sec): 3 clusters Score: Raw -91060.971255 + Penalty 669.653612 = -90391.317643 nChanged 4 SP:Iteration 22Q (2515.100000 sec): 3 clusters Score: Raw -91063.069747 + Penalty 669.653612 = -90393.416135 nChanged 7 SP:Iteration 23Q (2515.100000 sec): 3 clusters Score: Raw -91066.710967 + Penalty 669.653612 = -90397.057355 nChanged 4 SP:Iteration 24Q (2515.100000 sec): 3 clusters Score: Raw -91068.456664 + Penalty 669.653612 = -90398.803052 nChanged 3 SP:Iteration 25Q (2515.100000 sec): 3 clusters Score: Raw -91069.269813 + Penalty 669.653612 = -90399.616201 nChanged 1 SP:Iteration 26Q (2515.100000 sec): 3 clusters Score: Raw -91069.360123 + Penalty 669.653612 = -90399.706511 nChanged 0 SP:Iteration 27F (2515.110000 sec): 3 clusters Score: Raw -91069.360123 + Penalty 669.653612 = -90399.706511 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (16776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.140000 sec): 2 clusters Score: Raw -1063515.917742 + Penalty 442.610558 = -1063073.307184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.160000 sec): 3 clusters Score: Raw -1052791.707338 + Penalty 885.221116 = -1051906.486222 nChanged 8035 SP:Iteration 1F (2515.180000 sec): 3 clusters Score: Raw -1057429.450249 + Penalty 885.221116 = -1056544.229133 nChanged 804 SP:Iteration 2Q (2515.200000 sec): 3 clusters Score: Raw -1057703.172496 + Penalty 885.221116 = -1056817.951380 nChanged 810 SP:Iteration 3Q (2515.220000 sec): 3 clusters Score: Raw -1058027.412028 + Penalty 885.221116 = -1057142.190911 nChanged 855 SP:Iteration 4F (2515.240000 sec): 3 clusters Score: Raw -1058445.456603 + Penalty 885.221116 = -1057560.235487 nChanged 961 SP:Iteration 5F (2515.260000 sec): 3 clusters Score: Raw -1059064.124215 + Penalty 885.221116 = -1058178.903098 nChanged 1104 SP:Iteration 6F (2515.280000 sec): 3 clusters Score: Raw -1059923.141705 + Penalty 885.221116 = -1059037.920589 nChanged 1071 SP:Iteration 7F (2515.300000 sec): 3 clusters Score: Raw -1060793.389036 + Penalty 885.221116 = -1059908.167920 nChanged 867 SP:Iteration 8F (2515.320000 sec): 3 clusters Score: Raw -1061511.608428 + Penalty 885.221116 = -1060626.387312 nChanged 636 SP:Iteration 9Q (2515.340000 sec): 3 clusters Score: Raw -1062055.058291 + Penalty 885.221116 = -1061169.837175 nChanged 483 SP:Iteration 10Q (2515.360000 sec): 3 clusters Score: Raw -1062421.089078 + Penalty 885.221116 = -1061535.867962 nChanged 360 SP:Iteration 11Q (2515.370000 sec): 3 clusters Score: Raw -1062665.994800 + Penalty 885.221116 = -1061780.773683 nChanged 274 SP:Iteration 12Q (2515.390000 sec): 3 clusters Score: Raw -1062861.885898 + Penalty 885.221116 = -1061976.664782 nChanged 251 SP:Iteration 13Q (2515.400000 sec): 3 clusters Score: Raw -1063038.009837 + Penalty 885.221116 = -1062152.788721 nChanged 175 SP:Iteration 14Q (2515.420000 sec): 3 clusters Score: Raw -1063140.143781 + Penalty 885.221116 = -1062254.922665 nChanged 139 SP:Iteration 15Q (2515.430000 sec): 3 clusters Score: Raw -1063228.429275 + Penalty 885.221116 = -1062343.208159 nChanged 123 SP:Iteration 16Q (2515.450000 sec): 3 clusters Score: Raw -1063317.425106 + Penalty 885.221116 = -1062432.203990 nChanged 100 SP:Iteration 17Q (2515.460000 sec): 3 clusters Score: Raw -1063391.014127 + Penalty 885.221116 = -1062505.793011 nChanged 74 SP:Iteration 18Q (2515.480000 sec): 3 clusters Score: Raw -1063440.333922 + Penalty 885.221116 = -1062555.112806 nChanged 47 SP:Iteration 19Q (2515.490000 sec): 3 clusters Score: Raw -1063470.084711 + Penalty 885.221116 = -1062584.863595 nChanged 35 SP:Iteration 20F (2515.510000 sec): 3 clusters Score: Raw -1063493.604616 + Penalty 885.221116 = -1062608.383500 nChanged 32 SP:Iteration 21Q (2515.520000 sec): 3 clusters Score: Raw -1063516.818584 + Penalty 885.221116 = -1062631.597468 nChanged 30 SP:Iteration 22Q (2515.540000 sec): 3 clusters Score: Raw -1063542.227157 + Penalty 885.221116 = -1062657.006041 nChanged 25 SP:Iteration 23Q (2515.550000 sec): 3 clusters Score: Raw -1063560.558085 + Penalty 885.221116 = -1062675.336969 nChanged 17 SP:Iteration 24Q (2515.560000 sec): 3 clusters Score: Raw -1063573.263743 + Penalty 885.221116 = -1062688.042627 nChanged 17 SP:Iteration 25Q (2515.580000 sec): 3 clusters Score: Raw -1063582.452730 + Penalty 885.221116 = -1062697.231614 nChanged 10 SP:Iteration 26Q (2515.590000 sec): 3 clusters Score: Raw -1063588.827539 + Penalty 885.221116 = -1062703.606423 nChanged 7 SP:Iteration 27Q (2515.600000 sec): 3 clusters Score: Raw -1063592.958545 + Penalty 885.221116 = -1062707.737428 nChanged 2 SP:Iteration 28Q (2515.620000 sec): 3 clusters Score: Raw -1063593.862796 + Penalty 885.221116 = -1062708.641680 nChanged 3 SP:Iteration 29Q (2515.630000 sec): 3 clusters Score: Raw -1063597.813346 + Penalty 885.221116 = -1062712.592230 nChanged 3 SP:Iteration 30Q (2515.640000 sec): 3 clusters Score: Raw -1063599.085543 + Penalty 885.221116 = -1062713.864427 nChanged 2 SP:Iteration 31Q (2515.660000 sec): 3 clusters Score: Raw -1063600.040640 + Penalty 885.221116 = -1062714.819524 nChanged 1 SP:Iteration 32Q (2515.670000 sec): 3 clusters Score: Raw -1063600.393938 + Penalty 885.221116 = -1062715.172822 nChanged 1 SP:Iteration 33Q (2515.690000 sec): 3 clusters Score: Raw -1063601.256308 + Penalty 885.221116 = -1062716.035192 nChanged 1 SP:Iteration 34Q (2515.700000 sec): 3 clusters Score: Raw -1063602.203274 + Penalty 885.221116 = -1062716.982158 nChanged 0 SP:Iteration 35F (2515.720000 sec): 3 clusters Score: Raw -1063602.203274 + Penalty 885.221116 = -1062716.982158 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.720000 sec): 2 clusters Score: Raw -7049.709569 + Penalty 226.126505 = -6823.583064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.720000 sec): 3 clusters Score: Raw -7040.772291 + Penalty 452.253010 = -6588.519280 nChanged 38 SP:Iteration 1F (2515.720000 sec): 3 clusters Score: Raw -7097.752105 + Penalty 452.253010 = -6645.499095 nChanged 14 SP:Iteration 2F (2515.720000 sec): 3 clusters Score: Raw -7121.867028 + Penalty 452.253010 = -6669.614018 nChanged 9 SP:Iteration 3F (2515.730000 sec): 3 clusters Score: Raw -7138.958026 + Penalty 452.253010 = -6686.705016 nChanged 6 SP:Iteration 4Q (2515.730000 sec): 3 clusters Score: Raw -7148.712012 + Penalty 452.253010 = -6696.459002 nChanged 1 SP:Iteration 5Q (2515.730000 sec): 3 clusters Score: Raw -7150.293320 + Penalty 452.253010 = -6698.040310 nChanged 0 SP:Iteration 6F (2515.730000 sec): 3 clusters Score: Raw -7150.293320 + Penalty 452.253010 = -6698.040310 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.740000 sec): 2 clusters Score: Raw -524557.513164 + Penalty 415.690173 = -524141.822991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.750000 sec): 3 clusters Score: Raw -518791.375752 + Penalty 831.380347 = -517959.995405 nChanged 4269 SP:Iteration 1F (2515.760000 sec): 3 clusters Score: Raw -521441.608291 + Penalty 831.380347 = -520610.227944 nChanged 740 SP:Iteration 2F (2515.770000 sec): 3 clusters Score: Raw -521989.271462 + Penalty 831.380347 = -521157.891115 nChanged 708 SP:Iteration 3F (2515.780000 sec): 3 clusters Score: Raw -522546.116225 + Penalty 831.380347 = -521714.735878 nChanged 678 SP:Iteration 4F (2515.800000 sec): 3 clusters Score: Raw -523050.570253 + Penalty 831.380347 = -522219.189906 nChanged 542 SP:Iteration 5F (2515.800000 sec): 3 clusters Score: Raw -523360.235388 + Penalty 831.380347 = -522528.855042 nChanged 411 SP:Iteration 6Q (2515.820000 sec): 3 clusters Score: Raw -523526.798786 + Penalty 831.380347 = -522695.418439 nChanged 277 SP:Iteration 7Q (2515.820000 sec): 3 clusters Score: Raw -523623.231780 + Penalty 831.380347 = -522791.851433 nChanged 225 SP:Iteration 8Q (2515.840000 sec): 3 clusters Score: Raw -523694.864301 + Penalty 831.380347 = -522863.483954 nChanged 196 SP:Iteration 9Q (2515.850000 sec): 3 clusters Score: Raw -523748.656497 + Penalty 831.380347 = -522917.276150 nChanged 143 SP:Iteration 10Q (2515.860000 sec): 3 clusters Score: Raw -523780.814112 + Penalty 831.380347 = -522949.433765 nChanged 129 SP:Iteration 11Q (2515.870000 sec): 3 clusters Score: Raw -523807.238176 + Penalty 831.380347 = -522975.857829 nChanged 112 SP:Iteration 12Q (2515.880000 sec): 3 clusters Score: Raw -523827.419453 + Penalty 831.380347 = -522996.039107 nChanged 91 SP:Iteration 13Q (2515.890000 sec): 3 clusters Score: Raw -523841.295997 + Penalty 831.380347 = -523009.915651 nChanged 78 SP:Iteration 14Q (2515.900000 sec): 3 clusters Score: Raw -523854.403721 + Penalty 831.380347 = -523023.023374 nChanged 71 SP:Iteration 15Q (2515.910000 sec): 3 clusters Score: Raw -523865.562020 + Penalty 831.380347 = -523034.181673 nChanged 55 SP:Iteration 16Q (2515.920000 sec): 3 clusters Score: Raw -523872.081243 + Penalty 831.380347 = -523040.700896 nChanged 46 SP:Iteration 17Q (2515.930000 sec): 3 clusters Score: Raw -523877.126182 + Penalty 831.380347 = -523045.745835 nChanged 29 SP:Iteration 18Q (2515.940000 sec): 3 clusters Score: Raw -523879.978792 + Penalty 831.380347 = -523048.598445 nChanged 36 SP:Iteration 19Q (2515.950000 sec): 3 clusters Score: Raw -523884.411055 + Penalty 831.380347 = -523053.030708 nChanged 44 SP:Iteration 20F (2515.960000 sec): 3 clusters Score: Raw -523890.046441 + Penalty 831.380347 = -523058.666094 nChanged 34 SP:Iteration 21Q (2515.970000 sec): 3 clusters Score: Raw -523892.524557 + Penalty 831.380347 = -523061.144210 nChanged 22 SP:Iteration 22Q (2515.980000 sec): 3 clusters Score: Raw -523893.659846 + Penalty 831.380347 = -523062.279499 nChanged 13 SP:Iteration 23Q (2515.990000 sec): 3 clusters Score: Raw -523894.465098 + Penalty 831.380347 = -523063.084752 nChanged 15 SP:Iteration 24Q (2516.000000 sec): 3 clusters Score: Raw -523895.375708 + Penalty 831.380347 = -523063.995361 nChanged 15 SP:Iteration 25Q (2516.010000 sec): 3 clusters Score: Raw -523896.213380 + Penalty 831.380347 = -523064.833033 nChanged 13 SP:Iteration 26Q (2516.020000 sec): 3 clusters Score: Raw -523897.124917 + Penalty 831.380347 = -523065.744570 nChanged 11 SP:Iteration 27Q (2516.030000 sec): 3 clusters Score: Raw -523897.524279 + Penalty 831.380347 = -523066.143932 nChanged 6 SP:Iteration 28Q (2516.040000 sec): 3 clusters Score: Raw -523897.851754 + Penalty 831.380347 = -523066.471407 nChanged 9 SP:Iteration 29Q (2516.050000 sec): 3 clusters Score: Raw -523898.384013 + Penalty 831.380347 = -523067.003667 nChanged 11 SP:Iteration 30Q (2516.060000 sec): 3 clusters Score: Raw -523898.844721 + Penalty 831.380347 = -523067.464374 nChanged 7 SP:Iteration 31Q (2516.070000 sec): 3 clusters Score: Raw -523899.255962 + Penalty 831.380347 = -523067.875616 nChanged 5 SP:Iteration 32Q (2516.080000 sec): 3 clusters Score: Raw -523899.488489 + Penalty 831.380347 = -523068.108142 nChanged 5 SP:Iteration 33Q (2516.090000 sec): 3 clusters Score: Raw -523899.579588 + Penalty 831.380347 = -523068.199241 nChanged 3 SP:Iteration 34Q (2516.100000 sec): 3 clusters Score: Raw -523899.661744 + Penalty 831.380347 = -523068.281397 nChanged 1 SP:Iteration 35Q (2516.110000 sec): 3 clusters Score: Raw -523899.671729 + Penalty 831.380347 = -523068.291382 nChanged 1 SP:Iteration 36Q (2516.120000 sec): 3 clusters Score: Raw -523899.687857 + Penalty 831.380347 = -523068.307510 nChanged 1 SP:Iteration 37Q (2516.130000 sec): 3 clusters Score: Raw -523899.724972 + Penalty 831.380347 = -523068.344625 nChanged 1 SP:Iteration 38Q (2516.140000 sec): 3 clusters Score: Raw -523899.749524 + Penalty 831.380347 = -523068.369177 nChanged 0 SP:Iteration 39F (2516.150000 sec): 3 clusters Score: Raw -523899.749524 + Penalty 831.380347 = -523068.369177 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2516.160000 sec): 2 clusters Score: Raw -55515.854543 + Penalty 316.305633 = -55199.548909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2516.160000 sec): 3 clusters Score: Raw -55015.357921 + Penalty 632.611267 = -54382.746654 nChanged 396 SP:Iteration 1F (2516.160000 sec): 3 clusters Score: Raw -55262.918291 + Penalty 632.611267 = -54630.307024 nChanged 112 SP:Iteration 2F (2516.160000 sec): 3 clusters Score: Raw -55372.503087 + Penalty 632.611267 = -54739.891820 nChanged 110 SP:Iteration 3F (2516.160000 sec): 3 clusters Score: Raw -55503.725678 + Penalty 632.611267 = -54871.114411 nChanged 86 SP:Iteration 4F (2516.160000 sec): 3 clusters Score: Raw -55610.674438 + Penalty 632.611267 = -54978.063171 nChanged 65 SP:Iteration 5F (2516.160000 sec): 3 clusters Score: Raw -55692.872603 + Penalty 632.611267 = -55060.261336 nChanged 48 SP:Iteration 6Q (2516.160000 sec): 3 clusters Score: Raw -55735.020718 + Penalty 632.611267 = -55102.409451 nChanged 26 SP:Iteration 7Q (2516.170000 sec): 3 clusters Score: Raw -55749.391678 + Penalty 632.611267 = -55116.780411 nChanged 17 SP:Iteration 8Q (2516.170000 sec): 3 clusters Score: Raw -55761.006473 + Penalty 632.611267 = -55128.395206 nChanged 12 SP:Iteration 9Q (2516.170000 sec): 3 clusters Score: Raw -55770.070894 + Penalty 632.611267 = -55137.459627 nChanged 9 SP:Iteration 10Q (2516.170000 sec): 3 clusters Score: Raw -55779.566213 + Penalty 632.611267 = -55146.954946 nChanged 8 SP:Iteration 11Q (2516.170000 sec): 3 clusters Score: Raw -55787.195407 + Penalty 632.611267 = -55154.584140 nChanged 7 SP:Iteration 12Q (2516.170000 sec): 3 clusters Score: Raw -55791.409853 + Penalty 632.611267 = -55158.798586 nChanged 3 SP:Iteration 13Q (2516.170000 sec): 3 clusters Score: Raw -55792.316547 + Penalty 632.611267 = -55159.705280 nChanged 0 SP:Iteration 14F (2516.180000 sec): 3 clusters Score: Raw -55792.316547 + Penalty 632.611267 = -55159.705280 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (111718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2516.350000 sec): 2 clusters Score: Raw -6524238.158889 + Penalty 528.879857 = -6523709.279032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2516.490000 sec): 3 clusters Score: Raw -6449144.784371 + Penalty 1057.759714 = -6448087.024657 nChanged 54659 SP:Iteration 1F (2516.640000 sec): 3 clusters Score: Raw -6484458.291595 + Penalty 1057.759714 = -6483400.531881 nChanged 8117 SP:Iteration 2F (2516.780000 sec): 3 clusters Score: Raw -6489960.778308 + Penalty 1057.759714 = -6488903.018594 nChanged 10347 SP:Iteration 3F (2516.920000 sec): 3 clusters Score: Raw -6499072.190202 + Penalty 1057.759714 = -6498014.430489 nChanged 10929 SP:Iteration 4F (2517.050000 sec): 3 clusters Score: Raw -6510255.185666 + Penalty 1057.759714 = -6509197.425952 nChanged 8096 SP:Iteration 5F (2517.190000 sec): 3 clusters Score: Raw -6518893.427125 + Penalty 1057.759714 = -6517835.667411 nChanged 3877 SP:Iteration 6Q (2517.330000 sec): 3 clusters Score: Raw -6522758.371809 + Penalty 1057.759714 = -6521700.612096 nChanged 1240 SP:Iteration 7Q (2517.460000 sec): 3 clusters Score: Raw -6523870.451574 + Penalty 1057.759714 = -6522812.691860 nChanged 339 SP:Iteration 8Q (2517.570000 sec): 3 clusters Score: Raw -6524164.273306 + Penalty 1057.759714 = -6523106.513592 nChanged 87 SP:Iteration 9Q (2517.680000 sec): 3 clusters Score: Raw -6524262.413895 + Penalty 1057.759714 = -6523204.654181 nChanged 31 SP:Iteration 10Q (2517.790000 sec): 3 clusters Score: Raw -6524293.996293 + Penalty 1057.759714 = -6523236.236579 nChanged 21 SP:Iteration 11Q (2517.900000 sec): 3 clusters Score: Raw -6524311.794253 + Penalty 1057.759714 = -6523254.034540 nChanged 10 SP:Iteration 12Q (2518.000000 sec): 3 clusters Score: Raw -6524329.791788 + Penalty 1057.759714 = -6523272.032074 nChanged 16 SP:Iteration 13Q (2518.110000 sec): 3 clusters Score: Raw -6524355.571265 + Penalty 1057.759714 = -6523297.811552 nChanged 19 SP:Iteration 14Q (2518.210000 sec): 3 clusters Score: Raw -6524375.371608 + Penalty 1057.759714 = -6523317.611895 nChanged 19 SP:Iteration 15Q (2518.320000 sec): 3 clusters Score: Raw -6524395.094332 + Penalty 1057.759714 = -6523337.334618 nChanged 17 SP:Iteration 16Q (2518.420000 sec): 3 clusters Score: Raw -6524408.193739 + Penalty 1057.759714 = -6523350.434025 nChanged 11 SP:Iteration 17Q (2518.530000 sec): 3 clusters Score: Raw -6524415.743648 + Penalty 1057.759714 = -6523357.983934 nChanged 7 SP:Iteration 18Q (2518.630000 sec): 3 clusters Score: Raw -6524419.072106 + Penalty 1057.759714 = -6523361.312392 nChanged 2 SP:Iteration 19Q (2518.750000 sec): 3 clusters Score: Raw -6524419.894601 + Penalty 1057.759714 = -6523362.134887 nChanged 2 SP:Iteration 20F (2518.890000 sec): 3 clusters Score: Raw -6524421.420004 + Penalty 1057.759714 = -6523363.660290 nChanged 4 SP:Iteration 21Q (2518.990000 sec): 3 clusters Score: Raw -6524423.319539 + Penalty 1057.759714 = -6523365.559825 nChanged 4 SP:Iteration 22Q (2519.100000 sec): 3 clusters Score: Raw -6524425.241005 + Penalty 1057.759714 = -6523367.481291 nChanged 4 SP:Iteration 23Q (2519.210000 sec): 3 clusters Score: Raw -6524426.847211 + Penalty 1057.759714 = -6523369.087497 nChanged 1 SP:Iteration 24Q (2519.310000 sec): 3 clusters Score: Raw -6524428.017013 + Penalty 1057.759714 = -6523370.257299 nChanged 5 SP:Iteration 25Q (2519.420000 sec): 3 clusters Score: Raw -6524431.258317 + Penalty 1057.759714 = -6523373.498603 nChanged 7 SP:Iteration 26Q (2519.530000 sec): 3 clusters Score: Raw -6524434.653724 + Penalty 1057.759714 = -6523376.894010 nChanged 4 SP:Iteration 27Q (2519.630000 sec): 3 clusters Score: Raw -6524437.616330 + Penalty 1057.759714 = -6523379.856616 nChanged 8 SP:Iteration 28Q (2519.740000 sec): 3 clusters Score: Raw -6524441.555089 + Penalty 1057.759714 = -6523383.795375 nChanged 6 SP:Iteration 29Q (2519.850000 sec): 3 clusters Score: Raw -6524446.546589 + Penalty 1057.759714 = -6523388.786875 nChanged 8 SP:Iteration 30Q (2519.950000 sec): 3 clusters Score: Raw -6524449.625408 + Penalty 1057.759714 = -6523391.865694 nChanged 4 SP:Iteration 31Q (2520.050000 sec): 3 clusters Score: Raw -6524451.057542 + Penalty 1057.759714 = -6523393.297828 nChanged 4 SP:Iteration 32Q (2520.160000 sec): 3 clusters Score: Raw -6524452.729968 + Penalty 1057.759714 = -6523394.970255 nChanged 3 SP:Iteration 33Q (2520.260000 sec): 3 clusters Score: Raw -6524453.865311 + Penalty 1057.759714 = -6523396.105597 nChanged 4 SP:Iteration 34Q (2520.370000 sec): 3 clusters Score: Raw -6524454.771078 + Penalty 1057.759714 = -6523397.011365 nChanged 1 SP:Iteration 35Q (2520.470000 sec): 3 clusters Score: Raw -6524455.218685 + Penalty 1057.759714 = -6523397.458971 nChanged 2 SP:Iteration 36Q (2520.590000 sec): 3 clusters Score: Raw -6524455.846250 + Penalty 1057.759714 = -6523398.086536 nChanged 1 SP:Iteration 37Q (2520.690000 sec): 3 clusters Score: Raw -6524456.021029 + Penalty 1057.759714 = -6523398.261315 nChanged 0 SP:Iteration 38F (2520.830000 sec): 3 clusters Score: Raw -6524456.021029 + Penalty 1057.759714 = -6523398.261315 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.870000 sec): 2 clusters Score: Raw -97557.147474 + Penalty 338.392890 = -97218.754584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.870000 sec): 3 clusters Score: Raw -96633.633027 + Penalty 676.785779 = -95956.847248 nChanged 711 SP:Iteration 1F (2520.870000 sec): 3 clusters Score: Raw -97038.713117 + Penalty 676.785779 = -96361.927337 nChanged 118 SP:Iteration 2F (2520.870000 sec): 3 clusters Score: Raw -97100.598946 + Penalty 676.785779 = -96423.813166 nChanged 80 SP:Iteration 3Q (2520.880000 sec): 3 clusters Score: Raw -97136.442532 + Penalty 676.785779 = -96459.656753 nChanged 56 SP:Iteration 4Q (2520.880000 sec): 3 clusters Score: Raw -97165.052699 + Penalty 676.785779 = -96488.266920 nChanged 53 SP:Iteration 5Q (2520.880000 sec): 3 clusters Score: Raw -97195.323124 + Penalty 676.785779 = -96518.537345 nChanged 69 SP:Iteration 6Q (2520.880000 sec): 3 clusters Score: Raw -97239.313172 + Penalty 676.785779 = -96562.527392 nChanged 68 SP:Iteration 7Q (2520.890000 sec): 3 clusters Score: Raw -97282.006609 + Penalty 676.785779 = -96605.220829 nChanged 57 SP:Iteration 8Q (2520.890000 sec): 3 clusters Score: Raw -97319.047626 + Penalty 676.785779 = -96642.261847 nChanged 49 SP:Iteration 9Q (2520.890000 sec): 3 clusters Score: Raw -97346.490076 + Penalty 676.785779 = -96669.704297 nChanged 44 SP:Iteration 10Q (2520.890000 sec): 3 clusters Score: Raw -97373.045914 + Penalty 676.785779 = -96696.260135 nChanged 56 SP:Iteration 11Q (2520.890000 sec): 3 clusters Score: Raw -97412.285998 + Penalty 676.785779 = -96735.500219 nChanged 49 SP:Iteration 12Q (2520.890000 sec): 3 clusters Score: Raw -97450.462817 + Penalty 676.785779 = -96773.677038 nChanged 45 SP:Iteration 13Q (2520.890000 sec): 3 clusters Score: Raw -97484.667016 + Penalty 676.785779 = -96807.881237 nChanged 42 SP:Iteration 14Q (2520.900000 sec): 3 clusters Score: Raw -97507.325733 + Penalty 676.785779 = -96830.539953 nChanged 41 SP:Iteration 15Q (2520.900000 sec): 3 clusters Score: Raw -97520.833010 + Penalty 676.785779 = -96844.047230 nChanged 27 SP:Iteration 16Q (2520.900000 sec): 3 clusters Score: Raw -97528.289609 + Penalty 676.785779 = -96851.503830 nChanged 19 SP:Iteration 17Q (2520.900000 sec): 3 clusters Score: Raw -97534.634091 + Penalty 676.785779 = -96857.848312 nChanged 16 SP:Iteration 18Q (2520.910000 sec): 3 clusters Score: Raw -97540.102119 + Penalty 676.785779 = -96863.316339 nChanged 17 SP:Iteration 19Q (2520.910000 sec): 3 clusters Score: Raw -97545.120338 + Penalty 676.785779 = -96868.334558 nChanged 7 SP:Iteration 20F (2520.910000 sec): 3 clusters Score: Raw -97547.607799 + Penalty 676.785779 = -96870.822019 nChanged 10 SP:Iteration 21Q (2520.910000 sec): 3 clusters Score: Raw -97551.088760 + Penalty 676.785779 = -96874.302981 nChanged 12 SP:Iteration 22Q (2520.910000 sec): 3 clusters Score: Raw -97554.194430 + Penalty 676.785779 = -96877.408651 nChanged 11 SP:Iteration 23Q (2520.910000 sec): 3 clusters Score: Raw -97557.682373 + Penalty 676.785779 = -96880.896594 nChanged 17 SP:Iteration 24Q (2520.910000 sec): 3 clusters Score: Raw -97564.093931 + Penalty 676.785779 = -96887.308152 nChanged 14 SP:Iteration 25Q (2520.920000 sec): 3 clusters Score: Raw -97567.595468 + Penalty 676.785779 = -96890.809689 nChanged 7 SP:Iteration 26Q (2520.920000 sec): 3 clusters Score: Raw -97569.498853 + Penalty 676.785779 = -96892.713074 nChanged 12 SP:Iteration 27Q (2520.920000 sec): 3 clusters Score: Raw -97573.076767 + Penalty 676.785779 = -96896.290988 nChanged 5 SP:Iteration 28Q (2520.920000 sec): 3 clusters Score: Raw -97574.306297 + Penalty 676.785779 = -96897.520517 nChanged 8 SP:Iteration 29Q (2520.930000 sec): 3 clusters Score: Raw -97575.860833 + Penalty 676.785779 = -96899.075054 nChanged 5 SP:Iteration 30Q (2520.930000 sec): 3 clusters Score: Raw -97576.930967 + Penalty 676.785779 = -96900.145188 nChanged 3 SP:Iteration 31Q (2520.930000 sec): 3 clusters Score: Raw -97577.354369 + Penalty 676.785779 = -96900.568590 nChanged 1 SP:Iteration 32Q (2520.930000 sec): 3 clusters Score: Raw -97577.398078 + Penalty 676.785779 = -96900.612299 nChanged 1 SP:Iteration 33Q (2520.930000 sec): 3 clusters Score: Raw -97577.440323 + Penalty 676.785779 = -96900.654543 nChanged 1 SP:Iteration 34Q (2520.930000 sec): 3 clusters Score: Raw -97577.508759 + Penalty 676.785779 = -96900.722980 nChanged 2 SP:Iteration 35Q (2520.930000 sec): 3 clusters Score: Raw -97577.802991 + Penalty 676.785779 = -96901.017211 nChanged 1 SP:Iteration 36Q (2520.940000 sec): 3 clusters Score: Raw -97577.877304 + Penalty 676.785779 = -96901.091525 nChanged 3 SP:Iteration 37Q (2520.940000 sec): 3 clusters Score: Raw -97578.172627 + Penalty 676.785779 = -96901.386848 nChanged 2 SP:Iteration 38Q (2520.940000 sec): 3 clusters Score: Raw -97578.377327 + Penalty 676.785779 = -96901.591548 nChanged 0 SP:Iteration 39F (2520.940000 sec): 3 clusters Score: Raw -97578.377327 + Penalty 676.785779 = -96901.591548 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.940000 sec): 2 clusters Score: Raw -12808.383556 + Penalty 245.616403 = -12562.767154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.940000 sec): 3 clusters Score: Raw -12767.535758 + Penalty 491.232806 = -12276.302953 nChanged 53 SP:Iteration 1F (2520.950000 sec): 3 clusters Score: Raw -12829.910585 + Penalty 491.232806 = -12338.677780 nChanged 14 SP:Iteration 2F (2520.950000 sec): 3 clusters Score: Raw -12850.325916 + Penalty 491.232806 = -12359.093111 nChanged 9 SP:Iteration 3Q (2520.950000 sec): 3 clusters Score: Raw -12868.506920 + Penalty 491.232806 = -12377.274115 nChanged 6 SP:Iteration 4Q (2520.950000 sec): 3 clusters Score: Raw -12873.406854 + Penalty 491.232806 = -12382.174048 nChanged 3 SP:Iteration 5Q (2520.950000 sec): 3 clusters Score: Raw -12875.568965 + Penalty 491.232806 = -12384.336159 nChanged 0 SP:Iteration 6F (2520.950000 sec): 3 clusters Score: Raw -12875.568965 + Penalty 491.232806 = -12384.336159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.950000 sec): 2 clusters Score: Raw -24054.763245 + Penalty 279.755307 = -23775.007938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.950000 sec): 3 clusters Score: Raw -23904.131143 + Penalty 559.510615 = -23344.620528 nChanged 154 SP:Iteration 1F (2520.950000 sec): 3 clusters Score: Raw -24050.901006 + Penalty 559.510615 = -23491.390391 nChanged 46 SP:Iteration 2F (2520.950000 sec): 3 clusters Score: Raw -24089.071697 + Penalty 559.510615 = -23529.561082 nChanged 23 SP:Iteration 3Q (2520.950000 sec): 3 clusters Score: Raw -24110.092363 + Penalty 559.510615 = -23550.581748 nChanged 18 SP:Iteration 4Q (2520.950000 sec): 3 clusters Score: Raw -24126.718143 + Penalty 559.510615 = -23567.207528 nChanged 14 SP:Iteration 5Q (2520.950000 sec): 3 clusters Score: Raw -24139.694332 + Penalty 559.510615 = -23580.183717 nChanged 12 SP:Iteration 6Q (2520.950000 sec): 3 clusters Score: Raw -24151.800381 + Penalty 559.510615 = -23592.289766 nChanged 8 SP:Iteration 7Q (2520.950000 sec): 3 clusters Score: Raw -24167.418516 + Penalty 559.510615 = -23607.907901 nChanged 11 SP:Iteration 8Q (2520.950000 sec): 3 clusters Score: Raw -24179.588116 + Penalty 559.510615 = -23620.077501 nChanged 9 SP:Iteration 9Q (2520.950000 sec): 3 clusters Score: Raw -24190.345835 + Penalty 559.510615 = -23630.835220 nChanged 7 SP:Iteration 10Q (2520.950000 sec): 3 clusters Score: Raw -24204.284101 + Penalty 559.510615 = -23644.773486 nChanged 5 SP:Iteration 11Q (2520.950000 sec): 3 clusters Score: Raw -24207.932588 + Penalty 559.510615 = -23648.421973 nChanged 3 SP:Iteration 12Q (2520.950000 sec): 3 clusters Score: Raw -24210.353302 + Penalty 559.510615 = -23650.842687 nChanged 3 SP:Iteration 13Q (2520.950000 sec): 3 clusters Score: Raw -24211.843467 + Penalty 559.510615 = -23652.332852 nChanged 3 SP:Iteration 14Q (2520.950000 sec): 3 clusters Score: Raw -24213.876233 + Penalty 559.510615 = -23654.365619 nChanged 1 SP:Iteration 15Q (2520.950000 sec): 3 clusters Score: Raw -24214.341476 + Penalty 559.510615 = -23654.830861 nChanged 1 SP:Iteration 16Q (2520.960000 sec): 3 clusters Score: Raw -24214.651647 + Penalty 559.510615 = -23655.141032 nChanged 0 SP:Iteration 17F (2520.960000 sec): 3 clusters Score: Raw -24216.193283 + Penalty 559.510615 = -23656.682668 nChanged 1 SP:Iteration 18Q (2520.960000 sec): 3 clusters Score: Raw -24222.235178 + Penalty 559.510615 = -23662.724563 nChanged 4 SP:Iteration 19Q (2520.960000 sec): 3 clusters Score: Raw -24227.573495 + Penalty 559.510615 = -23668.062880 nChanged 3 SP:Iteration 20F (2520.960000 sec): 3 clusters Score: Raw -24231.049461 + Penalty 559.510615 = -23671.538846 nChanged 1 SP:Iteration 21Q (2520.960000 sec): 3 clusters Score: Raw -24233.120448 + Penalty 559.510615 = -23673.609833 nChanged 1 SP:Iteration 22Q (2520.960000 sec): 3 clusters Score: Raw -24237.433656 + Penalty 559.510615 = -23677.923041 nChanged 0 SP:Iteration 23F (2520.960000 sec): 3 clusters Score: Raw -24237.433656 + Penalty 559.510615 = -23677.923041 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.960000 sec): 2 clusters Score: Raw -55109.177491 + Penalty 316.392632 = -54792.784860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.960000 sec): 3 clusters Score: Raw -54598.704268 + Penalty 632.785263 = -53965.919004 nChanged 420 SP:Iteration 1F (2520.970000 sec): 3 clusters Score: Raw -54821.038940 + Penalty 632.785263 = -54188.253677 nChanged 79 SP:Iteration 2F (2520.970000 sec): 3 clusters Score: Raw -54859.123393 + Penalty 632.785263 = -54226.338129 nChanged 45 SP:Iteration 3Q (2520.970000 sec): 3 clusters Score: Raw -54874.502469 + Penalty 632.785263 = -54241.717205 nChanged 37 SP:Iteration 4Q (2520.970000 sec): 3 clusters Score: Raw -54889.568837 + Penalty 632.785263 = -54256.783574 nChanged 24 SP:Iteration 5Q (2520.970000 sec): 3 clusters Score: Raw -54900.498823 + Penalty 632.785263 = -54267.713560 nChanged 23 SP:Iteration 6Q (2520.970000 sec): 3 clusters Score: Raw -54916.002355 + Penalty 632.785263 = -54283.217092 nChanged 22 SP:Iteration 7Q (2520.970000 sec): 3 clusters Score: Raw -54939.614195 + Penalty 632.785263 = -54306.828932 nChanged 37 SP:Iteration 8Q (2520.970000 sec): 3 clusters Score: Raw -54960.103118 + Penalty 632.785263 = -54327.317855 nChanged 27 SP:Iteration 9Q (2520.970000 sec): 3 clusters Score: Raw -54970.539342 + Penalty 632.785263 = -54337.754079 nChanged 31 SP:Iteration 10Q (2520.970000 sec): 3 clusters Score: Raw -54982.552824 + Penalty 632.785263 = -54349.767560 nChanged 29 SP:Iteration 11Q (2520.980000 sec): 3 clusters Score: Raw -54999.101668 + Penalty 632.785263 = -54366.316405 nChanged 35 SP:Iteration 12Q (2520.980000 sec): 3 clusters Score: Raw -55017.745365 + Penalty 632.785263 = -54384.960102 nChanged 31 SP:Iteration 13Q (2520.980000 sec): 3 clusters Score: Raw -55032.536334 + Penalty 632.785263 = -54399.751071 nChanged 26 SP:Iteration 14Q (2520.980000 sec): 3 clusters Score: Raw -55048.167144 + Penalty 632.785263 = -54415.381881 nChanged 35 SP:Iteration 15Q (2520.980000 sec): 3 clusters Score: Raw -55066.408355 + Penalty 632.785263 = -54433.623092 nChanged 29 SP:Iteration 16Q (2520.980000 sec): 3 clusters Score: Raw -55082.050639 + Penalty 632.785263 = -54449.265376 nChanged 39 SP:Iteration 17Q (2520.980000 sec): 3 clusters Score: Raw -55110.566341 + Penalty 632.785263 = -54477.781078 nChanged 41 SP:Iteration 18Q (2520.990000 sec): 3 clusters Score: Raw -55141.454509 + Penalty 632.785263 = -54508.669246 nChanged 30 SP:Iteration 19Q (2520.990000 sec): 3 clusters Score: Raw -55162.559307 + Penalty 632.785263 = -54529.774044 nChanged 18 SP:Iteration 20F (2520.990000 sec): 3 clusters Score: Raw -55175.228177 + Penalty 632.785263 = -54542.442914 nChanged 13 SP:Iteration 21Q (2520.990000 sec): 3 clusters Score: Raw -55183.397467 + Penalty 632.785263 = -54550.612204 nChanged 7 SP:Iteration 22Q (2520.990000 sec): 3 clusters Score: Raw -55186.229494 + Penalty 632.785263 = -54553.444230 nChanged 5 SP:Iteration 23Q (2520.990000 sec): 3 clusters Score: Raw -55187.672713 + Penalty 632.785263 = -54554.887450 nChanged 3 SP:Iteration 24Q (2520.990000 sec): 3 clusters Score: Raw -55188.830366 + Penalty 632.785263 = -54556.045103 nChanged 4 SP:Iteration 25Q (2520.990000 sec): 3 clusters Score: Raw -55190.295394 + Penalty 632.785263 = -54557.510130 nChanged 0 SP:Iteration 26F (2520.990000 sec): 3 clusters Score: Raw -55190.295394 + Penalty 632.785263 = -54557.510130 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (165965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2521.250000 sec): 2 clusters Score: Raw -10220292.879522 + Penalty 546.888715 = -10219745.990807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2521.470000 sec): 3 clusters Score: Raw -10108451.229873 + Penalty 1093.777430 = -10107357.452442 nChanged 81344 SP:Iteration 1F (2521.680000 sec): 3 clusters Score: Raw -10159239.357283 + Penalty 1093.777430 = -10158145.579853 nChanged 7518 SP:Iteration 2Q (2521.900000 sec): 3 clusters Score: Raw -10161799.216332 + Penalty 1093.777430 = -10160705.438901 nChanged 8081 SP:Iteration 3Q (2522.120000 sec): 3 clusters Score: Raw -10164591.544768 + Penalty 1093.777430 = -10163497.767338 nChanged 7906 SP:Iteration 4Q (2522.340000 sec): 3 clusters Score: Raw -10167376.901357 + Penalty 1093.777430 = -10166283.123926 nChanged 7539 SP:Iteration 5Q (2522.560000 sec): 3 clusters Score: Raw -10170056.067841 + Penalty 1093.777430 = -10168962.290411 nChanged 7155 SP:Iteration 6Q (2522.780000 sec): 3 clusters Score: Raw -10172635.240048 + Penalty 1093.777430 = -10171541.462617 nChanged 6852 SP:Iteration 7Q (2523.000000 sec): 3 clusters Score: Raw -10175406.665687 + Penalty 1093.777430 = -10174312.888257 nChanged 6881 SP:Iteration 8Q (2523.230000 sec): 3 clusters Score: Raw -10178630.648301 + Penalty 1093.777430 = -10177536.870871 nChanged 6879 SP:Iteration 9Q (2523.450000 sec): 3 clusters Score: Raw -10182639.212605 + Penalty 1093.777430 = -10181545.435174 nChanged 7052 SP:Iteration 10Q (2523.670000 sec): 3 clusters Score: Raw -10188295.754298 + Penalty 1093.777430 = -10187201.976868 nChanged 7261 SP:Iteration 11Q (2523.890000 sec): 3 clusters Score: Raw -10196678.370149 + Penalty 1093.777430 = -10195584.592719 nChanged 6212 SP:Iteration 12Q (2524.110000 sec): 3 clusters Score: Raw -10203420.921716 + Penalty 1093.777430 = -10202327.144285 nChanged 4029 SP:Iteration 13Q (2524.310000 sec): 3 clusters Score: Raw -10206342.954063 + Penalty 1093.777430 = -10205249.176633 nChanged 3147 SP:Iteration 14Q (2524.520000 sec): 3 clusters Score: Raw -10208143.193717 + Penalty 1093.777430 = -10207049.416287 nChanged 2971 SP:Iteration 15Q (2524.720000 sec): 3 clusters Score: Raw -10209580.635917 + Penalty 1093.777430 = -10208486.858487 nChanged 2739 SP:Iteration 16Q (2524.920000 sec): 3 clusters Score: Raw -10210761.294307 + Penalty 1093.777430 = -10209667.516877 nChanged 2504 SP:Iteration 17Q (2525.110000 sec): 3 clusters Score: Raw -10211717.871430 + Penalty 1093.777430 = -10210624.093999 nChanged 2247 SP:Iteration 18Q (2525.310000 sec): 3 clusters Score: Raw -10212502.846484 + Penalty 1093.777430 = -10211409.069054 nChanged 2058 SP:Iteration 19Q (2525.490000 sec): 3 clusters Score: Raw -10213189.193978 + Penalty 1093.777430 = -10212095.416547 nChanged 1870 SP:Iteration 20F (2525.700000 sec): 3 clusters Score: Raw -10213791.802114 + Penalty 1093.777430 = -10212698.024684 nChanged 1737 SP:Iteration 21Q (2525.890000 sec): 3 clusters Score: Raw -10214329.587727 + Penalty 1093.777430 = -10213235.810297 nChanged 1608 SP:Iteration 22Q (2526.080000 sec): 3 clusters Score: Raw -10214819.602674 + Penalty 1093.777430 = -10213725.825244 nChanged 1535 SP:Iteration 23Q (2526.260000 sec): 3 clusters Score: Raw -10215286.078703 + Penalty 1093.777430 = -10214192.301273 nChanged 1410 SP:Iteration 24Q (2526.440000 sec): 3 clusters Score: Raw -10215697.943769 + Penalty 1093.777430 = -10214604.166339 nChanged 1228 SP:Iteration 25Q (2526.630000 sec): 3 clusters Score: Raw -10216030.007393 + Penalty 1093.777430 = -10214936.229963 nChanged 1134 SP:Iteration 26Q (2526.810000 sec): 3 clusters Score: Raw -10216324.102281 + Penalty 1093.777430 = -10215230.324850 nChanged 995 SP:Iteration 27Q (2526.990000 sec): 3 clusters Score: Raw -10216570.767322 + Penalty 1093.777430 = -10215476.989892 nChanged 966 SP:Iteration 28Q (2527.170000 sec): 3 clusters Score: Raw -10216807.734464 + Penalty 1093.777430 = -10215713.957034 nChanged 898 SP:Iteration 29Q (2527.350000 sec): 3 clusters Score: Raw -10217019.887871 + Penalty 1093.777430 = -10215926.110440 nChanged 818 SP:Iteration 30Q (2527.530000 sec): 3 clusters Score: Raw -10217208.737425 + Penalty 1093.777430 = -10216114.959995 nChanged 752 SP:Iteration 31Q (2527.710000 sec): 3 clusters Score: Raw -10217371.141377 + Penalty 1093.777430 = -10216277.363946 nChanged 693 SP:Iteration 32Q (2527.890000 sec): 3 clusters Score: Raw -10217519.276264 + Penalty 1093.777430 = -10216425.498834 nChanged 639 SP:Iteration 33Q (2528.060000 sec): 3 clusters Score: Raw -10217652.314295 + Penalty 1093.777430 = -10216558.536865 nChanged 602 SP:Iteration 34Q (2528.240000 sec): 3 clusters Score: Raw -10217776.903907 + Penalty 1093.777430 = -10216683.126476 nChanged 575 SP:Iteration 35Q (2528.410000 sec): 3 clusters Score: Raw -10217892.289644 + Penalty 1093.777430 = -10216798.512214 nChanged 532 SP:Iteration 36Q (2528.590000 sec): 3 clusters Score: Raw -10217996.462827 + Penalty 1093.777430 = -10216902.685396 nChanged 517 SP:Iteration 37Q (2528.760000 sec): 3 clusters Score: Raw -10218099.692162 + Penalty 1093.777430 = -10217005.914732 nChanged 510 SP:Iteration 38Q (2528.930000 sec): 3 clusters Score: Raw -10218204.750605 + Penalty 1093.777430 = -10217110.973174 nChanged 508 SP:Iteration 39Q (2529.110000 sec): 3 clusters Score: Raw -10218308.702432 + Penalty 1093.777430 = -10217214.925001 nChanged 473 SP:Iteration 40F (2529.310000 sec): 3 clusters Score: Raw -10218409.097939 + Penalty 1093.777430 = -10217315.320509 nChanged 454 SP:Iteration 41Q (2529.490000 sec): 3 clusters Score: Raw -10218500.508005 + Penalty 1093.777430 = -10217406.730574 nChanged 441 SP:Iteration 42Q (2529.660000 sec): 3 clusters Score: Raw -10218583.864604 + Penalty 1093.777430 = -10217490.087173 nChanged 397 SP:Iteration 43Q (2529.830000 sec): 3 clusters Score: Raw -10218654.740779 + Penalty 1093.777430 = -10217560.963349 nChanged 355 SP:Iteration 44Q (2530.000000 sec): 3 clusters Score: Raw -10218716.292319 + Penalty 1093.777430 = -10217622.514889 nChanged 346 SP:Iteration 45Q (2530.170000 sec): 3 clusters Score: Raw -10218777.345451 + Penalty 1093.777430 = -10217683.568021 nChanged 333 SP:Iteration 46Q (2530.350000 sec): 3 clusters Score: Raw -10218836.910282 + Penalty 1093.777430 = -10217743.132851 nChanged 332 SP:Iteration 47Q (2530.520000 sec): 3 clusters Score: Raw -10218898.935070 + Penalty 1093.777430 = -10217805.157640 nChanged 321 SP:Iteration 48Q (2530.690000 sec): 3 clusters Score: Raw -10218957.846130 + Penalty 1093.777430 = -10217864.068700 nChanged 304 SP:Iteration 49Q (2530.870000 sec): 3 clusters Score: Raw -10219016.336552 + Penalty 1093.777430 = -10217922.559121 nChanged 309 SP:Iteration 50Q (2531.060000 sec): 3 clusters Score: Raw -10219068.073683 + Penalty 1093.777430 = -10217974.296253 nChanged 260 SP:Iteration 51Q (2531.230000 sec): 3 clusters Score: Raw -10219107.562477 + Penalty 1093.777430 = -10218013.785046 nChanged 244 SP:Iteration 52Q (2531.400000 sec): 3 clusters Score: Raw -10219143.058655 + Penalty 1093.777430 = -10218049.281225 nChanged 242 SP:Iteration 53Q (2531.570000 sec): 3 clusters Score: Raw -10219181.622024 + Penalty 1093.777430 = -10218087.844593 nChanged 242 SP:Iteration 54Q (2531.740000 sec): 3 clusters Score: Raw -10219223.018174 + Penalty 1093.777430 = -10218129.240744 nChanged 251 SP:Iteration 55Q (2531.910000 sec): 3 clusters Score: Raw -10219265.607576 + Penalty 1093.777430 = -10218171.830146 nChanged 212 SP:Iteration 56Q (2532.080000 sec): 3 clusters Score: Raw -10219299.386099 + Penalty 1093.777430 = -10218205.608668 nChanged 211 SP:Iteration 57Q (2532.250000 sec): 3 clusters Score: Raw -10219331.876545 + Penalty 1093.777430 = -10218238.099115 nChanged 210 SP:Iteration 58Q (2532.420000 sec): 3 clusters Score: Raw -10219363.551918 + Penalty 1093.777430 = -10218269.774488 nChanged 191 SP:Iteration 59Q (2532.590000 sec): 3 clusters Score: Raw -10219390.398270 + Penalty 1093.777430 = -10218296.620840 nChanged 167 SP:Iteration 60F (2532.800000 sec): 3 clusters Score: Raw -10219411.484609 + Penalty 1093.777430 = -10218317.707179 nChanged 146 SP:Iteration 61Q (2532.960000 sec): 3 clusters Score: Raw -10219429.579973 + Penalty 1093.777430 = -10218335.802542 nChanged 140 SP:Iteration 62Q (2533.140000 sec): 3 clusters Score: Raw -10219446.445945 + Penalty 1093.777430 = -10218352.668514 nChanged 152 SP:Iteration 63Q (2533.300000 sec): 3 clusters Score: Raw -10219466.573926 + Penalty 1093.777430 = -10218372.796495 nChanged 171 SP:Iteration 64Q (2533.470000 sec): 3 clusters Score: Raw -10219492.649741 + Penalty 1093.777430 = -10218398.872310 nChanged 190 SP:Iteration 65Q (2533.640000 sec): 3 clusters Score: Raw -10219522.308614 + Penalty 1093.777430 = -10218428.531184 nChanged 178 SP:Iteration 66Q (2533.810000 sec): 3 clusters Score: Raw -10219549.834607 + Penalty 1093.777430 = -10218456.057177 nChanged 188 SP:Iteration 67Q (2533.970000 sec): 3 clusters Score: Raw -10219580.684083 + Penalty 1093.777430 = -10218486.906652 nChanged 171 SP:Iteration 68Q (2534.140000 sec): 3 clusters Score: Raw -10219608.345397 + Penalty 1093.777430 = -10218514.567967 nChanged 168 SP:Iteration 69Q (2534.300000 sec): 3 clusters Score: Raw -10219635.504423 + Penalty 1093.777430 = -10218541.726993 nChanged 158 SP:Iteration 70Q (2534.470000 sec): 3 clusters Score: Raw -10219661.658420 + Penalty 1093.777430 = -10218567.880990 nChanged 154 SP:Iteration 71Q (2534.630000 sec): 3 clusters Score: Raw -10219685.766075 + Penalty 1093.777430 = -10218591.988645 nChanged 149 SP:Iteration 72Q (2534.800000 sec): 3 clusters Score: Raw -10219706.887593 + Penalty 1093.777430 = -10218613.110163 nChanged 134 SP:Iteration 73Q (2534.960000 sec): 3 clusters Score: Raw -10219724.817714 + Penalty 1093.777430 = -10218631.040284 nChanged 126 SP:Iteration 74Q (2535.120000 sec): 3 clusters Score: Raw -10219741.984153 + Penalty 1093.777430 = -10218648.206722 nChanged 124 SP:Iteration 75Q (2535.280000 sec): 3 clusters Score: Raw -10219761.236020 + Penalty 1093.777430 = -10218667.458590 nChanged 133 SP:Iteration 76Q (2535.450000 sec): 3 clusters Score: Raw -10219781.318069 + Penalty 1093.777430 = -10218687.540639 nChanged 108 SP:Iteration 77Q (2535.610000 sec): 3 clusters Score: Raw -10219796.002771 + Penalty 1093.777430 = -10218702.225340 nChanged 108 SP:Iteration 78Q (2535.770000 sec): 3 clusters Score: Raw -10219809.961936 + Penalty 1093.777430 = -10218716.184506 nChanged 111 SP:Iteration 79Q (2535.940000 sec): 3 clusters Score: Raw -10219827.256539 + Penalty 1093.777430 = -10218733.479108 nChanged 114 SP:Iteration 80F (2536.140000 sec): 3 clusters Score: Raw -10219844.076766 + Penalty 1093.777430 = -10218750.299335 nChanged 104 SP:Iteration 81Q (2536.300000 sec): 3 clusters Score: Raw -10219857.901063 + Penalty 1093.777430 = -10218764.123633 nChanged 95 SP:Iteration 82Q (2536.460000 sec): 3 clusters Score: Raw -10219872.254071 + Penalty 1093.777430 = -10218778.476640 nChanged 108 SP:Iteration 83Q (2536.620000 sec): 3 clusters Score: Raw -10219889.556938 + Penalty 1093.777430 = -10218795.779508 nChanged 115 SP:Iteration 84Q (2536.780000 sec): 3 clusters Score: Raw -10219911.182029 + Penalty 1093.777430 = -10218817.404599 nChanged 114 SP:Iteration 85Q (2536.930000 sec): 3 clusters Score: Raw -10219929.798165 + Penalty 1093.777430 = -10218836.020735 nChanged 115 SP:Iteration 86Q (2537.080000 sec): 3 clusters Score: Raw -10219949.306592 + Penalty 1093.777430 = -10218855.529161 nChanged 124 SP:Iteration 87Q (2537.220000 sec): 3 clusters Score: Raw -10219970.680683 + Penalty 1093.777430 = -10218876.903253 nChanged 116 SP:Iteration 88Q (2537.360000 sec): 3 clusters Score: Raw -10219993.411424 + Penalty 1093.777430 = -10218899.633993 nChanged 134 SP:Iteration 89Q (2537.510000 sec): 3 clusters Score: Raw -10220019.990523 + Penalty 1093.777430 = -10218926.213092 nChanged 124 SP:Iteration 90Q (2537.650000 sec): 3 clusters Score: Raw -10220044.778896 + Penalty 1093.777430 = -10218951.001466 nChanged 116 SP:Iteration 91Q (2537.800000 sec): 3 clusters Score: Raw -10220064.875885 + Penalty 1093.777430 = -10218971.098454 nChanged 94 SP:Iteration 92Q (2537.940000 sec): 3 clusters Score: Raw -10220081.784868 + Penalty 1093.777430 = -10218988.007438 nChanged 101 SP:Iteration 93Q (2538.080000 sec): 3 clusters Score: Raw -10220100.859730 + Penalty 1093.777430 = -10219007.082299 nChanged 83 SP:Iteration 94Q (2538.230000 sec): 3 clusters Score: Raw -10220119.173208 + Penalty 1093.777430 = -10219025.395778 nChanged 104 SP:Iteration 95Q (2538.370000 sec): 3 clusters Score: Raw -10220146.695515 + Penalty 1093.777430 = -10219052.918085 nChanged 115 SP:Iteration 96Q (2538.520000 sec): 3 clusters Score: Raw -10220174.703271 + Penalty 1093.777430 = -10219080.925841 nChanged 102 SP:Iteration 97Q (2538.660000 sec): 3 clusters Score: Raw -10220198.639960 + Penalty 1093.777430 = -10219104.862529 nChanged 87 SP:Iteration 98Q (2538.800000 sec): 3 clusters Score: Raw -10220222.559248 + Penalty 1093.777430 = -10219128.781818 nChanged 85 SP:Iteration 99Q (2538.940000 sec): 3 clusters Score: Raw -10220242.880800 + Penalty 1093.777430 = -10219149.103369 nChanged 78 SP:Iteration 100F (2539.120000 sec): 3 clusters Score: Raw -10220258.140073 + Penalty 1093.777430 = -10219164.362643 nChanged 52 SP:Iteration 101Q (2539.270000 sec): 3 clusters Score: Raw -10220267.248357 + Penalty 1093.777430 = -10219173.470927 nChanged 40 SP:Iteration 102Q (2539.410000 sec): 3 clusters Score: Raw -10220273.565913 + Penalty 1093.777430 = -10219179.788483 nChanged 29 SP:Iteration 103Q (2539.560000 sec): 3 clusters Score: Raw -10220278.271307 + Penalty 1093.777430 = -10219184.493877 nChanged 32 SP:Iteration 104Q (2539.700000 sec): 3 clusters Score: Raw -10220285.751047 + Penalty 1093.777430 = -10219191.973616 nChanged 32 SP:Iteration 105Q (2539.850000 sec): 3 clusters Score: Raw -10220294.791989 + Penalty 1093.777430 = -10219201.014559 nChanged 36 SP:Iteration 106Q (2540.000000 sec): 3 clusters Score: Raw -10220302.448069 + Penalty 1093.777430 = -10219208.670639 nChanged 32 SP:Iteration 107Q (2540.140000 sec): 3 clusters Score: Raw -10220307.707639 + Penalty 1093.777430 = -10219213.930209 nChanged 23 SP:Iteration 108Q (2540.290000 sec): 3 clusters Score: Raw -10220310.678562 + Penalty 1093.777430 = -10219216.901132 nChanged 15 SP:Iteration 109Q (2540.430000 sec): 3 clusters Score: Raw -10220312.132574 + Penalty 1093.777430 = -10219218.355144 nChanged 12 SP:Iteration 110Q (2540.580000 sec): 3 clusters Score: Raw -10220313.347221 + Penalty 1093.777430 = -10219219.569791 nChanged 15 SP:Iteration 111Q (2540.720000 sec): 3 clusters Score: Raw -10220316.047031 + Penalty 1093.777430 = -10219222.269601 nChanged 19 SP:Iteration 112Q (2540.870000 sec): 3 clusters Score: Raw -10220319.386520 + Penalty 1093.777430 = -10219225.609089 nChanged 22 SP:Iteration 113Q (2541.020000 sec): 3 clusters Score: Raw -10220326.160742 + Penalty 1093.777430 = -10219232.383311 nChanged 24 SP:Iteration 114Q (2541.160000 sec): 3 clusters Score: Raw -10220331.579376 + Penalty 1093.777430 = -10219237.801945 nChanged 28 SP:Iteration 115Q (2541.300000 sec): 3 clusters Score: Raw -10220336.171723 + Penalty 1093.777430 = -10219242.394293 nChanged 23 SP:Iteration 116Q (2541.450000 sec): 3 clusters Score: Raw -10220340.743976 + Penalty 1093.777430 = -10219246.966545 nChanged 27 SP:Iteration 117Q (2541.600000 sec): 3 clusters Score: Raw -10220346.778270 + Penalty 1093.777430 = -10219253.000840 nChanged 28 SP:Iteration 118Q (2541.740000 sec): 3 clusters Score: Raw -10220355.280114 + Penalty 1093.777430 = -10219261.502684 nChanged 26 SP:Iteration 119Q (2541.890000 sec): 3 clusters Score: Raw -10220363.691707 + Penalty 1093.777430 = -10219269.914277 nChanged 27 SP:Iteration 120F (2542.090000 sec): 3 clusters Score: Raw -10220369.054195 + Penalty 1093.777430 = -10219275.276765 nChanged 28 SP:Iteration 121Q (2542.250000 sec): 3 clusters Score: Raw -10220375.794212 + Penalty 1093.777430 = -10219282.016782 nChanged 27 SP:Iteration 122Q (2542.410000 sec): 3 clusters Score: Raw -10220381.382663 + Penalty 1093.777430 = -10219287.605233 nChanged 24 SP:Iteration 123Q (2542.570000 sec): 3 clusters Score: Raw -10220386.024758 + Penalty 1093.777430 = -10219292.247327 nChanged 21 SP:Iteration 124Q (2542.740000 sec): 3 clusters Score: Raw -10220389.732155 + Penalty 1093.777430 = -10219295.954725 nChanged 16 SP:Iteration 125Q (2542.900000 sec): 3 clusters Score: Raw -10220393.430938 + Penalty 1093.777430 = -10219299.653508 nChanged 16 SP:Iteration 126Q (2543.060000 sec): 3 clusters Score: Raw -10220396.268650 + Penalty 1093.777430 = -10219302.491220 nChanged 12 SP:Iteration 127Q (2543.220000 sec): 3 clusters Score: Raw -10220398.522531 + Penalty 1093.777430 = -10219304.745100 nChanged 10 SP:Iteration 128Q (2543.380000 sec): 3 clusters Score: Raw -10220399.726009 + Penalty 1093.777430 = -10219305.948579 nChanged 2 SP:Iteration 129Q (2543.540000 sec): 3 clusters Score: Raw -10220400.056557 + Penalty 1093.777430 = -10219306.279126 nChanged 3 SP:Iteration 130Q (2543.710000 sec): 3 clusters Score: Raw -10220400.270794 + Penalty 1093.777430 = -10219306.493364 nChanged 1 SP:Iteration 131Q (2543.870000 sec): 3 clusters Score: Raw -10220400.321862 + Penalty 1093.777430 = -10219306.544431 nChanged 1 SP:Iteration 132Q (2544.040000 sec): 3 clusters Score: Raw -10220400.424560 + Penalty 1093.777430 = -10219306.647130 nChanged 2 SP:Iteration 133Q (2544.200000 sec): 3 clusters Score: Raw -10220400.851717 + Penalty 1093.777430 = -10219307.074287 nChanged 3 SP:Iteration 134Q (2544.370000 sec): 3 clusters Score: Raw -10220401.566672 + Penalty 1093.777430 = -10219307.789242 nChanged 2 SP:Iteration 135Q (2544.530000 sec): 3 clusters Score: Raw -10220401.704942 + Penalty 1093.777430 = -10219307.927512 nChanged 1 SP:Iteration 136Q (2544.690000 sec): 3 clusters Score: Raw -10220401.895633 + Penalty 1093.777430 = -10219308.118203 nChanged 3 SP:Iteration 137Q (2544.860000 sec): 3 clusters Score: Raw -10220402.334000 + Penalty 1093.777430 = -10219308.556570 nChanged 0 SP:Iteration 138F (2545.060000 sec): 3 clusters Score: Raw -10220402.334000 + Penalty 1093.777430 = -10219308.556570 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.110000 sec): 2 clusters Score: Raw -31677.397683 + Penalty 289.674405 = -31387.723278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.110000 sec): 3 clusters Score: Raw -31437.177159 + Penalty 579.348811 = -30857.828348 nChanged 197 SP:Iteration 1F (2545.110000 sec): 3 clusters Score: Raw -31596.965882 + Penalty 579.348811 = -31017.617071 nChanged 60 SP:Iteration 2F (2545.110000 sec): 3 clusters Score: Raw -31665.229457 + Penalty 579.348811 = -31085.880646 nChanged 51 SP:Iteration 3F (2545.120000 sec): 3 clusters Score: Raw -31723.315996 + Penalty 579.348811 = -31143.967185 nChanged 36 SP:Iteration 4F (2545.120000 sec): 3 clusters Score: Raw -31756.511674 + Penalty 579.348811 = -31177.162863 nChanged 22 SP:Iteration 5Q (2545.120000 sec): 3 clusters Score: Raw -31776.892379 + Penalty 579.348811 = -31197.543568 nChanged 11 SP:Iteration 6Q (2545.120000 sec): 3 clusters Score: Raw -31783.510822 + Penalty 579.348811 = -31204.162011 nChanged 5 SP:Iteration 7Q (2545.120000 sec): 3 clusters Score: Raw -31786.482574 + Penalty 579.348811 = -31207.133764 nChanged 3 SP:Iteration 8Q (2545.120000 sec): 3 clusters Score: Raw -31789.915526 + Penalty 579.348811 = -31210.566716 nChanged 3 SP:Iteration 9Q (2545.120000 sec): 3 clusters Score: Raw -31791.918912 + Penalty 579.348811 = -31212.570101 nChanged 2 SP:Iteration 10Q (2545.120000 sec): 3 clusters Score: Raw -31793.611882 + Penalty 579.348811 = -31214.263071 nChanged 2 SP:Iteration 11Q (2545.120000 sec): 3 clusters Score: Raw -31795.146673 + Penalty 579.348811 = -31215.797862 nChanged 4 SP:Iteration 12Q (2545.120000 sec): 3 clusters Score: Raw -31796.564392 + Penalty 579.348811 = -31217.215581 nChanged 1 SP:Iteration 13Q (2545.120000 sec): 3 clusters Score: Raw -31797.498693 + Penalty 579.348811 = -31218.149882 nChanged 2 SP:Iteration 14Q (2545.120000 sec): 3 clusters Score: Raw -31798.093729 + Penalty 579.348811 = -31218.744918 nChanged 2 SP:Iteration 15Q (2545.120000 sec): 3 clusters Score: Raw -31800.324728 + Penalty 579.348811 = -31220.975917 nChanged 2 SP:Iteration 16Q (2545.120000 sec): 3 clusters Score: Raw -31801.228549 + Penalty 579.348811 = -31221.879738 nChanged 0 SP:Iteration 17F (2545.120000 sec): 3 clusters Score: Raw -31801.228549 + Penalty 579.348811 = -31221.879738 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (3475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.130000 sec): 2 clusters Score: Raw -207819.409302 + Penalty 370.977414 = -207448.431888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.130000 sec): 3 clusters Score: Raw -205784.967303 + Penalty 741.954828 = -205043.012475 nChanged 1526 SP:Iteration 1F (2545.140000 sec): 3 clusters Score: Raw -206751.226364 + Penalty 741.954828 = -206009.271536 nChanged 299 SP:Iteration 2F (2545.140000 sec): 3 clusters Score: Raw -206941.482018 + Penalty 741.954828 = -206199.527190 nChanged 271 SP:Iteration 3F (2545.140000 sec): 3 clusters Score: Raw -207124.868363 + Penalty 741.954828 = -206382.913535 nChanged 207 SP:Iteration 4F (2545.150000 sec): 3 clusters Score: Raw -207272.458803 + Penalty 741.954828 = -206530.503975 nChanged 173 SP:Iteration 5Q (2545.150000 sec): 3 clusters Score: Raw -207408.741059 + Penalty 741.954828 = -206666.786231 nChanged 143 SP:Iteration 6Q (2545.160000 sec): 3 clusters Score: Raw -207515.242389 + Penalty 741.954828 = -206773.287562 nChanged 99 SP:Iteration 7Q (2545.160000 sec): 3 clusters Score: Raw -207595.179366 + Penalty 741.954828 = -206853.224538 nChanged 107 SP:Iteration 8Q (2545.160000 sec): 3 clusters Score: Raw -207675.789357 + Penalty 741.954828 = -206933.834529 nChanged 62 SP:Iteration 9Q (2545.170000 sec): 3 clusters Score: Raw -207713.947363 + Penalty 741.954828 = -206971.992535 nChanged 46 SP:Iteration 10Q (2545.170000 sec): 3 clusters Score: Raw -207736.878552 + Penalty 741.954828 = -206994.923724 nChanged 42 SP:Iteration 11Q (2545.180000 sec): 3 clusters Score: Raw -207764.986030 + Penalty 741.954828 = -207023.031202 nChanged 37 SP:Iteration 12Q (2545.180000 sec): 3 clusters Score: Raw -207779.482746 + Penalty 741.954828 = -207037.527918 nChanged 26 SP:Iteration 13Q (2545.180000 sec): 3 clusters Score: Raw -207793.341940 + Penalty 741.954828 = -207051.387112 nChanged 29 SP:Iteration 14Q (2545.180000 sec): 3 clusters Score: Raw -207803.389874 + Penalty 741.954828 = -207061.435046 nChanged 18 SP:Iteration 15Q (2545.190000 sec): 3 clusters Score: Raw -207810.336243 + Penalty 741.954828 = -207068.381415 nChanged 17 SP:Iteration 16Q (2545.190000 sec): 3 clusters Score: Raw -207818.309827 + Penalty 741.954828 = -207076.354999 nChanged 23 SP:Iteration 17Q (2545.200000 sec): 3 clusters Score: Raw -207830.792191 + Penalty 741.954828 = -207088.837363 nChanged 26 SP:Iteration 18Q (2545.200000 sec): 3 clusters Score: Raw -207843.524422 + Penalty 741.954828 = -207101.569594 nChanged 27 SP:Iteration 19Q (2545.200000 sec): 3 clusters Score: Raw -207852.481414 + Penalty 741.954828 = -207110.526587 nChanged 27 SP:Iteration 20F (2545.210000 sec): 3 clusters Score: Raw -207862.301412 + Penalty 741.954828 = -207120.346584 nChanged 23 SP:Iteration 21Q (2545.210000 sec): 3 clusters Score: Raw -207869.098766 + Penalty 741.954828 = -207127.143938 nChanged 9 SP:Iteration 22Q (2545.210000 sec): 3 clusters Score: Raw -207871.277184 + Penalty 741.954828 = -207129.322356 nChanged 5 SP:Iteration 23Q (2545.220000 sec): 3 clusters Score: Raw -207871.942659 + Penalty 741.954828 = -207129.987831 nChanged 4 SP:Iteration 24Q (2545.220000 sec): 3 clusters Score: Raw -207873.020458 + Penalty 741.954828 = -207131.065630 nChanged 4 SP:Iteration 25Q (2545.220000 sec): 3 clusters Score: Raw -207873.919911 + Penalty 741.954828 = -207131.965083 nChanged 5 SP:Iteration 26Q (2545.230000 sec): 3 clusters Score: Raw -207874.681543 + Penalty 741.954828 = -207132.726715 nChanged 8 SP:Iteration 27Q (2545.230000 sec): 3 clusters Score: Raw -207876.372571 + Penalty 741.954828 = -207134.417743 nChanged 4 SP:Iteration 28Q (2545.230000 sec): 3 clusters Score: Raw -207877.534764 + Penalty 741.954828 = -207135.579936 nChanged 5 SP:Iteration 29Q (2545.240000 sec): 3 clusters Score: Raw -207878.649887 + Penalty 741.954828 = -207136.695059 nChanged 4 SP:Iteration 30Q (2545.240000 sec): 3 clusters Score: Raw -207879.654061 + Penalty 741.954828 = -207137.699233 nChanged 3 SP:Iteration 31Q (2545.240000 sec): 3 clusters Score: Raw -207880.359107 + Penalty 741.954828 = -207138.404279 nChanged 3 SP:Iteration 32Q (2545.250000 sec): 3 clusters Score: Raw -207880.703439 + Penalty 741.954828 = -207138.748611 nChanged 2 SP:Iteration 33Q (2545.250000 sec): 3 clusters Score: Raw -207880.938899 + Penalty 741.954828 = -207138.984071 nChanged 2 SP:Iteration 34Q (2545.250000 sec): 3 clusters Score: Raw -207881.308345 + Penalty 741.954828 = -207139.353517 nChanged 4 SP:Iteration 35Q (2545.260000 sec): 3 clusters Score: Raw -207881.752921 + Penalty 741.954828 = -207139.798093 nChanged 1 SP:Iteration 36Q (2545.260000 sec): 3 clusters Score: Raw -207881.844711 + Penalty 741.954828 = -207139.889883 nChanged 1 SP:Iteration 37Q (2545.260000 sec): 3 clusters Score: Raw -207882.035115 + Penalty 741.954828 = -207140.080287 nChanged 2 SP:Iteration 38Q (2545.270000 sec): 3 clusters Score: Raw -207882.245208 + Penalty 741.954828 = -207140.290380 nChanged 1 SP:Iteration 39Q (2545.270000 sec): 3 clusters Score: Raw -207882.274058 + Penalty 741.954828 = -207140.319230 nChanged 0 SP:Iteration 40F (2545.270000 sec): 3 clusters Score: Raw -207882.274058 + Penalty 741.954828 = -207140.319230 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.280000 sec): 2 clusters Score: Raw -2846.962628 + Penalty 196.445709 = -2650.516919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.280000 sec): 3 clusters Score: Raw -2902.796818 + Penalty 392.891418 = -2509.905400 nChanged 13 SP:Iteration 1F (2545.280000 sec): 3 clusters Score: Raw -2925.731048 + Penalty 392.891418 = -2532.839630 nChanged 3 SP:Iteration 2Q (2545.280000 sec): 3 clusters Score: Raw -2937.662031 + Penalty 392.891418 = -2544.770613 nChanged 4 SP:Iteration 3F (2545.280000 sec): 3 clusters Score: Raw -2947.703101 + Penalty 392.891418 = -2554.811683 nChanged 2 SP:Iteration 4Q (2545.280000 sec): 3 clusters Score: Raw -2954.582540 + Penalty 392.891418 = -2561.691122 nChanged 1 SP:Iteration 5Q (2545.280000 sec): 3 clusters Score: Raw -2956.973036 + Penalty 392.891418 = -2564.081618 nChanged 2 SP:Iteration 6Q (2545.280000 sec): 3 clusters Score: Raw -2967.946706 + Penalty 392.891418 = -2575.055288 nChanged 1 SP:Iteration 7Q (2545.280000 sec): 3 clusters Score: Raw -2971.378114 + Penalty 392.891418 = -2578.486696 nChanged 1 SP:Iteration 8Q (2545.280000 sec): 3 clusters Score: Raw -2975.284873 + Penalty 392.891418 = -2582.393455 nChanged 0 SP:Iteration 9F (2545.280000 sec): 3 clusters Score: Raw -2975.284873 + Penalty 392.891418 = -2582.393455 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.280000 sec): 2 clusters Score: Raw -37720.485741 + Penalty 297.419468 = -37423.066273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.280000 sec): 3 clusters Score: Raw -37396.175004 + Penalty 594.838935 = -36801.336069 nChanged 267 SP:Iteration 1F (2545.280000 sec): 3 clusters Score: Raw -37647.646503 + Penalty 594.838935 = -37052.807568 nChanged 82 SP:Iteration 2F (2545.280000 sec): 3 clusters Score: Raw -37811.851634 + Penalty 594.838935 = -37217.012698 nChanged 74 SP:Iteration 3F (2545.280000 sec): 3 clusters Score: Raw -37980.798498 + Penalty 594.838935 = -37385.959563 nChanged 60 SP:Iteration 4F (2545.280000 sec): 3 clusters Score: Raw -38140.596848 + Penalty 594.838935 = -37545.757913 nChanged 37 SP:Iteration 5F (2545.280000 sec): 3 clusters Score: Raw -38246.011005 + Penalty 594.838935 = -37651.172070 nChanged 35 SP:Iteration 6F (2545.280000 sec): 3 clusters Score: Raw -38336.731274 + Penalty 594.838935 = -37741.892339 nChanged 26 SP:Iteration 7Q (2545.280000 sec): 3 clusters Score: Raw -38409.697871 + Penalty 594.838935 = -37814.858935 nChanged 18 SP:Iteration 8Q (2545.280000 sec): 3 clusters Score: Raw -38446.131375 + Penalty 594.838935 = -37851.292439 nChanged 3 SP:Iteration 9Q (2545.290000 sec): 3 clusters Score: Raw -38448.711932 + Penalty 594.838935 = -37853.872996 nChanged 0 SP:Iteration 10F (2545.290000 sec): 3 clusters Score: Raw -38448.711932 + Penalty 594.838935 = -37853.872996 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.290000 sec): 2 clusters Score: Raw -27182.829192 + Penalty 283.486906 = -26899.342286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.290000 sec): 3 clusters Score: Raw -26994.592428 + Penalty 566.973812 = -26427.618616 nChanged 150 SP:Iteration 1F (2545.290000 sec): 3 clusters Score: Raw -27129.595511 + Penalty 566.973812 = -26562.621700 nChanged 52 SP:Iteration 2F (2545.290000 sec): 3 clusters Score: Raw -27220.063259 + Penalty 566.973812 = -26653.089448 nChanged 38 SP:Iteration 3F (2545.290000 sec): 3 clusters Score: Raw -27298.836079 + Penalty 566.973812 = -26731.862267 nChanged 29 SP:Iteration 4F (2545.290000 sec): 3 clusters Score: Raw -27335.167126 + Penalty 566.973812 = -26768.193314 nChanged 19 SP:Iteration 5Q (2545.290000 sec): 3 clusters Score: Raw -27356.822756 + Penalty 566.973812 = -26789.848945 nChanged 9 SP:Iteration 6Q (2545.290000 sec): 3 clusters Score: Raw -27366.878409 + Penalty 566.973812 = -26799.904597 nChanged 7 SP:Iteration 7Q (2545.290000 sec): 3 clusters Score: Raw -27373.305860 + Penalty 566.973812 = -26806.332048 nChanged 4 SP:Iteration 8Q (2545.290000 sec): 3 clusters Score: Raw -27375.915861 + Penalty 566.973812 = -26808.942050 nChanged 2 SP:Iteration 9Q (2545.290000 sec): 3 clusters Score: Raw -27376.925460 + Penalty 566.973812 = -26809.951648 nChanged 4 SP:Iteration 10Q (2545.290000 sec): 3 clusters Score: Raw -27379.593505 + Penalty 566.973812 = -26812.619693 nChanged 4 SP:Iteration 11Q (2545.290000 sec): 3 clusters Score: Raw -27381.764699 + Penalty 566.973812 = -26814.790887 nChanged 5 SP:Iteration 12Q (2545.290000 sec): 3 clusters Score: Raw -27387.394355 + Penalty 566.973812 = -26820.420543 nChanged 4 SP:Iteration 13Q (2545.300000 sec): 3 clusters Score: Raw -27392.430170 + Penalty 566.973812 = -26825.456358 nChanged 4 SP:Iteration 14Q (2545.300000 sec): 3 clusters Score: Raw -27398.155096 + Penalty 566.973812 = -26831.181284 nChanged 3 SP:Iteration 15Q (2545.300000 sec): 3 clusters Score: Raw -27404.291114 + Penalty 566.973812 = -26837.317302 nChanged 6 SP:Iteration 16Q (2545.300000 sec): 3 clusters Score: Raw -27420.502863 + Penalty 566.973812 = -26853.529052 nChanged 5 SP:Iteration 17Q (2545.300000 sec): 3 clusters Score: Raw -27428.571346 + Penalty 566.973812 = -26861.597535 nChanged 7 SP:Iteration 18Q (2545.300000 sec): 3 clusters Score: Raw -27441.735682 + Penalty 566.973812 = -26874.761870 nChanged 10 SP:Iteration 19Q (2545.300000 sec): 3 clusters Score: Raw -27464.727414 + Penalty 566.973812 = -26897.753602 nChanged 7 SP:Iteration 20F (2545.300000 sec): 3 clusters Score: Raw -27476.639473 + Penalty 566.973812 = -26909.665662 nChanged 1 SP:Iteration 21Q (2545.300000 sec): 3 clusters Score: Raw -27476.834429 + Penalty 566.973812 = -26909.860617 nChanged 1 SP:Iteration 22Q (2545.300000 sec): 3 clusters Score: Raw -27478.107578 + Penalty 566.973812 = -26911.133766 nChanged 2 SP:Iteration 23Q (2545.300000 sec): 3 clusters Score: Raw -27479.649699 + Penalty 566.973812 = -26912.675887 nChanged 0 SP:Iteration 24F (2545.300000 sec): 3 clusters Score: Raw -27479.649699 + Penalty 566.973812 = -26912.675887 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 23 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.300000 sec): 2 clusters Score: Raw -25104.418362 + Penalty 282.215366 = -24822.202996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.300000 sec): 3 clusters Score: Raw -24917.718254 + Penalty 564.430732 = -24353.287522 nChanged 179 SP:Iteration 1F (2545.300000 sec): 3 clusters Score: Raw -25355.440981 + Penalty 564.430732 = -24791.010249 nChanged 72 SP:Iteration 2F (2545.300000 sec): 3 clusters Score: Raw -25692.685392 + Penalty 564.430732 = -25128.254660 nChanged 47 SP:Iteration 3F (2545.300000 sec): 3 clusters Score: Raw -25986.085934 + Penalty 564.430732 = -25421.655202 nChanged 40 SP:Iteration 4F (2545.300000 sec): 3 clusters Score: Raw -26358.225130 + Penalty 564.430732 = -25793.794398 nChanged 16 SP:Iteration 5Q (2545.310000 sec): 3 clusters Score: Raw -26457.717081 + Penalty 564.430732 = -25893.286349 nChanged 5 SP:Iteration 6Q (2545.310000 sec): 3 clusters Score: Raw -26475.739410 + Penalty 564.430732 = -25911.308678 nChanged 1 SP:Iteration 7Q (2545.310000 sec): 3 clusters Score: Raw -26476.990130 + Penalty 564.430732 = -25912.559398 nChanged 0 SP:Iteration 8F (2545.310000 sec): 3 clusters Score: Raw -26476.990130 + Penalty 564.430732 = -25912.559398 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 24 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.310000 sec): 2 clusters Score: Raw -23287.178286 + Penalty 279.266581 = -23007.911705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.310000 sec): 3 clusters Score: Raw -23119.350409 + Penalty 558.533162 = -22560.817247 nChanged 161 SP:Iteration 1F (2545.310000 sec): 3 clusters Score: Raw -23446.898919 + Penalty 558.533162 = -22888.365757 nChanged 56 SP:Iteration 2F (2545.310000 sec): 3 clusters Score: Raw -23642.324675 + Penalty 558.533162 = -23083.791513 nChanged 51 SP:Iteration 3F (2545.310000 sec): 3 clusters Score: Raw -23878.686927 + Penalty 558.533162 = -23320.153765 nChanged 27 SP:Iteration 4F (2545.310000 sec): 3 clusters Score: Raw -24018.905252 + Penalty 558.533162 = -23460.372090 nChanged 7 SP:Iteration 5Q (2545.310000 sec): 3 clusters Score: Raw -24036.658633 + Penalty 558.533162 = -23478.125472 nChanged 6 SP:Iteration 6Q (2545.320000 sec): 3 clusters Score: Raw -24053.675193 + Penalty 558.533162 = -23495.142031 nChanged 6 SP:Iteration 7Q (2545.320000 sec): 3 clusters Score: Raw -24073.287902 + Penalty 558.533162 = -23514.754740 nChanged 5 SP:Iteration 8Q (2545.320000 sec): 3 clusters Score: Raw -24099.430027 + Penalty 558.533162 = -23540.896865 nChanged 4 SP:Iteration 9Q (2545.320000 sec): 3 clusters Score: Raw -24108.860608 + Penalty 558.533162 = -23550.327446 nChanged 0 SP:Iteration 10F (2545.320000 sec): 3 clusters Score: Raw -24108.860608 + Penalty 558.533162 = -23550.327446 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 25 (19985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.350000 sec): 2 clusters Score: Raw -1249044.675073 + Penalty 450.574546 = -1248594.100527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.370000 sec): 3 clusters Score: Raw -1236019.446059 + Penalty 901.149092 = -1235118.296968 nChanged 9586 SP:Iteration 1F (2545.400000 sec): 3 clusters Score: Raw -1241733.092327 + Penalty 901.149092 = -1240831.943235 nChanged 1018 SP:Iteration 2F (2545.420000 sec): 3 clusters Score: Raw -1242176.800229 + Penalty 901.149092 = -1241275.651137 nChanged 1216 SP:Iteration 3F (2545.440000 sec): 3 clusters Score: Raw -1242894.269318 + Penalty 901.149092 = -1241993.120226 nChanged 1430 SP:Iteration 4F (2545.460000 sec): 3 clusters Score: Raw -1243988.513936 + Penalty 901.149092 = -1243087.364844 nChanged 1562 SP:Iteration 5F (2545.490000 sec): 3 clusters Score: Raw -1245345.209985 + Penalty 901.149092 = -1244444.060894 nChanged 1325 SP:Iteration 6F (2545.510000 sec): 3 clusters Score: Raw -1246635.944278 + Penalty 901.149092 = -1245734.795186 nChanged 1001 SP:Iteration 7F (2545.530000 sec): 3 clusters Score: Raw -1247649.959326 + Penalty 901.149092 = -1246748.810235 nChanged 656 SP:Iteration 8Q (2545.560000 sec): 3 clusters Score: Raw -1248163.389874 + Penalty 901.149092 = -1247262.240782 nChanged 404 SP:Iteration 9Q (2545.580000 sec): 3 clusters Score: Raw -1248437.429274 + Penalty 901.149092 = -1247536.280183 nChanged 301 SP:Iteration 10Q (2545.600000 sec): 3 clusters Score: Raw -1248622.420632 + Penalty 901.149092 = -1247721.271540 nChanged 243 SP:Iteration 11Q (2545.620000 sec): 3 clusters Score: Raw -1248738.488033 + Penalty 901.149092 = -1247837.338942 nChanged 195 SP:Iteration 12Q (2545.640000 sec): 3 clusters Score: Raw -1248812.786134 + Penalty 901.149092 = -1247911.637042 nChanged 146 SP:Iteration 13Q (2545.660000 sec): 3 clusters Score: Raw -1248862.243426 + Penalty 901.149092 = -1247961.094335 nChanged 122 SP:Iteration 14Q (2545.670000 sec): 3 clusters Score: Raw -1248898.591008 + Penalty 901.149092 = -1247997.441916 nChanged 99 SP:Iteration 15Q (2545.690000 sec): 3 clusters Score: Raw -1248917.227766 + Penalty 901.149092 = -1248016.078674 nChanged 60 SP:Iteration 16Q (2545.710000 sec): 3 clusters Score: Raw -1248926.524081 + Penalty 901.149092 = -1248025.374990 nChanged 49 SP:Iteration 17Q (2545.730000 sec): 3 clusters Score: Raw -1248932.859807 + Penalty 901.149092 = -1248031.710715 nChanged 44 SP:Iteration 18Q (2545.750000 sec): 3 clusters Score: Raw -1248938.102597 + Penalty 901.149092 = -1248036.953506 nChanged 35 SP:Iteration 19Q (2545.770000 sec): 3 clusters Score: Raw -1248943.141638 + Penalty 901.149092 = -1248041.992546 nChanged 42 SP:Iteration 20F (2545.790000 sec): 3 clusters Score: Raw -1248947.429573 + Penalty 901.149092 = -1248046.280481 nChanged 34 SP:Iteration 21Q (2545.810000 sec): 3 clusters Score: Raw -1248950.821706 + Penalty 901.149092 = -1248049.672614 nChanged 32 SP:Iteration 22Q (2545.830000 sec): 3 clusters Score: Raw -1248953.278526 + Penalty 901.149092 = -1248052.129434 nChanged 21 SP:Iteration 23Q (2545.850000 sec): 3 clusters Score: Raw -1248955.399957 + Penalty 901.149092 = -1248054.250865 nChanged 25 SP:Iteration 24Q (2545.870000 sec): 3 clusters Score: Raw -1248957.644169 + Penalty 901.149092 = -1248056.495078 nChanged 20 SP:Iteration 25Q (2545.890000 sec): 3 clusters Score: Raw -1248959.604237 + Penalty 901.149092 = -1248058.455146 nChanged 26 SP:Iteration 26Q (2545.910000 sec): 3 clusters Score: Raw -1248961.956978 + Penalty 901.149092 = -1248060.807886 nChanged 22 SP:Iteration 27Q (2545.930000 sec): 3 clusters Score: Raw -1248963.295357 + Penalty 901.149092 = -1248062.146265 nChanged 9 SP:Iteration 28Q (2545.950000 sec): 3 clusters Score: Raw -1248963.589334 + Penalty 901.149092 = -1248062.440242 nChanged 7 SP:Iteration 29Q (2545.970000 sec): 3 clusters Score: Raw -1248963.875662 + Penalty 901.149092 = -1248062.726570 nChanged 14 SP:Iteration 30Q (2545.990000 sec): 3 clusters Score: Raw -1248964.581709 + Penalty 901.149092 = -1248063.432617 nChanged 5 SP:Iteration 31Q (2546.010000 sec): 3 clusters Score: Raw -1248964.720904 + Penalty 901.149092 = -1248063.571812 nChanged 1 SP:Iteration 32Q (2546.030000 sec): 3 clusters Score: Raw -1248964.749614 + Penalty 901.149092 = -1248063.600522 nChanged 2 SP:Iteration 33Q (2546.040000 sec): 3 clusters Score: Raw -1248964.806607 + Penalty 901.149092 = -1248063.657515 nChanged 3 SP:Iteration 34Q (2546.060000 sec): 3 clusters Score: Raw -1248964.871283 + Penalty 901.149092 = -1248063.722191 nChanged 3 SP:Iteration 35Q (2546.080000 sec): 3 clusters Score: Raw -1248965.058615 + Penalty 901.149092 = -1248063.909523 nChanged 6 SP:Iteration 36Q (2546.100000 sec): 3 clusters Score: Raw -1248965.459552 + Penalty 901.149092 = -1248064.310461 nChanged 7 SP:Iteration 37Q (2546.120000 sec): 3 clusters Score: Raw -1248965.982660 + Penalty 901.149092 = -1248064.833568 nChanged 7 SP:Iteration 38Q (2546.140000 sec): 3 clusters Score: Raw -1248966.501202 + Penalty 901.149092 = -1248065.352110 nChanged 6 SP:Iteration 39Q (2546.160000 sec): 3 clusters Score: Raw -1248966.755526 + Penalty 901.149092 = -1248065.606434 nChanged 2 SP:Iteration 40F (2546.190000 sec): 3 clusters Score: Raw -1248966.942347 + Penalty 901.149092 = -1248065.793256 nChanged 6 SP:Iteration 41Q (2546.200000 sec): 3 clusters Score: Raw -1248967.298008 + Penalty 901.149092 = -1248066.148916 nChanged 6 SP:Iteration 42Q (2546.220000 sec): 3 clusters Score: Raw -1248967.591664 + Penalty 901.149092 = -1248066.442572 nChanged 6 SP:Iteration 43Q (2546.240000 sec): 3 clusters Score: Raw -1248967.880134 + Penalty 901.149092 = -1248066.731042 nChanged 8 SP:Iteration 44Q (2546.260000 sec): 3 clusters Score: Raw -1248968.429768 + Penalty 901.149092 = -1248067.280676 nChanged 16 SP:Iteration 45Q (2546.280000 sec): 3 clusters Score: Raw -1248969.779427 + Penalty 901.149092 = -1248068.630335 nChanged 17 SP:Iteration 46Q (2546.300000 sec): 3 clusters Score: Raw -1248971.188836 + Penalty 901.149092 = -1248070.039745 nChanged 20 SP:Iteration 47Q (2546.320000 sec): 3 clusters Score: Raw -1248972.654582 + Penalty 901.149092 = -1248071.505491 nChanged 13 SP:Iteration 48Q (2546.340000 sec): 3 clusters Score: Raw -1248973.157909 + Penalty 901.149092 = -1248072.008817 nChanged 11 SP:Iteration 49Q (2546.360000 sec): 3 clusters Score: Raw -1248973.812891 + Penalty 901.149092 = -1248072.663799 nChanged 9 SP:Iteration 50Q (2546.380000 sec): 3 clusters Score: Raw -1248974.221753 + Penalty 901.149092 = -1248073.072662 nChanged 7 SP:Iteration 51Q (2546.400000 sec): 3 clusters Score: Raw -1248974.846605 + Penalty 901.149092 = -1248073.697513 nChanged 6 SP:Iteration 52Q (2546.420000 sec): 3 clusters Score: Raw -1248975.271919 + Penalty 901.149092 = -1248074.122828 nChanged 6 SP:Iteration 53Q (2546.440000 sec): 3 clusters Score: Raw -1248975.578683 + Penalty 901.149092 = -1248074.429592 nChanged 5 SP:Iteration 54Q (2546.460000 sec): 3 clusters Score: Raw -1248975.719342 + Penalty 901.149092 = -1248074.570250 nChanged 5 SP:Iteration 55Q (2546.480000 sec): 3 clusters Score: Raw -1248975.913987 + Penalty 901.149092 = -1248074.764895 nChanged 6 SP:Iteration 56Q (2546.500000 sec): 3 clusters Score: Raw -1248976.173360 + Penalty 901.149092 = -1248075.024268 nChanged 5 SP:Iteration 57Q (2546.520000 sec): 3 clusters Score: Raw -1248976.380574 + Penalty 901.149092 = -1248075.231482 nChanged 3 SP:Iteration 58Q (2546.540000 sec): 3 clusters Score: Raw -1248976.532607 + Penalty 901.149092 = -1248075.383515 nChanged 5 SP:Iteration 59Q (2546.560000 sec): 3 clusters Score: Raw -1248976.929654 + Penalty 901.149092 = -1248075.780562 nChanged 8 SP:Iteration 60F (2546.580000 sec): 3 clusters Score: Raw -1248977.759795 + Penalty 901.149092 = -1248076.610703 nChanged 8 SP:Iteration 61Q (2546.600000 sec): 3 clusters Score: Raw -1248978.213458 + Penalty 901.149092 = -1248077.064366 nChanged 8 SP:Iteration 62Q (2546.620000 sec): 3 clusters Score: Raw -1248978.429940 + Penalty 901.149092 = -1248077.280849 nChanged 0 SP:Iteration 63F (2546.640000 sec): 3 clusters Score: Raw -1248978.429940 + Penalty 901.149092 = -1248077.280849 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 26 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.650000 sec): 2 clusters Score: Raw -27784.947767 + Penalty 282.215366 = -27502.732401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.650000 sec): 3 clusters Score: Raw -27574.354105 + Penalty 564.430732 = -27009.923373 nChanged 191 SP:Iteration 1F (2546.650000 sec): 3 clusters Score: Raw -27717.415322 + Penalty 564.430732 = -27152.984590 nChanged 45 SP:Iteration 2F (2546.650000 sec): 3 clusters Score: Raw -27786.420016 + Penalty 564.430732 = -27221.989284 nChanged 34 SP:Iteration 3F (2546.650000 sec): 3 clusters Score: Raw -27829.129329 + Penalty 564.430732 = -27264.698596 nChanged 21 SP:Iteration 4Q (2546.650000 sec): 3 clusters Score: Raw -27851.491088 + Penalty 564.430732 = -27287.060356 nChanged 14 SP:Iteration 5Q (2546.650000 sec): 3 clusters Score: Raw -27862.061979 + Penalty 564.430732 = -27297.631247 nChanged 6 SP:Iteration 6Q (2546.660000 sec): 3 clusters Score: Raw -27866.444834 + Penalty 564.430732 = -27302.014102 nChanged 4 SP:Iteration 7Q (2546.660000 sec): 3 clusters Score: Raw -27870.019915 + Penalty 564.430732 = -27305.589183 nChanged 5 SP:Iteration 8Q (2546.660000 sec): 3 clusters Score: Raw -27874.777353 + Penalty 564.430732 = -27310.346621 nChanged 6 SP:Iteration 9Q (2546.660000 sec): 3 clusters Score: Raw -27880.053279 + Penalty 564.430732 = -27315.622547 nChanged 6 SP:Iteration 10Q (2546.660000 sec): 3 clusters Score: Raw -27883.952293 + Penalty 564.430732 = -27319.521561 nChanged 2 SP:Iteration 11Q (2546.660000 sec): 3 clusters Score: Raw -27884.858471 + Penalty 564.430732 = -27320.427739 nChanged 2 SP:Iteration 12Q (2546.660000 sec): 3 clusters Score: Raw -27885.648092 + Penalty 564.430732 = -27321.217360 nChanged 0 SP:Iteration 13F (2546.660000 sec): 3 clusters Score: Raw -27885.648092 + Penalty 564.430732 = -27321.217360 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 27 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.660000 sec): 2 clusters Score: Raw -8113.407769 + Penalty 229.768448 = -7883.639320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.660000 sec): 3 clusters Score: Raw -8094.351122 + Penalty 459.536897 = -7634.814226 nChanged 39 SP:Iteration 1F (2546.660000 sec): 3 clusters Score: Raw -8177.593544 + Penalty 459.536897 = -7718.056647 nChanged 11 SP:Iteration 2F (2546.660000 sec): 3 clusters Score: Raw -8196.739794 + Penalty 459.536897 = -7737.202897 nChanged 5 SP:Iteration 3Q (2546.660000 sec): 3 clusters Score: Raw -8209.119083 + Penalty 459.536897 = -7749.582186 nChanged 2 SP:Iteration 4Q (2546.660000 sec): 3 clusters Score: Raw -8212.460125 + Penalty 459.536897 = -7752.923229 nChanged 2 SP:Iteration 5Q (2546.660000 sec): 3 clusters Score: Raw -8214.830632 + Penalty 459.536897 = -7755.293735 nChanged 0 SP:Iteration 6F (2546.660000 sec): 3 clusters Score: Raw -8214.830632 + Penalty 459.536897 = -7755.293735 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 28 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.660000 sec): 2 clusters Score: Raw -48423.231261 + Penalty 310.509002 = -48112.722259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.660000 sec): 3 clusters Score: Raw -48007.263994 + Penalty 621.018004 = -47386.245990 nChanged 358 SP:Iteration 1F (2546.660000 sec): 3 clusters Score: Raw -48278.401483 + Penalty 621.018004 = -47657.383479 nChanged 92 SP:Iteration 2F (2546.670000 sec): 3 clusters Score: Raw -48361.093668 + Penalty 621.018004 = -47740.075664 nChanged 54 SP:Iteration 3F (2546.670000 sec): 3 clusters Score: Raw -48416.508352 + Penalty 621.018004 = -47795.490349 nChanged 44 SP:Iteration 4Q (2546.670000 sec): 3 clusters Score: Raw -48443.477894 + Penalty 621.018004 = -47822.459890 nChanged 27 SP:Iteration 5Q (2546.670000 sec): 3 clusters Score: Raw -48462.924336 + Penalty 621.018004 = -47841.906332 nChanged 23 SP:Iteration 6Q (2546.670000 sec): 3 clusters Score: Raw -48477.333803 + Penalty 621.018004 = -47856.315799 nChanged 22 SP:Iteration 7Q (2546.670000 sec): 3 clusters Score: Raw -48491.080614 + Penalty 621.018004 = -47870.062610 nChanged 26 SP:Iteration 8Q (2546.670000 sec): 3 clusters Score: Raw -48509.799481 + Penalty 621.018004 = -47888.781477 nChanged 35 SP:Iteration 9Q (2546.670000 sec): 3 clusters Score: Raw -48544.845718 + Penalty 621.018004 = -47923.827714 nChanged 32 SP:Iteration 10Q (2546.680000 sec): 3 clusters Score: Raw -48560.777504 + Penalty 621.018004 = -47939.759500 nChanged 25 SP:Iteration 11Q (2546.680000 sec): 3 clusters Score: Raw -48571.977250 + Penalty 621.018004 = -47950.959246 nChanged 25 SP:Iteration 12Q (2546.680000 sec): 3 clusters Score: Raw -48585.839792 + Penalty 621.018004 = -47964.821788 nChanged 25 SP:Iteration 13Q (2546.680000 sec): 3 clusters Score: Raw -48598.941870 + Penalty 621.018004 = -47977.923866 nChanged 19 SP:Iteration 14Q (2546.680000 sec): 3 clusters Score: Raw -48607.046159 + Penalty 621.018004 = -47986.028155 nChanged 14 SP:Iteration 15Q (2546.680000 sec): 3 clusters Score: Raw -48611.634570 + Penalty 621.018004 = -47990.616566 nChanged 11 SP:Iteration 16Q (2546.680000 sec): 3 clusters Score: Raw -48615.869812 + Penalty 621.018004 = -47994.851808 nChanged 15 SP:Iteration 17Q (2546.680000 sec): 3 clusters Score: Raw -48623.055642 + Penalty 621.018004 = -48002.037638 nChanged 19 SP:Iteration 18Q (2546.680000 sec): 3 clusters Score: Raw -48631.822605 + Penalty 621.018004 = -48010.804601 nChanged 16 SP:Iteration 19Q (2546.680000 sec): 3 clusters Score: Raw -48637.352900 + Penalty 621.018004 = -48016.334896 nChanged 17 SP:Iteration 20F (2546.680000 sec): 3 clusters Score: Raw -48643.213328 + Penalty 621.018004 = -48022.195325 nChanged 14 SP:Iteration 21Q (2546.680000 sec): 3 clusters Score: Raw -48648.224564 + Penalty 621.018004 = -48027.206560 nChanged 11 SP:Iteration 22Q (2546.690000 sec): 3 clusters Score: Raw -48653.187969 + Penalty 621.018004 = -48032.169965 nChanged 10 SP:Iteration 23Q (2546.690000 sec): 3 clusters Score: Raw -48659.643859 + Penalty 621.018004 = -48038.625855 nChanged 15 SP:Iteration 24Q (2546.690000 sec): 3 clusters Score: Raw -48669.100610 + Penalty 621.018004 = -48048.082606 nChanged 15 SP:Iteration 25Q (2546.690000 sec): 3 clusters Score: Raw -48675.571957 + Penalty 621.018004 = -48054.553953 nChanged 13 SP:Iteration 26Q (2546.690000 sec): 3 clusters Score: Raw -48680.731940 + Penalty 621.018004 = -48059.713936 nChanged 11 SP:Iteration 27Q (2546.690000 sec): 3 clusters Score: Raw -48685.666412 + Penalty 621.018004 = -48064.648408 nChanged 7 SP:Iteration 28Q (2546.690000 sec): 3 clusters Score: Raw -48688.458984 + Penalty 621.018004 = -48067.440980 nChanged 1 SP:Iteration 29Q (2546.690000 sec): 3 clusters Score: Raw -48688.686241 + Penalty 621.018004 = -48067.668237 nChanged 1 SP:Iteration 30Q (2546.700000 sec): 3 clusters Score: Raw -48689.231467 + Penalty 621.018004 = -48068.213463 nChanged 1 SP:Iteration 31Q (2546.700000 sec): 3 clusters Score: Raw -48689.896904 + Penalty 621.018004 = -48068.878900 nChanged 2 SP:Iteration 32Q (2546.700000 sec): 3 clusters Score: Raw -48691.078321 + Penalty 621.018004 = -48070.060317 nChanged 4 SP:Iteration 33Q (2546.700000 sec): 3 clusters Score: Raw -48694.750107 + Penalty 621.018004 = -48073.732103 nChanged 6 SP:Iteration 34Q (2546.700000 sec): 3 clusters Score: Raw -48697.099890 + Penalty 621.018004 = -48076.081886 nChanged 3 SP:Iteration 35Q (2546.700000 sec): 3 clusters Score: Raw -48698.475462 + Penalty 621.018004 = -48077.457458 nChanged 2 SP:Iteration 36Q (2546.700000 sec): 3 clusters Score: Raw -48703.327196 + Penalty 621.018004 = -48082.309192 nChanged 7 SP:Iteration 37Q (2546.700000 sec): 3 clusters Score: Raw -48714.359587 + Penalty 621.018004 = -48093.341583 nChanged 4 SP:Iteration 38Q (2546.700000 sec): 3 clusters Score: Raw -48717.390716 + Penalty 621.018004 = -48096.372712 nChanged 2 SP:Iteration 39Q (2546.700000 sec): 3 clusters Score: Raw -48718.572169 + Penalty 621.018004 = -48097.554165 nChanged 1 SP:Iteration 40F (2546.700000 sec): 3 clusters Score: Raw -48719.097665 + Penalty 621.018004 = -48098.079661 nChanged 1 SP:Iteration 41Q (2546.700000 sec): 3 clusters Score: Raw -48719.699311 + Penalty 621.018004 = -48098.681308 nChanged 0 SP:Iteration 42F (2546.700000 sec): 3 clusters Score: Raw -48719.699311 + Penalty 621.018004 = -48098.681308 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 29 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.710000 sec): 2 clusters Score: Raw -40710.601246 + Penalty 303.230610 = -40407.370636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.710000 sec): 3 clusters Score: Raw -40356.020127 + Penalty 606.461221 = -39749.558906 nChanged 290 SP:Iteration 1F (2546.710000 sec): 3 clusters Score: Raw -40557.459023 + Penalty 606.461221 = -39950.997803 nChanged 82 SP:Iteration 2F (2546.710000 sec): 3 clusters Score: Raw -40645.328703 + Penalty 606.461221 = -40038.867483 nChanged 62 SP:Iteration 3F (2546.710000 sec): 3 clusters Score: Raw -40684.731792 + Penalty 606.461221 = -40078.270571 nChanged 37 SP:Iteration 4Q (2546.710000 sec): 3 clusters Score: Raw -40706.356986 + Penalty 606.461221 = -40099.895765 nChanged 23 SP:Iteration 5Q (2546.710000 sec): 3 clusters Score: Raw -40725.028697 + Penalty 606.461221 = -40118.567476 nChanged 14 SP:Iteration 6Q (2546.720000 sec): 3 clusters Score: Raw -40732.313154 + Penalty 606.461221 = -40125.851933 nChanged 11 SP:Iteration 7Q (2546.720000 sec): 3 clusters Score: Raw -40738.186771 + Penalty 606.461221 = -40131.725550 nChanged 6 SP:Iteration 8Q (2546.720000 sec): 3 clusters Score: Raw -40740.565715 + Penalty 606.461221 = -40134.104494 nChanged 3 SP:Iteration 9Q (2546.720000 sec): 3 clusters Score: Raw -40741.565280 + Penalty 606.461221 = -40135.104059 nChanged 1 SP:Iteration 10Q (2546.720000 sec): 3 clusters Score: Raw -40741.653737 + Penalty 606.461221 = -40135.192516 nChanged 1 SP:Iteration 11Q (2546.720000 sec): 3 clusters Score: Raw -40741.710392 + Penalty 606.461221 = -40135.249171 nChanged 0 SP:Iteration 12F (2546.720000 sec): 3 clusters Score: Raw -40741.710392 + Penalty 606.461221 = -40135.249171 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 30 (3007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.720000 sec): 2 clusters Score: Raw -167728.817603 + Penalty 364.395767 = -167364.421836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.730000 sec): 3 clusters Score: Raw -166004.065090 + Penalty 728.791535 = -165275.273556 nChanged 1319 SP:Iteration 1F (2546.730000 sec): 3 clusters Score: Raw -166796.833953 + Penalty 728.791535 = -166068.042419 nChanged 219 SP:Iteration 2F (2546.740000 sec): 3 clusters Score: Raw -166927.325039 + Penalty 728.791535 = -166198.533505 nChanged 188 SP:Iteration 3F (2546.740000 sec): 3 clusters Score: Raw -167042.290652 + Penalty 728.791535 = -166313.499117 nChanged 156 SP:Iteration 4F (2546.740000 sec): 3 clusters Score: Raw -167127.653085 + Penalty 728.791535 = -166398.861550 nChanged 123 SP:Iteration 5Q (2546.740000 sec): 3 clusters Score: Raw -167205.089546 + Penalty 728.791535 = -166476.298011 nChanged 135 SP:Iteration 6Q (2546.750000 sec): 3 clusters Score: Raw -167290.869984 + Penalty 728.791535 = -166562.078449 nChanged 124 SP:Iteration 7Q (2546.750000 sec): 3 clusters Score: Raw -167369.553839 + Penalty 728.791535 = -166640.762304 nChanged 121 SP:Iteration 8Q (2546.760000 sec): 3 clusters Score: Raw -167465.986246 + Penalty 728.791535 = -166737.194712 nChanged 96 SP:Iteration 9Q (2546.760000 sec): 3 clusters Score: Raw -167547.845091 + Penalty 728.791535 = -166819.053556 nChanged 91 SP:Iteration 10Q (2546.760000 sec): 3 clusters Score: Raw -167614.334181 + Penalty 728.791535 = -166885.542646 nChanged 73 SP:Iteration 11Q (2546.760000 sec): 3 clusters Score: Raw -167669.988249 + Penalty 728.791535 = -166941.196714 nChanged 67 SP:Iteration 12Q (2546.770000 sec): 3 clusters Score: Raw -167715.631572 + Penalty 728.791535 = -166986.840038 nChanged 57 SP:Iteration 13Q (2546.770000 sec): 3 clusters Score: Raw -167760.813450 + Penalty 728.791535 = -167032.021916 nChanged 52 SP:Iteration 14Q (2546.780000 sec): 3 clusters Score: Raw -167794.339635 + Penalty 728.791535 = -167065.548101 nChanged 35 SP:Iteration 15Q (2546.780000 sec): 3 clusters Score: Raw -167810.466985 + Penalty 728.791535 = -167081.675451 nChanged 26 SP:Iteration 16Q (2546.780000 sec): 3 clusters Score: Raw -167820.276958 + Penalty 728.791535 = -167091.485423 nChanged 23 SP:Iteration 17Q (2546.780000 sec): 3 clusters Score: Raw -167825.009726 + Penalty 728.791535 = -167096.218191 nChanged 17 SP:Iteration 18Q (2546.790000 sec): 3 clusters Score: Raw -167829.975930 + Penalty 728.791535 = -167101.184395 nChanged 15 SP:Iteration 19Q (2546.790000 sec): 3 clusters Score: Raw -167832.649491 + Penalty 728.791535 = -167103.857956 nChanged 8 SP:Iteration 20F (2546.790000 sec): 3 clusters Score: Raw -167836.382475 + Penalty 728.791535 = -167107.590941 nChanged 9 SP:Iteration 21Q (2546.800000 sec): 3 clusters Score: Raw -167839.146880 + Penalty 728.791535 = -167110.355345 nChanged 6 SP:Iteration 22Q (2546.800000 sec): 3 clusters Score: Raw -167840.790078 + Penalty 728.791535 = -167111.998544 nChanged 7 SP:Iteration 23Q (2546.800000 sec): 3 clusters Score: Raw -167843.642581 + Penalty 728.791535 = -167114.851047 nChanged 10 SP:Iteration 24Q (2546.800000 sec): 3 clusters Score: Raw -167847.599573 + Penalty 728.791535 = -167118.808038 nChanged 13 SP:Iteration 25Q (2546.810000 sec): 3 clusters Score: Raw -167850.967532 + Penalty 728.791535 = -167122.175998 nChanged 9 SP:Iteration 26Q (2546.810000 sec): 3 clusters Score: Raw -167852.638901 + Penalty 728.791535 = -167123.847366 nChanged 5 SP:Iteration 27Q (2546.820000 sec): 3 clusters Score: Raw -167853.819165 + Penalty 728.791535 = -167125.027630 nChanged 5 SP:Iteration 28Q (2546.820000 sec): 3 clusters Score: Raw -167855.595626 + Penalty 728.791535 = -167126.804092 nChanged 8 SP:Iteration 29Q (2546.820000 sec): 3 clusters Score: Raw -167858.060968 + Penalty 728.791535 = -167129.269434 nChanged 11 SP:Iteration 30Q (2546.820000 sec): 3 clusters Score: Raw -167863.969483 + Penalty 728.791535 = -167135.177948 nChanged 17 SP:Iteration 31Q (2546.820000 sec): 3 clusters Score: Raw -167872.941871 + Penalty 728.791535 = -167144.150336 nChanged 17 SP:Iteration 32Q (2546.830000 sec): 3 clusters Score: Raw -167878.424589 + Penalty 728.791535 = -167149.633055 nChanged 7 SP:Iteration 33Q (2546.830000 sec): 3 clusters Score: Raw -167880.860821 + Penalty 728.791535 = -167152.069286 nChanged 6 SP:Iteration 34Q (2546.840000 sec): 3 clusters Score: Raw -167882.944839 + Penalty 728.791535 = -167154.153304 nChanged 6 SP:Iteration 35Q (2546.840000 sec): 3 clusters Score: Raw -167885.412867 + Penalty 728.791535 = -167156.621332 nChanged 9 SP:Iteration 36Q (2546.840000 sec): 3 clusters Score: Raw -167889.677146 + Penalty 728.791535 = -167160.885611 nChanged 10 SP:Iteration 37Q (2546.840000 sec): 3 clusters Score: Raw -167892.477151 + Penalty 728.791535 = -167163.685616 nChanged 3 SP:Iteration 38Q (2546.840000 sec): 3 clusters Score: Raw -167893.365101 + Penalty 728.791535 = -167164.573566 nChanged 4 SP:Iteration 39Q (2546.850000 sec): 3 clusters Score: Raw -167894.452642 + Penalty 728.791535 = -167165.661107 nChanged 3 SP:Iteration 40F (2546.860000 sec): 3 clusters Score: Raw -167895.074404 + Penalty 728.791535 = -167166.282869 nChanged 3 SP:Iteration 41Q (2546.860000 sec): 3 clusters Score: Raw -167895.922450 + Penalty 728.791535 = -167167.130916 nChanged 3 SP:Iteration 42Q (2546.860000 sec): 3 clusters Score: Raw -167897.119612 + Penalty 728.791535 = -167168.328078 nChanged 3 SP:Iteration 43Q (2546.860000 sec): 3 clusters Score: Raw -167897.590634 + Penalty 728.791535 = -167168.799100 nChanged 2 SP:Iteration 44Q (2546.870000 sec): 3 clusters Score: Raw -167898.444004 + Penalty 728.791535 = -167169.652469 nChanged 3 SP:Iteration 45Q (2546.870000 sec): 3 clusters Score: Raw -167899.090551 + Penalty 728.791535 = -167170.299016 nChanged 0 SP:Iteration 46F (2546.870000 sec): 3 clusters Score: Raw -167899.090551 + Penalty 728.791535 = -167170.299016 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 31 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.880000 sec): 2 clusters Score: Raw -6282.544497 + Penalty 230.059184 = -6052.485313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.880000 sec): 3 clusters Score: Raw -6302.074330 + Penalty 460.118368 = -5841.955962 nChanged 50 SP:Iteration 1F (2546.880000 sec): 3 clusters Score: Raw -6487.420375 + Penalty 460.118368 = -6027.302007 nChanged 18 SP:Iteration 2F (2546.880000 sec): 3 clusters Score: Raw -6541.649524 + Penalty 460.118368 = -6081.531155 nChanged 7 SP:Iteration 3Q (2546.880000 sec): 3 clusters Score: Raw -6582.704528 + Penalty 460.118368 = -6122.586160 nChanged 4 SP:Iteration 4Q (2546.880000 sec): 3 clusters Score: Raw -6587.640954 + Penalty 460.118368 = -6127.522586 nChanged 1 SP:Iteration 5Q (2546.880000 sec): 3 clusters Score: Raw -6588.182886 + Penalty 460.118368 = -6128.064518 nChanged 0 SP:Iteration 6F (2546.880000 sec): 3 clusters Score: Raw -6588.182886 + Penalty 460.118368 = -6128.064518 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 32 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.880000 sec): 2 clusters Score: Raw -56241.147602 + Penalty 314.710533 = -55926.437069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.880000 sec): 3 clusters Score: Raw -55749.609572 + Penalty 629.421067 = -55120.188505 nChanged 404 SP:Iteration 1F (2546.880000 sec): 3 clusters Score: Raw -56143.717303 + Penalty 629.421067 = -55514.296236 nChanged 102 SP:Iteration 2F (2546.880000 sec): 3 clusters Score: Raw -56390.953148 + Penalty 629.421067 = -55761.532081 nChanged 101 SP:Iteration 3F (2546.880000 sec): 3 clusters Score: Raw -56691.151477 + Penalty 629.421067 = -56061.730410 nChanged 93 SP:Iteration 4F (2546.880000 sec): 3 clusters Score: Raw -56920.271157 + Penalty 629.421067 = -56290.850090 nChanged 71 SP:Iteration 5F (2546.880000 sec): 3 clusters Score: Raw -57076.682051 + Penalty 629.421067 = -56447.260984 nChanged 36 SP:Iteration 6Q (2546.880000 sec): 3 clusters Score: Raw -57195.461252 + Penalty 629.421067 = -56566.040185 nChanged 20 SP:Iteration 7Q (2546.890000 sec): 3 clusters Score: Raw -57278.527778 + Penalty 629.421067 = -56649.106711 nChanged 6 SP:Iteration 8Q (2546.890000 sec): 3 clusters Score: Raw -57297.539232 + Penalty 629.421067 = -56668.118165 nChanged 2 SP:Iteration 9Q (2546.890000 sec): 3 clusters Score: Raw -57297.820164 + Penalty 629.421067 = -56668.399097 nChanged 0 SP:Iteration 10F (2546.890000 sec): 3 clusters Score: Raw -57297.820164 + Penalty 629.421067 = -56668.399097 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 33 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.890000 sec): 2 clusters Score: Raw -10935.415058 + Penalty 246.432568 = -10688.982490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.890000 sec): 3 clusters Score: Raw -10872.414956 + Penalty 492.865137 = -10379.549820 nChanged 64 SP:Iteration 1F (2546.890000 sec): 3 clusters Score: Raw -11022.680262 + Penalty 492.865137 = -10529.815126 nChanged 21 SP:Iteration 2F (2546.890000 sec): 3 clusters Score: Raw -11086.202326 + Penalty 492.865137 = -10593.337190 nChanged 13 SP:Iteration 3F (2546.890000 sec): 3 clusters Score: Raw -11109.735889 + Penalty 492.865137 = -10616.870753 nChanged 6 SP:Iteration 4Q (2546.890000 sec): 3 clusters Score: Raw -11125.239254 + Penalty 492.865137 = -10632.374117 nChanged 4 SP:Iteration 5Q (2546.890000 sec): 3 clusters Score: Raw -11130.063243 + Penalty 492.865137 = -10637.198106 nChanged 2 SP:Iteration 6Q (2546.890000 sec): 3 clusters Score: Raw -11135.770486 + Penalty 492.865137 = -10642.905349 nChanged 2 SP:Iteration 7Q (2546.890000 sec): 3 clusters Score: Raw -11145.045101 + Penalty 492.865137 = -10652.179965 nChanged 3 SP:Iteration 8Q (2546.900000 sec): 3 clusters Score: Raw -11153.899459 + Penalty 492.865137 = -10661.034322 nChanged 1 SP:Iteration 9Q (2546.900000 sec): 3 clusters Score: Raw -11157.780349 + Penalty 492.865137 = -10664.915212 nChanged 1 SP:Iteration 10Q (2546.900000 sec): 3 clusters Score: Raw -11164.547719 + Penalty 492.865137 = -10671.682583 nChanged 2 SP:Iteration 11Q (2546.900000 sec): 3 clusters Score: Raw -11185.252516 + Penalty 492.865137 = -10692.387380 nChanged 1 SP:Iteration 12Q (2546.900000 sec): 3 clusters Score: Raw -11188.369310 + Penalty 492.865137 = -10695.504173 nChanged 1 SP:Iteration 13Q (2546.900000 sec): 3 clusters Score: Raw -11197.115077 + Penalty 492.865137 = -10704.249941 nChanged 2 SP:Iteration 14Q (2546.900000 sec): 3 clusters Score: Raw -11209.240154 + Penalty 492.865137 = -10716.375017 nChanged 3 SP:Iteration 15Q (2546.900000 sec): 3 clusters Score: Raw -11225.967517 + Penalty 492.865137 = -10733.102380 nChanged 3 SP:Iteration 16Q (2546.900000 sec): 3 clusters Score: Raw -11247.655491 + Penalty 492.865137 = -10754.790355 nChanged 3 SP:Iteration 17Q (2546.900000 sec): 3 clusters Score: Raw -11318.464217 + Penalty 492.865137 = -10825.599081 nChanged 0 SP:Iteration 18F (2546.900000 sec): 3 clusters Score: Raw -11318.915695 + Penalty 492.865137 = -10826.050558 nChanged 1 SP:Iteration 19Q (2546.900000 sec): 3 clusters Score: Raw -11334.089105 + Penalty 492.865137 = -10841.223969 nChanged 1 SP:Iteration 20F (2546.900000 sec): 3 clusters Score: Raw -11337.741283 + Penalty 492.865137 = -10844.876146 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Deleting Class 41 (53 points): Lose 494.902646 but Gain 588.735889 Iteration 99Q (2550.550000 sec): 43 clusters Score: Raw -23836888.678885 + Penalty 24726.907338 = -23812161.771548 nChanged 1636 Iteration 100F (2558.150000 sec): 43 clusters Score: Raw -23838347.141236 + Penalty 24726.907338 = -23813620.233898 nChanged 1457 Iteration 101Q (2561.610000 sec): 43 clusters Score: Raw -23839028.344734 + Penalty 24726.907338 = -23814301.437397 nChanged 1016 Iteration 102Q (2565.090000 sec): 43 clusters Score: Raw -23839409.982809 + Penalty 24726.907338 = -23814683.075472 nChanged 818 Iteration 103Q (2568.550000 sec): 43 clusters Score: Raw -23839670.337716 + Penalty 24726.907338 = -23814943.430379 nChanged 706 Iteration 104Q (2572.010000 sec): 43 clusters Score: Raw -23839834.533886 + Penalty 24726.907338 = -23815107.626548 nChanged 621 Iteration 105Q (2575.450000 sec): 43 clusters Score: Raw -23839944.112153 + Penalty 24726.907338 = -23815217.204816 nChanged 502 Iteration 106Q (2578.940000 sec): 43 clusters Score: Raw -23840057.784617 + Penalty 24726.907338 = -23815330.877279 nChanged 455 Iteration 107Q (2582.390000 sec): 43 clusters Score: Raw -23840176.692056 + Penalty 24726.907338 = -23815449.784718 nChanged 459 Iteration 108Q (2585.820000 sec): 43 clusters Score: Raw -23840360.376996 + Penalty 24726.907338 = -23815633.469658 nChanged 469 Iteration 109Q (2589.250000 sec): 43 clusters Score: Raw -23840628.035742 + Penalty 24726.907338 = -23815901.128405 nChanged 441 Iteration 110Q (2592.710000 sec): 43 clusters Score: Raw -23841175.746623 + Penalty 24726.907338 = -23816448.839285 nChanged 446 Iteration 111Q (2596.160000 sec): 43 clusters Score: Raw -23841746.792190 + Penalty 24726.907338 = -23817019.884852 nChanged 441 Iteration 112Q (2599.610000 sec): 43 clusters Score: Raw -23841847.899683 + Penalty 24726.907338 = -23817120.992346 nChanged 394 Iteration 113Q (2603.060000 sec): 43 clusters Score: Raw -23841893.836633 + Penalty 24726.907338 = -23817166.929295 nChanged 358 Iteration 114Q (2606.790000 sec): 43 clusters Score: Raw -23841920.968155 + Penalty 24726.907338 = -23817194.060818 nChanged 299 Iteration 115Q (2610.500000 sec): 43 clusters Score: Raw -23841939.156107 + Penalty 24726.907338 = -23817212.248769 nChanged 283 Iteration 116Q (2614.280000 sec): 43 clusters Score: Raw -23841955.566572 + Penalty 24726.907338 = -23817228.659235 nChanged 276 Iteration 117Q (2618.080000 sec): 43 clusters Score: Raw -23841969.974971 + Penalty 24726.907338 = -23817243.067633 nChanged 256 Iteration 118Q (2621.700000 sec): 43 clusters Score: Raw -23841981.808685 + Penalty 24726.907338 = -23817254.901347 nChanged 234 Iteration 119Q (2625.400000 sec): 43 clusters Score: Raw -23841992.310912 + Penalty 24726.907338 = -23817265.403575 nChanged 218 Iteration 120F (2632.830000 sec): 43 clusters Score: Raw -23842041.268427 + Penalty 24726.907338 = -23817314.361089 nChanged 201 Iteration 121Q (2636.130000 sec): 43 clusters Score: Raw -23842113.824150 + Penalty 24726.907338 = -23817386.916812 nChanged 199 Iteration 122Q (2639.440000 sec): 43 clusters Score: Raw -23842145.819380 + Penalty 24726.907338 = -23817418.912042 nChanged 185 Iteration 123Q (2642.780000 sec): 43 clusters Score: Raw -23842160.599768 + Penalty 24726.907338 = -23817433.692430 nChanged 176 Iteration 124Q (2646.070000 sec): 43 clusters Score: Raw -23842187.171418 + Penalty 24726.907338 = -23817460.264081 nChanged 152 Iteration 125Q (2649.380000 sec): 43 clusters Score: Raw -23842211.024061 + Penalty 24726.907338 = -23817484.116723 nChanged 152 Iteration 126Q (2652.720000 sec): 43 clusters Score: Raw -23842223.880933 + Penalty 24726.907338 = -23817496.973595 nChanged 154 Iteration 127Q (2656.080000 sec): 43 clusters Score: Raw -23842231.875442 + Penalty 24726.907338 = -23817504.968105 nChanged 134 Iteration 128Q (2659.400000 sec): 43 clusters Score: Raw -23842237.759908 + Penalty 24726.907338 = -23817510.852571 nChanged 147 Iteration 129Q (2662.740000 sec): 43 clusters Score: Raw -23842245.736479 + Penalty 24726.907338 = -23817518.829142 nChanged 149 Iteration 130Q (2666.080000 sec): 43 clusters Score: Raw -23842256.392305 + Penalty 24726.907338 = -23817529.484967 nChanged 151 Iteration 131Q (2669.390000 sec): 43 clusters Score: Raw -23842269.624956 + Penalty 24726.907338 = -23817542.717618 nChanged 144 Iteration 132Q (2672.730000 sec): 43 clusters Score: Raw -23842279.125781 + Penalty 24726.907338 = -23817552.218443 nChanged 128 Iteration 133Q (2676.030000 sec): 43 clusters Score: Raw -23842284.126860 + Penalty 24726.907338 = -23817557.219522 nChanged 112 Iteration 134Q (2679.380000 sec): 43 clusters Score: Raw -23842288.492733 + Penalty 24726.907338 = -23817561.585395 nChanged 97 Iteration 135Q (2682.730000 sec): 43 clusters Score: Raw -23842294.055724 + Penalty 24726.907338 = -23817567.148387 nChanged 96 Iteration 136Q (2686.040000 sec): 43 clusters Score: Raw -23842297.096187 + Penalty 24726.907338 = -23817570.188850 nChanged 71 Iteration 137Q (2689.370000 sec): 43 clusters Score: Raw -23842298.499820 + Penalty 24726.907338 = -23817571.592482 nChanged 52 Iteration 138Q (2692.690000 sec): 43 clusters Score: Raw -23842300.789611 + Penalty 24726.907338 = -23817573.882273 nChanged 49 Writing temp clu file Because OldScore, -23817571.592482, is greater than current (better) Score,-23817573.882273 Compute initial score before splitting: Score: Raw -23842300.789611 + Penalty 24726.907338 = -23817573.882273 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2692.770000 sec): 2 clusters Score: Raw -8039.072399 + Penalty 224.844730 = -7814.227669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2692.770000 sec): 3 clusters Score: Raw -8018.466638 + Penalty 449.689460 = -7568.777177 nChanged 31 SP:Iteration 1F (2692.770000 sec): 3 clusters Score: Raw -8058.715596 + Penalty 449.689460 = -7609.026135 nChanged 5 SP:Iteration 2Q (2692.770000 sec): 3 clusters Score: Raw -8066.462654 + Penalty 449.689460 = -7616.773194 nChanged 1 SP:Iteration 3Q (2692.770000 sec): 3 clusters Score: Raw -8067.904881 + Penalty 449.689460 = -7618.215421 nChanged 0 SP:Iteration 4F (2692.770000 sec): 3 clusters Score: Raw -8067.904881 + Penalty 449.689460 = -7618.215421 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2692.770000 sec): 2 clusters Score: Raw -29613.547758 + Penalty 286.012913 = -29327.534844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2692.770000 sec): 3 clusters Score: Raw -29414.681270 + Penalty 572.025827 = -28842.655443 nChanged 207 SP:Iteration 1F (2692.770000 sec): 3 clusters Score: Raw -29609.696308 + Penalty 572.025827 = -29037.670481 nChanged 55 SP:Iteration 2F (2692.770000 sec): 3 clusters Score: Raw -29675.482937 + Penalty 572.025827 = -29103.457110 nChanged 40 SP:Iteration 3F (2692.780000 sec): 3 clusters Score: Raw -29753.741668 + Penalty 572.025827 = -29181.715841 nChanged 29 SP:Iteration 4F (2692.780000 sec): 3 clusters Score: Raw -29800.017072 + Penalty 572.025827 = -29227.991246 nChanged 21 SP:Iteration 5Q (2692.780000 sec): 3 clusters Score: Raw -29820.512707 + Penalty 572.025827 = -29248.486881 nChanged 11 SP:Iteration 6Q (2692.780000 sec): 3 clusters Score: Raw -29829.418759 + Penalty 572.025827 = -29257.392932 nChanged 6 SP:Iteration 7Q (2692.780000 sec): 3 clusters Score: Raw -29834.136576 + Penalty 572.025827 = -29262.110749 nChanged 3 SP:Iteration 8Q (2692.780000 sec): 3 clusters Score: Raw -29835.493289 + Penalty 572.025827 = -29263.467463 nChanged 5 SP:Iteration 9Q (2692.780000 sec): 3 clusters Score: Raw -29842.294211 + Penalty 572.025827 = -29270.268384 nChanged 3 SP:Iteration 10Q (2692.780000 sec): 3 clusters Score: Raw -29843.641045 + Penalty 572.025827 = -29271.615218 nChanged 1 SP:Iteration 11Q (2692.780000 sec): 3 clusters Score: Raw -29844.541033 + Penalty 572.025827 = -29272.515206 nChanged 0 SP:Iteration 12F (2692.780000 sec): 3 clusters Score: Raw -29844.541033 + Penalty 572.025827 = -29272.515206 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (41968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2692.840000 sec): 2 clusters Score: Raw -2387900.309508 + Penalty 484.332153 = -2387415.977355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2692.900000 sec): 3 clusters Score: Raw -2360304.071119 + Penalty 968.664306 = -2359335.406813 nChanged 20293 SP:Iteration 1F (2692.950000 sec): 3 clusters Score: Raw -2372963.706448 + Penalty 968.664306 = -2371995.042142 nChanged 2495 SP:Iteration 2F (2693.000000 sec): 3 clusters Score: Raw -2374451.776113 + Penalty 968.664306 = -2373483.111807 nChanged 2804 SP:Iteration 3F (2693.060000 sec): 3 clusters Score: Raw -2376588.939522 + Penalty 968.664306 = -2375620.275216 nChanged 2925 SP:Iteration 4F (2693.110000 sec): 3 clusters Score: Raw -2378921.240386 + Penalty 968.664306 = -2377952.576081 nChanged 2381 SP:Iteration 5F (2693.160000 sec): 3 clusters Score: Raw -2380335.008075 + Penalty 968.664306 = -2379366.343769 nChanged 1585 SP:Iteration 6Q (2693.210000 sec): 3 clusters Score: Raw -2380909.383839 + Penalty 968.664306 = -2379940.719534 nChanged 976 SP:Iteration 7Q (2693.260000 sec): 3 clusters Score: Raw -2381131.131609 + Penalty 968.664306 = -2380162.467303 nChanged 608 SP:Iteration 8Q (2693.320000 sec): 3 clusters Score: Raw -2381251.880038 + Penalty 968.664306 = -2380283.215732 nChanged 515 SP:Iteration 9Q (2693.370000 sec): 3 clusters Score: Raw -2381366.629248 + Penalty 968.664306 = -2380397.964942 nChanged 495 SP:Iteration 10Q (2693.420000 sec): 3 clusters Score: Raw -2381487.135041 + Penalty 968.664306 = -2380518.470735 nChanged 514 SP:Iteration 11Q (2693.480000 sec): 3 clusters Score: Raw -2381613.355984 + Penalty 968.664306 = -2380644.691679 nChanged 504 SP:Iteration 12Q (2693.530000 sec): 3 clusters Score: Raw -2381728.514183 + Penalty 968.664306 = -2380759.849877 nChanged 513 SP:Iteration 13Q (2693.580000 sec): 3 clusters Score: Raw -2381853.950998 + Penalty 968.664306 = -2380885.286692 nChanged 534 SP:Iteration 14Q (2693.630000 sec): 3 clusters Score: Raw -2381992.586803 + Penalty 968.664306 = -2381023.922497 nChanged 562 SP:Iteration 15Q (2693.680000 sec): 3 clusters Score: Raw -2382137.327258 + Penalty 968.664306 = -2381168.662952 nChanged 539 SP:Iteration 16Q (2693.730000 sec): 3 clusters Score: Raw -2382270.799091 + Penalty 968.664306 = -2381302.134785 nChanged 520 SP:Iteration 17Q (2693.780000 sec): 3 clusters Score: Raw -2382414.381467 + Penalty 968.664306 = -2381445.717161 nChanged 568 SP:Iteration 18Q (2693.830000 sec): 3 clusters Score: Raw -2382577.182859 + Penalty 968.664306 = -2381608.518554 nChanged 580 SP:Iteration 19Q (2693.880000 sec): 3 clusters Score: Raw -2382747.524371 + Penalty 968.664306 = -2381778.860065 nChanged 590 SP:Iteration 20F (2693.940000 sec): 3 clusters Score: Raw -2382925.601749 + Penalty 968.664306 = -2381956.937443 nChanged 616 SP:Iteration 21Q (2693.980000 sec): 3 clusters Score: Raw -2383122.423667 + Penalty 968.664306 = -2382153.759361 nChanged 613 SP:Iteration 22Q (2694.030000 sec): 3 clusters Score: Raw -2383326.292380 + Penalty 968.664306 = -2382357.628074 nChanged 611 SP:Iteration 23Q (2694.080000 sec): 3 clusters Score: Raw -2383540.534138 + Penalty 968.664306 = -2382571.869833 nChanged 655 SP:Iteration 24Q (2694.120000 sec): 3 clusters Score: Raw -2383801.805197 + Penalty 968.664306 = -2382833.140891 nChanged 699 SP:Iteration 25Q (2694.170000 sec): 3 clusters Score: Raw -2384091.612137 + Penalty 968.664306 = -2383122.947831 nChanged 682 SP:Iteration 26Q (2694.220000 sec): 3 clusters Score: Raw -2384393.067831 + Penalty 968.664306 = -2383424.403525 nChanged 720 SP:Iteration 27Q (2694.270000 sec): 3 clusters Score: Raw -2384758.672889 + Penalty 968.664306 = -2383790.008583 nChanged 765 SP:Iteration 28Q (2694.310000 sec): 3 clusters Score: Raw -2385196.259209 + Penalty 968.664306 = -2384227.594903 nChanged 744 SP:Iteration 29Q (2694.360000 sec): 3 clusters Score: Raw -2385639.165392 + Penalty 968.664306 = -2384670.501087 nChanged 690 SP:Iteration 30Q (2694.400000 sec): 3 clusters Score: Raw -2386088.515897 + Penalty 968.664306 = -2385119.851591 nChanged 654 SP:Iteration 31Q (2694.440000 sec): 3 clusters Score: Raw -2386538.931038 + Penalty 968.664306 = -2385570.266732 nChanged 578 SP:Iteration 32Q (2694.480000 sec): 3 clusters Score: Raw -2386933.937605 + Penalty 968.664306 = -2385965.273299 nChanged 479 SP:Iteration 33Q (2694.520000 sec): 3 clusters Score: Raw -2387250.670617 + Penalty 968.664306 = -2386282.006311 nChanged 383 SP:Iteration 34Q (2694.560000 sec): 3 clusters Score: Raw -2387492.451707 + Penalty 968.664306 = -2386523.787401 nChanged 254 SP:Iteration 35Q (2694.600000 sec): 3 clusters Score: Raw -2387638.388116 + Penalty 968.664306 = -2386669.723810 nChanged 184 SP:Iteration 36Q (2694.640000 sec): 3 clusters Score: Raw -2387745.386031 + Penalty 968.664306 = -2386776.721725 nChanged 117 SP:Iteration 37Q (2694.680000 sec): 3 clusters Score: Raw -2387810.719158 + Penalty 968.664306 = -2386842.054852 nChanged 75 SP:Iteration 38Q (2694.720000 sec): 3 clusters Score: Raw -2387848.646104 + Penalty 968.664306 = -2386879.981798 nChanged 55 SP:Iteration 39Q (2694.750000 sec): 3 clusters Score: Raw -2387887.556177 + Penalty 968.664306 = -2386918.891871 nChanged 46 SP:Iteration 40F (2694.800000 sec): 3 clusters Score: Raw -2387915.064297 + Penalty 968.664306 = -2386946.399991 nChanged 41 SP:Iteration 41Q (2694.840000 sec): 3 clusters Score: Raw -2387941.265073 + Penalty 968.664306 = -2386972.600767 nChanged 28 SP:Iteration 42Q (2694.880000 sec): 3 clusters Score: Raw -2387959.081546 + Penalty 968.664306 = -2386990.417240 nChanged 24 SP:Iteration 43Q (2694.910000 sec): 3 clusters Score: Raw -2387967.724361 + Penalty 968.664306 = -2386999.060055 nChanged 11 SP:Iteration 44Q (2694.950000 sec): 3 clusters Score: Raw -2387974.906568 + Penalty 968.664306 = -2387006.242262 nChanged 11 SP:Iteration 45Q (2694.980000 sec): 3 clusters Score: Raw -2387979.929793 + Penalty 968.664306 = -2387011.265487 nChanged 6 SP:Iteration 46Q (2695.020000 sec): 3 clusters Score: Raw -2387981.834185 + Penalty 968.664306 = -2387013.169879 nChanged 2 SP:Iteration 47Q (2695.060000 sec): 3 clusters Score: Raw -2387982.401867 + Penalty 968.664306 = -2387013.737562 nChanged 1 SP:Iteration 48Q (2695.100000 sec): 3 clusters Score: Raw -2387982.734904 + Penalty 968.664306 = -2387014.070598 nChanged 0 SP:Iteration 49F (2695.160000 sec): 3 clusters Score: Raw -2387982.734904 + Penalty 968.664306 = -2387014.070598 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (6335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2695.180000 sec): 2 clusters Score: Raw -386153.013921 + Penalty 398.299952 = -385754.713970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2695.190000 sec): 3 clusters Score: Raw -382299.397486 + Penalty 796.599903 = -381502.797583 nChanged 2913 SP:Iteration 1F (2695.190000 sec): 3 clusters Score: Raw -383863.046112 + Penalty 796.599903 = -383066.446209 nChanged 368 SP:Iteration 2F (2695.200000 sec): 3 clusters Score: Raw -384014.473917 + Penalty 796.599903 = -383217.874014 nChanged 344 SP:Iteration 3F (2695.210000 sec): 3 clusters Score: Raw -384145.151363 + Penalty 796.599903 = -383348.551459 nChanged 274 SP:Iteration 4Q (2695.220000 sec): 3 clusters Score: Raw -384239.290313 + Penalty 796.599903 = -383442.690410 nChanged 262 SP:Iteration 5Q (2695.220000 sec): 3 clusters Score: Raw -384343.514022 + Penalty 796.599903 = -383546.914118 nChanged 252 SP:Iteration 6Q (2695.230000 sec): 3 clusters Score: Raw -384456.680605 + Penalty 796.599903 = -383660.080702 nChanged 256 SP:Iteration 7Q (2695.240000 sec): 3 clusters Score: Raw -384585.245362 + Penalty 796.599903 = -383788.645459 nChanged 247 SP:Iteration 8Q (2695.240000 sec): 3 clusters Score: Raw -384689.691873 + Penalty 796.599903 = -383893.091970 nChanged 226 SP:Iteration 9Q (2695.250000 sec): 3 clusters Score: Raw -384789.483816 + Penalty 796.599903 = -383992.883912 nChanged 213 SP:Iteration 10Q (2695.260000 sec): 3 clusters Score: Raw -384886.643077 + Penalty 796.599903 = -384090.043174 nChanged 230 SP:Iteration 11Q (2695.260000 sec): 3 clusters Score: Raw -384974.182779 + Penalty 796.599903 = -384177.582875 nChanged 203 SP:Iteration 12Q (2695.270000 sec): 3 clusters Score: Raw -385053.847191 + Penalty 796.599903 = -384257.247287 nChanged 188 SP:Iteration 13Q (2695.280000 sec): 3 clusters Score: Raw -385129.338994 + Penalty 796.599903 = -384332.739090 nChanged 171 SP:Iteration 14Q (2695.280000 sec): 3 clusters Score: Raw -385185.824144 + Penalty 796.599903 = -384389.224240 nChanged 147 SP:Iteration 15Q (2695.290000 sec): 3 clusters Score: Raw -385237.870273 + Penalty 796.599903 = -384441.270369 nChanged 144 SP:Iteration 16Q (2695.300000 sec): 3 clusters Score: Raw -385295.014597 + Penalty 796.599903 = -384498.414693 nChanged 152 SP:Iteration 17Q (2695.310000 sec): 3 clusters Score: Raw -385361.904803 + Penalty 796.599903 = -384565.304900 nChanged 160 SP:Iteration 18Q (2695.310000 sec): 3 clusters Score: Raw -385432.442396 + Penalty 796.599903 = -384635.842492 nChanged 149 SP:Iteration 19Q (2695.320000 sec): 3 clusters Score: Raw -385499.212911 + Penalty 796.599903 = -384702.613008 nChanged 135 SP:Iteration 20F (2695.330000 sec): 3 clusters Score: Raw -385561.236646 + Penalty 796.599903 = -384764.636743 nChanged 121 SP:Iteration 21Q (2695.340000 sec): 3 clusters Score: Raw -385619.421869 + Penalty 796.599903 = -384822.821966 nChanged 115 SP:Iteration 22Q (2695.340000 sec): 3 clusters Score: Raw -385669.458102 + Penalty 796.599903 = -384872.858199 nChanged 107 SP:Iteration 23Q (2695.350000 sec): 3 clusters Score: Raw -385721.224512 + Penalty 796.599903 = -384924.624609 nChanged 105 SP:Iteration 24Q (2695.360000 sec): 3 clusters Score: Raw -385761.091793 + Penalty 796.599903 = -384964.491889 nChanged 95 SP:Iteration 25Q (2695.360000 sec): 3 clusters Score: Raw -385797.865441 + Penalty 796.599903 = -385001.265537 nChanged 93 SP:Iteration 26Q (2695.370000 sec): 3 clusters Score: Raw -385834.143883 + Penalty 796.599903 = -385037.543979 nChanged 84 SP:Iteration 27Q (2695.380000 sec): 3 clusters Score: Raw -385863.493368 + Penalty 796.599903 = -385066.893465 nChanged 74 SP:Iteration 28Q (2695.380000 sec): 3 clusters Score: Raw -385887.874974 + Penalty 796.599903 = -385091.275071 nChanged 66 SP:Iteration 29Q (2695.380000 sec): 3 clusters Score: Raw -385909.052533 + Penalty 796.599903 = -385112.452630 nChanged 63 SP:Iteration 30Q (2695.390000 sec): 3 clusters Score: Raw -385923.246628 + Penalty 796.599903 = -385126.646725 nChanged 43 SP:Iteration 31Q (2695.400000 sec): 3 clusters Score: Raw -385933.379977 + Penalty 796.599903 = -385136.780074 nChanged 39 SP:Iteration 32Q (2695.400000 sec): 3 clusters Score: Raw -385941.493819 + Penalty 796.599903 = -385144.893916 nChanged 30 SP:Iteration 33Q (2695.410000 sec): 3 clusters Score: Raw -385946.246526 + Penalty 796.599903 = -385149.646623 nChanged 21 SP:Iteration 34Q (2695.420000 sec): 3 clusters Score: Raw -385949.157909 + Penalty 796.599903 = -385152.558005 nChanged 22 SP:Iteration 35Q (2695.420000 sec): 3 clusters Score: Raw -385951.969455 + Penalty 796.599903 = -385155.369552 nChanged 14 SP:Iteration 36Q (2695.430000 sec): 3 clusters Score: Raw -385953.293405 + Penalty 796.599903 = -385156.693502 nChanged 12 SP:Iteration 37Q (2695.440000 sec): 3 clusters Score: Raw -385955.337526 + Penalty 796.599903 = -385158.737623 nChanged 17 SP:Iteration 38Q (2695.440000 sec): 3 clusters Score: Raw -385956.791774 + Penalty 796.599903 = -385160.191871 nChanged 12 SP:Iteration 39Q (2695.450000 sec): 3 clusters Score: Raw -385957.534669 + Penalty 796.599903 = -385160.934766 nChanged 8 SP:Iteration 40F (2695.460000 sec): 3 clusters Score: Raw -385957.958067 + Penalty 796.599903 = -385161.358164 nChanged 8 SP:Iteration 41Q (2695.460000 sec): 3 clusters Score: Raw -385958.658399 + Penalty 796.599903 = -385162.058496 nChanged 11 SP:Iteration 42Q (2695.470000 sec): 3 clusters Score: Raw -385959.416382 + Penalty 796.599903 = -385162.816479 nChanged 10 SP:Iteration 43Q (2695.480000 sec): 3 clusters Score: Raw -385960.033023 + Penalty 796.599903 = -385163.433119 nChanged 8 SP:Iteration 44Q (2695.480000 sec): 3 clusters Score: Raw -385960.984112 + Penalty 796.599903 = -385164.384209 nChanged 8 SP:Iteration 45Q (2695.490000 sec): 3 clusters Score: Raw -385961.700428 + Penalty 796.599903 = -385165.100525 nChanged 5 SP:Iteration 46Q (2695.500000 sec): 3 clusters Score: Raw -385961.946414 + Penalty 796.599903 = -385165.346511 nChanged 2 SP:Iteration 47Q (2695.500000 sec): 3 clusters Score: Raw -385962.046874 + Penalty 796.599903 = -385165.446970 nChanged 4 SP:Iteration 48Q (2695.510000 sec): 3 clusters Score: Raw -385962.261833 + Penalty 796.599903 = -385165.661930 nChanged 1 SP:Iteration 49Q (2695.520000 sec): 3 clusters Score: Raw -385962.314928 + Penalty 796.599903 = -385165.715025 nChanged 1 SP:Iteration 50Q (2695.520000 sec): 3 clusters Score: Raw -385962.369360 + Penalty 796.599903 = -385165.769457 nChanged 2 SP:Iteration 51Q (2695.530000 sec): 3 clusters Score: Raw -385962.557601 + Penalty 796.599903 = -385165.957697 nChanged 6 SP:Iteration 52Q (2695.540000 sec): 3 clusters Score: Raw -385963.186802 + Penalty 796.599903 = -385166.586899 nChanged 1 SP:Iteration 53Q (2695.540000 sec): 3 clusters Score: Raw -385963.528767 + Penalty 796.599903 = -385166.928864 nChanged 3 SP:Iteration 54Q (2695.550000 sec): 3 clusters Score: Raw -385963.760752 + Penalty 796.599903 = -385167.160849 nChanged 1 SP:Iteration 55Q (2695.560000 sec): 3 clusters Score: Raw -385963.785230 + Penalty 796.599903 = -385167.185326 nChanged 1 SP:Iteration 56Q (2695.560000 sec): 3 clusters Score: Raw -385963.839624 + Penalty 796.599903 = -385167.239720 nChanged 2 SP:Iteration 57Q (2695.570000 sec): 3 clusters Score: Raw -385963.941298 + Penalty 796.599903 = -385167.341394 nChanged 0 SP:Iteration 58F (2695.580000 sec): 3 clusters Score: Raw -385963.941298 + Penalty 796.599903 = -385167.341394 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2695.580000 sec): 2 clusters Score: Raw -171744.811538 + Penalty 367.945665 = -171376.865873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2695.590000 sec): 3 clusters Score: Raw -169878.999302 + Penalty 735.891331 = -169143.107971 nChanged 1427 SP:Iteration 1F (2695.590000 sec): 3 clusters Score: Raw -170772.184748 + Penalty 735.891331 = -170036.293417 nChanged 233 SP:Iteration 2F (2695.590000 sec): 3 clusters Score: Raw -170924.889590 + Penalty 735.891331 = -170188.998260 nChanged 220 SP:Iteration 3F (2695.600000 sec): 3 clusters Score: Raw -171077.067030 + Penalty 735.891331 = -170341.175699 nChanged 178 SP:Iteration 4F (2695.600000 sec): 3 clusters Score: Raw -171174.653662 + Penalty 735.891331 = -170438.762331 nChanged 119 SP:Iteration 5Q (2695.600000 sec): 3 clusters Score: Raw -171232.022413 + Penalty 735.891331 = -170496.131082 nChanged 117 SP:Iteration 6Q (2695.610000 sec): 3 clusters Score: Raw -171287.722930 + Penalty 735.891331 = -170551.831599 nChanged 92 SP:Iteration 7Q (2695.610000 sec): 3 clusters Score: Raw -171332.989236 + Penalty 735.891331 = -170597.097906 nChanged 98 SP:Iteration 8Q (2695.620000 sec): 3 clusters Score: Raw -171382.081646 + Penalty 735.891331 = -170646.190316 nChanged 79 SP:Iteration 9Q (2695.620000 sec): 3 clusters Score: Raw -171416.842407 + Penalty 735.891331 = -170680.951077 nChanged 69 SP:Iteration 10Q (2695.620000 sec): 3 clusters Score: Raw -171446.693530 + Penalty 735.891331 = -170710.802200 nChanged 62 SP:Iteration 11Q (2695.630000 sec): 3 clusters Score: Raw -171474.855492 + Penalty 735.891331 = -170738.964161 nChanged 73 SP:Iteration 12Q (2695.630000 sec): 3 clusters Score: Raw -171504.766802 + Penalty 735.891331 = -170768.875471 nChanged 66 SP:Iteration 13Q (2695.640000 sec): 3 clusters Score: Raw -171530.589927 + Penalty 735.891331 = -170794.698596 nChanged 54 SP:Iteration 14Q (2695.640000 sec): 3 clusters Score: Raw -171552.733124 + Penalty 735.891331 = -170816.841794 nChanged 59 SP:Iteration 15Q (2695.640000 sec): 3 clusters Score: Raw -171572.534696 + Penalty 735.891331 = -170836.643365 nChanged 47 SP:Iteration 16Q (2695.650000 sec): 3 clusters Score: Raw -171587.910110 + Penalty 735.891331 = -170852.018779 nChanged 52 SP:Iteration 17Q (2695.650000 sec): 3 clusters Score: Raw -171606.880854 + Penalty 735.891331 = -170870.989523 nChanged 52 SP:Iteration 18Q (2695.650000 sec): 3 clusters Score: Raw -171624.615779 + Penalty 735.891331 = -170888.724448 nChanged 54 SP:Iteration 19Q (2695.660000 sec): 3 clusters Score: Raw -171646.067493 + Penalty 735.891331 = -170910.176163 nChanged 49 SP:Iteration 20F (2695.660000 sec): 3 clusters Score: Raw -171668.605930 + Penalty 735.891331 = -170932.714599 nChanged 46 SP:Iteration 21Q (2695.660000 sec): 3 clusters Score: Raw -171693.287010 + Penalty 735.891331 = -170957.395680 nChanged 43 SP:Iteration 22Q (2695.670000 sec): 3 clusters Score: Raw -171721.720653 + Penalty 735.891331 = -170985.829322 nChanged 48 SP:Iteration 23Q (2695.670000 sec): 3 clusters Score: Raw -171749.751558 + Penalty 735.891331 = -171013.860227 nChanged 57 SP:Iteration 24Q (2695.680000 sec): 3 clusters Score: Raw -171789.993499 + Penalty 735.891331 = -171054.102169 nChanged 41 SP:Iteration 25Q (2695.680000 sec): 3 clusters Score: Raw -171814.600591 + Penalty 735.891331 = -171078.709260 nChanged 40 SP:Iteration 26Q (2695.680000 sec): 3 clusters Score: Raw -171837.332025 + Penalty 735.891331 = -171101.440694 nChanged 32 SP:Iteration 27Q (2695.680000 sec): 3 clusters Score: Raw -171854.540904 + Penalty 735.891331 = -171118.649573 nChanged 30 SP:Iteration 28Q (2695.690000 sec): 3 clusters Score: Raw -171867.101627 + Penalty 735.891331 = -171131.210296 nChanged 26 SP:Iteration 29Q (2695.690000 sec): 3 clusters Score: Raw -171880.862763 + Penalty 735.891331 = -171144.971432 nChanged 21 SP:Iteration 30Q (2695.700000 sec): 3 clusters Score: Raw -171892.507702 + Penalty 735.891331 = -171156.616371 nChanged 20 SP:Iteration 31Q (2695.700000 sec): 3 clusters Score: Raw -171901.933394 + Penalty 735.891331 = -171166.042063 nChanged 17 SP:Iteration 32Q (2695.700000 sec): 3 clusters Score: Raw -171907.940111 + Penalty 735.891331 = -171172.048780 nChanged 13 SP:Iteration 33Q (2695.700000 sec): 3 clusters Score: Raw -171912.203530 + Penalty 735.891331 = -171176.312199 nChanged 13 SP:Iteration 34Q (2695.710000 sec): 3 clusters Score: Raw -171916.410848 + Penalty 735.891331 = -171180.519517 nChanged 12 SP:Iteration 35Q (2695.710000 sec): 3 clusters Score: Raw -171920.339902 + Penalty 735.891331 = -171184.448571 nChanged 13 SP:Iteration 36Q (2695.710000 sec): 3 clusters Score: Raw -171924.702934 + Penalty 735.891331 = -171188.811604 nChanged 5 SP:Iteration 37Q (2695.720000 sec): 3 clusters Score: Raw -171927.853163 + Penalty 735.891331 = -171191.961832 nChanged 6 SP:Iteration 38Q (2695.720000 sec): 3 clusters Score: Raw -171931.045879 + Penalty 735.891331 = -171195.154548 nChanged 8 SP:Iteration 39Q (2695.720000 sec): 3 clusters Score: Raw -171934.171980 + Penalty 735.891331 = -171198.280650 nChanged 7 SP:Iteration 40F (2695.730000 sec): 3 clusters Score: Raw -171937.231135 + Penalty 735.891331 = -171201.339805 nChanged 6 SP:Iteration 41Q (2695.730000 sec): 3 clusters Score: Raw -171939.641152 + Penalty 735.891331 = -171203.749822 nChanged 3 SP:Iteration 42Q (2695.730000 sec): 3 clusters Score: Raw -171940.879736 + Penalty 735.891331 = -171204.988406 nChanged 3 SP:Iteration 43Q (2695.740000 sec): 3 clusters Score: Raw -171941.883861 + Penalty 735.891331 = -171205.992530 nChanged 4 SP:Iteration 44Q (2695.740000 sec): 3 clusters Score: Raw -171943.022878 + Penalty 735.891331 = -171207.131547 nChanged 3 SP:Iteration 45Q (2695.740000 sec): 3 clusters Score: Raw -171944.112246 + Penalty 735.891331 = -171208.220915 nChanged 4 SP:Iteration 46Q (2695.740000 sec): 3 clusters Score: Raw -171945.020272 + Penalty 735.891331 = -171209.128942 nChanged 2 SP:Iteration 47Q (2695.750000 sec): 3 clusters Score: Raw -171945.404932 + Penalty 735.891331 = -171209.513601 nChanged 5 SP:Iteration 48Q (2695.750000 sec): 3 clusters Score: Raw -171946.771639 + Penalty 735.891331 = -171210.880308 nChanged 4 SP:Iteration 49Q (2695.760000 sec): 3 clusters Score: Raw -171948.489967 + Penalty 735.891331 = -171212.598637 nChanged 3 SP:Iteration 50Q (2695.760000 sec): 3 clusters Score: Raw -171949.387853 + Penalty 735.891331 = -171213.496522 nChanged 3 SP:Iteration 51Q (2695.760000 sec): 3 clusters Score: Raw -171950.043538 + Penalty 735.891331 = -171214.152207 nChanged 3 SP:Iteration 52Q (2695.760000 sec): 3 clusters Score: Raw -171950.670729 + Penalty 735.891331 = -171214.779399 nChanged 1 SP:Iteration 53Q (2695.770000 sec): 3 clusters Score: Raw -171951.075533 + Penalty 735.891331 = -171215.184202 nChanged 1 SP:Iteration 54Q (2695.770000 sec): 3 clusters Score: Raw -171951.323364 + Penalty 735.891331 = -171215.432033 nChanged 1 SP:Iteration 55Q (2695.770000 sec): 3 clusters Score: Raw -171952.019556 + Penalty 735.891331 = -171216.128225 nChanged 2 SP:Iteration 56Q (2695.780000 sec): 3 clusters Score: Raw -171952.314821 + Penalty 735.891331 = -171216.423490 nChanged 1 SP:Iteration 57Q (2695.780000 sec): 3 clusters Score: Raw -171952.691175 + Penalty 735.891331 = -171216.799844 nChanged 2 SP:Iteration 58Q (2695.780000 sec): 3 clusters Score: Raw -171953.122971 + Penalty 735.891331 = -171217.231640 nChanged 2 SP:Iteration 59Q (2695.780000 sec): 3 clusters Score: Raw -171953.575891 + Penalty 735.891331 = -171217.684560 nChanged 2 SP:Iteration 60F (2695.790000 sec): 3 clusters Score: Raw -171953.910173 + Penalty 735.891331 = -171218.018843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (6231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2695.800000 sec): 2 clusters Score: Raw -369349.784791 + Penalty 397.546791 = -368952.238000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2695.800000 sec): 3 clusters Score: Raw -365577.216043 + Penalty 795.093582 = -364782.122460 nChanged 2782 SP:Iteration 1F (2695.810000 sec): 3 clusters Score: Raw -367352.097330 + Penalty 795.093582 = -366557.003748 nChanged 460 SP:Iteration 2F (2695.820000 sec): 3 clusters Score: Raw -367691.466785 + Penalty 795.093582 = -366896.373203 nChanged 422 SP:Iteration 3F (2695.820000 sec): 3 clusters Score: Raw -368001.611524 + Penalty 795.093582 = -367206.517942 nChanged 395 SP:Iteration 4F (2695.830000 sec): 3 clusters Score: Raw -368317.510731 + Penalty 795.093582 = -367522.417149 nChanged 341 SP:Iteration 5F (2695.840000 sec): 3 clusters Score: Raw -368541.761627 + Penalty 795.093582 = -367746.668044 nChanged 254 SP:Iteration 6Q (2695.850000 sec): 3 clusters Score: Raw -368666.827214 + Penalty 795.093582 = -367871.733632 nChanged 160 SP:Iteration 7Q (2695.850000 sec): 3 clusters Score: Raw -368712.677393 + Penalty 795.093582 = -367917.583811 nChanged 92 SP:Iteration 8Q (2695.860000 sec): 3 clusters Score: Raw -368735.192433 + Penalty 795.093582 = -367940.098851 nChanged 70 SP:Iteration 9Q (2695.860000 sec): 3 clusters Score: Raw -368748.778525 + Penalty 795.093582 = -367953.684943 nChanged 49 SP:Iteration 10Q (2695.870000 sec): 3 clusters Score: Raw -368757.091562 + Penalty 795.093582 = -367961.997980 nChanged 39 SP:Iteration 11Q (2695.880000 sec): 3 clusters Score: Raw -368763.251796 + Penalty 795.093582 = -367968.158214 nChanged 33 SP:Iteration 12Q (2695.880000 sec): 3 clusters Score: Raw -368769.240049 + Penalty 795.093582 = -367974.146467 nChanged 36 SP:Iteration 13Q (2695.890000 sec): 3 clusters Score: Raw -368776.576861 + Penalty 795.093582 = -367981.483278 nChanged 43 SP:Iteration 14Q (2695.900000 sec): 3 clusters Score: Raw -368783.242640 + Penalty 795.093582 = -367988.149058 nChanged 31 SP:Iteration 15Q (2695.900000 sec): 3 clusters Score: Raw -368787.698263 + Penalty 795.093582 = -367992.604680 nChanged 27 SP:Iteration 16Q (2695.910000 sec): 3 clusters Score: Raw -368790.944620 + Penalty 795.093582 = -367995.851038 nChanged 23 SP:Iteration 17Q (2695.920000 sec): 3 clusters Score: Raw -368794.574034 + Penalty 795.093582 = -367999.480452 nChanged 19 SP:Iteration 18Q (2695.920000 sec): 3 clusters Score: Raw -368796.655190 + Penalty 795.093582 = -368001.561607 nChanged 20 SP:Iteration 19Q (2695.930000 sec): 3 clusters Score: Raw -368798.925068 + Penalty 795.093582 = -368003.831486 nChanged 21 SP:Iteration 20F (2695.940000 sec): 3 clusters Score: Raw -368800.828665 + Penalty 795.093582 = -368005.735083 nChanged 19 SP:Iteration 21Q (2695.940000 sec): 3 clusters Score: Raw -368803.198171 + Penalty 795.093582 = -368008.104589 nChanged 19 SP:Iteration 22Q (2695.950000 sec): 3 clusters Score: Raw -368805.390731 + Penalty 795.093582 = -368010.297149 nChanged 25 SP:Iteration 23Q (2695.960000 sec): 3 clusters Score: Raw -368809.671338 + Penalty 795.093582 = -368014.577756 nChanged 21 SP:Iteration 24Q (2695.960000 sec): 3 clusters Score: Raw -368813.880716 + Penalty 795.093582 = -368018.787134 nChanged 24 SP:Iteration 25Q (2695.970000 sec): 3 clusters Score: Raw -368816.847989 + Penalty 795.093582 = -368021.754407 nChanged 18 SP:Iteration 26Q (2695.980000 sec): 3 clusters Score: Raw -368818.825916 + Penalty 795.093582 = -368023.732334 nChanged 22 SP:Iteration 27Q (2695.980000 sec): 3 clusters Score: Raw -368822.514757 + Penalty 795.093582 = -368027.421175 nChanged 24 SP:Iteration 28Q (2695.990000 sec): 3 clusters Score: Raw -368826.567575 + Penalty 795.093582 = -368031.473993 nChanged 30 SP:Iteration 29Q (2696.000000 sec): 3 clusters Score: Raw -368831.407788 + Penalty 795.093582 = -368036.314206 nChanged 27 SP:Iteration 30Q (2696.000000 sec): 3 clusters Score: Raw -368835.003973 + Penalty 795.093582 = -368039.910391 nChanged 29 SP:Iteration 31Q (2696.010000 sec): 3 clusters Score: Raw -368840.673317 + Penalty 795.093582 = -368045.579735 nChanged 43 SP:Iteration 32Q (2696.020000 sec): 3 clusters Score: Raw -368849.862489 + Penalty 795.093582 = -368054.768907 nChanged 35 SP:Iteration 33Q (2696.020000 sec): 3 clusters Score: Raw -368855.535861 + Penalty 795.093582 = -368060.442279 nChanged 37 SP:Iteration 34Q (2696.030000 sec): 3 clusters Score: Raw -368860.924533 + Penalty 795.093582 = -368065.830951 nChanged 34 SP:Iteration 35Q (2696.040000 sec): 3 clusters Score: Raw -368866.507154 + Penalty 795.093582 = -368071.413571 nChanged 35 SP:Iteration 36Q (2696.050000 sec): 3 clusters Score: Raw -368872.562491 + Penalty 795.093582 = -368077.468908 nChanged 33 SP:Iteration 37Q (2696.060000 sec): 3 clusters Score: Raw -368879.096890 + Penalty 795.093582 = -368084.003308 nChanged 48 SP:Iteration 38Q (2696.060000 sec): 3 clusters Score: Raw -368891.393300 + Penalty 795.093582 = -368096.299717 nChanged 58 SP:Iteration 39Q (2696.070000 sec): 3 clusters Score: Raw -368905.680223 + Penalty 795.093582 = -368110.586641 nChanged 68 SP:Iteration 40F (2696.080000 sec): 3 clusters Score: Raw -368924.246988 + Penalty 795.093582 = -368129.153406 nChanged 46 SP:Iteration 41Q (2696.080000 sec): 3 clusters Score: Raw -368934.933387 + Penalty 795.093582 = -368139.839805 nChanged 41 SP:Iteration 42Q (2696.090000 sec): 3 clusters Score: Raw -368946.592090 + Penalty 795.093582 = -368151.498507 nChanged 48 SP:Iteration 43Q (2696.100000 sec): 3 clusters Score: Raw -368962.224154 + Penalty 795.093582 = -368167.130572 nChanged 49 SP:Iteration 44Q (2696.100000 sec): 3 clusters Score: Raw -368974.847581 + Penalty 795.093582 = -368179.753999 nChanged 65 SP:Iteration 45Q (2696.110000 sec): 3 clusters Score: Raw -368995.642279 + Penalty 795.093582 = -368200.548697 nChanged 69 SP:Iteration 46Q (2696.110000 sec): 3 clusters Score: Raw -369019.004019 + Penalty 795.093582 = -368223.910437 nChanged 63 SP:Iteration 47Q (2696.120000 sec): 3 clusters Score: Raw -369044.594703 + Penalty 795.093582 = -368249.501121 nChanged 64 SP:Iteration 48Q (2696.130000 sec): 3 clusters Score: Raw -369080.889240 + Penalty 795.093582 = -368285.795657 nChanged 92 SP:Iteration 49Q (2696.130000 sec): 3 clusters Score: Raw -369136.660546 + Penalty 795.093582 = -368341.566964 nChanged 84 SP:Iteration 50Q (2696.140000 sec): 3 clusters Score: Raw -369206.783992 + Penalty 795.093582 = -368411.690410 nChanged 83 SP:Iteration 51Q (2696.150000 sec): 3 clusters Score: Raw -369308.105860 + Penalty 795.093582 = -368513.012278 nChanged 68 SP:Iteration 52Q (2696.150000 sec): 3 clusters Score: Raw -369424.163321 + Penalty 795.093582 = -368629.069739 nChanged 66 SP:Iteration 53Q (2696.160000 sec): 3 clusters Score: Raw -369522.268438 + Penalty 795.093582 = -368727.174856 nChanged 58 SP:Iteration 54Q (2696.170000 sec): 3 clusters Score: Raw -369602.822018 + Penalty 795.093582 = -368807.728436 nChanged 60 SP:Iteration 55Q (2696.170000 sec): 3 clusters Score: Raw -369657.306382 + Penalty 795.093582 = -368862.212800 nChanged 60 SP:Iteration 56Q (2696.180000 sec): 3 clusters Score: Raw -369696.218391 + Penalty 795.093582 = -368901.124808 nChanged 56 SP:Iteration 57Q (2696.180000 sec): 3 clusters Score: Raw -369719.671143 + Penalty 795.093582 = -368924.577560 nChanged 46 SP:Iteration 58Q (2696.190000 sec): 3 clusters Score: Raw -369733.582030 + Penalty 795.093582 = -368938.488448 nChanged 38 SP:Iteration 59Q (2696.190000 sec): 3 clusters Score: Raw -369741.680200 + Penalty 795.093582 = -368946.586617 nChanged 24 SP:Iteration 60F (2696.200000 sec): 3 clusters Score: Raw -369746.592606 + Penalty 795.093582 = -368951.499024 nChanged 20 SP:Iteration 61Q (2696.210000 sec): 3 clusters Score: Raw -369751.059379 + Penalty 795.093582 = -368955.965797 nChanged 19 SP:Iteration 62Q (2696.210000 sec): 3 clusters Score: Raw -369754.817306 + Penalty 795.093582 = -368959.723724 nChanged 11 SP:Iteration 63Q (2696.220000 sec): 3 clusters Score: Raw -369756.875110 + Penalty 795.093582 = -368961.781527 nChanged 11 SP:Iteration 64Q (2696.220000 sec): 3 clusters Score: Raw -369758.626312 + Penalty 795.093582 = -368963.532730 nChanged 11 SP:Iteration 65Q (2696.230000 sec): 3 clusters Score: Raw -369760.078482 + Penalty 795.093582 = -368964.984899 nChanged 6 SP:Iteration 66Q (2696.230000 sec): 3 clusters Score: Raw -369760.664167 + Penalty 795.093582 = -368965.570584 nChanged 3 SP:Iteration 67Q (2696.240000 sec): 3 clusters Score: Raw -369760.962646 + Penalty 795.093582 = -368965.869064 nChanged 2 SP:Iteration 68Q (2696.250000 sec): 3 clusters Score: Raw -369761.256479 + Penalty 795.093582 = -368966.162897 nChanged 3 SP:Iteration 69Q (2696.250000 sec): 3 clusters Score: Raw -369761.463159 + Penalty 795.093582 = -368966.369577 nChanged 1 SP:Iteration 70Q (2696.260000 sec): 3 clusters Score: Raw -369761.496221 + Penalty 795.093582 = -368966.402639 nChanged 2 SP:Iteration 71Q (2696.260000 sec): 3 clusters Score: Raw -369761.597291 + Penalty 795.093582 = -368966.503709 nChanged 0 SP:Iteration 72F (2696.270000 sec): 3 clusters Score: Raw -369761.597291 + Penalty 795.093582 = -368966.503709 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (1648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2696.270000 sec): 2 clusters Score: Raw -95538.882570 + Penalty 337.032956 = -95201.849614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2696.280000 sec): 3 clusters Score: Raw -94660.873353 + Penalty 674.065912 = -93986.807441 nChanged 674 SP:Iteration 1F (2696.280000 sec): 3 clusters Score: Raw -95055.283728 + Penalty 674.065912 = -94381.217816 nChanged 118 SP:Iteration 2F (2696.280000 sec): 3 clusters Score: Raw -95116.215615 + Penalty 674.065912 = -94442.149704 nChanged 81 SP:Iteration 3Q (2696.280000 sec): 3 clusters Score: Raw -95157.440655 + Penalty 674.065912 = -94483.374743 nChanged 74 SP:Iteration 4Q (2696.290000 sec): 3 clusters Score: Raw -95194.564049 + Penalty 674.065912 = -94520.498138 nChanged 80 SP:Iteration 5Q (2696.290000 sec): 3 clusters Score: Raw -95243.724001 + Penalty 674.065912 = -94569.658089 nChanged 81 SP:Iteration 6Q (2696.290000 sec): 3 clusters Score: Raw -95295.844907 + Penalty 674.065912 = -94621.778995 nChanged 77 SP:Iteration 7Q (2696.290000 sec): 3 clusters Score: Raw -95349.685791 + Penalty 674.065912 = -94675.619880 nChanged 87 SP:Iteration 8F (2696.290000 sec): 3 clusters Score: Raw -95418.054657 + Penalty 674.065912 = -94743.988746 nChanged 61 SP:Iteration 9Q (2696.290000 sec): 3 clusters Score: Raw -95460.299238 + Penalty 674.065912 = -94786.233326 nChanged 42 SP:Iteration 10Q (2696.290000 sec): 3 clusters Score: Raw -95485.911470 + Penalty 674.065912 = -94811.845558 nChanged 32 SP:Iteration 11Q (2696.300000 sec): 3 clusters Score: Raw -95503.214502 + Penalty 674.065912 = -94829.148591 nChanged 26 SP:Iteration 12Q (2696.300000 sec): 3 clusters Score: Raw -95516.759800 + Penalty 674.065912 = -94842.693888 nChanged 20 SP:Iteration 13Q (2696.300000 sec): 3 clusters Score: Raw -95528.549073 + Penalty 674.065912 = -94854.483162 nChanged 13 SP:Iteration 14Q (2696.300000 sec): 3 clusters Score: Raw -95535.096270 + Penalty 674.065912 = -94861.030358 nChanged 7 SP:Iteration 15Q (2696.310000 sec): 3 clusters Score: Raw -95538.407280 + Penalty 674.065912 = -94864.341368 nChanged 7 SP:Iteration 16Q (2696.310000 sec): 3 clusters Score: Raw -95541.149721 + Penalty 674.065912 = -94867.083809 nChanged 8 SP:Iteration 17Q (2696.310000 sec): 3 clusters Score: Raw -95545.197378 + Penalty 674.065912 = -94871.131466 nChanged 6 SP:Iteration 18Q (2696.310000 sec): 3 clusters Score: Raw -95547.364747 + Penalty 674.065912 = -94873.298835 nChanged 4 SP:Iteration 19Q (2696.310000 sec): 3 clusters Score: Raw -95549.935955 + Penalty 674.065912 = -94875.870043 nChanged 4 SP:Iteration 20F (2696.310000 sec): 3 clusters Score: Raw -95551.940780 + Penalty 674.065912 = -94877.874869 nChanged 4 SP:Iteration 21Q (2696.310000 sec): 3 clusters Score: Raw -95555.283087 + Penalty 674.065912 = -94881.217175 nChanged 5 SP:Iteration 22Q (2696.320000 sec): 3 clusters Score: Raw -95558.456865 + Penalty 674.065912 = -94884.390953 nChanged 3 SP:Iteration 23Q (2696.320000 sec): 3 clusters Score: Raw -95563.179406 + Penalty 674.065912 = -94889.113494 nChanged 6 SP:Iteration 24Q (2696.320000 sec): 3 clusters Score: Raw -95571.991043 + Penalty 674.065912 = -94897.925131 nChanged 9 SP:Iteration 25Q (2696.320000 sec): 3 clusters Score: Raw -95580.947230 + Penalty 674.065912 = -94906.881319 nChanged 7 SP:Iteration 26Q (2696.320000 sec): 3 clusters Score: Raw -95585.290218 + Penalty 674.065912 = -94911.224306 nChanged 3 SP:Iteration 27Q (2696.330000 sec): 3 clusters Score: Raw -95590.309257 + Penalty 674.065912 = -94916.243345 nChanged 5 SP:Iteration 28Q (2696.330000 sec): 3 clusters Score: Raw -95598.275264 + Penalty 674.065912 = -94924.209352 nChanged 10 SP:Iteration 29Q (2696.330000 sec): 3 clusters Score: Raw -95607.638292 + Penalty 674.065912 = -94933.572380 nChanged 8 SP:Iteration 30Q (2696.330000 sec): 3 clusters Score: Raw -95621.506726 + Penalty 674.065912 = -94947.440815 nChanged 9 SP:Iteration 31Q (2696.330000 sec): 3 clusters Score: Raw -95632.840988 + Penalty 674.065912 = -94958.775077 nChanged 5 SP:Iteration 32Q (2696.330000 sec): 3 clusters Score: Raw -95639.663528 + Penalty 674.065912 = -94965.597617 nChanged 3 SP:Iteration 33Q (2696.330000 sec): 3 clusters Score: Raw -95642.442194 + Penalty 674.065912 = -94968.376283 nChanged 3 SP:Iteration 34Q (2696.330000 sec): 3 clusters Score: Raw -95643.114821 + Penalty 674.065912 = -94969.048909 nChanged 0 SP:Iteration 35F (2696.340000 sec): 3 clusters Score: Raw -95643.114821 + Penalty 674.065912 = -94969.048909 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (16915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2696.360000 sec): 2 clusters Score: Raw -1071888.321805 + Penalty 442.986002 = -1071445.335804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2696.380000 sec): 3 clusters Score: Raw -1061084.455217 + Penalty 885.972003 = -1060198.483214 nChanged 8028 SP:Iteration 1F (2696.400000 sec): 3 clusters Score: Raw -1065890.224617 + Penalty 885.972003 = -1065004.252614 nChanged 943 SP:Iteration 2F (2696.420000 sec): 3 clusters Score: Raw -1066302.647783 + Penalty 885.972003 = -1065416.675780 nChanged 1088 SP:Iteration 3F (2696.440000 sec): 3 clusters Score: Raw -1066902.847928 + Penalty 885.972003 = -1066016.875924 nChanged 1225 SP:Iteration 4F (2696.460000 sec): 3 clusters Score: Raw -1067738.643275 + Penalty 885.972003 = -1066852.671271 nChanged 1262 SP:Iteration 5F (2696.480000 sec): 3 clusters Score: Raw -1068796.827289 + Penalty 885.972003 = -1067910.855286 nChanged 1172 SP:Iteration 6F (2696.500000 sec): 3 clusters Score: Raw -1069877.550719 + Penalty 885.972003 = -1068991.578715 nChanged 876 SP:Iteration 7F (2696.520000 sec): 3 clusters Score: Raw -1070688.704352 + Penalty 885.972003 = -1069802.732349 nChanged 548 SP:Iteration 8Q (2696.540000 sec): 3 clusters Score: Raw -1071129.303302 + Penalty 885.972003 = -1070243.331299 nChanged 341 SP:Iteration 9Q (2696.560000 sec): 3 clusters Score: Raw -1071398.151067 + Penalty 885.972003 = -1070512.179063 nChanged 254 SP:Iteration 10Q (2696.570000 sec): 3 clusters Score: Raw -1071607.242848 + Penalty 885.972003 = -1070721.270844 nChanged 180 SP:Iteration 11Q (2696.590000 sec): 3 clusters Score: Raw -1071740.303366 + Penalty 885.972003 = -1070854.331362 nChanged 111 SP:Iteration 12Q (2696.610000 sec): 3 clusters Score: Raw -1071820.795867 + Penalty 885.972003 = -1070934.823864 nChanged 87 SP:Iteration 13Q (2696.620000 sec): 3 clusters Score: Raw -1071886.903823 + Penalty 885.972003 = -1071000.931820 nChanged 67 SP:Iteration 14Q (2696.630000 sec): 3 clusters Score: Raw -1071931.110389 + Penalty 885.972003 = -1071045.138386 nChanged 43 SP:Iteration 15Q (2696.650000 sec): 3 clusters Score: Raw -1071956.718303 + Penalty 885.972003 = -1071070.746300 nChanged 33 SP:Iteration 16Q (2696.660000 sec): 3 clusters Score: Raw -1071979.837602 + Penalty 885.972003 = -1071093.865598 nChanged 17 SP:Iteration 17Q (2696.680000 sec): 3 clusters Score: Raw -1071988.623291 + Penalty 885.972003 = -1071102.651287 nChanged 10 SP:Iteration 18Q (2696.690000 sec): 3 clusters Score: Raw -1071993.734381 + Penalty 885.972003 = -1071107.762377 nChanged 9 SP:Iteration 19Q (2696.710000 sec): 3 clusters Score: Raw -1071997.108504 + Penalty 885.972003 = -1071111.136500 nChanged 2 SP:Iteration 20F (2696.720000 sec): 3 clusters Score: Raw -1071997.794191 + Penalty 885.972003 = -1071111.822187 nChanged 3 SP:Iteration 21Q (2696.740000 sec): 3 clusters Score: Raw -1071999.447716 + Penalty 885.972003 = -1071113.475713 nChanged 2 SP:Iteration 22Q (2696.750000 sec): 3 clusters Score: Raw -1072000.480458 + Penalty 885.972003 = -1071114.508455 nChanged 2 SP:Iteration 23Q (2696.770000 sec): 3 clusters Score: Raw -1072001.750401 + Penalty 885.972003 = -1071115.778398 nChanged 1 SP:Iteration 24Q (2696.780000 sec): 3 clusters Score: Raw -1072001.883908 + Penalty 885.972003 = -1071115.911905 nChanged 0 SP:Iteration 25F (2696.800000 sec): 3 clusters Score: Raw -1072001.883908 + Penalty 885.972003 = -1071115.911905 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2696.800000 sec): 2 clusters Score: Raw -7131.757499 + Penalty 226.754101 = -6905.003397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2696.800000 sec): 3 clusters Score: Raw -7132.202029 + Penalty 453.508203 = -6678.693826 nChanged 38 SP:Iteration 1F (2696.810000 sec): 3 clusters Score: Raw -7183.973145 + Penalty 453.508203 = -6730.464942 nChanged 11 SP:Iteration 2F (2696.810000 sec): 3 clusters Score: Raw -7203.945105 + Penalty 453.508203 = -6750.436902 nChanged 4 SP:Iteration 3Q (2696.810000 sec): 3 clusters Score: Raw -7209.442317 + Penalty 453.508203 = -6755.934115 nChanged 0 SP:Iteration 4F (2696.810000 sec): 3 clusters Score: Raw -7209.442317 + Penalty 453.508203 = -6755.934115 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2696.820000 sec): 2 clusters Score: Raw -525573.596017 + Penalty 415.773413 = -525157.822604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2696.830000 sec): 3 clusters Score: Raw -519831.857552 + Penalty 831.546825 = -519000.310727 nChanged 4314 SP:Iteration 1F (2696.840000 sec): 3 clusters Score: Raw -522192.794664 + Penalty 831.546825 = -521361.247839 nChanged 458 SP:Iteration 2Q (2696.850000 sec): 3 clusters Score: Raw -522383.101097 + Penalty 831.546825 = -521551.554272 nChanged 532 SP:Iteration 3F (2696.860000 sec): 3 clusters Score: Raw -522655.547749 + Penalty 831.546825 = -521824.000924 nChanged 645 SP:Iteration 4F (2696.870000 sec): 3 clusters Score: Raw -523096.014921 + Penalty 831.546825 = -522264.468096 nChanged 747 SP:Iteration 5F (2696.890000 sec): 3 clusters Score: Raw -523693.700228 + Penalty 831.546825 = -522862.153403 nChanged 727 SP:Iteration 6F (2696.900000 sec): 3 clusters Score: Raw -524291.129096 + Penalty 831.546825 = -523459.582271 nChanged 565 SP:Iteration 7F (2696.910000 sec): 3 clusters Score: Raw -524743.580991 + Penalty 831.546825 = -523912.034166 nChanged 397 SP:Iteration 8Q (2696.920000 sec): 3 clusters Score: Raw -525063.270851 + Penalty 831.546825 = -524231.724026 nChanged 271 SP:Iteration 9Q (2696.930000 sec): 3 clusters Score: Raw -525286.651921 + Penalty 831.546825 = -524455.105096 nChanged 167 SP:Iteration 10Q (2696.940000 sec): 3 clusters Score: Raw -525430.715595 + Penalty 831.546825 = -524599.168770 nChanged 103 SP:Iteration 11Q (2696.950000 sec): 3 clusters Score: Raw -525515.114125 + Penalty 831.546825 = -524683.567300 nChanged 55 SP:Iteration 12Q (2696.960000 sec): 3 clusters Score: Raw -525561.104753 + Penalty 831.546825 = -524729.557928 nChanged 33 SP:Iteration 13Q (2696.970000 sec): 3 clusters Score: Raw -525594.209205 + Penalty 831.546825 = -524762.662380 nChanged 14 SP:Iteration 14Q (2696.970000 sec): 3 clusters Score: Raw -525608.762801 + Penalty 831.546825 = -524777.215976 nChanged 8 SP:Iteration 15Q (2696.980000 sec): 3 clusters Score: Raw -525617.855750 + Penalty 831.546825 = -524786.308925 nChanged 4 SP:Iteration 16Q (2696.990000 sec): 3 clusters Score: Raw -525621.886069 + Penalty 831.546825 = -524790.339244 nChanged 5 SP:Iteration 17Q (2697.000000 sec): 3 clusters Score: Raw -525624.586797 + Penalty 831.546825 = -524793.039972 nChanged 0 SP:Iteration 18F (2697.010000 sec): 3 clusters Score: Raw -525624.586797 + Penalty 831.546825 = -524793.039972 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2697.010000 sec): 2 clusters Score: Raw -67054.025382 + Penalty 324.637534 = -66729.387848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2697.010000 sec): 3 clusters Score: Raw -66483.858472 + Penalty 649.275067 = -65834.583404 nChanged 502 SP:Iteration 1F (2697.010000 sec): 3 clusters Score: Raw -66864.870422 + Penalty 649.275067 = -66215.595355 nChanged 137 SP:Iteration 2F (2697.020000 sec): 3 clusters Score: Raw -67054.642704 + Penalty 649.275067 = -66405.367636 nChanged 100 SP:Iteration 3F (2697.020000 sec): 3 clusters Score: Raw -67219.312684 + Penalty 649.275067 = -66570.037617 nChanged 82 SP:Iteration 4F (2697.020000 sec): 3 clusters Score: Raw -67336.251333 + Penalty 649.275067 = -66686.976265 nChanged 63 SP:Iteration 5F (2697.020000 sec): 3 clusters Score: Raw -67389.118240 + Penalty 649.275067 = -66739.843172 nChanged 26 SP:Iteration 6Q (2697.020000 sec): 3 clusters Score: Raw -67410.385888 + Penalty 649.275067 = -66761.110820 nChanged 17 SP:Iteration 7Q (2697.030000 sec): 3 clusters Score: Raw -67423.519019 + Penalty 649.275067 = -66774.243952 nChanged 10 SP:Iteration 8Q (2697.030000 sec): 3 clusters Score: Raw -67433.227564 + Penalty 649.275067 = -66783.952497 nChanged 6 SP:Iteration 9Q (2697.030000 sec): 3 clusters Score: Raw -67438.686662 + Penalty 649.275067 = -66789.411595 nChanged 6 SP:Iteration 10Q (2697.030000 sec): 3 clusters Score: Raw -67444.184430 + Penalty 649.275067 = -66794.909363 nChanged 6 SP:Iteration 11Q (2697.030000 sec): 3 clusters Score: Raw -67450.688134 + Penalty 649.275067 = -66801.413066 nChanged 1 SP:Iteration 12Q (2697.030000 sec): 3 clusters Score: Raw -67451.128507 + Penalty 649.275067 = -66801.853440 nChanged 1 SP:Iteration 13Q (2697.030000 sec): 3 clusters Score: Raw -67451.360074 + Penalty 649.275067 = -66802.085006 nChanged 0 SP:Iteration 14F (2697.030000 sec): 3 clusters Score: Raw -67451.360074 + Penalty 649.275067 = -66802.085006 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (111680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2697.210000 sec): 2 clusters Score: Raw -6522471.112161 + Penalty 528.864378 = -6521942.247783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2697.350000 sec): 3 clusters Score: Raw -6447672.278564 + Penalty 1057.728756 = -6446614.549809 nChanged 54527 SP:Iteration 1F (2697.500000 sec): 3 clusters Score: Raw -6482268.267359 + Penalty 1057.728756 = -6481210.538603 nChanged 5572 SP:Iteration 2Q (2697.650000 sec): 3 clusters Score: Raw -6484706.340030 + Penalty 1057.728756 = -6483648.611275 nChanged 6028 SP:Iteration 3F (2697.790000 sec): 3 clusters Score: Raw -6487837.195374 + Penalty 1057.728756 = -6486779.466618 nChanged 6518 SP:Iteration 4F (2697.930000 sec): 3 clusters Score: Raw -6491634.231829 + Penalty 1057.728756 = -6490576.503074 nChanged 6625 SP:Iteration 5F (2698.070000 sec): 3 clusters Score: Raw -6495930.227052 + Penalty 1057.728756 = -6494872.498297 nChanged 6416 SP:Iteration 6F (2698.210000 sec): 3 clusters Score: Raw -6499791.265396 + Penalty 1057.728756 = -6498733.536640 nChanged 5248 SP:Iteration 7Q (2698.370000 sec): 3 clusters Score: Raw -6502195.632292 + Penalty 1057.728756 = -6501137.903536 nChanged 3850 SP:Iteration 8Q (2698.520000 sec): 3 clusters Score: Raw -6503386.096381 + Penalty 1057.728756 = -6502328.367625 nChanged 2581 SP:Iteration 9Q (2698.670000 sec): 3 clusters Score: Raw -6503926.666666 + Penalty 1057.728756 = -6502868.937911 nChanged 1778 SP:Iteration 10Q (2698.810000 sec): 3 clusters Score: Raw -6504253.769077 + Penalty 1057.728756 = -6503196.040321 nChanged 1497 SP:Iteration 11Q (2698.960000 sec): 3 clusters Score: Raw -6504559.227534 + Penalty 1057.728756 = -6503501.498779 nChanged 1500 SP:Iteration 12Q (2699.110000 sec): 3 clusters Score: Raw -6504881.929688 + Penalty 1057.728756 = -6503824.200932 nChanged 1530 SP:Iteration 13Q (2699.250000 sec): 3 clusters Score: Raw -6505226.056347 + Penalty 1057.728756 = -6504168.327591 nChanged 1582 SP:Iteration 14Q (2699.390000 sec): 3 clusters Score: Raw -6505602.797678 + Penalty 1057.728756 = -6504545.068922 nChanged 1656 SP:Iteration 15Q (2699.530000 sec): 3 clusters Score: Raw -6506010.811372 + Penalty 1057.728756 = -6504953.082616 nChanged 1748 SP:Iteration 16Q (2699.670000 sec): 3 clusters Score: Raw -6506457.139441 + Penalty 1057.728756 = -6505399.410685 nChanged 1817 SP:Iteration 17Q (2699.810000 sec): 3 clusters Score: Raw -6506940.052036 + Penalty 1057.728756 = -6505882.323280 nChanged 1849 SP:Iteration 18Q (2699.960000 sec): 3 clusters Score: Raw -6507463.338838 + Penalty 1057.728756 = -6506405.610082 nChanged 1939 SP:Iteration 19Q (2700.090000 sec): 3 clusters Score: Raw -6508045.493225 + Penalty 1057.728756 = -6506987.764470 nChanged 2039 SP:Iteration 20F (2700.230000 sec): 3 clusters Score: Raw -6508696.789452 + Penalty 1057.728756 = -6507639.060697 nChanged 2081 SP:Iteration 21Q (2700.380000 sec): 3 clusters Score: Raw -6509412.548587 + Penalty 1057.728756 = -6508354.819832 nChanged 2193 SP:Iteration 22Q (2700.510000 sec): 3 clusters Score: Raw -6510241.721279 + Penalty 1057.728756 = -6509183.992523 nChanged 2240 SP:Iteration 23Q (2700.640000 sec): 3 clusters Score: Raw -6511140.211108 + Penalty 1057.728756 = -6510082.482352 nChanged 2277 SP:Iteration 24Q (2700.770000 sec): 3 clusters Score: Raw -6512131.694443 + Penalty 1057.728756 = -6511073.965687 nChanged 2306 SP:Iteration 25Q (2700.910000 sec): 3 clusters Score: Raw -6513206.088238 + Penalty 1057.728756 = -6512148.359483 nChanged 2239 SP:Iteration 26Q (2701.030000 sec): 3 clusters Score: Raw -6514324.459540 + Penalty 1057.728756 = -6513266.730784 nChanged 2195 SP:Iteration 27Q (2701.160000 sec): 3 clusters Score: Raw -6515481.009298 + Penalty 1057.728756 = -6514423.280543 nChanged 2049 SP:Iteration 28Q (2701.290000 sec): 3 clusters Score: Raw -6516627.187062 + Penalty 1057.728756 = -6515569.458307 nChanged 1897 SP:Iteration 29Q (2701.410000 sec): 3 clusters Score: Raw -6517775.485694 + Penalty 1057.728756 = -6516717.756938 nChanged 1732 SP:Iteration 30Q (2701.530000 sec): 3 clusters Score: Raw -6518903.426209 + Penalty 1057.728756 = -6517845.697453 nChanged 1527 SP:Iteration 31Q (2701.650000 sec): 3 clusters Score: Raw -6519960.345542 + Penalty 1057.728756 = -6518902.616787 nChanged 1272 SP:Iteration 32Q (2701.760000 sec): 3 clusters Score: Raw -6520865.743868 + Penalty 1057.728756 = -6519808.015112 nChanged 911 SP:Iteration 33Q (2701.870000 sec): 3 clusters Score: Raw -6521508.600567 + Penalty 1057.728756 = -6520450.871811 nChanged 644 SP:Iteration 34Q (2701.970000 sec): 3 clusters Score: Raw -6521947.844795 + Penalty 1057.728756 = -6520890.116040 nChanged 393 SP:Iteration 35Q (2702.090000 sec): 3 clusters Score: Raw -6522207.348942 + Penalty 1057.728756 = -6521149.620186 nChanged 218 SP:Iteration 36Q (2702.190000 sec): 3 clusters Score: Raw -6522341.830259 + Penalty 1057.728756 = -6521284.101504 nChanged 136 SP:Iteration 37Q (2702.300000 sec): 3 clusters Score: Raw -6522433.533746 + Penalty 1057.728756 = -6521375.804990 nChanged 95 SP:Iteration 38Q (2702.410000 sec): 3 clusters Score: Raw -6522498.326771 + Penalty 1057.728756 = -6521440.598015 nChanged 50 SP:Iteration 39Q (2702.520000 sec): 3 clusters Score: Raw -6522529.611763 + Penalty 1057.728756 = -6521471.883007 nChanged 31 SP:Iteration 40F (2702.650000 sec): 3 clusters Score: Raw -6522546.686971 + Penalty 1057.728756 = -6521488.958216 nChanged 20 SP:Iteration 41Q (2702.760000 sec): 3 clusters Score: Raw -6522562.791248 + Penalty 1057.728756 = -6521505.062493 nChanged 17 SP:Iteration 42Q (2702.870000 sec): 3 clusters Score: Raw -6522572.619688 + Penalty 1057.728756 = -6521514.890932 nChanged 11 SP:Iteration 43Q (2702.970000 sec): 3 clusters Score: Raw -6522576.632572 + Penalty 1057.728756 = -6521518.903816 nChanged 3 SP:Iteration 44Q (2703.080000 sec): 3 clusters Score: Raw -6522578.144872 + Penalty 1057.728756 = -6521520.416116 nChanged 2 SP:Iteration 45Q (2703.190000 sec): 3 clusters Score: Raw -6522578.773211 + Penalty 1057.728756 = -6521521.044455 nChanged 3 SP:Iteration 46Q (2703.290000 sec): 3 clusters Score: Raw -6522579.960549 + Penalty 1057.728756 = -6521522.231794 nChanged 2 SP:Iteration 47Q (2703.400000 sec): 3 clusters Score: Raw -6522582.416762 + Penalty 1057.728756 = -6521524.688006 nChanged 3 SP:Iteration 48Q (2703.500000 sec): 3 clusters Score: Raw -6522584.847792 + Penalty 1057.728756 = -6521527.119037 nChanged 5 SP:Iteration 49Q (2703.610000 sec): 3 clusters Score: Raw -6522587.232986 + Penalty 1057.728756 = -6521529.504231 nChanged 1 SP:Iteration 50Q (2703.720000 sec): 3 clusters Score: Raw -6522587.424358 + Penalty 1057.728756 = -6521529.695603 nChanged 0 SP:Iteration 51F (2703.860000 sec): 3 clusters Score: Raw -6522587.424358 + Penalty 1057.728756 = -6521529.695603 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.900000 sec): 2 clusters Score: Raw -97414.693220 + Penalty 338.312430 = -97076.380791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.900000 sec): 3 clusters Score: Raw -96490.486019 + Penalty 676.624860 = -95813.861160 nChanged 695 SP:Iteration 1F (2703.900000 sec): 3 clusters Score: Raw -96903.153980 + Penalty 676.624860 = -96226.529120 nChanged 130 SP:Iteration 2F (2703.910000 sec): 3 clusters Score: Raw -96987.815974 + Penalty 676.624860 = -96311.191114 nChanged 115 SP:Iteration 3F (2703.910000 sec): 3 clusters Score: Raw -97063.152152 + Penalty 676.624860 = -96386.527292 nChanged 102 SP:Iteration 4F (2703.910000 sec): 3 clusters Score: Raw -97138.521075 + Penalty 676.624860 = -96461.896216 nChanged 87 SP:Iteration 5F (2703.910000 sec): 3 clusters Score: Raw -97199.539348 + Penalty 676.624860 = -96522.914488 nChanged 68 SP:Iteration 6Q (2703.910000 sec): 3 clusters Score: Raw -97249.231364 + Penalty 676.624860 = -96572.606504 nChanged 57 SP:Iteration 7Q (2703.910000 sec): 3 clusters Score: Raw -97289.007386 + Penalty 676.624860 = -96612.382526 nChanged 51 SP:Iteration 8Q (2703.920000 sec): 3 clusters Score: Raw -97325.977229 + Penalty 676.624860 = -96649.352370 nChanged 45 SP:Iteration 9Q (2703.920000 sec): 3 clusters Score: Raw -97355.261426 + Penalty 676.624860 = -96678.636566 nChanged 30 SP:Iteration 10Q (2703.920000 sec): 3 clusters Score: Raw -97368.330216 + Penalty 676.624860 = -96691.705356 nChanged 17 SP:Iteration 11Q (2703.920000 sec): 3 clusters Score: Raw -97374.036289 + Penalty 676.624860 = -96697.411429 nChanged 10 SP:Iteration 12Q (2703.930000 sec): 3 clusters Score: Raw -97377.303607 + Penalty 676.624860 = -96700.678747 nChanged 8 SP:Iteration 13Q (2703.930000 sec): 3 clusters Score: Raw -97379.085306 + Penalty 676.624860 = -96702.460446 nChanged 8 SP:Iteration 14Q (2703.930000 sec): 3 clusters Score: Raw -97380.892650 + Penalty 676.624860 = -96704.267790 nChanged 11 SP:Iteration 15Q (2703.930000 sec): 3 clusters Score: Raw -97384.236339 + Penalty 676.624860 = -96707.611479 nChanged 9 SP:Iteration 16Q (2703.930000 sec): 3 clusters Score: Raw -97388.768288 + Penalty 676.624860 = -96712.143428 nChanged 10 SP:Iteration 17Q (2703.930000 sec): 3 clusters Score: Raw -97391.596911 + Penalty 676.624860 = -96714.972051 nChanged 12 SP:Iteration 18Q (2703.930000 sec): 3 clusters Score: Raw -97394.687724 + Penalty 676.624860 = -96718.062864 nChanged 2 SP:Iteration 19Q (2703.940000 sec): 3 clusters Score: Raw -97395.210218 + Penalty 676.624860 = -96718.585358 nChanged 2 SP:Iteration 20F (2703.940000 sec): 3 clusters Score: Raw -97395.446295 + Penalty 676.624860 = -96718.821435 nChanged 1 SP:Iteration 21Q (2703.940000 sec): 3 clusters Score: Raw -97395.513809 + Penalty 676.624860 = -96718.888949 nChanged 1 SP:Iteration 22Q (2703.940000 sec): 3 clusters Score: Raw -97395.937620 + Penalty 676.624860 = -96719.312761 nChanged 0 SP:Iteration 23F (2703.950000 sec): 3 clusters Score: Raw -97395.937620 + Penalty 676.624860 = -96719.312761 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.950000 sec): 2 clusters Score: Raw -13154.836932 + Penalty 246.835226 = -12908.001707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.950000 sec): 3 clusters Score: Raw -13078.567036 + Penalty 493.670452 = -12584.896584 nChanged 74 SP:Iteration 1F (2703.950000 sec): 3 clusters Score: Raw -13174.779398 + Penalty 493.670452 = -12681.108946 nChanged 17 SP:Iteration 2F (2703.950000 sec): 3 clusters Score: Raw -13195.005208 + Penalty 493.670452 = -12701.334756 nChanged 5 SP:Iteration 3Q (2703.950000 sec): 3 clusters Score: Raw -13205.078074 + Penalty 493.670452 = -12711.407622 nChanged 7 SP:Iteration 4Q (2703.950000 sec): 3 clusters Score: Raw -13220.386904 + Penalty 493.670452 = -12726.716452 nChanged 6 SP:Iteration 5Q (2703.950000 sec): 3 clusters Score: Raw -13226.632952 + Penalty 493.670452 = -12732.962500 nChanged 2 SP:Iteration 6Q (2703.950000 sec): 3 clusters Score: Raw -13228.439165 + Penalty 493.670452 = -12734.768713 nChanged 2 SP:Iteration 7Q (2703.950000 sec): 3 clusters Score: Raw -13232.128286 + Penalty 493.670452 = -12738.457835 nChanged 3 SP:Iteration 8Q (2703.950000 sec): 3 clusters Score: Raw -13241.928113 + Penalty 493.670452 = -12748.257661 nChanged 4 SP:Iteration 9Q (2703.950000 sec): 3 clusters Score: Raw -13250.101054 + Penalty 493.670452 = -12756.430602 nChanged 2 SP:Iteration 10Q (2703.950000 sec): 3 clusters Score: Raw -13251.456990 + Penalty 493.670452 = -12757.786539 nChanged 1 SP:Iteration 11Q (2703.950000 sec): 3 clusters Score: Raw -13251.921813 + Penalty 493.670452 = -12758.251362 nChanged 0 SP:Iteration 12F (2703.950000 sec): 3 clusters Score: Raw -13251.921813 + Penalty 493.670452 = -12758.251362 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.950000 sec): 2 clusters Score: Raw -23464.727949 + Penalty 278.772548 = -23185.955401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.950000 sec): 3 clusters Score: Raw -23328.529398 + Penalty 557.545096 = -22770.984302 nChanged 164 SP:Iteration 1F (2703.950000 sec): 3 clusters Score: Raw -23470.166385 + Penalty 557.545096 = -22912.621290 nChanged 36 SP:Iteration 2F (2703.950000 sec): 3 clusters Score: Raw -23521.492130 + Penalty 557.545096 = -22963.947034 nChanged 41 SP:Iteration 3F (2703.950000 sec): 3 clusters Score: Raw -23580.717712 + Penalty 557.545096 = -23023.172617 nChanged 31 SP:Iteration 4F (2703.950000 sec): 3 clusters Score: Raw -23621.471549 + Penalty 557.545096 = -23063.926454 nChanged 18 SP:Iteration 5Q (2703.950000 sec): 3 clusters Score: Raw -23644.135749 + Penalty 557.545096 = -23086.590653 nChanged 9 SP:Iteration 6Q (2703.950000 sec): 3 clusters Score: Raw -23651.424221 + Penalty 557.545096 = -23093.879126 nChanged 3 SP:Iteration 7Q (2703.950000 sec): 3 clusters Score: Raw -23654.315751 + Penalty 557.545096 = -23096.770655 nChanged 2 SP:Iteration 8Q (2703.950000 sec): 3 clusters Score: Raw -23655.396590 + Penalty 557.545096 = -23097.851494 nChanged 0 SP:Iteration 9F (2703.960000 sec): 3 clusters Score: Raw -23655.396590 + Penalty 557.545096 = -23097.851494 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.960000 sec): 2 clusters Score: Raw -45696.421790 + Penalty 308.070919 = -45388.350871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.960000 sec): 3 clusters Score: Raw -45290.874312 + Penalty 616.141838 = -44674.732474 nChanged 339 SP:Iteration 1F (2703.960000 sec): 3 clusters Score: Raw -45476.557364 + Penalty 616.141838 = -44860.415527 nChanged 70 SP:Iteration 2F (2703.960000 sec): 3 clusters Score: Raw -45510.812449 + Penalty 616.141838 = -44894.670612 nChanged 45 SP:Iteration 3F (2703.960000 sec): 3 clusters Score: Raw -45535.083165 + Penalty 616.141838 = -44918.941327 nChanged 33 SP:Iteration 4Q (2703.960000 sec): 3 clusters Score: Raw -45555.140139 + Penalty 616.141838 = -44938.998302 nChanged 16 SP:Iteration 5Q (2703.970000 sec): 3 clusters Score: Raw -45566.187199 + Penalty 616.141838 = -44950.045361 nChanged 22 SP:Iteration 6Q (2703.970000 sec): 3 clusters Score: Raw -45577.199263 + Penalty 616.141838 = -44961.057426 nChanged 24 SP:Iteration 7Q (2703.970000 sec): 3 clusters Score: Raw -45589.152882 + Penalty 616.141838 = -44973.011044 nChanged 23 SP:Iteration 8Q (2703.970000 sec): 3 clusters Score: Raw -45601.951816 + Penalty 616.141838 = -44985.809978 nChanged 22 SP:Iteration 9Q (2703.970000 sec): 3 clusters Score: Raw -45615.503402 + Penalty 616.141838 = -44999.361565 nChanged 26 SP:Iteration 10Q (2703.970000 sec): 3 clusters Score: Raw -45633.308487 + Penalty 616.141838 = -45017.166649 nChanged 29 SP:Iteration 11Q (2703.970000 sec): 3 clusters Score: Raw -45652.486944 + Penalty 616.141838 = -45036.345106 nChanged 27 SP:Iteration 12Q (2703.970000 sec): 3 clusters Score: Raw -45675.191714 + Penalty 616.141838 = -45059.049877 nChanged 30 SP:Iteration 13Q (2703.970000 sec): 3 clusters Score: Raw -45713.598625 + Penalty 616.141838 = -45097.456788 nChanged 33 SP:Iteration 14Q (2703.970000 sec): 3 clusters Score: Raw -45743.575350 + Penalty 616.141838 = -45127.433512 nChanged 20 SP:Iteration 15Q (2703.970000 sec): 3 clusters Score: Raw -45766.381561 + Penalty 616.141838 = -45150.239724 nChanged 13 SP:Iteration 16Q (2703.970000 sec): 3 clusters Score: Raw -45775.930288 + Penalty 616.141838 = -45159.788450 nChanged 5 SP:Iteration 17Q (2703.980000 sec): 3 clusters Score: Raw -45781.920465 + Penalty 616.141838 = -45165.778627 nChanged 4 SP:Iteration 18Q (2703.980000 sec): 3 clusters Score: Raw -45786.453545 + Penalty 616.141838 = -45170.311708 nChanged 4 SP:Iteration 19Q (2703.980000 sec): 3 clusters Score: Raw -45790.006217 + Penalty 616.141838 = -45173.864380 nChanged 4 SP:Iteration 20F (2703.980000 sec): 3 clusters Score: Raw -45792.684179 + Penalty 616.141838 = -45176.542342 nChanged 1 SP:Iteration 21Q (2703.980000 sec): 3 clusters Score: Raw -45796.032586 + Penalty 616.141838 = -45179.890748 nChanged 2 SP:Iteration 22Q (2703.980000 sec): 3 clusters Score: Raw -45798.322664 + Penalty 616.141838 = -45182.180827 nChanged 0 SP:Iteration 23F (2703.980000 sec): 3 clusters Score: Raw -45798.322664 + Penalty 616.141838 = -45182.180827 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (163169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2704.230000 sec): 2 clusters Score: Raw -10053386.138632 + Penalty 546.115650 = -10052840.022982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2704.440000 sec): 3 clusters Score: Raw -9943064.543697 + Penalty 1092.231299 = -9941972.312397 nChanged 80172 SP:Iteration 1F (2704.650000 sec): 3 clusters Score: Raw -9991171.925761 + Penalty 1092.231299 = -9990079.694462 nChanged 4855 SP:Iteration 2Q (2704.870000 sec): 3 clusters Score: Raw -9992255.515673 + Penalty 1092.231299 = -9991163.284374 nChanged 5751 SP:Iteration 3Q (2705.090000 sec): 3 clusters Score: Raw -9993889.283457 + Penalty 1092.231299 = -9992797.052157 nChanged 7287 SP:Iteration 4Q (2705.310000 sec): 3 clusters Score: Raw -9996629.057376 + Penalty 1092.231299 = -9995536.826077 nChanged 9516 SP:Iteration 5F (2705.520000 sec): 3 clusters Score: Raw -10001363.702632 + Penalty 1092.231299 = -10000271.471333 nChanged 11377 SP:Iteration 6F (2705.720000 sec): 3 clusters Score: Raw -10008414.067098 + Penalty 1092.231299 = -10007321.835799 nChanged 12638 SP:Iteration 7F (2705.920000 sec): 3 clusters Score: Raw -10017930.490526 + Penalty 1092.231299 = -10016838.259226 nChanged 12837 SP:Iteration 8F (2706.130000 sec): 3 clusters Score: Raw -10029292.198752 + Penalty 1092.231299 = -10028199.967453 nChanged 11184 SP:Iteration 9F (2706.330000 sec): 3 clusters Score: Raw -10040441.040512 + Penalty 1092.231299 = -10039348.809213 nChanged 7618 SP:Iteration 10Q (2706.540000 sec): 3 clusters Score: Raw -10048225.882396 + Penalty 1092.231299 = -10047133.651096 nChanged 3650 SP:Iteration 11Q (2706.740000 sec): 3 clusters Score: Raw -10051841.185060 + Penalty 1092.231299 = -10050748.953760 nChanged 1204 SP:Iteration 12Q (2706.910000 sec): 3 clusters Score: Raw -10052952.377649 + Penalty 1092.231299 = -10051860.146350 nChanged 356 SP:Iteration 13Q (2707.060000 sec): 3 clusters Score: Raw -10053259.184450 + Penalty 1092.231299 = -10052166.953151 nChanged 99 SP:Iteration 14Q (2707.220000 sec): 3 clusters Score: Raw -10053352.238095 + Penalty 1092.231299 = -10052260.006795 nChanged 40 SP:Iteration 15Q (2707.380000 sec): 3 clusters Score: Raw -10053384.220494 + Penalty 1092.231299 = -10052291.989195 nChanged 25 SP:Iteration 16Q (2707.530000 sec): 3 clusters Score: Raw -10053410.363029 + Penalty 1092.231299 = -10052318.131729 nChanged 16 SP:Iteration 17Q (2707.690000 sec): 3 clusters Score: Raw -10053424.256160 + Penalty 1092.231299 = -10052332.024860 nChanged 13 SP:Iteration 18Q (2707.840000 sec): 3 clusters Score: Raw -10053433.009748 + Penalty 1092.231299 = -10052340.778448 nChanged 5 SP:Iteration 19Q (2708.000000 sec): 3 clusters Score: Raw -10053437.848660 + Penalty 1092.231299 = -10052345.617360 nChanged 3 SP:Iteration 20F (2708.200000 sec): 3 clusters Score: Raw -10053439.640228 + Penalty 1092.231299 = -10052347.408929 nChanged 1 SP:Iteration 21Q (2708.360000 sec): 3 clusters Score: Raw -10053440.264403 + Penalty 1092.231299 = -10052348.033104 nChanged 2 SP:Iteration 22Q (2708.520000 sec): 3 clusters Score: Raw -10053442.680958 + Penalty 1092.231299 = -10052350.449659 nChanged 4 SP:Iteration 23Q (2708.670000 sec): 3 clusters Score: Raw -10053446.492254 + Penalty 1092.231299 = -10052354.260954 nChanged 3 SP:Iteration 24Q (2708.830000 sec): 3 clusters Score: Raw -10053450.620141 + Penalty 1092.231299 = -10052358.388841 nChanged 1 SP:Iteration 25Q (2708.990000 sec): 3 clusters Score: Raw -10053452.585710 + Penalty 1092.231299 = -10052360.354410 nChanged 2 SP:Iteration 26Q (2709.150000 sec): 3 clusters Score: Raw -10053454.471868 + Penalty 1092.231299 = -10052362.240568 nChanged 0 SP:Iteration 27F (2709.350000 sec): 3 clusters Score: Raw -10053454.471868 + Penalty 1092.231299 = -10052362.240568 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.420000 sec): 2 clusters Score: Raw -31455.422602 + Penalty 289.360611 = -31166.061991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.420000 sec): 3 clusters Score: Raw -31233.880037 + Penalty 578.721222 = -30655.158815 nChanged 217 SP:Iteration 1F (2709.420000 sec): 3 clusters Score: Raw -31390.439365 + Penalty 578.721222 = -30811.718143 nChanged 49 SP:Iteration 2F (2709.420000 sec): 3 clusters Score: Raw -31441.808830 + Penalty 578.721222 = -30863.087608 nChanged 35 SP:Iteration 3F (2709.420000 sec): 3 clusters Score: Raw -31466.609485 + Penalty 578.721222 = -30887.888263 nChanged 16 SP:Iteration 4Q (2709.420000 sec): 3 clusters Score: Raw -31478.509191 + Penalty 578.721222 = -30899.787969 nChanged 9 SP:Iteration 5Q (2709.420000 sec): 3 clusters Score: Raw -31482.182300 + Penalty 578.721222 = -30903.461078 nChanged 7 SP:Iteration 6Q (2709.420000 sec): 3 clusters Score: Raw -31484.501960 + Penalty 578.721222 = -30905.780738 nChanged 3 SP:Iteration 7Q (2709.420000 sec): 3 clusters Score: Raw -31485.663232 + Penalty 578.721222 = -30906.942010 nChanged 2 SP:Iteration 8Q (2709.420000 sec): 3 clusters Score: Raw -31487.126528 + Penalty 578.721222 = -30908.405306 nChanged 4 SP:Iteration 9Q (2709.420000 sec): 3 clusters Score: Raw -31489.257144 + Penalty 578.721222 = -30910.535922 nChanged 1 SP:Iteration 10Q (2709.420000 sec): 3 clusters Score: Raw -31490.079011 + Penalty 578.721222 = -30911.357789 nChanged 1 SP:Iteration 11Q (2709.420000 sec): 3 clusters Score: Raw -31490.301349 + Penalty 578.721222 = -30911.580127 nChanged 2 SP:Iteration 12Q (2709.420000 sec): 3 clusters Score: Raw -31491.481023 + Penalty 578.721222 = -30912.759801 nChanged 5 SP:Iteration 13Q (2709.420000 sec): 3 clusters Score: Raw -31494.472349 + Penalty 578.721222 = -30915.751127 nChanged 3 SP:Iteration 14Q (2709.420000 sec): 3 clusters Score: Raw -31496.683671 + Penalty 578.721222 = -30917.962449 nChanged 4 SP:Iteration 15Q (2709.420000 sec): 3 clusters Score: Raw -31500.111631 + Penalty 578.721222 = -30921.390409 nChanged 3 SP:Iteration 16Q (2709.430000 sec): 3 clusters Score: Raw -31501.629550 + Penalty 578.721222 = -30922.908328 nChanged 4 SP:Iteration 17Q (2709.430000 sec): 3 clusters Score: Raw -31504.375075 + Penalty 578.721222 = -30925.653853 nChanged 3 SP:Iteration 18Q (2709.430000 sec): 3 clusters Score: Raw -31506.936754 + Penalty 578.721222 = -30928.215532 nChanged 1 SP:Iteration 19Q (2709.430000 sec): 3 clusters Score: Raw -31507.441388 + Penalty 578.721222 = -30928.720165 nChanged 0 SP:Iteration 20F (2709.430000 sec): 3 clusters Score: Raw -31507.441388 + Penalty 578.721222 = -30928.720165 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (3500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.440000 sec): 2 clusters Score: Raw -209300.603642 + Penalty 371.303580 = -208929.300062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.440000 sec): 3 clusters Score: Raw -207227.062095 + Penalty 742.607161 = -206484.454934 nChanged 1564 SP:Iteration 1F (2709.440000 sec): 3 clusters Score: Raw -208246.694168 + Penalty 742.607161 = -207504.087007 nChanged 323 SP:Iteration 2F (2709.450000 sec): 3 clusters Score: Raw -208512.860130 + Penalty 742.607161 = -207770.252969 nChanged 281 SP:Iteration 3F (2709.450000 sec): 3 clusters Score: Raw -208734.668427 + Penalty 742.607161 = -207992.061267 nChanged 224 SP:Iteration 4F (2709.450000 sec): 3 clusters Score: Raw -208948.861775 + Penalty 742.607161 = -208206.254614 nChanged 186 SP:Iteration 5F (2709.460000 sec): 3 clusters Score: Raw -209093.642694 + Penalty 742.607161 = -208351.035534 nChanged 138 SP:Iteration 6Q (2709.460000 sec): 3 clusters Score: Raw -209199.745503 + Penalty 742.607161 = -208457.138342 nChanged 127 SP:Iteration 7Q (2709.460000 sec): 3 clusters Score: Raw -209321.197095 + Penalty 742.607161 = -208578.589935 nChanged 119 SP:Iteration 8Q (2709.470000 sec): 3 clusters Score: Raw -209452.579324 + Penalty 742.607161 = -208709.972163 nChanged 99 SP:Iteration 9Q (2709.470000 sec): 3 clusters Score: Raw -209560.565266 + Penalty 742.607161 = -208817.958106 nChanged 67 SP:Iteration 10Q (2709.480000 sec): 3 clusters Score: Raw -209621.687108 + Penalty 742.607161 = -208879.079947 nChanged 51 SP:Iteration 11Q (2709.480000 sec): 3 clusters Score: Raw -209647.854283 + Penalty 742.607161 = -208905.247123 nChanged 20 SP:Iteration 12Q (2709.480000 sec): 3 clusters Score: Raw -209654.884651 + Penalty 742.607161 = -208912.277490 nChanged 21 SP:Iteration 13Q (2709.490000 sec): 3 clusters Score: Raw -209660.125395 + Penalty 742.607161 = -208917.518235 nChanged 15 SP:Iteration 14Q (2709.490000 sec): 3 clusters Score: Raw -209663.660049 + Penalty 742.607161 = -208921.052889 nChanged 5 SP:Iteration 15Q (2709.500000 sec): 3 clusters Score: Raw -209664.551040 + Penalty 742.607161 = -208921.943879 nChanged 2 SP:Iteration 16Q (2709.500000 sec): 3 clusters Score: Raw -209664.837368 + Penalty 742.607161 = -208922.230208 nChanged 0 SP:Iteration 17F (2709.500000 sec): 3 clusters Score: Raw -209664.837368 + Penalty 742.607161 = -208922.230208 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.500000 sec): 2 clusters Score: Raw -2605.443050 + Penalty 195.834962 = -2409.608088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.500000 sec): 3 clusters Score: Raw -2663.725996 + Penalty 391.669923 = -2272.056072 nChanged 14 SP:Iteration 1F (2709.500000 sec): 3 clusters Score: Raw -2701.825359 + Penalty 391.669923 = -2310.155436 nChanged 3 SP:Iteration 2Q (2709.500000 sec): 3 clusters Score: Raw -2764.989250 + Penalty 391.669923 = -2373.319326 nChanged 1 SP:Iteration 3Q (2709.500000 sec): 3 clusters Score: Raw -2772.318922 + Penalty 391.669923 = -2380.648999 nChanged 0 SP:Iteration 4F (2709.500000 sec): 3 clusters Score: Raw -2772.318922 + Penalty 391.669923 = -2380.648999 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.500000 sec): 2 clusters Score: Raw -20241.692188 + Penalty 267.564251 = -19974.127937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.510000 sec): 3 clusters Score: Raw -20106.085807 + Penalty 535.128502 = -19570.957305 nChanged 115 SP:Iteration 1F (2709.510000 sec): 3 clusters Score: Raw -20193.765330 + Penalty 535.128502 = -19658.636828 nChanged 28 SP:Iteration 2F (2709.510000 sec): 3 clusters Score: Raw -20216.598330 + Penalty 535.128502 = -19681.469828 nChanged 19 SP:Iteration 3F (2709.510000 sec): 3 clusters Score: Raw -20234.649803 + Penalty 535.128502 = -19699.521302 nChanged 9 SP:Iteration 4Q (2709.510000 sec): 3 clusters Score: Raw -20242.338041 + Penalty 535.128502 = -19707.209539 nChanged 4 SP:Iteration 5Q (2709.510000 sec): 3 clusters Score: Raw -20244.187853 + Penalty 535.128502 = -19709.059351 nChanged 2 SP:Iteration 6Q (2709.510000 sec): 3 clusters Score: Raw -20244.848765 + Penalty 535.128502 = -19709.720264 nChanged 0 SP:Iteration 7F (2709.510000 sec): 3 clusters Score: Raw -20244.848765 + Penalty 535.128502 = -19709.720264 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.510000 sec): 2 clusters Score: Raw -20891.799929 + Penalty 270.157897 = -20621.642032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.510000 sec): 3 clusters Score: Raw -20766.190796 + Penalty 540.315795 = -20225.875002 nChanged 127 SP:Iteration 1F (2709.510000 sec): 3 clusters Score: Raw -20887.850138 + Penalty 540.315795 = -20347.534343 nChanged 27 SP:Iteration 2F (2709.510000 sec): 3 clusters Score: Raw -20911.216464 + Penalty 540.315795 = -20370.900669 nChanged 10 SP:Iteration 3Q (2709.510000 sec): 3 clusters Score: Raw -20923.631199 + Penalty 540.315795 = -20383.315404 nChanged 15 SP:Iteration 4Q (2709.510000 sec): 3 clusters Score: Raw -20945.751494 + Penalty 540.315795 = -20405.435700 nChanged 13 SP:Iteration 5Q (2709.510000 sec): 3 clusters Score: Raw -20960.243030 + Penalty 540.315795 = -20419.927236 nChanged 7 SP:Iteration 6Q (2709.510000 sec): 3 clusters Score: Raw -20969.029447 + Penalty 540.315795 = -20428.713652 nChanged 7 SP:Iteration 7Q (2709.520000 sec): 3 clusters Score: Raw -20973.418572 + Penalty 540.315795 = -20433.102777 nChanged 1 SP:Iteration 8Q (2709.520000 sec): 3 clusters Score: Raw -20973.913853 + Penalty 540.315795 = -20433.598058 nChanged 0 SP:Iteration 9F (2709.520000 sec): 3 clusters Score: Raw -20973.913853 + Penalty 540.315795 = -20433.598058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 23 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.520000 sec): 2 clusters Score: Raw -18508.438624 + Penalty 264.406915 = -18244.031709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.520000 sec): 3 clusters Score: Raw -18398.388681 + Penalty 528.813830 = -17869.574850 nChanged 109 SP:Iteration 1F (2709.520000 sec): 3 clusters Score: Raw -18540.607796 + Penalty 528.813830 = -18011.793966 nChanged 34 SP:Iteration 2F (2709.520000 sec): 3 clusters Score: Raw -18591.988596 + Penalty 528.813830 = -18063.174765 nChanged 21 SP:Iteration 3F (2709.520000 sec): 3 clusters Score: Raw -18623.348746 + Penalty 528.813830 = -18094.534915 nChanged 17 SP:Iteration 4F (2709.520000 sec): 3 clusters Score: Raw -18672.426047 + Penalty 528.813830 = -18143.612217 nChanged 20 SP:Iteration 5F (2709.520000 sec): 3 clusters Score: Raw -18737.560218 + Penalty 528.813830 = -18208.746388 nChanged 17 SP:Iteration 6F (2709.520000 sec): 3 clusters Score: Raw -18838.891879 + Penalty 528.813830 = -18310.078049 nChanged 17 SP:Iteration 7F (2709.520000 sec): 3 clusters Score: Raw -18938.609079 + Penalty 528.813830 = -18409.795248 nChanged 8 SP:Iteration 8Q (2709.520000 sec): 3 clusters Score: Raw -19019.667067 + Penalty 528.813830 = -18490.853237 nChanged 10 SP:Iteration 9Q (2709.520000 sec): 3 clusters Score: Raw -19105.929732 + Penalty 528.813830 = -18577.115901 nChanged 8 SP:Iteration 10Q (2709.520000 sec): 3 clusters Score: Raw -19192.727325 + Penalty 528.813830 = -18663.913495 nChanged 5 SP:Iteration 11Q (2709.520000 sec): 3 clusters Score: Raw -19243.920918 + Penalty 528.813830 = -18715.107088 nChanged 2 SP:Iteration 12Q (2709.520000 sec): 3 clusters Score: Raw -19293.362066 + Penalty 528.813830 = -18764.548235 nChanged 2 SP:Iteration 13Q (2709.520000 sec): 3 clusters Score: Raw -19404.185066 + Penalty 528.813830 = -18875.371236 nChanged 1 SP:Iteration 14Q (2709.520000 sec): 3 clusters Score: Raw -19455.247038 + Penalty 528.813830 = -18926.433207 nChanged 0 SP:Iteration 15F (2709.520000 sec): 3 clusters Score: Raw -19455.247038 + Penalty 528.813830 = -18926.433207 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 24 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.520000 sec): 2 clusters Score: Raw -17314.848601 + Penalty 262.883181 = -17051.965420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.520000 sec): 3 clusters Score: Raw -17205.092661 + Penalty 525.766361 = -16679.326299 nChanged 97 SP:Iteration 1F (2709.520000 sec): 3 clusters Score: Raw -17285.418296 + Penalty 525.766361 = -16759.651934 nChanged 23 SP:Iteration 2F (2709.530000 sec): 3 clusters Score: Raw -17323.005823 + Penalty 525.766361 = -16797.239462 nChanged 22 SP:Iteration 3F (2709.530000 sec): 3 clusters Score: Raw -17357.158156 + Penalty 525.766361 = -16831.391795 nChanged 13 SP:Iteration 4Q (2709.530000 sec): 3 clusters Score: Raw -17365.436387 + Penalty 525.766361 = -16839.670025 nChanged 4 SP:Iteration 5Q (2709.530000 sec): 3 clusters Score: Raw -17369.305234 + Penalty 525.766361 = -16843.538872 nChanged 4 SP:Iteration 6Q (2709.530000 sec): 3 clusters Score: Raw -17372.520435 + Penalty 525.766361 = -16846.754073 nChanged 3 SP:Iteration 7Q (2709.530000 sec): 3 clusters Score: Raw -17374.577420 + Penalty 525.766361 = -16848.811059 nChanged 3 SP:Iteration 8Q (2709.530000 sec): 3 clusters Score: Raw -17383.153484 + Penalty 525.766361 = -16857.387122 nChanged 4 SP:Iteration 9Q (2709.530000 sec): 3 clusters Score: Raw -17385.259186 + Penalty 525.766361 = -16859.492825 nChanged 1 SP:Iteration 10Q (2709.530000 sec): 3 clusters Score: Raw -17386.174514 + Penalty 525.766361 = -16860.408153 nChanged 0 SP:Iteration 11F (2709.530000 sec): 3 clusters Score: Raw -17386.174514 + Penalty 525.766361 = -16860.408153 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 25 (25914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.580000 sec): 2 clusters Score: Raw -1606127.245238 + Penalty 462.395508 = -1605664.849730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.610000 sec): 3 clusters Score: Raw -1589184.175843 + Penalty 924.791016 = -1588259.384826 nChanged 12515 SP:Iteration 1F (2709.640000 sec): 3 clusters Score: Raw -1596663.069885 + Penalty 924.791016 = -1595738.278869 nChanged 1271 SP:Iteration 2Q (2709.670000 sec): 3 clusters Score: Raw -1597224.744495 + Penalty 924.791016 = -1596299.953478 nChanged 1646 SP:Iteration 3F (2709.700000 sec): 3 clusters Score: Raw -1598185.609547 + Penalty 924.791016 = -1597260.818531 nChanged 1968 SP:Iteration 4F (2709.740000 sec): 3 clusters Score: Raw -1599738.127395 + Penalty 924.791016 = -1598813.336379 nChanged 2122 SP:Iteration 5F (2709.770000 sec): 3 clusters Score: Raw -1601714.660530 + Penalty 924.791016 = -1600789.869513 nChanged 1698 SP:Iteration 6F (2709.800000 sec): 3 clusters Score: Raw -1603546.372239 + Penalty 924.791016 = -1602621.581223 nChanged 1011 SP:Iteration 7Q (2709.830000 sec): 3 clusters Score: Raw -1604815.104571 + Penalty 924.791016 = -1603890.313555 nChanged 562 SP:Iteration 8Q (2709.860000 sec): 3 clusters Score: Raw -1605475.851220 + Penalty 924.791016 = -1604551.060204 nChanged 378 SP:Iteration 9Q (2709.880000 sec): 3 clusters Score: Raw -1605738.940582 + Penalty 924.791016 = -1604814.149566 nChanged 226 SP:Iteration 10Q (2709.910000 sec): 3 clusters Score: Raw -1605868.273171 + Penalty 924.791016 = -1604943.482155 nChanged 203 SP:Iteration 11Q (2709.930000 sec): 3 clusters Score: Raw -1605960.534578 + Penalty 924.791016 = -1605035.743562 nChanged 145 SP:Iteration 12Q (2709.960000 sec): 3 clusters Score: Raw -1606015.017978 + Penalty 924.791016 = -1605090.226962 nChanged 116 SP:Iteration 13Q (2709.980000 sec): 3 clusters Score: Raw -1606051.107948 + Penalty 924.791016 = -1605126.316932 nChanged 85 SP:Iteration 14Q (2710.010000 sec): 3 clusters Score: Raw -1606069.784732 + Penalty 924.791016 = -1605144.993716 nChanged 69 SP:Iteration 15Q (2710.030000 sec): 3 clusters Score: Raw -1606082.813535 + Penalty 924.791016 = -1605158.022519 nChanged 50 SP:Iteration 16Q (2710.060000 sec): 3 clusters Score: Raw -1606092.347258 + Penalty 924.791016 = -1605167.556242 nChanged 44 SP:Iteration 17Q (2710.080000 sec): 3 clusters Score: Raw -1606098.465934 + Penalty 924.791016 = -1605173.674917 nChanged 30 SP:Iteration 18Q (2710.110000 sec): 3 clusters Score: Raw -1606103.103383 + Penalty 924.791016 = -1605178.312366 nChanged 36 SP:Iteration 19Q (2710.130000 sec): 3 clusters Score: Raw -1606110.089838 + Penalty 924.791016 = -1605185.298822 nChanged 36 SP:Iteration 20F (2710.160000 sec): 3 clusters Score: Raw -1606118.180836 + Penalty 924.791016 = -1605193.389820 nChanged 35 SP:Iteration 21Q (2710.180000 sec): 3 clusters Score: Raw -1606124.868640 + Penalty 924.791016 = -1605200.077623 nChanged 38 SP:Iteration 22Q (2710.210000 sec): 3 clusters Score: Raw -1606131.202856 + Penalty 924.791016 = -1605206.411839 nChanged 34 SP:Iteration 23Q (2710.240000 sec): 3 clusters Score: Raw -1606135.227641 + Penalty 924.791016 = -1605210.436625 nChanged 27 SP:Iteration 24Q (2710.260000 sec): 3 clusters Score: Raw -1606139.309958 + Penalty 924.791016 = -1605214.518942 nChanged 30 SP:Iteration 25Q (2710.280000 sec): 3 clusters Score: Raw -1606143.570160 + Penalty 924.791016 = -1605218.779144 nChanged 27 SP:Iteration 26Q (2710.310000 sec): 3 clusters Score: Raw -1606146.503488 + Penalty 924.791016 = -1605221.712472 nChanged 29 SP:Iteration 27Q (2710.330000 sec): 3 clusters Score: Raw -1606150.453908 + Penalty 924.791016 = -1605225.662892 nChanged 29 SP:Iteration 28Q (2710.360000 sec): 3 clusters Score: Raw -1606153.954097 + Penalty 924.791016 = -1605229.163081 nChanged 18 SP:Iteration 29Q (2710.380000 sec): 3 clusters Score: Raw -1606155.666858 + Penalty 924.791016 = -1605230.875841 nChanged 15 SP:Iteration 30Q (2710.400000 sec): 3 clusters Score: Raw -1606156.574790 + Penalty 924.791016 = -1605231.783774 nChanged 9 SP:Iteration 31Q (2710.430000 sec): 3 clusters Score: Raw -1606157.127206 + Penalty 924.791016 = -1605232.336189 nChanged 8 SP:Iteration 32Q (2710.450000 sec): 3 clusters Score: Raw -1606157.785007 + Penalty 924.791016 = -1605232.993990 nChanged 8 SP:Iteration 33Q (2710.480000 sec): 3 clusters Score: Raw -1606158.435017 + Penalty 924.791016 = -1605233.644001 nChanged 10 SP:Iteration 34Q (2710.500000 sec): 3 clusters Score: Raw -1606159.402239 + Penalty 924.791016 = -1605234.611222 nChanged 10 SP:Iteration 35Q (2710.520000 sec): 3 clusters Score: Raw -1606160.124600 + Penalty 924.791016 = -1605235.333583 nChanged 13 SP:Iteration 36Q (2710.550000 sec): 3 clusters Score: Raw -1606161.301447 + Penalty 924.791016 = -1605236.510430 nChanged 12 SP:Iteration 37Q (2710.580000 sec): 3 clusters Score: Raw -1606162.186759 + Penalty 924.791016 = -1605237.395743 nChanged 9 SP:Iteration 38Q (2710.600000 sec): 3 clusters Score: Raw -1606162.912504 + Penalty 924.791016 = -1605238.121487 nChanged 8 SP:Iteration 39Q (2710.620000 sec): 3 clusters Score: Raw -1606163.381468 + Penalty 924.791016 = -1605238.590452 nChanged 7 SP:Iteration 40F (2710.650000 sec): 3 clusters Score: Raw -1606163.777603 + Penalty 924.791016 = -1605238.986587 nChanged 8 SP:Iteration 41Q (2710.680000 sec): 3 clusters Score: Raw -1606164.443037 + Penalty 924.791016 = -1605239.652020 nChanged 14 SP:Iteration 42Q (2710.700000 sec): 3 clusters Score: Raw -1606165.397141 + Penalty 924.791016 = -1605240.606125 nChanged 10 SP:Iteration 43Q (2710.720000 sec): 3 clusters Score: Raw -1606166.054702 + Penalty 924.791016 = -1605241.263686 nChanged 12 SP:Iteration 44Q (2710.750000 sec): 3 clusters Score: Raw -1606166.932618 + Penalty 924.791016 = -1605242.141602 nChanged 10 SP:Iteration 45Q (2710.780000 sec): 3 clusters Score: Raw -1606167.673259 + Penalty 924.791016 = -1605242.882243 nChanged 13 SP:Iteration 46Q (2710.800000 sec): 3 clusters Score: Raw -1606169.237985 + Penalty 924.791016 = -1605244.446968 nChanged 14 SP:Iteration 47Q (2710.820000 sec): 3 clusters Score: Raw -1606170.426231 + Penalty 924.791016 = -1605245.635214 nChanged 14 SP:Iteration 48Q (2710.850000 sec): 3 clusters Score: Raw -1606171.629242 + Penalty 924.791016 = -1605246.838225 nChanged 11 SP:Iteration 49Q (2710.870000 sec): 3 clusters Score: Raw -1606172.641711 + Penalty 924.791016 = -1605247.850695 nChanged 8 SP:Iteration 50Q (2710.900000 sec): 3 clusters Score: Raw -1606173.123323 + Penalty 924.791016 = -1605248.332306 nChanged 10 SP:Iteration 51Q (2710.920000 sec): 3 clusters Score: Raw -1606173.746111 + Penalty 924.791016 = -1605248.955094 nChanged 8 SP:Iteration 52Q (2710.940000 sec): 3 clusters Score: Raw -1606174.199672 + Penalty 924.791016 = -1605249.408656 nChanged 7 SP:Iteration 53Q (2710.970000 sec): 3 clusters Score: Raw -1606174.640228 + Penalty 924.791016 = -1605249.849212 nChanged 5 SP:Iteration 54Q (2710.990000 sec): 3 clusters Score: Raw -1606174.833899 + Penalty 924.791016 = -1605250.042882 nChanged 2 SP:Iteration 55Q (2711.020000 sec): 3 clusters Score: Raw -1606175.024452 + Penalty 924.791016 = -1605250.233435 nChanged 4 SP:Iteration 56Q (2711.040000 sec): 3 clusters Score: Raw -1606175.356152 + Penalty 924.791016 = -1605250.565135 nChanged 6 SP:Iteration 57Q (2711.070000 sec): 3 clusters Score: Raw -1606175.730898 + Penalty 924.791016 = -1605250.939881 nChanged 1 SP:Iteration 58Q (2711.090000 sec): 3 clusters Score: Raw -1606175.761931 + Penalty 924.791016 = -1605250.970915 nChanged 1 SP:Iteration 59Q (2711.120000 sec): 3 clusters Score: Raw -1606175.808487 + Penalty 924.791016 = -1605251.017471 nChanged 2 SP:Iteration 60F (2711.150000 sec): 3 clusters Score: Raw -1606176.009680 + Penalty 924.791016 = -1605251.218664 nChanged 3 SP:Iteration 61Q (2711.180000 sec): 3 clusters Score: Raw -1606176.164866 + Penalty 924.791016 = -1605251.373850 nChanged 3 SP:Iteration 62Q (2711.200000 sec): 3 clusters Score: Raw -1606176.239741 + Penalty 924.791016 = -1605251.448725 nChanged 2 SP:Iteration 63Q (2711.230000 sec): 3 clusters Score: Raw -1606176.320230 + Penalty 924.791016 = -1605251.529214 nChanged 2 SP:Iteration 64Q (2711.250000 sec): 3 clusters Score: Raw -1606176.355638 + Penalty 924.791016 = -1605251.564621 nChanged 0 SP:Iteration 65F (2711.280000 sec): 3 clusters Score: Raw -1606176.355638 + Penalty 924.791016 = -1605251.564621 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 26 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.290000 sec): 2 clusters Score: Raw -28323.103884 + Penalty 283.127220 = -28039.976664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.290000 sec): 3 clusters Score: Raw -28107.442454 + Penalty 566.254440 = -27541.188014 nChanged 187 SP:Iteration 1F (2711.290000 sec): 3 clusters Score: Raw -28228.801576 + Penalty 566.254440 = -27662.547136 nChanged 37 SP:Iteration 2F (2711.290000 sec): 3 clusters Score: Raw -28270.048618 + Penalty 566.254440 = -27703.794177 nChanged 28 SP:Iteration 3F (2711.290000 sec): 3 clusters Score: Raw -28297.795284 + Penalty 566.254440 = -27731.540844 nChanged 25 SP:Iteration 4Q (2711.300000 sec): 3 clusters Score: Raw -28322.357942 + Penalty 566.254440 = -27756.103502 nChanged 15 SP:Iteration 5Q (2711.300000 sec): 3 clusters Score: Raw -28340.040007 + Penalty 566.254440 = -27773.785567 nChanged 17 SP:Iteration 6Q (2711.300000 sec): 3 clusters Score: Raw -28353.357542 + Penalty 566.254440 = -27787.103101 nChanged 7 SP:Iteration 7Q (2711.300000 sec): 3 clusters Score: Raw -28362.083835 + Penalty 566.254440 = -27795.829395 nChanged 9 SP:Iteration 8Q (2711.300000 sec): 3 clusters Score: Raw -28371.144739 + Penalty 566.254440 = -27804.890299 nChanged 8 SP:Iteration 9Q (2711.300000 sec): 3 clusters Score: Raw -28378.401676 + Penalty 566.254440 = -27812.147236 nChanged 5 SP:Iteration 10Q (2711.300000 sec): 3 clusters Score: Raw -28389.675520 + Penalty 566.254440 = -27823.421080 nChanged 8 SP:Iteration 11Q (2711.300000 sec): 3 clusters Score: Raw -28406.696062 + Penalty 566.254440 = -27840.441621 nChanged 6 SP:Iteration 12Q (2711.300000 sec): 3 clusters Score: Raw -28410.995872 + Penalty 566.254440 = -27844.741432 nChanged 2 SP:Iteration 13Q (2711.300000 sec): 3 clusters Score: Raw -28413.119235 + Penalty 566.254440 = -27846.864794 nChanged 1 SP:Iteration 14Q (2711.300000 sec): 3 clusters Score: Raw -28413.644822 + Penalty 566.254440 = -27847.390382 nChanged 0 SP:Iteration 15F (2711.300000 sec): 3 clusters Score: Raw -28413.644822 + Penalty 566.254440 = -27847.390382 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 27 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.300000 sec): 2 clusters Score: Raw -6993.162024 + Penalty 224.190043 = -6768.971982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.300000 sec): 3 clusters Score: Raw -6998.765499 + Penalty 448.380085 = -6550.385414 nChanged 30 SP:Iteration 1F (2711.300000 sec): 3 clusters Score: Raw -7064.651534 + Penalty 448.380085 = -6616.271449 nChanged 6 SP:Iteration 2Q (2711.300000 sec): 3 clusters Score: Raw -7084.022499 + Penalty 448.380085 = -6635.642414 nChanged 3 SP:Iteration 3Q (2711.300000 sec): 3 clusters Score: Raw -7091.977421 + Penalty 448.380085 = -6643.597336 nChanged 1 SP:Iteration 4Q (2711.300000 sec): 3 clusters Score: Raw -7094.294036 + Penalty 448.380085 = -6645.913951 nChanged 2 SP:Iteration 5Q (2711.300000 sec): 3 clusters Score: Raw -7096.725558 + Penalty 448.380085 = -6648.345473 nChanged 2 SP:Iteration 6Q (2711.300000 sec): 3 clusters Score: Raw -7103.161956 + Penalty 448.380085 = -6654.781871 nChanged 0 SP:Iteration 7F (2711.300000 sec): 3 clusters Score: Raw -7103.161956 + Penalty 448.380085 = -6654.781871 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 28 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.300000 sec): 2 clusters Score: Raw -49041.435925 + Penalty 311.049797 = -48730.386128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.310000 sec): 3 clusters Score: Raw -48644.744028 + Penalty 622.099594 = -48022.644434 nChanged 365 SP:Iteration 1F (2711.310000 sec): 3 clusters Score: Raw -49058.727376 + Penalty 622.099594 = -48436.627782 nChanged 102 SP:Iteration 2F (2711.310000 sec): 3 clusters Score: Raw -49179.188227 + Penalty 622.099594 = -48557.088633 nChanged 76 SP:Iteration 3F (2711.310000 sec): 3 clusters Score: Raw -49267.895348 + Penalty 622.099594 = -48645.795754 nChanged 47 SP:Iteration 4F (2711.310000 sec): 3 clusters Score: Raw -49312.122451 + Penalty 622.099594 = -48690.022857 nChanged 27 SP:Iteration 5Q (2711.310000 sec): 3 clusters Score: Raw -49332.095227 + Penalty 622.099594 = -48709.995632 nChanged 16 SP:Iteration 6Q (2711.310000 sec): 3 clusters Score: Raw -49344.475974 + Penalty 622.099594 = -48722.376380 nChanged 9 SP:Iteration 7Q (2711.310000 sec): 3 clusters Score: Raw -49349.039827 + Penalty 622.099594 = -48726.940233 nChanged 2 SP:Iteration 8Q (2711.320000 sec): 3 clusters Score: Raw -49349.554481 + Penalty 622.099594 = -48727.454886 nChanged 0 SP:Iteration 9F (2711.320000 sec): 3 clusters Score: Raw -49349.554481 + Penalty 622.099594 = -48727.454886 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 29 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.320000 sec): 2 clusters Score: Raw -38642.848385 + Penalty 300.725391 = -38342.122995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.320000 sec): 3 clusters Score: Raw -38292.349162 + Penalty 601.450781 = -37690.898381 nChanged 276 SP:Iteration 1F (2711.320000 sec): 3 clusters Score: Raw -38499.027920 + Penalty 601.450781 = -37897.577138 nChanged 58 SP:Iteration 2F (2711.320000 sec): 3 clusters Score: Raw -38546.730010 + Penalty 601.450781 = -37945.279229 nChanged 37 SP:Iteration 3Q (2711.320000 sec): 3 clusters Score: Raw -38571.482219 + Penalty 601.450781 = -37970.031438 nChanged 27 SP:Iteration 4Q (2711.320000 sec): 3 clusters Score: Raw -38588.255414 + Penalty 601.450781 = -37986.804633 nChanged 30 SP:Iteration 5Q (2711.320000 sec): 3 clusters Score: Raw -38609.307775 + Penalty 601.450781 = -38007.856994 nChanged 34 SP:Iteration 6Q (2711.320000 sec): 3 clusters Score: Raw -38626.805094 + Penalty 601.450781 = -38025.354313 nChanged 23 SP:Iteration 7Q (2711.320000 sec): 3 clusters Score: Raw -38644.016907 + Penalty 601.450781 = -38042.566126 nChanged 17 SP:Iteration 8Q (2711.320000 sec): 3 clusters Score: Raw -38651.700359 + Penalty 601.450781 = -38050.249578 nChanged 15 SP:Iteration 9Q (2711.330000 sec): 3 clusters Score: Raw -38659.166075 + Penalty 601.450781 = -38057.715294 nChanged 6 SP:Iteration 10Q (2711.330000 sec): 3 clusters Score: Raw -38663.623976 + Penalty 601.450781 = -38062.173195 nChanged 9 SP:Iteration 11Q (2711.330000 sec): 3 clusters Score: Raw -38668.241959 + Penalty 601.450781 = -38066.791178 nChanged 7 SP:Iteration 12Q (2711.330000 sec): 3 clusters Score: Raw -38672.649590 + Penalty 601.450781 = -38071.198809 nChanged 5 SP:Iteration 13Q (2711.330000 sec): 3 clusters Score: Raw -38675.016814 + Penalty 601.450781 = -38073.566033 nChanged 5 SP:Iteration 14Q (2711.330000 sec): 3 clusters Score: Raw -38679.518003 + Penalty 601.450781 = -38078.067222 nChanged 8 SP:Iteration 15Q (2711.330000 sec): 3 clusters Score: Raw -38682.927873 + Penalty 601.450781 = -38081.477092 nChanged 4 SP:Iteration 16Q (2711.330000 sec): 3 clusters Score: Raw -38683.823295 + Penalty 601.450781 = -38082.372514 nChanged 1 SP:Iteration 17Q (2711.330000 sec): 3 clusters Score: Raw -38684.657582 + Penalty 601.450781 = -38083.206801 nChanged 1 SP:Iteration 18Q (2711.330000 sec): 3 clusters Score: Raw -38684.833392 + Penalty 601.450781 = -38083.382611 nChanged 1 SP:Iteration 19Q (2711.340000 sec): 3 clusters Score: Raw -38685.062903 + Penalty 601.450781 = -38083.612121 nChanged 0 SP:Iteration 20F (2711.340000 sec): 3 clusters Score: Raw -38685.062903 + Penalty 601.450781 = -38083.612121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 30 (2713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.340000 sec): 2 clusters Score: Raw -151261.318742 + Penalty 359.714369 = -150901.604372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.340000 sec): 3 clusters Score: Raw -149749.509998 + Penalty 719.428738 = -149030.081260 nChanged 1179 SP:Iteration 1F (2711.340000 sec): 3 clusters Score: Raw -150410.111457 + Penalty 719.428738 = -149690.682719 nChanged 218 SP:Iteration 2F (2711.350000 sec): 3 clusters Score: Raw -150563.593857 + Penalty 719.428738 = -149844.165119 nChanged 201 SP:Iteration 3F (2711.350000 sec): 3 clusters Score: Raw -150743.738648 + Penalty 719.428738 = -150024.309909 nChanged 169 SP:Iteration 4F (2711.360000 sec): 3 clusters Score: Raw -150892.481400 + Penalty 719.428738 = -150173.052661 nChanged 137 SP:Iteration 5F (2711.360000 sec): 3 clusters Score: Raw -150999.046776 + Penalty 719.428738 = -150279.618038 nChanged 104 SP:Iteration 6Q (2711.360000 sec): 3 clusters Score: Raw -151068.730881 + Penalty 719.428738 = -150349.302142 nChanged 91 SP:Iteration 7Q (2711.360000 sec): 3 clusters Score: Raw -151105.095140 + Penalty 719.428738 = -150385.666401 nChanged 53 SP:Iteration 8Q (2711.370000 sec): 3 clusters Score: Raw -151123.942447 + Penalty 719.428738 = -150404.513708 nChanged 38 SP:Iteration 9Q (2711.370000 sec): 3 clusters Score: Raw -151134.037309 + Penalty 719.428738 = -150414.608570 nChanged 27 SP:Iteration 10Q (2711.370000 sec): 3 clusters Score: Raw -151140.471121 + Penalty 719.428738 = -150421.042382 nChanged 20 SP:Iteration 11Q (2711.380000 sec): 3 clusters Score: Raw -151145.067875 + Penalty 719.428738 = -150425.639136 nChanged 19 SP:Iteration 12Q (2711.380000 sec): 3 clusters Score: Raw -151149.383380 + Penalty 719.428738 = -150429.954642 nChanged 16 SP:Iteration 13Q (2711.380000 sec): 3 clusters Score: Raw -151153.400128 + Penalty 719.428738 = -150433.971389 nChanged 14 SP:Iteration 14Q (2711.380000 sec): 3 clusters Score: Raw -151155.873867 + Penalty 719.428738 = -150436.445129 nChanged 6 SP:Iteration 15Q (2711.390000 sec): 3 clusters Score: Raw -151156.673919 + Penalty 719.428738 = -150437.245181 nChanged 5 SP:Iteration 16Q (2711.390000 sec): 3 clusters Score: Raw -151158.107322 + Penalty 719.428738 = -150438.678584 nChanged 3 SP:Iteration 17Q (2711.400000 sec): 3 clusters Score: Raw -151159.538462 + Penalty 719.428738 = -150440.109723 nChanged 8 SP:Iteration 18Q (2711.400000 sec): 3 clusters Score: Raw -151162.281601 + Penalty 719.428738 = -150442.852862 nChanged 9 SP:Iteration 19Q (2711.400000 sec): 3 clusters Score: Raw -151163.599241 + Penalty 719.428738 = -150444.170503 nChanged 10 SP:Iteration 20F (2711.400000 sec): 3 clusters Score: Raw -151165.272094 + Penalty 719.428738 = -150445.843355 nChanged 8 SP:Iteration 21Q (2711.400000 sec): 3 clusters Score: Raw -151166.501616 + Penalty 719.428738 = -150447.072877 nChanged 3 SP:Iteration 22Q (2711.410000 sec): 3 clusters Score: Raw -151166.683384 + Penalty 719.428738 = -150447.254645 nChanged 4 SP:Iteration 23Q (2711.410000 sec): 3 clusters Score: Raw -151167.196024 + Penalty 719.428738 = -150447.767286 nChanged 7 SP:Iteration 24Q (2711.420000 sec): 3 clusters Score: Raw -151167.962892 + Penalty 719.428738 = -150448.534154 nChanged 7 SP:Iteration 25Q (2711.420000 sec): 3 clusters Score: Raw -151169.742227 + Penalty 719.428738 = -150450.313488 nChanged 7 SP:Iteration 26Q (2711.420000 sec): 3 clusters Score: Raw -151172.176608 + Penalty 719.428738 = -150452.747869 nChanged 10 SP:Iteration 27Q (2711.420000 sec): 3 clusters Score: Raw -151174.483370 + Penalty 719.428738 = -150455.054631 nChanged 9 SP:Iteration 28Q (2711.430000 sec): 3 clusters Score: Raw -151176.004601 + Penalty 719.428738 = -150456.575862 nChanged 15 SP:Iteration 29Q (2711.430000 sec): 3 clusters Score: Raw -151184.097714 + Penalty 719.428738 = -150464.668976 nChanged 35 SP:Iteration 30Q (2711.430000 sec): 3 clusters Score: Raw -151208.288348 + Penalty 719.428738 = -150488.859609 nChanged 38 SP:Iteration 31Q (2711.440000 sec): 3 clusters Score: Raw -151240.372407 + Penalty 719.428738 = -150520.943669 nChanged 38 SP:Iteration 32Q (2711.440000 sec): 3 clusters Score: Raw -151266.294889 + Penalty 719.428738 = -150546.866151 nChanged 37 SP:Iteration 33Q (2711.440000 sec): 3 clusters Score: Raw -151287.352825 + Penalty 719.428738 = -150567.924087 nChanged 25 SP:Iteration 34Q (2711.440000 sec): 3 clusters Score: Raw -151300.493381 + Penalty 719.428738 = -150581.064642 nChanged 25 SP:Iteration 35Q (2711.450000 sec): 3 clusters Score: Raw -151309.353390 + Penalty 719.428738 = -150589.924652 nChanged 15 SP:Iteration 36Q (2711.450000 sec): 3 clusters Score: Raw -151316.471052 + Penalty 719.428738 = -150597.042314 nChanged 23 SP:Iteration 37Q (2711.450000 sec): 3 clusters Score: Raw -151328.482825 + Penalty 719.428738 = -150609.054087 nChanged 19 SP:Iteration 38Q (2711.460000 sec): 3 clusters Score: Raw -151338.997038 + Penalty 719.428738 = -150619.568300 nChanged 16 SP:Iteration 39Q (2711.460000 sec): 3 clusters Score: Raw -151343.857964 + Penalty 719.428738 = -150624.429225 nChanged 13 SP:Iteration 40F (2711.460000 sec): 3 clusters Score: Raw -151349.692778 + Penalty 719.428738 = -150630.264039 nChanged 14 SP:Iteration 41Q (2711.460000 sec): 3 clusters Score: Raw -151358.116838 + Penalty 719.428738 = -150638.688099 nChanged 21 SP:Iteration 42Q (2711.470000 sec): 3 clusters Score: Raw -151366.705410 + Penalty 719.428738 = -150647.276671 nChanged 14 SP:Iteration 43Q (2711.470000 sec): 3 clusters Score: Raw -151370.858772 + Penalty 719.428738 = -150651.430034 nChanged 12 SP:Iteration 44Q (2711.470000 sec): 3 clusters Score: Raw -151373.531495 + Penalty 719.428738 = -150654.102757 nChanged 7 SP:Iteration 45Q (2711.470000 sec): 3 clusters Score: Raw -151375.848229 + Penalty 719.428738 = -150656.419491 nChanged 5 SP:Iteration 46Q (2711.480000 sec): 3 clusters Score: Raw -151377.037970 + Penalty 719.428738 = -150657.609232 nChanged 4 SP:Iteration 47Q (2711.480000 sec): 3 clusters Score: Raw -151377.879769 + Penalty 719.428738 = -150658.451030 nChanged 3 SP:Iteration 48Q (2711.480000 sec): 3 clusters Score: Raw -151379.476203 + Penalty 719.428738 = -150660.047464 nChanged 3 SP:Iteration 49Q (2711.480000 sec): 3 clusters Score: Raw -151380.355760 + Penalty 719.428738 = -150660.927022 nChanged 3 SP:Iteration 50Q (2711.490000 sec): 3 clusters Score: Raw -151381.298429 + Penalty 719.428738 = -150661.869690 nChanged 4 SP:Iteration 51Q (2711.490000 sec): 3 clusters Score: Raw -151381.793563 + Penalty 719.428738 = -150662.364825 nChanged 0 SP:Iteration 52F (2711.490000 sec): 3 clusters Score: Raw -151381.793563 + Penalty 719.428738 = -150662.364825 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 31 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.500000 sec): 2 clusters Score: Raw -5899.069206 + Penalty 223.859132 = -5675.210074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.500000 sec): 3 clusters Score: Raw -5882.856957 + Penalty 447.718264 = -5435.138692 nChanged 44 SP:Iteration 1F (2711.500000 sec): 3 clusters Score: Raw -5962.888515 + Penalty 447.718264 = -5515.170251 nChanged 14 SP:Iteration 2F (2711.500000 sec): 3 clusters Score: Raw -5990.779875 + Penalty 447.718264 = -5543.061611 nChanged 12 SP:Iteration 3F (2711.500000 sec): 3 clusters Score: Raw -6021.181694 + Penalty 447.718264 = -5573.463430 nChanged 2 SP:Iteration 4Q (2711.500000 sec): 3 clusters Score: Raw -6027.331732 + Penalty 447.718264 = -5579.613467 nChanged 1 SP:Iteration 5Q (2711.500000 sec): 3 clusters Score: Raw -6030.373391 + Penalty 447.718264 = -5582.655127 nChanged 1 SP:Iteration 6Q (2711.500000 sec): 3 clusters Score: Raw -6034.146230 + Penalty 447.718264 = -5586.427966 nChanged 2 SP:Iteration 7Q (2711.500000 sec): 3 clusters Score: Raw -6037.164880 + Penalty 447.718264 = -5589.446615 nChanged 0 SP:Iteration 8F (2711.500000 sec): 3 clusters Score: Raw -6037.164880 + Penalty 447.718264 = -5589.446615 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 32 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.500000 sec): 2 clusters Score: Raw -17571.400398 + Penalty 258.757379 = -17312.643020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.500000 sec): 3 clusters Score: Raw -17472.321380 + Penalty 517.514757 = -16954.806622 nChanged 86 SP:Iteration 1F (2711.500000 sec): 3 clusters Score: Raw -17556.589556 + Penalty 517.514757 = -17039.074798 nChanged 24 SP:Iteration 2F (2711.500000 sec): 3 clusters Score: Raw -17591.654895 + Penalty 517.514757 = -17074.140138 nChanged 16 SP:Iteration 3F (2711.500000 sec): 3 clusters Score: Raw -17612.051988 + Penalty 517.514757 = -17094.537231 nChanged 15 SP:Iteration 4F (2711.500000 sec): 3 clusters Score: Raw -17626.436520 + Penalty 517.514757 = -17108.921762 nChanged 9 SP:Iteration 5Q (2711.500000 sec): 3 clusters Score: Raw -17636.184147 + Penalty 517.514757 = -17118.669390 nChanged 11 SP:Iteration 6Q (2711.500000 sec): 3 clusters Score: Raw -17648.435608 + Penalty 517.514757 = -17130.920850 nChanged 8 SP:Iteration 7Q (2711.500000 sec): 3 clusters Score: Raw -17662.455235 + Penalty 517.514757 = -17144.940477 nChanged 6 SP:Iteration 8Q (2711.500000 sec): 3 clusters Score: Raw -17673.226327 + Penalty 517.514757 = -17155.711570 nChanged 4 SP:Iteration 9Q (2711.500000 sec): 3 clusters Score: Raw -17677.229386 + Penalty 517.514757 = -17159.714629 nChanged 3 SP:Iteration 10Q (2711.500000 sec): 3 clusters Score: Raw -17680.656060 + Penalty 517.514757 = -17163.141302 nChanged 1 SP:Iteration 11Q (2711.500000 sec): 3 clusters Score: Raw -17682.169077 + Penalty 517.514757 = -17164.654320 nChanged 2 SP:Iteration 12Q (2711.500000 sec): 3 clusters Score: Raw -17682.756126 + Penalty 517.514757 = -17165.241368 nChanged 0 SP:Iteration 13F (2711.500000 sec): 3 clusters Score: Raw -17682.756126 + Penalty 517.514757 = -17165.241368 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 33 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.500000 sec): 2 clusters Score: Raw -8130.133934 + Penalty 233.410392 = -7896.723543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.500000 sec): 3 clusters Score: Raw -8133.631355 + Penalty 466.820783 = -7666.810572 nChanged 46 SP:Iteration 1F (2711.500000 sec): 3 clusters Score: Raw -8223.000354 + Penalty 466.820783 = -7756.179571 nChanged 18 SP:Iteration 2F (2711.500000 sec): 3 clusters Score: Raw -8253.414406 + Penalty 466.820783 = -7786.593623 nChanged 5 SP:Iteration 3Q (2711.500000 sec): 3 clusters Score: Raw -8260.612651 + Penalty 466.820783 = -7793.791868 nChanged 3 SP:Iteration 4Q (2711.500000 sec): 3 clusters Score: Raw -8270.588074 + Penalty 466.820783 = -7803.767291 nChanged 1 SP:Iteration 5Q (2711.500000 sec): 3 clusters Score: Raw -8273.080738 + Penalty 466.820783 = -7806.259955 nChanged 2 SP:Iteration 6Q (2711.510000 sec): 3 clusters Score: Raw -8276.252894 + Penalty 466.820783 = -7809.432111 nChanged 0 SP:Iteration 7F (2711.510000 sec): 3 clusters Score: Raw -8276.252894 + Penalty 466.820783 = -7809.432111 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 34 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.510000 sec): 2 clusters Score: Raw -25462.412391 + Penalty 279.560446 = -25182.851944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.510000 sec): 3 clusters Score: Raw -25270.735499 + Penalty 559.120893 = -24711.614606 nChanged 158 SP:Iteration 1F (2711.510000 sec): 3 clusters Score: Raw -25425.298964 + Penalty 559.120893 = -24866.178071 nChanged 54 SP:Iteration 2F (2711.510000 sec): 3 clusters Score: Raw -25492.594958 + Penalty 559.120893 = -24933.474065 nChanged 40 SP:Iteration 3F (2711.510000 sec): 3 clusters Score: Raw -25550.132774 + Penalty 559.120893 = -24991.011881 nChanged 27 SP:Iteration 4F (2711.510000 sec): 3 clusters Score: Raw -25603.772750 + Penalty 559.120893 = -25044.651857 nChanged 24 SP:Iteration 5F (2711.510000 sec): 3 clusters Score: Raw -25664.760662 + Penalty 559.120893 = -25105.639769 nChanged 16 SP:Iteration 6Q (2711.510000 sec): 3 clusters Score: Raw -25687.892609 + Penalty 559.120893 = -25128.771716 nChanged 9 SP:Iteration 7Q (2711.510000 sec): 3 clusters Score: Raw -25708.733933 + Penalty 559.120893 = -25149.613040 nChanged 5 SP:Iteration 8Q (2711.510000 sec): 3 clusters Score: Raw -25715.083535 + Penalty 559.120893 = -25155.962642 nChanged 2 SP:Iteration 9Q (2711.510000 sec): 3 clusters Score: Raw -25716.373392 + Penalty 559.120893 = -25157.252499 nChanged 3 SP:Iteration 10Q (2711.510000 sec): 3 clusters Score: Raw -25717.982872 + Penalty 559.120893 = -25158.861980 nChanged 1 SP:Iteration 11Q (2711.510000 sec): 3 clusters Score: Raw -25718.727293 + Penalty 559.120893 = -25159.606400 nChanged 0 SP:Iteration 12F (2711.520000 sec): 3 clusters Score: Raw -25718.727293 + Penalty 559.120893 = -25159.606400 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 35 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.520000 sec): 2 clusters Score: Raw -25900.553456 + Penalty 277.666416 = -25622.887039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.520000 sec): 3 clusters Score: Raw -25707.905717 + Penalty 555.332832 = -25152.572885 nChanged 150 SP:Iteration 1F (2711.520000 sec): 3 clusters Score: Raw -25798.111975 + Penalty 555.332832 = -25242.779143 nChanged 40 SP:Iteration 2F (2711.520000 sec): 3 clusters Score: Raw -25830.759743 + Penalty 555.332832 = -25275.426910 nChanged 19 SP:Iteration 3Q (2711.520000 sec): 3 clusters Score: Raw -25843.438461 + Penalty 555.332832 = -25288.105629 nChanged 16 SP:Iteration 4Q (2711.520000 sec): 3 clusters Score: Raw -25857.963382 + Penalty 555.332832 = -25302.630550 nChanged 19 SP:Iteration 5Q (2711.520000 sec): 3 clusters Score: Raw -25882.158821 + Penalty 555.332832 = -25326.825989 nChanged 23 SP:Iteration 6F (2711.520000 sec): 3 clusters Score: Raw -25929.796276 + Penalty 555.332832 = -25374.463444 nChanged 28 SP:Iteration 7F (2711.520000 sec): 3 clusters Score: Raw -25996.833551 + Penalty 555.332832 = -25441.500718 nChanged 27 SP:Iteration 8F (2711.520000 sec): 3 clusters Score: Raw -26045.847363 + Penalty 555.332832 = -25490.514531 nChanged 23 SP:Iteration 9F (2711.520000 sec): 3 clusters Score: Raw -26080.775405 + Penalty 555.332832 = -25525.442572 nChanged 21 SP:Iteration 10Q (2711.520000 sec): 3 clusters Score: Raw -26110.989689 + Penalty 555.332832 = -25555.656857 nChanged 12 SP:Iteration 11Q (2711.520000 sec): 3 clusters Score: Raw -26125.042195 + Penalty 555.332832 = -25569.709363 nChanged 9 SP:Iteration 12Q (2711.520000 sec): 3 clusters Score: Raw -26135.382515 + Penalty 555.332832 = -25580.049683 nChanged 5 SP:Iteration 13Q (2711.520000 sec): 3 clusters Score: Raw -26139.327636 + Penalty 555.332832 = -25583.994804 nChanged 1 SP:Iteration 14Q (2711.520000 sec): 3 clusters Score: Raw -26139.552938 + Penalty 555.332832 = -25584.220106 nChanged 0 SP:Iteration 15F (2711.520000 sec): 3 clusters Score: Raw -26139.552938 + Penalty 555.332832 = -25584.220106 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 36 (6384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.540000 sec): 2 clusters Score: Raw -376841.136896 + Penalty 398.650531 = -376442.486365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.540000 sec): 3 clusters Score: Raw -373002.136593 + Penalty 797.301063 = -372204.835530 nChanged 2897 SP:Iteration 1F (2711.550000 sec): 3 clusters Score: Raw -374836.240140 + Penalty 797.301063 = -374038.939077 nChanged 480 SP:Iteration 2F (2711.560000 sec): 3 clusters Score: Raw -375135.688250 + Penalty 797.301063 = -374338.387187 nChanged 476 SP:Iteration 3F (2711.560000 sec): 3 clusters Score: Raw -375473.393955 + Penalty 797.301063 = -374676.092893 nChanged 480 SP:Iteration 4F (2711.570000 sec): 3 clusters Score: Raw -375819.208601 + Penalty 797.301063 = -375021.907538 nChanged 373 SP:Iteration 5F (2711.580000 sec): 3 clusters Score: Raw -376162.994994 + Penalty 797.301063 = -375365.693932 nChanged 263 SP:Iteration 6Q (2711.580000 sec): 3 clusters Score: Raw -376504.778667 + Penalty 797.301063 = -375707.477605 nChanged 182 SP:Iteration 7Q (2711.590000 sec): 3 clusters Score: Raw -376748.651620 + Penalty 797.301063 = -375951.350558 nChanged 102 SP:Iteration 8Q (2711.600000 sec): 3 clusters Score: Raw -376835.669782 + Penalty 797.301063 = -376038.368719 nChanged 78 SP:Iteration 9Q (2711.600000 sec): 3 clusters Score: Raw -376884.565128 + Penalty 797.301063 = -376087.264066 nChanged 58 SP:Iteration 10Q (2711.610000 sec): 3 clusters Score: Raw -376913.653120 + Penalty 797.301063 = -376116.352057 nChanged 48 SP:Iteration 11Q (2711.620000 sec): 3 clusters Score: Raw -376939.721451 + Penalty 797.301063 = -376142.420388 nChanged 37 SP:Iteration 12Q (2711.620000 sec): 3 clusters Score: Raw -376954.595465 + Penalty 797.301063 = -376157.294402 nChanged 32 SP:Iteration 13Q (2711.630000 sec): 3 clusters Score: Raw -376965.615367 + Penalty 797.301063 = -376168.314304 nChanged 27 SP:Iteration 14Q (2711.640000 sec): 3 clusters Score: Raw -376977.665310 + Penalty 797.301063 = -376180.364247 nChanged 30 SP:Iteration 15Q (2711.640000 sec): 3 clusters Score: Raw -376995.275518 + Penalty 797.301063 = -376197.974456 nChanged 25 SP:Iteration 16Q (2711.650000 sec): 3 clusters Score: Raw -377008.565494 + Penalty 797.301063 = -376211.264431 nChanged 26 SP:Iteration 17Q (2711.650000 sec): 3 clusters Score: Raw -377017.611733 + Penalty 797.301063 = -376220.310670 nChanged 12 SP:Iteration 18Q (2711.660000 sec): 3 clusters Score: Raw -377021.207570 + Penalty 797.301063 = -376223.906508 nChanged 11 SP:Iteration 19Q (2711.660000 sec): 3 clusters Score: Raw -377024.591703 + Penalty 797.301063 = -376227.290640 nChanged 8 SP:Iteration 20F (2711.670000 sec): 3 clusters Score: Raw -377026.498116 + Penalty 797.301063 = -376229.197054 nChanged 4 SP:Iteration 21Q (2711.680000 sec): 3 clusters Score: Raw -377027.929710 + Penalty 797.301063 = -376230.628647 nChanged 3 SP:Iteration 22Q (2711.680000 sec): 3 clusters Score: Raw -377028.420621 + Penalty 797.301063 = -376231.119558 nChanged 3 SP:Iteration 23Q (2711.690000 sec): 3 clusters Score: Raw -377028.894839 + Penalty 797.301063 = -376231.593776 nChanged 1 SP:Iteration 24Q (2711.690000 sec): 3 clusters Score: Raw -377028.954993 + Penalty 797.301063 = -376231.653930 nChanged 0 SP:Iteration 25F (2711.700000 sec): 3 clusters Score: Raw -377028.954993 + Penalty 797.301063 = -376231.653930 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 37 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.700000 sec): 2 clusters Score: Raw -24628.459452 + Penalty 276.113364 = -24352.346088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.700000 sec): 3 clusters Score: Raw -24458.944672 + Penalty 552.226729 = -23906.717943 nChanged 156 SP:Iteration 1F (2711.700000 sec): 3 clusters Score: Raw -24654.635857 + Penalty 552.226729 = -24102.409128 nChanged 43 SP:Iteration 2F (2711.700000 sec): 3 clusters Score: Raw -24730.677977 + Penalty 552.226729 = -24178.451249 nChanged 27 SP:Iteration 3F (2711.700000 sec): 3 clusters Score: Raw -24782.665319 + Penalty 552.226729 = -24230.438590 nChanged 21 SP:Iteration 4Q (2711.710000 sec): 3 clusters Score: Raw -24831.597220 + Penalty 552.226729 = -24279.370491 nChanged 23 SP:Iteration 5F (2711.710000 sec): 3 clusters Score: Raw -24910.229459 + Penalty 552.226729 = -24358.002730 nChanged 23 SP:Iteration 6F (2711.710000 sec): 3 clusters Score: Raw -24972.995237 + Penalty 552.226729 = -24420.768509 nChanged 7 SP:Iteration 7Q (2711.710000 sec): 3 clusters Score: Raw -24985.568610 + Penalty 552.226729 = -24433.341881 nChanged 5 SP:Iteration 8Q (2711.710000 sec): 3 clusters Score: Raw -24990.114089 + Penalty 552.226729 = -24437.887360 nChanged 1 SP:Iteration 9Q (2711.710000 sec): 3 clusters Score: Raw -24990.588748 + Penalty 552.226729 = -24438.362020 nChanged 0 SP:Iteration 10F (2711.710000 sec): 3 clusters Score: Raw -24990.588748 + Penalty 552.226729 = -24438.362020 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 38 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.710000 sec): 2 clusters Score: Raw -6892.111392 + Penalty 220.050827 = -6672.060565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.710000 sec): 3 clusters Score: Raw -6870.967628 + Penalty 440.101654 = -6430.865975 nChanged 23 SP:Iteration 1F (2711.710000 sec): 3 clusters Score: Raw -6934.660175 + Penalty 440.101654 = -6494.558521 nChanged 9 SP:Iteration 2F (2711.710000 sec): 3 clusters Score: Raw -6957.310005 + Penalty 440.101654 = -6517.208351 nChanged 1 SP:Iteration 3Q (2711.710000 sec): 3 clusters Score: Raw -6960.177681 + Penalty 440.101654 = -6520.076028 nChanged 0 SP:Iteration 4F (2711.710000 sec): 3 clusters Score: Raw -6960.177681 + Penalty 440.101654 = -6520.076028 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 39 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.710000 sec): 2 clusters Score: Raw -10941.311672 + Penalty 243.076208 = -10698.235464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.710000 sec): 3 clusters Score: Raw -10883.560152 + Penalty 486.152417 = -10397.407735 nChanged 64 SP:Iteration 1F (2711.720000 sec): 3 clusters Score: Raw -11001.905816 + Penalty 486.152417 = -10515.753400 nChanged 24 SP:Iteration 2F (2711.720000 sec): 3 clusters Score: Raw -11065.621676 + Penalty 486.152417 = -10579.469259 nChanged 13 SP:Iteration 3F (2711.720000 sec): 3 clusters Score: Raw -11104.307544 + Penalty 486.152417 = -10618.155128 nChanged 8 SP:Iteration 4Q (2711.720000 sec): 3 clusters Score: Raw -11136.135179 + Penalty 486.152417 = -10649.982762 nChanged 2 SP:Iteration 5Q (2711.720000 sec): 3 clusters Score: Raw -11153.878123 + Penalty 486.152417 = -10667.725706 nChanged 0 SP:Iteration 6F (2711.720000 sec): 3 clusters Score: Raw -11153.878123 + Penalty 486.152417 = -10667.725706 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 40 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.720000 sec): 2 clusters Score: Raw -7127.720617 + Penalty 222.851711 = -6904.868906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.720000 sec): 3 clusters Score: Raw -7106.540256 + Penalty 445.703422 = -6660.836835 nChanged 29 SP:Iteration 1F (2711.720000 sec): 3 clusters Score: Raw -7157.834176 + Penalty 445.703422 = -6712.130754 nChanged 11 SP:Iteration 2F (2711.720000 sec): 3 clusters Score: Raw -7200.361522 + Penalty 445.703422 = -6754.658100 nChanged 5 SP:Iteration 3Q (2711.720000 sec): 3 clusters Score: Raw -7226.869049 + Penalty 445.703422 = -6781.165628 nChanged 3 SP:Iteration 4Q (2711.720000 sec): 3 clusters Score: Raw -7256.687625 + Penalty 445.703422 = -6810.984203 nChanged 5 SP:Iteration 5Q (2711.720000 sec): 3 clusters Score: Raw -7265.552417 + Penalty 445.703422 = -6819.848995 nChanged 4 SP:Iteration 6Q (2711.720000 sec): 3 clusters Score: Raw -7273.892676 + Penalty 445.703422 = -6828.189254 nChanged 2 SP:Iteration 7Q (2711.720000 sec): 3 clusters Score: Raw -7279.686020 + Penalty 445.703422 = -6833.982598 nChanged 1 SP:Iteration 8Q (2711.720000 sec): 3 clusters Score: Raw -7280.524901 + Penalty 445.703422 = -6834.821480 nChanged 1 SP:Iteration 9Q (2711.720000 sec): 3 clusters Score: Raw -7284.014601 + Penalty 445.703422 = -6838.311179 nChanged 0 SP:Iteration 10F (2711.720000 sec): 3 clusters Score: Raw -7284.307640 + Penalty 445.703422 = -6838.604218 nChanged 2 SP:Iteration 11Q (2711.720000 sec): 3 clusters Score: Raw -7292.104445 + Penalty 445.703422 = -6846.401023 nChanged 2 SP:Iteration 12Q (2711.720000 sec): 3 clusters Score: Raw -7297.153343 + Penalty 445.703422 = -6851.449921 nChanged 3 SP:Iteration 13Q (2711.720000 sec): 3 clusters Score: Raw -7308.740348 + Penalty 445.703422 = -6863.036926 nChanged 2 SP:Iteration 14Q (2711.720000 sec): 3 clusters Score: Raw -7322.060341 + Penalty 445.703422 = -6876.356919 nChanged 2 SP:Iteration 15Q (2711.720000 sec): 3 clusters Score: Raw -7339.057458 + Penalty 445.703422 = -6893.354036 nChanged 0 SP:Iteration 16F (2711.720000 sec): 3 clusters Score: Raw -7339.057458 + Penalty 445.703422 = -6893.354036 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 42 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.720000 sec): 2 clusters Score: Raw -47563.756283 + Penalty 304.658851 = -47259.097433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.720000 sec): 3 clusters Score: Raw -47177.493900 + Penalty 609.317701 = -46568.176199 nChanged 308 SP:Iteration 1F (2711.720000 sec): 3 clusters Score: Raw -47390.364854 + Penalty 609.317701 = -46781.047152 nChanged 64 SP:Iteration 2F (2711.720000 sec): 3 clusters Score: Raw -47435.929758 + Penalty 609.317701 = -46826.612056 nChanged 52 SP:Iteration 3F (2711.720000 sec): 3 clusters Score: Raw -47476.214198 + Penalty 609.317701 = -46866.896497 nChanged 44 SP:Iteration 4F (2711.720000 sec): 3 clusters Score: Raw -47511.075433 + Penalty 609.317701 = -46901.757731 nChanged 30 SP:Iteration 5Q (2711.730000 sec): 3 clusters Score: Raw -47531.414401 + Penalty 609.317701 = -46922.096700 nChanged 14 SP:Iteration 6Q (2711.730000 sec): 3 clusters Score: Raw -47540.878569 + Penalty 609.317701 = -46931.560868 nChanged 9 SP:Iteration 7Q (2711.730000 sec): 3 clusters Score: Raw -47547.322766 + Penalty 609.317701 = -46938.005064 nChanged 10 SP:Iteration 8Q (2711.730000 sec): 3 clusters Score: Raw -47555.108148 + Penalty 609.317701 = -46945.790447 nChanged 11 SP:Iteration 9Q (2711.730000 sec): 3 clusters Score: Raw -47565.077051 + Penalty 609.317701 = -46955.759349 nChanged 10 SP:Iteration 10Q (2711.730000 sec): 3 clusters Score: Raw -47579.716346 + Penalty 609.317701 = -46970.398644 nChanged 10 SP:Iteration 11Q (2711.730000 sec): 3 clusters Score: Raw -47597.755938 + Penalty 609.317701 = -46988.438237 nChanged 9 SP:Iteration 12Q (2711.730000 sec): 3 clusters Score: Raw -47606.327165 + Penalty 609.317701 = -46997.009463 nChanged 5 SP:Iteration 13Q (2711.730000 sec): 3 clusters Score: Raw -47608.951638 + Penalty 609.317701 = -46999.633937 nChanged 2 SP:Iteration 14Q (2711.740000 sec): 3 clusters Score: Raw -47611.064883 + Penalty 609.317701 = -47001.747182 nChanged 0 SP:Iteration 15F (2711.740000 sec): 3 clusters Score: Raw -47611.064883 + Penalty 609.317701 = -47001.747182 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 43 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.740000 sec): 2 clusters Score: Raw -6184.382597 + Penalty 214.691699 = -5969.690898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.740000 sec): 3 clusters Score: Raw -6219.354884 + Penalty 429.383397 = -5789.971487 nChanged 21 SP:Iteration 1F (2711.740000 sec): 3 clusters Score: Raw -6284.585102 + Penalty 429.383397 = -5855.201705 nChanged 10 SP:Iteration 2F (2711.740000 sec): 3 clusters Score: Raw -6346.308830 + Penalty 429.383397 = -5916.925432 nChanged 4 SP:Iteration 3Q (2711.740000 sec): 3 clusters Score: Raw -6401.531763 + Penalty 429.383397 = -5972.148366 nChanged 5 SP:Iteration 4Q (2711.740000 sec): 3 clusters Score: Raw -6484.288445 + Penalty 429.383397 = -6054.905048 nChanged 6 SP:Iteration 5F (2711.740000 sec): 3 clusters Score: Raw -6523.479426 + Penalty 429.383397 = -6094.096029 nChanged 2 SP:Iteration 6Q (2711.740000 sec): 3 clusters Score: Raw -6531.532206 + Penalty 429.383397 = -6102.148809 nChanged 2 SP:Iteration 7Q (2711.740000 sec): 3 clusters Score: Raw -6536.809994 + Penalty 429.383397 = -6107.426597 nChanged 3 SP:Iteration 8Q (2711.740000 sec): 3 clusters Score: Raw -6547.310686 + Penalty 429.383397 = -6117.927288 nChanged 1 SP:Iteration 9Q (2711.740000 sec): 3 clusters Score: Raw -6555.625075 + Penalty 429.383397 = -6126.241678 nChanged 0 SP:Iteration 10F (2711.740000 sec): 3 clusters Score: Raw -6555.625075 + Penalty 429.383397 = -6126.241678 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Deleting Class 43 (21 points): Lose 402.982655 but Gain 588.735889 Iteration 139Q (2715.650000 sec): 47 clusters Score: Raw -23844668.202505 + Penalty 27081.850893 = -23817586.351611 nChanged 630 Iteration 140F (2723.980000 sec): 47 clusters Score: Raw -23844760.730274 + Penalty 27081.850893 = -23817678.879381 nChanged 501 Iteration 141Q (2727.790000 sec): 47 clusters Score: Raw -23845267.837079 + Penalty 27081.850893 = -23818185.986185 nChanged 439 Iteration 142Q (2731.520000 sec): 47 clusters Score: Raw -23845441.149379 + Penalty 27081.850893 = -23818359.298485 nChanged 366 Iteration 143Q (2735.130000 sec): 47 clusters Score: Raw -23845561.850986 + Penalty 27081.850893 = -23818480.000092 nChanged 328 Iteration 144Q (2738.700000 sec): 47 clusters Score: Raw -23845665.881780 + Penalty 27081.850893 = -23818584.030886 nChanged 320 Iteration 145Q (2742.300000 sec): 47 clusters Score: Raw -23845745.896761 + Penalty 27081.850893 = -23818664.045867 nChanged 299 Iteration 146Q (2745.880000 sec): 47 clusters Score: Raw -23845809.295513 + Penalty 27081.850893 = -23818727.444620 nChanged 264 Iteration 147Q (2749.450000 sec): 47 clusters Score: Raw -23845872.191514 + Penalty 27081.850893 = -23818790.340621 nChanged 226 Iteration 148Q (2753.070000 sec): 47 clusters Score: Raw -23845929.209817 + Penalty 27081.850893 = -23818847.358924 nChanged 205 Iteration 149Q (2756.660000 sec): 47 clusters Score: Raw -23845972.488405 + Penalty 27081.850893 = -23818890.637511 nChanged 205 Iteration 150Q (2760.250000 sec): 47 clusters Score: Raw -23846011.999311 + Penalty 27081.850893 = -23818930.148417 nChanged 193 Iteration 151Q (2763.830000 sec): 47 clusters Score: Raw -23846054.275740 + Penalty 27081.850893 = -23818972.424847 nChanged 185 Iteration 152Q (2767.390000 sec): 47 clusters Score: Raw -23846086.419610 + Penalty 27081.850893 = -23819004.568717 nChanged 165 Iteration 153Q (2770.980000 sec): 47 clusters Score: Raw -23846123.072225 + Penalty 27081.850893 = -23819041.221332 nChanged 180 Iteration 154Q (2774.550000 sec): 47 clusters Score: Raw -23846148.479069 + Penalty 27081.850893 = -23819066.628175 nChanged 182 Iteration 155Q (2778.180000 sec): 47 clusters Score: Raw -23846172.952077 + Penalty 27081.850893 = -23819091.101183 nChanged 171 Iteration 156Q (2781.760000 sec): 47 clusters Score: Raw -23846190.286331 + Penalty 27081.850893 = -23819108.435437 nChanged 142 Iteration 157Q (2785.330000 sec): 47 clusters Score: Raw -23846204.134769 + Penalty 27081.850893 = -23819122.283875 nChanged 118 Iteration 158Q (2789.110000 sec): 47 clusters Score: Raw -23846218.626393 + Penalty 27081.850893 = -23819136.775500 nChanged 154 Iteration 159Q (2792.940000 sec): 47 clusters Score: Raw -23846234.654578 + Penalty 27081.850893 = -23819152.803685 nChanged 154 Iteration 160F (2801.220000 sec): 47 clusters Score: Raw -23846270.939731 + Penalty 27081.850893 = -23819189.088837 nChanged 206 Iteration 161Q (2804.910000 sec): 47 clusters Score: Raw -23846310.223392 + Penalty 27081.850893 = -23819228.372498 nChanged 247 Iteration 162Q (2808.570000 sec): 47 clusters Score: Raw -23846354.858573 + Penalty 27081.850893 = -23819273.007679 nChanged 249 Iteration 163Q (2812.210000 sec): 47 clusters Score: Raw -23846406.178647 + Penalty 27081.850893 = -23819324.327753 nChanged 284 Iteration 164Q (2815.810000 sec): 47 clusters Score: Raw -23846463.946162 + Penalty 27081.850893 = -23819382.095269 nChanged 263 Iteration 165Q (2819.390000 sec): 47 clusters Score: Raw -23846507.699615 + Penalty 27081.850893 = -23819425.848722 nChanged 225 Iteration 166Q (2822.980000 sec): 47 clusters Score: Raw -23846544.147726 + Penalty 27081.850893 = -23819462.296832 nChanged 197 Iteration 167Q (2826.560000 sec): 47 clusters Score: Raw -23846571.370250 + Penalty 27081.850893 = -23819489.519357 nChanged 175 Iteration 168Q (2830.140000 sec): 47 clusters Score: Raw -23846585.741520 + Penalty 27081.850893 = -23819503.890627 nChanged 140 Iteration 169Q (2833.700000 sec): 47 clusters Score: Raw -23846595.157484 + Penalty 27081.850893 = -23819513.306591 nChanged 120 Iteration 170Q (2837.280000 sec): 47 clusters Score: Raw -23846602.555339 + Penalty 27081.850893 = -23819520.704446 nChanged 111 Iteration 171Q (2840.870000 sec): 47 clusters Score: Raw -23846608.940738 + Penalty 27081.850893 = -23819527.089844 nChanged 104 Iteration 172Q (2844.420000 sec): 47 clusters Score: Raw -23846613.692923 + Penalty 27081.850893 = -23819531.842029 nChanged 77 Iteration 173Q (2848.060000 sec): 47 clusters Score: Raw -23846617.420601 + Penalty 27081.850893 = -23819535.569707 nChanged 68 Iteration 174Q (2851.650000 sec): 47 clusters Score: Raw -23846620.577707 + Penalty 27081.850893 = -23819538.726814 nChanged 70 Iteration 175Q (2855.240000 sec): 47 clusters Score: Raw -23846622.726526 + Penalty 27081.850893 = -23819540.875633 nChanged 48 Iteration 176Q (2858.850000 sec): 47 clusters Score: Raw -23846625.217910 + Penalty 27081.850893 = -23819543.367016 nChanged 50 Iteration 177Q (2862.440000 sec): 47 clusters Score: Raw -23846626.460257 + Penalty 27081.850893 = -23819544.609364 nChanged 40 Iteration 178Q (2866.050000 sec): 47 clusters Score: Raw -23846627.598487 + Penalty 27081.850893 = -23819545.747593 nChanged 37 Writing temp clu file Because OldScore, -23819544.609364, is greater than current (better) Score,-23819545.747593 Compute initial score before splitting: Score: Raw -23846627.598487 + Penalty 27081.850893 = -23819545.747593 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2866.130000 sec): 2 clusters Score: Raw -8039.072399 + Penalty 224.844730 = -7814.227669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2866.130000 sec): 3 clusters Score: Raw -8020.962631 + Penalty 449.689460 = -7571.273171 nChanged 31 SP:Iteration 1F (2866.130000 sec): 3 clusters Score: Raw -8066.195142 + Penalty 449.689460 = -7616.505681 nChanged 7 SP:Iteration 2Q (2866.130000 sec): 3 clusters Score: Raw -8077.557283 + Penalty 449.689460 = -7627.867822 nChanged 3 SP:Iteration 3Q (2866.130000 sec): 3 clusters Score: Raw -8080.150415 + Penalty 449.689460 = -7630.460954 nChanged 0 SP:Iteration 4F (2866.130000 sec): 3 clusters Score: Raw -8080.150415 + Penalty 449.689460 = -7630.460954 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2866.130000 sec): 2 clusters Score: Raw -29613.547758 + Penalty 286.012913 = -29327.534844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2866.130000 sec): 3 clusters Score: Raw -29398.921974 + Penalty 572.025827 = -28826.896147 nChanged 191 SP:Iteration 1F (2866.130000 sec): 3 clusters Score: Raw -29592.586823 + Penalty 572.025827 = -29020.560997 nChanged 49 SP:Iteration 2F (2866.130000 sec): 3 clusters Score: Raw -29665.781813 + Penalty 572.025827 = -29093.755986 nChanged 35 SP:Iteration 3F (2866.130000 sec): 3 clusters Score: Raw -29698.316327 + Penalty 572.025827 = -29126.290500 nChanged 27 SP:Iteration 4F (2866.130000 sec): 3 clusters Score: Raw -29732.157251 + Penalty 572.025827 = -29160.131425 nChanged 27 SP:Iteration 5F (2866.130000 sec): 3 clusters Score: Raw -29764.224168 + Penalty 572.025827 = -29192.198342 nChanged 18 SP:Iteration 6Q (2866.130000 sec): 3 clusters Score: Raw -29783.216515 + Penalty 572.025827 = -29211.190689 nChanged 18 SP:Iteration 7Q (2866.130000 sec): 3 clusters Score: Raw -29803.339305 + Penalty 572.025827 = -29231.313479 nChanged 15 SP:Iteration 8Q (2866.130000 sec): 3 clusters Score: Raw -29825.000351 + Penalty 572.025827 = -29252.974524 nChanged 12 SP:Iteration 9Q (2866.130000 sec): 3 clusters Score: Raw -29837.440883 + Penalty 572.025827 = -29265.415056 nChanged 9 SP:Iteration 10Q (2866.130000 sec): 3 clusters Score: Raw -29849.440144 + Penalty 572.025827 = -29277.414317 nChanged 7 SP:Iteration 11Q (2866.130000 sec): 3 clusters Score: Raw -29858.917219 + Penalty 572.025827 = -29286.891392 nChanged 5 SP:Iteration 12Q (2866.130000 sec): 3 clusters Score: Raw -29864.074373 + Penalty 572.025827 = -29292.048547 nChanged 2 SP:Iteration 13Q (2866.130000 sec): 3 clusters Score: Raw -29864.622524 + Penalty 572.025827 = -29292.596697 nChanged 0 SP:Iteration 14F (2866.140000 sec): 3 clusters Score: Raw -29864.622524 + Penalty 572.025827 = -29292.596697 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (41477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2866.210000 sec): 2 clusters Score: Raw -2361359.721465 + Penalty 483.796692 = -2360875.924773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2866.270000 sec): 3 clusters Score: Raw -2334025.478714 + Penalty 967.593385 = -2333057.885330 nChanged 19992 SP:Iteration 1F (2866.320000 sec): 3 clusters Score: Raw -2346636.909329 + Penalty 967.593385 = -2345669.315944 nChanged 2857 SP:Iteration 2F (2866.380000 sec): 3 clusters Score: Raw -2348351.749951 + Penalty 967.593385 = -2347384.156567 nChanged 3648 SP:Iteration 3F (2866.430000 sec): 3 clusters Score: Raw -2351257.683967 + Penalty 967.593385 = -2350290.090582 nChanged 4030 SP:Iteration 4F (2866.490000 sec): 3 clusters Score: Raw -2355181.474109 + Penalty 967.593385 = -2354213.880724 nChanged 3295 SP:Iteration 5F (2866.540000 sec): 3 clusters Score: Raw -2358736.950905 + Penalty 967.593385 = -2357769.357521 nChanged 1793 SP:Iteration 6Q (2866.600000 sec): 3 clusters Score: Raw -2360632.902274 + Penalty 967.593385 = -2359665.308890 nChanged 595 SP:Iteration 7Q (2866.650000 sec): 3 clusters Score: Raw -2361210.865416 + Penalty 967.593385 = -2360243.272032 nChanged 140 SP:Iteration 8Q (2866.700000 sec): 3 clusters Score: Raw -2361346.871089 + Penalty 967.593385 = -2360379.277704 nChanged 33 SP:Iteration 9Q (2866.740000 sec): 3 clusters Score: Raw -2361386.888451 + Penalty 967.593385 = -2360419.295067 nChanged 8 SP:Iteration 10Q (2866.790000 sec): 3 clusters Score: Raw -2361399.800878 + Penalty 967.593385 = -2360432.207493 nChanged 5 SP:Iteration 11Q (2866.830000 sec): 3 clusters Score: Raw -2361405.722594 + Penalty 967.593385 = -2360438.129209 nChanged 3 SP:Iteration 12Q (2866.870000 sec): 3 clusters Score: Raw -2361410.248284 + Penalty 967.593385 = -2360442.654900 nChanged 1 SP:Iteration 13Q (2866.910000 sec): 3 clusters Score: Raw -2361411.367617 + Penalty 967.593385 = -2360443.774232 nChanged 0 SP:Iteration 14F (2866.960000 sec): 3 clusters Score: Raw -2361411.367617 + Penalty 967.593385 = -2360443.774232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (6503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2867.000000 sec): 2 clusters Score: Raw -396443.194811 + Penalty 399.490859 = -396043.703952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2867.000000 sec): 3 clusters Score: Raw -392404.302294 + Penalty 798.981719 = -391605.320575 nChanged 2982 SP:Iteration 1F (2867.010000 sec): 3 clusters Score: Raw -394113.715928 + Penalty 798.981719 = -393314.734209 nChanged 351 SP:Iteration 2F (2867.020000 sec): 3 clusters Score: Raw -394232.615212 + Penalty 798.981719 = -393433.633493 nChanged 314 SP:Iteration 3Q (2867.020000 sec): 3 clusters Score: Raw -394345.289588 + Penalty 798.981719 = -393546.307869 nChanged 285 SP:Iteration 4Q (2867.030000 sec): 3 clusters Score: Raw -394461.001848 + Penalty 798.981719 = -393662.020129 nChanged 271 SP:Iteration 5Q (2867.040000 sec): 3 clusters Score: Raw -394580.376228 + Penalty 798.981719 = -393781.394509 nChanged 261 SP:Iteration 6Q (2867.050000 sec): 3 clusters Score: Raw -394720.895528 + Penalty 798.981719 = -393921.913809 nChanged 278 SP:Iteration 7Q (2867.060000 sec): 3 clusters Score: Raw -394896.544953 + Penalty 798.981719 = -394097.563234 nChanged 273 SP:Iteration 8Q (2867.060000 sec): 3 clusters Score: Raw -395078.426624 + Penalty 798.981719 = -394279.444905 nChanged 271 SP:Iteration 9Q (2867.070000 sec): 3 clusters Score: Raw -395298.331190 + Penalty 798.981719 = -394499.349472 nChanged 266 SP:Iteration 10Q (2867.080000 sec): 3 clusters Score: Raw -395532.491645 + Penalty 798.981719 = -394733.509926 nChanged 280 SP:Iteration 11Q (2867.080000 sec): 3 clusters Score: Raw -395752.558865 + Penalty 798.981719 = -394953.577146 nChanged 248 SP:Iteration 12Q (2867.090000 sec): 3 clusters Score: Raw -395929.836319 + Penalty 798.981719 = -395130.854601 nChanged 190 SP:Iteration 13Q (2867.100000 sec): 3 clusters Score: Raw -396030.313986 + Penalty 798.981719 = -395231.332267 nChanged 120 SP:Iteration 14Q (2867.100000 sec): 3 clusters Score: Raw -396085.003196 + Penalty 798.981719 = -395286.021478 nChanged 107 SP:Iteration 15Q (2867.110000 sec): 3 clusters Score: Raw -396140.904674 + Penalty 798.981719 = -395341.922955 nChanged 89 SP:Iteration 16Q (2867.120000 sec): 3 clusters Score: Raw -396177.581091 + Penalty 798.981719 = -395378.599372 nChanged 56 SP:Iteration 17Q (2867.120000 sec): 3 clusters Score: Raw -396193.015185 + Penalty 798.981719 = -395394.033466 nChanged 56 SP:Iteration 18Q (2867.130000 sec): 3 clusters Score: Raw -396209.803102 + Penalty 798.981719 = -395410.821383 nChanged 52 SP:Iteration 19Q (2867.140000 sec): 3 clusters Score: Raw -396221.705100 + Penalty 798.981719 = -395422.723382 nChanged 25 SP:Iteration 20F (2867.140000 sec): 3 clusters Score: Raw -396225.348511 + Penalty 798.981719 = -395426.366792 nChanged 24 SP:Iteration 21Q (2867.150000 sec): 3 clusters Score: Raw -396230.289712 + Penalty 798.981719 = -395431.307993 nChanged 27 SP:Iteration 22Q (2867.160000 sec): 3 clusters Score: Raw -396236.650019 + Penalty 798.981719 = -395437.668300 nChanged 25 SP:Iteration 23Q (2867.160000 sec): 3 clusters Score: Raw -396245.233948 + Penalty 798.981719 = -395446.252229 nChanged 38 SP:Iteration 24Q (2867.170000 sec): 3 clusters Score: Raw -396258.115770 + Penalty 798.981719 = -395459.134051 nChanged 34 SP:Iteration 25Q (2867.180000 sec): 3 clusters Score: Raw -396266.379659 + Penalty 798.981719 = -395467.397940 nChanged 29 SP:Iteration 26Q (2867.180000 sec): 3 clusters Score: Raw -396272.254957 + Penalty 798.981719 = -395473.273239 nChanged 29 SP:Iteration 27Q (2867.190000 sec): 3 clusters Score: Raw -396278.503337 + Penalty 798.981719 = -395479.521618 nChanged 28 SP:Iteration 28Q (2867.200000 sec): 3 clusters Score: Raw -396284.629587 + Penalty 798.981719 = -395485.647869 nChanged 31 SP:Iteration 29Q (2867.200000 sec): 3 clusters Score: Raw -396291.374922 + Penalty 798.981719 = -395492.393203 nChanged 27 SP:Iteration 30Q (2867.210000 sec): 3 clusters Score: Raw -396297.960960 + Penalty 798.981719 = -395498.979241 nChanged 28 SP:Iteration 31Q (2867.210000 sec): 3 clusters Score: Raw -396305.119473 + Penalty 798.981719 = -395506.137754 nChanged 22 SP:Iteration 32Q (2867.220000 sec): 3 clusters Score: Raw -396309.910206 + Penalty 798.981719 = -395510.928487 nChanged 27 SP:Iteration 33Q (2867.220000 sec): 3 clusters Score: Raw -396315.527487 + Penalty 798.981719 = -395516.545769 nChanged 20 SP:Iteration 34Q (2867.230000 sec): 3 clusters Score: Raw -396318.209612 + Penalty 798.981719 = -395519.227893 nChanged 23 SP:Iteration 35Q (2867.240000 sec): 3 clusters Score: Raw -396322.411118 + Penalty 798.981719 = -395523.429399 nChanged 22 SP:Iteration 36Q (2867.240000 sec): 3 clusters Score: Raw -396327.401661 + Penalty 798.981719 = -395528.419942 nChanged 23 SP:Iteration 37Q (2867.250000 sec): 3 clusters Score: Raw -396331.841525 + Penalty 798.981719 = -395532.859806 nChanged 21 SP:Iteration 38Q (2867.260000 sec): 3 clusters Score: Raw -396336.430087 + Penalty 798.981719 = -395537.448369 nChanged 18 SP:Iteration 39Q (2867.260000 sec): 3 clusters Score: Raw -396341.510539 + Penalty 798.981719 = -395542.528820 nChanged 22 SP:Iteration 40F (2867.270000 sec): 3 clusters Score: Raw -396346.964397 + Penalty 798.981719 = -395547.982678 nChanged 19 SP:Iteration 41Q (2867.280000 sec): 3 clusters Score: Raw -396352.171382 + Penalty 798.981719 = -395553.189663 nChanged 25 SP:Iteration 42Q (2867.280000 sec): 3 clusters Score: Raw -396360.341167 + Penalty 798.981719 = -395561.359448 nChanged 27 SP:Iteration 43Q (2867.290000 sec): 3 clusters Score: Raw -396370.010794 + Penalty 798.981719 = -395571.029075 nChanged 32 SP:Iteration 44Q (2867.300000 sec): 3 clusters Score: Raw -396381.699432 + Penalty 798.981719 = -395582.717713 nChanged 32 SP:Iteration 45Q (2867.300000 sec): 3 clusters Score: Raw -396392.065576 + Penalty 798.981719 = -395593.083857 nChanged 30 SP:Iteration 46Q (2867.310000 sec): 3 clusters Score: Raw -396401.268130 + Penalty 798.981719 = -395602.286411 nChanged 32 SP:Iteration 47Q (2867.310000 sec): 3 clusters Score: Raw -396408.704123 + Penalty 798.981719 = -395609.722404 nChanged 29 SP:Iteration 48Q (2867.320000 sec): 3 clusters Score: Raw -396417.126984 + Penalty 798.981719 = -395618.145266 nChanged 31 SP:Iteration 49Q (2867.320000 sec): 3 clusters Score: Raw -396425.716705 + Penalty 798.981719 = -395626.734987 nChanged 29 SP:Iteration 50Q (2867.330000 sec): 3 clusters Score: Raw -396435.832924 + Penalty 798.981719 = -395636.851205 nChanged 32 SP:Iteration 51Q (2867.340000 sec): 3 clusters Score: Raw -396445.482126 + Penalty 798.981719 = -395646.500407 nChanged 24 SP:Iteration 52Q (2867.340000 sec): 3 clusters Score: Raw -396452.960809 + Penalty 798.981719 = -395653.979090 nChanged 21 SP:Iteration 53Q (2867.350000 sec): 3 clusters Score: Raw -396458.263909 + Penalty 798.981719 = -395659.282191 nChanged 16 SP:Iteration 54Q (2867.360000 sec): 3 clusters Score: Raw -396462.665120 + Penalty 798.981719 = -395663.683402 nChanged 11 SP:Iteration 55Q (2867.360000 sec): 3 clusters Score: Raw -396467.557925 + Penalty 798.981719 = -395668.576206 nChanged 16 SP:Iteration 56Q (2867.370000 sec): 3 clusters Score: Raw -396472.846662 + Penalty 798.981719 = -395673.864943 nChanged 14 SP:Iteration 57Q (2867.370000 sec): 3 clusters Score: Raw -396477.813355 + Penalty 798.981719 = -395678.831637 nChanged 23 SP:Iteration 58Q (2867.380000 sec): 3 clusters Score: Raw -396486.206590 + Penalty 798.981719 = -395687.224871 nChanged 22 SP:Iteration 59Q (2867.380000 sec): 3 clusters Score: Raw -396494.136747 + Penalty 798.981719 = -395695.155028 nChanged 17 SP:Iteration 60F (2867.390000 sec): 3 clusters Score: Raw -396498.765866 + Penalty 798.981719 = -395699.784147 nChanged 18 SP:Iteration 61Q (2867.400000 sec): 3 clusters Score: Raw -396503.860875 + Penalty 798.981719 = -395704.879157 nChanged 11 SP:Iteration 62Q (2867.400000 sec): 3 clusters Score: Raw -396507.113661 + Penalty 798.981719 = -395708.131942 nChanged 11 SP:Iteration 63Q (2867.410000 sec): 3 clusters Score: Raw -396509.652424 + Penalty 798.981719 = -395710.670705 nChanged 4 SP:Iteration 64Q (2867.420000 sec): 3 clusters Score: Raw -396510.451540 + Penalty 798.981719 = -395711.469821 nChanged 4 SP:Iteration 65Q (2867.420000 sec): 3 clusters Score: Raw -396511.255395 + Penalty 798.981719 = -395712.273676 nChanged 3 SP:Iteration 66Q (2867.430000 sec): 3 clusters Score: Raw -396511.757817 + Penalty 798.981719 = -395712.776099 nChanged 2 SP:Iteration 67Q (2867.430000 sec): 3 clusters Score: Raw -396512.447182 + Penalty 798.981719 = -395713.465463 nChanged 2 SP:Iteration 68Q (2867.440000 sec): 3 clusters Score: Raw -396512.672794 + Penalty 798.981719 = -395713.691075 nChanged 1 SP:Iteration 69Q (2867.440000 sec): 3 clusters Score: Raw -396512.743315 + Penalty 798.981719 = -395713.761597 nChanged 0 SP:Iteration 70F (2867.450000 sec): 3 clusters Score: Raw -396512.743315 + Penalty 798.981719 = -395713.761597 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2867.460000 sec): 2 clusters Score: Raw -170557.940231 + Penalty 367.622620 = -170190.317611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2867.460000 sec): 3 clusters Score: Raw -168705.685932 + Penalty 735.245241 = -167970.440692 nChanged 1451 SP:Iteration 1F (2867.460000 sec): 3 clusters Score: Raw -169518.395095 + Penalty 735.245241 = -168783.149854 nChanged 225 SP:Iteration 2F (2867.470000 sec): 3 clusters Score: Raw -169665.023706 + Penalty 735.245241 = -168929.778465 nChanged 209 SP:Iteration 3F (2867.470000 sec): 3 clusters Score: Raw -169807.868554 + Penalty 735.245241 = -169072.623313 nChanged 206 SP:Iteration 4F (2867.480000 sec): 3 clusters Score: Raw -169917.760557 + Penalty 735.245241 = -169182.515316 nChanged 155 SP:Iteration 5Q (2867.480000 sec): 3 clusters Score: Raw -169998.927275 + Penalty 735.245241 = -169263.682034 nChanged 144 SP:Iteration 6Q (2867.480000 sec): 3 clusters Score: Raw -170082.065983 + Penalty 735.245241 = -169346.820743 nChanged 128 SP:Iteration 7Q (2867.490000 sec): 3 clusters Score: Raw -170159.610010 + Penalty 735.245241 = -169424.364769 nChanged 118 SP:Iteration 8Q (2867.490000 sec): 3 clusters Score: Raw -170234.929161 + Penalty 735.245241 = -169499.683921 nChanged 128 SP:Iteration 9Q (2867.490000 sec): 3 clusters Score: Raw -170313.521157 + Penalty 735.245241 = -169578.275916 nChanged 104 SP:Iteration 10Q (2867.500000 sec): 3 clusters Score: Raw -170365.076557 + Penalty 735.245241 = -169629.831316 nChanged 75 SP:Iteration 11Q (2867.500000 sec): 3 clusters Score: Raw -170388.295363 + Penalty 735.245241 = -169653.050123 nChanged 52 SP:Iteration 12Q (2867.500000 sec): 3 clusters Score: Raw -170405.930238 + Penalty 735.245241 = -169670.684997 nChanged 47 SP:Iteration 13Q (2867.510000 sec): 3 clusters Score: Raw -170418.404850 + Penalty 735.245241 = -169683.159609 nChanged 31 SP:Iteration 14Q (2867.510000 sec): 3 clusters Score: Raw -170429.110763 + Penalty 735.245241 = -169693.865522 nChanged 30 SP:Iteration 15Q (2867.520000 sec): 3 clusters Score: Raw -170437.849667 + Penalty 735.245241 = -169702.604426 nChanged 33 SP:Iteration 16Q (2867.520000 sec): 3 clusters Score: Raw -170445.145445 + Penalty 735.245241 = -169709.900204 nChanged 24 SP:Iteration 17Q (2867.520000 sec): 3 clusters Score: Raw -170450.210546 + Penalty 735.245241 = -169714.965305 nChanged 15 SP:Iteration 18Q (2867.520000 sec): 3 clusters Score: Raw -170453.007289 + Penalty 735.245241 = -169717.762048 nChanged 12 SP:Iteration 19Q (2867.530000 sec): 3 clusters Score: Raw -170454.441747 + Penalty 735.245241 = -169719.196506 nChanged 8 SP:Iteration 20F (2867.530000 sec): 3 clusters Score: Raw -170455.562641 + Penalty 735.245241 = -169720.317401 nChanged 7 SP:Iteration 21Q (2867.540000 sec): 3 clusters Score: Raw -170456.429856 + Penalty 735.245241 = -169721.184615 nChanged 7 SP:Iteration 22Q (2867.540000 sec): 3 clusters Score: Raw -170457.471394 + Penalty 735.245241 = -169722.226154 nChanged 8 SP:Iteration 23Q (2867.540000 sec): 3 clusters Score: Raw -170458.730319 + Penalty 735.245241 = -169723.485078 nChanged 12 SP:Iteration 24Q (2867.540000 sec): 3 clusters Score: Raw -170461.145353 + Penalty 735.245241 = -169725.900112 nChanged 8 SP:Iteration 25Q (2867.550000 sec): 3 clusters Score: Raw -170462.766633 + Penalty 735.245241 = -169727.521392 nChanged 8 SP:Iteration 26Q (2867.550000 sec): 3 clusters Score: Raw -170464.278302 + Penalty 735.245241 = -169729.033061 nChanged 6 SP:Iteration 27Q (2867.560000 sec): 3 clusters Score: Raw -170465.112645 + Penalty 735.245241 = -169729.867404 nChanged 4 SP:Iteration 28Q (2867.560000 sec): 3 clusters Score: Raw -170465.602831 + Penalty 735.245241 = -169730.357590 nChanged 6 SP:Iteration 29Q (2867.560000 sec): 3 clusters Score: Raw -170465.962076 + Penalty 735.245241 = -169730.716836 nChanged 3 SP:Iteration 30Q (2867.560000 sec): 3 clusters Score: Raw -170466.510068 + Penalty 735.245241 = -169731.264827 nChanged 4 SP:Iteration 31Q (2867.570000 sec): 3 clusters Score: Raw -170466.768966 + Penalty 735.245241 = -169731.523726 nChanged 3 SP:Iteration 32Q (2867.570000 sec): 3 clusters Score: Raw -170466.896029 + Penalty 735.245241 = -169731.650788 nChanged 1 SP:Iteration 33Q (2867.580000 sec): 3 clusters Score: Raw -170466.987511 + Penalty 735.245241 = -169731.742271 nChanged 3 SP:Iteration 34Q (2867.580000 sec): 3 clusters Score: Raw -170467.339235 + Penalty 735.245241 = -169732.093994 nChanged 8 SP:Iteration 35Q (2867.580000 sec): 3 clusters Score: Raw -170468.415537 + Penalty 735.245241 = -169733.170296 nChanged 10 SP:Iteration 36Q (2867.580000 sec): 3 clusters Score: Raw -170470.071045 + Penalty 735.245241 = -169734.825804 nChanged 11 SP:Iteration 37Q (2867.590000 sec): 3 clusters Score: Raw -170471.728576 + Penalty 735.245241 = -169736.483335 nChanged 8 SP:Iteration 38Q (2867.590000 sec): 3 clusters Score: Raw -170472.991026 + Penalty 735.245241 = -169737.745785 nChanged 8 SP:Iteration 39Q (2867.600000 sec): 3 clusters Score: Raw -170473.870644 + Penalty 735.245241 = -169738.625403 nChanged 3 SP:Iteration 40F (2867.600000 sec): 3 clusters Score: Raw -170474.556502 + Penalty 735.245241 = -169739.311261 nChanged 3 SP:Iteration 41Q (2867.600000 sec): 3 clusters Score: Raw -170475.377814 + Penalty 735.245241 = -169740.132573 nChanged 4 SP:Iteration 42Q (2867.600000 sec): 3 clusters Score: Raw -170476.324091 + Penalty 735.245241 = -169741.078850 nChanged 3 SP:Iteration 43Q (2867.610000 sec): 3 clusters Score: Raw -170476.725724 + Penalty 735.245241 = -169741.480483 nChanged 7 SP:Iteration 44Q (2867.610000 sec): 3 clusters Score: Raw -170478.218720 + Penalty 735.245241 = -169742.973479 nChanged 10 SP:Iteration 45Q (2867.620000 sec): 3 clusters Score: Raw -170480.287961 + Penalty 735.245241 = -169745.042720 nChanged 6 SP:Iteration 46Q (2867.620000 sec): 3 clusters Score: Raw -170482.047104 + Penalty 735.245241 = -169746.801863 nChanged 15 SP:Iteration 47Q (2867.620000 sec): 3 clusters Score: Raw -170487.194203 + Penalty 735.245241 = -169751.948962 nChanged 20 SP:Iteration 48Q (2867.620000 sec): 3 clusters Score: Raw -170491.930033 + Penalty 735.245241 = -169756.684793 nChanged 17 SP:Iteration 49Q (2867.630000 sec): 3 clusters Score: Raw -170495.307409 + Penalty 735.245241 = -169760.062168 nChanged 17 SP:Iteration 50Q (2867.630000 sec): 3 clusters Score: Raw -170499.161547 + Penalty 735.245241 = -169763.916306 nChanged 10 SP:Iteration 51Q (2867.640000 sec): 3 clusters Score: Raw -170501.619229 + Penalty 735.245241 = -169766.373989 nChanged 14 SP:Iteration 52Q (2867.640000 sec): 3 clusters Score: Raw -170504.599580 + Penalty 735.245241 = -169769.354339 nChanged 13 SP:Iteration 53Q (2867.640000 sec): 3 clusters Score: Raw -170507.016309 + Penalty 735.245241 = -169771.771068 nChanged 10 SP:Iteration 54Q (2867.640000 sec): 3 clusters Score: Raw -170508.931761 + Penalty 735.245241 = -169773.686521 nChanged 10 SP:Iteration 55Q (2867.650000 sec): 3 clusters Score: Raw -170510.270395 + Penalty 735.245241 = -169775.025154 nChanged 6 SP:Iteration 56Q (2867.650000 sec): 3 clusters Score: Raw -170510.912517 + Penalty 735.245241 = -169775.667277 nChanged 8 SP:Iteration 57Q (2867.660000 sec): 3 clusters Score: Raw -170511.648197 + Penalty 735.245241 = -169776.402956 nChanged 8 SP:Iteration 58Q (2867.660000 sec): 3 clusters Score: Raw -170512.562988 + Penalty 735.245241 = -169777.317747 nChanged 5 SP:Iteration 59Q (2867.660000 sec): 3 clusters Score: Raw -170513.082673 + Penalty 735.245241 = -169777.837432 nChanged 6 SP:Iteration 60F (2867.670000 sec): 3 clusters Score: Raw -170513.731209 + Penalty 735.245241 = -169778.485968 nChanged 5 SP:Iteration 61Q (2867.670000 sec): 3 clusters Score: Raw -170515.023025 + Penalty 735.245241 = -169779.777785 nChanged 6 SP:Iteration 62Q (2867.670000 sec): 3 clusters Score: Raw -170518.452628 + Penalty 735.245241 = -169783.207388 nChanged 11 SP:Iteration 63Q (2867.680000 sec): 3 clusters Score: Raw -170521.312658 + Penalty 735.245241 = -169786.067417 nChanged 9 SP:Iteration 64Q (2867.680000 sec): 3 clusters Score: Raw -170522.760395 + Penalty 735.245241 = -169787.515155 nChanged 6 SP:Iteration 65Q (2867.680000 sec): 3 clusters Score: Raw -170523.091341 + Penalty 735.245241 = -169787.846100 nChanged 7 SP:Iteration 66Q (2867.680000 sec): 3 clusters Score: Raw -170524.417649 + Penalty 735.245241 = -169789.172408 nChanged 5 SP:Iteration 67Q (2867.690000 sec): 3 clusters Score: Raw -170525.519466 + Penalty 735.245241 = -169790.274225 nChanged 6 SP:Iteration 68Q (2867.690000 sec): 3 clusters Score: Raw -170526.832003 + Penalty 735.245241 = -169791.586763 nChanged 9 SP:Iteration 69Q (2867.700000 sec): 3 clusters Score: Raw -170529.369652 + Penalty 735.245241 = -169794.124411 nChanged 8 SP:Iteration 70Q (2867.700000 sec): 3 clusters Score: Raw -170530.691677 + Penalty 735.245241 = -169795.446436 nChanged 6 SP:Iteration 71Q (2867.700000 sec): 3 clusters Score: Raw -170531.655991 + Penalty 735.245241 = -169796.410751 nChanged 7 SP:Iteration 72Q (2867.700000 sec): 3 clusters Score: Raw -170533.028002 + Penalty 735.245241 = -169797.782761 nChanged 7 SP:Iteration 73Q (2867.710000 sec): 3 clusters Score: Raw -170534.782085 + Penalty 735.245241 = -169799.536844 nChanged 8 SP:Iteration 74Q (2867.710000 sec): 3 clusters Score: Raw -170538.806313 + Penalty 735.245241 = -169803.561073 nChanged 10 SP:Iteration 75Q (2867.720000 sec): 3 clusters Score: Raw -170542.121673 + Penalty 735.245241 = -169806.876432 nChanged 15 SP:Iteration 76Q (2867.720000 sec): 3 clusters Score: Raw -170545.666886 + Penalty 735.245241 = -169810.421645 nChanged 11 SP:Iteration 77Q (2867.720000 sec): 3 clusters Score: Raw -170547.803958 + Penalty 735.245241 = -169812.558717 nChanged 10 SP:Iteration 78Q (2867.720000 sec): 3 clusters Score: Raw -170549.282653 + Penalty 735.245241 = -169814.037413 nChanged 4 SP:Iteration 79Q (2867.730000 sec): 3 clusters Score: Raw -170549.893686 + Penalty 735.245241 = -169814.648446 nChanged 5 SP:Iteration 80F (2867.730000 sec): 3 clusters Score: Raw -170550.689645 + Penalty 735.245241 = -169815.444404 nChanged 2 SP:Iteration 81Q (2867.740000 sec): 3 clusters Score: Raw -170550.816231 + Penalty 735.245241 = -169815.570990 nChanged 2 SP:Iteration 82Q (2867.740000 sec): 3 clusters Score: Raw -170551.375183 + Penalty 735.245241 = -169816.129943 nChanged 3 SP:Iteration 83Q (2867.740000 sec): 3 clusters Score: Raw -170552.365625 + Penalty 735.245241 = -169817.120385 nChanged 3 SP:Iteration 84Q (2867.740000 sec): 3 clusters Score: Raw -170552.838001 + Penalty 735.245241 = -169817.592761 nChanged 4 SP:Iteration 85Q (2867.750000 sec): 3 clusters Score: Raw -170553.137280 + Penalty 735.245241 = -169817.892040 nChanged 1 SP:Iteration 86Q (2867.750000 sec): 3 clusters Score: Raw -170553.413254 + Penalty 735.245241 = -169818.168013 nChanged 1 SP:Iteration 87Q (2867.760000 sec): 3 clusters Score: Raw -170553.572343 + Penalty 735.245241 = -169818.327103 nChanged 1 SP:Iteration 88Q (2867.760000 sec): 3 clusters Score: Raw -170553.729685 + Penalty 735.245241 = -169818.484444 nChanged 0 SP:Iteration 89F (2867.760000 sec): 3 clusters Score: Raw -170553.729685 + Penalty 735.245241 = -169818.484444 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (3549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2867.770000 sec): 2 clusters Score: Raw -216658.661566 + Penalty 371.936162 = -216286.725404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2867.770000 sec): 3 clusters Score: Raw -214562.031590 + Penalty 743.872325 = -213818.159265 nChanged 1567 SP:Iteration 1F (2867.780000 sec): 3 clusters Score: Raw -215370.809343 + Penalty 743.872325 = -214626.937018 nChanged 202 SP:Iteration 2F (2867.780000 sec): 3 clusters Score: Raw -215438.973132 + Penalty 743.872325 = -214695.100807 nChanged 154 SP:Iteration 3Q (2867.780000 sec): 3 clusters Score: Raw -215505.388414 + Penalty 743.872325 = -214761.516089 nChanged 155 SP:Iteration 4Q (2867.790000 sec): 3 clusters Score: Raw -215578.863221 + Penalty 743.872325 = -214834.990896 nChanged 151 SP:Iteration 5Q (2867.790000 sec): 3 clusters Score: Raw -215673.769493 + Penalty 743.872325 = -214929.897168 nChanged 161 SP:Iteration 6Q (2867.800000 sec): 3 clusters Score: Raw -215780.891438 + Penalty 743.872325 = -215037.019114 nChanged 166 SP:Iteration 7Q (2867.800000 sec): 3 clusters Score: Raw -215895.711053 + Penalty 743.872325 = -215151.838728 nChanged 158 SP:Iteration 8Q (2867.800000 sec): 3 clusters Score: Raw -216014.583286 + Penalty 743.872325 = -215270.710961 nChanged 186 SP:Iteration 9F (2867.810000 sec): 3 clusters Score: Raw -216180.179683 + Penalty 743.872325 = -215436.307358 nChanged 197 SP:Iteration 10F (2867.810000 sec): 3 clusters Score: Raw -216342.707781 + Penalty 743.872325 = -215598.835456 nChanged 150 SP:Iteration 11Q (2867.820000 sec): 3 clusters Score: Raw -216423.685778 + Penalty 743.872325 = -215679.813454 nChanged 85 SP:Iteration 12Q (2867.820000 sec): 3 clusters Score: Raw -216455.992425 + Penalty 743.872325 = -215712.120100 nChanged 53 SP:Iteration 13Q (2867.820000 sec): 3 clusters Score: Raw -216473.100877 + Penalty 743.872325 = -215729.228552 nChanged 45 SP:Iteration 14Q (2867.830000 sec): 3 clusters Score: Raw -216485.555610 + Penalty 743.872325 = -215741.683285 nChanged 27 SP:Iteration 15Q (2867.830000 sec): 3 clusters Score: Raw -216490.723271 + Penalty 743.872325 = -215746.850946 nChanged 18 SP:Iteration 16Q (2867.830000 sec): 3 clusters Score: Raw -216495.047574 + Penalty 743.872325 = -215751.175249 nChanged 26 SP:Iteration 17Q (2867.840000 sec): 3 clusters Score: Raw -216499.542138 + Penalty 743.872325 = -215755.669814 nChanged 19 SP:Iteration 18Q (2867.840000 sec): 3 clusters Score: Raw -216503.881770 + Penalty 743.872325 = -215760.009445 nChanged 22 SP:Iteration 19Q (2867.840000 sec): 3 clusters Score: Raw -216508.367203 + Penalty 743.872325 = -215764.494878 nChanged 19 SP:Iteration 20F (2867.850000 sec): 3 clusters Score: Raw -216510.970359 + Penalty 743.872325 = -215767.098035 nChanged 10 SP:Iteration 21Q (2867.850000 sec): 3 clusters Score: Raw -216512.344067 + Penalty 743.872325 = -215768.471742 nChanged 10 SP:Iteration 22Q (2867.860000 sec): 3 clusters Score: Raw -216513.389786 + Penalty 743.872325 = -215769.517461 nChanged 9 SP:Iteration 23Q (2867.860000 sec): 3 clusters Score: Raw -216514.439659 + Penalty 743.872325 = -215770.567335 nChanged 6 SP:Iteration 24Q (2867.860000 sec): 3 clusters Score: Raw -216515.157465 + Penalty 743.872325 = -215771.285140 nChanged 7 SP:Iteration 25Q (2867.870000 sec): 3 clusters Score: Raw -216515.958614 + Penalty 743.872325 = -215772.086289 nChanged 4 SP:Iteration 26Q (2867.870000 sec): 3 clusters Score: Raw -216516.329826 + Penalty 743.872325 = -215772.457501 nChanged 0 SP:Iteration 27F (2867.880000 sec): 3 clusters Score: Raw -216516.329826 + Penalty 743.872325 = -215772.457501 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (1648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2867.880000 sec): 2 clusters Score: Raw -95538.882570 + Penalty 337.032956 = -95201.849614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2867.880000 sec): 3 clusters Score: Raw -94662.763197 + Penalty 674.065912 = -93988.697286 nChanged 663 SP:Iteration 1F (2867.880000 sec): 3 clusters Score: Raw -95050.399344 + Penalty 674.065912 = -94376.333432 nChanged 132 SP:Iteration 2F (2867.880000 sec): 3 clusters Score: Raw -95134.905268 + Penalty 674.065912 = -94460.839356 nChanged 125 SP:Iteration 3F (2867.890000 sec): 3 clusters Score: Raw -95223.902177 + Penalty 674.065912 = -94549.836265 nChanged 105 SP:Iteration 4F (2867.890000 sec): 3 clusters Score: Raw -95291.958350 + Penalty 674.065912 = -94617.892438 nChanged 102 SP:Iteration 5F (2867.890000 sec): 3 clusters Score: Raw -95366.707234 + Penalty 674.065912 = -94692.641322 nChanged 79 SP:Iteration 6Q (2867.890000 sec): 3 clusters Score: Raw -95421.123705 + Penalty 674.065912 = -94747.057793 nChanged 53 SP:Iteration 7Q (2867.890000 sec): 3 clusters Score: Raw -95463.101857 + Penalty 674.065912 = -94789.035945 nChanged 39 SP:Iteration 8Q (2867.900000 sec): 3 clusters Score: Raw -95493.339934 + Penalty 674.065912 = -94819.274022 nChanged 38 SP:Iteration 9Q (2867.900000 sec): 3 clusters Score: Raw -95514.072933 + Penalty 674.065912 = -94840.007022 nChanged 30 SP:Iteration 10Q (2867.900000 sec): 3 clusters Score: Raw -95532.487789 + Penalty 674.065912 = -94858.421878 nChanged 22 SP:Iteration 11Q (2867.900000 sec): 3 clusters Score: Raw -95541.883570 + Penalty 674.065912 = -94867.817658 nChanged 16 SP:Iteration 12Q (2867.900000 sec): 3 clusters Score: Raw -95550.330669 + Penalty 674.065912 = -94876.264757 nChanged 14 SP:Iteration 13Q (2867.900000 sec): 3 clusters Score: Raw -95556.143108 + Penalty 674.065912 = -94882.077196 nChanged 15 SP:Iteration 14Q (2867.900000 sec): 3 clusters Score: Raw -95566.287443 + Penalty 674.065912 = -94892.221532 nChanged 20 SP:Iteration 15Q (2867.910000 sec): 3 clusters Score: Raw -95582.269098 + Penalty 674.065912 = -94908.203186 nChanged 18 SP:Iteration 16Q (2867.910000 sec): 3 clusters Score: Raw -95591.209333 + Penalty 674.065912 = -94917.143421 nChanged 13 SP:Iteration 17Q (2867.910000 sec): 3 clusters Score: Raw -95596.851772 + Penalty 674.065912 = -94922.785861 nChanged 7 SP:Iteration 18Q (2867.910000 sec): 3 clusters Score: Raw -95599.059850 + Penalty 674.065912 = -94924.993938 nChanged 6 SP:Iteration 19Q (2867.920000 sec): 3 clusters Score: Raw -95601.140121 + Penalty 674.065912 = -94927.074210 nChanged 5 SP:Iteration 20F (2867.920000 sec): 3 clusters Score: Raw -95603.304667 + Penalty 674.065912 = -94929.238756 nChanged 5 SP:Iteration 21Q (2867.920000 sec): 3 clusters Score: Raw -95606.680495 + Penalty 674.065912 = -94932.614583 nChanged 6 SP:Iteration 22Q (2867.920000 sec): 3 clusters Score: Raw -95609.817697 + Penalty 674.065912 = -94935.751785 nChanged 5 SP:Iteration 23Q (2867.920000 sec): 3 clusters Score: Raw -95611.697786 + Penalty 674.065912 = -94937.631875 nChanged 4 SP:Iteration 24Q (2867.920000 sec): 3 clusters Score: Raw -95613.435523 + Penalty 674.065912 = -94939.369611 nChanged 1 SP:Iteration 25Q (2867.920000 sec): 3 clusters Score: Raw -95613.925212 + Penalty 674.065912 = -94939.859301 nChanged 1 SP:Iteration 26Q (2867.920000 sec): 3 clusters Score: Raw -95614.084172 + Penalty 674.065912 = -94940.018261 nChanged 2 SP:Iteration 27Q (2867.930000 sec): 3 clusters Score: Raw -95614.396831 + Penalty 674.065912 = -94940.330919 nChanged 2 SP:Iteration 28Q (2867.930000 sec): 3 clusters Score: Raw -95614.640638 + Penalty 674.065912 = -94940.574726 nChanged 1 SP:Iteration 29Q (2867.930000 sec): 3 clusters Score: Raw -95615.067179 + Penalty 674.065912 = -94941.001268 nChanged 1 SP:Iteration 30Q (2867.930000 sec): 3 clusters Score: Raw -95615.563833 + Penalty 674.065912 = -94941.497921 nChanged 3 SP:Iteration 31Q (2867.930000 sec): 3 clusters Score: Raw -95616.788677 + Penalty 674.065912 = -94942.722765 nChanged 5 SP:Iteration 32Q (2867.940000 sec): 3 clusters Score: Raw -95619.720069 + Penalty 674.065912 = -94945.654157 nChanged 6 SP:Iteration 33Q (2867.940000 sec): 3 clusters Score: Raw -95621.612576 + Penalty 674.065912 = -94947.546664 nChanged 6 SP:Iteration 34Q (2867.940000 sec): 3 clusters Score: Raw -95624.581585 + Penalty 674.065912 = -94950.515674 nChanged 4 SP:Iteration 35Q (2867.940000 sec): 3 clusters Score: Raw -95627.668512 + Penalty 674.065912 = -94953.602601 nChanged 2 SP:Iteration 36Q (2867.940000 sec): 3 clusters Score: Raw -95628.337197 + Penalty 674.065912 = -94954.271285 nChanged 3 SP:Iteration 37Q (2867.940000 sec): 3 clusters Score: Raw -95629.863719 + Penalty 674.065912 = -94955.797808 nChanged 1 SP:Iteration 38Q (2867.940000 sec): 3 clusters Score: Raw -95630.507220 + Penalty 674.065912 = -94956.441309 nChanged 2 SP:Iteration 39Q (2867.940000 sec): 3 clusters Score: Raw -95632.986289 + Penalty 674.065912 = -94958.920377 nChanged 3 SP:Iteration 40F (2867.950000 sec): 3 clusters Score: Raw -95635.200875 + Penalty 674.065912 = -94961.134963 nChanged 4 SP:Iteration 41Q (2867.950000 sec): 3 clusters Score: Raw -95637.627249 + Penalty 674.065912 = -94963.561338 nChanged 2 SP:Iteration 42Q (2867.950000 sec): 3 clusters Score: Raw -95639.411337 + Penalty 674.065912 = -94965.345425 nChanged 2 SP:Iteration 43Q (2867.950000 sec): 3 clusters Score: Raw -95640.833386 + Penalty 674.065912 = -94966.767474 nChanged 2 SP:Iteration 44Q (2867.960000 sec): 3 clusters Score: Raw -95641.942878 + Penalty 674.065912 = -94967.876966 nChanged 2 SP:Iteration 45Q (2867.960000 sec): 3 clusters Score: Raw -95643.062457 + Penalty 674.065912 = -94968.996545 nChanged 0 SP:Iteration 46F (2867.960000 sec): 3 clusters Score: Raw -95643.062457 + Penalty 674.065912 = -94968.996545 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (16929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2867.990000 sec): 2 clusters Score: Raw -1072728.356267 + Penalty 443.023645 = -1072285.332622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.010000 sec): 3 clusters Score: Raw -1061936.298087 + Penalty 886.047290 = -1061050.250797 nChanged 7927 SP:Iteration 1F (2868.030000 sec): 3 clusters Score: Raw -1066506.271772 + Penalty 886.047290 = -1065620.224482 nChanged 703 SP:Iteration 2Q (2868.050000 sec): 3 clusters Score: Raw -1066734.192426 + Penalty 886.047290 = -1065848.145136 nChanged 731 SP:Iteration 3Q (2868.070000 sec): 3 clusters Score: Raw -1067007.230147 + Penalty 886.047290 = -1066121.182857 nChanged 776 SP:Iteration 4Q (2868.090000 sec): 3 clusters Score: Raw -1067362.436809 + Penalty 886.047290 = -1066476.389519 nChanged 861 SP:Iteration 5F (2868.110000 sec): 3 clusters Score: Raw -1067871.356630 + Penalty 886.047290 = -1066985.309340 nChanged 942 SP:Iteration 6F (2868.130000 sec): 3 clusters Score: Raw -1068582.845532 + Penalty 886.047290 = -1067696.798242 nChanged 1003 SP:Iteration 7F (2868.150000 sec): 3 clusters Score: Raw -1069441.935380 + Penalty 886.047290 = -1068555.888090 nChanged 945 SP:Iteration 8F (2868.170000 sec): 3 clusters Score: Raw -1070086.653425 + Penalty 886.047290 = -1069200.606135 nChanged 653 SP:Iteration 9Q (2868.180000 sec): 3 clusters Score: Raw -1070380.246634 + Penalty 886.047290 = -1069494.199344 nChanged 394 SP:Iteration 10Q (2868.200000 sec): 3 clusters Score: Raw -1070525.167250 + Penalty 886.047290 = -1069639.119960 nChanged 328 SP:Iteration 11Q (2868.220000 sec): 3 clusters Score: Raw -1070647.705294 + Penalty 886.047290 = -1069761.658004 nChanged 313 SP:Iteration 12Q (2868.240000 sec): 3 clusters Score: Raw -1070757.175160 + Penalty 886.047290 = -1069871.127870 nChanged 299 SP:Iteration 13Q (2868.260000 sec): 3 clusters Score: Raw -1070872.664513 + Penalty 886.047290 = -1069986.617223 nChanged 345 SP:Iteration 14Q (2868.280000 sec): 3 clusters Score: Raw -1071024.232023 + Penalty 886.047290 = -1070138.184733 nChanged 352 SP:Iteration 15Q (2868.300000 sec): 3 clusters Score: Raw -1071185.413120 + Penalty 886.047290 = -1070299.365830 nChanged 334 SP:Iteration 16Q (2868.320000 sec): 3 clusters Score: Raw -1071340.335499 + Penalty 886.047290 = -1070454.288209 nChanged 288 SP:Iteration 17Q (2868.330000 sec): 3 clusters Score: Raw -1071465.739417 + Penalty 886.047290 = -1070579.692127 nChanged 281 SP:Iteration 18Q (2868.350000 sec): 3 clusters Score: Raw -1071589.153824 + Penalty 886.047290 = -1070703.106534 nChanged 266 SP:Iteration 19Q (2868.370000 sec): 3 clusters Score: Raw -1071711.211788 + Penalty 886.047290 = -1070825.164498 nChanged 253 SP:Iteration 20F (2868.390000 sec): 3 clusters Score: Raw -1071834.586744 + Penalty 886.047290 = -1070948.539454 nChanged 253 SP:Iteration 21Q (2868.400000 sec): 3 clusters Score: Raw -1071967.237098 + Penalty 886.047290 = -1071081.189808 nChanged 226 SP:Iteration 22Q (2868.420000 sec): 3 clusters Score: Raw -1072081.718938 + Penalty 886.047290 = -1071195.671648 nChanged 204 SP:Iteration 23Q (2868.440000 sec): 3 clusters Score: Raw -1072186.053045 + Penalty 886.047290 = -1071300.005755 nChanged 174 SP:Iteration 24Q (2868.460000 sec): 3 clusters Score: Raw -1072272.708973 + Penalty 886.047290 = -1071386.661683 nChanged 146 SP:Iteration 25Q (2868.470000 sec): 3 clusters Score: Raw -1072342.641915 + Penalty 886.047290 = -1071456.594625 nChanged 128 SP:Iteration 26Q (2868.490000 sec): 3 clusters Score: Raw -1072407.927771 + Penalty 886.047290 = -1071521.880481 nChanged 115 SP:Iteration 27Q (2868.500000 sec): 3 clusters Score: Raw -1072473.754461 + Penalty 886.047290 = -1071587.707171 nChanged 113 SP:Iteration 28Q (2868.520000 sec): 3 clusters Score: Raw -1072543.735197 + Penalty 886.047290 = -1071657.687907 nChanged 99 SP:Iteration 29Q (2868.530000 sec): 3 clusters Score: Raw -1072608.819382 + Penalty 886.047290 = -1071722.772092 nChanged 82 SP:Iteration 30Q (2868.550000 sec): 3 clusters Score: Raw -1072667.437134 + Penalty 886.047290 = -1071781.389844 nChanged 58 SP:Iteration 31Q (2868.560000 sec): 3 clusters Score: Raw -1072710.578909 + Penalty 886.047290 = -1071824.531619 nChanged 44 SP:Iteration 32Q (2868.580000 sec): 3 clusters Score: Raw -1072740.010101 + Penalty 886.047290 = -1071853.962811 nChanged 36 SP:Iteration 33Q (2868.590000 sec): 3 clusters Score: Raw -1072762.139243 + Penalty 886.047290 = -1071876.091953 nChanged 31 SP:Iteration 34Q (2868.600000 sec): 3 clusters Score: Raw -1072780.020695 + Penalty 886.047290 = -1071893.973405 nChanged 24 SP:Iteration 35Q (2868.620000 sec): 3 clusters Score: Raw -1072798.430539 + Penalty 886.047290 = -1071912.383249 nChanged 16 SP:Iteration 36Q (2868.630000 sec): 3 clusters Score: Raw -1072810.062596 + Penalty 886.047290 = -1071924.015306 nChanged 18 SP:Iteration 37Q (2868.650000 sec): 3 clusters Score: Raw -1072820.677219 + Penalty 886.047290 = -1071934.629929 nChanged 7 SP:Iteration 38Q (2868.660000 sec): 3 clusters Score: Raw -1072824.229976 + Penalty 886.047290 = -1071938.182686 nChanged 7 SP:Iteration 39Q (2868.680000 sec): 3 clusters Score: Raw -1072830.717815 + Penalty 886.047290 = -1071944.670525 nChanged 11 SP:Iteration 40F (2868.700000 sec): 3 clusters Score: Raw -1072840.147754 + Penalty 886.047290 = -1071954.100464 nChanged 4 SP:Iteration 41Q (2868.710000 sec): 3 clusters Score: Raw -1072843.607654 + Penalty 886.047290 = -1071957.560364 nChanged 4 SP:Iteration 42Q (2868.720000 sec): 3 clusters Score: Raw -1072845.498883 + Penalty 886.047290 = -1071959.451593 nChanged 2 SP:Iteration 43Q (2868.740000 sec): 3 clusters Score: Raw -1072846.050425 + Penalty 886.047290 = -1071960.003135 nChanged 2 SP:Iteration 44Q (2868.750000 sec): 3 clusters Score: Raw -1072846.472320 + Penalty 886.047290 = -1071960.425030 nChanged 0 SP:Iteration 45F (2868.770000 sec): 3 clusters Score: Raw -1072846.472320 + Penalty 886.047290 = -1071960.425030 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2868.780000 sec): 2 clusters Score: Raw -7131.757499 + Penalty 226.754101 = -6905.003397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.780000 sec): 3 clusters Score: Raw -7118.206052 + Penalty 453.508203 = -6664.697850 nChanged 39 SP:Iteration 1F (2868.780000 sec): 3 clusters Score: Raw -7182.458193 + Penalty 453.508203 = -6728.949990 nChanged 9 SP:Iteration 2F (2868.780000 sec): 3 clusters Score: Raw -7207.257217 + Penalty 453.508203 = -6753.749014 nChanged 7 SP:Iteration 3Q (2868.780000 sec): 3 clusters Score: Raw -7231.335860 + Penalty 453.508203 = -6777.827657 nChanged 6 SP:Iteration 4Q (2868.780000 sec): 3 clusters Score: Raw -7242.619201 + Penalty 453.508203 = -6789.110999 nChanged 3 SP:Iteration 5Q (2868.780000 sec): 3 clusters Score: Raw -7253.231940 + Penalty 453.508203 = -6799.723737 nChanged 3 SP:Iteration 6Q (2868.780000 sec): 3 clusters Score: Raw -7258.992126 + Penalty 453.508203 = -6805.483924 nChanged 1 SP:Iteration 7Q (2868.780000 sec): 3 clusters Score: Raw -7259.595941 + Penalty 453.508203 = -6806.087738 nChanged 0 SP:Iteration 8F (2868.780000 sec): 3 clusters Score: Raw -7259.595941 + Penalty 453.508203 = -6806.087738 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2868.800000 sec): 2 clusters Score: Raw -525627.184922 + Penalty 415.778304 = -525211.406618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.810000 sec): 3 clusters Score: Raw -519869.322633 + Penalty 831.556609 = -519037.766024 nChanged 4347 SP:Iteration 1F (2868.820000 sec): 3 clusters Score: Raw -522214.402529 + Penalty 831.556609 = -521382.845920 nChanged 497 SP:Iteration 2F (2868.830000 sec): 3 clusters Score: Raw -522416.590381 + Penalty 831.556609 = -521585.033773 nChanged 522 SP:Iteration 3F (2868.840000 sec): 3 clusters Score: Raw -522716.321471 + Penalty 831.556609 = -521884.764863 nChanged 657 SP:Iteration 4F (2868.850000 sec): 3 clusters Score: Raw -523179.224872 + Penalty 831.556609 = -522347.668263 nChanged 642 SP:Iteration 5F (2868.860000 sec): 3 clusters Score: Raw -523683.295476 + Penalty 831.556609 = -522851.738867 nChanged 622 SP:Iteration 6F (2868.880000 sec): 3 clusters Score: Raw -524199.172861 + Penalty 831.556609 = -523367.616253 nChanged 531 SP:Iteration 7F (2868.880000 sec): 3 clusters Score: Raw -524631.782456 + Penalty 831.556609 = -523800.225848 nChanged 401 SP:Iteration 8Q (2868.900000 sec): 3 clusters Score: Raw -524919.577431 + Penalty 831.556609 = -524088.020823 nChanged 252 SP:Iteration 9Q (2868.910000 sec): 3 clusters Score: Raw -525074.732846 + Penalty 831.556609 = -524243.176237 nChanged 192 SP:Iteration 10Q (2868.920000 sec): 3 clusters Score: Raw -525192.663573 + Penalty 831.556609 = -524361.106964 nChanged 151 SP:Iteration 11Q (2868.930000 sec): 3 clusters Score: Raw -525284.558445 + Penalty 831.556609 = -524453.001836 nChanged 147 SP:Iteration 12Q (2868.940000 sec): 3 clusters Score: Raw -525345.950136 + Penalty 831.556609 = -524514.393528 nChanged 113 SP:Iteration 13Q (2868.950000 sec): 3 clusters Score: Raw -525381.697507 + Penalty 831.556609 = -524550.140898 nChanged 93 SP:Iteration 14Q (2868.960000 sec): 3 clusters Score: Raw -525408.247457 + Penalty 831.556609 = -524576.690848 nChanged 70 SP:Iteration 15Q (2868.970000 sec): 3 clusters Score: Raw -525431.292287 + Penalty 831.556609 = -524599.735679 nChanged 68 SP:Iteration 16Q (2868.980000 sec): 3 clusters Score: Raw -525447.237094 + Penalty 831.556609 = -524615.680485 nChanged 50 SP:Iteration 17Q (2868.980000 sec): 3 clusters Score: Raw -525455.637354 + Penalty 831.556609 = -524624.080745 nChanged 51 SP:Iteration 18Q (2869.000000 sec): 3 clusters Score: Raw -525465.391366 + Penalty 831.556609 = -524633.834757 nChanged 57 SP:Iteration 19Q (2869.000000 sec): 3 clusters Score: Raw -525477.731583 + Penalty 831.556609 = -524646.174975 nChanged 53 SP:Iteration 20F (2869.020000 sec): 3 clusters Score: Raw -525489.503431 + Penalty 831.556609 = -524657.946822 nChanged 61 SP:Iteration 21Q (2869.020000 sec): 3 clusters Score: Raw -525503.086689 + Penalty 831.556609 = -524671.530081 nChanged 58 SP:Iteration 22Q (2869.040000 sec): 3 clusters Score: Raw -525517.118028 + Penalty 831.556609 = -524685.561419 nChanged 47 SP:Iteration 23Q (2869.040000 sec): 3 clusters Score: Raw -525529.204116 + Penalty 831.556609 = -524697.647507 nChanged 51 SP:Iteration 24Q (2869.050000 sec): 3 clusters Score: Raw -525544.396670 + Penalty 831.556609 = -524712.840061 nChanged 50 SP:Iteration 25Q (2869.060000 sec): 3 clusters Score: Raw -525559.953406 + Penalty 831.556609 = -524728.396798 nChanged 51 SP:Iteration 26Q (2869.070000 sec): 3 clusters Score: Raw -525575.617231 + Penalty 831.556609 = -524744.060623 nChanged 48 SP:Iteration 27Q (2869.080000 sec): 3 clusters Score: Raw -525591.567297 + Penalty 831.556609 = -524760.010688 nChanged 55 SP:Iteration 28Q (2869.090000 sec): 3 clusters Score: Raw -525612.658846 + Penalty 831.556609 = -524781.102237 nChanged 56 SP:Iteration 29Q (2869.100000 sec): 3 clusters Score: Raw -525635.562658 + Penalty 831.556609 = -524804.006049 nChanged 50 SP:Iteration 30Q (2869.110000 sec): 3 clusters Score: Raw -525651.369359 + Penalty 831.556609 = -524819.812751 nChanged 44 SP:Iteration 31Q (2869.120000 sec): 3 clusters Score: Raw -525663.672052 + Penalty 831.556609 = -524832.115444 nChanged 41 SP:Iteration 32Q (2869.130000 sec): 3 clusters Score: Raw -525674.698856 + Penalty 831.556609 = -524843.142247 nChanged 40 SP:Iteration 33Q (2869.140000 sec): 3 clusters Score: Raw -525688.454789 + Penalty 831.556609 = -524856.898181 nChanged 32 SP:Iteration 34Q (2869.140000 sec): 3 clusters Score: Raw -525697.162864 + Penalty 831.556609 = -524865.606255 nChanged 27 SP:Iteration 35Q (2869.160000 sec): 3 clusters Score: Raw -525703.435668 + Penalty 831.556609 = -524871.879059 nChanged 22 SP:Iteration 36Q (2869.160000 sec): 3 clusters Score: Raw -525709.229772 + Penalty 831.556609 = -524877.673163 nChanged 23 SP:Iteration 37Q (2869.170000 sec): 3 clusters Score: Raw -525714.136751 + Penalty 831.556609 = -524882.580143 nChanged 17 SP:Iteration 38Q (2869.180000 sec): 3 clusters Score: Raw -525717.485772 + Penalty 831.556609 = -524885.929163 nChanged 10 SP:Iteration 39Q (2869.190000 sec): 3 clusters Score: Raw -525719.412985 + Penalty 831.556609 = -524887.856376 nChanged 11 SP:Iteration 40F (2869.200000 sec): 3 clusters Score: Raw -525722.190006 + Penalty 831.556609 = -524890.633398 nChanged 12 SP:Iteration 41Q (2869.210000 sec): 3 clusters Score: Raw -525725.628978 + Penalty 831.556609 = -524894.072370 nChanged 11 SP:Iteration 42Q (2869.220000 sec): 3 clusters Score: Raw -525729.293155 + Penalty 831.556609 = -524897.736546 nChanged 13 SP:Iteration 43Q (2869.230000 sec): 3 clusters Score: Raw -525733.888794 + Penalty 831.556609 = -524902.332185 nChanged 11 SP:Iteration 44Q (2869.240000 sec): 3 clusters Score: Raw -525736.455848 + Penalty 831.556609 = -524904.899240 nChanged 11 SP:Iteration 45Q (2869.240000 sec): 3 clusters Score: Raw -525738.764115 + Penalty 831.556609 = -524907.207506 nChanged 11 SP:Iteration 46Q (2869.250000 sec): 3 clusters Score: Raw -525741.343203 + Penalty 831.556609 = -524909.786595 nChanged 6 SP:Iteration 47Q (2869.260000 sec): 3 clusters Score: Raw -525742.535769 + Penalty 831.556609 = -524910.979160 nChanged 3 SP:Iteration 48Q (2869.270000 sec): 3 clusters Score: Raw -525743.204908 + Penalty 831.556609 = -524911.648300 nChanged 2 SP:Iteration 49Q (2869.280000 sec): 3 clusters Score: Raw -525743.675792 + Penalty 831.556609 = -524912.119183 nChanged 5 SP:Iteration 50Q (2869.290000 sec): 3 clusters Score: Raw -525744.999621 + Penalty 831.556609 = -524913.443012 nChanged 5 SP:Iteration 51Q (2869.300000 sec): 3 clusters Score: Raw -525745.948358 + Penalty 831.556609 = -524914.391749 nChanged 4 SP:Iteration 52Q (2869.300000 sec): 3 clusters Score: Raw -525746.838815 + Penalty 831.556609 = -524915.282206 nChanged 5 SP:Iteration 53Q (2869.310000 sec): 3 clusters Score: Raw -525748.034926 + Penalty 831.556609 = -524916.478317 nChanged 2 SP:Iteration 54Q (2869.320000 sec): 3 clusters Score: Raw -525748.226288 + Penalty 831.556609 = -524916.669679 nChanged 1 SP:Iteration 55Q (2869.330000 sec): 3 clusters Score: Raw -525748.730645 + Penalty 831.556609 = -524917.174036 nChanged 4 SP:Iteration 56Q (2869.340000 sec): 3 clusters Score: Raw -525749.331755 + Penalty 831.556609 = -524917.775146 nChanged 4 SP:Iteration 57Q (2869.350000 sec): 3 clusters Score: Raw -525750.082859 + Penalty 831.556609 = -524918.526251 nChanged 3 SP:Iteration 58Q (2869.360000 sec): 3 clusters Score: Raw -525750.551958 + Penalty 831.556609 = -524918.995349 nChanged 4 SP:Iteration 59Q (2869.370000 sec): 3 clusters Score: Raw -525751.300071 + Penalty 831.556609 = -524919.743462 nChanged 8 SP:Iteration 60F (2869.380000 sec): 3 clusters Score: Raw -525753.346330 + Penalty 831.556609 = -524921.789722 nChanged 9 SP:Iteration 61Q (2869.380000 sec): 3 clusters Score: Raw -525754.880663 + Penalty 831.556609 = -524923.324054 nChanged 6 SP:Iteration 62Q (2869.400000 sec): 3 clusters Score: Raw -525755.981618 + Penalty 831.556609 = -524924.425009 nChanged 8 SP:Iteration 63Q (2869.400000 sec): 3 clusters Score: Raw -525757.150594 + Penalty 831.556609 = -524925.593986 nChanged 9 SP:Iteration 64Q (2869.410000 sec): 3 clusters Score: Raw -525758.704074 + Penalty 831.556609 = -524927.147465 nChanged 3 SP:Iteration 65Q (2869.420000 sec): 3 clusters Score: Raw -525759.240252 + Penalty 831.556609 = -524927.683644 nChanged 3 SP:Iteration 66Q (2869.430000 sec): 3 clusters Score: Raw -525759.505642 + Penalty 831.556609 = -524927.949033 nChanged 2 SP:Iteration 67Q (2869.440000 sec): 3 clusters Score: Raw -525759.709104 + Penalty 831.556609 = -524928.152496 nChanged 2 SP:Iteration 68Q (2869.450000 sec): 3 clusters Score: Raw -525759.943291 + Penalty 831.556609 = -524928.386682 nChanged 2 SP:Iteration 69Q (2869.460000 sec): 3 clusters Score: Raw -525760.009311 + Penalty 831.556609 = -524928.452702 nChanged 3 SP:Iteration 70Q (2869.460000 sec): 3 clusters Score: Raw -525760.343336 + Penalty 831.556609 = -524928.786727 nChanged 1 SP:Iteration 71Q (2869.470000 sec): 3 clusters Score: Raw -525760.367748 + Penalty 831.556609 = -524928.811139 nChanged 2 SP:Iteration 72Q (2869.480000 sec): 3 clusters Score: Raw -525760.618772 + Penalty 831.556609 = -524929.062164 nChanged 3 SP:Iteration 73Q (2869.490000 sec): 3 clusters Score: Raw -525760.820034 + Penalty 831.556609 = -524929.263425 nChanged 1 SP:Iteration 74Q (2869.500000 sec): 3 clusters Score: Raw -525760.834610 + Penalty 831.556609 = -524929.278001 nChanged 0 SP:Iteration 75F (2869.510000 sec): 3 clusters Score: Raw -525760.834610 + Penalty 831.556609 = -524929.278001 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2869.520000 sec): 2 clusters Score: Raw -63813.295600 + Penalty 320.938151 = -63492.357450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2869.520000 sec): 3 clusters Score: Raw -63199.216629 + Penalty 641.876301 = -62557.340327 nChanged 476 SP:Iteration 1F (2869.520000 sec): 3 clusters Score: Raw -63505.544011 + Penalty 641.876301 = -62863.667710 nChanged 85 SP:Iteration 2F (2869.520000 sec): 3 clusters Score: Raw -63565.004844 + Penalty 641.876301 = -62923.128543 nChanged 70 SP:Iteration 3F (2869.520000 sec): 3 clusters Score: Raw -63609.956210 + Penalty 641.876301 = -62968.079909 nChanged 70 SP:Iteration 4F (2869.520000 sec): 3 clusters Score: Raw -63661.419992 + Penalty 641.876301 = -63019.543690 nChanged 70 SP:Iteration 5F (2869.520000 sec): 3 clusters Score: Raw -63720.275373 + Penalty 641.876301 = -63078.399071 nChanged 60 SP:Iteration 6F (2869.520000 sec): 3 clusters Score: Raw -63785.057942 + Penalty 641.876301 = -63143.181641 nChanged 53 SP:Iteration 7Q (2869.520000 sec): 3 clusters Score: Raw -63850.125961 + Penalty 641.876301 = -63208.249660 nChanged 27 SP:Iteration 8Q (2869.530000 sec): 3 clusters Score: Raw -63882.001058 + Penalty 641.876301 = -63240.124757 nChanged 14 SP:Iteration 9Q (2869.530000 sec): 3 clusters Score: Raw -63901.982573 + Penalty 641.876301 = -63260.106272 nChanged 10 SP:Iteration 10Q (2869.530000 sec): 3 clusters Score: Raw -63912.313646 + Penalty 641.876301 = -63270.437345 nChanged 5 SP:Iteration 11Q (2869.530000 sec): 3 clusters Score: Raw -63915.583891 + Penalty 641.876301 = -63273.707590 nChanged 5 SP:Iteration 12Q (2869.530000 sec): 3 clusters Score: Raw -63920.613161 + Penalty 641.876301 = -63278.736860 nChanged 4 SP:Iteration 13Q (2869.530000 sec): 3 clusters Score: Raw -63926.615992 + Penalty 641.876301 = -63284.739691 nChanged 3 SP:Iteration 14Q (2869.530000 sec): 3 clusters Score: Raw -63928.915375 + Penalty 641.876301 = -63287.039074 nChanged 1 SP:Iteration 15Q (2869.540000 sec): 3 clusters Score: Raw -63929.248565 + Penalty 641.876301 = -63287.372264 nChanged 1 SP:Iteration 16Q (2869.540000 sec): 3 clusters Score: Raw -63930.006880 + Penalty 641.876301 = -63288.130579 nChanged 1 SP:Iteration 17Q (2869.540000 sec): 3 clusters Score: Raw -63930.360061 + Penalty 641.876301 = -63288.483760 nChanged 1 SP:Iteration 18Q (2869.540000 sec): 3 clusters Score: Raw -63930.924926 + Penalty 641.876301 = -63289.048625 nChanged 3 SP:Iteration 19Q (2869.540000 sec): 3 clusters Score: Raw -63934.402658 + Penalty 641.876301 = -63292.526357 nChanged 1 SP:Iteration 20F (2869.540000 sec): 3 clusters Score: Raw -63935.386452 + Penalty 641.876301 = -63293.510151 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (111636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2869.740000 sec): 2 clusters Score: Raw -6520036.683688 + Penalty 528.846448 = -6519507.837240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2869.890000 sec): 3 clusters Score: Raw -6444993.134307 + Penalty 1057.692896 = -6443935.441411 nChanged 54556 SP:Iteration 1F (2870.050000 sec): 3 clusters Score: Raw -6477788.282299 + Penalty 1057.692896 = -6476730.589403 nChanged 4258 SP:Iteration 2Q (2870.220000 sec): 3 clusters Score: Raw -6479177.071185 + Penalty 1057.692896 = -6478119.378289 nChanged 4908 SP:Iteration 3Q (2870.380000 sec): 3 clusters Score: Raw -6481265.019680 + Penalty 1057.692896 = -6480207.326784 nChanged 5803 SP:Iteration 4F (2870.540000 sec): 3 clusters Score: Raw -6484484.406617 + Penalty 1057.692896 = -6483426.713721 nChanged 6554 SP:Iteration 5F (2870.690000 sec): 3 clusters Score: Raw -6489345.585636 + Penalty 1057.692896 = -6488287.892740 nChanged 7153 SP:Iteration 6F (2870.840000 sec): 3 clusters Score: Raw -6495636.508255 + Penalty 1057.692896 = -6494578.815359 nChanged 6563 SP:Iteration 7F (2870.980000 sec): 3 clusters Score: Raw -6500239.894976 + Penalty 1057.692896 = -6499182.202080 nChanged 4541 SP:Iteration 8Q (2871.150000 sec): 3 clusters Score: Raw -6502110.349015 + Penalty 1057.692896 = -6501052.656119 nChanged 2651 SP:Iteration 9Q (2871.310000 sec): 3 clusters Score: Raw -6502870.386743 + Penalty 1057.692896 = -6501812.693847 nChanged 2020 SP:Iteration 10Q (2871.480000 sec): 3 clusters Score: Raw -6503438.797935 + Penalty 1057.692896 = -6502381.105039 nChanged 2039 SP:Iteration 11Q (2871.630000 sec): 3 clusters Score: Raw -6504056.677111 + Penalty 1057.692896 = -6502998.984214 nChanged 2133 SP:Iteration 12Q (2871.790000 sec): 3 clusters Score: Raw -6504768.809987 + Penalty 1057.692896 = -6503711.117091 nChanged 2290 SP:Iteration 13Q (2871.950000 sec): 3 clusters Score: Raw -6505587.921982 + Penalty 1057.692896 = -6504530.229086 nChanged 2345 SP:Iteration 14Q (2872.100000 sec): 3 clusters Score: Raw -6506498.315590 + Penalty 1057.692896 = -6505440.622694 nChanged 2398 SP:Iteration 15Q (2872.260000 sec): 3 clusters Score: Raw -6507489.417806 + Penalty 1057.692896 = -6506431.724910 nChanged 2476 SP:Iteration 16Q (2872.410000 sec): 3 clusters Score: Raw -6508570.190827 + Penalty 1057.692896 = -6507512.497931 nChanged 2439 SP:Iteration 17Q (2872.550000 sec): 3 clusters Score: Raw -6509686.594473 + Penalty 1057.692896 = -6508628.901577 nChanged 2453 SP:Iteration 18Q (2872.700000 sec): 3 clusters Score: Raw -6510910.529847 + Penalty 1057.692896 = -6509852.836951 nChanged 2343 SP:Iteration 19Q (2872.840000 sec): 3 clusters Score: Raw -6512134.207868 + Penalty 1057.692896 = -6511076.514972 nChanged 2248 SP:Iteration 20F (2872.990000 sec): 3 clusters Score: Raw -6513393.693942 + Penalty 1057.692896 = -6512336.001046 nChanged 2218 SP:Iteration 21Q (2873.130000 sec): 3 clusters Score: Raw -6514721.217270 + Penalty 1057.692896 = -6513663.524374 nChanged 2009 SP:Iteration 22Q (2873.260000 sec): 3 clusters Score: Raw -6515996.695106 + Penalty 1057.692896 = -6514939.002210 nChanged 1821 SP:Iteration 23Q (2873.380000 sec): 3 clusters Score: Raw -6517195.322588 + Penalty 1057.692896 = -6516137.629691 nChanged 1414 SP:Iteration 24Q (2873.490000 sec): 3 clusters Score: Raw -6518143.158268 + Penalty 1057.692896 = -6517085.465372 nChanged 1127 SP:Iteration 25Q (2873.610000 sec): 3 clusters Score: Raw -6518898.120915 + Penalty 1057.692896 = -6517840.428019 nChanged 776 SP:Iteration 26Q (2873.730000 sec): 3 clusters Score: Raw -6519386.548590 + Penalty 1057.692896 = -6518328.855694 nChanged 499 SP:Iteration 27Q (2873.850000 sec): 3 clusters Score: Raw -6519676.464447 + Penalty 1057.692896 = -6518618.771551 nChanged 344 SP:Iteration 28Q (2873.960000 sec): 3 clusters Score: Raw -6519873.835566 + Penalty 1057.692896 = -6518816.142670 nChanged 231 SP:Iteration 29Q (2874.080000 sec): 3 clusters Score: Raw -6519993.512504 + Penalty 1057.692896 = -6518935.819608 nChanged 141 SP:Iteration 30Q (2874.190000 sec): 3 clusters Score: Raw -6520062.750023 + Penalty 1057.692896 = -6519005.057127 nChanged 97 SP:Iteration 31Q (2874.300000 sec): 3 clusters Score: Raw -6520105.612536 + Penalty 1057.692896 = -6519047.919640 nChanged 74 SP:Iteration 32Q (2874.420000 sec): 3 clusters Score: Raw -6520128.571755 + Penalty 1057.692896 = -6519070.878859 nChanged 49 SP:Iteration 33Q (2874.530000 sec): 3 clusters Score: Raw -6520146.527123 + Penalty 1057.692896 = -6519088.834227 nChanged 43 SP:Iteration 34Q (2874.650000 sec): 3 clusters Score: Raw -6520166.411649 + Penalty 1057.692896 = -6519108.718753 nChanged 40 SP:Iteration 35Q (2874.760000 sec): 3 clusters Score: Raw -6520180.659741 + Penalty 1057.692896 = -6519122.966845 nChanged 35 SP:Iteration 36Q (2874.880000 sec): 3 clusters Score: Raw -6520195.809787 + Penalty 1057.692896 = -6519138.116891 nChanged 32 SP:Iteration 37Q (2874.990000 sec): 3 clusters Score: Raw -6520209.049633 + Penalty 1057.692896 = -6519151.356736 nChanged 30 SP:Iteration 38Q (2875.100000 sec): 3 clusters Score: Raw -6520217.961869 + Penalty 1057.692896 = -6519160.268973 nChanged 21 SP:Iteration 39Q (2875.220000 sec): 3 clusters Score: Raw -6520223.394996 + Penalty 1057.692896 = -6519165.702100 nChanged 13 SP:Iteration 40F (2875.350000 sec): 3 clusters Score: Raw -6520226.275769 + Penalty 1057.692896 = -6519168.582873 nChanged 12 SP:Iteration 41Q (2875.470000 sec): 3 clusters Score: Raw -6520229.580121 + Penalty 1057.692896 = -6519171.887225 nChanged 10 SP:Iteration 42Q (2875.580000 sec): 3 clusters Score: Raw -6520231.650758 + Penalty 1057.692896 = -6519173.957862 nChanged 5 SP:Iteration 43Q (2875.690000 sec): 3 clusters Score: Raw -6520232.368408 + Penalty 1057.692896 = -6519174.675512 nChanged 8 SP:Iteration 44Q (2875.800000 sec): 3 clusters Score: Raw -6520233.613270 + Penalty 1057.692896 = -6519175.920374 nChanged 7 SP:Iteration 45Q (2875.920000 sec): 3 clusters Score: Raw -6520234.629724 + Penalty 1057.692896 = -6519176.936828 nChanged 2 SP:Iteration 46Q (2876.040000 sec): 3 clusters Score: Raw -6520235.119307 + Penalty 1057.692896 = -6519177.426411 nChanged 3 SP:Iteration 47Q (2876.160000 sec): 3 clusters Score: Raw -6520235.410223 + Penalty 1057.692896 = -6519177.717327 nChanged 1 SP:Iteration 48Q (2876.280000 sec): 3 clusters Score: Raw -6520235.511050 + Penalty 1057.692896 = -6519177.818154 nChanged 2 SP:Iteration 49Q (2876.400000 sec): 3 clusters Score: Raw -6520235.661093 + Penalty 1057.692896 = -6519177.968197 nChanged 0 SP:Iteration 50F (2876.560000 sec): 3 clusters Score: Raw -6520235.661093 + Penalty 1057.692896 = -6519177.968197 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2876.610000 sec): 2 clusters Score: Raw -97544.247574 + Penalty 338.366086 = -97205.881489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2876.610000 sec): 3 clusters Score: Raw -96641.611691 + Penalty 676.732171 = -95964.879519 nChanged 692 SP:Iteration 1F (2876.610000 sec): 3 clusters Score: Raw -97046.947882 + Penalty 676.732171 = -96370.215710 nChanged 137 SP:Iteration 2F (2876.610000 sec): 3 clusters Score: Raw -97113.299257 + Penalty 676.732171 = -96436.567086 nChanged 76 SP:Iteration 3Q (2876.620000 sec): 3 clusters Score: Raw -97151.613936 + Penalty 676.732171 = -96474.881765 nChanged 69 SP:Iteration 4Q (2876.620000 sec): 3 clusters Score: Raw -97192.875737 + Penalty 676.732171 = -96516.143566 nChanged 63 SP:Iteration 5Q (2876.620000 sec): 3 clusters Score: Raw -97223.259261 + Penalty 676.732171 = -96546.527089 nChanged 55 SP:Iteration 6Q (2876.620000 sec): 3 clusters Score: Raw -97259.667969 + Penalty 676.732171 = -96582.935798 nChanged 48 SP:Iteration 7Q (2876.620000 sec): 3 clusters Score: Raw -97289.276773 + Penalty 676.732171 = -96612.544602 nChanged 49 SP:Iteration 8Q (2876.620000 sec): 3 clusters Score: Raw -97317.657640 + Penalty 676.732171 = -96640.925469 nChanged 54 SP:Iteration 9Q (2876.630000 sec): 3 clusters Score: Raw -97355.128577 + Penalty 676.732171 = -96678.396406 nChanged 37 SP:Iteration 10Q (2876.630000 sec): 3 clusters Score: Raw -97391.686904 + Penalty 676.732171 = -96714.954733 nChanged 43 SP:Iteration 11Q (2876.630000 sec): 3 clusters Score: Raw -97416.661119 + Penalty 676.732171 = -96739.928948 nChanged 46 SP:Iteration 12Q (2876.630000 sec): 3 clusters Score: Raw -97446.330141 + Penalty 676.732171 = -96769.597970 nChanged 37 SP:Iteration 13Q (2876.630000 sec): 3 clusters Score: Raw -97465.147276 + Penalty 676.732171 = -96788.415104 nChanged 27 SP:Iteration 14Q (2876.640000 sec): 3 clusters Score: Raw -97475.877459 + Penalty 676.732171 = -96799.145288 nChanged 24 SP:Iteration 15Q (2876.640000 sec): 3 clusters Score: Raw -97485.823585 + Penalty 676.732171 = -96809.091414 nChanged 23 SP:Iteration 16Q (2876.640000 sec): 3 clusters Score: Raw -97496.862438 + Penalty 676.732171 = -96820.130267 nChanged 20 SP:Iteration 17Q (2876.640000 sec): 3 clusters Score: Raw -97503.421373 + Penalty 676.732171 = -96826.689202 nChanged 17 SP:Iteration 18Q (2876.640000 sec): 3 clusters Score: Raw -97508.885007 + Penalty 676.732171 = -96832.152836 nChanged 12 SP:Iteration 19Q (2876.640000 sec): 3 clusters Score: Raw -97512.130285 + Penalty 676.732171 = -96835.398114 nChanged 7 SP:Iteration 20F (2876.650000 sec): 3 clusters Score: Raw -97514.656077 + Penalty 676.732171 = -96837.923906 nChanged 11 SP:Iteration 21Q (2876.650000 sec): 3 clusters Score: Raw -97517.017529 + Penalty 676.732171 = -96840.285358 nChanged 9 SP:Iteration 22Q (2876.650000 sec): 3 clusters Score: Raw -97518.256536 + Penalty 676.732171 = -96841.524365 nChanged 6 SP:Iteration 23Q (2876.650000 sec): 3 clusters Score: Raw -97520.165727 + Penalty 676.732171 = -96843.433556 nChanged 5 SP:Iteration 24Q (2876.650000 sec): 3 clusters Score: Raw -97521.855092 + Penalty 676.732171 = -96845.122921 nChanged 7 SP:Iteration 25Q (2876.660000 sec): 3 clusters Score: Raw -97524.243943 + Penalty 676.732171 = -96847.511772 nChanged 8 SP:Iteration 26Q (2876.660000 sec): 3 clusters Score: Raw -97527.427642 + Penalty 676.732171 = -96850.695471 nChanged 12 SP:Iteration 27Q (2876.660000 sec): 3 clusters Score: Raw -97532.630461 + Penalty 676.732171 = -96855.898290 nChanged 8 SP:Iteration 28Q (2876.660000 sec): 3 clusters Score: Raw -97535.788012 + Penalty 676.732171 = -96859.055841 nChanged 8 SP:Iteration 29Q (2876.660000 sec): 3 clusters Score: Raw -97538.270480 + Penalty 676.732171 = -96861.538309 nChanged 7 SP:Iteration 30Q (2876.660000 sec): 3 clusters Score: Raw -97540.980634 + Penalty 676.732171 = -96864.248463 nChanged 9 SP:Iteration 31Q (2876.660000 sec): 3 clusters Score: Raw -97543.672107 + Penalty 676.732171 = -96866.939936 nChanged 6 SP:Iteration 32Q (2876.670000 sec): 3 clusters Score: Raw -97544.961597 + Penalty 676.732171 = -96868.229426 nChanged 2 SP:Iteration 33Q (2876.670000 sec): 3 clusters Score: Raw -97545.263472 + Penalty 676.732171 = -96868.531301 nChanged 1 SP:Iteration 34Q (2876.670000 sec): 3 clusters Score: Raw -97545.368227 + Penalty 676.732171 = -96868.636056 nChanged 1 SP:Iteration 35Q (2876.670000 sec): 3 clusters Score: Raw -97545.837543 + Penalty 676.732171 = -96869.105372 nChanged 2 SP:Iteration 36Q (2876.680000 sec): 3 clusters Score: Raw -97546.168865 + Penalty 676.732171 = -96869.436694 nChanged 1 SP:Iteration 37Q (2876.680000 sec): 3 clusters Score: Raw -97546.587363 + Penalty 676.732171 = -96869.855191 nChanged 4 SP:Iteration 38Q (2876.680000 sec): 3 clusters Score: Raw -97547.243268 + Penalty 676.732171 = -96870.511097 nChanged 1 SP:Iteration 39Q (2876.680000 sec): 3 clusters Score: Raw -97547.339517 + Penalty 676.732171 = -96870.607346 nChanged 2 SP:Iteration 40F (2876.680000 sec): 3 clusters Score: Raw -97548.704954 + Penalty 676.732171 = -96871.972783 nChanged 2 SP:Iteration 41Q (2876.680000 sec): 3 clusters Score: Raw -97549.818111 + Penalty 676.732171 = -96873.085940 nChanged 2 SP:Iteration 42Q (2876.680000 sec): 3 clusters Score: Raw -97550.275664 + Penalty 676.732171 = -96873.543493 nChanged 3 SP:Iteration 43Q (2876.690000 sec): 3 clusters Score: Raw -97550.722646 + Penalty 676.732171 = -96873.990475 nChanged 1 SP:Iteration 44Q (2876.690000 sec): 3 clusters Score: Raw -97550.860598 + Penalty 676.732171 = -96874.128427 nChanged 1 SP:Iteration 45Q (2876.690000 sec): 3 clusters Score: Raw -97550.904541 + Penalty 676.732171 = -96874.172370 nChanged 0 SP:Iteration 46F (2876.690000 sec): 3 clusters Score: Raw -97550.904541 + Penalty 676.732171 = -96874.172370 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2876.700000 sec): 2 clusters Score: Raw -13154.836932 + Penalty 246.835226 = -12908.001707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2876.700000 sec): 3 clusters Score: Raw -13095.714160 + Penalty 493.670452 = -12602.043708 nChanged 60 SP:Iteration 1F (2876.700000 sec): 3 clusters Score: Raw -13158.630632 + Penalty 493.670452 = -12664.960181 nChanged 13 SP:Iteration 2F (2876.700000 sec): 3 clusters Score: Raw -13176.400390 + Penalty 493.670452 = -12682.729938 nChanged 5 SP:Iteration 3Q (2876.700000 sec): 3 clusters Score: Raw -13183.065310 + Penalty 493.670452 = -12689.394858 nChanged 3 SP:Iteration 4Q (2876.700000 sec): 3 clusters Score: Raw -13184.961532 + Penalty 493.670452 = -12691.291081 nChanged 3 SP:Iteration 5Q (2876.700000 sec): 3 clusters Score: Raw -13189.695887 + Penalty 493.670452 = -12696.025435 nChanged 7 SP:Iteration 6Q (2876.700000 sec): 3 clusters Score: Raw -13201.516352 + Penalty 493.670452 = -12707.845900 nChanged 3 SP:Iteration 7Q (2876.700000 sec): 3 clusters Score: Raw -13208.837945 + Penalty 493.670452 = -12715.167494 nChanged 3 SP:Iteration 8Q (2876.700000 sec): 3 clusters Score: Raw -13210.959551 + Penalty 493.670452 = -12717.289099 nChanged 1 SP:Iteration 9Q (2876.700000 sec): 3 clusters Score: Raw -13211.896514 + Penalty 493.670452 = -12718.226062 nChanged 0 SP:Iteration 10F (2876.700000 sec): 3 clusters Score: Raw -13211.896514 + Penalty 493.670452 = -12718.226062 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2876.700000 sec): 2 clusters Score: Raw -23464.727949 + Penalty 278.772548 = -23185.955401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2876.700000 sec): 3 clusters Score: Raw -23280.656106 + Penalty 557.545096 = -22723.111010 nChanged 180 SP:Iteration 1F (2876.700000 sec): 3 clusters Score: Raw -23390.878510 + Penalty 557.545096 = -22833.333414 nChanged 38 SP:Iteration 2F (2876.700000 sec): 3 clusters Score: Raw -23419.814132 + Penalty 557.545096 = -22862.269036 nChanged 28 SP:Iteration 3F (2876.700000 sec): 3 clusters Score: Raw -23440.309422 + Penalty 557.545096 = -22882.764326 nChanged 20 SP:Iteration 4Q (2876.700000 sec): 3 clusters Score: Raw -23460.023495 + Penalty 557.545096 = -22902.478399 nChanged 21 SP:Iteration 5Q (2876.700000 sec): 3 clusters Score: Raw -23485.037345 + Penalty 557.545096 = -22927.492250 nChanged 20 SP:Iteration 6Q (2876.700000 sec): 3 clusters Score: Raw -23502.602282 + Penalty 557.545096 = -22945.057186 nChanged 11 SP:Iteration 7Q (2876.700000 sec): 3 clusters Score: Raw -23510.034051 + Penalty 557.545096 = -22952.488955 nChanged 7 SP:Iteration 8Q (2876.700000 sec): 3 clusters Score: Raw -23514.388151 + Penalty 557.545096 = -22956.843056 nChanged 7 SP:Iteration 9Q (2876.700000 sec): 3 clusters Score: Raw -23536.051756 + Penalty 557.545096 = -22978.506660 nChanged 17 SP:Iteration 10Q (2876.700000 sec): 3 clusters Score: Raw -23577.179350 + Penalty 557.545096 = -23019.634255 nChanged 20 SP:Iteration 11Q (2876.700000 sec): 3 clusters Score: Raw -23602.301297 + Penalty 557.545096 = -23044.756201 nChanged 13 SP:Iteration 12Q (2876.710000 sec): 3 clusters Score: Raw -23621.829148 + Penalty 557.545096 = -23064.284052 nChanged 11 SP:Iteration 13Q (2876.710000 sec): 3 clusters Score: Raw -23634.305316 + Penalty 557.545096 = -23076.760220 nChanged 5 SP:Iteration 14Q (2876.710000 sec): 3 clusters Score: Raw -23642.418115 + Penalty 557.545096 = -23084.873019 nChanged 3 SP:Iteration 15Q (2876.710000 sec): 3 clusters Score: Raw -23646.066022 + Penalty 557.545096 = -23088.520926 nChanged 3 SP:Iteration 16Q (2876.710000 sec): 3 clusters Score: Raw -23649.209929 + Penalty 557.545096 = -23091.664833 nChanged 1 SP:Iteration 17Q (2876.710000 sec): 3 clusters Score: Raw -23649.606014 + Penalty 557.545096 = -23092.060918 nChanged 0 SP:Iteration 18F (2876.710000 sec): 3 clusters Score: Raw -23649.606014 + Penalty 557.545096 = -23092.060918 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2876.710000 sec): 2 clusters Score: Raw -45681.361679 + Penalty 308.175157 = -45373.186522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2876.710000 sec): 3 clusters Score: Raw -45275.977221 + Penalty 616.350314 = -44659.626906 nChanged 336 SP:Iteration 1F (2876.720000 sec): 3 clusters Score: Raw -45457.820293 + Penalty 616.350314 = -44841.469979 nChanged 59 SP:Iteration 2F (2876.720000 sec): 3 clusters Score: Raw -45488.214795 + Penalty 616.350314 = -44871.864480 nChanged 36 SP:Iteration 3Q (2876.720000 sec): 3 clusters Score: Raw -45508.761267 + Penalty 616.350314 = -44892.410953 nChanged 31 SP:Iteration 4Q (2876.720000 sec): 3 clusters Score: Raw -45528.600091 + Penalty 616.350314 = -44912.249776 nChanged 31 SP:Iteration 5Q (2876.720000 sec): 3 clusters Score: Raw -45546.836705 + Penalty 616.350314 = -44930.486391 nChanged 25 SP:Iteration 6Q (2876.720000 sec): 3 clusters Score: Raw -45569.719150 + Penalty 616.350314 = -44953.368836 nChanged 24 SP:Iteration 7Q (2876.720000 sec): 3 clusters Score: Raw -45583.890967 + Penalty 616.350314 = -44967.540653 nChanged 22 SP:Iteration 8Q (2876.720000 sec): 3 clusters Score: Raw -45597.343029 + Penalty 616.350314 = -44980.992715 nChanged 25 SP:Iteration 9Q (2876.720000 sec): 3 clusters Score: Raw -45611.692238 + Penalty 616.350314 = -44995.341924 nChanged 23 SP:Iteration 10Q (2876.720000 sec): 3 clusters Score: Raw -45624.183661 + Penalty 616.350314 = -45007.833347 nChanged 22 SP:Iteration 11Q (2876.720000 sec): 3 clusters Score: Raw -45639.360121 + Penalty 616.350314 = -45023.009807 nChanged 27 SP:Iteration 12Q (2876.720000 sec): 3 clusters Score: Raw -45662.533614 + Penalty 616.350314 = -45046.183300 nChanged 31 SP:Iteration 13Q (2876.720000 sec): 3 clusters Score: Raw -45687.674994 + Penalty 616.350314 = -45071.324680 nChanged 28 SP:Iteration 14Q (2876.730000 sec): 3 clusters Score: Raw -45708.085957 + Penalty 616.350314 = -45091.735642 nChanged 30 SP:Iteration 15Q (2876.730000 sec): 3 clusters Score: Raw -45735.744063 + Penalty 616.350314 = -45119.393749 nChanged 19 SP:Iteration 16Q (2876.730000 sec): 3 clusters Score: Raw -45751.774040 + Penalty 616.350314 = -45135.423726 nChanged 10 SP:Iteration 17Q (2876.730000 sec): 3 clusters Score: Raw -45770.851938 + Penalty 616.350314 = -45154.501624 nChanged 11 SP:Iteration 18Q (2876.730000 sec): 3 clusters Score: Raw -45780.800255 + Penalty 616.350314 = -45164.449941 nChanged 5 SP:Iteration 19Q (2876.730000 sec): 3 clusters Score: Raw -45787.744280 + Penalty 616.350314 = -45171.393966 nChanged 1 SP:Iteration 20F (2876.730000 sec): 3 clusters Score: Raw -45789.700589 + Penalty 616.350314 = -45173.350275 nChanged 1 SP:Iteration 21Q (2876.730000 sec): 3 clusters Score: Raw -45789.976062 + Penalty 616.350314 = -45173.625748 nChanged 1 SP:Iteration 22Q (2876.740000 sec): 3 clusters Score: Raw -45790.883100 + Penalty 616.350314 = -45174.532786 nChanged 0 SP:Iteration 23F (2876.740000 sec): 3 clusters Score: Raw -45790.883100 + Penalty 616.350314 = -45174.532786 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (162151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2877.030000 sec): 2 clusters Score: Raw -9994270.697599 + Penalty 545.830889 = -9993724.866710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2877.260000 sec): 3 clusters Score: Raw -9884854.879515 + Penalty 1091.661778 = -9883763.217736 nChanged 79744 SP:Iteration 1F (2877.480000 sec): 3 clusters Score: Raw -9933519.168408 + Penalty 1091.661778 = -9932427.506630 nChanged 8116 SP:Iteration 2F (2877.710000 sec): 3 clusters Score: Raw -9937294.154453 + Penalty 1091.661778 = -9936202.492675 nChanged 12107 SP:Iteration 3F (2877.930000 sec): 3 clusters Score: Raw -9945369.025586 + Penalty 1091.661778 = -9944277.363807 nChanged 16083 SP:Iteration 4F (2878.160000 sec): 3 clusters Score: Raw -9959502.458265 + Penalty 1091.661778 = -9958410.796486 nChanged 16237 SP:Iteration 5F (2878.380000 sec): 3 clusters Score: Raw -9976260.031304 + Penalty 1091.661778 = -9975168.369526 nChanged 10956 SP:Iteration 6F (2878.600000 sec): 3 clusters Score: Raw -9987992.032027 + Penalty 1091.661778 = -9986900.370248 nChanged 4678 SP:Iteration 7Q (2878.810000 sec): 3 clusters Score: Raw -9992782.128733 + Penalty 1091.661778 = -9991690.466955 nChanged 1273 SP:Iteration 8Q (2879.000000 sec): 3 clusters Score: Raw -9994021.459512 + Penalty 1091.661778 = -9992929.797734 nChanged 222 SP:Iteration 9Q (2879.180000 sec): 3 clusters Score: Raw -9994245.584212 + Penalty 1091.661778 = -9993153.922434 nChanged 26 SP:Iteration 10Q (2879.360000 sec): 3 clusters Score: Raw -9994297.267437 + Penalty 1091.661778 = -9993205.605658 nChanged 5 SP:Iteration 11Q (2879.530000 sec): 3 clusters Score: Raw -9994309.619487 + Penalty 1091.661778 = -9993217.957709 nChanged 3 SP:Iteration 12Q (2879.710000 sec): 3 clusters Score: Raw -9994318.082558 + Penalty 1091.661778 = -9993226.420780 nChanged 1 SP:Iteration 13Q (2879.890000 sec): 3 clusters Score: Raw -9994326.416588 + Penalty 1091.661778 = -9993234.754810 nChanged 3 SP:Iteration 14Q (2880.060000 sec): 3 clusters Score: Raw -9994334.344854 + Penalty 1091.661778 = -9993242.683076 nChanged 1 SP:Iteration 15Q (2880.240000 sec): 3 clusters Score: Raw -9994335.843574 + Penalty 1091.661778 = -9993244.181796 nChanged 0 SP:Iteration 16F (2880.460000 sec): 3 clusters Score: Raw -9994335.843574 + Penalty 1091.661778 = -9993244.181796 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.530000 sec): 2 clusters Score: Raw -31927.785871 + Penalty 289.986050 = -31637.799820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.530000 sec): 3 clusters Score: Raw -31686.092092 + Penalty 579.972101 = -31106.119992 nChanged 220 SP:Iteration 1F (2880.530000 sec): 3 clusters Score: Raw -31870.674960 + Penalty 579.972101 = -31290.702860 nChanged 53 SP:Iteration 2F (2880.530000 sec): 3 clusters Score: Raw -31906.021354 + Penalty 579.972101 = -31326.049254 nChanged 31 SP:Iteration 3F (2880.530000 sec): 3 clusters Score: Raw -31927.594009 + Penalty 579.972101 = -31347.621908 nChanged 19 SP:Iteration 4Q (2880.530000 sec): 3 clusters Score: Raw -31942.554073 + Penalty 579.972101 = -31362.581972 nChanged 14 SP:Iteration 5Q (2880.530000 sec): 3 clusters Score: Raw -31953.997000 + Penalty 579.972101 = -31374.024899 nChanged 12 SP:Iteration 6Q (2880.530000 sec): 3 clusters Score: Raw -31960.242527 + Penalty 579.972101 = -31380.270426 nChanged 8 SP:Iteration 7Q (2880.530000 sec): 3 clusters Score: Raw -31964.463848 + Penalty 579.972101 = -31384.491747 nChanged 8 SP:Iteration 8Q (2880.530000 sec): 3 clusters Score: Raw -31968.682282 + Penalty 579.972101 = -31388.710181 nChanged 9 SP:Iteration 9Q (2880.530000 sec): 3 clusters Score: Raw -31974.829466 + Penalty 579.972101 = -31394.857366 nChanged 9 SP:Iteration 10Q (2880.540000 sec): 3 clusters Score: Raw -31979.290903 + Penalty 579.972101 = -31399.318802 nChanged 5 SP:Iteration 11Q (2880.540000 sec): 3 clusters Score: Raw -31983.436392 + Penalty 579.972101 = -31403.464291 nChanged 7 SP:Iteration 12Q (2880.540000 sec): 3 clusters Score: Raw -31986.054110 + Penalty 579.972101 = -31406.082009 nChanged 3 SP:Iteration 13Q (2880.540000 sec): 3 clusters Score: Raw -31987.702446 + Penalty 579.972101 = -31407.730345 nChanged 3 SP:Iteration 14Q (2880.540000 sec): 3 clusters Score: Raw -31988.856558 + Penalty 579.972101 = -31408.884457 nChanged 3 SP:Iteration 15Q (2880.540000 sec): 3 clusters Score: Raw -31990.883279 + Penalty 579.972101 = -31410.911178 nChanged 7 SP:Iteration 16Q (2880.540000 sec): 3 clusters Score: Raw -31994.609528 + Penalty 579.972101 = -31414.637427 nChanged 4 SP:Iteration 17Q (2880.540000 sec): 3 clusters Score: Raw -31997.880095 + Penalty 579.972101 = -31417.907994 nChanged 2 SP:Iteration 18Q (2880.540000 sec): 3 clusters Score: Raw -31998.477846 + Penalty 579.972101 = -31418.505745 nChanged 3 SP:Iteration 19Q (2880.540000 sec): 3 clusters Score: Raw -32000.227567 + Penalty 579.972101 = -31420.255466 nChanged 5 SP:Iteration 20F (2880.540000 sec): 3 clusters Score: Raw -32003.496852 + Penalty 579.972101 = -31423.524751 nChanged 5 SP:Iteration 21Q (2880.540000 sec): 3 clusters Score: Raw -32006.999345 + Penalty 579.972101 = -31427.027244 nChanged 2 SP:Iteration 22Q (2880.540000 sec): 3 clusters Score: Raw -32008.640515 + Penalty 579.972101 = -31428.668414 nChanged 2 SP:Iteration 23Q (2880.540000 sec): 3 clusters Score: Raw -32009.205436 + Penalty 579.972101 = -31429.233335 nChanged 1 SP:Iteration 24Q (2880.540000 sec): 3 clusters Score: Raw -32009.560578 + Penalty 579.972101 = -31429.588477 nChanged 0 SP:Iteration 25F (2880.540000 sec): 3 clusters Score: Raw -32009.560578 + Penalty 579.972101 = -31429.588477 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (3498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.550000 sec): 2 clusters Score: Raw -209183.349545 + Penalty 371.277573 = -208812.071973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.560000 sec): 3 clusters Score: Raw -207133.299094 + Penalty 742.555146 = -206390.743948 nChanged 1537 SP:Iteration 1F (2880.560000 sec): 3 clusters Score: Raw -207967.410454 + Penalty 742.555146 = -207224.855308 nChanged 278 SP:Iteration 2F (2880.560000 sec): 3 clusters Score: Raw -208140.030479 + Penalty 742.555146 = -207397.475333 nChanged 238 SP:Iteration 3F (2880.570000 sec): 3 clusters Score: Raw -208296.305817 + Penalty 742.555146 = -207553.750671 nChanged 255 SP:Iteration 4F (2880.570000 sec): 3 clusters Score: Raw -208483.794763 + Penalty 742.555146 = -207741.239617 nChanged 217 SP:Iteration 5F (2880.580000 sec): 3 clusters Score: Raw -208654.716133 + Penalty 742.555146 = -207912.160988 nChanged 191 SP:Iteration 6F (2880.580000 sec): 3 clusters Score: Raw -208804.077484 + Penalty 742.555146 = -208061.522338 nChanged 139 SP:Iteration 7Q (2880.580000 sec): 3 clusters Score: Raw -208923.728893 + Penalty 742.555146 = -208181.173747 nChanged 105 SP:Iteration 8Q (2880.580000 sec): 3 clusters Score: Raw -209024.591205 + Penalty 742.555146 = -208282.036059 nChanged 76 SP:Iteration 9Q (2880.590000 sec): 3 clusters Score: Raw -209118.933227 + Penalty 742.555146 = -208376.378081 nChanged 51 SP:Iteration 10Q (2880.590000 sec): 3 clusters Score: Raw -209181.152389 + Penalty 742.555146 = -208438.597243 nChanged 33 SP:Iteration 11Q (2880.600000 sec): 3 clusters Score: Raw -209219.653497 + Penalty 742.555146 = -208477.098351 nChanged 28 SP:Iteration 12Q (2880.600000 sec): 3 clusters Score: Raw -209252.153450 + Penalty 742.555146 = -208509.598304 nChanged 17 SP:Iteration 13Q (2880.600000 sec): 3 clusters Score: Raw -209275.130051 + Penalty 742.555146 = -208532.574905 nChanged 18 SP:Iteration 14Q (2880.600000 sec): 3 clusters Score: Raw -209305.833107 + Penalty 742.555146 = -208563.277962 nChanged 23 SP:Iteration 15Q (2880.610000 sec): 3 clusters Score: Raw -209340.623436 + Penalty 742.555146 = -208598.068291 nChanged 22 SP:Iteration 16Q (2880.610000 sec): 3 clusters Score: Raw -209361.009300 + Penalty 742.555146 = -208618.454154 nChanged 17 SP:Iteration 17Q (2880.620000 sec): 3 clusters Score: Raw -209375.644608 + Penalty 742.555146 = -208633.089463 nChanged 14 SP:Iteration 18Q (2880.620000 sec): 3 clusters Score: Raw -209387.561496 + Penalty 742.555146 = -208645.006350 nChanged 14 SP:Iteration 19Q (2880.620000 sec): 3 clusters Score: Raw -209407.781078 + Penalty 742.555146 = -208665.225932 nChanged 14 SP:Iteration 20F (2880.620000 sec): 3 clusters Score: Raw -209423.803627 + Penalty 742.555146 = -208681.248481 nChanged 9 SP:Iteration 21Q (2880.630000 sec): 3 clusters Score: Raw -209429.310968 + Penalty 742.555146 = -208686.755822 nChanged 5 SP:Iteration 22Q (2880.630000 sec): 3 clusters Score: Raw -209431.579325 + Penalty 742.555146 = -208689.024180 nChanged 4 SP:Iteration 23Q (2880.630000 sec): 3 clusters Score: Raw -209433.506227 + Penalty 742.555146 = -208690.951082 nChanged 5 SP:Iteration 24Q (2880.640000 sec): 3 clusters Score: Raw -209438.585087 + Penalty 742.555146 = -208696.029941 nChanged 8 SP:Iteration 25Q (2880.640000 sec): 3 clusters Score: Raw -209445.658744 + Penalty 742.555146 = -208703.103598 nChanged 2 SP:Iteration 26Q (2880.640000 sec): 3 clusters Score: Raw -209446.664179 + Penalty 742.555146 = -208704.109033 nChanged 2 SP:Iteration 27Q (2880.640000 sec): 3 clusters Score: Raw -209447.288010 + Penalty 742.555146 = -208704.732864 nChanged 2 SP:Iteration 28Q (2880.650000 sec): 3 clusters Score: Raw -209447.794040 + Penalty 742.555146 = -208705.238894 nChanged 1 SP:Iteration 29Q (2880.650000 sec): 3 clusters Score: Raw -209448.181745 + Penalty 742.555146 = -208705.626600 nChanged 1 SP:Iteration 30Q (2880.660000 sec): 3 clusters Score: Raw -209448.635894 + Penalty 742.555146 = -208706.080749 nChanged 1 SP:Iteration 31Q (2880.660000 sec): 3 clusters Score: Raw -209448.819561 + Penalty 742.555146 = -208706.264415 nChanged 0 SP:Iteration 32F (2880.660000 sec): 3 clusters Score: Raw -209448.819561 + Penalty 742.555146 = -208706.264415 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.660000 sec): 2 clusters Score: Raw -2771.139404 + Penalty 198.809877 = -2572.329527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.660000 sec): 3 clusters Score: Raw -2845.875375 + Penalty 397.619755 = -2448.255620 nChanged 21 SP:Iteration 1F (2880.660000 sec): 3 clusters Score: Raw -2927.041944 + Penalty 397.619755 = -2529.422189 nChanged 5 SP:Iteration 2F (2880.660000 sec): 3 clusters Score: Raw -2982.693154 + Penalty 397.619755 = -2585.073399 nChanged 1 SP:Iteration 3Q (2880.660000 sec): 3 clusters Score: Raw -2987.411857 + Penalty 397.619755 = -2589.792102 nChanged 2 SP:Iteration 4Q (2880.660000 sec): 3 clusters Score: Raw -3002.704978 + Penalty 397.619755 = -2605.085224 nChanged 1 SP:Iteration 5Q (2880.660000 sec): 3 clusters Score: Raw -3005.413584 + Penalty 397.619755 = -2607.793829 nChanged 0 SP:Iteration 6F (2880.660000 sec): 3 clusters Score: Raw -3005.413584 + Penalty 397.619755 = -2607.793829 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.670000 sec): 2 clusters Score: Raw -20241.692188 + Penalty 267.564251 = -19974.127937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.670000 sec): 3 clusters Score: Raw -20126.925165 + Penalty 535.128502 = -19591.796663 nChanged 103 SP:Iteration 1F (2880.670000 sec): 3 clusters Score: Raw -20217.786522 + Penalty 535.128502 = -19682.658020 nChanged 27 SP:Iteration 2F (2880.670000 sec): 3 clusters Score: Raw -20251.129889 + Penalty 535.128502 = -19716.001387 nChanged 11 SP:Iteration 3Q (2880.670000 sec): 3 clusters Score: Raw -20264.036044 + Penalty 535.128502 = -19728.907542 nChanged 8 SP:Iteration 4Q (2880.670000 sec): 3 clusters Score: Raw -20268.327903 + Penalty 535.128502 = -19733.199402 nChanged 4 SP:Iteration 5Q (2880.670000 sec): 3 clusters Score: Raw -20271.352592 + Penalty 535.128502 = -19736.224090 nChanged 0 SP:Iteration 6F (2880.670000 sec): 3 clusters Score: Raw -20271.352592 + Penalty 535.128502 = -19736.224090 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.670000 sec): 2 clusters Score: Raw -20574.750902 + Penalty 269.431818 = -20305.319084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.670000 sec): 3 clusters Score: Raw -20428.161941 + Penalty 538.863636 = -19889.298305 nChanged 143 SP:Iteration 1F (2880.670000 sec): 3 clusters Score: Raw -20527.885338 + Penalty 538.863636 = -19989.021701 nChanged 29 SP:Iteration 2F (2880.670000 sec): 3 clusters Score: Raw -20557.040065 + Penalty 538.863636 = -20018.176429 nChanged 16 SP:Iteration 3Q (2880.670000 sec): 3 clusters Score: Raw -20578.572344 + Penalty 538.863636 = -20039.708708 nChanged 16 SP:Iteration 4Q (2880.680000 sec): 3 clusters Score: Raw -20601.845793 + Penalty 538.863636 = -20062.982157 nChanged 15 SP:Iteration 5Q (2880.680000 sec): 3 clusters Score: Raw -20617.846024 + Penalty 538.863636 = -20078.982388 nChanged 6 SP:Iteration 6Q (2880.680000 sec): 3 clusters Score: Raw -20622.267896 + Penalty 538.863636 = -20083.404260 nChanged 5 SP:Iteration 7Q (2880.680000 sec): 3 clusters Score: Raw -20628.554182 + Penalty 538.863636 = -20089.690545 nChanged 8 SP:Iteration 8Q (2880.680000 sec): 3 clusters Score: Raw -20636.881869 + Penalty 538.863636 = -20098.018233 nChanged 2 SP:Iteration 9Q (2880.680000 sec): 3 clusters Score: Raw -20641.316343 + Penalty 538.863636 = -20102.452707 nChanged 4 SP:Iteration 10Q (2880.680000 sec): 3 clusters Score: Raw -20647.326891 + Penalty 538.863636 = -20108.463255 nChanged 6 SP:Iteration 11Q (2880.680000 sec): 3 clusters Score: Raw -20652.607474 + Penalty 538.863636 = -20113.743838 nChanged 4 SP:Iteration 12Q (2880.680000 sec): 3 clusters Score: Raw -20658.813686 + Penalty 538.863636 = -20119.950050 nChanged 5 SP:Iteration 13Q (2880.680000 sec): 3 clusters Score: Raw -20662.988158 + Penalty 538.863636 = -20124.124522 nChanged 3 SP:Iteration 14Q (2880.680000 sec): 3 clusters Score: Raw -20665.161246 + Penalty 538.863636 = -20126.297610 nChanged 3 SP:Iteration 15Q (2880.680000 sec): 3 clusters Score: Raw -20666.258270 + Penalty 538.863636 = -20127.394634 nChanged 2 SP:Iteration 16Q (2880.680000 sec): 3 clusters Score: Raw -20666.856047 + Penalty 538.863636 = -20127.992411 nChanged 1 SP:Iteration 17Q (2880.680000 sec): 3 clusters Score: Raw -20667.218190 + Penalty 538.863636 = -20128.354553 nChanged 0 SP:Iteration 18F (2880.680000 sec): 3 clusters Score: Raw -20667.218190 + Penalty 538.863636 = -20128.354553 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 23 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.680000 sec): 2 clusters Score: Raw -15244.745258 + Penalty 252.482962 = -14992.262297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.680000 sec): 3 clusters Score: Raw -15192.972601 + Penalty 504.965924 = -14688.006677 nChanged 74 SP:Iteration 1F (2880.680000 sec): 3 clusters Score: Raw -15266.905534 + Penalty 504.965924 = -14761.939610 nChanged 18 SP:Iteration 2F (2880.680000 sec): 3 clusters Score: Raw -15292.943125 + Penalty 504.965924 = -14787.977201 nChanged 8 SP:Iteration 3Q (2880.680000 sec): 3 clusters Score: Raw -15305.763109 + Penalty 504.965924 = -14800.797186 nChanged 7 SP:Iteration 4Q (2880.680000 sec): 3 clusters Score: Raw -15317.881361 + Penalty 504.965924 = -14812.915437 nChanged 6 SP:Iteration 5Q (2880.680000 sec): 3 clusters Score: Raw -15325.194945 + Penalty 504.965924 = -14820.229021 nChanged 4 SP:Iteration 6Q (2880.680000 sec): 3 clusters Score: Raw -15326.901409 + Penalty 504.965924 = -14821.935485 nChanged 2 SP:Iteration 7Q (2880.680000 sec): 3 clusters Score: Raw -15330.345494 + Penalty 504.965924 = -14825.379570 nChanged 5 SP:Iteration 8Q (2880.680000 sec): 3 clusters Score: Raw -15336.750870 + Penalty 504.965924 = -14831.784946 nChanged 2 SP:Iteration 9Q (2880.680000 sec): 3 clusters Score: Raw -15338.335601 + Penalty 504.965924 = -14833.369677 nChanged 1 SP:Iteration 10Q (2880.680000 sec): 3 clusters Score: Raw -15338.962036 + Penalty 504.965924 = -14833.996112 nChanged 0 SP:Iteration 11F (2880.680000 sec): 3 clusters Score: Raw -15338.962036 + Penalty 504.965924 = -14833.996112 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 24 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.690000 sec): 2 clusters Score: Raw -18230.643577 + Penalty 265.350653 = -17965.292924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.690000 sec): 3 clusters Score: Raw -18101.291068 + Penalty 530.701305 = -17570.589762 nChanged 129 SP:Iteration 1F (2880.690000 sec): 3 clusters Score: Raw -18223.253015 + Penalty 530.701305 = -17692.551709 nChanged 33 SP:Iteration 2F (2880.690000 sec): 3 clusters Score: Raw -18271.993424 + Penalty 530.701305 = -17741.292119 nChanged 22 SP:Iteration 3F (2880.690000 sec): 3 clusters Score: Raw -18293.614436 + Penalty 530.701305 = -17762.913130 nChanged 17 SP:Iteration 4Q (2880.690000 sec): 3 clusters Score: Raw -18324.737769 + Penalty 530.701305 = -17794.036463 nChanged 13 SP:Iteration 5Q (2880.690000 sec): 3 clusters Score: Raw -18367.321750 + Penalty 530.701305 = -17836.620445 nChanged 11 SP:Iteration 6Q (2880.690000 sec): 3 clusters Score: Raw -18391.443740 + Penalty 530.701305 = -17860.742434 nChanged 3 SP:Iteration 7Q (2880.690000 sec): 3 clusters Score: Raw -18397.106139 + Penalty 530.701305 = -17866.404834 nChanged 6 SP:Iteration 8Q (2880.690000 sec): 3 clusters Score: Raw -18402.912535 + Penalty 530.701305 = -17872.211230 nChanged 4 SP:Iteration 9Q (2880.690000 sec): 3 clusters Score: Raw -18410.007640 + Penalty 530.701305 = -17879.306335 nChanged 5 SP:Iteration 10Q (2880.690000 sec): 3 clusters Score: Raw -18414.333596 + Penalty 530.701305 = -17883.632290 nChanged 1 SP:Iteration 11Q (2880.690000 sec): 3 clusters Score: Raw -18414.946488 + Penalty 530.701305 = -17884.245183 nChanged 0 SP:Iteration 12F (2880.690000 sec): 3 clusters Score: Raw -18414.946488 + Penalty 530.701305 = -17884.245183 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 25 (25500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.740000 sec): 2 clusters Score: Raw -1582576.004594 + Penalty 461.662735 = -1582114.341859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.770000 sec): 3 clusters Score: Raw -1565977.986688 + Penalty 923.325470 = -1565054.661218 nChanged 12125 SP:Iteration 1F (2880.810000 sec): 3 clusters Score: Raw -1573678.148475 + Penalty 923.325470 = -1572754.823005 nChanged 1492 SP:Iteration 2F (2880.840000 sec): 3 clusters Score: Raw -1574673.825966 + Penalty 923.325470 = -1573750.500497 nChanged 1845 SP:Iteration 3F (2880.870000 sec): 3 clusters Score: Raw -1576227.168474 + Penalty 923.325470 = -1575303.843004 nChanged 1997 SP:Iteration 4F (2880.900000 sec): 3 clusters Score: Raw -1578144.737140 + Penalty 923.325470 = -1577221.411671 nChanged 1714 SP:Iteration 5F (2880.930000 sec): 3 clusters Score: Raw -1579840.263237 + Penalty 923.325470 = -1578916.937767 nChanged 1272 SP:Iteration 6Q (2880.960000 sec): 3 clusters Score: Raw -1580981.548233 + Penalty 923.325470 = -1580058.222764 nChanged 802 SP:Iteration 7Q (2880.980000 sec): 3 clusters Score: Raw -1581653.579570 + Penalty 923.325470 = -1580730.254101 nChanged 515 SP:Iteration 8Q (2881.010000 sec): 3 clusters Score: Raw -1582045.826715 + Penalty 923.325470 = -1581122.501246 nChanged 317 SP:Iteration 9Q (2881.040000 sec): 3 clusters Score: Raw -1582279.189063 + Penalty 923.325470 = -1581355.863593 nChanged 178 SP:Iteration 10Q (2881.060000 sec): 3 clusters Score: Raw -1582407.546226 + Penalty 923.325470 = -1581484.220756 nChanged 123 SP:Iteration 11Q (2881.090000 sec): 3 clusters Score: Raw -1582497.812585 + Penalty 923.325470 = -1581574.487115 nChanged 65 SP:Iteration 12Q (2881.110000 sec): 3 clusters Score: Raw -1582543.942000 + Penalty 923.325470 = -1581620.616530 nChanged 47 SP:Iteration 13Q (2881.130000 sec): 3 clusters Score: Raw -1582572.989619 + Penalty 923.325470 = -1581649.664149 nChanged 30 SP:Iteration 14Q (2881.160000 sec): 3 clusters Score: Raw -1582594.841520 + Penalty 923.325470 = -1581671.516051 nChanged 25 SP:Iteration 15Q (2881.180000 sec): 3 clusters Score: Raw -1582613.887466 + Penalty 923.325470 = -1581690.561997 nChanged 14 SP:Iteration 16Q (2881.200000 sec): 3 clusters Score: Raw -1582634.933662 + Penalty 923.325470 = -1581711.608192 nChanged 11 SP:Iteration 17Q (2881.220000 sec): 3 clusters Score: Raw -1582645.947737 + Penalty 923.325470 = -1581722.622268 nChanged 4 SP:Iteration 18Q (2881.240000 sec): 3 clusters Score: Raw -1582648.655221 + Penalty 923.325470 = -1581725.329751 nChanged 2 SP:Iteration 19Q (2881.260000 sec): 3 clusters Score: Raw -1582649.730649 + Penalty 923.325470 = -1581726.405180 nChanged 1 SP:Iteration 20F (2881.300000 sec): 3 clusters Score: Raw -1582650.184273 + Penalty 923.325470 = -1581726.858803 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 26 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.310000 sec): 2 clusters Score: Raw -28323.103884 + Penalty 283.127220 = -28039.976664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.310000 sec): 3 clusters Score: Raw -28093.195988 + Penalty 566.254440 = -27526.941548 nChanged 171 SP:Iteration 1F (2881.310000 sec): 3 clusters Score: Raw -28201.829576 + Penalty 566.254440 = -27635.575136 nChanged 48 SP:Iteration 2F (2881.310000 sec): 3 clusters Score: Raw -28240.211593 + Penalty 566.254440 = -27673.957153 nChanged 27 SP:Iteration 3F (2881.310000 sec): 3 clusters Score: Raw -28260.966188 + Penalty 566.254440 = -27694.711748 nChanged 19 SP:Iteration 4Q (2881.310000 sec): 3 clusters Score: Raw -28276.098856 + Penalty 566.254440 = -27709.844415 nChanged 12 SP:Iteration 5Q (2881.310000 sec): 3 clusters Score: Raw -28279.556729 + Penalty 566.254440 = -27713.302289 nChanged 6 SP:Iteration 6Q (2881.310000 sec): 3 clusters Score: Raw -28280.855198 + Penalty 566.254440 = -27714.600758 nChanged 3 SP:Iteration 7Q (2881.310000 sec): 3 clusters Score: Raw -28281.556476 + Penalty 566.254440 = -27715.302036 nChanged 3 SP:Iteration 8Q (2881.320000 sec): 3 clusters Score: Raw -28282.228107 + Penalty 566.254440 = -27715.973667 nChanged 3 SP:Iteration 9Q (2881.320000 sec): 3 clusters Score: Raw -28283.066059 + Penalty 566.254440 = -27716.811619 nChanged 1 SP:Iteration 10Q (2881.320000 sec): 3 clusters Score: Raw -28283.260177 + Penalty 566.254440 = -27717.005736 nChanged 1 SP:Iteration 11Q (2881.320000 sec): 3 clusters Score: Raw -28285.636471 + Penalty 566.254440 = -27719.382031 nChanged 6 SP:Iteration 12Q (2881.320000 sec): 3 clusters Score: Raw -28290.964050 + Penalty 566.254440 = -27724.709610 nChanged 4 SP:Iteration 13Q (2881.320000 sec): 3 clusters Score: Raw -28293.831242 + Penalty 566.254440 = -27727.576801 nChanged 1 SP:Iteration 14Q (2881.320000 sec): 3 clusters Score: Raw -28293.952413 + Penalty 566.254440 = -27727.697973 nChanged 0 SP:Iteration 15F (2881.320000 sec): 3 clusters Score: Raw -28293.952413 + Penalty 566.254440 = -27727.697973 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 27 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.320000 sec): 2 clusters Score: Raw -6993.162024 + Penalty 224.190043 = -6768.971982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.320000 sec): 3 clusters Score: Raw -6994.502419 + Penalty 448.380085 = -6546.122333 nChanged 41 SP:Iteration 1F (2881.320000 sec): 3 clusters Score: Raw -7062.995857 + Penalty 448.380085 = -6614.615771 nChanged 11 SP:Iteration 2F (2881.320000 sec): 3 clusters Score: Raw -7095.082679 + Penalty 448.380085 = -6646.702593 nChanged 7 SP:Iteration 3F (2881.320000 sec): 3 clusters Score: Raw -7123.096641 + Penalty 448.380085 = -6674.716556 nChanged 6 SP:Iteration 4Q (2881.320000 sec): 3 clusters Score: Raw -7141.662701 + Penalty 448.380085 = -6693.282615 nChanged 4 SP:Iteration 5Q (2881.320000 sec): 3 clusters Score: Raw -7148.492224 + Penalty 448.380085 = -6700.112139 nChanged 4 SP:Iteration 6Q (2881.320000 sec): 3 clusters Score: Raw -7157.758296 + Penalty 448.380085 = -6709.378210 nChanged 2 SP:Iteration 7Q (2881.320000 sec): 3 clusters Score: Raw -7165.955901 + Penalty 448.380085 = -6717.575816 nChanged 2 SP:Iteration 8Q (2881.320000 sec): 3 clusters Score: Raw -7169.254217 + Penalty 448.380085 = -6720.874132 nChanged 1 SP:Iteration 9Q (2881.320000 sec): 3 clusters Score: Raw -7169.786238 + Penalty 448.380085 = -6721.406152 nChanged 0 SP:Iteration 10F (2881.320000 sec): 3 clusters Score: Raw -7169.786238 + Penalty 448.380085 = -6721.406152 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 28 (932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.320000 sec): 2 clusters Score: Raw -49095.707892 + Penalty 311.098643 = -48784.609249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.330000 sec): 3 clusters Score: Raw -48712.809665 + Penalty 622.197286 = -48090.612379 nChanged 353 SP:Iteration 1F (2881.330000 sec): 3 clusters Score: Raw -48998.557784 + Penalty 622.197286 = -48376.360498 nChanged 98 SP:Iteration 2F (2881.330000 sec): 3 clusters Score: Raw -49132.570726 + Penalty 622.197286 = -48510.373440 nChanged 64 SP:Iteration 3F (2881.330000 sec): 3 clusters Score: Raw -49206.016641 + Penalty 622.197286 = -48583.819355 nChanged 44 SP:Iteration 4Q (2881.330000 sec): 3 clusters Score: Raw -49244.957175 + Penalty 622.197286 = -48622.759889 nChanged 39 SP:Iteration 5Q (2881.330000 sec): 3 clusters Score: Raw -49280.667451 + Penalty 622.197286 = -48658.470165 nChanged 21 SP:Iteration 6Q (2881.330000 sec): 3 clusters Score: Raw -49304.609520 + Penalty 622.197286 = -48682.412233 nChanged 25 SP:Iteration 7Q (2881.330000 sec): 3 clusters Score: Raw -49330.397688 + Penalty 622.197286 = -48708.200402 nChanged 21 SP:Iteration 8Q (2881.340000 sec): 3 clusters Score: Raw -49353.550772 + Penalty 622.197286 = -48731.353486 nChanged 17 SP:Iteration 9Q (2881.340000 sec): 3 clusters Score: Raw -49364.848532 + Penalty 622.197286 = -48742.651245 nChanged 8 SP:Iteration 10Q (2881.340000 sec): 3 clusters Score: Raw -49372.939842 + Penalty 622.197286 = -48750.742556 nChanged 12 SP:Iteration 11Q (2881.340000 sec): 3 clusters Score: Raw -49390.462058 + Penalty 622.197286 = -48768.264772 nChanged 9 SP:Iteration 12Q (2881.340000 sec): 3 clusters Score: Raw -49397.340753 + Penalty 622.197286 = -48775.143467 nChanged 7 SP:Iteration 13Q (2881.340000 sec): 3 clusters Score: Raw -49399.214600 + Penalty 622.197286 = -48777.017314 nChanged 3 SP:Iteration 14Q (2881.340000 sec): 3 clusters Score: Raw -49399.792752 + Penalty 622.197286 = -48777.595465 nChanged 0 SP:Iteration 15F (2881.340000 sec): 3 clusters Score: Raw -49399.792752 + Penalty 622.197286 = -48777.595465 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 29 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.340000 sec): 2 clusters Score: Raw -38420.091717 + Penalty 300.479444 = -38119.612273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.340000 sec): 3 clusters Score: Raw -38056.165800 + Penalty 600.958888 = -37455.206912 nChanged 293 SP:Iteration 1F (2881.340000 sec): 3 clusters Score: Raw -38220.321612 + Penalty 600.958888 = -37619.362724 nChanged 68 SP:Iteration 2F (2881.350000 sec): 3 clusters Score: Raw -38270.827097 + Penalty 600.958888 = -37669.868209 nChanged 41 SP:Iteration 3F (2881.350000 sec): 3 clusters Score: Raw -38316.824102 + Penalty 600.958888 = -37715.865214 nChanged 31 SP:Iteration 4Q (2881.350000 sec): 3 clusters Score: Raw -38347.757626 + Penalty 600.958888 = -37746.798738 nChanged 34 SP:Iteration 5Q (2881.350000 sec): 3 clusters Score: Raw -38375.057806 + Penalty 600.958888 = -37774.098918 nChanged 30 SP:Iteration 6Q (2881.350000 sec): 3 clusters Score: Raw -38402.421689 + Penalty 600.958888 = -37801.462801 nChanged 27 SP:Iteration 7Q (2881.350000 sec): 3 clusters Score: Raw -38428.415145 + Penalty 600.958888 = -37827.456257 nChanged 23 SP:Iteration 8Q (2881.350000 sec): 3 clusters Score: Raw -38453.424149 + Penalty 600.958888 = -37852.465261 nChanged 22 SP:Iteration 9Q (2881.350000 sec): 3 clusters Score: Raw -38473.927489 + Penalty 600.958888 = -37872.968601 nChanged 17 SP:Iteration 10Q (2881.350000 sec): 3 clusters Score: Raw -38483.388646 + Penalty 600.958888 = -37882.429758 nChanged 11 SP:Iteration 11Q (2881.360000 sec): 3 clusters Score: Raw -38489.288964 + Penalty 600.958888 = -37888.330076 nChanged 9 SP:Iteration 12Q (2881.360000 sec): 3 clusters Score: Raw -38494.436098 + Penalty 600.958888 = -37893.477210 nChanged 8 SP:Iteration 13Q (2881.360000 sec): 3 clusters Score: Raw -38497.740141 + Penalty 600.958888 = -37896.781253 nChanged 3 SP:Iteration 14Q (2881.360000 sec): 3 clusters Score: Raw -38499.585713 + Penalty 600.958888 = -37898.626825 nChanged 5 SP:Iteration 15Q (2881.360000 sec): 3 clusters Score: Raw -38501.613267 + Penalty 600.958888 = -37900.654379 nChanged 2 SP:Iteration 16Q (2881.360000 sec): 3 clusters Score: Raw -38502.105520 + Penalty 600.958888 = -37901.146632 nChanged 4 SP:Iteration 17Q (2881.360000 sec): 3 clusters Score: Raw -38502.845340 + Penalty 600.958888 = -37901.886452 nChanged 1 SP:Iteration 18Q (2881.360000 sec): 3 clusters Score: Raw -38502.978311 + Penalty 600.958888 = -37902.019423 nChanged 0 SP:Iteration 19F (2881.360000 sec): 3 clusters Score: Raw -38502.978311 + Penalty 600.958888 = -37902.019423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 30 (2719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.360000 sec): 2 clusters Score: Raw -151587.232480 + Penalty 359.814885 = -151227.417595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.370000 sec): 3 clusters Score: Raw -150022.295036 + Penalty 719.629769 = -149302.665267 nChanged 1195 SP:Iteration 1F (2881.370000 sec): 3 clusters Score: Raw -150683.987694 + Penalty 719.629769 = -149964.357924 nChanged 172 SP:Iteration 2F (2881.380000 sec): 3 clusters Score: Raw -150748.927368 + Penalty 719.629769 = -150029.297598 nChanged 116 SP:Iteration 3Q (2881.380000 sec): 3 clusters Score: Raw -150805.463788 + Penalty 719.629769 = -150085.834019 nChanged 116 SP:Iteration 4Q (2881.380000 sec): 3 clusters Score: Raw -150868.526717 + Penalty 719.629769 = -150148.896948 nChanged 132 SP:Iteration 5Q (2881.380000 sec): 3 clusters Score: Raw -150956.771209 + Penalty 719.629769 = -150237.141439 nChanged 134 SP:Iteration 6Q (2881.390000 sec): 3 clusters Score: Raw -151047.717894 + Penalty 719.629769 = -150328.088125 nChanged 119 SP:Iteration 7Q (2881.390000 sec): 3 clusters Score: Raw -151112.703683 + Penalty 719.629769 = -150393.073913 nChanged 103 SP:Iteration 8Q (2881.390000 sec): 3 clusters Score: Raw -151162.933864 + Penalty 719.629769 = -150443.304094 nChanged 92 SP:Iteration 9Q (2881.400000 sec): 3 clusters Score: Raw -151206.997437 + Penalty 719.629769 = -150487.367668 nChanged 81 SP:Iteration 10Q (2881.400000 sec): 3 clusters Score: Raw -151256.554222 + Penalty 719.629769 = -150536.924453 nChanged 76 SP:Iteration 11Q (2881.400000 sec): 3 clusters Score: Raw -151303.645702 + Penalty 719.629769 = -150584.015933 nChanged 78 SP:Iteration 12Q (2881.400000 sec): 3 clusters Score: Raw -151352.334633 + Penalty 719.629769 = -150632.704863 nChanged 62 SP:Iteration 13Q (2881.410000 sec): 3 clusters Score: Raw -151379.712786 + Penalty 719.629769 = -150660.083016 nChanged 47 SP:Iteration 14Q (2881.410000 sec): 3 clusters Score: Raw -151395.984147 + Penalty 719.629769 = -150676.354377 nChanged 44 SP:Iteration 15Q (2881.420000 sec): 3 clusters Score: Raw -151410.586444 + Penalty 719.629769 = -150690.956674 nChanged 42 SP:Iteration 16Q (2881.420000 sec): 3 clusters Score: Raw -151422.504611 + Penalty 719.629769 = -150702.874841 nChanged 23 SP:Iteration 17Q (2881.420000 sec): 3 clusters Score: Raw -151429.348521 + Penalty 719.629769 = -150709.718751 nChanged 26 SP:Iteration 18Q (2881.420000 sec): 3 clusters Score: Raw -151436.875435 + Penalty 719.629769 = -150717.245665 nChanged 24 SP:Iteration 19Q (2881.430000 sec): 3 clusters Score: Raw -151443.146048 + Penalty 719.629769 = -150723.516279 nChanged 22 SP:Iteration 20F (2881.430000 sec): 3 clusters Score: Raw -151448.028636 + Penalty 719.629769 = -150728.398867 nChanged 15 SP:Iteration 21Q (2881.430000 sec): 3 clusters Score: Raw -151451.985553 + Penalty 719.629769 = -150732.355784 nChanged 19 SP:Iteration 22Q (2881.440000 sec): 3 clusters Score: Raw -151456.670576 + Penalty 719.629769 = -150737.040806 nChanged 17 SP:Iteration 23Q (2881.440000 sec): 3 clusters Score: Raw -151459.478449 + Penalty 719.629769 = -150739.848680 nChanged 16 SP:Iteration 24Q (2881.440000 sec): 3 clusters Score: Raw -151463.132567 + Penalty 719.629769 = -150743.502797 nChanged 20 SP:Iteration 25Q (2881.440000 sec): 3 clusters Score: Raw -151467.488886 + Penalty 719.629769 = -150747.859116 nChanged 20 SP:Iteration 26Q (2881.450000 sec): 3 clusters Score: Raw -151471.340215 + Penalty 719.629769 = -150751.710446 nChanged 13 SP:Iteration 27Q (2881.460000 sec): 3 clusters Score: Raw -151473.370063 + Penalty 719.629769 = -150753.740294 nChanged 9 SP:Iteration 28Q (2881.460000 sec): 3 clusters Score: Raw -151476.334409 + Penalty 719.629769 = -150756.704640 nChanged 13 SP:Iteration 29Q (2881.460000 sec): 3 clusters Score: Raw -151479.018329 + Penalty 719.629769 = -150759.388560 nChanged 10 SP:Iteration 30Q (2881.470000 sec): 3 clusters Score: Raw -151480.981793 + Penalty 719.629769 = -150761.352024 nChanged 13 SP:Iteration 31Q (2881.470000 sec): 3 clusters Score: Raw -151483.244003 + Penalty 719.629769 = -150763.614233 nChanged 13 SP:Iteration 32Q (2881.470000 sec): 3 clusters Score: Raw -151486.277591 + Penalty 719.629769 = -150766.647821 nChanged 9 SP:Iteration 33Q (2881.470000 sec): 3 clusters Score: Raw -151487.350471 + Penalty 719.629769 = -150767.720702 nChanged 4 SP:Iteration 34Q (2881.480000 sec): 3 clusters Score: Raw -151487.652523 + Penalty 719.629769 = -150768.022754 nChanged 4 SP:Iteration 35Q (2881.480000 sec): 3 clusters Score: Raw -151487.987613 + Penalty 719.629769 = -150768.357844 nChanged 2 SP:Iteration 36Q (2881.480000 sec): 3 clusters Score: Raw -151488.238876 + Penalty 719.629769 = -150768.609107 nChanged 3 SP:Iteration 37Q (2881.490000 sec): 3 clusters Score: Raw -151488.514535 + Penalty 719.629769 = -150768.884765 nChanged 1 SP:Iteration 38Q (2881.490000 sec): 3 clusters Score: Raw -151488.707195 + Penalty 719.629769 = -150769.077425 nChanged 0 SP:Iteration 39F (2881.490000 sec): 3 clusters Score: Raw -151488.707195 + Penalty 719.629769 = -150769.077425 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 31 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.490000 sec): 2 clusters Score: Raw -6263.337821 + Penalty 226.126505 = -6037.211316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.490000 sec): 3 clusters Score: Raw -6262.968156 + Penalty 452.253010 = -5810.715145 nChanged 37 SP:Iteration 1F (2881.490000 sec): 3 clusters Score: Raw -6351.288942 + Penalty 452.253010 = -5899.035932 nChanged 17 SP:Iteration 2F (2881.490000 sec): 3 clusters Score: Raw -6403.255642 + Penalty 452.253010 = -5951.002631 nChanged 3 SP:Iteration 3Q (2881.490000 sec): 3 clusters Score: Raw -6405.960567 + Penalty 452.253010 = -5953.707557 nChanged 1 SP:Iteration 4Q (2881.490000 sec): 3 clusters Score: Raw -6407.220602 + Penalty 452.253010 = -5954.967592 nChanged 1 SP:Iteration 5Q (2881.490000 sec): 3 clusters Score: Raw -6408.111163 + Penalty 452.253010 = -5955.858153 nChanged 1 SP:Iteration 6Q (2881.490000 sec): 3 clusters Score: Raw -6409.460575 + Penalty 452.253010 = -5957.207565 nChanged 1 SP:Iteration 7Q (2881.490000 sec): 3 clusters Score: Raw -6410.685625 + Penalty 452.253010 = -5958.432615 nChanged 0 SP:Iteration 8F (2881.490000 sec): 3 clusters Score: Raw -6410.685625 + Penalty 452.253010 = -5958.432615 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.500000 sec): 2 clusters Score: Raw -17182.039009 + Penalty 257.664702 = -16924.374308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.500000 sec): 3 clusters Score: Raw -17077.163876 + Penalty 515.329404 = -16561.834472 nChanged 91 SP:Iteration 1F (2881.500000 sec): 3 clusters Score: Raw -17170.304909 + Penalty 515.329404 = -16654.975506 nChanged 23 SP:Iteration 2F (2881.500000 sec): 3 clusters Score: Raw -17203.456566 + Penalty 515.329404 = -16688.127163 nChanged 11 SP:Iteration 3Q (2881.500000 sec): 3 clusters Score: Raw -17226.526153 + Penalty 515.329404 = -16711.196750 nChanged 9 SP:Iteration 4Q (2881.500000 sec): 3 clusters Score: Raw -17238.459089 + Penalty 515.329404 = -16723.129685 nChanged 4 SP:Iteration 5Q (2881.500000 sec): 3 clusters Score: Raw -17242.040630 + Penalty 515.329404 = -16726.711226 nChanged 4 SP:Iteration 6Q (2881.500000 sec): 3 clusters Score: Raw -17245.078317 + Penalty 515.329404 = -16729.748913 nChanged 5 SP:Iteration 7Q (2881.500000 sec): 3 clusters Score: Raw -17247.491777 + Penalty 515.329404 = -16732.162373 nChanged 4 SP:Iteration 8Q (2881.500000 sec): 3 clusters Score: Raw -17250.015534 + Penalty 515.329404 = -16734.686130 nChanged 3 SP:Iteration 9Q (2881.500000 sec): 3 clusters Score: Raw -17252.168582 + Penalty 515.329404 = -16736.839178 nChanged 4 SP:Iteration 10Q (2881.500000 sec): 3 clusters Score: Raw -17254.068525 + Penalty 515.329404 = -16738.739121 nChanged 6 SP:Iteration 11Q (2881.500000 sec): 3 clusters Score: Raw -17259.248762 + Penalty 515.329404 = -16743.919358 nChanged 8 SP:Iteration 12Q (2881.500000 sec): 3 clusters Score: Raw -17267.909766 + Penalty 515.329404 = -16752.580362 nChanged 8 SP:Iteration 13Q (2881.500000 sec): 3 clusters Score: Raw -17273.539299 + Penalty 515.329404 = -16758.209896 nChanged 3 SP:Iteration 14Q (2881.500000 sec): 3 clusters Score: Raw -17274.841213 + Penalty 515.329404 = -16759.511809 nChanged 3 SP:Iteration 15Q (2881.500000 sec): 3 clusters Score: Raw -17278.281251 + Penalty 515.329404 = -16762.951848 nChanged 9 SP:Iteration 16Q (2881.500000 sec): 3 clusters Score: Raw -17289.552751 + Penalty 515.329404 = -16774.223347 nChanged 9 SP:Iteration 17Q (2881.500000 sec): 3 clusters Score: Raw -17297.678872 + Penalty 515.329404 = -16782.349468 nChanged 2 SP:Iteration 18Q (2881.500000 sec): 3 clusters Score: Raw -17299.980659 + Penalty 515.329404 = -16784.651255 nChanged 2 SP:Iteration 19Q (2881.510000 sec): 3 clusters Score: Raw -17303.737217 + Penalty 515.329404 = -16788.407813 nChanged 1 SP:Iteration 20F (2881.510000 sec): 3 clusters Score: Raw -17305.809847 + Penalty 515.329404 = -16790.480443 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 33 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.510000 sec): 2 clusters Score: Raw -8690.837212 + Penalty 237.031620 = -8453.805592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.510000 sec): 3 clusters Score: Raw -8680.329424 + Penalty 474.063240 = -8206.266184 nChanged 59 SP:Iteration 1F (2881.510000 sec): 3 clusters Score: Raw -8763.167492 + Penalty 474.063240 = -8289.104252 nChanged 18 SP:Iteration 2F (2881.510000 sec): 3 clusters Score: Raw -8792.534711 + Penalty 474.063240 = -8318.471471 nChanged 3 SP:Iteration 3Q (2881.510000 sec): 3 clusters Score: Raw -8798.723255 + Penalty 474.063240 = -8324.660015 nChanged 2 SP:Iteration 4Q (2881.510000 sec): 3 clusters Score: Raw -8801.528241 + Penalty 474.063240 = -8327.465001 nChanged 0 SP:Iteration 5F (2881.510000 sec): 3 clusters Score: Raw -8801.528241 + Penalty 474.063240 = -8327.465001 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 34 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.510000 sec): 2 clusters Score: Raw -25462.412391 + Penalty 279.560446 = -25182.851944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.510000 sec): 3 clusters Score: Raw -25303.028053 + Penalty 559.120893 = -24743.907161 nChanged 154 SP:Iteration 1F (2881.510000 sec): 3 clusters Score: Raw -25453.246107 + Penalty 559.120893 = -24894.125214 nChanged 44 SP:Iteration 2F (2881.510000 sec): 3 clusters Score: Raw -25529.788511 + Penalty 559.120893 = -24970.667618 nChanged 36 SP:Iteration 3F (2881.510000 sec): 3 clusters Score: Raw -25597.505536 + Penalty 559.120893 = -25038.384643 nChanged 17 SP:Iteration 4Q (2881.510000 sec): 3 clusters Score: Raw -25623.911146 + Penalty 559.120893 = -25064.790253 nChanged 17 SP:Iteration 5Q (2881.510000 sec): 3 clusters Score: Raw -25659.310313 + Penalty 559.120893 = -25100.189420 nChanged 13 SP:Iteration 6Q (2881.510000 sec): 3 clusters Score: Raw -25676.481178 + Penalty 559.120893 = -25117.360285 nChanged 10 SP:Iteration 7Q (2881.510000 sec): 3 clusters Score: Raw -25688.979831 + Penalty 559.120893 = -25129.858939 nChanged 7 SP:Iteration 8Q (2881.510000 sec): 3 clusters Score: Raw -25696.191021 + Penalty 559.120893 = -25137.070129 nChanged 4 SP:Iteration 9Q (2881.510000 sec): 3 clusters Score: Raw -25699.988219 + Penalty 559.120893 = -25140.867326 nChanged 1 SP:Iteration 10Q (2881.510000 sec): 3 clusters Score: Raw -25700.659582 + Penalty 559.120893 = -25141.538690 nChanged 2 SP:Iteration 11Q (2881.510000 sec): 3 clusters Score: Raw -25702.751190 + Penalty 559.120893 = -25143.630297 nChanged 2 SP:Iteration 12Q (2881.510000 sec): 3 clusters Score: Raw -25703.615574 + Penalty 559.120893 = -25144.494682 nChanged 1 SP:Iteration 13Q (2881.510000 sec): 3 clusters Score: Raw -25704.203612 + Penalty 559.120893 = -25145.082719 nChanged 1 SP:Iteration 14Q (2881.520000 sec): 3 clusters Score: Raw -25705.782227 + Penalty 559.120893 = -25146.661334 nChanged 1 SP:Iteration 15Q (2881.520000 sec): 3 clusters Score: Raw -25708.071686 + Penalty 559.120893 = -25148.950794 nChanged 1 SP:Iteration 16Q (2881.520000 sec): 3 clusters Score: Raw -25709.404475 + Penalty 559.120893 = -25150.283582 nChanged 1 SP:Iteration 17Q (2881.520000 sec): 3 clusters Score: Raw -25712.714430 + Penalty 559.120893 = -25153.593537 nChanged 1 SP:Iteration 18Q (2881.520000 sec): 3 clusters Score: Raw -25713.258909 + Penalty 559.120893 = -25154.138016 nChanged 1 SP:Iteration 19Q (2881.520000 sec): 3 clusters Score: Raw -25715.195552 + Penalty 559.120893 = -25156.074659 nChanged 1 SP:Iteration 20F (2881.520000 sec): 3 clusters Score: Raw -25715.854263 + Penalty 559.120893 = -25156.733371 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 35 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.520000 sec): 2 clusters Score: Raw -25955.010806 + Penalty 277.768092 = -25677.242714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.520000 sec): 3 clusters Score: Raw -25769.940319 + Penalty 555.536184 = -25214.404135 nChanged 158 SP:Iteration 1F (2881.520000 sec): 3 clusters Score: Raw -25921.312221 + Penalty 555.536184 = -25365.776037 nChanged 42 SP:Iteration 2F (2881.520000 sec): 3 clusters Score: Raw -25952.936781 + Penalty 555.536184 = -25397.400597 nChanged 17 SP:Iteration 3Q (2881.520000 sec): 3 clusters Score: Raw -25964.621446 + Penalty 555.536184 = -25409.085262 nChanged 7 SP:Iteration 4Q (2881.520000 sec): 3 clusters Score: Raw -25969.871678 + Penalty 555.536184 = -25414.335493 nChanged 9 SP:Iteration 5Q (2881.530000 sec): 3 clusters Score: Raw -25983.082852 + Penalty 555.536184 = -25427.546668 nChanged 7 SP:Iteration 6Q (2881.530000 sec): 3 clusters Score: Raw -25995.575466 + Penalty 555.536184 = -25440.039282 nChanged 7 SP:Iteration 7Q (2881.530000 sec): 3 clusters Score: Raw -26005.447300 + Penalty 555.536184 = -25449.911116 nChanged 4 SP:Iteration 8Q (2881.530000 sec): 3 clusters Score: Raw -26011.078656 + Penalty 555.536184 = -25455.542472 nChanged 5 SP:Iteration 9Q (2881.530000 sec): 3 clusters Score: Raw -26016.720091 + Penalty 555.536184 = -25461.183907 nChanged 5 SP:Iteration 10Q (2881.530000 sec): 3 clusters Score: Raw -26019.740997 + Penalty 555.536184 = -25464.204812 nChanged 2 SP:Iteration 11Q (2881.530000 sec): 3 clusters Score: Raw -26020.400055 + Penalty 555.536184 = -25464.863870 nChanged 0 SP:Iteration 12F (2881.530000 sec): 3 clusters Score: Raw -26020.400055 + Penalty 555.536184 = -25464.863870 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 36 (7232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.540000 sec): 2 clusters Score: Raw -425945.702488 + Penalty 404.325326 = -425541.377162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.550000 sec): 3 clusters Score: Raw -421479.804858 + Penalty 808.650652 = -420671.154206 nChanged 3324 SP:Iteration 1F (2881.560000 sec): 3 clusters Score: Raw -423667.916846 + Penalty 808.650652 = -422859.266194 nChanged 603 SP:Iteration 2F (2881.570000 sec): 3 clusters Score: Raw -424126.515904 + Penalty 808.650652 = -423317.865252 nChanged 630 SP:Iteration 3F (2881.570000 sec): 3 clusters Score: Raw -424673.038629 + Penalty 808.650652 = -423864.387977 nChanged 498 SP:Iteration 4F (2881.580000 sec): 3 clusters Score: Raw -425201.981922 + Penalty 808.650652 = -424393.331270 nChanged 337 SP:Iteration 5Q (2881.590000 sec): 3 clusters Score: Raw -425562.800959 + Penalty 808.650652 = -424754.150306 nChanged 230 SP:Iteration 6Q (2881.600000 sec): 3 clusters Score: Raw -425754.489836 + Penalty 808.650652 = -424945.839184 nChanged 148 SP:Iteration 7Q (2881.610000 sec): 3 clusters Score: Raw -425857.048784 + Penalty 808.650652 = -425048.398132 nChanged 106 SP:Iteration 8Q (2881.610000 sec): 3 clusters Score: Raw -425918.579588 + Penalty 808.650652 = -425109.928936 nChanged 85 SP:Iteration 9Q (2881.620000 sec): 3 clusters Score: Raw -425961.778053 + Penalty 808.650652 = -425153.127401 nChanged 63 SP:Iteration 10Q (2881.630000 sec): 3 clusters Score: Raw -425988.682496 + Penalty 808.650652 = -425180.031844 nChanged 54 SP:Iteration 11Q (2881.630000 sec): 3 clusters Score: Raw -426012.367202 + Penalty 808.650652 = -425203.716550 nChanged 52 SP:Iteration 12Q (2881.640000 sec): 3 clusters Score: Raw -426037.481245 + Penalty 808.650652 = -425228.830593 nChanged 49 SP:Iteration 13Q (2881.650000 sec): 3 clusters Score: Raw -426057.642829 + Penalty 808.650652 = -425248.992177 nChanged 26 SP:Iteration 14Q (2881.660000 sec): 3 clusters Score: Raw -426066.567171 + Penalty 808.650652 = -425257.916519 nChanged 27 SP:Iteration 15Q (2881.660000 sec): 3 clusters Score: Raw -426074.941300 + Penalty 808.650652 = -425266.290647 nChanged 14 SP:Iteration 16Q (2881.670000 sec): 3 clusters Score: Raw -426080.084469 + Penalty 808.650652 = -425271.433817 nChanged 12 SP:Iteration 17Q (2881.680000 sec): 3 clusters Score: Raw -426083.309465 + Penalty 808.650652 = -425274.658813 nChanged 9 SP:Iteration 18Q (2881.680000 sec): 3 clusters Score: Raw -426085.073604 + Penalty 808.650652 = -425276.422952 nChanged 8 SP:Iteration 19Q (2881.690000 sec): 3 clusters Score: Raw -426086.849960 + Penalty 808.650652 = -425278.199307 nChanged 10 SP:Iteration 20F (2881.700000 sec): 3 clusters Score: Raw -426088.717606 + Penalty 808.650652 = -425280.066954 nChanged 6 SP:Iteration 21Q (2881.710000 sec): 3 clusters Score: Raw -426089.583222 + Penalty 808.650652 = -425280.932570 nChanged 2 SP:Iteration 22Q (2881.710000 sec): 3 clusters Score: Raw -426090.303114 + Penalty 808.650652 = -425281.652462 nChanged 2 SP:Iteration 23Q (2881.720000 sec): 3 clusters Score: Raw -426090.509155 + Penalty 808.650652 = -425281.858503 nChanged 1 SP:Iteration 24Q (2881.720000 sec): 3 clusters Score: Raw -426090.608043 + Penalty 808.650652 = -425281.957391 nChanged 0 SP:Iteration 25F (2881.730000 sec): 3 clusters Score: Raw -426090.608043 + Penalty 808.650652 = -425281.957391 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 37 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.730000 sec): 2 clusters Score: Raw -12387.347323 + Penalty 243.076208 = -12144.271114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.730000 sec): 3 clusters Score: Raw -12340.292012 + Penalty 486.152417 = -11854.139595 nChanged 52 SP:Iteration 1F (2881.740000 sec): 3 clusters Score: Raw -12395.746340 + Penalty 486.152417 = -11909.593923 nChanged 13 SP:Iteration 2F (2881.740000 sec): 3 clusters Score: Raw -12410.928559 + Penalty 486.152417 = -11924.776143 nChanged 3 SP:Iteration 3Q (2881.740000 sec): 3 clusters Score: Raw -12414.501830 + Penalty 486.152417 = -11928.349413 nChanged 2 SP:Iteration 4Q (2881.740000 sec): 3 clusters Score: Raw -12421.251956 + Penalty 486.152417 = -11935.099539 nChanged 3 SP:Iteration 5Q (2881.740000 sec): 3 clusters Score: Raw -12425.568321 + Penalty 486.152417 = -11939.415904 nChanged 3 SP:Iteration 6Q (2881.740000 sec): 3 clusters Score: Raw -12430.988927 + Penalty 486.152417 = -11944.836510 nChanged 3 SP:Iteration 7Q (2881.740000 sec): 3 clusters Score: Raw -12432.894167 + Penalty 486.152417 = -11946.741750 nChanged 0 SP:Iteration 8F (2881.740000 sec): 3 clusters Score: Raw -12432.894167 + Penalty 486.152417 = -11946.741750 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 38 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.740000 sec): 2 clusters Score: Raw -6948.816789 + Penalty 220.410512 = -6728.406276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.740000 sec): 3 clusters Score: Raw -6937.348690 + Penalty 440.821025 = -6496.527666 nChanged 28 SP:Iteration 1F (2881.740000 sec): 3 clusters Score: Raw -6975.030563 + Penalty 440.821025 = -6534.209538 nChanged 6 SP:Iteration 2Q (2881.740000 sec): 3 clusters Score: Raw -6997.208037 + Penalty 440.821025 = -6556.387012 nChanged 4 SP:Iteration 3Q (2881.740000 sec): 3 clusters Score: Raw -7010.496341 + Penalty 440.821025 = -6569.675316 nChanged 3 SP:Iteration 4Q (2881.740000 sec): 3 clusters Score: Raw -7015.598016 + Penalty 440.821025 = -6574.776991 nChanged 1 SP:Iteration 5Q (2881.740000 sec): 3 clusters Score: Raw -7017.415557 + Penalty 440.821025 = -6576.594532 nChanged 0 SP:Iteration 6F (2881.740000 sec): 3 clusters Score: Raw -7017.415557 + Penalty 440.821025 = -6576.594532 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 39 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.740000 sec): 2 clusters Score: Raw -10989.280786 + Penalty 243.293393 = -10745.987393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.740000 sec): 3 clusters Score: Raw -10931.898949 + Penalty 486.586785 = -10445.312164 nChanged 60 SP:Iteration 1F (2881.740000 sec): 3 clusters Score: Raw -11022.005176 + Penalty 486.586785 = -10535.418391 nChanged 21 SP:Iteration 2F (2881.740000 sec): 3 clusters Score: Raw -11090.533715 + Penalty 486.586785 = -10603.946929 nChanged 17 SP:Iteration 3F (2881.740000 sec): 3 clusters Score: Raw -11154.068173 + Penalty 486.586785 = -10667.481388 nChanged 11 SP:Iteration 4F (2881.740000 sec): 3 clusters Score: Raw -11174.994455 + Penalty 486.586785 = -10688.407670 nChanged 4 SP:Iteration 5Q (2881.740000 sec): 3 clusters Score: Raw -11184.564405 + Penalty 486.586785 = -10697.977620 nChanged 6 SP:Iteration 6Q (2881.740000 sec): 3 clusters Score: Raw -11201.036717 + Penalty 486.586785 = -10714.449932 nChanged 8 SP:Iteration 7Q (2881.740000 sec): 3 clusters Score: Raw -11216.520772 + Penalty 486.586785 = -10729.933986 nChanged 1 SP:Iteration 8Q (2881.740000 sec): 3 clusters Score: Raw -11218.064252 + Penalty 486.586785 = -10731.477467 nChanged 1 SP:Iteration 9Q (2881.750000 sec): 3 clusters Score: Raw -11223.703312 + Penalty 486.586785 = -10737.116527 nChanged 3 SP:Iteration 10Q (2881.750000 sec): 3 clusters Score: Raw -11235.931034 + Penalty 486.586785 = -10749.344248 nChanged 3 SP:Iteration 11Q (2881.750000 sec): 3 clusters Score: Raw -11254.530321 + Penalty 486.586785 = -10767.943535 nChanged 3 SP:Iteration 12Q (2881.750000 sec): 3 clusters Score: Raw -11269.015540 + Penalty 486.586785 = -10782.428755 nChanged 3 SP:Iteration 13Q (2881.750000 sec): 3 clusters Score: Raw -11288.387138 + Penalty 486.586785 = -10801.800353 nChanged 0 SP:Iteration 14F (2881.750000 sec): 3 clusters Score: Raw -11288.387138 + Penalty 486.586785 = -10801.800353 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 40 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.750000 sec): 2 clusters Score: Raw -6037.634119 + Penalty 213.871857 = -5823.762262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.750000 sec): 3 clusters Score: Raw -6040.037522 + Penalty 427.743713 = -5612.293809 nChanged 16 SP:Iteration 1F (2881.750000 sec): 3 clusters Score: Raw -6067.576003 + Penalty 427.743713 = -5639.832290 nChanged 6 SP:Iteration 2F (2881.750000 sec): 3 clusters Score: Raw -6080.078725 + Penalty 427.743713 = -5652.335012 nChanged 3 SP:Iteration 3Q (2881.750000 sec): 3 clusters Score: Raw -6089.511138 + Penalty 427.743713 = -5661.767424 nChanged 1 SP:Iteration 4Q (2881.750000 sec): 3 clusters Score: Raw -6090.608204 + Penalty 427.743713 = -5662.864491 nChanged 0 SP:Iteration 5F (2881.750000 sec): 3 clusters Score: Raw -6090.608204 + Penalty 427.743713 = -5662.864491 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 41 (3453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.750000 sec): 2 clusters Score: Raw -206769.805558 + Penalty 370.688441 = -206399.117118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.760000 sec): 3 clusters Score: Raw -204727.670331 + Penalty 741.376881 = -203986.293450 nChanged 1518 SP:Iteration 1F (2881.760000 sec): 3 clusters Score: Raw -205638.292699 + Penalty 741.376881 = -204896.915817 nChanged 221 SP:Iteration 2F (2881.770000 sec): 3 clusters Score: Raw -205735.168687 + Penalty 741.376881 = -204993.791805 nChanged 183 SP:Iteration 3F (2881.770000 sec): 3 clusters Score: Raw -205824.589838 + Penalty 741.376881 = -205083.212957 nChanged 171 SP:Iteration 4Q (2881.770000 sec): 3 clusters Score: Raw -205911.626607 + Penalty 741.376881 = -205170.249726 nChanged 159 SP:Iteration 5Q (2881.780000 sec): 3 clusters Score: Raw -205993.975038 + Penalty 741.376881 = -205252.598157 nChanged 150 SP:Iteration 6Q (2881.780000 sec): 3 clusters Score: Raw -206094.112722 + Penalty 741.376881 = -205352.735841 nChanged 167 SP:Iteration 7Q (2881.790000 sec): 3 clusters Score: Raw -206196.660639 + Penalty 741.376881 = -205455.283758 nChanged 149 SP:Iteration 8Q (2881.790000 sec): 3 clusters Score: Raw -206301.248977 + Penalty 741.376881 = -205559.872096 nChanged 141 SP:Iteration 9Q (2881.790000 sec): 3 clusters Score: Raw -206430.149236 + Penalty 741.376881 = -205688.772354 nChanged 98 SP:Iteration 10Q (2881.790000 sec): 3 clusters Score: Raw -206512.465701 + Penalty 741.376881 = -205771.088820 nChanged 90 SP:Iteration 11Q (2881.800000 sec): 3 clusters Score: Raw -206589.568285 + Penalty 741.376881 = -205848.191403 nChanged 77 SP:Iteration 12Q (2881.800000 sec): 3 clusters Score: Raw -206653.411338 + Penalty 741.376881 = -205912.034456 nChanged 49 SP:Iteration 13Q (2881.810000 sec): 3 clusters Score: Raw -206699.300145 + Penalty 741.376881 = -205957.923263 nChanged 41 SP:Iteration 14Q (2881.810000 sec): 3 clusters Score: Raw -206732.380804 + Penalty 741.376881 = -205991.003922 nChanged 25 SP:Iteration 15Q (2881.810000 sec): 3 clusters Score: Raw -206751.192657 + Penalty 741.376881 = -206009.815776 nChanged 17 SP:Iteration 16Q (2881.810000 sec): 3 clusters Score: Raw -206761.511598 + Penalty 741.376881 = -206020.134716 nChanged 12 SP:Iteration 17Q (2881.820000 sec): 3 clusters Score: Raw -206770.141764 + Penalty 741.376881 = -206028.764883 nChanged 18 SP:Iteration 18Q (2881.820000 sec): 3 clusters Score: Raw -206779.121977 + Penalty 741.376881 = -206037.745096 nChanged 19 SP:Iteration 19Q (2881.820000 sec): 3 clusters Score: Raw -206785.008164 + Penalty 741.376881 = -206043.631283 nChanged 14 SP:Iteration 20F (2881.830000 sec): 3 clusters Score: Raw -206787.242147 + Penalty 741.376881 = -206045.865266 nChanged 3 SP:Iteration 21Q (2881.830000 sec): 3 clusters Score: Raw -206787.703964 + Penalty 741.376881 = -206046.327083 nChanged 0 SP:Iteration 22F (2881.830000 sec): 3 clusters Score: Raw -206787.703964 + Penalty 741.376881 = -206046.327083 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 42 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.840000 sec): 2 clusters Score: Raw -47577.556242 + Penalty 304.658851 = -47272.897391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.840000 sec): 3 clusters Score: Raw -47203.394517 + Penalty 609.317701 = -46594.076816 nChanged 307 SP:Iteration 1F (2881.840000 sec): 3 clusters Score: Raw -47372.342687 + Penalty 609.317701 = -46763.024985 nChanged 63 SP:Iteration 2F (2881.840000 sec): 3 clusters Score: Raw -47406.186145 + Penalty 609.317701 = -46796.868444 nChanged 45 SP:Iteration 3F (2881.840000 sec): 3 clusters Score: Raw -47430.928041 + Penalty 609.317701 = -46821.610339 nChanged 40 SP:Iteration 4Q (2881.840000 sec): 3 clusters Score: Raw -47457.977874 + Penalty 609.317701 = -46848.660173 nChanged 38 SP:Iteration 5Q (2881.840000 sec): 3 clusters Score: Raw -47485.911376 + Penalty 609.317701 = -46876.593675 nChanged 44 SP:Iteration 6F (2881.850000 sec): 3 clusters Score: Raw -47527.237247 + Penalty 609.317701 = -46917.919545 nChanged 39 SP:Iteration 7Q (2881.850000 sec): 3 clusters Score: Raw -47575.543057 + Penalty 609.317701 = -46966.225356 nChanged 38 SP:Iteration 8Q (2881.850000 sec): 3 clusters Score: Raw -47625.772279 + Penalty 609.317701 = -47016.454578 nChanged 35 SP:Iteration 9Q (2881.850000 sec): 3 clusters Score: Raw -47661.182122 + Penalty 609.317701 = -47051.864421 nChanged 27 SP:Iteration 10Q (2881.850000 sec): 3 clusters Score: Raw -47685.175701 + Penalty 609.317701 = -47075.858000 nChanged 15 SP:Iteration 11Q (2881.850000 sec): 3 clusters Score: Raw -47701.890406 + Penalty 609.317701 = -47092.572704 nChanged 10 SP:Iteration 12Q (2881.850000 sec): 3 clusters Score: Raw -47709.012804 + Penalty 609.317701 = -47099.695103 nChanged 7 SP:Iteration 13Q (2881.850000 sec): 3 clusters Score: Raw -47712.154154 + Penalty 609.317701 = -47102.836453 nChanged 6 SP:Iteration 14Q (2881.850000 sec): 3 clusters Score: Raw -47716.190055 + Penalty 609.317701 = -47106.872353 nChanged 2 SP:Iteration 15Q (2881.850000 sec): 3 clusters Score: Raw -47717.355821 + Penalty 609.317701 = -47108.038120 nChanged 0 SP:Iteration 16F (2881.850000 sec): 3 clusters Score: Raw -47717.355821 + Penalty 609.317701 = -47108.038120 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 44 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.850000 sec): 2 clusters Score: Raw -14271.132720 + Penalty 255.063994 = -14016.068726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.850000 sec): 3 clusters Score: Raw -14200.134987 + Penalty 510.127988 = -13690.006999 nChanged 77 SP:Iteration 1F (2881.850000 sec): 3 clusters Score: Raw -14259.046986 + Penalty 510.127988 = -13748.918998 nChanged 20 SP:Iteration 2F (2881.850000 sec): 3 clusters Score: Raw -14282.052224 + Penalty 510.127988 = -13771.924236 nChanged 10 SP:Iteration 3Q (2881.860000 sec): 3 clusters Score: Raw -14299.832537 + Penalty 510.127988 = -13789.704549 nChanged 11 SP:Iteration 4Q (2881.860000 sec): 3 clusters Score: Raw -14313.189804 + Penalty 510.127988 = -13803.061816 nChanged 7 SP:Iteration 5Q (2881.860000 sec): 3 clusters Score: Raw -14322.926692 + Penalty 510.127988 = -13812.798704 nChanged 7 SP:Iteration 6Q (2881.860000 sec): 3 clusters Score: Raw -14330.423790 + Penalty 510.127988 = -13820.295802 nChanged 2 SP:Iteration 7Q (2881.860000 sec): 3 clusters Score: Raw -14331.288200 + Penalty 510.127988 = -13821.160211 nChanged 0 SP:Iteration 8F (2881.860000 sec): 3 clusters Score: Raw -14331.288200 + Penalty 510.127988 = -13821.160211 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 45 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.860000 sec): 2 clusters Score: Raw -7138.866780 + Penalty 218.954388 = -6919.912392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.860000 sec): 3 clusters Score: Raw -7135.288913 + Penalty 437.908776 = -6697.380137 nChanged 23 SP:Iteration 1F (2881.860000 sec): 3 clusters Score: Raw -7159.500058 + Penalty 437.908776 = -6721.591282 nChanged 6 SP:Iteration 2Q (2881.860000 sec): 3 clusters Score: Raw -7168.181808 + Penalty 437.908776 = -6730.273032 nChanged 3 SP:Iteration 3Q (2881.860000 sec): 3 clusters Score: Raw -7172.656479 + Penalty 437.908776 = -6734.747702 nChanged 2 SP:Iteration 4Q (2881.860000 sec): 3 clusters Score: Raw -7183.777250 + Penalty 437.908776 = -6745.868473 nChanged 3 SP:Iteration 5Q (2881.860000 sec): 3 clusters Score: Raw -7193.313426 + Penalty 437.908776 = -6755.404649 nChanged 2 SP:Iteration 6Q (2881.860000 sec): 3 clusters Score: Raw -7195.412640 + Penalty 437.908776 = -6757.503864 nChanged 0 SP:Iteration 7F (2881.860000 sec): 3 clusters Score: Raw -7195.412640 + Penalty 437.908776 = -6757.503864 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.860000 sec): 2 clusters Score: Raw -10387.026361 + Penalty 236.026054 = -10151.000307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.860000 sec): 3 clusters Score: Raw -10350.946698 + Penalty 472.052108 = -9878.894590 nChanged 47 SP:Iteration 1F (2881.860000 sec): 3 clusters Score: Raw -10397.693366 + Penalty 472.052108 = -9925.641257 nChanged 14 SP:Iteration 2F (2881.860000 sec): 3 clusters Score: Raw -10435.922525 + Penalty 472.052108 = -9963.870417 nChanged 12 SP:Iteration 3F (2881.860000 sec): 3 clusters Score: Raw -10487.963436 + Penalty 472.052108 = -10015.911328 nChanged 6 SP:Iteration 4Q (2881.860000 sec): 3 clusters Score: Raw -10505.520598 + Penalty 472.052108 = -10033.468490 nChanged 7 SP:Iteration 5Q (2881.860000 sec): 3 clusters Score: Raw -10524.961115 + Penalty 472.052108 = -10052.909006 nChanged 1 SP:Iteration 6Q (2881.860000 sec): 3 clusters Score: Raw -10525.879391 + Penalty 472.052108 = -10053.827283 nChanged 1 SP:Iteration 7Q (2881.860000 sec): 3 clusters Score: Raw -10526.953915 + Penalty 472.052108 = -10054.901807 nChanged 0 SP:Iteration 8F (2881.860000 sec): 3 clusters Score: Raw -10526.953915 + Penalty 472.052108 = -10054.901807 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 47 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2881.870000 sec): 2 clusters Score: Raw -6064.774572 + Penalty 210.436263 = -5854.338309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2881.870000 sec): 3 clusters Score: Raw -6060.413100 + Penalty 420.872526 = -5639.540574 nChanged 16 SP:Iteration 1F (2881.870000 sec): 3 clusters Score: Raw -6098.026646 + Penalty 420.872526 = -5677.154120 nChanged 5 SP:Iteration 2Q (2881.870000 sec): 3 clusters Score: Raw -6106.414326 + Penalty 420.872526 = -5685.541800 nChanged 1 SP:Iteration 3Q (2881.870000 sec): 3 clusters Score: Raw -6109.437173 + Penalty 420.872526 = -5688.564647 nChanged 1 SP:Iteration 4Q (2881.870000 sec): 3 clusters Score: Raw -6112.928537 + Penalty 420.872526 = -5692.056011 nChanged 1 SP:Iteration 5Q (2881.870000 sec): 3 clusters Score: Raw -6114.184238 + Penalty 420.872526 = -5693.311712 nChanged 1 SP:Iteration 6Q (2881.870000 sec): 3 clusters Score: Raw -6115.587548 + Penalty 420.872526 = -5694.715022 nChanged 0 SP:Iteration 7F (2881.870000 sec): 3 clusters Score: Raw -6115.587548 + Penalty 420.872526 = -5694.715022 nChanged 0 Deleting Class 43 (31 points): Lose 566.897473 but Gain 588.735889 Iteration 179Q (2885.690000 sec): 48 clusters Score: Raw -23846599.137706 + Penalty 27670.586782 = -23818928.550923 nChanged 65 Iteration 180F (2894.340000 sec): 48 clusters Score: Raw -23846741.877656 + Penalty 27670.586782 = -23819071.290873 nChanged 55 Iteration 181Q (2898.100000 sec): 48 clusters Score: Raw -23846782.501155 + Penalty 27670.586782 = -23819111.914373 nChanged 45 Iteration 182Q (2901.870000 sec): 48 clusters Score: Raw -23846785.492079 + Penalty 27670.586782 = -23819114.905297 nChanged 47 Iteration 183Q (2905.600000 sec): 48 clusters Score: Raw -23846787.505602 + Penalty 27670.586782 = -23819116.918819 nChanged 32 Iteration 184Q (2909.380000 sec): 48 clusters Score: Raw -23846788.976255 + Penalty 27670.586782 = -23819118.389473 nChanged 33 Iteration 185Q (2913.140000 sec): 48 clusters Score: Raw -23846791.275753 + Penalty 27670.586782 = -23819120.688970 nChanged 26 Iteration 186Q (2916.870000 sec): 48 clusters Score: Raw -23846792.937810 + Penalty 27670.586782 = -23819122.351028 nChanged 22 Iteration 187Q (2920.670000 sec): 48 clusters Score: Raw -23846793.623025 + Penalty 27670.586782 = -23819123.036242 nChanged 14 Iteration 188Q (2924.430000 sec): 48 clusters Score: Raw -23846794.140616 + Penalty 27670.586782 = -23819123.553834 nChanged 16 Iteration 189Q (2928.200000 sec): 48 clusters Score: Raw -23846795.127740 + Penalty 27670.586782 = -23819124.540958 nChanged 18 Iteration 190Q (2931.960000 sec): 48 clusters Score: Raw -23846796.167552 + Penalty 27670.586782 = -23819125.580769 nChanged 18 Iteration 191Q (2935.750000 sec): 48 clusters Score: Raw -23846797.450490 + Penalty 27670.586782 = -23819126.863707 nChanged 24 Iteration 192Q (2939.520000 sec): 48 clusters Score: Raw -23846798.384057 + Penalty 27670.586782 = -23819127.797274 nChanged 27 Iteration 193Q (2943.340000 sec): 48 clusters Score: Raw -23846799.714653 + Penalty 27670.586782 = -23819129.127871 nChanged 30 Iteration 194Q (2947.090000 sec): 48 clusters Score: Raw -23846803.155983 + Penalty 27670.586782 = -23819132.569201 nChanged 36 Iteration 195Q (2950.870000 sec): 48 clusters Score: Raw -23846805.114673 + Penalty 27670.586782 = -23819134.527890 nChanged 29 Iteration 196Q (2954.620000 sec): 48 clusters Score: Raw -23846806.590125 + Penalty 27670.586782 = -23819136.003343 nChanged 28 Iteration 197Q (2958.390000 sec): 48 clusters Score: Raw -23846807.992380 + Penalty 27670.586782 = -23819137.405598 nChanged 22 Iteration 198Q (2962.150000 sec): 48 clusters Score: Raw -23846808.806393 + Penalty 27670.586782 = -23819138.219611 nChanged 24 Iteration 199Q (2965.920000 sec): 48 clusters Score: Raw -23846809.585501 + Penalty 27670.586782 = -23819138.998719 nChanged 22 Iteration 200F (2974.410000 sec): 48 clusters Score: Raw -23846810.107858 + Penalty 27670.586782 = -23819139.521075 nChanged 18 Iteration 201Q (2978.170000 sec): 48 clusters Score: Raw -23846810.635717 + Penalty 27670.586782 = -23819140.048935 nChanged 17 Iteration 202Q (2981.760000 sec): 48 clusters Score: Raw -23846810.980154 + Penalty 27670.586782 = -23819140.393371 nChanged 20 Iteration 203Q (2985.330000 sec): 48 clusters Score: Raw -23846811.413804 + Penalty 27670.586782 = -23819140.827021 nChanged 17 Iteration 204Q (2988.920000 sec): 48 clusters Score: Raw -23846811.859857 + Penalty 27670.586782 = -23819141.273074 nChanged 15 Iteration 205Q (2992.490000 sec): 48 clusters Score: Raw -23846812.199918 + Penalty 27670.586782 = -23819141.613135 nChanged 16 Iteration 206Q (2996.040000 sec): 48 clusters Score: Raw -23846812.377529 + Penalty 27670.586782 = -23819141.790746 nChanged 6 Iteration 207Q (2999.610000 sec): 48 clusters Score: Raw -23846812.452791 + Penalty 27670.586782 = -23819141.866009 nChanged 4 Iteration 208Q (3003.170000 sec): 48 clusters Score: Raw -23846812.531689 + Penalty 27670.586782 = -23819141.944906 nChanged 4 Iteration 209Q (3006.730000 sec): 48 clusters Score: Raw -23846812.598320 + Penalty 27670.586782 = -23819142.011538 nChanged 1 Iteration 210Q (3010.360000 sec): 48 clusters Score: Raw -23846812.618188 + Penalty 27670.586782 = -23819142.031405 nChanged 3 Iteration 211Q (3013.950000 sec): 48 clusters Score: Raw -23846812.643695 + Penalty 27670.586782 = -23819142.056913 nChanged 0 Iteration 212F (3021.710000 sec): 48 clusters Score: Raw -23846812.643695 + Penalty 27670.586782 = -23819142.056913 nChanged 0 Compute initial score before splitting: Score: Raw -23846812.643695 + Penalty 27670.586782 = -23819142.056913 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3021.730000 sec): 2 clusters Score: Raw -8039.072399 + Penalty 224.844730 = -7814.227669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3021.730000 sec): 3 clusters Score: Raw -8017.161396 + Penalty 449.689460 = -7567.471935 nChanged 34 SP:Iteration 1F (3021.730000 sec): 3 clusters Score: Raw -8065.778831 + Penalty 449.689460 = -7616.089371 nChanged 4 SP:Iteration 2Q (3021.730000 sec): 3 clusters Score: Raw -8071.247815 + Penalty 449.689460 = -7621.558354 nChanged 2 SP:Iteration 3Q (3021.730000 sec): 3 clusters Score: Raw -8073.738800 + Penalty 449.689460 = -7624.049340 nChanged 0 SP:Iteration 4F (3021.730000 sec): 3 clusters Score: Raw -8073.738800 + Penalty 449.689460 = -7624.049340 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3021.730000 sec): 2 clusters Score: Raw -29613.547758 + Penalty 286.012913 = -29327.534844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3021.730000 sec): 3 clusters Score: Raw -29400.698818 + Penalty 572.025827 = -28828.672991 nChanged 202 SP:Iteration 1F (3021.730000 sec): 3 clusters Score: Raw -29549.750493 + Penalty 572.025827 = -28977.724667 nChanged 46 SP:Iteration 2F (3021.730000 sec): 3 clusters Score: Raw -29588.933735 + Penalty 572.025827 = -29016.907908 nChanged 26 SP:Iteration 3Q (3021.730000 sec): 3 clusters Score: Raw -29604.509627 + Penalty 572.025827 = -29032.483801 nChanged 15 SP:Iteration 4Q (3021.730000 sec): 3 clusters Score: Raw -29621.094912 + Penalty 572.025827 = -29049.069086 nChanged 13 SP:Iteration 5Q (3021.730000 sec): 3 clusters Score: Raw -29646.563891 + Penalty 572.025827 = -29074.538064 nChanged 21 SP:Iteration 6Q (3021.730000 sec): 3 clusters Score: Raw -29679.832893 + Penalty 572.025827 = -29107.807067 nChanged 16 SP:Iteration 7Q (3021.730000 sec): 3 clusters Score: Raw -29725.354883 + Penalty 572.025827 = -29153.329057 nChanged 12 SP:Iteration 8Q (3021.730000 sec): 3 clusters Score: Raw -29735.749424 + Penalty 572.025827 = -29163.723597 nChanged 13 SP:Iteration 9Q (3021.740000 sec): 3 clusters Score: Raw -29749.589789 + Penalty 572.025827 = -29177.563962 nChanged 8 SP:Iteration 10Q (3021.740000 sec): 3 clusters Score: Raw -29756.756476 + Penalty 572.025827 = -29184.730650 nChanged 4 SP:Iteration 11Q (3021.740000 sec): 3 clusters Score: Raw -29758.052953 + Penalty 572.025827 = -29186.027127 nChanged 4 SP:Iteration 12Q (3021.740000 sec): 3 clusters Score: Raw -29758.853150 + Penalty 572.025827 = -29186.827323 nChanged 1 SP:Iteration 13Q (3021.740000 sec): 3 clusters Score: Raw -29758.968746 + Penalty 572.025827 = -29186.942919 nChanged 0 SP:Iteration 14F (3021.740000 sec): 3 clusters Score: Raw -29758.968746 + Penalty 572.025827 = -29186.942919 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (41384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3021.810000 sec): 2 clusters Score: Raw -2356312.925054 + Penalty 483.694557 = -2355829.230497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3021.860000 sec): 3 clusters Score: Raw -2328945.316838 + Penalty 967.389115 = -2327977.927723 nChanged 20112 SP:Iteration 1F (3021.910000 sec): 3 clusters Score: Raw -2341482.626134 + Penalty 967.389115 = -2340515.237019 nChanged 1749 SP:Iteration 2Q (3021.980000 sec): 3 clusters Score: Raw -2342079.074468 + Penalty 967.389115 = -2341111.685354 nChanged 1720 SP:Iteration 3Q (3022.030000 sec): 3 clusters Score: Raw -2342743.208694 + Penalty 967.389115 = -2341775.819579 nChanged 1770 SP:Iteration 4Q (3022.090000 sec): 3 clusters Score: Raw -2343486.588336 + Penalty 967.389115 = -2342519.199221 nChanged 1943 SP:Iteration 5Q (3022.140000 sec): 3 clusters Score: Raw -2344534.506533 + Penalty 967.389115 = -2343567.117419 nChanged 2213 SP:Iteration 6F (3022.190000 sec): 3 clusters Score: Raw -2345983.655931 + Penalty 967.389115 = -2345016.266816 nChanged 2343 SP:Iteration 7F (3022.250000 sec): 3 clusters Score: Raw -2347564.059499 + Penalty 967.389115 = -2346596.670384 nChanged 1984 SP:Iteration 8Q (3022.300000 sec): 3 clusters Score: Raw -2348691.659516 + Penalty 967.389115 = -2347724.270401 nChanged 1498 SP:Iteration 9Q (3022.350000 sec): 3 clusters Score: Raw -2349217.602906 + Penalty 967.389115 = -2348250.213792 nChanged 941 SP:Iteration 10Q (3022.400000 sec): 3 clusters Score: Raw -2349453.126995 + Penalty 967.389115 = -2348485.737881 nChanged 689 SP:Iteration 11Q (3022.460000 sec): 3 clusters Score: Raw -2349614.702343 + Penalty 967.389115 = -2348647.313228 nChanged 621 SP:Iteration 12Q (3022.520000 sec): 3 clusters Score: Raw -2349765.579509 + Penalty 967.389115 = -2348798.190394 nChanged 641 SP:Iteration 13Q (3022.580000 sec): 3 clusters Score: Raw -2349928.227565 + Penalty 967.389115 = -2348960.838450 nChanged 685 SP:Iteration 14Q (3022.630000 sec): 3 clusters Score: Raw -2350117.010059 + Penalty 967.389115 = -2349149.620944 nChanged 706 SP:Iteration 15Q (3022.690000 sec): 3 clusters Score: Raw -2350336.957515 + Penalty 967.389115 = -2349369.568401 nChanged 764 SP:Iteration 16Q (3022.750000 sec): 3 clusters Score: Raw -2350582.032704 + Penalty 967.389115 = -2349614.643589 nChanged 771 SP:Iteration 17Q (3022.810000 sec): 3 clusters Score: Raw -2350836.508907 + Penalty 967.389115 = -2349869.119793 nChanged 798 SP:Iteration 18Q (3022.850000 sec): 3 clusters Score: Raw -2351122.403990 + Penalty 967.389115 = -2350155.014875 nChanged 838 SP:Iteration 19Q (3022.910000 sec): 3 clusters Score: Raw -2351437.062866 + Penalty 967.389115 = -2350469.673751 nChanged 819 SP:Iteration 20F (3022.960000 sec): 3 clusters Score: Raw -2351765.792121 + Penalty 967.389115 = -2350798.403006 nChanged 881 SP:Iteration 21Q (3023.010000 sec): 3 clusters Score: Raw -2352160.313371 + Penalty 967.389115 = -2351192.924256 nChanged 913 SP:Iteration 22Q (3023.060000 sec): 3 clusters Score: Raw -2352607.544382 + Penalty 967.389115 = -2351640.155267 nChanged 861 SP:Iteration 23Q (3023.110000 sec): 3 clusters Score: Raw -2353056.360059 + Penalty 967.389115 = -2352088.970944 nChanged 891 SP:Iteration 24Q (3023.150000 sec): 3 clusters Score: Raw -2353571.943303 + Penalty 967.389115 = -2352604.554189 nChanged 838 SP:Iteration 25Q (3023.200000 sec): 3 clusters Score: Raw -2354076.669114 + Penalty 967.389115 = -2353109.279999 nChanged 767 SP:Iteration 26Q (3023.250000 sec): 3 clusters Score: Raw -2354566.497447 + Penalty 967.389115 = -2353599.108332 nChanged 655 SP:Iteration 27Q (3023.300000 sec): 3 clusters Score: Raw -2355021.971540 + Penalty 967.389115 = -2354054.582425 nChanged 572 SP:Iteration 28Q (3023.340000 sec): 3 clusters Score: Raw -2355433.940497 + Penalty 967.389115 = -2354466.551382 nChanged 447 SP:Iteration 29Q (3023.380000 sec): 3 clusters Score: Raw -2355756.769542 + Penalty 967.389115 = -2354789.380427 nChanged 314 SP:Iteration 30Q (3023.420000 sec): 3 clusters Score: Raw -2355982.329506 + Penalty 967.389115 = -2355014.940392 nChanged 196 SP:Iteration 31Q (3023.460000 sec): 3 clusters Score: Raw -2356125.882490 + Penalty 967.389115 = -2355158.493375 nChanged 140 SP:Iteration 32Q (3023.490000 sec): 3 clusters Score: Raw -2356228.312227 + Penalty 967.389115 = -2355260.923112 nChanged 74 SP:Iteration 33Q (3023.540000 sec): 3 clusters Score: Raw -2356283.194608 + Penalty 967.389115 = -2355315.805493 nChanged 42 SP:Iteration 34Q (3023.580000 sec): 3 clusters Score: Raw -2356310.356229 + Penalty 967.389115 = -2355342.967115 nChanged 31 SP:Iteration 35Q (3023.620000 sec): 3 clusters Score: Raw -2356328.585879 + Penalty 967.389115 = -2355361.196765 nChanged 23 SP:Iteration 36Q (3023.650000 sec): 3 clusters Score: Raw -2356343.833150 + Penalty 967.389115 = -2355376.444035 nChanged 16 SP:Iteration 37Q (3023.690000 sec): 3 clusters Score: Raw -2356357.581198 + Penalty 967.389115 = -2355390.192084 nChanged 11 SP:Iteration 38Q (3023.730000 sec): 3 clusters Score: Raw -2356364.872880 + Penalty 967.389115 = -2355397.483765 nChanged 7 SP:Iteration 39Q (3023.770000 sec): 3 clusters Score: Raw -2356370.752271 + Penalty 967.389115 = -2355403.363156 nChanged 5 SP:Iteration 40F (3023.830000 sec): 3 clusters Score: Raw -2356373.204002 + Penalty 967.389115 = -2355405.814887 nChanged 2 SP:Iteration 41Q (3023.870000 sec): 3 clusters Score: Raw -2356373.661136 + Penalty 967.389115 = -2355406.272021 nChanged 1 SP:Iteration 42Q (3023.900000 sec): 3 clusters Score: Raw -2356373.820988 + Penalty 967.389115 = -2355406.431873 nChanged 0 SP:Iteration 43F (3023.950000 sec): 3 clusters Score: Raw -2356373.820988 + Penalty 967.389115 = -2355406.431873 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (6555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3023.980000 sec): 2 clusters Score: Raw -399435.027274 + Penalty 399.853245 = -399035.174029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3023.990000 sec): 3 clusters Score: Raw -395501.230591 + Penalty 799.706489 = -394701.524102 nChanged 2994 SP:Iteration 1F (3023.990000 sec): 3 clusters Score: Raw -397142.521562 + Penalty 799.706489 = -396342.815073 nChanged 420 SP:Iteration 2F (3024.000000 sec): 3 clusters Score: Raw -397341.247899 + Penalty 799.706489 = -396541.541409 nChanged 401 SP:Iteration 3F (3024.010000 sec): 3 clusters Score: Raw -397534.059924 + Penalty 799.706489 = -396734.353435 nChanged 367 SP:Iteration 4F (3024.010000 sec): 3 clusters Score: Raw -397721.011292 + Penalty 799.706489 = -396921.304803 nChanged 365 SP:Iteration 5F (3024.020000 sec): 3 clusters Score: Raw -397915.505720 + Penalty 799.706489 = -397115.799231 nChanged 334 SP:Iteration 6F (3024.030000 sec): 3 clusters Score: Raw -398095.936044 + Penalty 799.706489 = -397296.229555 nChanged 334 SP:Iteration 7F (3024.040000 sec): 3 clusters Score: Raw -398316.353519 + Penalty 799.706489 = -397516.647030 nChanged 351 SP:Iteration 8F (3024.040000 sec): 3 clusters Score: Raw -398569.657014 + Penalty 799.706489 = -397769.950525 nChanged 305 SP:Iteration 9Q (3024.050000 sec): 3 clusters Score: Raw -398793.970814 + Penalty 799.706489 = -397994.264325 nChanged 235 SP:Iteration 10Q (3024.060000 sec): 3 clusters Score: Raw -398974.459161 + Penalty 799.706489 = -398174.752671 nChanged 190 SP:Iteration 11Q (3024.070000 sec): 3 clusters Score: Raw -399131.076917 + Penalty 799.706489 = -398331.370428 nChanged 140 SP:Iteration 12Q (3024.070000 sec): 3 clusters Score: Raw -399239.325477 + Penalty 799.706489 = -398439.618988 nChanged 93 SP:Iteration 13Q (3024.080000 sec): 3 clusters Score: Raw -399309.100825 + Penalty 799.706489 = -398509.394336 nChanged 65 SP:Iteration 14Q (3024.090000 sec): 3 clusters Score: Raw -399370.359501 + Penalty 799.706489 = -398570.653012 nChanged 38 SP:Iteration 15Q (3024.090000 sec): 3 clusters Score: Raw -399401.505979 + Penalty 799.706489 = -398601.799490 nChanged 25 SP:Iteration 16Q (3024.100000 sec): 3 clusters Score: Raw -399420.268182 + Penalty 799.706489 = -398620.561693 nChanged 13 SP:Iteration 17Q (3024.110000 sec): 3 clusters Score: Raw -399437.280599 + Penalty 799.706489 = -398637.574110 nChanged 14 SP:Iteration 18Q (3024.110000 sec): 3 clusters Score: Raw -399449.988100 + Penalty 799.706489 = -398650.281611 nChanged 10 SP:Iteration 19Q (3024.120000 sec): 3 clusters Score: Raw -399459.818103 + Penalty 799.706489 = -398660.111614 nChanged 7 SP:Iteration 20F (3024.120000 sec): 3 clusters Score: Raw -399467.399992 + Penalty 799.706489 = -398667.693503 nChanged 4 SP:Iteration 21Q (3024.130000 sec): 3 clusters Score: Raw -399474.361116 + Penalty 799.706489 = -398674.654627 nChanged 2 SP:Iteration 22Q (3024.130000 sec): 3 clusters Score: Raw -399475.649719 + Penalty 799.706489 = -398675.943230 nChanged 0 SP:Iteration 23F (3024.140000 sec): 3 clusters Score: Raw -399475.649719 + Penalty 799.706489 = -398675.943230 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.150000 sec): 2 clusters Score: Raw -169391.088007 + Penalty 367.268863 = -169023.819144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.150000 sec): 3 clusters Score: Raw -167547.167955 + Penalty 734.537727 = -166812.630229 nChanged 1375 SP:Iteration 1F (3024.160000 sec): 3 clusters Score: Raw -168384.754530 + Penalty 734.537727 = -167650.216804 nChanged 250 SP:Iteration 2F (3024.160000 sec): 3 clusters Score: Raw -168562.390219 + Penalty 734.537727 = -167827.852492 nChanged 232 SP:Iteration 3F (3024.160000 sec): 3 clusters Score: Raw -168740.539406 + Penalty 734.537727 = -168006.001680 nChanged 213 SP:Iteration 4F (3024.170000 sec): 3 clusters Score: Raw -168893.370258 + Penalty 734.537727 = -168158.832531 nChanged 173 SP:Iteration 5F (3024.170000 sec): 3 clusters Score: Raw -169037.160547 + Penalty 734.537727 = -168302.622820 nChanged 140 SP:Iteration 6Q (3024.170000 sec): 3 clusters Score: Raw -169152.860593 + Penalty 734.537727 = -168418.322866 nChanged 115 SP:Iteration 7Q (3024.180000 sec): 3 clusters Score: Raw -169239.929512 + Penalty 734.537727 = -168505.391786 nChanged 85 SP:Iteration 8Q (3024.180000 sec): 3 clusters Score: Raw -169309.605624 + Penalty 734.537727 = -168575.067898 nChanged 67 SP:Iteration 9Q (3024.190000 sec): 3 clusters Score: Raw -169360.877828 + Penalty 734.537727 = -168626.340101 nChanged 49 SP:Iteration 10Q (3024.190000 sec): 3 clusters Score: Raw -169409.417280 + Penalty 734.537727 = -168674.879554 nChanged 39 SP:Iteration 11Q (3024.190000 sec): 3 clusters Score: Raw -169448.455520 + Penalty 734.537727 = -168713.917794 nChanged 25 SP:Iteration 12Q (3024.190000 sec): 3 clusters Score: Raw -169476.039989 + Penalty 734.537727 = -168741.502262 nChanged 15 SP:Iteration 13Q (3024.200000 sec): 3 clusters Score: Raw -169493.584289 + Penalty 734.537727 = -168759.046563 nChanged 8 SP:Iteration 14Q (3024.200000 sec): 3 clusters Score: Raw -169504.930443 + Penalty 734.537727 = -168770.392716 nChanged 6 SP:Iteration 15Q (3024.200000 sec): 3 clusters Score: Raw -169511.357945 + Penalty 734.537727 = -168776.820218 nChanged 7 SP:Iteration 16Q (3024.210000 sec): 3 clusters Score: Raw -169516.104110 + Penalty 734.537727 = -168781.566383 nChanged 2 SP:Iteration 17Q (3024.210000 sec): 3 clusters Score: Raw -169516.634671 + Penalty 734.537727 = -168782.096944 nChanged 2 SP:Iteration 18Q (3024.210000 sec): 3 clusters Score: Raw -169518.289316 + Penalty 734.537727 = -168783.751589 nChanged 2 SP:Iteration 19Q (3024.210000 sec): 3 clusters Score: Raw -169519.295515 + Penalty 734.537727 = -168784.757788 nChanged 0 SP:Iteration 20F (3024.220000 sec): 3 clusters Score: Raw -169519.295515 + Penalty 734.537727 = -168784.757788 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (3713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.220000 sec): 2 clusters Score: Raw -226266.567261 + Penalty 373.991593 = -225892.575667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.230000 sec): 3 clusters Score: Raw -224111.094753 + Penalty 747.983186 = -223363.111567 nChanged 1671 SP:Iteration 1F (3024.230000 sec): 3 clusters Score: Raw -225099.006494 + Penalty 747.983186 = -224351.023307 nChanged 238 SP:Iteration 2F (3024.240000 sec): 3 clusters Score: Raw -225233.881684 + Penalty 747.983186 = -224485.898497 nChanged 227 SP:Iteration 3F (3024.240000 sec): 3 clusters Score: Raw -225383.755531 + Penalty 747.983186 = -224635.772344 nChanged 200 SP:Iteration 4F (3024.250000 sec): 3 clusters Score: Raw -225545.390765 + Penalty 747.983186 = -224797.407579 nChanged 186 SP:Iteration 5F (3024.250000 sec): 3 clusters Score: Raw -225719.942717 + Penalty 747.983186 = -224971.959530 nChanged 138 SP:Iteration 6Q (3024.250000 sec): 3 clusters Score: Raw -225850.340577 + Penalty 747.983186 = -225102.357390 nChanged 102 SP:Iteration 7Q (3024.260000 sec): 3 clusters Score: Raw -225929.058484 + Penalty 747.983186 = -225181.075297 nChanged 82 SP:Iteration 8Q (3024.260000 sec): 3 clusters Score: Raw -225983.649971 + Penalty 747.983186 = -225235.666784 nChanged 64 SP:Iteration 9Q (3024.260000 sec): 3 clusters Score: Raw -226023.133702 + Penalty 747.983186 = -225275.150516 nChanged 57 SP:Iteration 10Q (3024.270000 sec): 3 clusters Score: Raw -226063.787438 + Penalty 747.983186 = -225315.804251 nChanged 46 SP:Iteration 11Q (3024.270000 sec): 3 clusters Score: Raw -226093.244099 + Penalty 747.983186 = -225345.260913 nChanged 50 SP:Iteration 12Q (3024.270000 sec): 3 clusters Score: Raw -226121.427414 + Penalty 747.983186 = -225373.444228 nChanged 42 SP:Iteration 13Q (3024.280000 sec): 3 clusters Score: Raw -226146.772053 + Penalty 747.983186 = -225398.788867 nChanged 37 SP:Iteration 14Q (3024.280000 sec): 3 clusters Score: Raw -226171.808528 + Penalty 747.983186 = -225423.825341 nChanged 31 SP:Iteration 15Q (3024.290000 sec): 3 clusters Score: Raw -226192.051107 + Penalty 747.983186 = -225444.067921 nChanged 25 SP:Iteration 16Q (3024.290000 sec): 3 clusters Score: Raw -226210.343530 + Penalty 747.983186 = -225462.360344 nChanged 18 SP:Iteration 17Q (3024.290000 sec): 3 clusters Score: Raw -226219.809153 + Penalty 747.983186 = -225471.825967 nChanged 11 SP:Iteration 18Q (3024.290000 sec): 3 clusters Score: Raw -226226.935940 + Penalty 747.983186 = -225478.952753 nChanged 15 SP:Iteration 19Q (3024.300000 sec): 3 clusters Score: Raw -226239.889850 + Penalty 747.983186 = -225491.906663 nChanged 12 SP:Iteration 20F (3024.300000 sec): 3 clusters Score: Raw -226249.178082 + Penalty 747.983186 = -225501.194896 nChanged 16 SP:Iteration 21Q (3024.310000 sec): 3 clusters Score: Raw -226261.309079 + Penalty 747.983186 = -225513.325892 nChanged 13 SP:Iteration 22Q (3024.310000 sec): 3 clusters Score: Raw -226274.206238 + Penalty 747.983186 = -225526.223051 nChanged 15 SP:Iteration 23Q (3024.310000 sec): 3 clusters Score: Raw -226287.675000 + Penalty 747.983186 = -225539.691813 nChanged 9 SP:Iteration 24Q (3024.320000 sec): 3 clusters Score: Raw -226295.507748 + Penalty 747.983186 = -225547.524562 nChanged 11 SP:Iteration 25Q (3024.320000 sec): 3 clusters Score: Raw -226304.503055 + Penalty 747.983186 = -225556.519868 nChanged 9 SP:Iteration 26Q (3024.320000 sec): 3 clusters Score: Raw -226314.332604 + Penalty 747.983186 = -225566.349418 nChanged 7 SP:Iteration 27Q (3024.330000 sec): 3 clusters Score: Raw -226318.778356 + Penalty 747.983186 = -225570.795169 nChanged 3 SP:Iteration 28Q (3024.330000 sec): 3 clusters Score: Raw -226321.799286 + Penalty 747.983186 = -225573.816099 nChanged 4 SP:Iteration 29Q (3024.330000 sec): 3 clusters Score: Raw -226326.297654 + Penalty 747.983186 = -225578.314468 nChanged 3 SP:Iteration 30Q (3024.330000 sec): 3 clusters Score: Raw -226329.604739 + Penalty 747.983186 = -225581.621553 nChanged 5 SP:Iteration 31Q (3024.340000 sec): 3 clusters Score: Raw -226335.530463 + Penalty 747.983186 = -225587.547276 nChanged 3 SP:Iteration 32Q (3024.340000 sec): 3 clusters Score: Raw -226337.202290 + Penalty 747.983186 = -225589.219103 nChanged 1 SP:Iteration 33Q (3024.350000 sec): 3 clusters Score: Raw -226338.531823 + Penalty 747.983186 = -225590.548636 nChanged 1 SP:Iteration 34Q (3024.350000 sec): 3 clusters Score: Raw -226338.933694 + Penalty 747.983186 = -225590.950508 nChanged 1 SP:Iteration 35Q (3024.350000 sec): 3 clusters Score: Raw -226340.333496 + Penalty 747.983186 = -225592.350310 nChanged 1 SP:Iteration 36Q (3024.350000 sec): 3 clusters Score: Raw -226341.448159 + Penalty 747.983186 = -225593.464973 nChanged 0 SP:Iteration 37F (3024.360000 sec): 3 clusters Score: Raw -226341.448159 + Penalty 747.983186 = -225593.464973 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (1648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.360000 sec): 2 clusters Score: Raw -95538.882570 + Penalty 337.032956 = -95201.849614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.370000 sec): 3 clusters Score: Raw -94675.980489 + Penalty 674.065912 = -94001.914578 nChanged 669 SP:Iteration 1F (3024.370000 sec): 3 clusters Score: Raw -95037.629711 + Penalty 674.065912 = -94363.563800 nChanged 123 SP:Iteration 2F (3024.370000 sec): 3 clusters Score: Raw -95111.153732 + Penalty 674.065912 = -94437.087821 nChanged 81 SP:Iteration 3Q (3024.370000 sec): 3 clusters Score: Raw -95158.789396 + Penalty 674.065912 = -94484.723484 nChanged 68 SP:Iteration 4Q (3024.370000 sec): 3 clusters Score: Raw -95197.619182 + Penalty 674.065912 = -94523.553270 nChanged 65 SP:Iteration 5Q (3024.370000 sec): 3 clusters Score: Raw -95229.345933 + Penalty 674.065912 = -94555.280021 nChanged 52 SP:Iteration 6Q (3024.380000 sec): 3 clusters Score: Raw -95260.080650 + Penalty 674.065912 = -94586.014738 nChanged 50 SP:Iteration 7Q (3024.380000 sec): 3 clusters Score: Raw -95283.667065 + Penalty 674.065912 = -94609.601154 nChanged 43 SP:Iteration 8Q (3024.380000 sec): 3 clusters Score: Raw -95302.361274 + Penalty 674.065912 = -94628.295363 nChanged 44 SP:Iteration 9Q (3024.380000 sec): 3 clusters Score: Raw -95322.998082 + Penalty 674.065912 = -94648.932171 nChanged 46 SP:Iteration 10Q (3024.390000 sec): 3 clusters Score: Raw -95349.828642 + Penalty 674.065912 = -94675.762730 nChanged 48 SP:Iteration 11Q (3024.390000 sec): 3 clusters Score: Raw -95378.668404 + Penalty 674.065912 = -94704.602493 nChanged 46 SP:Iteration 12Q (3024.390000 sec): 3 clusters Score: Raw -95411.078634 + Penalty 674.065912 = -94737.012723 nChanged 46 SP:Iteration 13Q (3024.400000 sec): 3 clusters Score: Raw -95441.207703 + Penalty 674.065912 = -94767.141792 nChanged 40 SP:Iteration 14Q (3024.400000 sec): 3 clusters Score: Raw -95466.332602 + Penalty 674.065912 = -94792.266691 nChanged 31 SP:Iteration 15Q (3024.400000 sec): 3 clusters Score: Raw -95484.341547 + Penalty 674.065912 = -94810.275636 nChanged 30 SP:Iteration 16Q (3024.400000 sec): 3 clusters Score: Raw -95503.657306 + Penalty 674.065912 = -94829.591395 nChanged 17 SP:Iteration 17Q (3024.400000 sec): 3 clusters Score: Raw -95511.726814 + Penalty 674.065912 = -94837.660902 nChanged 18 SP:Iteration 18Q (3024.400000 sec): 3 clusters Score: Raw -95521.746547 + Penalty 674.065912 = -94847.680636 nChanged 18 SP:Iteration 19Q (3024.400000 sec): 3 clusters Score: Raw -95531.796400 + Penalty 674.065912 = -94857.730488 nChanged 18 SP:Iteration 20F (3024.410000 sec): 3 clusters Score: Raw -95540.813330 + Penalty 674.065912 = -94866.747418 nChanged 12 SP:Iteration 21Q (3024.410000 sec): 3 clusters Score: Raw -95550.757846 + Penalty 674.065912 = -94876.691935 nChanged 16 SP:Iteration 22Q (3024.410000 sec): 3 clusters Score: Raw -95561.086077 + Penalty 674.065912 = -94887.020166 nChanged 9 SP:Iteration 23Q (3024.410000 sec): 3 clusters Score: Raw -95567.390897 + Penalty 674.065912 = -94893.324985 nChanged 6 SP:Iteration 24Q (3024.410000 sec): 3 clusters Score: Raw -95570.054382 + Penalty 674.065912 = -94895.988470 nChanged 4 SP:Iteration 25Q (3024.420000 sec): 3 clusters Score: Raw -95572.099003 + Penalty 674.065912 = -94898.033091 nChanged 2 SP:Iteration 26Q (3024.420000 sec): 3 clusters Score: Raw -95573.273488 + Penalty 674.065912 = -94899.207576 nChanged 2 SP:Iteration 27Q (3024.420000 sec): 3 clusters Score: Raw -95574.724512 + Penalty 674.065912 = -94900.658601 nChanged 0 SP:Iteration 28F (3024.420000 sec): 3 clusters Score: Raw -95574.724512 + Penalty 674.065912 = -94900.658601 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.450000 sec): 2 clusters Score: Raw -1072119.763752 + Penalty 442.996760 = -1071676.766992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.470000 sec): 3 clusters Score: Raw -1061293.509356 + Penalty 885.993520 = -1060407.515836 nChanged 7981 SP:Iteration 1F (3024.490000 sec): 3 clusters Score: Raw -1065760.578738 + Penalty 885.993520 = -1064874.585218 nChanged 742 SP:Iteration 2Q (3024.510000 sec): 3 clusters Score: Raw -1066062.763089 + Penalty 885.993520 = -1065176.769569 nChanged 970 SP:Iteration 3F (3024.530000 sec): 3 clusters Score: Raw -1066608.510143 + Penalty 885.993520 = -1065722.516622 nChanged 1339 SP:Iteration 4F (3024.550000 sec): 3 clusters Score: Raw -1067580.643331 + Penalty 885.993520 = -1066694.649810 nChanged 1556 SP:Iteration 5F (3024.570000 sec): 3 clusters Score: Raw -1068965.698377 + Penalty 885.993520 = -1068079.704856 nChanged 1421 SP:Iteration 6F (3024.590000 sec): 3 clusters Score: Raw -1070355.054826 + Penalty 885.993520 = -1069469.061306 nChanged 911 SP:Iteration 7F (3024.610000 sec): 3 clusters Score: Raw -1071251.005101 + Penalty 885.993520 = -1070365.011581 nChanged 534 SP:Iteration 8Q (3024.630000 sec): 3 clusters Score: Raw -1071778.680264 + Penalty 885.993520 = -1070892.686744 nChanged 229 SP:Iteration 9Q (3024.640000 sec): 3 clusters Score: Raw -1072007.679841 + Penalty 885.993520 = -1071121.686321 nChanged 109 SP:Iteration 10Q (3024.660000 sec): 3 clusters Score: Raw -1072113.957804 + Penalty 885.993520 = -1071227.964284 nChanged 65 SP:Iteration 11Q (3024.670000 sec): 3 clusters Score: Raw -1072171.327866 + Penalty 885.993520 = -1071285.334345 nChanged 24 SP:Iteration 12Q (3024.690000 sec): 3 clusters Score: Raw -1072191.538491 + Penalty 885.993520 = -1071305.544971 nChanged 20 SP:Iteration 13Q (3024.700000 sec): 3 clusters Score: Raw -1072208.211986 + Penalty 885.993520 = -1071322.218466 nChanged 13 SP:Iteration 14Q (3024.720000 sec): 3 clusters Score: Raw -1072218.675672 + Penalty 885.993520 = -1071332.682152 nChanged 9 SP:Iteration 15Q (3024.730000 sec): 3 clusters Score: Raw -1072225.012977 + Penalty 885.993520 = -1071339.019457 nChanged 7 SP:Iteration 16Q (3024.740000 sec): 3 clusters Score: Raw -1072230.058081 + Penalty 885.993520 = -1071344.064561 nChanged 6 SP:Iteration 17Q (3024.760000 sec): 3 clusters Score: Raw -1072234.807893 + Penalty 885.993520 = -1071348.814373 nChanged 3 SP:Iteration 18Q (3024.770000 sec): 3 clusters Score: Raw -1072237.627881 + Penalty 885.993520 = -1071351.634361 nChanged 3 SP:Iteration 19Q (3024.780000 sec): 3 clusters Score: Raw -1072239.593679 + Penalty 885.993520 = -1071353.600159 nChanged 3 SP:Iteration 20F (3024.800000 sec): 3 clusters Score: Raw -1072240.900768 + Penalty 885.993520 = -1071354.907247 nChanged 1 SP:Iteration 21Q (3024.820000 sec): 3 clusters Score: Raw -1072241.386811 + Penalty 885.993520 = -1071355.393290 nChanged 2 SP:Iteration 22Q (3024.840000 sec): 3 clusters Score: Raw -1072241.968969 + Penalty 885.993520 = -1071355.975449 nChanged 0 SP:Iteration 23F (3024.860000 sec): 3 clusters Score: Raw -1072241.968969 + Penalty 885.993520 = -1071355.975449 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.860000 sec): 2 clusters Score: Raw -7164.177908 + Penalty 227.064683 = -6937.113226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.860000 sec): 3 clusters Score: Raw -7168.864977 + Penalty 454.129365 = -6714.735611 nChanged 41 SP:Iteration 1F (3024.860000 sec): 3 clusters Score: Raw -7230.070813 + Penalty 454.129365 = -6775.941448 nChanged 8 SP:Iteration 2F (3024.860000 sec): 3 clusters Score: Raw -7260.100314 + Penalty 454.129365 = -6805.970949 nChanged 6 SP:Iteration 3Q (3024.860000 sec): 3 clusters Score: Raw -7268.246632 + Penalty 454.129365 = -6814.117267 nChanged 3 SP:Iteration 4Q (3024.860000 sec): 3 clusters Score: Raw -7272.958570 + Penalty 454.129365 = -6818.829205 nChanged 2 SP:Iteration 5Q (3024.860000 sec): 3 clusters Score: Raw -7275.261993 + Penalty 454.129365 = -6821.132628 nChanged 3 SP:Iteration 6Q (3024.860000 sec): 3 clusters Score: Raw -7279.642602 + Penalty 454.129365 = -6825.513236 nChanged 5 SP:Iteration 7Q (3024.860000 sec): 3 clusters Score: Raw -7289.191458 + Penalty 454.129365 = -6835.062093 nChanged 4 SP:Iteration 8Q (3024.860000 sec): 3 clusters Score: Raw -7295.852313 + Penalty 454.129365 = -6841.722947 nChanged 2 SP:Iteration 9Q (3024.860000 sec): 3 clusters Score: Raw -7300.433141 + Penalty 454.129365 = -6846.303776 nChanged 1 SP:Iteration 10Q (3024.860000 sec): 3 clusters Score: Raw -7301.542227 + Penalty 454.129365 = -6847.412862 nChanged 1 SP:Iteration 11Q (3024.860000 sec): 3 clusters Score: Raw -7302.524280 + Penalty 454.129365 = -6848.394915 nChanged 0 SP:Iteration 12F (3024.870000 sec): 3 clusters Score: Raw -7302.524280 + Penalty 454.129365 = -6848.394915 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.880000 sec): 2 clusters Score: Raw -526041.645389 + Penalty 415.812531 = -525625.832858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3024.900000 sec): 3 clusters Score: Raw -520316.492978 + Penalty 831.625063 = -519484.867915 nChanged 4257 SP:Iteration 1F (3024.900000 sec): 3 clusters Score: Raw -522673.179076 + Penalty 831.625063 = -521841.554013 nChanged 602 SP:Iteration 2F (3024.920000 sec): 3 clusters Score: Raw -523007.231533 + Penalty 831.625063 = -522175.606470 nChanged 665 SP:Iteration 3F (3024.920000 sec): 3 clusters Score: Raw -523498.673614 + Penalty 831.625063 = -522667.048552 nChanged 728 SP:Iteration 4F (3024.940000 sec): 3 clusters Score: Raw -524166.446845 + Penalty 831.625063 = -523334.821782 nChanged 706 SP:Iteration 5F (3024.950000 sec): 3 clusters Score: Raw -524872.769298 + Penalty 831.625063 = -524041.144236 nChanged 536 SP:Iteration 6F (3024.960000 sec): 3 clusters Score: Raw -525387.119104 + Penalty 831.625063 = -524555.494041 nChanged 342 SP:Iteration 7Q (3024.970000 sec): 3 clusters Score: Raw -525695.045135 + Penalty 831.625063 = -524863.420072 nChanged 199 SP:Iteration 8Q (3024.980000 sec): 3 clusters Score: Raw -525880.231017 + Penalty 831.625063 = -525048.605954 nChanged 99 SP:Iteration 9Q (3024.980000 sec): 3 clusters Score: Raw -525977.555199 + Penalty 831.625063 = -525145.930136 nChanged 50 SP:Iteration 10Q (3024.990000 sec): 3 clusters Score: Raw -526038.192710 + Penalty 831.625063 = -525206.567647 nChanged 25 SP:Iteration 11Q (3025.000000 sec): 3 clusters Score: Raw -526067.815253 + Penalty 831.625063 = -525236.190190 nChanged 19 SP:Iteration 12Q (3025.010000 sec): 3 clusters Score: Raw -526086.340682 + Penalty 831.625063 = -525254.715619 nChanged 11 SP:Iteration 13Q (3025.020000 sec): 3 clusters Score: Raw -526097.101891 + Penalty 831.625063 = -525265.476828 nChanged 10 SP:Iteration 14Q (3025.020000 sec): 3 clusters Score: Raw -526110.875069 + Penalty 831.625063 = -525279.250007 nChanged 9 SP:Iteration 15Q (3025.030000 sec): 3 clusters Score: Raw -526123.492432 + Penalty 831.625063 = -525291.867370 nChanged 8 SP:Iteration 16Q (3025.040000 sec): 3 clusters Score: Raw -526127.813390 + Penalty 831.625063 = -525296.188327 nChanged 6 SP:Iteration 17Q (3025.040000 sec): 3 clusters Score: Raw -526132.137012 + Penalty 831.625063 = -525300.511949 nChanged 3 SP:Iteration 18Q (3025.050000 sec): 3 clusters Score: Raw -526135.506312 + Penalty 831.625063 = -525303.881250 nChanged 3 SP:Iteration 19Q (3025.060000 sec): 3 clusters Score: Raw -526138.215161 + Penalty 831.625063 = -525306.590098 nChanged 6 SP:Iteration 20F (3025.070000 sec): 3 clusters Score: Raw -526141.207820 + Penalty 831.625063 = -525309.582757 nChanged 6 SP:Iteration 21Q (3025.070000 sec): 3 clusters Score: Raw -526143.228794 + Penalty 831.625063 = -525311.603731 nChanged 1 SP:Iteration 22Q (3025.080000 sec): 3 clusters Score: Raw -526143.523311 + Penalty 831.625063 = -525311.898248 nChanged 1 SP:Iteration 23Q (3025.090000 sec): 3 clusters Score: Raw -526143.976117 + Penalty 831.625063 = -525312.351055 nChanged 0 SP:Iteration 24F (3025.100000 sec): 3 clusters Score: Raw -526143.976117 + Penalty 831.625063 = -525312.351055 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3025.100000 sec): 2 clusters Score: Raw -63982.787668 + Penalty 321.055975 = -63661.731693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.100000 sec): 3 clusters Score: Raw -63408.742601 + Penalty 642.111951 = -62766.630650 nChanged 465 SP:Iteration 1F (3025.100000 sec): 3 clusters Score: Raw -63688.465034 + Penalty 642.111951 = -63046.353083 nChanged 96 SP:Iteration 2F (3025.110000 sec): 3 clusters Score: Raw -63740.857899 + Penalty 642.111951 = -63098.745948 nChanged 64 SP:Iteration 3F (3025.110000 sec): 3 clusters Score: Raw -63778.195173 + Penalty 642.111951 = -63136.083222 nChanged 60 SP:Iteration 4F (3025.110000 sec): 3 clusters Score: Raw -63825.683696 + Penalty 642.111951 = -63183.571745 nChanged 59 SP:Iteration 5F (3025.110000 sec): 3 clusters Score: Raw -63872.090907 + Penalty 642.111951 = -63229.978956 nChanged 54 SP:Iteration 6Q (3025.110000 sec): 3 clusters Score: Raw -63925.434238 + Penalty 642.111951 = -63283.322287 nChanged 52 SP:Iteration 7Q (3025.110000 sec): 3 clusters Score: Raw -63974.777162 + Penalty 642.111951 = -63332.665211 nChanged 44 SP:Iteration 8Q (3025.110000 sec): 3 clusters Score: Raw -64009.129055 + Penalty 642.111951 = -63367.017105 nChanged 31 SP:Iteration 9Q (3025.120000 sec): 3 clusters Score: Raw -64026.427632 + Penalty 642.111951 = -63384.315681 nChanged 18 SP:Iteration 10Q (3025.120000 sec): 3 clusters Score: Raw -64037.491286 + Penalty 642.111951 = -63395.379335 nChanged 20 SP:Iteration 11Q (3025.120000 sec): 3 clusters Score: Raw -64048.818540 + Penalty 642.111951 = -63406.706589 nChanged 16 SP:Iteration 12Q (3025.120000 sec): 3 clusters Score: Raw -64057.924395 + Penalty 642.111951 = -63415.812444 nChanged 17 SP:Iteration 13Q (3025.120000 sec): 3 clusters Score: Raw -64068.990539 + Penalty 642.111951 = -63426.878588 nChanged 10 SP:Iteration 14Q (3025.120000 sec): 3 clusters Score: Raw -64074.739861 + Penalty 642.111951 = -63432.627910 nChanged 7 SP:Iteration 15Q (3025.120000 sec): 3 clusters Score: Raw -64078.625160 + Penalty 642.111951 = -63436.513209 nChanged 9 SP:Iteration 16Q (3025.120000 sec): 3 clusters Score: Raw -64085.473065 + Penalty 642.111951 = -63443.361114 nChanged 9 SP:Iteration 17Q (3025.120000 sec): 3 clusters Score: Raw -64091.104413 + Penalty 642.111951 = -63448.992463 nChanged 2 SP:Iteration 18Q (3025.120000 sec): 3 clusters Score: Raw -64091.985218 + Penalty 642.111951 = -63449.873268 nChanged 2 SP:Iteration 19Q (3025.120000 sec): 3 clusters Score: Raw -64092.670356 + Penalty 642.111951 = -63450.558405 nChanged 0 SP:Iteration 20F (3025.130000 sec): 3 clusters Score: Raw -64092.670356 + Penalty 642.111951 = -63450.558405 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (111622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3025.310000 sec): 2 clusters Score: Raw -6519321.178268 + Penalty 528.840742 = -6518792.337526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.450000 sec): 3 clusters Score: Raw -6444802.714326 + Penalty 1057.681483 = -6443745.032842 nChanged 54469 SP:Iteration 1F (3025.590000 sec): 3 clusters Score: Raw -6479225.607573 + Penalty 1057.681483 = -6478167.926090 nChanged 5844 SP:Iteration 2F (3025.730000 sec): 3 clusters Score: Raw -6482064.330146 + Penalty 1057.681483 = -6481006.648663 nChanged 6532 SP:Iteration 3F (3025.860000 sec): 3 clusters Score: Raw -6485619.160669 + Penalty 1057.681483 = -6484561.479186 nChanged 6581 SP:Iteration 4F (3026.000000 sec): 3 clusters Score: Raw -6489333.349218 + Penalty 1057.681483 = -6488275.667735 nChanged 6159 SP:Iteration 5F (3026.140000 sec): 3 clusters Score: Raw -6492757.547165 + Penalty 1057.681483 = -6491699.865682 nChanged 5594 SP:Iteration 6F (3026.280000 sec): 3 clusters Score: Raw -6495823.757780 + Penalty 1057.681483 = -6494766.076297 nChanged 4935 SP:Iteration 7Q (3026.430000 sec): 3 clusters Score: Raw -6498245.917911 + Penalty 1057.681483 = -6497188.236428 nChanged 3844 SP:Iteration 8Q (3026.580000 sec): 3 clusters Score: Raw -6499696.287355 + Penalty 1057.681483 = -6498638.605872 nChanged 2732 SP:Iteration 9Q (3026.730000 sec): 3 clusters Score: Raw -6500480.792648 + Penalty 1057.681483 = -6499423.111165 nChanged 1819 SP:Iteration 10Q (3026.880000 sec): 3 clusters Score: Raw -6500892.427239 + Penalty 1057.681483 = -6499834.745756 nChanged 1306 SP:Iteration 11Q (3027.040000 sec): 3 clusters Score: Raw -6501149.660214 + Penalty 1057.681483 = -6500091.978731 nChanged 1080 SP:Iteration 12Q (3027.190000 sec): 3 clusters Score: Raw -6501359.401481 + Penalty 1057.681483 = -6500301.719997 nChanged 1118 SP:Iteration 13Q (3027.340000 sec): 3 clusters Score: Raw -6501591.198250 + Penalty 1057.681483 = -6500533.516766 nChanged 1198 SP:Iteration 14Q (3027.490000 sec): 3 clusters Score: Raw -6501843.818432 + Penalty 1057.681483 = -6500786.136949 nChanged 1257 SP:Iteration 15Q (3027.640000 sec): 3 clusters Score: Raw -6502116.317554 + Penalty 1057.681483 = -6501058.636071 nChanged 1331 SP:Iteration 16Q (3027.790000 sec): 3 clusters Score: Raw -6502419.110931 + Penalty 1057.681483 = -6501361.429448 nChanged 1401 SP:Iteration 17Q (3027.940000 sec): 3 clusters Score: Raw -6502741.720285 + Penalty 1057.681483 = -6501684.038801 nChanged 1508 SP:Iteration 18Q (3028.090000 sec): 3 clusters Score: Raw -6503098.558963 + Penalty 1057.681483 = -6502040.877480 nChanged 1591 SP:Iteration 19Q (3028.240000 sec): 3 clusters Score: Raw -6503491.018082 + Penalty 1057.681483 = -6502433.336599 nChanged 1723 SP:Iteration 20F (3028.370000 sec): 3 clusters Score: Raw -6503951.478568 + Penalty 1057.681483 = -6502893.797085 nChanged 1757 SP:Iteration 21Q (3028.520000 sec): 3 clusters Score: Raw -6504444.375853 + Penalty 1057.681483 = -6503386.694370 nChanged 1837 SP:Iteration 22Q (3028.660000 sec): 3 clusters Score: Raw -6504992.874258 + Penalty 1057.681483 = -6503935.192774 nChanged 1951 SP:Iteration 23Q (3028.800000 sec): 3 clusters Score: Raw -6505605.820544 + Penalty 1057.681483 = -6504548.139061 nChanged 1904 SP:Iteration 24Q (3028.950000 sec): 3 clusters Score: Raw -6506205.996194 + Penalty 1057.681483 = -6505148.314710 nChanged 1940 SP:Iteration 25Q (3029.090000 sec): 3 clusters Score: Raw -6506836.967671 + Penalty 1057.681483 = -6505779.286188 nChanged 1953 SP:Iteration 26Q (3029.230000 sec): 3 clusters Score: Raw -6507505.250099 + Penalty 1057.681483 = -6506447.568616 nChanged 1992 SP:Iteration 27Q (3029.370000 sec): 3 clusters Score: Raw -6508216.592666 + Penalty 1057.681483 = -6507158.911182 nChanged 2036 SP:Iteration 28Q (3029.510000 sec): 3 clusters Score: Raw -6508956.559919 + Penalty 1057.681483 = -6507898.878436 nChanged 1950 SP:Iteration 29Q (3029.650000 sec): 3 clusters Score: Raw -6509682.249570 + Penalty 1057.681483 = -6508624.568087 nChanged 1963 SP:Iteration 30Q (3029.780000 sec): 3 clusters Score: Raw -6510444.888595 + Penalty 1057.681483 = -6509387.207112 nChanged 1890 SP:Iteration 31Q (3029.920000 sec): 3 clusters Score: Raw -6511211.961682 + Penalty 1057.681483 = -6510154.280199 nChanged 1787 SP:Iteration 32Q (3030.050000 sec): 3 clusters Score: Raw -6511973.421766 + Penalty 1057.681483 = -6510915.740283 nChanged 1650 SP:Iteration 33Q (3030.180000 sec): 3 clusters Score: Raw -6512701.389126 + Penalty 1057.681483 = -6511643.707643 nChanged 1485 SP:Iteration 34Q (3030.310000 sec): 3 clusters Score: Raw -6513347.500037 + Penalty 1057.681483 = -6512289.818554 nChanged 1356 SP:Iteration 35Q (3030.440000 sec): 3 clusters Score: Raw -6513956.719124 + Penalty 1057.681483 = -6512899.037641 nChanged 1262 SP:Iteration 36Q (3030.560000 sec): 3 clusters Score: Raw -6514549.995059 + Penalty 1057.681483 = -6513492.313576 nChanged 1166 SP:Iteration 37Q (3030.680000 sec): 3 clusters Score: Raw -6515092.877955 + Penalty 1057.681483 = -6514035.196471 nChanged 1034 SP:Iteration 38Q (3030.800000 sec): 3 clusters Score: Raw -6515551.753756 + Penalty 1057.681483 = -6514494.072273 nChanged 918 SP:Iteration 39Q (3030.920000 sec): 3 clusters Score: Raw -6515961.425076 + Penalty 1057.681483 = -6514903.743593 nChanged 836 SP:Iteration 40F (3031.050000 sec): 3 clusters Score: Raw -6516371.092672 + Penalty 1057.681483 = -6515313.411189 nChanged 815 SP:Iteration 41Q (3031.180000 sec): 3 clusters Score: Raw -6516769.575978 + Penalty 1057.681483 = -6515711.894495 nChanged 740 SP:Iteration 42Q (3031.290000 sec): 3 clusters Score: Raw -6517111.485004 + Penalty 1057.681483 = -6516053.803520 nChanged 694 SP:Iteration 43Q (3031.400000 sec): 3 clusters Score: Raw -6517425.601412 + Penalty 1057.681483 = -6516367.919929 nChanged 562 SP:Iteration 44Q (3031.520000 sec): 3 clusters Score: Raw -6517650.937136 + Penalty 1057.681483 = -6516593.255653 nChanged 461 SP:Iteration 45Q (3031.620000 sec): 3 clusters Score: Raw -6517820.114894 + Penalty 1057.681483 = -6516762.433411 nChanged 410 SP:Iteration 46Q (3031.740000 sec): 3 clusters Score: Raw -6517974.902283 + Penalty 1057.681483 = -6516917.220800 nChanged 390 SP:Iteration 47Q (3031.850000 sec): 3 clusters Score: Raw -6518122.340963 + Penalty 1057.681483 = -6517064.659480 nChanged 332 SP:Iteration 48Q (3031.960000 sec): 3 clusters Score: Raw -6518244.199931 + Penalty 1057.681483 = -6517186.518448 nChanged 311 SP:Iteration 49Q (3032.080000 sec): 3 clusters Score: Raw -6518359.915203 + Penalty 1057.681483 = -6517302.233720 nChanged 295 SP:Iteration 50Q (3032.200000 sec): 3 clusters Score: Raw -6518470.718783 + Penalty 1057.681483 = -6517413.037300 nChanged 276 SP:Iteration 51Q (3032.310000 sec): 3 clusters Score: Raw -6518568.981875 + Penalty 1057.681483 = -6517511.300392 nChanged 264 SP:Iteration 52Q (3032.420000 sec): 3 clusters Score: Raw -6518661.277850 + Penalty 1057.681483 = -6517603.596367 nChanged 241 SP:Iteration 53Q (3032.540000 sec): 3 clusters Score: Raw -6518743.735442 + Penalty 1057.681483 = -6517686.053958 nChanged 214 SP:Iteration 54Q (3032.650000 sec): 3 clusters Score: Raw -6518814.600275 + Penalty 1057.681483 = -6517756.918792 nChanged 197 SP:Iteration 55Q (3032.760000 sec): 3 clusters Score: Raw -6518878.441351 + Penalty 1057.681483 = -6517820.759868 nChanged 190 SP:Iteration 56Q (3032.880000 sec): 3 clusters Score: Raw -6518938.965648 + Penalty 1057.681483 = -6517881.284165 nChanged 159 SP:Iteration 57Q (3032.990000 sec): 3 clusters Score: Raw -6518993.918587 + Penalty 1057.681483 = -6517936.237103 nChanged 150 SP:Iteration 58Q (3033.110000 sec): 3 clusters Score: Raw -6519048.909676 + Penalty 1057.681483 = -6517991.228193 nChanged 131 SP:Iteration 59Q (3033.220000 sec): 3 clusters Score: Raw -6519095.412002 + Penalty 1057.681483 = -6518037.730519 nChanged 128 SP:Iteration 60F (3033.360000 sec): 3 clusters Score: Raw -6519145.362533 + Penalty 1057.681483 = -6518087.681050 nChanged 110 SP:Iteration 61Q (3033.470000 sec): 3 clusters Score: Raw -6519183.152817 + Penalty 1057.681483 = -6518125.471333 nChanged 89 SP:Iteration 62Q (3033.590000 sec): 3 clusters Score: Raw -6519210.336753 + Penalty 1057.681483 = -6518152.655269 nChanged 90 SP:Iteration 63Q (3033.710000 sec): 3 clusters Score: Raw -6519233.608600 + Penalty 1057.681483 = -6518175.927117 nChanged 59 SP:Iteration 64Q (3033.840000 sec): 3 clusters Score: Raw -6519252.527544 + Penalty 1057.681483 = -6518194.846061 nChanged 56 SP:Iteration 65Q (3033.960000 sec): 3 clusters Score: Raw -6519271.167987 + Penalty 1057.681483 = -6518213.486503 nChanged 59 SP:Iteration 66Q (3034.080000 sec): 3 clusters Score: Raw -6519290.797262 + Penalty 1057.681483 = -6518233.115779 nChanged 46 SP:Iteration 67Q (3034.200000 sec): 3 clusters Score: Raw -6519305.317414 + Penalty 1057.681483 = -6518247.635931 nChanged 47 SP:Iteration 68Q (3034.320000 sec): 3 clusters Score: Raw -6519322.741772 + Penalty 1057.681483 = -6518265.060289 nChanged 44 SP:Iteration 69Q (3034.440000 sec): 3 clusters Score: Raw -6519339.874439 + Penalty 1057.681483 = -6518282.192956 nChanged 38 SP:Iteration 70Q (3034.560000 sec): 3 clusters Score: Raw -6519355.234549 + Penalty 1057.681483 = -6518297.553065 nChanged 42 SP:Iteration 71Q (3034.690000 sec): 3 clusters Score: Raw -6519372.354216 + Penalty 1057.681483 = -6518314.672733 nChanged 37 SP:Iteration 72Q (3034.810000 sec): 3 clusters Score: Raw -6519390.128807 + Penalty 1057.681483 = -6518332.447324 nChanged 28 SP:Iteration 73Q (3034.940000 sec): 3 clusters Score: Raw -6519399.404076 + Penalty 1057.681483 = -6518341.722592 nChanged 24 SP:Iteration 74Q (3035.060000 sec): 3 clusters Score: Raw -6519407.499988 + Penalty 1057.681483 = -6518349.818505 nChanged 21 SP:Iteration 75Q (3035.190000 sec): 3 clusters Score: Raw -6519414.247692 + Penalty 1057.681483 = -6518356.566209 nChanged 15 SP:Iteration 76Q (3035.310000 sec): 3 clusters Score: Raw -6519417.888596 + Penalty 1057.681483 = -6518360.207113 nChanged 10 SP:Iteration 77Q (3035.420000 sec): 3 clusters Score: Raw -6519419.657909 + Penalty 1057.681483 = -6518361.976425 nChanged 9 SP:Iteration 78Q (3035.530000 sec): 3 clusters Score: Raw -6519422.157337 + Penalty 1057.681483 = -6518364.475853 nChanged 8 SP:Iteration 79Q (3035.640000 sec): 3 clusters Score: Raw -6519424.371381 + Penalty 1057.681483 = -6518366.689898 nChanged 7 SP:Iteration 80F (3035.770000 sec): 3 clusters Score: Raw -6519426.501567 + Penalty 1057.681483 = -6518368.820084 nChanged 9 SP:Iteration 81Q (3035.880000 sec): 3 clusters Score: Raw -6519429.221325 + Penalty 1057.681483 = -6518371.539841 nChanged 12 SP:Iteration 82Q (3036.000000 sec): 3 clusters Score: Raw -6519432.767689 + Penalty 1057.681483 = -6518375.086205 nChanged 11 SP:Iteration 83Q (3036.100000 sec): 3 clusters Score: Raw -6519436.519711 + Penalty 1057.681483 = -6518378.838228 nChanged 13 SP:Iteration 84Q (3036.220000 sec): 3 clusters Score: Raw -6519442.848643 + Penalty 1057.681483 = -6518385.167160 nChanged 10 SP:Iteration 85Q (3036.330000 sec): 3 clusters Score: Raw -6519447.989303 + Penalty 1057.681483 = -6518390.307820 nChanged 11 SP:Iteration 86Q (3036.440000 sec): 3 clusters Score: Raw -6519452.376343 + Penalty 1057.681483 = -6518394.694860 nChanged 10 SP:Iteration 87Q (3036.550000 sec): 3 clusters Score: Raw -6519455.355952 + Penalty 1057.681483 = -6518397.674468 nChanged 6 SP:Iteration 88Q (3036.660000 sec): 3 clusters Score: Raw -6519457.238607 + Penalty 1057.681483 = -6518399.557124 nChanged 3 SP:Iteration 89Q (3036.770000 sec): 3 clusters Score: Raw -6519458.479782 + Penalty 1057.681483 = -6518400.798299 nChanged 4 SP:Iteration 90Q (3036.880000 sec): 3 clusters Score: Raw -6519459.634395 + Penalty 1057.681483 = -6518401.952912 nChanged 3 SP:Iteration 91Q (3037.000000 sec): 3 clusters Score: Raw -6519460.389340 + Penalty 1057.681483 = -6518402.707857 nChanged 1 SP:Iteration 92Q (3037.100000 sec): 3 clusters Score: Raw -6519460.656289 + Penalty 1057.681483 = -6518402.974806 nChanged 1 SP:Iteration 93Q (3037.220000 sec): 3 clusters Score: Raw -6519461.005383 + Penalty 1057.681483 = -6518403.323900 nChanged 2 SP:Iteration 94Q (3037.330000 sec): 3 clusters Score: Raw -6519461.433528 + Penalty 1057.681483 = -6518403.752045 nChanged 0 SP:Iteration 95F (3037.460000 sec): 3 clusters Score: Raw -6519461.433528 + Penalty 1057.681483 = -6518403.752045 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.510000 sec): 2 clusters Score: Raw -97695.944100 + Penalty 338.446451 = -97357.497650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.510000 sec): 3 clusters Score: Raw -96793.962970 + Penalty 676.892901 = -96117.070069 nChanged 674 SP:Iteration 1F (3037.510000 sec): 3 clusters Score: Raw -97171.980624 + Penalty 676.892901 = -96495.087722 nChanged 118 SP:Iteration 2F (3037.510000 sec): 3 clusters Score: Raw -97245.453081 + Penalty 676.892901 = -96568.560180 nChanged 84 SP:Iteration 3Q (3037.510000 sec): 3 clusters Score: Raw -97294.815246 + Penalty 676.892901 = -96617.922345 nChanged 74 SP:Iteration 4Q (3037.520000 sec): 3 clusters Score: Raw -97331.909568 + Penalty 676.892901 = -96655.016667 nChanged 70 SP:Iteration 5Q (3037.520000 sec): 3 clusters Score: Raw -97366.885022 + Penalty 676.892901 = -96689.992121 nChanged 53 SP:Iteration 6Q (3037.520000 sec): 3 clusters Score: Raw -97395.417695 + Penalty 676.892901 = -96718.524794 nChanged 66 SP:Iteration 7Q (3037.520000 sec): 3 clusters Score: Raw -97438.186639 + Penalty 676.892901 = -96761.293737 nChanged 63 SP:Iteration 8Q (3037.520000 sec): 3 clusters Score: Raw -97487.090407 + Penalty 676.892901 = -96810.197505 nChanged 65 SP:Iteration 9Q (3037.520000 sec): 3 clusters Score: Raw -97530.769365 + Penalty 676.892901 = -96853.876463 nChanged 46 SP:Iteration 10Q (3037.520000 sec): 3 clusters Score: Raw -97563.845068 + Penalty 676.892901 = -96886.952166 nChanged 52 SP:Iteration 11Q (3037.530000 sec): 3 clusters Score: Raw -97598.668656 + Penalty 676.892901 = -96921.775755 nChanged 52 SP:Iteration 12Q (3037.530000 sec): 3 clusters Score: Raw -97630.629955 + Penalty 676.892901 = -96953.737054 nChanged 37 SP:Iteration 13Q (3037.530000 sec): 3 clusters Score: Raw -97654.272531 + Penalty 676.892901 = -96977.379630 nChanged 28 SP:Iteration 14Q (3037.530000 sec): 3 clusters Score: Raw -97668.127460 + Penalty 676.892901 = -96991.234558 nChanged 21 SP:Iteration 15Q (3037.530000 sec): 3 clusters Score: Raw -97678.312476 + Penalty 676.892901 = -97001.419575 nChanged 16 SP:Iteration 16Q (3037.540000 sec): 3 clusters Score: Raw -97690.022706 + Penalty 676.892901 = -97013.129805 nChanged 12 SP:Iteration 17Q (3037.540000 sec): 3 clusters Score: Raw -97700.883706 + Penalty 676.892901 = -97023.990805 nChanged 12 SP:Iteration 18Q (3037.540000 sec): 3 clusters Score: Raw -97710.305915 + Penalty 676.892901 = -97033.413013 nChanged 10 SP:Iteration 19Q (3037.540000 sec): 3 clusters Score: Raw -97715.860666 + Penalty 676.892901 = -97038.967765 nChanged 7 SP:Iteration 20F (3037.540000 sec): 3 clusters Score: Raw -97717.992162 + Penalty 676.892901 = -97041.099261 nChanged 5 SP:Iteration 21Q (3037.540000 sec): 3 clusters Score: Raw -97719.434552 + Penalty 676.892901 = -97042.541651 nChanged 4 SP:Iteration 22Q (3037.540000 sec): 3 clusters Score: Raw -97721.230116 + Penalty 676.892901 = -97044.337215 nChanged 1 SP:Iteration 23Q (3037.540000 sec): 3 clusters Score: Raw -97721.359809 + Penalty 676.892901 = -97044.466908 nChanged 0 SP:Iteration 24F (3037.550000 sec): 3 clusters Score: Raw -97721.359809 + Penalty 676.892901 = -97044.466908 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.550000 sec): 2 clusters Score: Raw -13154.836932 + Penalty 246.835226 = -12908.001707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.550000 sec): 3 clusters Score: Raw -13110.923569 + Penalty 493.670452 = -12617.253117 nChanged 61 SP:Iteration 1F (3037.550000 sec): 3 clusters Score: Raw -13190.341624 + Penalty 493.670452 = -12696.671173 nChanged 14 SP:Iteration 2F (3037.550000 sec): 3 clusters Score: Raw -13228.188367 + Penalty 493.670452 = -12734.517915 nChanged 6 SP:Iteration 3Q (3037.550000 sec): 3 clusters Score: Raw -13235.939805 + Penalty 493.670452 = -12742.269353 nChanged 7 SP:Iteration 4Q (3037.550000 sec): 3 clusters Score: Raw -13245.037156 + Penalty 493.670452 = -12751.366704 nChanged 4 SP:Iteration 5Q (3037.550000 sec): 3 clusters Score: Raw -13248.285778 + Penalty 493.670452 = -12754.615326 nChanged 2 SP:Iteration 6Q (3037.550000 sec): 3 clusters Score: Raw -13253.198472 + Penalty 493.670452 = -12759.528020 nChanged 2 SP:Iteration 7Q (3037.550000 sec): 3 clusters Score: Raw -13255.766524 + Penalty 493.670452 = -12762.096072 nChanged 1 SP:Iteration 8Q (3037.550000 sec): 3 clusters Score: Raw -13256.745254 + Penalty 493.670452 = -12763.074803 nChanged 2 SP:Iteration 9Q (3037.550000 sec): 3 clusters Score: Raw -13258.793180 + Penalty 493.670452 = -12765.122729 nChanged 1 SP:Iteration 10Q (3037.550000 sec): 3 clusters Score: Raw -13259.801921 + Penalty 493.670452 = -12766.131469 nChanged 0 SP:Iteration 11F (3037.550000 sec): 3 clusters Score: Raw -13259.801921 + Penalty 493.670452 = -12766.131469 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.550000 sec): 2 clusters Score: Raw -22627.617508 + Penalty 277.564512 = -22350.052996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.550000 sec): 3 clusters Score: Raw -22453.018664 + Penalty 555.129025 = -21897.889640 nChanged 153 SP:Iteration 1F (3037.550000 sec): 3 clusters Score: Raw -22601.215687 + Penalty 555.129025 = -22046.086662 nChanged 61 SP:Iteration 2F (3037.560000 sec): 3 clusters Score: Raw -22666.364065 + Penalty 555.129025 = -22111.235040 nChanged 39 SP:Iteration 3F (3037.560000 sec): 3 clusters Score: Raw -22714.995173 + Penalty 555.129025 = -22159.866148 nChanged 29 SP:Iteration 4F (3037.560000 sec): 3 clusters Score: Raw -22782.224477 + Penalty 555.129025 = -22227.095452 nChanged 24 SP:Iteration 5F (3037.560000 sec): 3 clusters Score: Raw -22829.762512 + Penalty 555.129025 = -22274.633487 nChanged 27 SP:Iteration 6F (3037.560000 sec): 3 clusters Score: Raw -22879.362126 + Penalty 555.129025 = -22324.233102 nChanged 14 SP:Iteration 7Q (3037.560000 sec): 3 clusters Score: Raw -22899.078583 + Penalty 555.129025 = -22343.949558 nChanged 4 SP:Iteration 8Q (3037.560000 sec): 3 clusters Score: Raw -22904.314780 + Penalty 555.129025 = -22349.185755 nChanged 1 SP:Iteration 9Q (3037.560000 sec): 3 clusters Score: Raw -22905.437060 + Penalty 555.129025 = -22350.308035 nChanged 2 SP:Iteration 10Q (3037.560000 sec): 3 clusters Score: Raw -22907.077846 + Penalty 555.129025 = -22351.948821 nChanged 1 SP:Iteration 11Q (3037.560000 sec): 3 clusters Score: Raw -22907.541939 + Penalty 555.129025 = -22352.412914 nChanged 0 SP:Iteration 12F (3037.560000 sec): 3 clusters Score: Raw -22907.541939 + Penalty 555.129025 = -22352.412914 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.560000 sec): 2 clusters Score: Raw -47964.029579 + Penalty 310.459519 = -47653.570060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.560000 sec): 3 clusters Score: Raw -47576.443334 + Penalty 620.919037 = -46955.524297 nChanged 347 SP:Iteration 1F (3037.560000 sec): 3 clusters Score: Raw -47804.966887 + Penalty 620.919037 = -47184.047849 nChanged 72 SP:Iteration 2F (3037.560000 sec): 3 clusters Score: Raw -47851.638842 + Penalty 620.919037 = -47230.719805 nChanged 39 SP:Iteration 3Q (3037.560000 sec): 3 clusters Score: Raw -47876.681645 + Penalty 620.919037 = -47255.762608 nChanged 25 SP:Iteration 4Q (3037.570000 sec): 3 clusters Score: Raw -47890.307498 + Penalty 620.919037 = -47269.388461 nChanged 22 SP:Iteration 5Q (3037.570000 sec): 3 clusters Score: Raw -47906.423677 + Penalty 620.919037 = -47285.504640 nChanged 20 SP:Iteration 6Q (3037.570000 sec): 3 clusters Score: Raw -47916.674420 + Penalty 620.919037 = -47295.755383 nChanged 12 SP:Iteration 7Q (3037.570000 sec): 3 clusters Score: Raw -47920.565465 + Penalty 620.919037 = -47299.646428 nChanged 8 SP:Iteration 8Q (3037.570000 sec): 3 clusters Score: Raw -47923.548706 + Penalty 620.919037 = -47302.629669 nChanged 5 SP:Iteration 9Q (3037.570000 sec): 3 clusters Score: Raw -47924.398324 + Penalty 620.919037 = -47303.479287 nChanged 2 SP:Iteration 10Q (3037.570000 sec): 3 clusters Score: Raw -47924.723878 + Penalty 620.919037 = -47303.804841 nChanged 1 SP:Iteration 11Q (3037.570000 sec): 3 clusters Score: Raw -47924.882642 + Penalty 620.919037 = -47303.963605 nChanged 1 SP:Iteration 12Q (3037.580000 sec): 3 clusters Score: Raw -47925.027027 + Penalty 620.919037 = -47304.107990 nChanged 1 SP:Iteration 13Q (3037.580000 sec): 3 clusters Score: Raw -47925.145786 + Penalty 620.919037 = -47304.226748 nChanged 1 SP:Iteration 14Q (3037.580000 sec): 3 clusters Score: Raw -47925.438176 + Penalty 620.919037 = -47304.519139 nChanged 2 SP:Iteration 15Q (3037.580000 sec): 3 clusters Score: Raw -47925.760811 + Penalty 620.919037 = -47304.841773 nChanged 2 SP:Iteration 16Q (3037.580000 sec): 3 clusters Score: Raw -47926.437887 + Penalty 620.919037 = -47305.518850 nChanged 2 SP:Iteration 17Q (3037.580000 sec): 3 clusters Score: Raw -47926.820176 + Penalty 620.919037 = -47305.901139 nChanged 2 SP:Iteration 18Q (3037.580000 sec): 3 clusters Score: Raw -47927.582576 + Penalty 620.919037 = -47306.663539 nChanged 3 SP:Iteration 19Q (3037.580000 sec): 3 clusters Score: Raw -47928.609005 + Penalty 620.919037 = -47307.689968 nChanged 4 SP:Iteration 20F (3037.580000 sec): 3 clusters Score: Raw -47929.689523 + Penalty 620.919037 = -47308.770486 nChanged 6 SP:Iteration 21Q (3037.580000 sec): 3 clusters Score: Raw -47932.025812 + Penalty 620.919037 = -47311.106775 nChanged 3 SP:Iteration 22Q (3037.580000 sec): 3 clusters Score: Raw -47932.998782 + Penalty 620.919037 = -47312.079745 nChanged 3 SP:Iteration 23Q (3037.580000 sec): 3 clusters Score: Raw -47933.340886 + Penalty 620.919037 = -47312.421848 nChanged 1 SP:Iteration 24Q (3037.580000 sec): 3 clusters Score: Raw -47933.417087 + Penalty 620.919037 = -47312.498049 nChanged 0 SP:Iteration 25F (3037.590000 sec): 3 clusters Score: Raw -47933.417087 + Penalty 620.919037 = -47312.498049 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (162114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.860000 sec): 2 clusters Score: Raw -9992051.742579 + Penalty 545.820506 = -9991505.922073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.070000 sec): 3 clusters Score: Raw -9882585.739360 + Penalty 1091.641011 = -9881494.098349 nChanged 79731 SP:Iteration 1F (3038.300000 sec): 3 clusters Score: Raw -9929436.215307 + Penalty 1091.641011 = -9928344.574296 nChanged 4310 SP:Iteration 2Q (3038.550000 sec): 3 clusters Score: Raw -9930275.741956 + Penalty 1091.641011 = -9929184.100945 nChanged 4712 SP:Iteration 3Q (3038.790000 sec): 3 clusters Score: Raw -9931374.050310 + Penalty 1091.641011 = -9930282.409299 nChanged 5238 SP:Iteration 4Q (3039.040000 sec): 3 clusters Score: Raw -9932865.611337 + Penalty 1091.641011 = -9931773.970326 nChanged 5965 SP:Iteration 5Q (3039.280000 sec): 3 clusters Score: Raw -9935022.810575 + Penalty 1091.641011 = -9933931.169564 nChanged 6766 SP:Iteration 6Q (3039.520000 sec): 3 clusters Score: Raw -9938071.590968 + Penalty 1091.641011 = -9936979.949957 nChanged 7805 SP:Iteration 7Q (3039.770000 sec): 3 clusters Score: Raw -9942853.450462 + Penalty 1091.641011 = -9941761.809450 nChanged 9369 SP:Iteration 8F (3039.990000 sec): 3 clusters Score: Raw -9949982.467430 + Penalty 1091.641011 = -9948890.826419 nChanged 10120 SP:Iteration 9F (3040.210000 sec): 3 clusters Score: Raw -9957071.198477 + Penalty 1091.641011 = -9955979.557465 nChanged 8345 SP:Iteration 10F (3040.430000 sec): 3 clusters Score: Raw -9960496.246002 + Penalty 1091.641011 = -9959404.604991 nChanged 4588 SP:Iteration 11Q (3040.670000 sec): 3 clusters Score: Raw -9961300.618371 + Penalty 1091.641011 = -9960208.977360 nChanged 1980 SP:Iteration 12Q (3040.900000 sec): 3 clusters Score: Raw -9961446.749876 + Penalty 1091.641011 = -9960355.108865 nChanged 869 SP:Iteration 13Q (3041.140000 sec): 3 clusters Score: Raw -9961481.247309 + Penalty 1091.641011 = -9960389.606298 nChanged 458 SP:Iteration 14Q (3041.380000 sec): 3 clusters Score: Raw -9961495.212835 + Penalty 1091.641011 = -9960403.571823 nChanged 324 SP:Iteration 15Q (3041.620000 sec): 3 clusters Score: Raw -9961505.620392 + Penalty 1091.641011 = -9960413.979380 nChanged 284 SP:Iteration 16Q (3041.860000 sec): 3 clusters Score: Raw -9961515.172979 + Penalty 1091.641011 = -9960423.531967 nChanged 311 SP:Iteration 17Q (3042.100000 sec): 3 clusters Score: Raw -9961526.038395 + Penalty 1091.641011 = -9960434.397384 nChanged 317 SP:Iteration 18Q (3042.340000 sec): 3 clusters Score: Raw -9961537.415496 + Penalty 1091.641011 = -9960445.774484 nChanged 311 SP:Iteration 19Q (3042.580000 sec): 3 clusters Score: Raw -9961548.990574 + Penalty 1091.641011 = -9960457.349563 nChanged 315 SP:Iteration 20F (3042.800000 sec): 3 clusters Score: Raw -9961558.833756 + Penalty 1091.641011 = -9960467.192745 nChanged 289 SP:Iteration 21Q (3043.040000 sec): 3 clusters Score: Raw -9961568.425443 + Penalty 1091.641011 = -9960476.784432 nChanged 305 SP:Iteration 22Q (3043.270000 sec): 3 clusters Score: Raw -9961579.722971 + Penalty 1091.641011 = -9960488.081960 nChanged 330 SP:Iteration 23Q (3043.510000 sec): 3 clusters Score: Raw -9961591.556546 + Penalty 1091.641011 = -9960499.915535 nChanged 329 SP:Iteration 24Q (3043.750000 sec): 3 clusters Score: Raw -9961603.121266 + Penalty 1091.641011 = -9960511.480255 nChanged 346 SP:Iteration 25Q (3043.990000 sec): 3 clusters Score: Raw -9961616.666659 + Penalty 1091.641011 = -9960525.025647 nChanged 356 SP:Iteration 26Q (3044.230000 sec): 3 clusters Score: Raw -9961632.005778 + Penalty 1091.641011 = -9960540.364767 nChanged 396 SP:Iteration 27Q (3044.460000 sec): 3 clusters Score: Raw -9961650.376741 + Penalty 1091.641011 = -9960558.735730 nChanged 418 SP:Iteration 28Q (3044.700000 sec): 3 clusters Score: Raw -9961672.167334 + Penalty 1091.641011 = -9960580.526322 nChanged 452 SP:Iteration 29Q (3044.940000 sec): 3 clusters Score: Raw -9961695.478589 + Penalty 1091.641011 = -9960603.837578 nChanged 481 SP:Iteration 30Q (3045.180000 sec): 3 clusters Score: Raw -9961721.721655 + Penalty 1091.641011 = -9960630.080644 nChanged 545 SP:Iteration 31Q (3045.410000 sec): 3 clusters Score: Raw -9961753.473585 + Penalty 1091.641011 = -9960661.832573 nChanged 575 SP:Iteration 32Q (3045.650000 sec): 3 clusters Score: Raw -9961788.258785 + Penalty 1091.641011 = -9960696.617774 nChanged 641 SP:Iteration 33Q (3045.890000 sec): 3 clusters Score: Raw -9961831.675788 + Penalty 1091.641011 = -9960740.034776 nChanged 672 SP:Iteration 34Q (3046.130000 sec): 3 clusters Score: Raw -9961879.576834 + Penalty 1091.641011 = -9960787.935823 nChanged 748 SP:Iteration 35Q (3046.370000 sec): 3 clusters Score: Raw -9961938.930937 + Penalty 1091.641011 = -9960847.289925 nChanged 855 SP:Iteration 36Q (3046.600000 sec): 3 clusters Score: Raw -9962012.645668 + Penalty 1091.641011 = -9960921.004656 nChanged 903 SP:Iteration 37Q (3046.840000 sec): 3 clusters Score: Raw -9962091.484708 + Penalty 1091.641011 = -9960999.843697 nChanged 993 SP:Iteration 38Q (3047.080000 sec): 3 clusters Score: Raw -9962183.462251 + Penalty 1091.641011 = -9961091.821239 nChanged 1057 SP:Iteration 39Q (3047.310000 sec): 3 clusters Score: Raw -9962285.611468 + Penalty 1091.641011 = -9961193.970457 nChanged 1133 SP:Iteration 40F (3047.530000 sec): 3 clusters Score: Raw -9962403.577946 + Penalty 1091.641011 = -9961311.936935 nChanged 1223 SP:Iteration 41Q (3047.770000 sec): 3 clusters Score: Raw -9962538.915402 + Penalty 1091.641011 = -9961447.274390 nChanged 1336 SP:Iteration 42Q (3048.010000 sec): 3 clusters Score: Raw -9962700.105829 + Penalty 1091.641011 = -9961608.464818 nChanged 1494 SP:Iteration 43Q (3048.250000 sec): 3 clusters Score: Raw -9962902.080100 + Penalty 1091.641011 = -9961810.439088 nChanged 1667 SP:Iteration 44Q (3048.490000 sec): 3 clusters Score: Raw -9963139.369112 + Penalty 1091.641011 = -9962047.728101 nChanged 1768 SP:Iteration 45Q (3048.720000 sec): 3 clusters Score: Raw -9963410.965333 + Penalty 1091.641011 = -9962319.324322 nChanged 1918 SP:Iteration 46Q (3048.930000 sec): 3 clusters Score: Raw -9963731.354229 + Penalty 1091.641011 = -9962639.713218 nChanged 2088 SP:Iteration 47Q (3049.150000 sec): 3 clusters Score: Raw -9964102.080505 + Penalty 1091.641011 = -9963010.439493 nChanged 2203 SP:Iteration 48Q (3049.360000 sec): 3 clusters Score: Raw -9964528.348905 + Penalty 1091.641011 = -9963436.707894 nChanged 2450 SP:Iteration 49Q (3049.580000 sec): 3 clusters Score: Raw -9965052.531308 + Penalty 1091.641011 = -9963960.890296 nChanged 2639 SP:Iteration 50Q (3049.790000 sec): 3 clusters Score: Raw -9965661.496060 + Penalty 1091.641011 = -9964569.855048 nChanged 2803 SP:Iteration 51Q (3050.000000 sec): 3 clusters Score: Raw -9966375.079114 + Penalty 1091.641011 = -9965283.438103 nChanged 3078 SP:Iteration 52Q (3050.210000 sec): 3 clusters Score: Raw -9967254.397260 + Penalty 1091.641011 = -9966162.756248 nChanged 3267 SP:Iteration 53Q (3050.420000 sec): 3 clusters Score: Raw -9968281.967886 + Penalty 1091.641011 = -9967190.326875 nChanged 3428 SP:Iteration 54Q (3050.620000 sec): 3 clusters Score: Raw -9969477.030859 + Penalty 1091.641011 = -9968385.389848 nChanged 3638 SP:Iteration 55Q (3050.830000 sec): 3 clusters Score: Raw -9970885.043472 + Penalty 1091.641011 = -9969793.402460 nChanged 3762 SP:Iteration 56Q (3051.030000 sec): 3 clusters Score: Raw -9972484.616213 + Penalty 1091.641011 = -9971392.975202 nChanged 3954 SP:Iteration 57Q (3051.210000 sec): 3 clusters Score: Raw -9974389.629319 + Penalty 1091.641011 = -9973297.988307 nChanged 4006 SP:Iteration 58Q (3051.410000 sec): 3 clusters Score: Raw -9976509.503816 + Penalty 1091.641011 = -9975417.862805 nChanged 3931 SP:Iteration 59Q (3051.590000 sec): 3 clusters Score: Raw -9978779.307403 + Penalty 1091.641011 = -9977687.666392 nChanged 3624 SP:Iteration 60F (3051.790000 sec): 3 clusters Score: Raw -9981136.649800 + Penalty 1091.641011 = -9980045.008789 nChanged 3414 SP:Iteration 61Q (3051.960000 sec): 3 clusters Score: Raw -9983488.426934 + Penalty 1091.641011 = -9982396.785923 nChanged 2925 SP:Iteration 62Q (3052.140000 sec): 3 clusters Score: Raw -9985610.607935 + Penalty 1091.641011 = -9984518.966924 nChanged 2370 SP:Iteration 63Q (3052.310000 sec): 3 clusters Score: Raw -9987409.700415 + Penalty 1091.641011 = -9986318.059404 nChanged 1889 SP:Iteration 64Q (3052.480000 sec): 3 clusters Score: Raw -9988894.090604 + Penalty 1091.641011 = -9987802.449592 nChanged 1379 SP:Iteration 65Q (3052.650000 sec): 3 clusters Score: Raw -9990005.371904 + Penalty 1091.641011 = -9988913.730892 nChanged 1057 SP:Iteration 66Q (3052.810000 sec): 3 clusters Score: Raw -9990901.216880 + Penalty 1091.641011 = -9989809.575869 nChanged 790 SP:Iteration 67Q (3052.980000 sec): 3 clusters Score: Raw -9991608.063114 + Penalty 1091.641011 = -9990516.422102 nChanged 385 SP:Iteration 68Q (3053.140000 sec): 3 clusters Score: Raw -9991948.746920 + Penalty 1091.641011 = -9990857.105908 nChanged 106 SP:Iteration 69Q (3053.300000 sec): 3 clusters Score: Raw -9992047.501502 + Penalty 1091.641011 = -9990955.860491 nChanged 21 SP:Iteration 70Q (3053.470000 sec): 3 clusters Score: Raw -9992081.653260 + Penalty 1091.641011 = -9990990.012248 nChanged 8 SP:Iteration 71Q (3053.630000 sec): 3 clusters Score: Raw -9992095.043462 + Penalty 1091.641011 = -9991003.402450 nChanged 3 SP:Iteration 72Q (3053.790000 sec): 3 clusters Score: Raw -9992101.709279 + Penalty 1091.641011 = -9991010.068267 nChanged 2 SP:Iteration 73Q (3053.950000 sec): 3 clusters Score: Raw -9992109.427063 + Penalty 1091.641011 = -9991017.786052 nChanged 1 SP:Iteration 74Q (3054.110000 sec): 3 clusters Score: Raw -9992111.006564 + Penalty 1091.641011 = -9991019.365553 nChanged 1 SP:Iteration 75Q (3054.280000 sec): 3 clusters Score: Raw -9992111.831353 + Penalty 1091.641011 = -9991020.190342 nChanged 0 SP:Iteration 76F (3054.470000 sec): 3 clusters Score: Raw -9992111.831353 + Penalty 1091.641011 = -9991020.190342 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.540000 sec): 2 clusters Score: Raw -31983.638174 + Penalty 290.063629 = -31693.574545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.540000 sec): 3 clusters Score: Raw -31746.547657 + Penalty 580.127259 = -31166.420398 nChanged 216 SP:Iteration 1F (3054.540000 sec): 3 clusters Score: Raw -31925.329099 + Penalty 580.127259 = -31345.201841 nChanged 59 SP:Iteration 2F (3054.540000 sec): 3 clusters Score: Raw -31978.122456 + Penalty 580.127259 = -31397.995197 nChanged 47 SP:Iteration 3F (3054.540000 sec): 3 clusters Score: Raw -32014.124539 + Penalty 580.127259 = -31433.997280 nChanged 37 SP:Iteration 4F (3054.540000 sec): 3 clusters Score: Raw -32046.294271 + Penalty 580.127259 = -31466.167012 nChanged 25 SP:Iteration 5Q (3054.540000 sec): 3 clusters Score: Raw -32058.482931 + Penalty 580.127259 = -31478.355673 nChanged 8 SP:Iteration 6Q (3054.540000 sec): 3 clusters Score: Raw -32061.697949 + Penalty 580.127259 = -31481.570691 nChanged 4 SP:Iteration 7Q (3054.540000 sec): 3 clusters Score: Raw -32063.354564 + Penalty 580.127259 = -31483.227305 nChanged 3 SP:Iteration 8Q (3054.550000 sec): 3 clusters Score: Raw -32064.304434 + Penalty 580.127259 = -31484.177176 nChanged 2 SP:Iteration 9Q (3054.550000 sec): 3 clusters Score: Raw -32064.829943 + Penalty 580.127259 = -31484.702684 nChanged 1 SP:Iteration 10Q (3054.550000 sec): 3 clusters Score: Raw -32065.252608 + Penalty 580.127259 = -31485.125349 nChanged 3 SP:Iteration 11Q (3054.550000 sec): 3 clusters Score: Raw -32066.530432 + Penalty 580.127259 = -31486.403174 nChanged 3 SP:Iteration 12Q (3054.550000 sec): 3 clusters Score: Raw -32067.235837 + Penalty 580.127259 = -31487.108579 nChanged 1 SP:Iteration 13Q (3054.550000 sec): 3 clusters Score: Raw -32067.363754 + Penalty 580.127259 = -31487.236495 nChanged 0 SP:Iteration 14F (3054.550000 sec): 3 clusters Score: Raw -32067.363754 + Penalty 580.127259 = -31487.236495 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (3498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.550000 sec): 2 clusters Score: Raw -209183.349545 + Penalty 371.277573 = -208812.071973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.560000 sec): 3 clusters Score: Raw -207141.598653 + Penalty 742.555146 = -206399.043507 nChanged 1546 SP:Iteration 1F (3054.560000 sec): 3 clusters Score: Raw -208163.332049 + Penalty 742.555146 = -207420.776904 nChanged 349 SP:Iteration 2F (3054.570000 sec): 3 clusters Score: Raw -208478.249624 + Penalty 742.555146 = -207735.694478 nChanged 264 SP:Iteration 3F (3054.570000 sec): 3 clusters Score: Raw -208727.905016 + Penalty 742.555146 = -207985.349871 nChanged 200 SP:Iteration 4F (3054.570000 sec): 3 clusters Score: Raw -208912.388707 + Penalty 742.555146 = -208169.833561 nChanged 177 SP:Iteration 5F (3054.570000 sec): 3 clusters Score: Raw -209098.175475 + Penalty 742.555146 = -208355.620329 nChanged 120 SP:Iteration 6Q (3054.580000 sec): 3 clusters Score: Raw -209177.740976 + Penalty 742.555146 = -208435.185830 nChanged 88 SP:Iteration 7Q (3054.580000 sec): 3 clusters Score: Raw -209217.338829 + Penalty 742.555146 = -208474.783683 nChanged 53 SP:Iteration 8Q (3054.590000 sec): 3 clusters Score: Raw -209237.110293 + Penalty 742.555146 = -208494.555147 nChanged 40 SP:Iteration 9Q (3054.590000 sec): 3 clusters Score: Raw -209246.696653 + Penalty 742.555146 = -208504.141508 nChanged 24 SP:Iteration 10Q (3054.590000 sec): 3 clusters Score: Raw -209252.308330 + Penalty 742.555146 = -208509.753184 nChanged 28 SP:Iteration 11Q (3054.590000 sec): 3 clusters Score: Raw -209258.742073 + Penalty 742.555146 = -208516.186927 nChanged 16 SP:Iteration 12Q (3054.600000 sec): 3 clusters Score: Raw -209262.400239 + Penalty 742.555146 = -208519.845093 nChanged 17 SP:Iteration 13Q (3054.600000 sec): 3 clusters Score: Raw -209267.998171 + Penalty 742.555146 = -208525.443025 nChanged 13 SP:Iteration 14Q (3054.600000 sec): 3 clusters Score: Raw -209271.284065 + Penalty 742.555146 = -208528.728919 nChanged 12 SP:Iteration 15Q (3054.610000 sec): 3 clusters Score: Raw -209272.985884 + Penalty 742.555146 = -208530.430738 nChanged 6 SP:Iteration 16Q (3054.610000 sec): 3 clusters Score: Raw -209273.912970 + Penalty 742.555146 = -208531.357824 nChanged 2 SP:Iteration 17Q (3054.610000 sec): 3 clusters Score: Raw -209274.108251 + Penalty 742.555146 = -208531.553105 nChanged 1 SP:Iteration 18Q (3054.610000 sec): 3 clusters Score: Raw -209274.166737 + Penalty 742.555146 = -208531.611592 nChanged 0 SP:Iteration 19F (3054.620000 sec): 3 clusters Score: Raw -209274.166737 + Penalty 742.555146 = -208531.611592 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.620000 sec): 2 clusters Score: Raw -2199.642195 + Penalty 183.958833 = -2015.683362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.620000 sec): 3 clusters Score: Raw -2244.803897 + Penalty 367.917665 = -1876.886232 nChanged 10 SP:Iteration 1F (3054.620000 sec): 3 clusters Score: Raw -2283.152019 + Penalty 367.917665 = -1915.234353 nChanged 3 SP:Iteration 2F (3054.620000 sec): 3 clusters Score: Raw -2298.561355 + Penalty 367.917665 = -1930.643690 nChanged 1 SP:Iteration 3Q (3054.620000 sec): 3 clusters Score: Raw -2302.372762 + Penalty 367.917665 = -1934.455097 nChanged 0 SP:Iteration 4F (3054.620000 sec): 3 clusters Score: Raw -2302.372762 + Penalty 367.917665 = -1934.455097 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.620000 sec): 2 clusters Score: Raw -20241.692188 + Penalty 267.564251 = -19974.127937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.630000 sec): 3 clusters Score: Raw -20102.906975 + Penalty 535.128502 = -19567.778473 nChanged 106 SP:Iteration 1F (3054.630000 sec): 3 clusters Score: Raw -20171.640129 + Penalty 535.128502 = -19636.511628 nChanged 30 SP:Iteration 2F (3054.630000 sec): 3 clusters Score: Raw -20197.198493 + Penalty 535.128502 = -19662.069991 nChanged 19 SP:Iteration 3F (3054.630000 sec): 3 clusters Score: Raw -20212.626500 + Penalty 535.128502 = -19677.497999 nChanged 10 SP:Iteration 4Q (3054.630000 sec): 3 clusters Score: Raw -20221.059085 + Penalty 535.128502 = -19685.930584 nChanged 6 SP:Iteration 5Q (3054.630000 sec): 3 clusters Score: Raw -20226.920548 + Penalty 535.128502 = -19691.792046 nChanged 9 SP:Iteration 6Q (3054.630000 sec): 3 clusters Score: Raw -20237.593831 + Penalty 535.128502 = -19702.465329 nChanged 6 SP:Iteration 7Q (3054.630000 sec): 3 clusters Score: Raw -20247.851151 + Penalty 535.128502 = -19712.722649 nChanged 9 SP:Iteration 8Q (3054.630000 sec): 3 clusters Score: Raw -20257.440153 + Penalty 535.128502 = -19722.311651 nChanged 8 SP:Iteration 9Q (3054.630000 sec): 3 clusters Score: Raw -20263.542895 + Penalty 535.128502 = -19728.414393 nChanged 6 SP:Iteration 10Q (3054.630000 sec): 3 clusters Score: Raw -20267.153179 + Penalty 535.128502 = -19732.024678 nChanged 11 SP:Iteration 11Q (3054.630000 sec): 3 clusters Score: Raw -20279.066834 + Penalty 535.128502 = -19743.938332 nChanged 13 SP:Iteration 12Q (3054.630000 sec): 3 clusters Score: Raw -20295.322999 + Penalty 535.128502 = -19760.194497 nChanged 9 SP:Iteration 13Q (3054.630000 sec): 3 clusters Score: Raw -20308.963756 + Penalty 535.128502 = -19773.835254 nChanged 8 SP:Iteration 14Q (3054.630000 sec): 3 clusters Score: Raw -20321.312587 + Penalty 535.128502 = -19786.184085 nChanged 6 SP:Iteration 15Q (3054.630000 sec): 3 clusters Score: Raw -20327.501242 + Penalty 535.128502 = -19792.372740 nChanged 5 SP:Iteration 16Q (3054.630000 sec): 3 clusters Score: Raw -20332.479972 + Penalty 535.128502 = -19797.351470 nChanged 4 SP:Iteration 17Q (3054.630000 sec): 3 clusters Score: Raw -20335.733667 + Penalty 535.128502 = -19800.605165 nChanged 2 SP:Iteration 18Q (3054.630000 sec): 3 clusters Score: Raw -20338.821666 + Penalty 535.128502 = -19803.693164 nChanged 1 SP:Iteration 19Q (3054.630000 sec): 3 clusters Score: Raw -20341.071740 + Penalty 535.128502 = -19805.943238 nChanged 1 SP:Iteration 20F (3054.630000 sec): 3 clusters Score: Raw -20341.780491 + Penalty 535.128502 = -19806.651989 nChanged 2 SP:Iteration 21Q (3054.630000 sec): 3 clusters Score: Raw -20346.007902 + Penalty 535.128502 = -19810.879400 nChanged 1 SP:Iteration 22Q (3054.630000 sec): 3 clusters Score: Raw -20347.915454 + Penalty 535.128502 = -19812.786952 nChanged 1 SP:Iteration 23Q (3054.630000 sec): 3 clusters Score: Raw -20348.506385 + Penalty 535.128502 = -19813.377883 nChanged 0 SP:Iteration 24F (3054.630000 sec): 3 clusters Score: Raw -20348.506385 + Penalty 535.128502 = -19813.377883 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.630000 sec): 2 clusters Score: Raw -20829.824799 + Penalty 270.037686 = -20559.787113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.630000 sec): 3 clusters Score: Raw -20706.850245 + Penalty 540.075372 = -20166.774873 nChanged 116 SP:Iteration 1F (3054.630000 sec): 3 clusters Score: Raw -20815.557972 + Penalty 540.075372 = -20275.482600 nChanged 23 SP:Iteration 2F (3054.640000 sec): 3 clusters Score: Raw -20842.245812 + Penalty 540.075372 = -20302.170440 nChanged 17 SP:Iteration 3Q (3054.640000 sec): 3 clusters Score: Raw -20859.312400 + Penalty 540.075372 = -20319.237029 nChanged 10 SP:Iteration 4Q (3054.640000 sec): 3 clusters Score: Raw -20868.360367 + Penalty 540.075372 = -20328.284995 nChanged 7 SP:Iteration 5Q (3054.640000 sec): 3 clusters Score: Raw -20875.256300 + Penalty 540.075372 = -20335.180928 nChanged 6 SP:Iteration 6Q (3054.640000 sec): 3 clusters Score: Raw -20881.294930 + Penalty 540.075372 = -20341.219558 nChanged 5 SP:Iteration 7Q (3054.640000 sec): 3 clusters Score: Raw -20884.807550 + Penalty 540.075372 = -20344.732179 nChanged 2 SP:Iteration 8Q (3054.640000 sec): 3 clusters Score: Raw -20886.385505 + Penalty 540.075372 = -20346.310134 nChanged 2 SP:Iteration 9Q (3054.640000 sec): 3 clusters Score: Raw -20888.417260 + Penalty 540.075372 = -20348.341889 nChanged 1 SP:Iteration 10Q (3054.640000 sec): 3 clusters Score: Raw -20889.435040 + Penalty 540.075372 = -20349.359668 nChanged 1 SP:Iteration 11Q (3054.640000 sec): 3 clusters Score: Raw -20889.926307 + Penalty 540.075372 = -20349.850936 nChanged 1 SP:Iteration 12Q (3054.640000 sec): 3 clusters Score: Raw -20890.744008 + Penalty 540.075372 = -20350.668636 nChanged 1 SP:Iteration 13Q (3054.640000 sec): 3 clusters Score: Raw -20891.081570 + Penalty 540.075372 = -20351.006198 nChanged 0 SP:Iteration 14F (3054.640000 sec): 3 clusters Score: Raw -20891.081570 + Penalty 540.075372 = -20351.006198 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 23 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.640000 sec): 2 clusters Score: Raw -15244.745258 + Penalty 252.482962 = -14992.262297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.640000 sec): 3 clusters Score: Raw -15158.645559 + Penalty 504.965924 = -14653.679636 nChanged 71 SP:Iteration 1F (3054.640000 sec): 3 clusters Score: Raw -15226.883762 + Penalty 504.965924 = -14721.917838 nChanged 26 SP:Iteration 2F (3054.640000 sec): 3 clusters Score: Raw -15280.621755 + Penalty 504.965924 = -14775.655832 nChanged 18 SP:Iteration 3F (3054.640000 sec): 3 clusters Score: Raw -15314.830847 + Penalty 504.965924 = -14809.864923 nChanged 14 SP:Iteration 4F (3054.640000 sec): 3 clusters Score: Raw -15335.286616 + Penalty 504.965924 = -14830.320692 nChanged 4 SP:Iteration 5Q (3054.640000 sec): 3 clusters Score: Raw -15340.478679 + Penalty 504.965924 = -14835.512755 nChanged 2 SP:Iteration 6Q (3054.650000 sec): 3 clusters Score: Raw -15341.045863 + Penalty 504.965924 = -14836.079939 nChanged 1 SP:Iteration 7Q (3054.650000 sec): 3 clusters Score: Raw -15341.389787 + Penalty 504.965924 = -14836.423863 nChanged 0 SP:Iteration 8F (3054.650000 sec): 3 clusters Score: Raw -15341.389787 + Penalty 504.965924 = -14836.423863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 24 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.650000 sec): 2 clusters Score: Raw -18331.281625 + Penalty 265.616735 = -18065.664890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.650000 sec): 3 clusters Score: Raw -18188.830179 + Penalty 531.233471 = -17657.596708 nChanged 106 SP:Iteration 1F (3054.650000 sec): 3 clusters Score: Raw -18319.067800 + Penalty 531.233471 = -17787.834329 nChanged 34 SP:Iteration 2F (3054.650000 sec): 3 clusters Score: Raw -18364.148333 + Penalty 531.233471 = -17832.914863 nChanged 17 SP:Iteration 3Q (3054.650000 sec): 3 clusters Score: Raw -18382.233163 + Penalty 531.233471 = -17850.999693 nChanged 10 SP:Iteration 4Q (3054.650000 sec): 3 clusters Score: Raw -18395.767873 + Penalty 531.233471 = -17864.534402 nChanged 7 SP:Iteration 5Q (3054.650000 sec): 3 clusters Score: Raw -18407.568222 + Penalty 531.233471 = -17876.334752 nChanged 9 SP:Iteration 6Q (3054.650000 sec): 3 clusters Score: Raw -18417.809772 + Penalty 531.233471 = -17886.576301 nChanged 11 SP:Iteration 7Q (3054.650000 sec): 3 clusters Score: Raw -18435.806006 + Penalty 531.233471 = -17904.572535 nChanged 8 SP:Iteration 8Q (3054.650000 sec): 3 clusters Score: Raw -18443.770220 + Penalty 531.233471 = -17912.536749 nChanged 4 SP:Iteration 9Q (3054.650000 sec): 3 clusters Score: Raw -18446.454334 + Penalty 531.233471 = -17915.220863 nChanged 1 SP:Iteration 10Q (3054.650000 sec): 3 clusters Score: Raw -18446.648852 + Penalty 531.233471 = -17915.415382 nChanged 1 SP:Iteration 11Q (3054.650000 sec): 3 clusters Score: Raw -18447.260792 + Penalty 531.233471 = -17916.027321 nChanged 0 SP:Iteration 12F (3054.650000 sec): 3 clusters Score: Raw -18447.260792 + Penalty 531.233471 = -17916.027321 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 25 (25512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.700000 sec): 2 clusters Score: Raw -1583355.981455 + Penalty 461.684141 = -1582894.297314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.720000 sec): 3 clusters Score: Raw -1566781.325759 + Penalty 923.368283 = -1565857.957476 nChanged 12138 SP:Iteration 1F (3054.750000 sec): 3 clusters Score: Raw -1574223.443427 + Penalty 923.368283 = -1573300.075144 nChanged 1423 SP:Iteration 2F (3054.780000 sec): 3 clusters Score: Raw -1575008.854585 + Penalty 923.368283 = -1574085.486302 nChanged 1923 SP:Iteration 3F (3054.800000 sec): 3 clusters Score: Raw -1576395.592663 + Penalty 923.368283 = -1575472.224380 nChanged 2488 SP:Iteration 4F (3054.830000 sec): 3 clusters Score: Raw -1578680.232338 + Penalty 923.368283 = -1577756.864055 nChanged 2381 SP:Iteration 5F (3054.860000 sec): 3 clusters Score: Raw -1581099.641253 + Penalty 923.368283 = -1580176.272970 nChanged 1517 SP:Iteration 6F (3054.880000 sec): 3 clusters Score: Raw -1582642.784260 + Penalty 923.368283 = -1581719.415977 nChanged 570 SP:Iteration 7Q (3054.910000 sec): 3 clusters Score: Raw -1583198.914636 + Penalty 923.368283 = -1582275.546353 nChanged 141 SP:Iteration 8Q (3054.930000 sec): 3 clusters Score: Raw -1583344.349082 + Penalty 923.368283 = -1582420.980799 nChanged 21 SP:Iteration 9Q (3054.950000 sec): 3 clusters Score: Raw -1583383.113818 + Penalty 923.368283 = -1582459.745535 nChanged 6 SP:Iteration 10Q (3054.970000 sec): 3 clusters Score: Raw -1583398.157411 + Penalty 923.368283 = -1582474.789128 nChanged 4 SP:Iteration 11Q (3054.990000 sec): 3 clusters Score: Raw -1583401.702767 + Penalty 923.368283 = -1582478.334484 nChanged 1 SP:Iteration 12Q (3055.010000 sec): 3 clusters Score: Raw -1583409.385326 + Penalty 923.368283 = -1582486.017043 nChanged 2 SP:Iteration 13Q (3055.020000 sec): 3 clusters Score: Raw -1583417.237344 + Penalty 923.368283 = -1582493.869061 nChanged 2 SP:Iteration 14Q (3055.040000 sec): 3 clusters Score: Raw -1583421.240210 + Penalty 923.368283 = -1582497.871927 nChanged 1 SP:Iteration 15Q (3055.060000 sec): 3 clusters Score: Raw -1583422.590182 + Penalty 923.368283 = -1582499.221899 nChanged 0 SP:Iteration 16F (3055.090000 sec): 3 clusters Score: Raw -1583422.590182 + Penalty 923.368283 = -1582499.221899 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 26 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.100000 sec): 2 clusters Score: Raw -28376.200712 + Penalty 283.217409 = -28092.983304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.100000 sec): 3 clusters Score: Raw -28156.207234 + Penalty 566.434817 = -27589.772417 nChanged 176 SP:Iteration 1F (3055.100000 sec): 3 clusters Score: Raw -28268.464862 + Penalty 566.434817 = -27702.030045 nChanged 46 SP:Iteration 2F (3055.100000 sec): 3 clusters Score: Raw -28295.941160 + Penalty 566.434817 = -27729.506343 nChanged 19 SP:Iteration 3Q (3055.100000 sec): 3 clusters Score: Raw -28309.729175 + Penalty 566.434817 = -27743.294358 nChanged 16 SP:Iteration 4Q (3055.100000 sec): 3 clusters Score: Raw -28330.523383 + Penalty 566.434817 = -27764.088566 nChanged 18 SP:Iteration 5Q (3055.100000 sec): 3 clusters Score: Raw -28363.467760 + Penalty 566.434817 = -27797.032943 nChanged 23 SP:Iteration 6Q (3055.110000 sec): 3 clusters Score: Raw -28390.642365 + Penalty 566.434817 = -27824.207548 nChanged 23 SP:Iteration 7Q (3055.110000 sec): 3 clusters Score: Raw -28421.483859 + Penalty 566.434817 = -27855.049042 nChanged 22 SP:Iteration 8Q (3055.110000 sec): 3 clusters Score: Raw -28435.880857 + Penalty 566.434817 = -27869.446040 nChanged 6 SP:Iteration 9Q (3055.110000 sec): 3 clusters Score: Raw -28440.691244 + Penalty 566.434817 = -27874.256427 nChanged 8 SP:Iteration 10Q (3055.110000 sec): 3 clusters Score: Raw -28446.445851 + Penalty 566.434817 = -27880.011034 nChanged 5 SP:Iteration 11Q (3055.110000 sec): 3 clusters Score: Raw -28451.090938 + Penalty 566.434817 = -27884.656121 nChanged 9 SP:Iteration 12Q (3055.110000 sec): 3 clusters Score: Raw -28462.233720 + Penalty 566.434817 = -27895.798903 nChanged 7 SP:Iteration 13Q (3055.110000 sec): 3 clusters Score: Raw -28468.293447 + Penalty 566.434817 = -27901.858630 nChanged 4 SP:Iteration 14Q (3055.110000 sec): 3 clusters Score: Raw -28472.872431 + Penalty 566.434817 = -27906.437614 nChanged 3 SP:Iteration 15Q (3055.110000 sec): 3 clusters Score: Raw -28475.106049 + Penalty 566.434817 = -27908.671232 nChanged 3 SP:Iteration 16Q (3055.110000 sec): 3 clusters Score: Raw -28478.145842 + Penalty 566.434817 = -27911.711025 nChanged 2 SP:Iteration 17Q (3055.110000 sec): 3 clusters Score: Raw -28479.389134 + Penalty 566.434817 = -27912.954317 nChanged 2 SP:Iteration 18Q (3055.110000 sec): 3 clusters Score: Raw -28480.032221 + Penalty 566.434817 = -27913.597404 nChanged 0 SP:Iteration 19F (3055.110000 sec): 3 clusters Score: Raw -28480.032221 + Penalty 566.434817 = -27913.597404 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 27 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.110000 sec): 2 clusters Score: Raw -6993.162024 + Penalty 224.190043 = -6768.971982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.110000 sec): 3 clusters Score: Raw -6984.485157 + Penalty 448.380085 = -6536.105072 nChanged 37 SP:Iteration 1F (3055.120000 sec): 3 clusters Score: Raw -7048.819069 + Penalty 448.380085 = -6600.438983 nChanged 9 SP:Iteration 2F (3055.120000 sec): 3 clusters Score: Raw -7078.744473 + Penalty 448.380085 = -6630.364388 nChanged 2 SP:Iteration 3Q (3055.120000 sec): 3 clusters Score: Raw -7082.885649 + Penalty 448.380085 = -6634.505564 nChanged 1 SP:Iteration 4Q (3055.120000 sec): 3 clusters Score: Raw -7086.687191 + Penalty 448.380085 = -6638.307106 nChanged 2 SP:Iteration 5Q (3055.120000 sec): 3 clusters Score: Raw -7090.664859 + Penalty 448.380085 = -6642.284774 nChanged 3 SP:Iteration 6Q (3055.120000 sec): 3 clusters Score: Raw -7093.846953 + Penalty 448.380085 = -6645.466867 nChanged 3 SP:Iteration 7Q (3055.120000 sec): 3 clusters Score: Raw -7105.817044 + Penalty 448.380085 = -6657.436959 nChanged 5 SP:Iteration 8Q (3055.120000 sec): 3 clusters Score: Raw -7112.860330 + Penalty 448.380085 = -6664.480245 nChanged 1 SP:Iteration 9Q (3055.120000 sec): 3 clusters Score: Raw -7113.798266 + Penalty 448.380085 = -6665.418181 nChanged 0 SP:Iteration 10F (3055.120000 sec): 3 clusters Score: Raw -7113.798266 + Penalty 448.380085 = -6665.418181 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 28 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.120000 sec): 2 clusters Score: Raw -49457.208008 + Penalty 311.487534 = -49145.720474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.120000 sec): 3 clusters Score: Raw -49030.932003 + Penalty 622.975069 = -48407.956934 nChanged 355 SP:Iteration 1F (3055.120000 sec): 3 clusters Score: Raw -49331.172992 + Penalty 622.975069 = -48708.197923 nChanged 90 SP:Iteration 2F (3055.120000 sec): 3 clusters Score: Raw -49404.744963 + Penalty 622.975069 = -48781.769894 nChanged 54 SP:Iteration 3F (3055.120000 sec): 3 clusters Score: Raw -49446.189833 + Penalty 622.975069 = -48823.214764 nChanged 40 SP:Iteration 4Q (3055.120000 sec): 3 clusters Score: Raw -49489.524265 + Penalty 622.975069 = -48866.549197 nChanged 40 SP:Iteration 5Q (3055.120000 sec): 3 clusters Score: Raw -49534.446063 + Penalty 622.975069 = -48911.470995 nChanged 35 SP:Iteration 6Q (3055.120000 sec): 3 clusters Score: Raw -49563.581757 + Penalty 622.975069 = -48940.606688 nChanged 23 SP:Iteration 7Q (3055.120000 sec): 3 clusters Score: Raw -49578.666948 + Penalty 622.975069 = -48955.691879 nChanged 13 SP:Iteration 8Q (3055.130000 sec): 3 clusters Score: Raw -49591.213270 + Penalty 622.975069 = -48968.238202 nChanged 17 SP:Iteration 9Q (3055.130000 sec): 3 clusters Score: Raw -49601.749554 + Penalty 622.975069 = -48978.774485 nChanged 15 SP:Iteration 10Q (3055.130000 sec): 3 clusters Score: Raw -49610.547572 + Penalty 622.975069 = -48987.572504 nChanged 14 SP:Iteration 11Q (3055.130000 sec): 3 clusters Score: Raw -49616.314234 + Penalty 622.975069 = -48993.339166 nChanged 9 SP:Iteration 12Q (3055.130000 sec): 3 clusters Score: Raw -49620.654701 + Penalty 622.975069 = -48997.679632 nChanged 8 SP:Iteration 13Q (3055.130000 sec): 3 clusters Score: Raw -49625.172449 + Penalty 622.975069 = -49002.197380 nChanged 13 SP:Iteration 14Q (3055.130000 sec): 3 clusters Score: Raw -49631.013448 + Penalty 622.975069 = -49008.038379 nChanged 9 SP:Iteration 15Q (3055.130000 sec): 3 clusters Score: Raw -49633.516935 + Penalty 622.975069 = -49010.541866 nChanged 4 SP:Iteration 16Q (3055.130000 sec): 3 clusters Score: Raw -49634.821488 + Penalty 622.975069 = -49011.846419 nChanged 2 SP:Iteration 17Q (3055.140000 sec): 3 clusters Score: Raw -49634.977918 + Penalty 622.975069 = -49012.002849 nChanged 2 SP:Iteration 18Q (3055.140000 sec): 3 clusters Score: Raw -49635.693512 + Penalty 622.975069 = -49012.718444 nChanged 3 SP:Iteration 19Q (3055.140000 sec): 3 clusters Score: Raw -49636.620070 + Penalty 622.975069 = -49013.645002 nChanged 3 SP:Iteration 20F (3055.140000 sec): 3 clusters Score: Raw -49637.157412 + Penalty 622.975069 = -49014.182344 nChanged 4 SP:Iteration 21Q (3055.140000 sec): 3 clusters Score: Raw -49638.016599 + Penalty 622.975069 = -49015.041530 nChanged 2 SP:Iteration 22Q (3055.140000 sec): 3 clusters Score: Raw -49638.444553 + Penalty 622.975069 = -49015.469484 nChanged 3 SP:Iteration 23Q (3055.140000 sec): 3 clusters Score: Raw -49639.420232 + Penalty 622.975069 = -49016.445163 nChanged 5 SP:Iteration 24Q (3055.140000 sec): 3 clusters Score: Raw -49640.360793 + Penalty 622.975069 = -49017.385724 nChanged 6 SP:Iteration 25Q (3055.140000 sec): 3 clusters Score: Raw -49641.874852 + Penalty 622.975069 = -49018.899783 nChanged 8 SP:Iteration 26Q (3055.140000 sec): 3 clusters Score: Raw -49643.698200 + Penalty 622.975069 = -49020.723131 nChanged 8 SP:Iteration 27Q (3055.140000 sec): 3 clusters Score: Raw -49645.465454 + Penalty 622.975069 = -49022.490386 nChanged 10 SP:Iteration 28Q (3055.140000 sec): 3 clusters Score: Raw -49647.910521 + Penalty 622.975069 = -49024.935452 nChanged 10 SP:Iteration 29Q (3055.140000 sec): 3 clusters Score: Raw -49652.567285 + Penalty 622.975069 = -49029.592217 nChanged 12 SP:Iteration 30Q (3055.140000 sec): 3 clusters Score: Raw -49656.687585 + Penalty 622.975069 = -49033.712517 nChanged 7 SP:Iteration 31Q (3055.140000 sec): 3 clusters Score: Raw -49658.284676 + Penalty 622.975069 = -49035.309608 nChanged 11 SP:Iteration 32Q (3055.140000 sec): 3 clusters Score: Raw -49661.595611 + Penalty 622.975069 = -49038.620542 nChanged 8 SP:Iteration 33Q (3055.140000 sec): 3 clusters Score: Raw -49664.730298 + Penalty 622.975069 = -49041.755229 nChanged 11 SP:Iteration 34Q (3055.140000 sec): 3 clusters Score: Raw -49668.433756 + Penalty 622.975069 = -49045.458687 nChanged 10 SP:Iteration 35Q (3055.150000 sec): 3 clusters Score: Raw -49671.745643 + Penalty 622.975069 = -49048.770574 nChanged 11 SP:Iteration 36Q (3055.150000 sec): 3 clusters Score: Raw -49674.567374 + Penalty 622.975069 = -49051.592305 nChanged 9 SP:Iteration 37Q (3055.150000 sec): 3 clusters Score: Raw -49678.226989 + Penalty 622.975069 = -49055.251921 nChanged 11 SP:Iteration 38Q (3055.150000 sec): 3 clusters Score: Raw -49681.279999 + Penalty 622.975069 = -49058.304930 nChanged 5 SP:Iteration 39Q (3055.150000 sec): 3 clusters Score: Raw -49683.397305 + Penalty 622.975069 = -49060.422237 nChanged 2 SP:Iteration 40F (3055.160000 sec): 3 clusters Score: Raw -49684.255705 + Penalty 622.975069 = -49061.280636 nChanged 4 SP:Iteration 41Q (3055.160000 sec): 3 clusters Score: Raw -49685.549075 + Penalty 622.975069 = -49062.574007 nChanged 5 SP:Iteration 42Q (3055.160000 sec): 3 clusters Score: Raw -49687.415805 + Penalty 622.975069 = -49064.440736 nChanged 9 SP:Iteration 43Q (3055.160000 sec): 3 clusters Score: Raw -49691.662119 + Penalty 622.975069 = -49068.687051 nChanged 8 SP:Iteration 44Q (3055.160000 sec): 3 clusters Score: Raw -49694.915698 + Penalty 622.975069 = -49071.940630 nChanged 4 SP:Iteration 45Q (3055.160000 sec): 3 clusters Score: Raw -49697.387585 + Penalty 622.975069 = -49074.412516 nChanged 5 SP:Iteration 46Q (3055.160000 sec): 3 clusters Score: Raw -49699.439084 + Penalty 622.975069 = -49076.464015 nChanged 4 SP:Iteration 47Q (3055.160000 sec): 3 clusters Score: Raw -49700.339402 + Penalty 622.975069 = -49077.364333 nChanged 1 SP:Iteration 48Q (3055.160000 sec): 3 clusters Score: Raw -49700.805673 + Penalty 622.975069 = -49077.830604 nChanged 1 SP:Iteration 49Q (3055.170000 sec): 3 clusters Score: Raw -49701.065964 + Penalty 622.975069 = -49078.090895 nChanged 0 SP:Iteration 50F (3055.170000 sec): 3 clusters Score: Raw -49701.065964 + Penalty 622.975069 = -49078.090895 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 29 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.170000 sec): 2 clusters Score: Raw -38422.119654 + Penalty 300.479444 = -38121.640210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.170000 sec): 3 clusters Score: Raw -38090.643582 + Penalty 600.958888 = -37489.684694 nChanged 266 SP:Iteration 1F (3055.170000 sec): 3 clusters Score: Raw -38264.217256 + Penalty 600.958888 = -37663.258368 nChanged 62 SP:Iteration 2F (3055.170000 sec): 3 clusters Score: Raw -38313.307979 + Penalty 600.958888 = -37712.349091 nChanged 38 SP:Iteration 3F (3055.170000 sec): 3 clusters Score: Raw -38347.806591 + Penalty 600.958888 = -37746.847703 nChanged 34 SP:Iteration 4Q (3055.170000 sec): 3 clusters Score: Raw -38372.065607 + Penalty 600.958888 = -37771.106719 nChanged 25 SP:Iteration 5Q (3055.170000 sec): 3 clusters Score: Raw -38391.116980 + Penalty 600.958888 = -37790.158092 nChanged 20 SP:Iteration 6Q (3055.170000 sec): 3 clusters Score: Raw -38410.616098 + Penalty 600.958888 = -37809.657210 nChanged 18 SP:Iteration 7Q (3055.170000 sec): 3 clusters Score: Raw -38426.298243 + Penalty 600.958888 = -37825.339355 nChanged 14 SP:Iteration 8Q (3055.170000 sec): 3 clusters Score: Raw -38438.380150 + Penalty 600.958888 = -37837.421262 nChanged 15 SP:Iteration 9Q (3055.170000 sec): 3 clusters Score: Raw -38450.596535 + Penalty 600.958888 = -37849.637647 nChanged 14 SP:Iteration 10Q (3055.170000 sec): 3 clusters Score: Raw -38460.275454 + Penalty 600.958888 = -37859.316565 nChanged 7 SP:Iteration 11Q (3055.180000 sec): 3 clusters Score: Raw -38464.585036 + Penalty 600.958888 = -37863.626148 nChanged 11 SP:Iteration 12Q (3055.180000 sec): 3 clusters Score: Raw -38471.480875 + Penalty 600.958888 = -37870.521987 nChanged 7 SP:Iteration 13Q (3055.180000 sec): 3 clusters Score: Raw -38476.060119 + Penalty 600.958888 = -37875.101231 nChanged 9 SP:Iteration 14Q (3055.180000 sec): 3 clusters Score: Raw -38482.583777 + Penalty 600.958888 = -37881.624889 nChanged 11 SP:Iteration 15Q (3055.180000 sec): 3 clusters Score: Raw -38489.639523 + Penalty 600.958888 = -37888.680635 nChanged 10 SP:Iteration 16Q (3055.180000 sec): 3 clusters Score: Raw -38496.255903 + Penalty 600.958888 = -37895.297015 nChanged 8 SP:Iteration 17Q (3055.180000 sec): 3 clusters Score: Raw -38500.835731 + Penalty 600.958888 = -37899.876843 nChanged 9 SP:Iteration 18Q (3055.180000 sec): 3 clusters Score: Raw -38504.779488 + Penalty 600.958888 = -37903.820600 nChanged 11 SP:Iteration 19Q (3055.180000 sec): 3 clusters Score: Raw -38509.206861 + Penalty 600.958888 = -37908.247973 nChanged 6 SP:Iteration 20F (3055.180000 sec): 3 clusters Score: Raw -38512.904341 + Penalty 600.958888 = -37911.945453 nChanged 6 SP:Iteration 21Q (3055.180000 sec): 3 clusters Score: Raw -38514.717775 + Penalty 600.958888 = -37913.758887 nChanged 5 SP:Iteration 22Q (3055.190000 sec): 3 clusters Score: Raw -38515.953932 + Penalty 600.958888 = -37914.995044 nChanged 0 SP:Iteration 23F (3055.190000 sec): 3 clusters Score: Raw -38515.953932 + Penalty 600.958888 = -37914.995044 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 30 (2719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.190000 sec): 2 clusters Score: Raw -151597.503944 + Penalty 359.814885 = -151237.689059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.190000 sec): 3 clusters Score: Raw -150049.404936 + Penalty 719.629769 = -149329.775166 nChanged 1192 SP:Iteration 1F (3055.190000 sec): 3 clusters Score: Raw -150751.520996 + Penalty 719.629769 = -150031.891227 nChanged 219 SP:Iteration 2F (3055.200000 sec): 3 clusters Score: Raw -150870.532173 + Penalty 719.629769 = -150150.902403 nChanged 180 SP:Iteration 3F (3055.200000 sec): 3 clusters Score: Raw -150981.454617 + Penalty 719.629769 = -150261.824848 nChanged 172 SP:Iteration 4F (3055.200000 sec): 3 clusters Score: Raw -151094.486002 + Penalty 719.629769 = -150374.856233 nChanged 146 SP:Iteration 5F (3055.210000 sec): 3 clusters Score: Raw -151200.947076 + Penalty 719.629769 = -150481.317306 nChanged 153 SP:Iteration 6F (3055.210000 sec): 3 clusters Score: Raw -151332.673720 + Penalty 719.629769 = -150613.043951 nChanged 123 SP:Iteration 7Q (3055.210000 sec): 3 clusters Score: Raw -151438.076349 + Penalty 719.629769 = -150718.446579 nChanged 84 SP:Iteration 8Q (3055.210000 sec): 3 clusters Score: Raw -151517.247239 + Penalty 719.629769 = -150797.617469 nChanged 67 SP:Iteration 9Q (3055.220000 sec): 3 clusters Score: Raw -151579.810636 + Penalty 719.629769 = -150860.180867 nChanged 42 SP:Iteration 10Q (3055.220000 sec): 3 clusters Score: Raw -151635.370348 + Penalty 719.629769 = -150915.740578 nChanged 29 SP:Iteration 11Q (3055.220000 sec): 3 clusters Score: Raw -151688.668857 + Penalty 719.629769 = -150969.039087 nChanged 20 SP:Iteration 12Q (3055.220000 sec): 3 clusters Score: Raw -151728.105801 + Penalty 719.629769 = -151008.476031 nChanged 17 SP:Iteration 13Q (3055.230000 sec): 3 clusters Score: Raw -151757.655824 + Penalty 719.629769 = -151038.026055 nChanged 12 SP:Iteration 14Q (3055.230000 sec): 3 clusters Score: Raw -151765.885619 + Penalty 719.629769 = -151046.255850 nChanged 8 SP:Iteration 15Q (3055.230000 sec): 3 clusters Score: Raw -151773.051717 + Penalty 719.629769 = -151053.421948 nChanged 7 SP:Iteration 16Q (3055.230000 sec): 3 clusters Score: Raw -151782.521924 + Penalty 719.629769 = -151062.892154 nChanged 5 SP:Iteration 17Q (3055.230000 sec): 3 clusters Score: Raw -151789.587433 + Penalty 719.629769 = -151069.957663 nChanged 3 SP:Iteration 18Q (3055.230000 sec): 3 clusters Score: Raw -151790.550511 + Penalty 719.629769 = -151070.920741 nChanged 1 SP:Iteration 19Q (3055.240000 sec): 3 clusters Score: Raw -151790.727094 + Penalty 719.629769 = -151071.097324 nChanged 0 SP:Iteration 20F (3055.240000 sec): 3 clusters Score: Raw -151790.727094 + Penalty 719.629769 = -151071.097324 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 31 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.240000 sec): 2 clusters Score: Raw -6379.120657 + Penalty 227.373158 = -6151.747499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.240000 sec): 3 clusters Score: Raw -6362.720333 + Penalty 454.746317 = -5907.974017 nChanged 40 SP:Iteration 1F (3055.240000 sec): 3 clusters Score: Raw -6462.041201 + Penalty 454.746317 = -6007.294884 nChanged 11 SP:Iteration 2F (3055.240000 sec): 3 clusters Score: Raw -6483.124309 + Penalty 454.746317 = -6028.377992 nChanged 5 SP:Iteration 3Q (3055.240000 sec): 3 clusters Score: Raw -6497.658879 + Penalty 454.746317 = -6042.912562 nChanged 2 SP:Iteration 4Q (3055.240000 sec): 3 clusters Score: Raw -6501.564324 + Penalty 454.746317 = -6046.818007 nChanged 1 SP:Iteration 5Q (3055.240000 sec): 3 clusters Score: Raw -6505.320539 + Penalty 454.746317 = -6050.574222 nChanged 0 SP:Iteration 6F (3055.240000 sec): 3 clusters Score: Raw -6505.320539 + Penalty 454.746317 = -6050.574222 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.250000 sec): 2 clusters Score: Raw -17182.039009 + Penalty 257.664702 = -16924.374308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.250000 sec): 3 clusters Score: Raw -17096.894674 + Penalty 515.329404 = -16581.565270 nChanged 76 SP:Iteration 1F (3055.250000 sec): 3 clusters Score: Raw -17175.394513 + Penalty 515.329404 = -16660.065109 nChanged 24 SP:Iteration 2F (3055.250000 sec): 3 clusters Score: Raw -17196.112415 + Penalty 515.329404 = -16680.783011 nChanged 12 SP:Iteration 3Q (3055.250000 sec): 3 clusters Score: Raw -17210.184010 + Penalty 515.329404 = -16694.854606 nChanged 8 SP:Iteration 4Q (3055.250000 sec): 3 clusters Score: Raw -17216.828053 + Penalty 515.329404 = -16701.498649 nChanged 6 SP:Iteration 5Q (3055.250000 sec): 3 clusters Score: Raw -17221.231433 + Penalty 515.329404 = -16705.902030 nChanged 4 SP:Iteration 6Q (3055.250000 sec): 3 clusters Score: Raw -17223.694711 + Penalty 515.329404 = -16708.365307 nChanged 3 SP:Iteration 7Q (3055.250000 sec): 3 clusters Score: Raw -17228.512358 + Penalty 515.329404 = -16713.182954 nChanged 5 SP:Iteration 8Q (3055.250000 sec): 3 clusters Score: Raw -17232.691933 + Penalty 515.329404 = -16717.362530 nChanged 5 SP:Iteration 9Q (3055.250000 sec): 3 clusters Score: Raw -17238.733977 + Penalty 515.329404 = -16723.404573 nChanged 3 SP:Iteration 10Q (3055.250000 sec): 3 clusters Score: Raw -17243.030589 + Penalty 515.329404 = -16727.701185 nChanged 1 SP:Iteration 11Q (3055.250000 sec): 3 clusters Score: Raw -17243.471273 + Penalty 515.329404 = -16728.141869 nChanged 1 SP:Iteration 12Q (3055.250000 sec): 3 clusters Score: Raw -17245.948553 + Penalty 515.329404 = -16730.619149 nChanged 0 SP:Iteration 13F (3055.250000 sec): 3 clusters Score: Raw -17245.948553 + Penalty 515.329404 = -16730.619149 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 33 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.250000 sec): 2 clusters Score: Raw -8436.607350 + Penalty 236.026054 = -8200.581296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.250000 sec): 3 clusters Score: Raw -8430.472447 + Penalty 472.052108 = -7958.420338 nChanged 46 SP:Iteration 1F (3055.250000 sec): 3 clusters Score: Raw -8570.115502 + Penalty 472.052108 = -8098.063394 nChanged 16 SP:Iteration 2F (3055.250000 sec): 3 clusters Score: Raw -8617.499098 + Penalty 472.052108 = -8145.446990 nChanged 7 SP:Iteration 3Q (3055.250000 sec): 3 clusters Score: Raw -8632.602594 + Penalty 472.052108 = -8160.550486 nChanged 4 SP:Iteration 4Q (3055.250000 sec): 3 clusters Score: Raw -8651.611245 + Penalty 472.052108 = -8179.559136 nChanged 2 SP:Iteration 5Q (3055.250000 sec): 3 clusters Score: Raw -8657.525669 + Penalty 472.052108 = -8185.473561 nChanged 1 SP:Iteration 6Q (3055.250000 sec): 3 clusters Score: Raw -8660.052451 + Penalty 472.052108 = -8188.000343 nChanged 0 SP:Iteration 7F (3055.250000 sec): 3 clusters Score: Raw -8660.052451 + Penalty 472.052108 = -8188.000343 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 34 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.250000 sec): 2 clusters Score: Raw -25462.412391 + Penalty 279.560446 = -25182.851944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.250000 sec): 3 clusters Score: Raw -25271.519366 + Penalty 559.120893 = -24712.398473 nChanged 172 SP:Iteration 1F (3055.250000 sec): 3 clusters Score: Raw -25401.084678 + Penalty 559.120893 = -24841.963785 nChanged 42 SP:Iteration 2F (3055.250000 sec): 3 clusters Score: Raw -25459.266916 + Penalty 559.120893 = -24900.146024 nChanged 38 SP:Iteration 3F (3055.250000 sec): 3 clusters Score: Raw -25508.910984 + Penalty 559.120893 = -24949.790092 nChanged 24 SP:Iteration 4F (3055.250000 sec): 3 clusters Score: Raw -25560.277261 + Penalty 559.120893 = -25001.156368 nChanged 20 SP:Iteration 5Q (3055.260000 sec): 3 clusters Score: Raw -25594.434115 + Penalty 559.120893 = -25035.313223 nChanged 12 SP:Iteration 6Q (3055.260000 sec): 3 clusters Score: Raw -25613.584003 + Penalty 559.120893 = -25054.463111 nChanged 10 SP:Iteration 7Q (3055.260000 sec): 3 clusters Score: Raw -25632.689106 + Penalty 559.120893 = -25073.568213 nChanged 12 SP:Iteration 8Q (3055.260000 sec): 3 clusters Score: Raw -25650.448158 + Penalty 559.120893 = -25091.327265 nChanged 7 SP:Iteration 9Q (3055.260000 sec): 3 clusters Score: Raw -25659.370519 + Penalty 559.120893 = -25100.249626 nChanged 8 SP:Iteration 10Q (3055.260000 sec): 3 clusters Score: Raw -25688.391759 + Penalty 559.120893 = -25129.270866 nChanged 10 SP:Iteration 11Q (3055.260000 sec): 3 clusters Score: Raw -25733.533368 + Penalty 559.120893 = -25174.412475 nChanged 6 SP:Iteration 12Q (3055.260000 sec): 3 clusters Score: Raw -25779.837671 + Penalty 559.120893 = -25220.716779 nChanged 10 SP:Iteration 13Q (3055.260000 sec): 3 clusters Score: Raw -25790.312101 + Penalty 559.120893 = -25231.191209 nChanged 6 SP:Iteration 14Q (3055.260000 sec): 3 clusters Score: Raw -25796.086180 + Penalty 559.120893 = -25236.965288 nChanged 10 SP:Iteration 15Q (3055.260000 sec): 3 clusters Score: Raw -25806.099691 + Penalty 559.120893 = -25246.978798 nChanged 10 SP:Iteration 16Q (3055.260000 sec): 3 clusters Score: Raw -25819.679092 + Penalty 559.120893 = -25260.558200 nChanged 10 SP:Iteration 17Q (3055.260000 sec): 3 clusters Score: Raw -25838.264761 + Penalty 559.120893 = -25279.143868 nChanged 12 SP:Iteration 18Q (3055.260000 sec): 3 clusters Score: Raw -25855.914756 + Penalty 559.120893 = -25296.793863 nChanged 6 SP:Iteration 19Q (3055.260000 sec): 3 clusters Score: Raw -25860.247328 + Penalty 559.120893 = -25301.126435 nChanged 7 SP:Iteration 20F (3055.260000 sec): 3 clusters Score: Raw -25868.281932 + Penalty 559.120893 = -25309.161040 nChanged 6 SP:Iteration 21Q (3055.260000 sec): 3 clusters Score: Raw -25879.937996 + Penalty 559.120893 = -25320.817103 nChanged 5 SP:Iteration 22Q (3055.260000 sec): 3 clusters Score: Raw -25883.938187 + Penalty 559.120893 = -25324.817294 nChanged 6 SP:Iteration 23Q (3055.260000 sec): 3 clusters Score: Raw -25892.459197 + Penalty 559.120893 = -25333.338304 nChanged 4 SP:Iteration 24Q (3055.270000 sec): 3 clusters Score: Raw -25900.456002 + Penalty 559.120893 = -25341.335109 nChanged 5 SP:Iteration 25Q (3055.270000 sec): 3 clusters Score: Raw -25906.565205 + Penalty 559.120893 = -25347.444312 nChanged 3 SP:Iteration 26Q (3055.270000 sec): 3 clusters Score: Raw -25910.724182 + Penalty 559.120893 = -25351.603289 nChanged 3 SP:Iteration 27Q (3055.270000 sec): 3 clusters Score: Raw -25914.651036 + Penalty 559.120893 = -25355.530143 nChanged 5 SP:Iteration 28Q (3055.270000 sec): 3 clusters Score: Raw -25920.852461 + Penalty 559.120893 = -25361.731568 nChanged 4 SP:Iteration 29Q (3055.270000 sec): 3 clusters Score: Raw -25923.175537 + Penalty 559.120893 = -25364.054645 nChanged 1 SP:Iteration 30Q (3055.270000 sec): 3 clusters Score: Raw -25923.962929 + Penalty 559.120893 = -25364.842036 nChanged 1 SP:Iteration 31Q (3055.270000 sec): 3 clusters Score: Raw -25924.239319 + Penalty 559.120893 = -25365.118427 nChanged 0 SP:Iteration 32F (3055.270000 sec): 3 clusters Score: Raw -25924.239319 + Penalty 559.120893 = -25365.118427 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 35 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.270000 sec): 2 clusters Score: Raw -25955.010806 + Penalty 277.768092 = -25677.242714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.270000 sec): 3 clusters Score: Raw -25767.412327 + Penalty 555.536184 = -25211.876143 nChanged 150 SP:Iteration 1F (3055.270000 sec): 3 clusters Score: Raw -25886.657675 + Penalty 555.536184 = -25331.121491 nChanged 35 SP:Iteration 2F (3055.270000 sec): 3 clusters Score: Raw -25920.425753 + Penalty 555.536184 = -25364.889569 nChanged 21 SP:Iteration 3Q (3055.270000 sec): 3 clusters Score: Raw -25941.968738 + Penalty 555.536184 = -25386.432554 nChanged 11 SP:Iteration 4Q (3055.270000 sec): 3 clusters Score: Raw -25948.075799 + Penalty 555.536184 = -25392.539615 nChanged 4 SP:Iteration 5Q (3055.270000 sec): 3 clusters Score: Raw -25951.683811 + Penalty 555.536184 = -25396.147627 nChanged 7 SP:Iteration 6Q (3055.270000 sec): 3 clusters Score: Raw -25958.355609 + Penalty 555.536184 = -25402.819425 nChanged 7 SP:Iteration 7Q (3055.270000 sec): 3 clusters Score: Raw -25961.626580 + Penalty 555.536184 = -25406.090396 nChanged 3 SP:Iteration 8Q (3055.270000 sec): 3 clusters Score: Raw -25965.148803 + Penalty 555.536184 = -25409.612619 nChanged 8 SP:Iteration 9Q (3055.270000 sec): 3 clusters Score: Raw -25977.802108 + Penalty 555.536184 = -25422.265924 nChanged 15 SP:Iteration 10Q (3055.270000 sec): 3 clusters Score: Raw -25989.703008 + Penalty 555.536184 = -25434.166824 nChanged 7 SP:Iteration 11Q (3055.270000 sec): 3 clusters Score: Raw -25998.712252 + Penalty 555.536184 = -25443.176067 nChanged 11 SP:Iteration 12Q (3055.270000 sec): 3 clusters Score: Raw -26012.808147 + Penalty 555.536184 = -25457.271963 nChanged 13 SP:Iteration 13Q (3055.280000 sec): 3 clusters Score: Raw -26040.828254 + Penalty 555.536184 = -25485.292070 nChanged 22 SP:Iteration 14Q (3055.280000 sec): 3 clusters Score: Raw -26080.058117 + Penalty 555.536184 = -25524.521932 nChanged 25 SP:Iteration 15F (3055.280000 sec): 3 clusters Score: Raw -26141.683136 + Penalty 555.536184 = -25586.146952 nChanged 15 SP:Iteration 16Q (3055.280000 sec): 3 clusters Score: Raw -26168.978956 + Penalty 555.536184 = -25613.442772 nChanged 16 SP:Iteration 17Q (3055.280000 sec): 3 clusters Score: Raw -26213.068160 + Penalty 555.536184 = -25657.531976 nChanged 14 SP:Iteration 18Q (3055.280000 sec): 3 clusters Score: Raw -26228.378586 + Penalty 555.536184 = -25672.842402 nChanged 7 SP:Iteration 19Q (3055.280000 sec): 3 clusters Score: Raw -26236.676716 + Penalty 555.536184 = -25681.140531 nChanged 4 SP:Iteration 20F (3055.280000 sec): 3 clusters Score: Raw -26238.833799 + Penalty 555.536184 = -25683.297615 nChanged 1 SP:Iteration 21Q (3055.280000 sec): 3 clusters Score: Raw -26239.001090 + Penalty 555.536184 = -25683.464906 nChanged 0 SP:Iteration 22F (3055.280000 sec): 3 clusters Score: Raw -26239.001090 + Penalty 555.536184 = -25683.464906 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 36 (7188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.290000 sec): 2 clusters Score: Raw -423335.739893 + Penalty 404.047655 = -422931.692238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.300000 sec): 3 clusters Score: Raw -418994.814653 + Penalty 808.095311 = -418186.719343 nChanged 3270 SP:Iteration 1F (3055.310000 sec): 3 clusters Score: Raw -421062.302625 + Penalty 808.095311 = -420254.207315 nChanged 557 SP:Iteration 2F (3055.310000 sec): 3 clusters Score: Raw -421529.904248 + Penalty 808.095311 = -420721.808937 nChanged 565 SP:Iteration 3F (3055.320000 sec): 3 clusters Score: Raw -422033.405722 + Penalty 808.095311 = -421225.310412 nChanged 480 SP:Iteration 4F (3055.330000 sec): 3 clusters Score: Raw -422453.713522 + Penalty 808.095311 = -421645.618211 nChanged 367 SP:Iteration 5F (3055.340000 sec): 3 clusters Score: Raw -422737.124620 + Penalty 808.095311 = -421929.029309 nChanged 260 SP:Iteration 6Q (3055.340000 sec): 3 clusters Score: Raw -422932.938206 + Penalty 808.095311 = -422124.842896 nChanged 187 SP:Iteration 7Q (3055.350000 sec): 3 clusters Score: Raw -423069.728465 + Penalty 808.095311 = -422261.633155 nChanged 141 SP:Iteration 8Q (3055.360000 sec): 3 clusters Score: Raw -423156.401616 + Penalty 808.095311 = -422348.306305 nChanged 124 SP:Iteration 9Q (3055.360000 sec): 3 clusters Score: Raw -423232.220164 + Penalty 808.095311 = -422424.124853 nChanged 107 SP:Iteration 10Q (3055.370000 sec): 3 clusters Score: Raw -423297.298463 + Penalty 808.095311 = -422489.203153 nChanged 86 SP:Iteration 11Q (3055.370000 sec): 3 clusters Score: Raw -423365.856871 + Penalty 808.095311 = -422557.761561 nChanged 90 SP:Iteration 12Q (3055.380000 sec): 3 clusters Score: Raw -423434.775310 + Penalty 808.095311 = -422626.680000 nChanged 71 SP:Iteration 13Q (3055.390000 sec): 3 clusters Score: Raw -423504.294328 + Penalty 808.095311 = -422696.199017 nChanged 69 SP:Iteration 14Q (3055.390000 sec): 3 clusters Score: Raw -423553.503998 + Penalty 808.095311 = -422745.408688 nChanged 61 SP:Iteration 15Q (3055.400000 sec): 3 clusters Score: Raw -423581.924949 + Penalty 808.095311 = -422773.829639 nChanged 43 SP:Iteration 16Q (3055.410000 sec): 3 clusters Score: Raw -423602.857801 + Penalty 808.095311 = -422794.762490 nChanged 46 SP:Iteration 17Q (3055.410000 sec): 3 clusters Score: Raw -423619.975373 + Penalty 808.095311 = -422811.880062 nChanged 40 SP:Iteration 18Q (3055.420000 sec): 3 clusters Score: Raw -423634.371012 + Penalty 808.095311 = -422826.275702 nChanged 27 SP:Iteration 19Q (3055.420000 sec): 3 clusters Score: Raw -423641.119764 + Penalty 808.095311 = -422833.024454 nChanged 17 SP:Iteration 20F (3055.430000 sec): 3 clusters Score: Raw -423646.499417 + Penalty 808.095311 = -422838.404107 nChanged 14 SP:Iteration 21Q (3055.430000 sec): 3 clusters Score: Raw -423648.571648 + Penalty 808.095311 = -422840.476338 nChanged 7 SP:Iteration 22Q (3055.440000 sec): 3 clusters Score: Raw -423649.144862 + Penalty 808.095311 = -422841.049551 nChanged 5 SP:Iteration 23Q (3055.450000 sec): 3 clusters Score: Raw -423649.647742 + Penalty 808.095311 = -422841.552432 nChanged 7 SP:Iteration 24Q (3055.450000 sec): 3 clusters Score: Raw -423650.350044 + Penalty 808.095311 = -422842.254734 nChanged 8 SP:Iteration 25Q (3055.460000 sec): 3 clusters Score: Raw -423651.149458 + Penalty 808.095311 = -422843.054148 nChanged 10 SP:Iteration 26Q (3055.460000 sec): 3 clusters Score: Raw -423653.878134 + Penalty 808.095311 = -422845.782824 nChanged 13 SP:Iteration 27Q (3055.470000 sec): 3 clusters Score: Raw -423655.755522 + Penalty 808.095311 = -422847.660211 nChanged 8 SP:Iteration 28Q (3055.470000 sec): 3 clusters Score: Raw -423656.385849 + Penalty 808.095311 = -422848.290539 nChanged 1 SP:Iteration 29Q (3055.480000 sec): 3 clusters Score: Raw -423656.411366 + Penalty 808.095311 = -422848.316056 nChanged 1 SP:Iteration 30Q (3055.490000 sec): 3 clusters Score: Raw -423656.454228 + Penalty 808.095311 = -422848.358918 nChanged 2 SP:Iteration 31Q (3055.490000 sec): 3 clusters Score: Raw -423656.565763 + Penalty 808.095311 = -422848.470452 nChanged 1 SP:Iteration 32Q (3055.500000 sec): 3 clusters Score: Raw -423656.579266 + Penalty 808.095311 = -422848.483955 nChanged 2 SP:Iteration 33Q (3055.500000 sec): 3 clusters Score: Raw -423656.982308 + Penalty 808.095311 = -422848.886998 nChanged 4 SP:Iteration 34Q (3055.510000 sec): 3 clusters Score: Raw -423657.387743 + Penalty 808.095311 = -422849.292433 nChanged 5 SP:Iteration 35Q (3055.510000 sec): 3 clusters Score: Raw -423657.928066 + Penalty 808.095311 = -422849.832756 nChanged 5 SP:Iteration 36Q (3055.520000 sec): 3 clusters Score: Raw -423658.384115 + Penalty 808.095311 = -422850.288805 nChanged 5 SP:Iteration 37Q (3055.530000 sec): 3 clusters Score: Raw -423659.107869 + Penalty 808.095311 = -422851.012558 nChanged 5 SP:Iteration 38Q (3055.530000 sec): 3 clusters Score: Raw -423659.760903 + Penalty 808.095311 = -422851.665593 nChanged 3 SP:Iteration 39Q (3055.540000 sec): 3 clusters Score: Raw -423660.196878 + Penalty 808.095311 = -422852.101567 nChanged 1 SP:Iteration 40F (3055.550000 sec): 3 clusters Score: Raw -423660.261722 + Penalty 808.095311 = -422852.166411 nChanged 1 SP:Iteration 41Q (3055.550000 sec): 3 clusters Score: Raw -423660.355578 + Penalty 808.095311 = -422852.260267 nChanged 1 SP:Iteration 42Q (3055.560000 sec): 3 clusters Score: Raw -423660.406386 + Penalty 808.095311 = -422852.311075 nChanged 0 SP:Iteration 43F (3055.560000 sec): 3 clusters Score: Raw -423660.406386 + Penalty 808.095311 = -422852.311075 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 37 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 2 clusters Score: Raw -12387.347323 + Penalty 243.076208 = -12144.271114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 3 clusters Score: Raw -12340.708252 + Penalty 486.152417 = -11854.555835 nChanged 50 SP:Iteration 1F (3055.570000 sec): 3 clusters Score: Raw -12392.687994 + Penalty 486.152417 = -11906.535577 nChanged 9 SP:Iteration 2Q (3055.570000 sec): 3 clusters Score: Raw -12401.359972 + Penalty 486.152417 = -11915.207555 nChanged 3 SP:Iteration 3Q (3055.570000 sec): 3 clusters Score: Raw -12404.048376 + Penalty 486.152417 = -11917.895959 nChanged 3 SP:Iteration 4Q (3055.570000 sec): 3 clusters Score: Raw -12408.574015 + Penalty 486.152417 = -11922.421598 nChanged 2 SP:Iteration 5Q (3055.570000 sec): 3 clusters Score: Raw -12411.846579 + Penalty 486.152417 = -11925.694163 nChanged 1 SP:Iteration 6Q (3055.570000 sec): 3 clusters Score: Raw -12412.751344 + Penalty 486.152417 = -11926.598927 nChanged 0 SP:Iteration 7F (3055.570000 sec): 3 clusters Score: Raw -12412.751344 + Penalty 486.152417 = -11926.598927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 38 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 2 clusters Score: Raw -7000.990246 + Penalty 220.767377 = -6780.222869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 3 clusters Score: Raw -6996.343439 + Penalty 441.534754 = -6554.808685 nChanged 27 SP:Iteration 1F (3055.570000 sec): 3 clusters Score: Raw -7038.017798 + Penalty 441.534754 = -6596.483044 nChanged 4 SP:Iteration 2Q (3055.570000 sec): 3 clusters Score: Raw -7042.057113 + Penalty 441.534754 = -6600.522359 nChanged 1 SP:Iteration 3Q (3055.570000 sec): 3 clusters Score: Raw -7044.497273 + Penalty 441.534754 = -6602.962519 nChanged 0 SP:Iteration 4F (3055.570000 sec): 3 clusters Score: Raw -7044.497273 + Penalty 441.534754 = -6602.962519 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 39 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 2 clusters Score: Raw -3452.076758 + Penalty 189.934621 = -3262.142138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 3 clusters Score: Raw -3466.665573 + Penalty 379.869242 = -3086.796331 nChanged 6 SP:Iteration 1F (3055.570000 sec): 3 clusters Score: Raw -3486.749394 + Penalty 379.869242 = -3106.880152 nChanged 2 SP:Iteration 2Q (3055.570000 sec): 3 clusters Score: Raw -3501.199618 + Penalty 379.869242 = -3121.330376 nChanged 0 SP:Iteration 3F (3055.570000 sec): 3 clusters Score: Raw -3501.199618 + Penalty 379.869242 = -3121.330376 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 40 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 2 clusters Score: Raw -6037.634119 + Penalty 213.871857 = -5823.762262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 3 clusters Score: Raw -6035.672224 + Penalty 427.743713 = -5607.928511 nChanged 21 SP:Iteration 1F (3055.570000 sec): 3 clusters Score: Raw -6077.402049 + Penalty 427.743713 = -5649.658336 nChanged 7 SP:Iteration 2F (3055.570000 sec): 3 clusters Score: Raw -6094.331109 + Penalty 427.743713 = -5666.587396 nChanged 2 SP:Iteration 3Q (3055.570000 sec): 3 clusters Score: Raw -6101.805112 + Penalty 427.743713 = -5674.061399 nChanged 3 SP:Iteration 4Q (3055.570000 sec): 3 clusters Score: Raw -6108.923186 + Penalty 427.743713 = -5681.179473 nChanged 1 SP:Iteration 5Q (3055.570000 sec): 3 clusters Score: Raw -6109.323526 + Penalty 427.743713 = -5681.579812 nChanged 0 SP:Iteration 6F (3055.570000 sec): 3 clusters Score: Raw -6109.323526 + Penalty 427.743713 = -5681.579812 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 41 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.580000 sec): 2 clusters Score: Raw -203623.424811 + Penalty 369.957875 = -203253.466937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.590000 sec): 3 clusters Score: Raw -201666.451887 + Penalty 739.915750 = -200926.536138 nChanged 1492 SP:Iteration 1F (3055.590000 sec): 3 clusters Score: Raw -202495.456234 + Penalty 739.915750 = -201755.540485 nChanged 201 SP:Iteration 2F (3055.590000 sec): 3 clusters Score: Raw -202584.727081 + Penalty 739.915750 = -201844.811331 nChanged 178 SP:Iteration 3F (3055.590000 sec): 3 clusters Score: Raw -202685.726642 + Penalty 739.915750 = -201945.810892 nChanged 164 SP:Iteration 4Q (3055.600000 sec): 3 clusters Score: Raw -202778.832615 + Penalty 739.915750 = -202038.916866 nChanged 155 SP:Iteration 5Q (3055.600000 sec): 3 clusters Score: Raw -202877.883059 + Penalty 739.915750 = -202137.967310 nChanged 166 SP:Iteration 6Q (3055.610000 sec): 3 clusters Score: Raw -202986.376461 + Penalty 739.915750 = -202246.460711 nChanged 149 SP:Iteration 7Q (3055.610000 sec): 3 clusters Score: Raw -203104.485289 + Penalty 739.915750 = -202364.569539 nChanged 157 SP:Iteration 8Q (3055.610000 sec): 3 clusters Score: Raw -203229.933001 + Penalty 739.915750 = -202490.017251 nChanged 137 SP:Iteration 9Q (3055.610000 sec): 3 clusters Score: Raw -203338.301927 + Penalty 739.915750 = -202598.386177 nChanged 106 SP:Iteration 10Q (3055.620000 sec): 3 clusters Score: Raw -203423.336076 + Penalty 739.915750 = -202683.420326 nChanged 95 SP:Iteration 11Q (3055.620000 sec): 3 clusters Score: Raw -203499.151134 + Penalty 739.915750 = -202759.235385 nChanged 67 SP:Iteration 12Q (3055.620000 sec): 3 clusters Score: Raw -203540.591505 + Penalty 739.915750 = -202800.675755 nChanged 43 SP:Iteration 13Q (3055.630000 sec): 3 clusters Score: Raw -203564.536904 + Penalty 739.915750 = -202824.621154 nChanged 42 SP:Iteration 14Q (3055.630000 sec): 3 clusters Score: Raw -203595.236829 + Penalty 739.915750 = -202855.321079 nChanged 47 SP:Iteration 15Q (3055.630000 sec): 3 clusters Score: Raw -203628.793696 + Penalty 739.915750 = -202888.877947 nChanged 33 SP:Iteration 16Q (3055.630000 sec): 3 clusters Score: Raw -203648.992446 + Penalty 739.915750 = -202909.076697 nChanged 23 SP:Iteration 17Q (3055.640000 sec): 3 clusters Score: Raw -203663.424708 + Penalty 739.915750 = -202923.508959 nChanged 14 SP:Iteration 18Q (3055.640000 sec): 3 clusters Score: Raw -203668.806181 + Penalty 739.915750 = -202928.890431 nChanged 12 SP:Iteration 19Q (3055.640000 sec): 3 clusters Score: Raw -203673.323608 + Penalty 739.915750 = -202933.407858 nChanged 12 SP:Iteration 20F (3055.650000 sec): 3 clusters Score: Raw -203676.965718 + Penalty 739.915750 = -202937.049969 nChanged 3 SP:Iteration 21Q (3055.650000 sec): 3 clusters Score: Raw -203677.838991 + Penalty 739.915750 = -202937.923241 nChanged 6 SP:Iteration 22Q (3055.650000 sec): 3 clusters Score: Raw -203680.271921 + Penalty 739.915750 = -202940.356172 nChanged 6 SP:Iteration 23Q (3055.650000 sec): 3 clusters Score: Raw -203683.186627 + Penalty 739.915750 = -202943.270877 nChanged 8 SP:Iteration 24Q (3055.660000 sec): 3 clusters Score: Raw -203686.256174 + Penalty 739.915750 = -202946.340424 nChanged 7 SP:Iteration 25Q (3055.660000 sec): 3 clusters Score: Raw -203690.350224 + Penalty 739.915750 = -202950.434475 nChanged 7 SP:Iteration 26Q (3055.660000 sec): 3 clusters Score: Raw -203693.878855 + Penalty 739.915750 = -202953.963105 nChanged 8 SP:Iteration 27Q (3055.670000 sec): 3 clusters Score: Raw -203697.072948 + Penalty 739.915750 = -202957.157199 nChanged 7 SP:Iteration 28Q (3055.670000 sec): 3 clusters Score: Raw -203699.633066 + Penalty 739.915750 = -202959.717316 nChanged 6 SP:Iteration 29Q (3055.670000 sec): 3 clusters Score: Raw -203701.441389 + Penalty 739.915750 = -202961.525640 nChanged 5 SP:Iteration 30Q (3055.670000 sec): 3 clusters Score: Raw -203704.699801 + Penalty 739.915750 = -202964.784052 nChanged 10 SP:Iteration 31Q (3055.680000 sec): 3 clusters Score: Raw -203709.085241 + Penalty 739.915750 = -202969.169491 nChanged 9 SP:Iteration 32Q (3055.680000 sec): 3 clusters Score: Raw -203714.820077 + Penalty 739.915750 = -202974.904327 nChanged 8 SP:Iteration 33Q (3055.680000 sec): 3 clusters Score: Raw -203722.357728 + Penalty 739.915750 = -202982.441979 nChanged 9 SP:Iteration 34Q (3055.690000 sec): 3 clusters Score: Raw -203728.754287 + Penalty 739.915750 = -202988.838538 nChanged 7 SP:Iteration 35Q (3055.690000 sec): 3 clusters Score: Raw -203735.824981 + Penalty 739.915750 = -202995.909231 nChanged 8 SP:Iteration 36Q (3055.690000 sec): 3 clusters Score: Raw -203745.936099 + Penalty 739.915750 = -203006.020349 nChanged 7 SP:Iteration 37Q (3055.690000 sec): 3 clusters Score: Raw -203755.173178 + Penalty 739.915750 = -203015.257429 nChanged 2 SP:Iteration 38Q (3055.690000 sec): 3 clusters Score: Raw -203756.367754 + Penalty 739.915750 = -203016.452005 nChanged 0 SP:Iteration 39F (3055.700000 sec): 3 clusters Score: Raw -203756.367754 + Penalty 739.915750 = -203016.452005 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 42 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.700000 sec): 2 clusters Score: Raw -47577.556242 + Penalty 304.658851 = -47272.897391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.700000 sec): 3 clusters Score: Raw -47192.916732 + Penalty 609.317701 = -46583.599030 nChanged 301 SP:Iteration 1F (3055.700000 sec): 3 clusters Score: Raw -47397.578156 + Penalty 609.317701 = -46788.260454 nChanged 76 SP:Iteration 2F (3055.700000 sec): 3 clusters Score: Raw -47469.650876 + Penalty 609.317701 = -46860.333175 nChanged 61 SP:Iteration 3F (3055.710000 sec): 3 clusters Score: Raw -47536.137294 + Penalty 609.317701 = -46926.819593 nChanged 57 SP:Iteration 4F (3055.710000 sec): 3 clusters Score: Raw -47614.613814 + Penalty 609.317701 = -47005.296113 nChanged 59 SP:Iteration 5F (3055.710000 sec): 3 clusters Score: Raw -47675.705553 + Penalty 609.317701 = -47066.387852 nChanged 40 SP:Iteration 6Q (3055.710000 sec): 3 clusters Score: Raw -47696.894912 + Penalty 609.317701 = -47087.577211 nChanged 19 SP:Iteration 7Q (3055.710000 sec): 3 clusters Score: Raw -47705.431802 + Penalty 609.317701 = -47096.114100 nChanged 9 SP:Iteration 8Q (3055.710000 sec): 3 clusters Score: Raw -47712.129535 + Penalty 609.317701 = -47102.811833 nChanged 8 SP:Iteration 9Q (3055.710000 sec): 3 clusters Score: Raw -47716.249614 + Penalty 609.317701 = -47106.931913 nChanged 4 SP:Iteration 10Q (3055.710000 sec): 3 clusters Score: Raw -47717.082029 + Penalty 609.317701 = -47107.764327 nChanged 3 SP:Iteration 11Q (3055.710000 sec): 3 clusters Score: Raw -47717.667766 + Penalty 609.317701 = -47108.350064 nChanged 1 SP:Iteration 12Q (3055.710000 sec): 3 clusters Score: Raw -47717.981271 + Penalty 609.317701 = -47108.663570 nChanged 0 SP:Iteration 13F (3055.710000 sec): 3 clusters Score: Raw -47717.981271 + Penalty 609.317701 = -47108.663570 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 44 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.710000 sec): 2 clusters Score: Raw -14271.132720 + Penalty 255.063994 = -14016.068726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.710000 sec): 3 clusters Score: Raw -14193.719638 + Penalty 510.127988 = -13683.591650 nChanged 91 SP:Iteration 1F (3055.710000 sec): 3 clusters Score: Raw -14285.031647 + Penalty 510.127988 = -13774.903659 nChanged 19 SP:Iteration 2F (3055.710000 sec): 3 clusters Score: Raw -14310.919332 + Penalty 510.127988 = -13800.791344 nChanged 7 SP:Iteration 3Q (3055.710000 sec): 3 clusters Score: Raw -14316.980824 + Penalty 510.127988 = -13806.852836 nChanged 7 SP:Iteration 4Q (3055.710000 sec): 3 clusters Score: Raw -14322.346307 + Penalty 510.127988 = -13812.218319 nChanged 5 SP:Iteration 5Q (3055.720000 sec): 3 clusters Score: Raw -14328.300243 + Penalty 510.127988 = -13818.172255 nChanged 3 SP:Iteration 6Q (3055.720000 sec): 3 clusters Score: Raw -14331.859891 + Penalty 510.127988 = -13821.731903 nChanged 3 SP:Iteration 7Q (3055.720000 sec): 3 clusters Score: Raw -14334.190341 + Penalty 510.127988 = -13824.062353 nChanged 1 SP:Iteration 8Q (3055.720000 sec): 3 clusters Score: Raw -14334.535247 + Penalty 510.127988 = -13824.407259 nChanged 2 SP:Iteration 9Q (3055.720000 sec): 3 clusters Score: Raw -14335.903725 + Penalty 510.127988 = -13825.775737 nChanged 0 SP:Iteration 10F (3055.720000 sec): 3 clusters Score: Raw -14335.903725 + Penalty 510.127988 = -13825.775737 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 45 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.720000 sec): 2 clusters Score: Raw -7138.866780 + Penalty 218.954388 = -6919.912392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.720000 sec): 3 clusters Score: Raw -7129.037036 + Penalty 437.908776 = -6691.128260 nChanged 24 SP:Iteration 1F (3055.720000 sec): 3 clusters Score: Raw -7167.583157 + Penalty 437.908776 = -6729.674380 nChanged 10 SP:Iteration 2F (3055.720000 sec): 3 clusters Score: Raw -7190.450940 + Penalty 437.908776 = -6752.542164 nChanged 5 SP:Iteration 3Q (3055.720000 sec): 3 clusters Score: Raw -7202.725223 + Penalty 437.908776 = -6764.816447 nChanged 2 SP:Iteration 4Q (3055.720000 sec): 3 clusters Score: Raw -7210.404119 + Penalty 437.908776 = -6772.495342 nChanged 3 SP:Iteration 5Q (3055.720000 sec): 3 clusters Score: Raw -7214.739046 + Penalty 437.908776 = -6776.830270 nChanged 0 SP:Iteration 6F (3055.720000 sec): 3 clusters Score: Raw -7214.739046 + Penalty 437.908776 = -6776.830270 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.720000 sec): 2 clusters Score: Raw -10387.026361 + Penalty 236.026054 = -10151.000307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.720000 sec): 3 clusters Score: Raw -10375.057097 + Penalty 472.052108 = -9903.004988 nChanged 50 SP:Iteration 1F (3055.720000 sec): 3 clusters Score: Raw -10467.876475 + Penalty 472.052108 = -9995.824367 nChanged 7 SP:Iteration 2Q (3055.720000 sec): 3 clusters Score: Raw -10477.394462 + Penalty 472.052108 = -10005.342353 nChanged 7 SP:Iteration 3Q (3055.720000 sec): 3 clusters Score: Raw -10490.617536 + Penalty 472.052108 = -10018.565428 nChanged 4 SP:Iteration 4Q (3055.720000 sec): 3 clusters Score: Raw -10494.189668 + Penalty 472.052108 = -10022.137559 nChanged 0 SP:Iteration 5F (3055.720000 sec): 3 clusters Score: Raw -10494.189668 + Penalty 472.052108 = -10022.137559 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 47 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.720000 sec): 2 clusters Score: Raw -6064.774572 + Penalty 210.436263 = -5854.338309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.720000 sec): 3 clusters Score: Raw -6074.820006 + Penalty 420.872526 = -5653.947480 nChanged 23 SP:Iteration 1F (3055.720000 sec): 3 clusters Score: Raw -6119.264083 + Penalty 420.872526 = -5698.391557 nChanged 8 SP:Iteration 2F (3055.720000 sec): 3 clusters Score: Raw -6134.155155 + Penalty 420.872526 = -5713.282629 nChanged 2 SP:Iteration 3Q (3055.720000 sec): 3 clusters Score: Raw -6139.719009 + Penalty 420.872526 = -5718.846483 nChanged 0 SP:Iteration 4F (3055.720000 sec): 3 clusters Score: Raw -6139.719009 + Penalty 420.872526 = -5718.846483 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 48 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.730000 sec): 2 clusters Score: Raw -7976.118628 + Penalty 226.441385 = -7749.677243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.730000 sec): 3 clusters Score: Raw -7973.096209 + Penalty 452.882771 = -7520.213439 nChanged 35 SP:Iteration 1F (3055.730000 sec): 3 clusters Score: Raw -8047.013830 + Penalty 452.882771 = -7594.131059 nChanged 8 SP:Iteration 2F (3055.730000 sec): 3 clusters Score: Raw -8074.595139 + Penalty 452.882771 = -7621.712368 nChanged 3 SP:Iteration 3Q (3055.730000 sec): 3 clusters Score: Raw -8079.104172 + Penalty 452.882771 = -7626.221401 nChanged 1 SP:Iteration 4Q (3055.730000 sec): 3 clusters Score: Raw -8080.859863 + Penalty 452.882771 = -7627.977093 nChanged 0 SP:Iteration 5F (3055.730000 sec): 3 clusters Score: Raw -8080.859863 + Penalty 452.882771 = -7627.977093 nChanged 0 Iteration 213F (3063.970000 sec): 51 clusters Score: Raw -23847901.249452 + Penalty 29436.794449 = -23818464.455003 nChanged 74 Iteration 214F (3072.100000 sec): 51 clusters Score: Raw -23847995.803521 + Penalty 29436.794449 = -23818559.009071 nChanged 46 Iteration 215Q (3075.810000 sec): 51 clusters Score: Raw -23848033.939665 + Penalty 29436.794449 = -23818597.145216 nChanged 49 Iteration 216Q (3079.560000 sec): 51 clusters Score: Raw -23848060.613282 + Penalty 29436.794449 = -23818623.818833 nChanged 43 Iteration 217Q (3083.360000 sec): 51 clusters Score: Raw -23848078.528223 + Penalty 29436.794449 = -23818641.733774 nChanged 39 Iteration 218Q (3087.140000 sec): 51 clusters Score: Raw -23848088.573934 + Penalty 29436.794449 = -23818651.779485 nChanged 33 Writing temp clu file Because OldScore, -23818641.733774, is greater than current (better) Score,-23818651.779485 Compute initial score before splitting: Score: Raw -23848088.573934 + Penalty 29436.794449 = -23818651.779485 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3087.220000 sec): 2 clusters Score: Raw -8039.072399 + Penalty 224.844730 = -7814.227669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3087.220000 sec): 3 clusters Score: Raw -8029.229124 + Penalty 449.689460 = -7579.539663 nChanged 25 SP:Iteration 1F (3087.220000 sec): 3 clusters Score: Raw -8075.805788 + Penalty 449.689460 = -7626.116328 nChanged 7 SP:Iteration 2Q (3087.220000 sec): 3 clusters Score: Raw -8092.202781 + Penalty 449.689460 = -7642.513321 nChanged 4 SP:Iteration 3Q (3087.220000 sec): 3 clusters Score: Raw -8105.833638 + Penalty 449.689460 = -7656.144177 nChanged 3 SP:Iteration 4Q (3087.220000 sec): 3 clusters Score: Raw -8110.343420 + Penalty 449.689460 = -7660.653960 nChanged 1 SP:Iteration 5Q (3087.220000 sec): 3 clusters Score: Raw -8110.719931 + Penalty 449.689460 = -7661.030470 nChanged 0 SP:Iteration 6F (3087.220000 sec): 3 clusters Score: Raw -8110.719931 + Penalty 449.689460 = -7661.030470 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3087.220000 sec): 2 clusters Score: Raw -29613.547758 + Penalty 286.012913 = -29327.534844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3087.220000 sec): 3 clusters Score: Raw -29388.724123 + Penalty 572.025827 = -28816.698296 nChanged 202 SP:Iteration 1F (3087.220000 sec): 3 clusters Score: Raw -29542.013047 + Penalty 572.025827 = -28969.987221 nChanged 54 SP:Iteration 2F (3087.220000 sec): 3 clusters Score: Raw -29605.876770 + Penalty 572.025827 = -29033.850943 nChanged 37 SP:Iteration 3F (3087.220000 sec): 3 clusters Score: Raw -29661.299804 + Penalty 572.025827 = -29089.273977 nChanged 29 SP:Iteration 4F (3087.220000 sec): 3 clusters Score: Raw -29700.043780 + Penalty 572.025827 = -29128.017953 nChanged 27 SP:Iteration 5F (3087.220000 sec): 3 clusters Score: Raw -29729.393679 + Penalty 572.025827 = -29157.367852 nChanged 20 SP:Iteration 6Q (3087.220000 sec): 3 clusters Score: Raw -29753.048119 + Penalty 572.025827 = -29181.022292 nChanged 22 SP:Iteration 7Q (3087.220000 sec): 3 clusters Score: Raw -29771.041381 + Penalty 572.025827 = -29199.015554 nChanged 12 SP:Iteration 8Q (3087.220000 sec): 3 clusters Score: Raw -29782.210035 + Penalty 572.025827 = -29210.184208 nChanged 10 SP:Iteration 9Q (3087.220000 sec): 3 clusters Score: Raw -29788.299637 + Penalty 572.025827 = -29216.273811 nChanged 5 SP:Iteration 10Q (3087.220000 sec): 3 clusters Score: Raw -29792.790885 + Penalty 572.025827 = -29220.765059 nChanged 5 SP:Iteration 11Q (3087.220000 sec): 3 clusters Score: Raw -29798.640745 + Penalty 572.025827 = -29226.614919 nChanged 7 SP:Iteration 12Q (3087.220000 sec): 3 clusters Score: Raw -29803.454593 + Penalty 572.025827 = -29231.428766 nChanged 2 SP:Iteration 13Q (3087.220000 sec): 3 clusters Score: Raw -29805.577940 + Penalty 572.025827 = -29233.552113 nChanged 2 SP:Iteration 14Q (3087.220000 sec): 3 clusters Score: Raw -29806.709957 + Penalty 572.025827 = -29234.684130 nChanged 1 SP:Iteration 15Q (3087.230000 sec): 3 clusters Score: Raw -29807.164872 + Penalty 572.025827 = -29235.139045 nChanged 1 SP:Iteration 16Q (3087.230000 sec): 3 clusters Score: Raw -29807.555159 + Penalty 572.025827 = -29235.529333 nChanged 0 SP:Iteration 17F (3087.230000 sec): 3 clusters Score: Raw -29807.555159 + Penalty 572.025827 = -29235.529333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (41382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3087.300000 sec): 2 clusters Score: Raw -2356220.938353 + Penalty 483.692358 = -2355737.245994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3087.350000 sec): 3 clusters Score: Raw -2328938.044665 + Penalty 967.384717 = -2327970.659948 nChanged 20022 SP:Iteration 1F (3087.400000 sec): 3 clusters Score: Raw -2341677.958936 + Penalty 967.384717 = -2340710.574220 nChanged 2521 SP:Iteration 2F (3087.460000 sec): 3 clusters Score: Raw -2342921.040973 + Penalty 967.384717 = -2341953.656257 nChanged 2725 SP:Iteration 3F (3087.500000 sec): 3 clusters Score: Raw -2344506.400154 + Penalty 967.384717 = -2343539.015437 nChanged 2928 SP:Iteration 4F (3087.540000 sec): 3 clusters Score: Raw -2346384.425434 + Penalty 967.384717 = -2345417.040718 nChanged 2897 SP:Iteration 5F (3087.590000 sec): 3 clusters Score: Raw -2348377.503692 + Penalty 967.384717 = -2347410.118975 nChanged 2649 SP:Iteration 6F (3087.630000 sec): 3 clusters Score: Raw -2350281.164233 + Penalty 967.384717 = -2349313.779517 nChanged 2245 SP:Iteration 7F (3087.680000 sec): 3 clusters Score: Raw -2352041.208784 + Penalty 967.384717 = -2351073.824067 nChanged 1804 SP:Iteration 8Q (3087.720000 sec): 3 clusters Score: Raw -2353547.789359 + Penalty 967.384717 = -2352580.404642 nChanged 1259 SP:Iteration 9Q (3087.760000 sec): 3 clusters Score: Raw -2354654.820129 + Penalty 967.384717 = -2353687.435412 nChanged 776 SP:Iteration 10Q (3087.810000 sec): 3 clusters Score: Raw -2355400.997336 + Penalty 967.384717 = -2354433.612620 nChanged 413 SP:Iteration 11Q (3087.850000 sec): 3 clusters Score: Raw -2355831.297246 + Penalty 967.384717 = -2354863.912529 nChanged 223 SP:Iteration 12Q (3087.880000 sec): 3 clusters Score: Raw -2356062.353359 + Penalty 967.384717 = -2355094.968642 nChanged 136 SP:Iteration 13Q (3087.920000 sec): 3 clusters Score: Raw -2356187.406802 + Penalty 967.384717 = -2355220.022085 nChanged 79 SP:Iteration 14Q (3087.960000 sec): 3 clusters Score: Raw -2356248.638685 + Penalty 967.384717 = -2355281.253969 nChanged 55 SP:Iteration 15Q (3087.990000 sec): 3 clusters Score: Raw -2356278.058667 + Penalty 967.384717 = -2355310.673950 nChanged 38 SP:Iteration 16Q (3088.020000 sec): 3 clusters Score: Raw -2356298.941663 + Penalty 967.384717 = -2355331.556947 nChanged 33 SP:Iteration 17Q (3088.060000 sec): 3 clusters Score: Raw -2356313.900621 + Penalty 967.384717 = -2355346.515904 nChanged 19 SP:Iteration 18Q (3088.090000 sec): 3 clusters Score: Raw -2356320.629211 + Penalty 967.384717 = -2355353.244494 nChanged 18 SP:Iteration 19Q (3088.120000 sec): 3 clusters Score: Raw -2356327.264888 + Penalty 967.384717 = -2355359.880172 nChanged 20 SP:Iteration 20F (3088.170000 sec): 3 clusters Score: Raw -2356336.090076 + Penalty 967.384717 = -2355368.705360 nChanged 12 SP:Iteration 21Q (3088.210000 sec): 3 clusters Score: Raw -2356340.178700 + Penalty 967.384717 = -2355372.793983 nChanged 14 SP:Iteration 22Q (3088.240000 sec): 3 clusters Score: Raw -2356346.159139 + Penalty 967.384717 = -2355378.774422 nChanged 14 SP:Iteration 23Q (3088.280000 sec): 3 clusters Score: Raw -2356351.517245 + Penalty 967.384717 = -2355384.132528 nChanged 6 SP:Iteration 24Q (3088.310000 sec): 3 clusters Score: Raw -2356353.618111 + Penalty 967.384717 = -2355386.233394 nChanged 3 SP:Iteration 25Q (3088.340000 sec): 3 clusters Score: Raw -2356354.800463 + Penalty 967.384717 = -2355387.415747 nChanged 5 SP:Iteration 26Q (3088.370000 sec): 3 clusters Score: Raw -2356356.229496 + Penalty 967.384717 = -2355388.844780 nChanged 7 SP:Iteration 27Q (3088.410000 sec): 3 clusters Score: Raw -2356357.929740 + Penalty 967.384717 = -2355390.545023 nChanged 3 SP:Iteration 28Q (3088.440000 sec): 3 clusters Score: Raw -2356358.988907 + Penalty 967.384717 = -2355391.604190 nChanged 4 SP:Iteration 29Q (3088.480000 sec): 3 clusters Score: Raw -2356360.972309 + Penalty 967.384717 = -2355393.587592 nChanged 2 SP:Iteration 30Q (3088.510000 sec): 3 clusters Score: Raw -2356361.538667 + Penalty 967.384717 = -2355394.153951 nChanged 0 SP:Iteration 31F (3088.560000 sec): 3 clusters Score: Raw -2356361.538667 + Penalty 967.384717 = -2355394.153951 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (6555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3088.580000 sec): 2 clusters Score: Raw -399435.027274 + Penalty 399.853245 = -399035.174029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3088.580000 sec): 3 clusters Score: Raw -395444.359139 + Penalty 799.706489 = -394644.652650 nChanged 2996 SP:Iteration 1F (3088.590000 sec): 3 clusters Score: Raw -397224.975861 + Penalty 799.706489 = -396425.269372 nChanged 416 SP:Iteration 2F (3088.600000 sec): 3 clusters Score: Raw -397488.001584 + Penalty 799.706489 = -396688.295095 nChanged 425 SP:Iteration 3F (3088.600000 sec): 3 clusters Score: Raw -397773.049316 + Penalty 799.706489 = -396973.342827 nChanged 396 SP:Iteration 4F (3088.610000 sec): 3 clusters Score: Raw -398072.334522 + Penalty 799.706489 = -397272.628033 nChanged 338 SP:Iteration 5F (3088.620000 sec): 3 clusters Score: Raw -398369.474155 + Penalty 799.706489 = -397569.767666 nChanged 301 SP:Iteration 6Q (3088.620000 sec): 3 clusters Score: Raw -398666.017796 + Penalty 799.706489 = -397866.311307 nChanged 261 SP:Iteration 7Q (3088.630000 sec): 3 clusters Score: Raw -398882.856424 + Penalty 799.706489 = -398083.149935 nChanged 190 SP:Iteration 8Q (3088.640000 sec): 3 clusters Score: Raw -399003.935035 + Penalty 799.706489 = -398204.228546 nChanged 131 SP:Iteration 9Q (3088.640000 sec): 3 clusters Score: Raw -399091.206592 + Penalty 799.706489 = -398291.500102 nChanged 100 SP:Iteration 10Q (3088.650000 sec): 3 clusters Score: Raw -399164.637995 + Penalty 799.706489 = -398364.931506 nChanged 79 SP:Iteration 11Q (3088.650000 sec): 3 clusters Score: Raw -399206.460822 + Penalty 799.706489 = -398406.754333 nChanged 57 SP:Iteration 12Q (3088.660000 sec): 3 clusters Score: Raw -399238.644408 + Penalty 799.706489 = -398438.937919 nChanged 55 SP:Iteration 13Q (3088.660000 sec): 3 clusters Score: Raw -399268.903819 + Penalty 799.706489 = -398469.197330 nChanged 51 SP:Iteration 14Q (3088.670000 sec): 3 clusters Score: Raw -399294.194630 + Penalty 799.706489 = -398494.488141 nChanged 46 SP:Iteration 15Q (3088.680000 sec): 3 clusters Score: Raw -399311.303869 + Penalty 799.706489 = -398511.597380 nChanged 29 SP:Iteration 16Q (3088.680000 sec): 3 clusters Score: Raw -399323.983648 + Penalty 799.706489 = -398524.277159 nChanged 25 SP:Iteration 17Q (3088.680000 sec): 3 clusters Score: Raw -399334.236517 + Penalty 799.706489 = -398534.530028 nChanged 33 SP:Iteration 18Q (3088.690000 sec): 3 clusters Score: Raw -399344.332966 + Penalty 799.706489 = -398544.626477 nChanged 32 SP:Iteration 19Q (3088.700000 sec): 3 clusters Score: Raw -399356.623403 + Penalty 799.706489 = -398556.916914 nChanged 34 SP:Iteration 20F (3088.700000 sec): 3 clusters Score: Raw -399372.571616 + Penalty 799.706489 = -398572.865127 nChanged 30 SP:Iteration 21Q (3088.710000 sec): 3 clusters Score: Raw -399387.761228 + Penalty 799.706489 = -398588.054739 nChanged 37 SP:Iteration 22Q (3088.710000 sec): 3 clusters Score: Raw -399401.926308 + Penalty 799.706489 = -398602.219819 nChanged 30 SP:Iteration 23Q (3088.720000 sec): 3 clusters Score: Raw -399413.287741 + Penalty 799.706489 = -398613.581252 nChanged 33 SP:Iteration 24Q (3088.720000 sec): 3 clusters Score: Raw -399427.504331 + Penalty 799.706489 = -398627.797842 nChanged 17 SP:Iteration 25Q (3088.730000 sec): 3 clusters Score: Raw -399435.381773 + Penalty 799.706489 = -398635.675284 nChanged 14 SP:Iteration 26Q (3088.730000 sec): 3 clusters Score: Raw -399440.858403 + Penalty 799.706489 = -398641.151914 nChanged 9 SP:Iteration 27Q (3088.740000 sec): 3 clusters Score: Raw -399444.326107 + Penalty 799.706489 = -398644.619618 nChanged 12 SP:Iteration 28Q (3088.740000 sec): 3 clusters Score: Raw -399448.746843 + Penalty 799.706489 = -398649.040354 nChanged 7 SP:Iteration 29Q (3088.750000 sec): 3 clusters Score: Raw -399451.983128 + Penalty 799.706489 = -398652.276638 nChanged 7 SP:Iteration 30Q (3088.750000 sec): 3 clusters Score: Raw -399455.666649 + Penalty 799.706489 = -398655.960160 nChanged 6 SP:Iteration 31Q (3088.760000 sec): 3 clusters Score: Raw -399460.347441 + Penalty 799.706489 = -398660.640952 nChanged 7 SP:Iteration 32Q (3088.760000 sec): 3 clusters Score: Raw -399464.857834 + Penalty 799.706489 = -398665.151345 nChanged 9 SP:Iteration 33Q (3088.770000 sec): 3 clusters Score: Raw -399469.566405 + Penalty 799.706489 = -398669.859916 nChanged 6 SP:Iteration 34Q (3088.770000 sec): 3 clusters Score: Raw -399472.704377 + Penalty 799.706489 = -398672.997888 nChanged 5 SP:Iteration 35Q (3088.780000 sec): 3 clusters Score: Raw -399474.387257 + Penalty 799.706489 = -398674.680768 nChanged 2 SP:Iteration 36Q (3088.780000 sec): 3 clusters Score: Raw -399475.448128 + Penalty 799.706489 = -398675.741639 nChanged 6 SP:Iteration 37Q (3088.790000 sec): 3 clusters Score: Raw -399478.497384 + Penalty 799.706489 = -398678.790895 nChanged 5 SP:Iteration 38Q (3088.790000 sec): 3 clusters Score: Raw -399481.131366 + Penalty 799.706489 = -398681.424877 nChanged 5 SP:Iteration 39Q (3088.800000 sec): 3 clusters Score: Raw -399483.046569 + Penalty 799.706489 = -398683.340080 nChanged 5 SP:Iteration 40F (3088.800000 sec): 3 clusters Score: Raw -399485.474043 + Penalty 799.706489 = -398685.767554 nChanged 7 SP:Iteration 41Q (3088.810000 sec): 3 clusters Score: Raw -399489.520338 + Penalty 799.706489 = -398689.813849 nChanged 4 SP:Iteration 42Q (3088.810000 sec): 3 clusters Score: Raw -399493.548082 + Penalty 799.706489 = -398693.841593 nChanged 7 SP:Iteration 43Q (3088.820000 sec): 3 clusters Score: Raw -399495.996239 + Penalty 799.706489 = -398696.289750 nChanged 9 SP:Iteration 44Q (3088.820000 sec): 3 clusters Score: Raw -399499.099294 + Penalty 799.706489 = -398699.392804 nChanged 6 SP:Iteration 45Q (3088.830000 sec): 3 clusters Score: Raw -399501.251045 + Penalty 799.706489 = -398701.544556 nChanged 5 SP:Iteration 46Q (3088.830000 sec): 3 clusters Score: Raw -399502.823237 + Penalty 799.706489 = -398703.116748 nChanged 2 SP:Iteration 47Q (3088.840000 sec): 3 clusters Score: Raw -399503.625028 + Penalty 799.706489 = -398703.918539 nChanged 1 SP:Iteration 48Q (3088.840000 sec): 3 clusters Score: Raw -399503.910257 + Penalty 799.706489 = -398704.203767 nChanged 4 SP:Iteration 49Q (3088.850000 sec): 3 clusters Score: Raw -399505.101491 + Penalty 799.706489 = -398705.395002 nChanged 3 SP:Iteration 50Q (3088.850000 sec): 3 clusters Score: Raw -399505.602502 + Penalty 799.706489 = -398705.896013 nChanged 1 SP:Iteration 51Q (3088.860000 sec): 3 clusters Score: Raw -399505.848031 + Penalty 799.706489 = -398706.141542 nChanged 0 SP:Iteration 52F (3088.860000 sec): 3 clusters Score: Raw -399505.848031 + Penalty 799.706489 = -398706.141542 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3088.870000 sec): 2 clusters Score: Raw -168501.560689 + Penalty 367.026728 = -168134.533961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3088.880000 sec): 3 clusters Score: Raw -166690.078631 + Penalty 734.053456 = -165956.025175 nChanged 1401 SP:Iteration 1F (3088.880000 sec): 3 clusters Score: Raw -167548.190830 + Penalty 734.053456 = -166814.137374 nChanged 236 SP:Iteration 2F (3088.880000 sec): 3 clusters Score: Raw -167686.092553 + Penalty 734.053456 = -166952.039097 nChanged 210 SP:Iteration 3F (3088.880000 sec): 3 clusters Score: Raw -167830.897002 + Penalty 734.053456 = -167096.843547 nChanged 211 SP:Iteration 4F (3088.890000 sec): 3 clusters Score: Raw -167990.793476 + Penalty 734.053456 = -167256.740020 nChanged 178 SP:Iteration 5F (3088.890000 sec): 3 clusters Score: Raw -168130.700757 + Penalty 734.053456 = -167396.647302 nChanged 141 SP:Iteration 6Q (3088.890000 sec): 3 clusters Score: Raw -168269.855618 + Penalty 734.053456 = -167535.802162 nChanged 119 SP:Iteration 7Q (3088.900000 sec): 3 clusters Score: Raw -168367.073658 + Penalty 734.053456 = -167633.020202 nChanged 102 SP:Iteration 8Q (3088.900000 sec): 3 clusters Score: Raw -168435.414178 + Penalty 734.053456 = -167701.360722 nChanged 69 SP:Iteration 9Q (3088.900000 sec): 3 clusters Score: Raw -168467.743058 + Penalty 734.053456 = -167733.689602 nChanged 30 SP:Iteration 10Q (3088.900000 sec): 3 clusters Score: Raw -168477.988896 + Penalty 734.053456 = -167743.935441 nChanged 27 SP:Iteration 11Q (3088.910000 sec): 3 clusters Score: Raw -168486.924234 + Penalty 734.053456 = -167752.870779 nChanged 17 SP:Iteration 12Q (3088.910000 sec): 3 clusters Score: Raw -168490.802213 + Penalty 734.053456 = -167756.748758 nChanged 12 SP:Iteration 13Q (3088.920000 sec): 3 clusters Score: Raw -168493.851365 + Penalty 734.053456 = -167759.797909 nChanged 15 SP:Iteration 14Q (3088.920000 sec): 3 clusters Score: Raw -168497.498420 + Penalty 734.053456 = -167763.444965 nChanged 17 SP:Iteration 15Q (3088.920000 sec): 3 clusters Score: Raw -168500.485648 + Penalty 734.053456 = -167766.432192 nChanged 11 SP:Iteration 16Q (3088.920000 sec): 3 clusters Score: Raw -168502.186128 + Penalty 734.053456 = -167768.132672 nChanged 9 SP:Iteration 17Q (3088.920000 sec): 3 clusters Score: Raw -168503.426951 + Penalty 734.053456 = -167769.373495 nChanged 9 SP:Iteration 18Q (3088.920000 sec): 3 clusters Score: Raw -168505.827218 + Penalty 734.053456 = -167771.773762 nChanged 10 SP:Iteration 19Q (3088.930000 sec): 3 clusters Score: Raw -168509.328656 + Penalty 734.053456 = -167775.275200 nChanged 9 SP:Iteration 20F (3088.930000 sec): 3 clusters Score: Raw -168511.049939 + Penalty 734.053456 = -167776.996484 nChanged 14 SP:Iteration 21Q (3088.930000 sec): 3 clusters Score: Raw -168513.923475 + Penalty 734.053456 = -167779.870019 nChanged 8 SP:Iteration 22Q (3088.940000 sec): 3 clusters Score: Raw -168515.712261 + Penalty 734.053456 = -167781.658805 nChanged 8 SP:Iteration 23Q (3088.940000 sec): 3 clusters Score: Raw -168517.350882 + Penalty 734.053456 = -167783.297427 nChanged 4 SP:Iteration 24Q (3088.940000 sec): 3 clusters Score: Raw -168517.864246 + Penalty 734.053456 = -167783.810791 nChanged 3 SP:Iteration 25Q (3088.940000 sec): 3 clusters Score: Raw -168518.138170 + Penalty 734.053456 = -167784.084714 nChanged 4 SP:Iteration 26Q (3088.950000 sec): 3 clusters Score: Raw -168518.520616 + Penalty 734.053456 = -167784.467160 nChanged 2 SP:Iteration 27Q (3088.950000 sec): 3 clusters Score: Raw -168519.475920 + Penalty 734.053456 = -167785.422464 nChanged 1 SP:Iteration 28Q (3088.950000 sec): 3 clusters Score: Raw -168519.519256 + Penalty 734.053456 = -167785.465801 nChanged 1 SP:Iteration 29Q (3088.960000 sec): 3 clusters Score: Raw -168519.672176 + Penalty 734.053456 = -167785.618720 nChanged 2 SP:Iteration 30Q (3088.960000 sec): 3 clusters Score: Raw -168519.825570 + Penalty 734.053456 = -167785.772114 nChanged 3 SP:Iteration 31Q (3088.960000 sec): 3 clusters Score: Raw -168520.382316 + Penalty 734.053456 = -167786.328860 nChanged 4 SP:Iteration 32Q (3088.960000 sec): 3 clusters Score: Raw -168521.091138 + Penalty 734.053456 = -167787.037683 nChanged 3 SP:Iteration 33Q (3088.970000 sec): 3 clusters Score: Raw -168522.030808 + Penalty 734.053456 = -167787.977352 nChanged 3 SP:Iteration 34Q (3088.970000 sec): 3 clusters Score: Raw -168522.650867 + Penalty 734.053456 = -167788.597411 nChanged 4 SP:Iteration 35Q (3088.970000 sec): 3 clusters Score: Raw -168523.731247 + Penalty 734.053456 = -167789.677791 nChanged 6 SP:Iteration 36Q (3088.980000 sec): 3 clusters Score: Raw -168526.202535 + Penalty 734.053456 = -167792.149080 nChanged 6 SP:Iteration 37Q (3088.980000 sec): 3 clusters Score: Raw -168528.144666 + Penalty 734.053456 = -167794.091210 nChanged 4 SP:Iteration 38Q (3088.980000 sec): 3 clusters Score: Raw -168528.899075 + Penalty 734.053456 = -167794.845619 nChanged 4 SP:Iteration 39Q (3088.980000 sec): 3 clusters Score: Raw -168530.086586 + Penalty 734.053456 = -167796.033130 nChanged 6 SP:Iteration 40F (3088.990000 sec): 3 clusters Score: Raw -168530.707091 + Penalty 734.053456 = -167796.653635 nChanged 5 SP:Iteration 41Q (3088.990000 sec): 3 clusters Score: Raw -168531.514957 + Penalty 734.053456 = -167797.461501 nChanged 4 SP:Iteration 42Q (3088.990000 sec): 3 clusters Score: Raw -168533.266654 + Penalty 734.053456 = -167799.213198 nChanged 4 SP:Iteration 43Q (3089.000000 sec): 3 clusters Score: Raw -168534.505178 + Penalty 734.053456 = -167800.451723 nChanged 5 SP:Iteration 44Q (3089.000000 sec): 3 clusters Score: Raw -168536.516492 + Penalty 734.053456 = -167802.463037 nChanged 6 SP:Iteration 45Q (3089.000000 sec): 3 clusters Score: Raw -168537.224535 + Penalty 734.053456 = -167803.171079 nChanged 5 SP:Iteration 46Q (3089.000000 sec): 3 clusters Score: Raw -168538.036611 + Penalty 734.053456 = -167803.983156 nChanged 7 SP:Iteration 47Q (3089.010000 sec): 3 clusters Score: Raw -168539.514859 + Penalty 734.053456 = -167805.461404 nChanged 9 SP:Iteration 48Q (3089.010000 sec): 3 clusters Score: Raw -168543.262225 + Penalty 734.053456 = -167809.208769 nChanged 14 SP:Iteration 49Q (3089.010000 sec): 3 clusters Score: Raw -168546.228098 + Penalty 734.053456 = -167812.174642 nChanged 14 SP:Iteration 50Q (3089.020000 sec): 3 clusters Score: Raw -168551.413445 + Penalty 734.053456 = -167817.359989 nChanged 18 SP:Iteration 51Q (3089.020000 sec): 3 clusters Score: Raw -168557.749694 + Penalty 734.053456 = -167823.696238 nChanged 15 SP:Iteration 52Q (3089.020000 sec): 3 clusters Score: Raw -168561.437094 + Penalty 734.053456 = -167827.383638 nChanged 14 SP:Iteration 53Q (3089.020000 sec): 3 clusters Score: Raw -168566.768313 + Penalty 734.053456 = -167832.714858 nChanged 12 SP:Iteration 54Q (3089.030000 sec): 3 clusters Score: Raw -168571.644834 + Penalty 734.053456 = -167837.591378 nChanged 12 SP:Iteration 55Q (3089.030000 sec): 3 clusters Score: Raw -168574.562344 + Penalty 734.053456 = -167840.508888 nChanged 11 SP:Iteration 56Q (3089.030000 sec): 3 clusters Score: Raw -168578.006576 + Penalty 734.053456 = -167843.953120 nChanged 8 SP:Iteration 57Q (3089.040000 sec): 3 clusters Score: Raw -168580.588530 + Penalty 734.053456 = -167846.535074 nChanged 9 SP:Iteration 58Q (3089.040000 sec): 3 clusters Score: Raw -168583.774048 + Penalty 734.053456 = -167849.720592 nChanged 9 SP:Iteration 59Q (3089.040000 sec): 3 clusters Score: Raw -168586.299249 + Penalty 734.053456 = -167852.245794 nChanged 9 SP:Iteration 60F (3089.040000 sec): 3 clusters Score: Raw -168591.141783 + Penalty 734.053456 = -167857.088327 nChanged 12 SP:Iteration 61Q (3089.050000 sec): 3 clusters Score: Raw -168597.226119 + Penalty 734.053456 = -167863.172663 nChanged 12 SP:Iteration 62Q (3089.050000 sec): 3 clusters Score: Raw -168604.940023 + Penalty 734.053456 = -167870.886568 nChanged 10 SP:Iteration 63Q (3089.050000 sec): 3 clusters Score: Raw -168608.291058 + Penalty 734.053456 = -167874.237602 nChanged 8 SP:Iteration 64Q (3089.060000 sec): 3 clusters Score: Raw -168610.379026 + Penalty 734.053456 = -167876.325570 nChanged 3 SP:Iteration 65Q (3089.060000 sec): 3 clusters Score: Raw -168610.717478 + Penalty 734.053456 = -167876.664022 nChanged 2 SP:Iteration 66Q (3089.060000 sec): 3 clusters Score: Raw -168611.055783 + Penalty 734.053456 = -167877.002327 nChanged 1 SP:Iteration 67Q (3089.060000 sec): 3 clusters Score: Raw -168611.254206 + Penalty 734.053456 = -167877.200750 nChanged 1 SP:Iteration 68Q (3089.060000 sec): 3 clusters Score: Raw -168611.333271 + Penalty 734.053456 = -167877.279816 nChanged 0 SP:Iteration 69F (3089.070000 sec): 3 clusters Score: Raw -168611.333271 + Penalty 734.053456 = -167877.279816 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (3713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.080000 sec): 2 clusters Score: Raw -226266.567261 + Penalty 373.991593 = -225892.575667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.080000 sec): 3 clusters Score: Raw -224128.125755 + Penalty 747.983186 = -223380.142569 nChanged 1620 SP:Iteration 1F (3089.080000 sec): 3 clusters Score: Raw -224996.047560 + Penalty 747.983186 = -224248.064373 nChanged 242 SP:Iteration 2F (3089.090000 sec): 3 clusters Score: Raw -225126.727152 + Penalty 747.983186 = -224378.743966 nChanged 237 SP:Iteration 3F (3089.090000 sec): 3 clusters Score: Raw -225274.488852 + Penalty 747.983186 = -224526.505665 nChanged 241 SP:Iteration 4F (3089.090000 sec): 3 clusters Score: Raw -225455.690350 + Penalty 747.983186 = -224707.707164 nChanged 254 SP:Iteration 5F (3089.100000 sec): 3 clusters Score: Raw -225674.388191 + Penalty 747.983186 = -224926.405005 nChanged 225 SP:Iteration 6F (3089.100000 sec): 3 clusters Score: Raw -225869.688409 + Penalty 747.983186 = -225121.705223 nChanged 174 SP:Iteration 7Q (3089.100000 sec): 3 clusters Score: Raw -225988.955602 + Penalty 747.983186 = -225240.972416 nChanged 104 SP:Iteration 8Q (3089.110000 sec): 3 clusters Score: Raw -226052.718069 + Penalty 747.983186 = -225304.734882 nChanged 85 SP:Iteration 9Q (3089.110000 sec): 3 clusters Score: Raw -226101.529565 + Penalty 747.983186 = -225353.546378 nChanged 65 SP:Iteration 10Q (3089.120000 sec): 3 clusters Score: Raw -226138.162241 + Penalty 747.983186 = -225390.179054 nChanged 52 SP:Iteration 11Q (3089.120000 sec): 3 clusters Score: Raw -226171.919820 + Penalty 747.983186 = -225423.936634 nChanged 43 SP:Iteration 12Q (3089.120000 sec): 3 clusters Score: Raw -226192.590146 + Penalty 747.983186 = -225444.606960 nChanged 39 SP:Iteration 13Q (3089.120000 sec): 3 clusters Score: Raw -226210.324464 + Penalty 747.983186 = -225462.341278 nChanged 41 SP:Iteration 14Q (3089.130000 sec): 3 clusters Score: Raw -226229.087620 + Penalty 747.983186 = -225481.104433 nChanged 36 SP:Iteration 15Q (3089.130000 sec): 3 clusters Score: Raw -226245.810608 + Penalty 747.983186 = -225497.827422 nChanged 28 SP:Iteration 16Q (3089.140000 sec): 3 clusters Score: Raw -226258.400893 + Penalty 747.983186 = -225510.417707 nChanged 28 SP:Iteration 17Q (3089.140000 sec): 3 clusters Score: Raw -226266.378351 + Penalty 747.983186 = -225518.395164 nChanged 20 SP:Iteration 18Q (3089.140000 sec): 3 clusters Score: Raw -226271.258527 + Penalty 747.983186 = -225523.275341 nChanged 11 SP:Iteration 19Q (3089.150000 sec): 3 clusters Score: Raw -226274.242761 + Penalty 747.983186 = -225526.259575 nChanged 9 SP:Iteration 20F (3089.150000 sec): 3 clusters Score: Raw -226275.657500 + Penalty 747.983186 = -225527.674314 nChanged 6 SP:Iteration 21Q (3089.150000 sec): 3 clusters Score: Raw -226276.409751 + Penalty 747.983186 = -225528.426564 nChanged 8 SP:Iteration 22Q (3089.160000 sec): 3 clusters Score: Raw -226277.485211 + Penalty 747.983186 = -225529.502024 nChanged 11 SP:Iteration 23Q (3089.160000 sec): 3 clusters Score: Raw -226279.923870 + Penalty 747.983186 = -225531.940684 nChanged 13 SP:Iteration 24Q (3089.160000 sec): 3 clusters Score: Raw -226282.551722 + Penalty 747.983186 = -225534.568536 nChanged 18 SP:Iteration 25Q (3089.170000 sec): 3 clusters Score: Raw -226286.423826 + Penalty 747.983186 = -225538.440639 nChanged 18 SP:Iteration 26Q (3089.170000 sec): 3 clusters Score: Raw -226290.300312 + Penalty 747.983186 = -225542.317126 nChanged 15 SP:Iteration 27Q (3089.170000 sec): 3 clusters Score: Raw -226292.264211 + Penalty 747.983186 = -225544.281024 nChanged 7 SP:Iteration 28Q (3089.180000 sec): 3 clusters Score: Raw -226294.236645 + Penalty 747.983186 = -225546.253458 nChanged 9 SP:Iteration 29Q (3089.180000 sec): 3 clusters Score: Raw -226295.864299 + Penalty 747.983186 = -225547.881113 nChanged 6 SP:Iteration 30Q (3089.180000 sec): 3 clusters Score: Raw -226296.641790 + Penalty 747.983186 = -225548.658604 nChanged 5 SP:Iteration 31Q (3089.190000 sec): 3 clusters Score: Raw -226297.392219 + Penalty 747.983186 = -225549.409033 nChanged 3 SP:Iteration 32Q (3089.190000 sec): 3 clusters Score: Raw -226297.682577 + Penalty 747.983186 = -225549.699390 nChanged 0 SP:Iteration 33F (3089.190000 sec): 3 clusters Score: Raw -226297.682577 + Penalty 747.983186 = -225549.699390 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (1640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.200000 sec): 2 clusters Score: Raw -95184.042941 + Penalty 336.811544 = -94847.231396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.200000 sec): 3 clusters Score: Raw -94334.610262 + Penalty 673.623088 = -93660.987174 nChanged 664 SP:Iteration 1F (3089.200000 sec): 3 clusters Score: Raw -94752.691547 + Penalty 673.623088 = -94079.068459 nChanged 133 SP:Iteration 2F (3089.200000 sec): 3 clusters Score: Raw -94847.742883 + Penalty 673.623088 = -94174.119795 nChanged 97 SP:Iteration 3F (3089.200000 sec): 3 clusters Score: Raw -94924.230760 + Penalty 673.623088 = -94250.607671 nChanged 81 SP:Iteration 4Q (3089.200000 sec): 3 clusters Score: Raw -94985.351348 + Penalty 673.623088 = -94311.728260 nChanged 68 SP:Iteration 5Q (3089.210000 sec): 3 clusters Score: Raw -95037.423096 + Penalty 673.623088 = -94363.800008 nChanged 58 SP:Iteration 6Q (3089.210000 sec): 3 clusters Score: Raw -95088.522754 + Penalty 673.623088 = -94414.899666 nChanged 43 SP:Iteration 7Q (3089.210000 sec): 3 clusters Score: Raw -95130.519913 + Penalty 673.623088 = -94456.896825 nChanged 38 SP:Iteration 8Q (3089.210000 sec): 3 clusters Score: Raw -95155.250708 + Penalty 673.623088 = -94481.627619 nChanged 20 SP:Iteration 9Q (3089.210000 sec): 3 clusters Score: Raw -95169.103160 + Penalty 673.623088 = -94495.480072 nChanged 13 SP:Iteration 10Q (3089.220000 sec): 3 clusters Score: Raw -95176.659758 + Penalty 673.623088 = -94503.036669 nChanged 11 SP:Iteration 11Q (3089.220000 sec): 3 clusters Score: Raw -95183.294171 + Penalty 673.623088 = -94509.671082 nChanged 16 SP:Iteration 12Q (3089.220000 sec): 3 clusters Score: Raw -95192.684978 + Penalty 673.623088 = -94519.061890 nChanged 11 SP:Iteration 13Q (3089.220000 sec): 3 clusters Score: Raw -95201.625091 + Penalty 673.623088 = -94528.002002 nChanged 8 SP:Iteration 14Q (3089.220000 sec): 3 clusters Score: Raw -95214.208901 + Penalty 673.623088 = -94540.585812 nChanged 12 SP:Iteration 15Q (3089.220000 sec): 3 clusters Score: Raw -95225.245417 + Penalty 673.623088 = -94551.622329 nChanged 11 SP:Iteration 16Q (3089.220000 sec): 3 clusters Score: Raw -95232.480618 + Penalty 673.623088 = -94558.857529 nChanged 5 SP:Iteration 17Q (3089.220000 sec): 3 clusters Score: Raw -95234.555839 + Penalty 673.623088 = -94560.932751 nChanged 4 SP:Iteration 18Q (3089.220000 sec): 3 clusters Score: Raw -95237.298680 + Penalty 673.623088 = -94563.675592 nChanged 2 SP:Iteration 19Q (3089.230000 sec): 3 clusters Score: Raw -95237.926605 + Penalty 673.623088 = -94564.303516 nChanged 0 SP:Iteration 20F (3089.230000 sec): 3 clusters Score: Raw -95237.926605 + Penalty 673.623088 = -94564.303516 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.260000 sec): 2 clusters Score: Raw -1072119.763752 + Penalty 442.996760 = -1071676.766992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.270000 sec): 3 clusters Score: Raw -1061328.323898 + Penalty 885.993520 = -1060442.330378 nChanged 7961 SP:Iteration 1F (3089.290000 sec): 3 clusters Score: Raw -1065918.231881 + Penalty 885.993520 = -1065032.238361 nChanged 869 SP:Iteration 2F (3089.310000 sec): 3 clusters Score: Raw -1066310.667486 + Penalty 885.993520 = -1065424.673966 nChanged 1025 SP:Iteration 3F (3089.320000 sec): 3 clusters Score: Raw -1066909.918789 + Penalty 885.993520 = -1066023.925269 nChanged 1240 SP:Iteration 4F (3089.340000 sec): 3 clusters Score: Raw -1067854.220420 + Penalty 885.993520 = -1066968.226900 nChanged 1393 SP:Iteration 5F (3089.360000 sec): 3 clusters Score: Raw -1069187.822484 + Penalty 885.993520 = -1068301.828963 nChanged 1301 SP:Iteration 6F (3089.380000 sec): 3 clusters Score: Raw -1070576.863166 + Penalty 885.993520 = -1069690.869646 nChanged 919 SP:Iteration 7F (3089.390000 sec): 3 clusters Score: Raw -1071555.773143 + Penalty 885.993520 = -1070669.779622 nChanged 422 SP:Iteration 8Q (3089.410000 sec): 3 clusters Score: Raw -1071972.360998 + Penalty 885.993520 = -1071086.367478 nChanged 176 SP:Iteration 9Q (3089.430000 sec): 3 clusters Score: Raw -1072117.008520 + Penalty 885.993520 = -1071231.014999 nChanged 87 SP:Iteration 10Q (3089.440000 sec): 3 clusters Score: Raw -1072181.323593 + Penalty 885.993520 = -1071295.330073 nChanged 34 SP:Iteration 11Q (3089.450000 sec): 3 clusters Score: Raw -1072205.091532 + Penalty 885.993520 = -1071319.098012 nChanged 18 SP:Iteration 12Q (3089.470000 sec): 3 clusters Score: Raw -1072213.605535 + Penalty 885.993520 = -1071327.612015 nChanged 10 SP:Iteration 13Q (3089.480000 sec): 3 clusters Score: Raw -1072218.457987 + Penalty 885.993520 = -1071332.464467 nChanged 8 SP:Iteration 14Q (3089.490000 sec): 3 clusters Score: Raw -1072222.629225 + Penalty 885.993520 = -1071336.635705 nChanged 9 SP:Iteration 15Q (3089.510000 sec): 3 clusters Score: Raw -1072226.978486 + Penalty 885.993520 = -1071340.984965 nChanged 5 SP:Iteration 16Q (3089.520000 sec): 3 clusters Score: Raw -1072229.959782 + Penalty 885.993520 = -1071343.966262 nChanged 3 SP:Iteration 17Q (3089.530000 sec): 3 clusters Score: Raw -1072232.185830 + Penalty 885.993520 = -1071346.192310 nChanged 5 SP:Iteration 18Q (3089.550000 sec): 3 clusters Score: Raw -1072235.021395 + Penalty 885.993520 = -1071349.027875 nChanged 4 SP:Iteration 19Q (3089.560000 sec): 3 clusters Score: Raw -1072236.554181 + Penalty 885.993520 = -1071350.560661 nChanged 1 SP:Iteration 20F (3089.570000 sec): 3 clusters Score: Raw -1072237.066309 + Penalty 885.993520 = -1071351.072789 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.580000 sec): 2 clusters Score: Raw -7037.648108 + Penalty 226.126505 = -6811.521602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.580000 sec): 3 clusters Score: Raw -7034.037487 + Penalty 452.253010 = -6581.784477 nChanged 29 SP:Iteration 1F (3089.580000 sec): 3 clusters Score: Raw -7080.617715 + Penalty 452.253010 = -6628.364705 nChanged 10 SP:Iteration 2F (3089.580000 sec): 3 clusters Score: Raw -7114.933824 + Penalty 452.253010 = -6662.680814 nChanged 6 SP:Iteration 3Q (3089.580000 sec): 3 clusters Score: Raw -7123.500860 + Penalty 452.253010 = -6671.247850 nChanged 2 SP:Iteration 4Q (3089.580000 sec): 3 clusters Score: Raw -7128.559469 + Penalty 452.253010 = -6676.306458 nChanged 1 SP:Iteration 5Q (3089.580000 sec): 3 clusters Score: Raw -7136.540712 + Penalty 452.253010 = -6684.287702 nChanged 2 SP:Iteration 6Q (3089.580000 sec): 3 clusters Score: Raw -7156.081853 + Penalty 452.253010 = -6703.828843 nChanged 0 SP:Iteration 7F (3089.580000 sec): 3 clusters Score: Raw -7156.081853 + Penalty 452.253010 = -6703.828843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.600000 sec): 2 clusters Score: Raw -525001.121396 + Penalty 415.699974 = -524585.421422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.610000 sec): 3 clusters Score: Raw -519198.203307 + Penalty 831.399948 = -518366.803358 nChanged 4343 SP:Iteration 1F (3089.620000 sec): 3 clusters Score: Raw -521894.393803 + Penalty 831.399948 = -521062.993855 nChanged 664 SP:Iteration 2F (3089.630000 sec): 3 clusters Score: Raw -522285.751495 + Penalty 831.399948 = -521454.351547 nChanged 582 SP:Iteration 3F (3089.630000 sec): 3 clusters Score: Raw -522700.651249 + Penalty 831.399948 = -521869.251300 nChanged 581 SP:Iteration 4F (3089.650000 sec): 3 clusters Score: Raw -523119.656422 + Penalty 831.399948 = -522288.256474 nChanged 532 SP:Iteration 5F (3089.650000 sec): 3 clusters Score: Raw -523491.184071 + Penalty 831.399948 = -522659.784122 nChanged 472 SP:Iteration 6F (3089.660000 sec): 3 clusters Score: Raw -523813.265171 + Penalty 831.399948 = -522981.865222 nChanged 402 SP:Iteration 7Q (3089.670000 sec): 3 clusters Score: Raw -524063.797516 + Penalty 831.399948 = -523232.397568 nChanged 342 SP:Iteration 8Q (3089.680000 sec): 3 clusters Score: Raw -524253.508308 + Penalty 831.399948 = -523422.108360 nChanged 240 SP:Iteration 9Q (3089.690000 sec): 3 clusters Score: Raw -524374.749720 + Penalty 831.399948 = -523543.349772 nChanged 192 SP:Iteration 10Q (3089.700000 sec): 3 clusters Score: Raw -524470.842417 + Penalty 831.399948 = -523639.442469 nChanged 195 SP:Iteration 11Q (3089.710000 sec): 3 clusters Score: Raw -524577.266693 + Penalty 831.399948 = -523745.866745 nChanged 161 SP:Iteration 12Q (3089.710000 sec): 3 clusters Score: Raw -524655.790934 + Penalty 831.399948 = -523824.390986 nChanged 137 SP:Iteration 13Q (3089.720000 sec): 3 clusters Score: Raw -524710.749939 + Penalty 831.399948 = -523879.349990 nChanged 105 SP:Iteration 14Q (3089.730000 sec): 3 clusters Score: Raw -524745.534144 + Penalty 831.399948 = -523914.134196 nChanged 98 SP:Iteration 15Q (3089.740000 sec): 3 clusters Score: Raw -524777.806335 + Penalty 831.399948 = -523946.406386 nChanged 96 SP:Iteration 16Q (3089.750000 sec): 3 clusters Score: Raw -524813.472034 + Penalty 831.399948 = -523982.072086 nChanged 95 SP:Iteration 17Q (3089.750000 sec): 3 clusters Score: Raw -524847.214146 + Penalty 831.399948 = -524015.814198 nChanged 72 SP:Iteration 18Q (3089.760000 sec): 3 clusters Score: Raw -524872.236454 + Penalty 831.399948 = -524040.836506 nChanged 57 SP:Iteration 19Q (3089.770000 sec): 3 clusters Score: Raw -524886.777212 + Penalty 831.399948 = -524055.377264 nChanged 54 SP:Iteration 20F (3089.780000 sec): 3 clusters Score: Raw -524902.285794 + Penalty 831.399948 = -524070.885845 nChanged 50 SP:Iteration 21Q (3089.790000 sec): 3 clusters Score: Raw -524918.175663 + Penalty 831.399948 = -524086.775715 nChanged 62 SP:Iteration 22Q (3089.790000 sec): 3 clusters Score: Raw -524941.837887 + Penalty 831.399948 = -524110.437939 nChanged 48 SP:Iteration 23Q (3089.800000 sec): 3 clusters Score: Raw -524957.478198 + Penalty 831.399948 = -524126.078249 nChanged 43 SP:Iteration 24Q (3089.810000 sec): 3 clusters Score: Raw -524972.482432 + Penalty 831.399948 = -524141.082483 nChanged 41 SP:Iteration 25Q (3089.820000 sec): 3 clusters Score: Raw -524988.339513 + Penalty 831.399948 = -524156.939564 nChanged 37 SP:Iteration 26Q (3089.820000 sec): 3 clusters Score: Raw -525008.309677 + Penalty 831.399948 = -524176.909729 nChanged 45 SP:Iteration 27Q (3089.830000 sec): 3 clusters Score: Raw -525026.287883 + Penalty 831.399948 = -524194.887935 nChanged 35 SP:Iteration 28Q (3089.840000 sec): 3 clusters Score: Raw -525038.819933 + Penalty 831.399948 = -524207.419985 nChanged 32 SP:Iteration 29Q (3089.850000 sec): 3 clusters Score: Raw -525047.397340 + Penalty 831.399948 = -524215.997391 nChanged 18 SP:Iteration 30Q (3089.850000 sec): 3 clusters Score: Raw -525051.729596 + Penalty 831.399948 = -524220.329648 nChanged 20 SP:Iteration 31Q (3089.860000 sec): 3 clusters Score: Raw -525056.914667 + Penalty 831.399948 = -524225.514718 nChanged 23 SP:Iteration 32Q (3089.870000 sec): 3 clusters Score: Raw -525064.182495 + Penalty 831.399948 = -524232.782546 nChanged 24 SP:Iteration 33Q (3089.870000 sec): 3 clusters Score: Raw -525075.221955 + Penalty 831.399948 = -524243.822007 nChanged 27 SP:Iteration 34Q (3089.880000 sec): 3 clusters Score: Raw -525082.565477 + Penalty 831.399948 = -524251.165529 nChanged 17 SP:Iteration 35Q (3089.890000 sec): 3 clusters Score: Raw -525086.837570 + Penalty 831.399948 = -524255.437622 nChanged 12 SP:Iteration 36Q (3089.890000 sec): 3 clusters Score: Raw -525089.878326 + Penalty 831.399948 = -524258.478378 nChanged 16 SP:Iteration 37Q (3089.900000 sec): 3 clusters Score: Raw -525093.826276 + Penalty 831.399948 = -524262.426328 nChanged 10 SP:Iteration 38Q (3089.910000 sec): 3 clusters Score: Raw -525098.708880 + Penalty 831.399948 = -524267.308932 nChanged 11 SP:Iteration 39Q (3089.920000 sec): 3 clusters Score: Raw -525104.028146 + Penalty 831.399948 = -524272.628198 nChanged 11 SP:Iteration 40F (3089.930000 sec): 3 clusters Score: Raw -525106.514459 + Penalty 831.399948 = -524275.114511 nChanged 7 SP:Iteration 41Q (3089.930000 sec): 3 clusters Score: Raw -525110.001502 + Penalty 831.399948 = -524278.601553 nChanged 8 SP:Iteration 42Q (3089.940000 sec): 3 clusters Score: Raw -525115.625421 + Penalty 831.399948 = -524284.225473 nChanged 11 SP:Iteration 43Q (3089.950000 sec): 3 clusters Score: Raw -525120.710218 + Penalty 831.399948 = -524289.310270 nChanged 12 SP:Iteration 44Q (3089.950000 sec): 3 clusters Score: Raw -525124.082994 + Penalty 831.399948 = -524292.683045 nChanged 10 SP:Iteration 45Q (3089.960000 sec): 3 clusters Score: Raw -525126.658492 + Penalty 831.399948 = -524295.258544 nChanged 7 SP:Iteration 46Q (3089.970000 sec): 3 clusters Score: Raw -525130.198772 + Penalty 831.399948 = -524298.798824 nChanged 15 SP:Iteration 47Q (3089.970000 sec): 3 clusters Score: Raw -525135.875479 + Penalty 831.399948 = -524304.475531 nChanged 7 SP:Iteration 48Q (3089.980000 sec): 3 clusters Score: Raw -525136.857962 + Penalty 831.399948 = -524305.458014 nChanged 3 SP:Iteration 49Q (3089.990000 sec): 3 clusters Score: Raw -525137.568376 + Penalty 831.399948 = -524306.168428 nChanged 4 SP:Iteration 50Q (3090.000000 sec): 3 clusters Score: Raw -525138.680206 + Penalty 831.399948 = -524307.280257 nChanged 1 SP:Iteration 51Q (3090.000000 sec): 3 clusters Score: Raw -525139.110676 + Penalty 831.399948 = -524307.710728 nChanged 2 SP:Iteration 52Q (3090.010000 sec): 3 clusters Score: Raw -525140.097440 + Penalty 831.399948 = -524308.697491 nChanged 3 SP:Iteration 53Q (3090.020000 sec): 3 clusters Score: Raw -525140.873277 + Penalty 831.399948 = -524309.473329 nChanged 2 SP:Iteration 54Q (3090.030000 sec): 3 clusters Score: Raw -525141.252598 + Penalty 831.399948 = -524309.852650 nChanged 2 SP:Iteration 55Q (3090.030000 sec): 3 clusters Score: Raw -525141.441810 + Penalty 831.399948 = -524310.041861 nChanged 1 SP:Iteration 56Q (3090.040000 sec): 3 clusters Score: Raw -525141.639127 + Penalty 831.399948 = -524310.239179 nChanged 1 SP:Iteration 57Q (3090.050000 sec): 3 clusters Score: Raw -525141.799109 + Penalty 831.399948 = -524310.399160 nChanged 0 SP:Iteration 58F (3090.050000 sec): 3 clusters Score: Raw -525141.799109 + Penalty 831.399948 = -524310.399160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3090.060000 sec): 2 clusters Score: Raw -63982.787668 + Penalty 321.055975 = -63661.731693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3090.060000 sec): 3 clusters Score: Raw -63383.306786 + Penalty 642.111951 = -62741.194835 nChanged 469 SP:Iteration 1F (3090.060000 sec): 3 clusters Score: Raw -63648.541107 + Penalty 642.111951 = -63006.429156 nChanged 84 SP:Iteration 2F (3090.070000 sec): 3 clusters Score: Raw -63703.762986 + Penalty 642.111951 = -63061.651035 nChanged 69 SP:Iteration 3F (3090.070000 sec): 3 clusters Score: Raw -63758.809153 + Penalty 642.111951 = -63116.697202 nChanged 76 SP:Iteration 4F (3090.070000 sec): 3 clusters Score: Raw -63813.625123 + Penalty 642.111951 = -63171.513172 nChanged 60 SP:Iteration 5F (3090.070000 sec): 3 clusters Score: Raw -63855.234497 + Penalty 642.111951 = -63213.122546 nChanged 58 SP:Iteration 6Q (3090.070000 sec): 3 clusters Score: Raw -63898.533679 + Penalty 642.111951 = -63256.421728 nChanged 48 SP:Iteration 7Q (3090.070000 sec): 3 clusters Score: Raw -63929.305032 + Penalty 642.111951 = -63287.193081 nChanged 37 SP:Iteration 8Q (3090.070000 sec): 3 clusters Score: Raw -63956.574326 + Penalty 642.111951 = -63314.462376 nChanged 35 SP:Iteration 9Q (3090.070000 sec): 3 clusters Score: Raw -63984.402956 + Penalty 642.111951 = -63342.291005 nChanged 29 SP:Iteration 10Q (3090.070000 sec): 3 clusters Score: Raw -64007.232288 + Penalty 642.111951 = -63365.120337 nChanged 26 SP:Iteration 11Q (3090.070000 sec): 3 clusters Score: Raw -64027.994376 + Penalty 642.111951 = -63385.882425 nChanged 28 SP:Iteration 12Q (3090.080000 sec): 3 clusters Score: Raw -64049.723854 + Penalty 642.111951 = -63407.611903 nChanged 18 SP:Iteration 13Q (3090.080000 sec): 3 clusters Score: Raw -64062.983463 + Penalty 642.111951 = -63420.871512 nChanged 9 SP:Iteration 14Q (3090.080000 sec): 3 clusters Score: Raw -64068.174147 + Penalty 642.111951 = -63426.062196 nChanged 6 SP:Iteration 15Q (3090.080000 sec): 3 clusters Score: Raw -64073.734341 + Penalty 642.111951 = -63431.622390 nChanged 9 SP:Iteration 16Q (3090.080000 sec): 3 clusters Score: Raw -64080.423192 + Penalty 642.111951 = -63438.311242 nChanged 9 SP:Iteration 17Q (3090.080000 sec): 3 clusters Score: Raw -64084.917643 + Penalty 642.111951 = -63442.805693 nChanged 5 SP:Iteration 18Q (3090.080000 sec): 3 clusters Score: Raw -64087.548354 + Penalty 642.111951 = -63445.436403 nChanged 3 SP:Iteration 19Q (3090.080000 sec): 3 clusters Score: Raw -64088.987276 + Penalty 642.111951 = -63446.875325 nChanged 3 SP:Iteration 20F (3090.090000 sec): 3 clusters Score: Raw -64090.138210 + Penalty 642.111951 = -63448.026260 nChanged 2 SP:Iteration 21Q (3090.090000 sec): 3 clusters Score: Raw -64091.026134 + Penalty 642.111951 = -63448.914183 nChanged 1 SP:Iteration 22Q (3090.090000 sec): 3 clusters Score: Raw -64091.468094 + Penalty 642.111951 = -63449.356143 nChanged 0 SP:Iteration 23F (3090.090000 sec): 3 clusters Score: Raw -64091.468094 + Penalty 642.111951 = -63449.356143 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (111591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3090.270000 sec): 2 clusters Score: Raw -6517636.396440 + Penalty 528.828103 = -6517107.568337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3090.410000 sec): 3 clusters Score: Raw -6442338.457243 + Penalty 1057.656207 = -6441280.801037 nChanged 54777 SP:Iteration 1F (3090.550000 sec): 3 clusters Score: Raw -6475935.473509 + Penalty 1057.656207 = -6474877.817302 nChanged 6397 SP:Iteration 2F (3090.690000 sec): 3 clusters Score: Raw -6478995.412056 + Penalty 1057.656207 = -6477937.755850 nChanged 8310 SP:Iteration 3F (3090.830000 sec): 3 clusters Score: Raw -6484572.778013 + Penalty 1057.656207 = -6483515.121807 nChanged 10138 SP:Iteration 4F (3090.960000 sec): 3 clusters Score: Raw -6493403.852102 + Penalty 1057.656207 = -6492346.195895 nChanged 10030 SP:Iteration 5F (3091.100000 sec): 3 clusters Score: Raw -6503489.410921 + Penalty 1057.656207 = -6502431.754714 nChanged 7622 SP:Iteration 6F (3091.230000 sec): 3 clusters Score: Raw -6511388.687086 + Penalty 1057.656207 = -6510331.030879 nChanged 4162 SP:Iteration 7Q (3091.370000 sec): 3 clusters Score: Raw -6515559.395353 + Penalty 1057.656207 = -6514501.739146 nChanged 1631 SP:Iteration 8Q (3091.510000 sec): 3 clusters Score: Raw -6517100.641495 + Penalty 1057.656207 = -6516042.985288 nChanged 474 SP:Iteration 9Q (3091.630000 sec): 3 clusters Score: Raw -6517530.614012 + Penalty 1057.656207 = -6516472.957805 nChanged 109 SP:Iteration 10Q (3091.740000 sec): 3 clusters Score: Raw -6517645.177986 + Penalty 1057.656207 = -6516587.521779 nChanged 22 SP:Iteration 11Q (3091.850000 sec): 3 clusters Score: Raw -6517674.113329 + Penalty 1057.656207 = -6516616.457122 nChanged 14 SP:Iteration 12Q (3091.970000 sec): 3 clusters Score: Raw -6517700.202348 + Penalty 1057.656207 = -6516642.546141 nChanged 9 SP:Iteration 13Q (3092.080000 sec): 3 clusters Score: Raw -6517711.879245 + Penalty 1057.656207 = -6516654.223038 nChanged 12 SP:Iteration 14Q (3092.190000 sec): 3 clusters Score: Raw -6517733.100695 + Penalty 1057.656207 = -6516675.444488 nChanged 12 SP:Iteration 15Q (3092.300000 sec): 3 clusters Score: Raw -6517750.717167 + Penalty 1057.656207 = -6516693.060960 nChanged 7 SP:Iteration 16Q (3092.410000 sec): 3 clusters Score: Raw -6517760.855582 + Penalty 1057.656207 = -6516703.199375 nChanged 3 SP:Iteration 17Q (3092.530000 sec): 3 clusters Score: Raw -6517762.470603 + Penalty 1057.656207 = -6516704.814396 nChanged 2 SP:Iteration 18Q (3092.640000 sec): 3 clusters Score: Raw -6517764.552728 + Penalty 1057.656207 = -6516706.896521 nChanged 3 SP:Iteration 19Q (3092.750000 sec): 3 clusters Score: Raw -6517766.734897 + Penalty 1057.656207 = -6516709.078690 nChanged 2 SP:Iteration 20F (3092.890000 sec): 3 clusters Score: Raw -6517770.058760 + Penalty 1057.656207 = -6516712.402553 nChanged 1 SP:Iteration 21Q (3092.990000 sec): 3 clusters Score: Raw -6517772.139542 + Penalty 1057.656207 = -6516714.483335 nChanged 0 SP:Iteration 22F (3093.130000 sec): 3 clusters Score: Raw -6517772.139542 + Penalty 1057.656207 = -6516714.483335 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3093.180000 sec): 2 clusters Score: Raw -95933.637684 + Penalty 337.554530 = -95596.083153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3093.180000 sec): 3 clusters Score: Raw -95042.370687 + Penalty 675.109060 = -94367.261626 nChanged 701 SP:Iteration 1F (3093.180000 sec): 3 clusters Score: Raw -95462.589631 + Penalty 675.109060 = -94787.480571 nChanged 118 SP:Iteration 2F (3093.180000 sec): 3 clusters Score: Raw -95518.384733 + Penalty 675.109060 = -94843.275673 nChanged 79 SP:Iteration 3Q (3093.190000 sec): 3 clusters Score: Raw -95558.057698 + Penalty 675.109060 = -94882.948637 nChanged 63 SP:Iteration 4Q (3093.190000 sec): 3 clusters Score: Raw -95582.402996 + Penalty 675.109060 = -94907.293935 nChanged 52 SP:Iteration 5Q (3093.190000 sec): 3 clusters Score: Raw -95616.645093 + Penalty 675.109060 = -94941.536033 nChanged 57 SP:Iteration 6Q (3093.190000 sec): 3 clusters Score: Raw -95654.107513 + Penalty 675.109060 = -94978.998453 nChanged 58 SP:Iteration 7Q (3093.190000 sec): 3 clusters Score: Raw -95681.801717 + Penalty 675.109060 = -95006.692656 nChanged 39 SP:Iteration 8Q (3093.190000 sec): 3 clusters Score: Raw -95696.857144 + Penalty 675.109060 = -95021.748083 nChanged 42 SP:Iteration 9Q (3093.190000 sec): 3 clusters Score: Raw -95720.179630 + Penalty 675.109060 = -95045.070569 nChanged 47 SP:Iteration 10Q (3093.190000 sec): 3 clusters Score: Raw -95749.275985 + Penalty 675.109060 = -95074.166924 nChanged 43 SP:Iteration 11Q (3093.200000 sec): 3 clusters Score: Raw -95772.034545 + Penalty 675.109060 = -95096.925485 nChanged 37 SP:Iteration 12Q (3093.200000 sec): 3 clusters Score: Raw -95791.017436 + Penalty 675.109060 = -95115.908375 nChanged 34 SP:Iteration 13Q (3093.200000 sec): 3 clusters Score: Raw -95813.544542 + Penalty 675.109060 = -95138.435482 nChanged 42 SP:Iteration 14Q (3093.200000 sec): 3 clusters Score: Raw -95842.767359 + Penalty 675.109060 = -95167.658298 nChanged 38 SP:Iteration 15Q (3093.200000 sec): 3 clusters Score: Raw -95868.288551 + Penalty 675.109060 = -95193.179491 nChanged 36 SP:Iteration 16Q (3093.210000 sec): 3 clusters Score: Raw -95891.397435 + Penalty 675.109060 = -95216.288374 nChanged 34 SP:Iteration 17Q (3093.210000 sec): 3 clusters Score: Raw -95914.830226 + Penalty 675.109060 = -95239.721165 nChanged 26 SP:Iteration 18Q (3093.210000 sec): 3 clusters Score: Raw -95929.073585 + Penalty 675.109060 = -95253.964525 nChanged 22 SP:Iteration 19Q (3093.210000 sec): 3 clusters Score: Raw -95944.181467 + Penalty 675.109060 = -95269.072407 nChanged 14 SP:Iteration 20F (3093.210000 sec): 3 clusters Score: Raw -95952.801459 + Penalty 675.109060 = -95277.692398 nChanged 14 SP:Iteration 21Q (3093.210000 sec): 3 clusters Score: Raw -95964.591856 + Penalty 675.109060 = -95289.482796 nChanged 13 SP:Iteration 22Q (3093.210000 sec): 3 clusters Score: Raw -95970.369836 + Penalty 675.109060 = -95295.260776 nChanged 13 SP:Iteration 23Q (3093.210000 sec): 3 clusters Score: Raw -95976.100254 + Penalty 675.109060 = -95300.991194 nChanged 14 SP:Iteration 24Q (3093.220000 sec): 3 clusters Score: Raw -95980.989672 + Penalty 675.109060 = -95305.880612 nChanged 17 SP:Iteration 25Q (3093.220000 sec): 3 clusters Score: Raw -95994.322731 + Penalty 675.109060 = -95319.213671 nChanged 18 SP:Iteration 26Q (3093.220000 sec): 3 clusters Score: Raw -96006.576983 + Penalty 675.109060 = -95331.467922 nChanged 15 SP:Iteration 27Q (3093.220000 sec): 3 clusters Score: Raw -96016.592149 + Penalty 675.109060 = -95341.483088 nChanged 23 SP:Iteration 28Q (3093.220000 sec): 3 clusters Score: Raw -96029.152628 + Penalty 675.109060 = -95354.043567 nChanged 14 SP:Iteration 29Q (3093.230000 sec): 3 clusters Score: Raw -96036.059968 + Penalty 675.109060 = -95360.950908 nChanged 7 SP:Iteration 30Q (3093.230000 sec): 3 clusters Score: Raw -96040.247017 + Penalty 675.109060 = -95365.137957 nChanged 6 SP:Iteration 31Q (3093.230000 sec): 3 clusters Score: Raw -96042.084026 + Penalty 675.109060 = -95366.974966 nChanged 6 SP:Iteration 32Q (3093.230000 sec): 3 clusters Score: Raw -96043.688572 + Penalty 675.109060 = -95368.579511 nChanged 4 SP:Iteration 33Q (3093.230000 sec): 3 clusters Score: Raw -96044.439371 + Penalty 675.109060 = -95369.330311 nChanged 3 SP:Iteration 34Q (3093.230000 sec): 3 clusters Score: Raw -96045.173954 + Penalty 675.109060 = -95370.064894 nChanged 1 SP:Iteration 35Q (3093.230000 sec): 3 clusters Score: Raw -96045.401992 + Penalty 675.109060 = -95370.292932 nChanged 0 SP:Iteration 36F (3093.230000 sec): 3 clusters Score: Raw -96045.401992 + Penalty 675.109060 = -95370.292932 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3093.240000 sec): 2 clusters Score: Raw -13154.836932 + Penalty 246.835226 = -12908.001707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3093.240000 sec): 3 clusters Score: Raw -13088.602109 + Penalty 493.670452 = -12594.931657 nChanged 58 SP:Iteration 1F (3093.240000 sec): 3 clusters Score: Raw -13150.224926 + Penalty 493.670452 = -12656.554474 nChanged 17 SP:Iteration 2F (3093.240000 sec): 3 clusters Score: Raw -13164.851363 + Penalty 493.670452 = -12671.180911 nChanged 7 SP:Iteration 3Q (3093.240000 sec): 3 clusters Score: Raw -13171.763213 + Penalty 493.670452 = -12678.092761 nChanged 8 SP:Iteration 4Q (3093.240000 sec): 3 clusters Score: Raw -13181.024052 + Penalty 493.670452 = -12687.353600 nChanged 2 SP:Iteration 5Q (3093.240000 sec): 3 clusters Score: Raw -13182.730197 + Penalty 493.670452 = -12689.059745 nChanged 2 SP:Iteration 6Q (3093.240000 sec): 3 clusters Score: Raw -13184.495403 + Penalty 493.670452 = -12690.824952 nChanged 1 SP:Iteration 7Q (3093.240000 sec): 3 clusters Score: Raw -13185.308287 + Penalty 493.670452 = -12691.637836 nChanged 1 SP:Iteration 8Q (3093.240000 sec): 3 clusters Score: Raw -13186.635299 + Penalty 493.670452 = -12692.964847 nChanged 1 SP:Iteration 9Q (3093.240000 sec): 3 clusters Score: Raw -13188.629889 + Penalty 493.670452 = -12694.959437 nChanged 1 SP:Iteration 10Q (3093.240000 sec): 3 clusters Score: Raw -13189.817324 + Penalty 493.670452 = -12696.146873 nChanged 0 SP:Iteration 11F (3093.240000 sec): 3 clusters Score: Raw -13189.817324 + Penalty 493.670452 = -12696.146873 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3093.240000 sec): 2 clusters Score: Raw -26477.885495 + Penalty 282.855578 = -26195.029917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3093.240000 sec): 3 clusters Score: Raw -26267.624788 + Penalty 565.711155 = -25701.913633 nChanged 178 SP:Iteration 1F (3093.240000 sec): 3 clusters Score: Raw -26398.811867 + Penalty 565.711155 = -25833.100712 nChanged 45 SP:Iteration 2F (3093.240000 sec): 3 clusters Score: Raw -26431.345134 + Penalty 565.711155 = -25865.633979 nChanged 22 SP:Iteration 3Q (3093.240000 sec): 3 clusters Score: Raw -26444.967148 + Penalty 565.711155 = -25879.255993 nChanged 16 SP:Iteration 4Q (3093.250000 sec): 3 clusters Score: Raw -26454.782856 + Penalty 565.711155 = -25889.071700 nChanged 14 SP:Iteration 5Q (3093.250000 sec): 3 clusters Score: Raw -26462.651529 + Penalty 565.711155 = -25896.940374 nChanged 8 SP:Iteration 6Q (3093.250000 sec): 3 clusters Score: Raw -26466.636724 + Penalty 565.711155 = -25900.925569 nChanged 5 SP:Iteration 7Q (3093.250000 sec): 3 clusters Score: Raw -26469.932171 + Penalty 565.711155 = -25904.221016 nChanged 5 SP:Iteration 8Q (3093.250000 sec): 3 clusters Score: Raw -26471.676062 + Penalty 565.711155 = -25905.964907 nChanged 3 SP:Iteration 9Q (3093.250000 sec): 3 clusters Score: Raw -26472.735042 + Penalty 565.711155 = -25907.023886 nChanged 3 SP:Iteration 10Q (3093.250000 sec): 3 clusters Score: Raw -26474.881997 + Penalty 565.711155 = -25909.170842 nChanged 5 SP:Iteration 11Q (3093.250000 sec): 3 clusters Score: Raw -26477.965573 + Penalty 565.711155 = -25912.254417 nChanged 5 SP:Iteration 12Q (3093.250000 sec): 3 clusters Score: Raw -26482.070249 + Penalty 565.711155 = -25916.359094 nChanged 6 SP:Iteration 13Q (3093.250000 sec): 3 clusters Score: Raw -26490.849599 + Penalty 565.711155 = -25925.138444 nChanged 6 SP:Iteration 14Q (3093.250000 sec): 3 clusters Score: Raw -26495.899347 + Penalty 565.711155 = -25930.188192 nChanged 4 SP:Iteration 15Q (3093.250000 sec): 3 clusters Score: Raw -26497.172611 + Penalty 565.711155 = -25931.461456 nChanged 3 SP:Iteration 16Q (3093.250000 sec): 3 clusters Score: Raw -26497.915851 + Penalty 565.711155 = -25932.204696 nChanged 2 SP:Iteration 17Q (3093.250000 sec): 3 clusters Score: Raw -26498.657042 + Penalty 565.711155 = -25932.945887 nChanged 4 SP:Iteration 18Q (3093.250000 sec): 3 clusters Score: Raw -26501.455848 + Penalty 565.711155 = -25935.744693 nChanged 4 SP:Iteration 19Q (3093.250000 sec): 3 clusters Score: Raw -26502.597129 + Penalty 565.711155 = -25936.885974 nChanged 3 SP:Iteration 20F (3093.250000 sec): 3 clusters Score: Raw -26504.018121 + Penalty 565.711155 = -25938.306966 nChanged 7 SP:Iteration 21Q (3093.250000 sec): 3 clusters Score: Raw -26511.302657 + Penalty 565.711155 = -25945.591501 nChanged 7 SP:Iteration 22Q (3093.250000 sec): 3 clusters Score: Raw -26517.359774 + Penalty 565.711155 = -25951.648619 nChanged 2 SP:Iteration 23Q (3093.250000 sec): 3 clusters Score: Raw -26518.230085 + Penalty 565.711155 = -25952.518930 nChanged 2 SP:Iteration 24Q (3093.250000 sec): 3 clusters Score: Raw -26518.481409 + Penalty 565.711155 = -25952.770254 nChanged 0 SP:Iteration 25F (3093.250000 sec): 3 clusters Score: Raw -26518.481409 + Penalty 565.711155 = -25952.770254 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3093.260000 sec): 2 clusters Score: Raw -47964.029579 + Penalty 310.459519 = -47653.570060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3093.260000 sec): 3 clusters Score: Raw -47528.772264 + Penalty 620.919037 = -46907.853227 nChanged 357 SP:Iteration 1F (3093.260000 sec): 3 clusters Score: Raw -47712.359611 + Penalty 620.919037 = -47091.440574 nChanged 67 SP:Iteration 2F (3093.260000 sec): 3 clusters Score: Raw -47755.547098 + Penalty 620.919037 = -47134.628060 nChanged 48 SP:Iteration 3F (3093.260000 sec): 3 clusters Score: Raw -47783.374948 + Penalty 620.919037 = -47162.455911 nChanged 46 SP:Iteration 4F (3093.260000 sec): 3 clusters Score: Raw -47812.455071 + Penalty 620.919037 = -47191.536034 nChanged 61 SP:Iteration 5F (3093.260000 sec): 3 clusters Score: Raw -47854.859450 + Penalty 620.919037 = -47233.940413 nChanged 45 SP:Iteration 6Q (3093.260000 sec): 3 clusters Score: Raw -47892.117234 + Penalty 620.919037 = -47271.198196 nChanged 45 SP:Iteration 7Q (3093.270000 sec): 3 clusters Score: Raw -47934.631369 + Penalty 620.919037 = -47313.712332 nChanged 46 SP:Iteration 8F (3093.270000 sec): 3 clusters Score: Raw -47983.088480 + Penalty 620.919037 = -47362.169443 nChanged 32 SP:Iteration 9Q (3093.270000 sec): 3 clusters Score: Raw -48018.757966 + Penalty 620.919037 = -47397.838928 nChanged 26 SP:Iteration 10Q (3093.270000 sec): 3 clusters Score: Raw -48041.042353 + Penalty 620.919037 = -47420.123315 nChanged 20 SP:Iteration 11Q (3093.270000 sec): 3 clusters Score: Raw -48059.113877 + Penalty 620.919037 = -47438.194839 nChanged 9 SP:Iteration 12Q (3093.270000 sec): 3 clusters Score: Raw -48063.577031 + Penalty 620.919037 = -47442.657994 nChanged 7 SP:Iteration 13Q (3093.270000 sec): 3 clusters Score: Raw -48066.899701 + Penalty 620.919037 = -47445.980663 nChanged 4 SP:Iteration 14Q (3093.270000 sec): 3 clusters Score: Raw -48068.811297 + Penalty 620.919037 = -47447.892260 nChanged 2 SP:Iteration 15Q (3093.270000 sec): 3 clusters Score: Raw -48069.750191 + Penalty 620.919037 = -47448.831154 nChanged 1 SP:Iteration 16Q (3093.270000 sec): 3 clusters Score: Raw -48069.943666 + Penalty 620.919037 = -47449.024629 nChanged 0 SP:Iteration 17F (3093.270000 sec): 3 clusters Score: Raw -48069.943666 + Penalty 620.919037 = -47449.024629 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (162115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3093.550000 sec): 2 clusters Score: Raw -9992101.365461 + Penalty 545.820786 = -9991555.544675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3093.750000 sec): 3 clusters Score: Raw -9882393.635403 + Penalty 1091.641573 = -9881301.993830 nChanged 79861 SP:Iteration 1F (3093.950000 sec): 3 clusters Score: Raw -9931490.915409 + Penalty 1091.641573 = -9930399.273836 nChanged 5817 SP:Iteration 2Q (3094.170000 sec): 3 clusters Score: Raw -9933147.901934 + Penalty 1091.641573 = -9932056.260361 nChanged 6390 SP:Iteration 3Q (3094.390000 sec): 3 clusters Score: Raw -9935215.497772 + Penalty 1091.641573 = -9934123.856199 nChanged 6795 SP:Iteration 4Q (3094.600000 sec): 3 clusters Score: Raw -9937629.398449 + Penalty 1091.641573 = -9936537.756876 nChanged 6864 SP:Iteration 5Q (3094.820000 sec): 3 clusters Score: Raw -9940327.673458 + Penalty 1091.641573 = -9939236.031885 nChanged 6936 SP:Iteration 6Q (3095.040000 sec): 3 clusters Score: Raw -9943403.526654 + Penalty 1091.641573 = -9942311.885081 nChanged 7088 SP:Iteration 7Q (3095.270000 sec): 3 clusters Score: Raw -9946888.616005 + Penalty 1091.641573 = -9945796.974432 nChanged 7093 SP:Iteration 8Q (3095.480000 sec): 3 clusters Score: Raw -9950350.296994 + Penalty 1091.641573 = -9949258.655421 nChanged 7106 SP:Iteration 9Q (3095.690000 sec): 3 clusters Score: Raw -9953755.654962 + Penalty 1091.641573 = -9952664.013389 nChanged 7012 SP:Iteration 10Q (3095.890000 sec): 3 clusters Score: Raw -9957175.303489 + Penalty 1091.641573 = -9956083.661917 nChanged 7165 SP:Iteration 11Q (3096.090000 sec): 3 clusters Score: Raw -9960852.402643 + Penalty 1091.641573 = -9959760.761070 nChanged 7585 SP:Iteration 12Q (3096.290000 sec): 3 clusters Score: Raw -9965113.354313 + Penalty 1091.641573 = -9964021.712740 nChanged 8025 SP:Iteration 13Q (3096.490000 sec): 3 clusters Score: Raw -9970003.211628 + Penalty 1091.641573 = -9968911.570055 nChanged 8109 SP:Iteration 14F (3096.700000 sec): 3 clusters Score: Raw -9975315.765784 + Penalty 1091.641573 = -9974224.124212 nChanged 7557 SP:Iteration 15Q (3096.890000 sec): 3 clusters Score: Raw -9980459.780092 + Penalty 1091.641573 = -9979368.138519 nChanged 6198 SP:Iteration 16Q (3097.070000 sec): 3 clusters Score: Raw -9984748.111463 + Penalty 1091.641573 = -9983656.469890 nChanged 4455 SP:Iteration 17Q (3097.250000 sec): 3 clusters Score: Raw -9987792.788717 + Penalty 1091.641573 = -9986701.147144 nChanged 2872 SP:Iteration 18Q (3097.430000 sec): 3 clusters Score: Raw -9989719.492394 + Penalty 1091.641573 = -9988627.850821 nChanged 1686 SP:Iteration 19Q (3097.600000 sec): 3 clusters Score: Raw -9990815.698881 + Penalty 1091.641573 = -9989724.057309 nChanged 918 SP:Iteration 20F (3097.800000 sec): 3 clusters Score: Raw -9991398.681792 + Penalty 1091.641573 = -9990307.040219 nChanged 537 SP:Iteration 21Q (3097.970000 sec): 3 clusters Score: Raw -9991732.412575 + Penalty 1091.641573 = -9990640.771003 nChanged 288 SP:Iteration 22Q (3098.130000 sec): 3 clusters Score: Raw -9991899.590130 + Penalty 1091.641573 = -9990807.948557 nChanged 168 SP:Iteration 23Q (3098.290000 sec): 3 clusters Score: Raw -9992004.691227 + Penalty 1091.641573 = -9990913.049654 nChanged 98 SP:Iteration 24Q (3098.460000 sec): 3 clusters Score: Raw -9992072.625349 + Penalty 1091.641573 = -9990980.983777 nChanged 56 SP:Iteration 25Q (3098.620000 sec): 3 clusters Score: Raw -9992108.427787 + Penalty 1091.641573 = -9991016.786214 nChanged 32 SP:Iteration 26Q (3098.790000 sec): 3 clusters Score: Raw -9992130.452086 + Penalty 1091.641573 = -9991038.810514 nChanged 22 SP:Iteration 27Q (3098.950000 sec): 3 clusters Score: Raw -9992143.906101 + Penalty 1091.641573 = -9991052.264528 nChanged 12 SP:Iteration 28Q (3099.110000 sec): 3 clusters Score: Raw -9992153.714938 + Penalty 1091.641573 = -9991062.073366 nChanged 10 SP:Iteration 29Q (3099.270000 sec): 3 clusters Score: Raw -9992161.380445 + Penalty 1091.641573 = -9991069.738873 nChanged 4 SP:Iteration 30Q (3099.440000 sec): 3 clusters Score: Raw -9992166.617792 + Penalty 1091.641573 = -9991074.976220 nChanged 6 SP:Iteration 31Q (3099.610000 sec): 3 clusters Score: Raw -9992171.411112 + Penalty 1091.641573 = -9991079.769539 nChanged 3 SP:Iteration 32Q (3099.770000 sec): 3 clusters Score: Raw -9992174.772030 + Penalty 1091.641573 = -9991083.130457 nChanged 3 SP:Iteration 33Q (3099.930000 sec): 3 clusters Score: Raw -9992177.081386 + Penalty 1091.641573 = -9991085.439813 nChanged 3 SP:Iteration 34Q (3100.090000 sec): 3 clusters Score: Raw -9992179.013211 + Penalty 1091.641573 = -9991087.371639 nChanged 1 SP:Iteration 35Q (3100.260000 sec): 3 clusters Score: Raw -9992179.165309 + Penalty 1091.641573 = -9991087.523736 nChanged 0 SP:Iteration 36F (3100.450000 sec): 3 clusters Score: Raw -9992179.165309 + Penalty 1091.641573 = -9991087.523736 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.520000 sec): 2 clusters Score: Raw -31983.638174 + Penalty 290.063629 = -31693.574545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.520000 sec): 3 clusters Score: Raw -31714.136428 + Penalty 580.127259 = -31134.009169 nChanged 226 SP:Iteration 1F (3100.520000 sec): 3 clusters Score: Raw -31892.600994 + Penalty 580.127259 = -31312.473735 nChanged 59 SP:Iteration 2F (3100.530000 sec): 3 clusters Score: Raw -31941.784707 + Penalty 580.127259 = -31361.657448 nChanged 32 SP:Iteration 3F (3100.530000 sec): 3 clusters Score: Raw -31968.344606 + Penalty 580.127259 = -31388.217347 nChanged 30 SP:Iteration 4F (3100.530000 sec): 3 clusters Score: Raw -31988.993700 + Penalty 580.127259 = -31408.866441 nChanged 19 SP:Iteration 5Q (3100.530000 sec): 3 clusters Score: Raw -32008.932278 + Penalty 580.127259 = -31428.805020 nChanged 24 SP:Iteration 6Q (3100.530000 sec): 3 clusters Score: Raw -32034.734304 + Penalty 580.127259 = -31454.607046 nChanged 26 SP:Iteration 7Q (3100.530000 sec): 3 clusters Score: Raw -32056.386283 + Penalty 580.127259 = -31476.259025 nChanged 18 SP:Iteration 8Q (3100.530000 sec): 3 clusters Score: Raw -32070.232136 + Penalty 580.127259 = -31490.104877 nChanged 12 SP:Iteration 9Q (3100.530000 sec): 3 clusters Score: Raw -32077.368953 + Penalty 580.127259 = -31497.241694 nChanged 8 SP:Iteration 10Q (3100.530000 sec): 3 clusters Score: Raw -32081.575640 + Penalty 580.127259 = -31501.448381 nChanged 7 SP:Iteration 11Q (3100.530000 sec): 3 clusters Score: Raw -32084.433844 + Penalty 580.127259 = -31504.306585 nChanged 3 SP:Iteration 12Q (3100.530000 sec): 3 clusters Score: Raw -32085.993085 + Penalty 580.127259 = -31505.865826 nChanged 3 SP:Iteration 13Q (3100.530000 sec): 3 clusters Score: Raw -32087.721744 + Penalty 580.127259 = -31507.594485 nChanged 2 SP:Iteration 14Q (3100.530000 sec): 3 clusters Score: Raw -32089.603844 + Penalty 580.127259 = -31509.476586 nChanged 3 SP:Iteration 15Q (3100.530000 sec): 3 clusters Score: Raw -32091.149858 + Penalty 580.127259 = -31511.022599 nChanged 0 SP:Iteration 16F (3100.530000 sec): 3 clusters Score: Raw -32091.343634 + Penalty 580.127259 = -31511.216375 nChanged 1 SP:Iteration 17Q (3100.530000 sec): 3 clusters Score: Raw -32094.605113 + Penalty 580.127259 = -31514.477855 nChanged 3 SP:Iteration 18Q (3100.530000 sec): 3 clusters Score: Raw -32097.809757 + Penalty 580.127259 = -31517.682499 nChanged 2 SP:Iteration 19Q (3100.530000 sec): 3 clusters Score: Raw -32099.501121 + Penalty 580.127259 = -31519.373863 nChanged 1 SP:Iteration 20F (3100.530000 sec): 3 clusters Score: Raw -32099.966642 + Penalty 580.127259 = -31519.839383 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (3502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.540000 sec): 2 clusters Score: Raw -209408.778067 + Penalty 371.329573 = -209037.448494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.550000 sec): 3 clusters Score: Raw -207360.420541 + Penalty 742.659146 = -206617.761396 nChanged 1555 SP:Iteration 1F (3100.550000 sec): 3 clusters Score: Raw -208391.727230 + Penalty 742.659146 = -207649.068084 nChanged 251 SP:Iteration 2F (3100.550000 sec): 3 clusters Score: Raw -208558.751728 + Penalty 742.659146 = -207816.092582 nChanged 227 SP:Iteration 3F (3100.550000 sec): 3 clusters Score: Raw -208726.355930 + Penalty 742.659146 = -207983.696784 nChanged 208 SP:Iteration 4F (3100.560000 sec): 3 clusters Score: Raw -208876.264945 + Penalty 742.659146 = -208133.605799 nChanged 168 SP:Iteration 5Q (3100.560000 sec): 3 clusters Score: Raw -208985.094447 + Penalty 742.659146 = -208242.435302 nChanged 133 SP:Iteration 6Q (3100.570000 sec): 3 clusters Score: Raw -209051.694951 + Penalty 742.659146 = -208309.035806 nChanged 92 SP:Iteration 7Q (3100.570000 sec): 3 clusters Score: Raw -209094.056218 + Penalty 742.659146 = -208351.397072 nChanged 68 SP:Iteration 8Q (3100.570000 sec): 3 clusters Score: Raw -209127.606073 + Penalty 742.659146 = -208384.946927 nChanged 64 SP:Iteration 9Q (3100.570000 sec): 3 clusters Score: Raw -209162.514148 + Penalty 742.659146 = -208419.855003 nChanged 54 SP:Iteration 10Q (3100.580000 sec): 3 clusters Score: Raw -209192.349500 + Penalty 742.659146 = -208449.690354 nChanged 60 SP:Iteration 11Q (3100.580000 sec): 3 clusters Score: Raw -209224.437332 + Penalty 742.659146 = -208481.778186 nChanged 59 SP:Iteration 12Q (3100.590000 sec): 3 clusters Score: Raw -209251.839251 + Penalty 742.659146 = -208509.180105 nChanged 46 SP:Iteration 13Q (3100.590000 sec): 3 clusters Score: Raw -209283.484038 + Penalty 742.659146 = -208540.824892 nChanged 46 SP:Iteration 14Q (3100.590000 sec): 3 clusters Score: Raw -209303.041689 + Penalty 742.659146 = -208560.382544 nChanged 42 SP:Iteration 15Q (3100.590000 sec): 3 clusters Score: Raw -209311.713508 + Penalty 742.659146 = -208569.054363 nChanged 30 SP:Iteration 16Q (3100.600000 sec): 3 clusters Score: Raw -209318.231510 + Penalty 742.659146 = -208575.572364 nChanged 24 SP:Iteration 17Q (3100.600000 sec): 3 clusters Score: Raw -209324.684305 + Penalty 742.659146 = -208582.025159 nChanged 23 SP:Iteration 18Q (3100.610000 sec): 3 clusters Score: Raw -209331.340049 + Penalty 742.659146 = -208588.680904 nChanged 26 SP:Iteration 19Q (3100.610000 sec): 3 clusters Score: Raw -209340.167944 + Penalty 742.659146 = -208597.508799 nChanged 27 SP:Iteration 20F (3100.610000 sec): 3 clusters Score: Raw -209348.198103 + Penalty 742.659146 = -208605.538957 nChanged 18 SP:Iteration 21Q (3100.610000 sec): 3 clusters Score: Raw -209352.723652 + Penalty 742.659146 = -208610.064506 nChanged 20 SP:Iteration 22Q (3100.620000 sec): 3 clusters Score: Raw -209356.757004 + Penalty 742.659146 = -208614.097859 nChanged 16 SP:Iteration 23Q (3100.620000 sec): 3 clusters Score: Raw -209361.282371 + Penalty 742.659146 = -208618.623226 nChanged 15 SP:Iteration 24Q (3100.630000 sec): 3 clusters Score: Raw -209365.117625 + Penalty 742.659146 = -208622.458479 nChanged 16 SP:Iteration 25Q (3100.630000 sec): 3 clusters Score: Raw -209369.591714 + Penalty 742.659146 = -208626.932568 nChanged 17 SP:Iteration 26Q (3100.630000 sec): 3 clusters Score: Raw -209373.949731 + Penalty 742.659146 = -208631.290586 nChanged 19 SP:Iteration 27Q (3100.630000 sec): 3 clusters Score: Raw -209380.625489 + Penalty 742.659146 = -208637.966344 nChanged 22 SP:Iteration 28Q (3100.640000 sec): 3 clusters Score: Raw -209387.750574 + Penalty 742.659146 = -208645.091428 nChanged 29 SP:Iteration 29Q (3100.640000 sec): 3 clusters Score: Raw -209396.843402 + Penalty 742.659146 = -208654.184256 nChanged 25 SP:Iteration 30Q (3100.640000 sec): 3 clusters Score: Raw -209405.240993 + Penalty 742.659146 = -208662.581848 nChanged 21 SP:Iteration 31Q (3100.650000 sec): 3 clusters Score: Raw -209413.157742 + Penalty 742.659146 = -208670.498597 nChanged 24 SP:Iteration 32Q (3100.650000 sec): 3 clusters Score: Raw -209419.906032 + Penalty 742.659146 = -208677.246886 nChanged 23 SP:Iteration 33Q (3100.650000 sec): 3 clusters Score: Raw -209424.436324 + Penalty 742.659146 = -208681.777178 nChanged 13 SP:Iteration 34Q (3100.650000 sec): 3 clusters Score: Raw -209426.929331 + Penalty 742.659146 = -208684.270186 nChanged 9 SP:Iteration 35Q (3100.660000 sec): 3 clusters Score: Raw -209428.736409 + Penalty 742.659146 = -208686.077264 nChanged 12 SP:Iteration 36Q (3100.660000 sec): 3 clusters Score: Raw -209430.561073 + Penalty 742.659146 = -208687.901927 nChanged 13 SP:Iteration 37Q (3100.670000 sec): 3 clusters Score: Raw -209433.315653 + Penalty 742.659146 = -208690.656507 nChanged 11 SP:Iteration 38Q (3100.670000 sec): 3 clusters Score: Raw -209436.393218 + Penalty 742.659146 = -208693.734072 nChanged 10 SP:Iteration 39Q (3100.670000 sec): 3 clusters Score: Raw -209437.617547 + Penalty 742.659146 = -208694.958402 nChanged 2 SP:Iteration 40F (3100.670000 sec): 3 clusters Score: Raw -209437.857902 + Penalty 742.659146 = -208695.198756 nChanged 5 SP:Iteration 41Q (3100.680000 sec): 3 clusters Score: Raw -209438.864270 + Penalty 742.659146 = -208696.205124 nChanged 7 SP:Iteration 42Q (3100.680000 sec): 3 clusters Score: Raw -209440.293985 + Penalty 742.659146 = -208697.634839 nChanged 7 SP:Iteration 43Q (3100.680000 sec): 3 clusters Score: Raw -209441.380069 + Penalty 742.659146 = -208698.720924 nChanged 12 SP:Iteration 44Q (3100.690000 sec): 3 clusters Score: Raw -209444.121132 + Penalty 742.659146 = -208701.461986 nChanged 17 SP:Iteration 45Q (3100.690000 sec): 3 clusters Score: Raw -209448.237269 + Penalty 742.659146 = -208705.578123 nChanged 10 SP:Iteration 46Q (3100.690000 sec): 3 clusters Score: Raw -209450.376283 + Penalty 742.659146 = -208707.717137 nChanged 10 SP:Iteration 47Q (3100.690000 sec): 3 clusters Score: Raw -209453.613436 + Penalty 742.659146 = -208710.954290 nChanged 12 SP:Iteration 48Q (3100.700000 sec): 3 clusters Score: Raw -209457.437540 + Penalty 742.659146 = -208714.778394 nChanged 15 SP:Iteration 49Q (3100.700000 sec): 3 clusters Score: Raw -209462.419934 + Penalty 742.659146 = -208719.760788 nChanged 19 SP:Iteration 50Q (3100.710000 sec): 3 clusters Score: Raw -209467.254584 + Penalty 742.659146 = -208724.595439 nChanged 16 SP:Iteration 51Q (3100.710000 sec): 3 clusters Score: Raw -209472.069587 + Penalty 742.659146 = -208729.410442 nChanged 15 SP:Iteration 52Q (3100.710000 sec): 3 clusters Score: Raw -209475.085351 + Penalty 742.659146 = -208732.426206 nChanged 7 SP:Iteration 53Q (3100.710000 sec): 3 clusters Score: Raw -209476.529988 + Penalty 742.659146 = -208733.870843 nChanged 6 SP:Iteration 54Q (3100.720000 sec): 3 clusters Score: Raw -209477.873660 + Penalty 742.659146 = -208735.214514 nChanged 5 SP:Iteration 55Q (3100.720000 sec): 3 clusters Score: Raw -209479.199352 + Penalty 742.659146 = -208736.540206 nChanged 7 SP:Iteration 56Q (3100.720000 sec): 3 clusters Score: Raw -209481.455574 + Penalty 742.659146 = -208738.796429 nChanged 8 SP:Iteration 57Q (3100.730000 sec): 3 clusters Score: Raw -209483.166008 + Penalty 742.659146 = -208740.506863 nChanged 4 SP:Iteration 58Q (3100.730000 sec): 3 clusters Score: Raw -209484.764659 + Penalty 742.659146 = -208742.105513 nChanged 7 SP:Iteration 59Q (3100.730000 sec): 3 clusters Score: Raw -209485.719169 + Penalty 742.659146 = -208743.060023 nChanged 3 SP:Iteration 60F (3100.730000 sec): 3 clusters Score: Raw -209486.170778 + Penalty 742.659146 = -208743.511633 nChanged 4 SP:Iteration 61Q (3100.740000 sec): 3 clusters Score: Raw -209486.837615 + Penalty 742.659146 = -208744.178469 nChanged 5 SP:Iteration 62Q (3100.740000 sec): 3 clusters Score: Raw -209488.252190 + Penalty 742.659146 = -208745.593044 nChanged 10 SP:Iteration 63Q (3100.750000 sec): 3 clusters Score: Raw -209490.388644 + Penalty 742.659146 = -208747.729499 nChanged 7 SP:Iteration 64Q (3100.750000 sec): 3 clusters Score: Raw -209491.958458 + Penalty 742.659146 = -208749.299312 nChanged 7 SP:Iteration 65Q (3100.750000 sec): 3 clusters Score: Raw -209493.189264 + Penalty 742.659146 = -208750.530118 nChanged 3 SP:Iteration 66Q (3100.750000 sec): 3 clusters Score: Raw -209493.773111 + Penalty 742.659146 = -208751.113965 nChanged 5 SP:Iteration 67Q (3100.760000 sec): 3 clusters Score: Raw -209494.606375 + Penalty 742.659146 = -208751.947229 nChanged 4 SP:Iteration 68Q (3100.760000 sec): 3 clusters Score: Raw -209495.374468 + Penalty 742.659146 = -208752.715323 nChanged 5 SP:Iteration 69Q (3100.760000 sec): 3 clusters Score: Raw -209496.405834 + Penalty 742.659146 = -208753.746688 nChanged 4 SP:Iteration 70Q (3100.770000 sec): 3 clusters Score: Raw -209497.377634 + Penalty 742.659146 = -208754.718488 nChanged 4 SP:Iteration 71Q (3100.770000 sec): 3 clusters Score: Raw -209497.906649 + Penalty 742.659146 = -208755.247503 nChanged 2 SP:Iteration 72Q (3100.770000 sec): 3 clusters Score: Raw -209498.522519 + Penalty 742.659146 = -208755.863373 nChanged 2 SP:Iteration 73Q (3100.770000 sec): 3 clusters Score: Raw -209498.629422 + Penalty 742.659146 = -208755.970276 nChanged 0 SP:Iteration 74F (3100.780000 sec): 3 clusters Score: Raw -209498.629422 + Penalty 742.659146 = -208755.970276 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.780000 sec): 2 clusters Score: Raw -2226.980511 + Penalty 184.750157 = -2042.230354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.780000 sec): 3 clusters Score: Raw -2255.150084 + Penalty 369.500314 = -1885.649770 nChanged 11 SP:Iteration 1F (3100.780000 sec): 3 clusters Score: Raw -2302.456155 + Penalty 369.500314 = -1932.955841 nChanged 3 SP:Iteration 2F (3100.780000 sec): 3 clusters Score: Raw -2311.937415 + Penalty 369.500314 = -1942.437101 nChanged 1 SP:Iteration 3Q (3100.780000 sec): 3 clusters Score: Raw -2314.609005 + Penalty 369.500314 = -1945.108691 nChanged 1 SP:Iteration 4Q (3100.780000 sec): 3 clusters Score: Raw -2323.510249 + Penalty 369.500314 = -1954.009935 nChanged 0 SP:Iteration 5F (3100.780000 sec): 3 clusters Score: Raw -2323.510249 + Penalty 369.500314 = -1954.009935 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.780000 sec): 2 clusters Score: Raw -20241.692188 + Penalty 267.564251 = -19974.127937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.780000 sec): 3 clusters Score: Raw -20108.245651 + Penalty 535.128502 = -19573.117149 nChanged 128 SP:Iteration 1F (3100.780000 sec): 3 clusters Score: Raw -20203.656634 + Penalty 535.128502 = -19668.528132 nChanged 26 SP:Iteration 2F (3100.780000 sec): 3 clusters Score: Raw -20229.210111 + Penalty 535.128502 = -19694.081610 nChanged 15 SP:Iteration 3Q (3100.780000 sec): 3 clusters Score: Raw -20245.042225 + Penalty 535.128502 = -19709.913723 nChanged 10 SP:Iteration 4Q (3100.790000 sec): 3 clusters Score: Raw -20253.032157 + Penalty 535.128502 = -19717.903656 nChanged 9 SP:Iteration 5Q (3100.790000 sec): 3 clusters Score: Raw -20262.341037 + Penalty 535.128502 = -19727.212535 nChanged 10 SP:Iteration 6Q (3100.790000 sec): 3 clusters Score: Raw -20269.161376 + Penalty 535.128502 = -19734.032874 nChanged 7 SP:Iteration 7Q (3100.790000 sec): 3 clusters Score: Raw -20275.309287 + Penalty 535.128502 = -19740.180785 nChanged 6 SP:Iteration 8Q (3100.790000 sec): 3 clusters Score: Raw -20280.218679 + Penalty 535.128502 = -19745.090177 nChanged 8 SP:Iteration 9Q (3100.790000 sec): 3 clusters Score: Raw -20285.687171 + Penalty 535.128502 = -19750.558669 nChanged 8 SP:Iteration 10Q (3100.790000 sec): 3 clusters Score: Raw -20293.123051 + Penalty 535.128502 = -19757.994550 nChanged 6 SP:Iteration 11Q (3100.790000 sec): 3 clusters Score: Raw -20296.864356 + Penalty 535.128502 = -19761.735855 nChanged 5 SP:Iteration 12Q (3100.790000 sec): 3 clusters Score: Raw -20299.343618 + Penalty 535.128502 = -19764.215117 nChanged 4 SP:Iteration 13Q (3100.790000 sec): 3 clusters Score: Raw -20302.140193 + Penalty 535.128502 = -19767.011691 nChanged 4 SP:Iteration 14Q (3100.790000 sec): 3 clusters Score: Raw -20312.060796 + Penalty 535.128502 = -19776.932294 nChanged 3 SP:Iteration 15Q (3100.790000 sec): 3 clusters Score: Raw -20317.433246 + Penalty 535.128502 = -19782.304744 nChanged 3 SP:Iteration 16Q (3100.790000 sec): 3 clusters Score: Raw -20324.411281 + Penalty 535.128502 = -19789.282779 nChanged 3 SP:Iteration 17Q (3100.790000 sec): 3 clusters Score: Raw -20326.062575 + Penalty 535.128502 = -19790.934073 nChanged 0 SP:Iteration 18F (3100.790000 sec): 3 clusters Score: Raw -20326.062575 + Penalty 535.128502 = -19790.934073 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.790000 sec): 2 clusters Score: Raw -20829.824799 + Penalty 270.037686 = -20559.787113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.790000 sec): 3 clusters Score: Raw -20685.624379 + Penalty 540.075372 = -20145.549007 nChanged 125 SP:Iteration 1F (3100.790000 sec): 3 clusters Score: Raw -20779.169694 + Penalty 540.075372 = -20239.094322 nChanged 38 SP:Iteration 2F (3100.790000 sec): 3 clusters Score: Raw -20820.954484 + Penalty 540.075372 = -20280.879112 nChanged 19 SP:Iteration 3F (3100.790000 sec): 3 clusters Score: Raw -20840.542273 + Penalty 540.075372 = -20300.466902 nChanged 13 SP:Iteration 4Q (3100.790000 sec): 3 clusters Score: Raw -20858.496063 + Penalty 540.075372 = -20318.420691 nChanged 10 SP:Iteration 5Q (3100.790000 sec): 3 clusters Score: Raw -20870.189907 + Penalty 540.075372 = -20330.114535 nChanged 9 SP:Iteration 6Q (3100.790000 sec): 3 clusters Score: Raw -20879.996290 + Penalty 540.075372 = -20339.920919 nChanged 9 SP:Iteration 7Q (3100.790000 sec): 3 clusters Score: Raw -20888.189281 + Penalty 540.075372 = -20348.113909 nChanged 6 SP:Iteration 8Q (3100.790000 sec): 3 clusters Score: Raw -20891.200153 + Penalty 540.075372 = -20351.124781 nChanged 3 SP:Iteration 9Q (3100.790000 sec): 3 clusters Score: Raw -20892.603811 + Penalty 540.075372 = -20352.528440 nChanged 0 SP:Iteration 10F (3100.790000 sec): 3 clusters Score: Raw -20892.603811 + Penalty 540.075372 = -20352.528440 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 23 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.800000 sec): 2 clusters Score: Raw -15244.745258 + Penalty 252.482962 = -14992.262297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.800000 sec): 3 clusters Score: Raw -15166.148377 + Penalty 504.965924 = -14661.182453 nChanged 79 SP:Iteration 1F (3100.800000 sec): 3 clusters Score: Raw -15266.876652 + Penalty 504.965924 = -14761.910729 nChanged 20 SP:Iteration 2F (3100.800000 sec): 3 clusters Score: Raw -15300.903878 + Penalty 504.965924 = -14795.937955 nChanged 16 SP:Iteration 3F (3100.800000 sec): 3 clusters Score: Raw -15328.568999 + Penalty 504.965924 = -14823.603076 nChanged 13 SP:Iteration 4F (3100.800000 sec): 3 clusters Score: Raw -15346.230262 + Penalty 504.965924 = -14841.264338 nChanged 5 SP:Iteration 5Q (3100.800000 sec): 3 clusters Score: Raw -15353.671601 + Penalty 504.965924 = -14848.705677 nChanged 2 SP:Iteration 6Q (3100.800000 sec): 3 clusters Score: Raw -15356.300831 + Penalty 504.965924 = -14851.334908 nChanged 1 SP:Iteration 7Q (3100.800000 sec): 3 clusters Score: Raw -15357.646262 + Penalty 504.965924 = -14852.680338 nChanged 2 SP:Iteration 8Q (3100.800000 sec): 3 clusters Score: Raw -15360.202904 + Penalty 504.965924 = -14855.236980 nChanged 1 SP:Iteration 9Q (3100.800000 sec): 3 clusters Score: Raw -15362.615023 + Penalty 504.965924 = -14857.649099 nChanged 0 SP:Iteration 10F (3100.800000 sec): 3 clusters Score: Raw -15362.615023 + Penalty 504.965924 = -14857.649099 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 24 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.800000 sec): 2 clusters Score: Raw -16768.527612 + Penalty 261.452245 = -16507.075367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.800000 sec): 3 clusters Score: Raw -16658.385375 + Penalty 522.904490 = -16135.480885 nChanged 100 SP:Iteration 1F (3100.800000 sec): 3 clusters Score: Raw -16787.857384 + Penalty 522.904490 = -16264.952894 nChanged 31 SP:Iteration 2F (3100.800000 sec): 3 clusters Score: Raw -16828.575989 + Penalty 522.904490 = -16305.671498 nChanged 15 SP:Iteration 3Q (3100.800000 sec): 3 clusters Score: Raw -16848.107581 + Penalty 522.904490 = -16325.203091 nChanged 6 SP:Iteration 4Q (3100.800000 sec): 3 clusters Score: Raw -16854.294239 + Penalty 522.904490 = -16331.389749 nChanged 3 SP:Iteration 5Q (3100.800000 sec): 3 clusters Score: Raw -16857.348435 + Penalty 522.904490 = -16334.443945 nChanged 4 SP:Iteration 6Q (3100.800000 sec): 3 clusters Score: Raw -16861.498778 + Penalty 522.904490 = -16338.594287 nChanged 5 SP:Iteration 7Q (3100.800000 sec): 3 clusters Score: Raw -16864.756617 + Penalty 522.904490 = -16341.852127 nChanged 2 SP:Iteration 8Q (3100.800000 sec): 3 clusters Score: Raw -16865.230197 + Penalty 522.904490 = -16342.325707 nChanged 1 SP:Iteration 9Q (3100.800000 sec): 3 clusters Score: Raw -16865.706889 + Penalty 522.904490 = -16342.802398 nChanged 1 SP:Iteration 10Q (3100.810000 sec): 3 clusters Score: Raw -16865.929892 + Penalty 522.904490 = -16343.025402 nChanged 0 SP:Iteration 11F (3100.810000 sec): 3 clusters Score: Raw -16865.929892 + Penalty 522.904490 = -16343.025402 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 25 (25512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.850000 sec): 2 clusters Score: Raw -1583355.981455 + Penalty 461.684141 = -1582894.297314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.870000 sec): 3 clusters Score: Raw -1566891.650734 + Penalty 923.368283 = -1565968.282451 nChanged 12136 SP:Iteration 1F (3100.900000 sec): 3 clusters Score: Raw -1573850.823656 + Penalty 923.368283 = -1572927.455373 nChanged 1102 SP:Iteration 2Q (3100.930000 sec): 3 clusters Score: Raw -1574207.004226 + Penalty 923.368283 = -1573283.635943 nChanged 1233 SP:Iteration 3Q (3100.950000 sec): 3 clusters Score: Raw -1574784.376100 + Penalty 923.368283 = -1573861.007817 nChanged 1533 SP:Iteration 4F (3100.980000 sec): 3 clusters Score: Raw -1575731.939086 + Penalty 923.368283 = -1574808.570803 nChanged 1839 SP:Iteration 5F (3101.010000 sec): 3 clusters Score: Raw -1577265.071844 + Penalty 923.368283 = -1576341.703561 nChanged 1970 SP:Iteration 6F (3101.030000 sec): 3 clusters Score: Raw -1579262.158631 + Penalty 923.368283 = -1578338.790348 nChanged 1613 SP:Iteration 7F (3101.060000 sec): 3 clusters Score: Raw -1580775.373879 + Penalty 923.368283 = -1579852.005596 nChanged 1116 SP:Iteration 8Q (3101.090000 sec): 3 clusters Score: Raw -1581561.433007 + Penalty 923.368283 = -1580638.064724 nChanged 711 SP:Iteration 9Q (3101.110000 sec): 3 clusters Score: Raw -1582024.653197 + Penalty 923.368283 = -1581101.284914 nChanged 551 SP:Iteration 10Q (3101.130000 sec): 3 clusters Score: Raw -1582409.784217 + Penalty 923.368283 = -1581486.415934 nChanged 513 SP:Iteration 11Q (3101.160000 sec): 3 clusters Score: Raw -1582726.277260 + Penalty 923.368283 = -1581802.908977 nChanged 420 SP:Iteration 12Q (3101.180000 sec): 3 clusters Score: Raw -1582932.019139 + Penalty 923.368283 = -1582008.650856 nChanged 333 SP:Iteration 13Q (3101.210000 sec): 3 clusters Score: Raw -1583056.236432 + Penalty 923.368283 = -1582132.868149 nChanged 234 SP:Iteration 14Q (3101.230000 sec): 3 clusters Score: Raw -1583109.273192 + Penalty 923.368283 = -1582185.904909 nChanged 160 SP:Iteration 15Q (3101.250000 sec): 3 clusters Score: Raw -1583142.693976 + Penalty 923.368283 = -1582219.325693 nChanged 120 SP:Iteration 16Q (3101.280000 sec): 3 clusters Score: Raw -1583163.222248 + Penalty 923.368283 = -1582239.853965 nChanged 84 SP:Iteration 17Q (3101.300000 sec): 3 clusters Score: Raw -1583173.818021 + Penalty 923.368283 = -1582250.449738 nChanged 56 SP:Iteration 18Q (3101.320000 sec): 3 clusters Score: Raw -1583177.607017 + Penalty 923.368283 = -1582254.238734 nChanged 36 SP:Iteration 19Q (3101.350000 sec): 3 clusters Score: Raw -1583180.265177 + Penalty 923.368283 = -1582256.896894 nChanged 42 SP:Iteration 20F (3101.370000 sec): 3 clusters Score: Raw -1583185.445906 + Penalty 923.368283 = -1582262.077623 nChanged 38 SP:Iteration 21Q (3101.390000 sec): 3 clusters Score: Raw -1583187.684289 + Penalty 923.368283 = -1582264.316006 nChanged 27 SP:Iteration 22Q (3101.420000 sec): 3 clusters Score: Raw -1583188.957104 + Penalty 923.368283 = -1582265.588821 nChanged 23 SP:Iteration 23Q (3101.440000 sec): 3 clusters Score: Raw -1583190.110776 + Penalty 923.368283 = -1582266.742493 nChanged 26 SP:Iteration 24Q (3101.470000 sec): 3 clusters Score: Raw -1583191.296361 + Penalty 923.368283 = -1582267.928078 nChanged 21 SP:Iteration 25Q (3101.490000 sec): 3 clusters Score: Raw -1583192.415013 + Penalty 923.368283 = -1582269.046730 nChanged 21 SP:Iteration 26Q (3101.510000 sec): 3 clusters Score: Raw -1583193.170651 + Penalty 923.368283 = -1582269.802368 nChanged 18 SP:Iteration 27Q (3101.530000 sec): 3 clusters Score: Raw -1583193.769560 + Penalty 923.368283 = -1582270.401277 nChanged 14 SP:Iteration 28Q (3101.560000 sec): 3 clusters Score: Raw -1583194.190861 + Penalty 923.368283 = -1582270.822578 nChanged 8 SP:Iteration 29Q (3101.580000 sec): 3 clusters Score: Raw -1583194.480521 + Penalty 923.368283 = -1582271.112238 nChanged 6 SP:Iteration 30Q (3101.600000 sec): 3 clusters Score: Raw -1583194.611816 + Penalty 923.368283 = -1582271.243533 nChanged 5 SP:Iteration 31Q (3101.630000 sec): 3 clusters Score: Raw -1583194.731268 + Penalty 923.368283 = -1582271.362985 nChanged 4 SP:Iteration 32Q (3101.650000 sec): 3 clusters Score: Raw -1583194.881992 + Penalty 923.368283 = -1582271.513709 nChanged 6 SP:Iteration 33Q (3101.670000 sec): 3 clusters Score: Raw -1583195.248967 + Penalty 923.368283 = -1582271.880684 nChanged 11 SP:Iteration 34Q (3101.690000 sec): 3 clusters Score: Raw -1583195.584612 + Penalty 923.368283 = -1582272.216329 nChanged 12 SP:Iteration 35Q (3101.720000 sec): 3 clusters Score: Raw -1583195.942436 + Penalty 923.368283 = -1582272.574153 nChanged 12 SP:Iteration 36Q (3101.740000 sec): 3 clusters Score: Raw -1583196.315591 + Penalty 923.368283 = -1582272.947308 nChanged 15 SP:Iteration 37Q (3101.760000 sec): 3 clusters Score: Raw -1583196.954770 + Penalty 923.368283 = -1582273.586487 nChanged 14 SP:Iteration 38Q (3101.790000 sec): 3 clusters Score: Raw -1583197.722462 + Penalty 923.368283 = -1582274.354179 nChanged 13 SP:Iteration 39Q (3101.820000 sec): 3 clusters Score: Raw -1583198.383893 + Penalty 923.368283 = -1582275.015610 nChanged 12 SP:Iteration 40F (3101.840000 sec): 3 clusters Score: Raw -1583198.753804 + Penalty 923.368283 = -1582275.385521 nChanged 7 SP:Iteration 41Q (3101.870000 sec): 3 clusters Score: Raw -1583198.936338 + Penalty 923.368283 = -1582275.568055 nChanged 9 SP:Iteration 42Q (3101.890000 sec): 3 clusters Score: Raw -1583199.212945 + Penalty 923.368283 = -1582275.844662 nChanged 10 SP:Iteration 43Q (3101.910000 sec): 3 clusters Score: Raw -1583199.477610 + Penalty 923.368283 = -1582276.109327 nChanged 12 SP:Iteration 44Q (3101.930000 sec): 3 clusters Score: Raw -1583199.903406 + Penalty 923.368283 = -1582276.535123 nChanged 16 SP:Iteration 45Q (3101.960000 sec): 3 clusters Score: Raw -1583200.559116 + Penalty 923.368283 = -1582277.190833 nChanged 16 SP:Iteration 46Q (3101.980000 sec): 3 clusters Score: Raw -1583200.989974 + Penalty 923.368283 = -1582277.621691 nChanged 9 SP:Iteration 47Q (3102.000000 sec): 3 clusters Score: Raw -1583201.330073 + Penalty 923.368283 = -1582277.961790 nChanged 10 SP:Iteration 48Q (3102.030000 sec): 3 clusters Score: Raw -1583201.603917 + Penalty 923.368283 = -1582278.235634 nChanged 4 SP:Iteration 49Q (3102.050000 sec): 3 clusters Score: Raw -1583201.722220 + Penalty 923.368283 = -1582278.353937 nChanged 6 SP:Iteration 50Q (3102.070000 sec): 3 clusters Score: Raw -1583201.977482 + Penalty 923.368283 = -1582278.609199 nChanged 6 SP:Iteration 51Q (3102.090000 sec): 3 clusters Score: Raw -1583202.139333 + Penalty 923.368283 = -1582278.771050 nChanged 4 SP:Iteration 52Q (3102.120000 sec): 3 clusters Score: Raw -1583202.215652 + Penalty 923.368283 = -1582278.847369 nChanged 2 SP:Iteration 53Q (3102.140000 sec): 3 clusters Score: Raw -1583202.270625 + Penalty 923.368283 = -1582278.902342 nChanged 6 SP:Iteration 54Q (3102.160000 sec): 3 clusters Score: Raw -1583202.493948 + Penalty 923.368283 = -1582279.125665 nChanged 5 SP:Iteration 55Q (3102.190000 sec): 3 clusters Score: Raw -1583202.578758 + Penalty 923.368283 = -1582279.210475 nChanged 3 SP:Iteration 56Q (3102.210000 sec): 3 clusters Score: Raw -1583202.664056 + Penalty 923.368283 = -1582279.295773 nChanged 3 SP:Iteration 57Q (3102.230000 sec): 3 clusters Score: Raw -1583202.699079 + Penalty 923.368283 = -1582279.330796 nChanged 2 SP:Iteration 58Q (3102.260000 sec): 3 clusters Score: Raw -1583202.735518 + Penalty 923.368283 = -1582279.367235 nChanged 1 SP:Iteration 59Q (3102.280000 sec): 3 clusters Score: Raw -1583202.745500 + Penalty 923.368283 = -1582279.377217 nChanged 2 SP:Iteration 60F (3102.310000 sec): 3 clusters Score: Raw -1583202.783570 + Penalty 923.368283 = -1582279.415287 nChanged 3 SP:Iteration 61Q (3102.330000 sec): 3 clusters Score: Raw -1583202.873913 + Penalty 923.368283 = -1582279.505630 nChanged 5 SP:Iteration 62Q (3102.350000 sec): 3 clusters Score: Raw -1583202.991851 + Penalty 923.368283 = -1582279.623568 nChanged 8 SP:Iteration 63Q (3102.370000 sec): 3 clusters Score: Raw -1583203.226412 + Penalty 923.368283 = -1582279.858129 nChanged 5 SP:Iteration 64Q (3102.400000 sec): 3 clusters Score: Raw -1583203.309557 + Penalty 923.368283 = -1582279.941274 nChanged 3 SP:Iteration 65Q (3102.420000 sec): 3 clusters Score: Raw -1583203.351748 + Penalty 923.368283 = -1582279.983465 nChanged 5 SP:Iteration 66Q (3102.450000 sec): 3 clusters Score: Raw -1583203.425281 + Penalty 923.368283 = -1582280.056998 nChanged 1 SP:Iteration 67Q (3102.470000 sec): 3 clusters Score: Raw -1583203.447615 + Penalty 923.368283 = -1582280.079332 nChanged 1 SP:Iteration 68Q (3102.490000 sec): 3 clusters Score: Raw -1583203.486874 + Penalty 923.368283 = -1582280.118591 nChanged 2 SP:Iteration 69Q (3102.510000 sec): 3 clusters Score: Raw -1583203.507166 + Penalty 923.368283 = -1582280.138883 nChanged 0 SP:Iteration 70F (3102.540000 sec): 3 clusters Score: Raw -1583203.507166 + Penalty 923.368283 = -1582280.138883 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 26 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.550000 sec): 2 clusters Score: Raw -28377.885614 + Penalty 283.217409 = -28094.668206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.550000 sec): 3 clusters Score: Raw -28193.123101 + Penalty 566.434817 = -27626.688283 nChanged 170 SP:Iteration 1F (3102.550000 sec): 3 clusters Score: Raw -28324.544263 + Penalty 566.434817 = -27758.109446 nChanged 44 SP:Iteration 2F (3102.550000 sec): 3 clusters Score: Raw -28362.945840 + Penalty 566.434817 = -27796.511023 nChanged 20 SP:Iteration 3Q (3102.550000 sec): 3 clusters Score: Raw -28388.218899 + Penalty 566.434817 = -27821.784082 nChanged 25 SP:Iteration 4Q (3102.550000 sec): 3 clusters Score: Raw -28411.791875 + Penalty 566.434817 = -27845.357058 nChanged 20 SP:Iteration 5Q (3102.550000 sec): 3 clusters Score: Raw -28435.048811 + Penalty 566.434817 = -27868.613994 nChanged 15 SP:Iteration 6Q (3102.550000 sec): 3 clusters Score: Raw -28448.679530 + Penalty 566.434817 = -27882.244713 nChanged 13 SP:Iteration 7Q (3102.550000 sec): 3 clusters Score: Raw -28461.639060 + Penalty 566.434817 = -27895.204243 nChanged 8 SP:Iteration 8Q (3102.560000 sec): 3 clusters Score: Raw -28465.639339 + Penalty 566.434817 = -27899.204522 nChanged 4 SP:Iteration 9Q (3102.560000 sec): 3 clusters Score: Raw -28469.007692 + Penalty 566.434817 = -27902.572875 nChanged 4 SP:Iteration 10Q (3102.560000 sec): 3 clusters Score: Raw -28470.077114 + Penalty 566.434817 = -27903.642297 nChanged 4 SP:Iteration 11Q (3102.560000 sec): 3 clusters Score: Raw -28473.887567 + Penalty 566.434817 = -27907.452750 nChanged 10 SP:Iteration 12Q (3102.560000 sec): 3 clusters Score: Raw -28482.675647 + Penalty 566.434817 = -27916.240830 nChanged 13 SP:Iteration 13Q (3102.560000 sec): 3 clusters Score: Raw -28494.761251 + Penalty 566.434817 = -27928.326434 nChanged 14 SP:Iteration 14Q (3102.560000 sec): 3 clusters Score: Raw -28506.446590 + Penalty 566.434817 = -27940.011773 nChanged 12 SP:Iteration 15Q (3102.560000 sec): 3 clusters Score: Raw -28514.437915 + Penalty 566.434817 = -27948.003098 nChanged 5 SP:Iteration 16Q (3102.560000 sec): 3 clusters Score: Raw -28518.061943 + Penalty 566.434817 = -27951.627126 nChanged 3 SP:Iteration 17Q (3102.560000 sec): 3 clusters Score: Raw -28519.239682 + Penalty 566.434817 = -27952.804865 nChanged 1 SP:Iteration 18Q (3102.560000 sec): 3 clusters Score: Raw -28519.653830 + Penalty 566.434817 = -27953.219013 nChanged 1 SP:Iteration 19Q (3102.560000 sec): 3 clusters Score: Raw -28519.863826 + Penalty 566.434817 = -27953.429008 nChanged 0 SP:Iteration 20F (3102.560000 sec): 3 clusters Score: Raw -28519.863826 + Penalty 566.434817 = -27953.429008 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 27 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.560000 sec): 2 clusters Score: Raw -6993.162024 + Penalty 224.190043 = -6768.971982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.560000 sec): 3 clusters Score: Raw -6967.823257 + Penalty 448.380085 = -6519.443172 nChanged 24 SP:Iteration 1F (3102.560000 sec): 3 clusters Score: Raw -7011.294191 + Penalty 448.380085 = -6562.914105 nChanged 8 SP:Iteration 2F (3102.570000 sec): 3 clusters Score: Raw -7023.215175 + Penalty 448.380085 = -6574.835089 nChanged 3 SP:Iteration 3Q (3102.570000 sec): 3 clusters Score: Raw -7031.530250 + Penalty 448.380085 = -6583.150165 nChanged 2 SP:Iteration 4Q (3102.570000 sec): 3 clusters Score: Raw -7044.028220 + Penalty 448.380085 = -6595.648134 nChanged 2 SP:Iteration 5Q (3102.570000 sec): 3 clusters Score: Raw -7056.558452 + Penalty 448.380085 = -6608.178367 nChanged 3 SP:Iteration 6Q (3102.570000 sec): 3 clusters Score: Raw -7063.202347 + Penalty 448.380085 = -6614.822261 nChanged 1 SP:Iteration 7Q (3102.570000 sec): 3 clusters Score: Raw -7063.699971 + Penalty 448.380085 = -6615.319886 nChanged 0 SP:Iteration 8F (3102.570000 sec): 3 clusters Score: Raw -7063.699971 + Penalty 448.380085 = -6615.319886 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 28 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.570000 sec): 2 clusters Score: Raw -49302.286142 + Penalty 311.342089 = -48990.944053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.570000 sec): 3 clusters Score: Raw -48855.214234 + Penalty 622.684179 = -48232.530055 nChanged 376 SP:Iteration 1F (3102.570000 sec): 3 clusters Score: Raw -49091.220264 + Penalty 622.684179 = -48468.536086 nChanged 76 SP:Iteration 2F (3102.570000 sec): 3 clusters Score: Raw -49154.142466 + Penalty 622.684179 = -48531.458288 nChanged 59 SP:Iteration 3F (3102.570000 sec): 3 clusters Score: Raw -49210.873906 + Penalty 622.684179 = -48588.189728 nChanged 40 SP:Iteration 4Q (3102.570000 sec): 3 clusters Score: Raw -49244.461513 + Penalty 622.684179 = -48621.777334 nChanged 28 SP:Iteration 5Q (3102.570000 sec): 3 clusters Score: Raw -49263.518673 + Penalty 622.684179 = -48640.834494 nChanged 25 SP:Iteration 6Q (3102.570000 sec): 3 clusters Score: Raw -49280.815280 + Penalty 622.684179 = -48658.131102 nChanged 30 SP:Iteration 7Q (3102.570000 sec): 3 clusters Score: Raw -49308.055887 + Penalty 622.684179 = -48685.371708 nChanged 30 SP:Iteration 8Q (3102.570000 sec): 3 clusters Score: Raw -49323.379382 + Penalty 622.684179 = -48700.695203 nChanged 21 SP:Iteration 9Q (3102.580000 sec): 3 clusters Score: Raw -49336.418253 + Penalty 622.684179 = -48713.734075 nChanged 32 SP:Iteration 10Q (3102.580000 sec): 3 clusters Score: Raw -49354.727302 + Penalty 622.684179 = -48732.043124 nChanged 17 SP:Iteration 11Q (3102.580000 sec): 3 clusters Score: Raw -49365.921568 + Penalty 622.684179 = -48743.237389 nChanged 19 SP:Iteration 12Q (3102.580000 sec): 3 clusters Score: Raw -49375.430224 + Penalty 622.684179 = -48752.746045 nChanged 19 SP:Iteration 13Q (3102.580000 sec): 3 clusters Score: Raw -49387.393773 + Penalty 622.684179 = -48764.709594 nChanged 27 SP:Iteration 14Q (3102.580000 sec): 3 clusters Score: Raw -49409.776077 + Penalty 622.684179 = -48787.091899 nChanged 35 SP:Iteration 15Q (3102.580000 sec): 3 clusters Score: Raw -49438.183579 + Penalty 622.684179 = -48815.499401 nChanged 35 SP:Iteration 16Q (3102.580000 sec): 3 clusters Score: Raw -49472.705352 + Penalty 622.684179 = -48850.021173 nChanged 34 SP:Iteration 17Q (3102.580000 sec): 3 clusters Score: Raw -49498.803624 + Penalty 622.684179 = -48876.119445 nChanged 27 SP:Iteration 18Q (3102.590000 sec): 3 clusters Score: Raw -49515.832748 + Penalty 622.684179 = -48893.148569 nChanged 20 SP:Iteration 19Q (3102.590000 sec): 3 clusters Score: Raw -49529.604118 + Penalty 622.684179 = -48906.919940 nChanged 13 SP:Iteration 20F (3102.590000 sec): 3 clusters Score: Raw -49537.253779 + Penalty 622.684179 = -48914.569601 nChanged 9 SP:Iteration 21Q (3102.590000 sec): 3 clusters Score: Raw -49545.113401 + Penalty 622.684179 = -48922.429222 nChanged 14 SP:Iteration 22Q (3102.590000 sec): 3 clusters Score: Raw -49552.798333 + Penalty 622.684179 = -48930.114154 nChanged 12 SP:Iteration 23Q (3102.590000 sec): 3 clusters Score: Raw -49558.857682 + Penalty 622.684179 = -48936.173503 nChanged 9 SP:Iteration 24Q (3102.590000 sec): 3 clusters Score: Raw -49566.137711 + Penalty 622.684179 = -48943.453533 nChanged 7 SP:Iteration 25Q (3102.590000 sec): 3 clusters Score: Raw -49569.052238 + Penalty 622.684179 = -48946.368060 nChanged 5 SP:Iteration 26Q (3102.590000 sec): 3 clusters Score: Raw -49571.079714 + Penalty 622.684179 = -48948.395536 nChanged 7 SP:Iteration 27Q (3102.590000 sec): 3 clusters Score: Raw -49574.476764 + Penalty 622.684179 = -48951.792585 nChanged 2 SP:Iteration 28Q (3102.590000 sec): 3 clusters Score: Raw -49575.624826 + Penalty 622.684179 = -48952.940648 nChanged 2 SP:Iteration 29Q (3102.590000 sec): 3 clusters Score: Raw -49576.581242 + Penalty 622.684179 = -48953.897064 nChanged 1 SP:Iteration 30Q (3102.590000 sec): 3 clusters Score: Raw -49578.477879 + Penalty 622.684179 = -48955.793700 nChanged 4 SP:Iteration 31Q (3102.590000 sec): 3 clusters Score: Raw -49580.900901 + Penalty 622.684179 = -48958.216722 nChanged 3 SP:Iteration 32Q (3102.600000 sec): 3 clusters Score: Raw -49582.864227 + Penalty 622.684179 = -48960.180048 nChanged 3 SP:Iteration 33Q (3102.600000 sec): 3 clusters Score: Raw -49584.074040 + Penalty 622.684179 = -48961.389861 nChanged 1 SP:Iteration 34Q (3102.600000 sec): 3 clusters Score: Raw -49584.159042 + Penalty 622.684179 = -48961.474863 nChanged 0 SP:Iteration 35F (3102.600000 sec): 3 clusters Score: Raw -49584.159042 + Penalty 622.684179 = -48961.474863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 29 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.600000 sec): 2 clusters Score: Raw -38206.393276 + Penalty 300.232161 = -37906.161115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.600000 sec): 3 clusters Score: Raw -37872.565974 + Penalty 600.464322 = -37272.101652 nChanged 269 SP:Iteration 1F (3102.600000 sec): 3 clusters Score: Raw -38084.196445 + Penalty 600.464322 = -37483.732123 nChanged 56 SP:Iteration 2F (3102.600000 sec): 3 clusters Score: Raw -38124.210749 + Penalty 600.464322 = -37523.746427 nChanged 35 SP:Iteration 3Q (3102.610000 sec): 3 clusters Score: Raw -38154.149337 + Penalty 600.464322 = -37553.685015 nChanged 37 SP:Iteration 4F (3102.610000 sec): 3 clusters Score: Raw -38183.410201 + Penalty 600.464322 = -37582.945880 nChanged 33 SP:Iteration 5Q (3102.610000 sec): 3 clusters Score: Raw -38215.860152 + Penalty 600.464322 = -37615.395830 nChanged 27 SP:Iteration 6Q (3102.610000 sec): 3 clusters Score: Raw -38238.601001 + Penalty 600.464322 = -37638.136679 nChanged 21 SP:Iteration 7Q (3102.610000 sec): 3 clusters Score: Raw -38248.839989 + Penalty 600.464322 = -37648.375667 nChanged 9 SP:Iteration 8Q (3102.610000 sec): 3 clusters Score: Raw -38253.602584 + Penalty 600.464322 = -37653.138262 nChanged 9 SP:Iteration 9Q (3102.610000 sec): 3 clusters Score: Raw -38259.143833 + Penalty 600.464322 = -37658.679511 nChanged 10 SP:Iteration 10Q (3102.610000 sec): 3 clusters Score: Raw -38262.643624 + Penalty 600.464322 = -37662.179303 nChanged 7 SP:Iteration 11Q (3102.610000 sec): 3 clusters Score: Raw -38265.821481 + Penalty 600.464322 = -37665.357160 nChanged 6 SP:Iteration 12Q (3102.610000 sec): 3 clusters Score: Raw -38268.651689 + Penalty 600.464322 = -37668.187367 nChanged 2 SP:Iteration 13Q (3102.610000 sec): 3 clusters Score: Raw -38269.482589 + Penalty 600.464322 = -37669.018268 nChanged 1 SP:Iteration 14Q (3102.610000 sec): 3 clusters Score: Raw -38269.722404 + Penalty 600.464322 = -37669.258083 nChanged 1 SP:Iteration 15Q (3102.610000 sec): 3 clusters Score: Raw -38269.915530 + Penalty 600.464322 = -37669.451208 nChanged 0 SP:Iteration 16F (3102.610000 sec): 3 clusters Score: Raw -38269.915530 + Penalty 600.464322 = -37669.451208 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 30 (2711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.620000 sec): 2 clusters Score: Raw -151173.947032 + Penalty 359.680815 = -150814.266218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.620000 sec): 3 clusters Score: Raw -149631.272745 + Penalty 719.361629 = -148911.911116 nChanged 1179 SP:Iteration 1F (3102.620000 sec): 3 clusters Score: Raw -150300.549914 + Penalty 719.361629 = -149581.188285 nChanged 181 SP:Iteration 2F (3102.630000 sec): 3 clusters Score: Raw -150392.961394 + Penalty 719.361629 = -149673.599765 nChanged 135 SP:Iteration 3Q (3102.630000 sec): 3 clusters Score: Raw -150462.572848 + Penalty 719.361629 = -149743.211218 nChanged 145 SP:Iteration 4F (3102.630000 sec): 3 clusters Score: Raw -150545.533410 + Penalty 719.361629 = -149826.171781 nChanged 135 SP:Iteration 5Q (3102.630000 sec): 3 clusters Score: Raw -150639.167666 + Penalty 719.361629 = -149919.806037 nChanged 147 SP:Iteration 6F (3102.640000 sec): 3 clusters Score: Raw -150758.414811 + Penalty 719.361629 = -150039.053181 nChanged 152 SP:Iteration 7F (3102.640000 sec): 3 clusters Score: Raw -150879.897374 + Penalty 719.361629 = -150160.535744 nChanged 116 SP:Iteration 8Q (3102.640000 sec): 3 clusters Score: Raw -150968.758900 + Penalty 719.361629 = -150249.397271 nChanged 93 SP:Iteration 9Q (3102.650000 sec): 3 clusters Score: Raw -151030.275617 + Penalty 719.361629 = -150310.913988 nChanged 57 SP:Iteration 10Q (3102.650000 sec): 3 clusters Score: Raw -151071.874081 + Penalty 719.361629 = -150352.512452 nChanged 42 SP:Iteration 11Q (3102.650000 sec): 3 clusters Score: Raw -151094.659015 + Penalty 719.361629 = -150375.297385 nChanged 34 SP:Iteration 12Q (3102.650000 sec): 3 clusters Score: Raw -151120.417862 + Penalty 719.361629 = -150401.056233 nChanged 25 SP:Iteration 13Q (3102.650000 sec): 3 clusters Score: Raw -151131.666382 + Penalty 719.361629 = -150412.304753 nChanged 17 SP:Iteration 14Q (3102.660000 sec): 3 clusters Score: Raw -151140.825904 + Penalty 719.361629 = -150421.464274 nChanged 23 SP:Iteration 15Q (3102.660000 sec): 3 clusters Score: Raw -151151.191559 + Penalty 719.361629 = -150431.829930 nChanged 20 SP:Iteration 16Q (3102.660000 sec): 3 clusters Score: Raw -151160.679562 + Penalty 719.361629 = -150441.317932 nChanged 19 SP:Iteration 17Q (3102.660000 sec): 3 clusters Score: Raw -151171.086530 + Penalty 719.361629 = -150451.724901 nChanged 13 SP:Iteration 18Q (3102.670000 sec): 3 clusters Score: Raw -151178.245639 + Penalty 719.361629 = -150458.884010 nChanged 9 SP:Iteration 19Q (3102.670000 sec): 3 clusters Score: Raw -151184.585578 + Penalty 719.361629 = -150465.223949 nChanged 10 SP:Iteration 20F (3102.670000 sec): 3 clusters Score: Raw -151195.716899 + Penalty 719.361629 = -150476.355269 nChanged 16 SP:Iteration 21Q (3102.670000 sec): 3 clusters Score: Raw -151211.006049 + Penalty 719.361629 = -150491.644419 nChanged 15 SP:Iteration 22Q (3102.670000 sec): 3 clusters Score: Raw -151218.943334 + Penalty 719.361629 = -150499.581705 nChanged 8 SP:Iteration 23Q (3102.680000 sec): 3 clusters Score: Raw -151223.223932 + Penalty 719.361629 = -150503.862302 nChanged 4 SP:Iteration 24Q (3102.680000 sec): 3 clusters Score: Raw -151225.528243 + Penalty 719.361629 = -150506.166613 nChanged 2 SP:Iteration 25Q (3102.680000 sec): 3 clusters Score: Raw -151226.701738 + Penalty 719.361629 = -150507.340109 nChanged 2 SP:Iteration 26Q (3102.680000 sec): 3 clusters Score: Raw -151227.734618 + Penalty 719.361629 = -150508.372989 nChanged 2 SP:Iteration 27Q (3102.690000 sec): 3 clusters Score: Raw -151228.210131 + Penalty 719.361629 = -150508.848502 nChanged 0 SP:Iteration 28F (3102.690000 sec): 3 clusters Score: Raw -151228.210131 + Penalty 719.361629 = -150508.848502 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 31 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.690000 sec): 2 clusters Score: Raw -6379.120657 + Penalty 227.373158 = -6151.747499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.690000 sec): 3 clusters Score: Raw -6373.431762 + Penalty 454.746317 = -5918.685445 nChanged 40 SP:Iteration 1F (3102.690000 sec): 3 clusters Score: Raw -6493.314157 + Penalty 454.746317 = -6038.567840 nChanged 10 SP:Iteration 2F (3102.690000 sec): 3 clusters Score: Raw -6508.432079 + Penalty 454.746317 = -6053.685762 nChanged 5 SP:Iteration 3Q (3102.690000 sec): 3 clusters Score: Raw -6532.312966 + Penalty 454.746317 = -6077.566649 nChanged 1 SP:Iteration 4Q (3102.690000 sec): 3 clusters Score: Raw -6532.858606 + Penalty 454.746317 = -6078.112290 nChanged 0 SP:Iteration 5F (3102.690000 sec): 3 clusters Score: Raw -6532.858606 + Penalty 454.746317 = -6078.112290 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.690000 sec): 2 clusters Score: Raw -17182.039009 + Penalty 257.664702 = -16924.374308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.690000 sec): 3 clusters Score: Raw -17116.335293 + Penalty 515.329404 = -16601.005889 nChanged 93 SP:Iteration 1F (3102.690000 sec): 3 clusters Score: Raw -17222.102186 + Penalty 515.329404 = -16706.772782 nChanged 26 SP:Iteration 2F (3102.690000 sec): 3 clusters Score: Raw -17258.180992 + Penalty 515.329404 = -16742.851588 nChanged 13 SP:Iteration 3Q (3102.690000 sec): 3 clusters Score: Raw -17278.043121 + Penalty 515.329404 = -16762.713717 nChanged 11 SP:Iteration 4Q (3102.690000 sec): 3 clusters Score: Raw -17296.018658 + Penalty 515.329404 = -16780.689254 nChanged 6 SP:Iteration 5Q (3102.690000 sec): 3 clusters Score: Raw -17302.681679 + Penalty 515.329404 = -16787.352276 nChanged 6 SP:Iteration 6Q (3102.690000 sec): 3 clusters Score: Raw -17310.354695 + Penalty 515.329404 = -16795.025292 nChanged 3 SP:Iteration 7Q (3102.690000 sec): 3 clusters Score: Raw -17314.493326 + Penalty 515.329404 = -16799.163922 nChanged 1 SP:Iteration 8Q (3102.690000 sec): 3 clusters Score: Raw -17314.816643 + Penalty 515.329404 = -16799.487239 nChanged 0 SP:Iteration 9F (3102.700000 sec): 3 clusters Score: Raw -17314.816643 + Penalty 515.329404 = -16799.487239 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 33 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.700000 sec): 2 clusters Score: Raw -8436.607350 + Penalty 236.026054 = -8200.581296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.700000 sec): 3 clusters Score: Raw -8409.731306 + Penalty 472.052108 = -7937.679198 nChanged 53 SP:Iteration 1F (3102.700000 sec): 3 clusters Score: Raw -8510.370095 + Penalty 472.052108 = -8038.317987 nChanged 16 SP:Iteration 2F (3102.700000 sec): 3 clusters Score: Raw -8533.999800 + Penalty 472.052108 = -8061.947692 nChanged 5 SP:Iteration 3Q (3102.700000 sec): 3 clusters Score: Raw -8538.625955 + Penalty 472.052108 = -8066.573847 nChanged 1 SP:Iteration 4Q (3102.700000 sec): 3 clusters Score: Raw -8539.546825 + Penalty 472.052108 = -8067.494717 nChanged 1 SP:Iteration 5Q (3102.700000 sec): 3 clusters Score: Raw -8540.277143 + Penalty 472.052108 = -8068.225034 nChanged 1 SP:Iteration 6Q (3102.700000 sec): 3 clusters Score: Raw -8540.945390 + Penalty 472.052108 = -8068.893282 nChanged 1 SP:Iteration 7Q (3102.700000 sec): 3 clusters Score: Raw -8541.502056 + Penalty 472.052108 = -8069.449948 nChanged 0 SP:Iteration 8F (3102.700000 sec): 3 clusters Score: Raw -8541.502056 + Penalty 472.052108 = -8069.449948 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 34 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.700000 sec): 2 clusters Score: Raw -14006.796360 + Penalty 251.044107 = -13755.752254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.700000 sec): 3 clusters Score: Raw -13913.991538 + Penalty 502.088214 = -13411.903325 nChanged 76 SP:Iteration 1F (3102.700000 sec): 3 clusters Score: Raw -13993.344763 + Penalty 502.088214 = -13491.256550 nChanged 14 SP:Iteration 2F (3102.700000 sec): 3 clusters Score: Raw -14019.221018 + Penalty 502.088214 = -13517.132804 nChanged 14 SP:Iteration 3F (3102.700000 sec): 3 clusters Score: Raw -14059.957370 + Penalty 502.088214 = -13557.869156 nChanged 18 SP:Iteration 4F (3102.700000 sec): 3 clusters Score: Raw -14084.181637 + Penalty 502.088214 = -13582.093423 nChanged 6 SP:Iteration 5Q (3102.700000 sec): 3 clusters Score: Raw -14088.613120 + Penalty 502.088214 = -13586.524907 nChanged 3 SP:Iteration 6Q (3102.700000 sec): 3 clusters Score: Raw -14089.873679 + Penalty 502.088214 = -13587.785465 nChanged 0 SP:Iteration 7F (3102.700000 sec): 3 clusters Score: Raw -14089.873679 + Penalty 502.088214 = -13587.785465 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 35 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.700000 sec): 2 clusters Score: Raw -14801.638610 + Penalty 252.482962 = -14549.155648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.700000 sec): 3 clusters Score: Raw -14730.196356 + Penalty 504.965924 = -14225.230432 nChanged 67 SP:Iteration 1F (3102.700000 sec): 3 clusters Score: Raw -14802.175735 + Penalty 504.965924 = -14297.209811 nChanged 16 SP:Iteration 2F (3102.700000 sec): 3 clusters Score: Raw -14816.866911 + Penalty 504.965924 = -14311.900987 nChanged 11 SP:Iteration 3Q (3102.710000 sec): 3 clusters Score: Raw -14830.755412 + Penalty 504.965924 = -14325.789488 nChanged 5 SP:Iteration 4Q (3102.710000 sec): 3 clusters Score: Raw -14836.772308 + Penalty 504.965924 = -14331.806384 nChanged 2 SP:Iteration 5Q (3102.710000 sec): 3 clusters Score: Raw -14841.215908 + Penalty 504.965924 = -14336.249984 nChanged 3 SP:Iteration 6Q (3102.710000 sec): 3 clusters Score: Raw -14843.264937 + Penalty 504.965924 = -14338.299013 nChanged 0 SP:Iteration 7F (3102.710000 sec): 3 clusters Score: Raw -14843.264937 + Penalty 504.965924 = -14338.299013 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 36 (7188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.720000 sec): 2 clusters Score: Raw -423335.739893 + Penalty 404.047655 = -422931.692238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.730000 sec): 3 clusters Score: Raw -418917.151265 + Penalty 808.095311 = -418109.055954 nChanged 3323 SP:Iteration 1F (3102.730000 sec): 3 clusters Score: Raw -421019.090605 + Penalty 808.095311 = -420210.995295 nChanged 452 SP:Iteration 2F (3102.740000 sec): 3 clusters Score: Raw -421312.358270 + Penalty 808.095311 = -420504.262960 nChanged 467 SP:Iteration 3F (3102.750000 sec): 3 clusters Score: Raw -421653.541529 + Penalty 808.095311 = -420845.446218 nChanged 465 SP:Iteration 4F (3102.750000 sec): 3 clusters Score: Raw -421968.367442 + Penalty 808.095311 = -421160.272132 nChanged 437 SP:Iteration 5F (3102.760000 sec): 3 clusters Score: Raw -422229.621157 + Penalty 808.095311 = -421421.525846 nChanged 382 SP:Iteration 6F (3102.770000 sec): 3 clusters Score: Raw -422426.527565 + Penalty 808.095311 = -421618.432255 nChanged 316 SP:Iteration 7Q (3102.770000 sec): 3 clusters Score: Raw -422561.346179 + Penalty 808.095311 = -421753.250868 nChanged 266 SP:Iteration 8Q (3102.780000 sec): 3 clusters Score: Raw -422691.145066 + Penalty 808.095311 = -421883.049755 nChanged 234 SP:Iteration 9Q (3102.790000 sec): 3 clusters Score: Raw -422852.624141 + Penalty 808.095311 = -422044.528831 nChanged 200 SP:Iteration 10Q (3102.790000 sec): 3 clusters Score: Raw -422971.517638 + Penalty 808.095311 = -422163.422327 nChanged 144 SP:Iteration 11Q (3102.800000 sec): 3 clusters Score: Raw -423024.264691 + Penalty 808.095311 = -422216.169380 nChanged 120 SP:Iteration 12Q (3102.810000 sec): 3 clusters Score: Raw -423051.491928 + Penalty 808.095311 = -422243.396617 nChanged 86 SP:Iteration 13Q (3102.810000 sec): 3 clusters Score: Raw -423069.062250 + Penalty 808.095311 = -422260.966939 nChanged 63 SP:Iteration 14Q (3102.820000 sec): 3 clusters Score: Raw -423077.959688 + Penalty 808.095311 = -422269.864377 nChanged 44 SP:Iteration 15Q (3102.830000 sec): 3 clusters Score: Raw -423083.659435 + Penalty 808.095311 = -422275.564124 nChanged 43 SP:Iteration 16Q (3102.840000 sec): 3 clusters Score: Raw -423088.338256 + Penalty 808.095311 = -422280.242946 nChanged 31 SP:Iteration 17Q (3102.840000 sec): 3 clusters Score: Raw -423091.615627 + Penalty 808.095311 = -422283.520316 nChanged 26 SP:Iteration 18Q (3102.850000 sec): 3 clusters Score: Raw -423093.948847 + Penalty 808.095311 = -422285.853537 nChanged 21 SP:Iteration 19Q (3102.860000 sec): 3 clusters Score: Raw -423095.201305 + Penalty 808.095311 = -422287.105995 nChanged 10 SP:Iteration 20F (3102.860000 sec): 3 clusters Score: Raw -423095.743363 + Penalty 808.095311 = -422287.648052 nChanged 7 SP:Iteration 21Q (3102.870000 sec): 3 clusters Score: Raw -423096.054814 + Penalty 808.095311 = -422287.959503 nChanged 5 SP:Iteration 22Q (3102.880000 sec): 3 clusters Score: Raw -423096.721996 + Penalty 808.095311 = -422288.626685 nChanged 8 SP:Iteration 23Q (3102.880000 sec): 3 clusters Score: Raw -423097.454620 + Penalty 808.095311 = -422289.359309 nChanged 6 SP:Iteration 24Q (3102.890000 sec): 3 clusters Score: Raw -423097.852888 + Penalty 808.095311 = -422289.757578 nChanged 7 SP:Iteration 25Q (3102.900000 sec): 3 clusters Score: Raw -423098.281833 + Penalty 808.095311 = -422290.186522 nChanged 3 SP:Iteration 26Q (3102.910000 sec): 3 clusters Score: Raw -423098.492719 + Penalty 808.095311 = -422290.397408 nChanged 3 SP:Iteration 27Q (3102.910000 sec): 3 clusters Score: Raw -423098.558781 + Penalty 808.095311 = -422290.463471 nChanged 1 SP:Iteration 28Q (3102.920000 sec): 3 clusters Score: Raw -423098.585095 + Penalty 808.095311 = -422290.489785 nChanged 1 SP:Iteration 29Q (3102.930000 sec): 3 clusters Score: Raw -423098.659734 + Penalty 808.095311 = -422290.564424 nChanged 2 SP:Iteration 30Q (3102.930000 sec): 3 clusters Score: Raw -423098.971349 + Penalty 808.095311 = -422290.876038 nChanged 6 SP:Iteration 31Q (3102.940000 sec): 3 clusters Score: Raw -423099.699196 + Penalty 808.095311 = -422291.603885 nChanged 5 SP:Iteration 32Q (3102.950000 sec): 3 clusters Score: Raw -423100.218172 + Penalty 808.095311 = -422292.122861 nChanged 6 SP:Iteration 33Q (3102.950000 sec): 3 clusters Score: Raw -423100.617093 + Penalty 808.095311 = -422292.521782 nChanged 5 SP:Iteration 34Q (3102.960000 sec): 3 clusters Score: Raw -423101.075214 + Penalty 808.095311 = -422292.979903 nChanged 2 SP:Iteration 35Q (3102.970000 sec): 3 clusters Score: Raw -423101.110411 + Penalty 808.095311 = -422293.015101 nChanged 1 SP:Iteration 36Q (3102.970000 sec): 3 clusters Score: Raw -423101.125721 + Penalty 808.095311 = -422293.030410 nChanged 1 SP:Iteration 37Q (3102.980000 sec): 3 clusters Score: Raw -423101.150949 + Penalty 808.095311 = -422293.055638 nChanged 1 SP:Iteration 38Q (3102.990000 sec): 3 clusters Score: Raw -423101.178458 + Penalty 808.095311 = -422293.083147 nChanged 0 SP:Iteration 39F (3102.990000 sec): 3 clusters Score: Raw -423101.178458 + Penalty 808.095311 = -422293.083147 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 37 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.000000 sec): 2 clusters Score: Raw -12446.781343 + Penalty 243.293393 = -12203.487950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.000000 sec): 3 clusters Score: Raw -12385.725731 + Penalty 486.586785 = -11899.138946 nChanged 51 SP:Iteration 1F (3103.000000 sec): 3 clusters Score: Raw -12438.391955 + Penalty 486.586785 = -11951.805170 nChanged 11 SP:Iteration 2F (3103.000000 sec): 3 clusters Score: Raw -12450.240245 + Penalty 486.586785 = -11963.653460 nChanged 8 SP:Iteration 3Q (3103.000000 sec): 3 clusters Score: Raw -12465.846552 + Penalty 486.586785 = -11979.259766 nChanged 7 SP:Iteration 4Q (3103.000000 sec): 3 clusters Score: Raw -12476.898477 + Penalty 486.586785 = -11990.311691 nChanged 2 SP:Iteration 5Q (3103.000000 sec): 3 clusters Score: Raw -12478.601432 + Penalty 486.586785 = -11992.014647 nChanged 2 SP:Iteration 6Q (3103.000000 sec): 3 clusters Score: Raw -12480.386357 + Penalty 486.586785 = -11993.799571 nChanged 0 SP:Iteration 7F (3103.000000 sec): 3 clusters Score: Raw -12480.386357 + Penalty 486.586785 = -11993.799571 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 38 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.000000 sec): 2 clusters Score: Raw -7000.990246 + Penalty 220.767377 = -6780.222869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.000000 sec): 3 clusters Score: Raw -6992.532449 + Penalty 441.534754 = -6550.997695 nChanged 29 SP:Iteration 1F (3103.000000 sec): 3 clusters Score: Raw -7035.599162 + Penalty 441.534754 = -6594.064408 nChanged 6 SP:Iteration 2Q (3103.000000 sec): 3 clusters Score: Raw -7056.906135 + Penalty 441.534754 = -6615.371381 nChanged 3 SP:Iteration 3Q (3103.000000 sec): 3 clusters Score: Raw -7062.866232 + Penalty 441.534754 = -6621.331478 nChanged 2 SP:Iteration 4Q (3103.000000 sec): 3 clusters Score: Raw -7070.579719 + Penalty 441.534754 = -6629.044965 nChanged 0 SP:Iteration 5F (3103.000000 sec): 3 clusters Score: Raw -7070.579719 + Penalty 441.534754 = -6629.044965 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 39 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.000000 sec): 2 clusters Score: Raw -3452.076758 + Penalty 189.934621 = -3262.142138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.000000 sec): 3 clusters Score: Raw -3479.127123 + Penalty 379.869242 = -3099.257882 nChanged 8 SP:Iteration 1F (3103.000000 sec): 3 clusters Score: Raw -3506.735713 + Penalty 379.869242 = -3126.866471 nChanged 2 SP:Iteration 2Q (3103.000000 sec): 3 clusters Score: Raw -3525.465934 + Penalty 379.869242 = -3145.596692 nChanged 0 SP:Iteration 3F (3103.000000 sec): 3 clusters Score: Raw -3525.465934 + Penalty 379.869242 = -3145.596692 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 40 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.010000 sec): 2 clusters Score: Raw -6037.634119 + Penalty 213.871857 = -5823.762262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.010000 sec): 3 clusters Score: Raw -6042.051820 + Penalty 427.743713 = -5614.308107 nChanged 17 SP:Iteration 1F (3103.010000 sec): 3 clusters Score: Raw -6079.260313 + Penalty 427.743713 = -5651.516600 nChanged 6 SP:Iteration 2F (3103.010000 sec): 3 clusters Score: Raw -6110.668292 + Penalty 427.743713 = -5682.924579 nChanged 5 SP:Iteration 3Q (3103.010000 sec): 3 clusters Score: Raw -6136.636866 + Penalty 427.743713 = -5708.893153 nChanged 3 SP:Iteration 4Q (3103.010000 sec): 3 clusters Score: Raw -6151.200664 + Penalty 427.743713 = -5723.456951 nChanged 4 SP:Iteration 5Q (3103.010000 sec): 3 clusters Score: Raw -6167.916789 + Penalty 427.743713 = -5740.173076 nChanged 4 SP:Iteration 6Q (3103.010000 sec): 3 clusters Score: Raw -6190.433411 + Penalty 427.743713 = -5762.689698 nChanged 1 SP:Iteration 7Q (3103.010000 sec): 3 clusters Score: Raw -6197.559900 + Penalty 427.743713 = -5769.816186 nChanged 1 SP:Iteration 8Q (3103.010000 sec): 3 clusters Score: Raw -6225.071151 + Penalty 427.743713 = -5797.327438 nChanged 1 SP:Iteration 9Q (3103.010000 sec): 3 clusters Score: Raw -6231.054970 + Penalty 427.743713 = -5803.311257 nChanged 1 SP:Iteration 10Q (3103.010000 sec): 3 clusters Score: Raw -6231.947909 + Penalty 427.743713 = -5804.204196 nChanged 0 SP:Iteration 11F (3103.010000 sec): 3 clusters Score: Raw -6231.947909 + Penalty 427.743713 = -5804.204196 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 41 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.010000 sec): 2 clusters Score: Raw -203623.424811 + Penalty 369.957875 = -203253.466937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.010000 sec): 3 clusters Score: Raw -201641.736859 + Penalty 739.915750 = -200901.821109 nChanged 1469 SP:Iteration 1F (3103.020000 sec): 3 clusters Score: Raw -202552.724912 + Penalty 739.915750 = -201812.809162 nChanged 271 SP:Iteration 2F (3103.020000 sec): 3 clusters Score: Raw -202719.557017 + Penalty 739.915750 = -201979.641268 nChanged 232 SP:Iteration 3F (3103.030000 sec): 3 clusters Score: Raw -202895.868163 + Penalty 739.915750 = -202155.952413 nChanged 209 SP:Iteration 4F (3103.030000 sec): 3 clusters Score: Raw -203049.950165 + Penalty 739.915750 = -202310.034415 nChanged 167 SP:Iteration 5Q (3103.030000 sec): 3 clusters Score: Raw -203155.585145 + Penalty 739.915750 = -202415.669396 nChanged 120 SP:Iteration 6Q (3103.040000 sec): 3 clusters Score: Raw -203225.141131 + Penalty 739.915750 = -202485.225381 nChanged 113 SP:Iteration 7Q (3103.040000 sec): 3 clusters Score: Raw -203280.124726 + Penalty 739.915750 = -202540.208977 nChanged 86 SP:Iteration 8Q (3103.040000 sec): 3 clusters Score: Raw -203324.248592 + Penalty 739.915750 = -202584.332842 nChanged 80 SP:Iteration 9Q (3103.050000 sec): 3 clusters Score: Raw -203360.764772 + Penalty 739.915750 = -202620.849022 nChanged 65 SP:Iteration 10Q (3103.050000 sec): 3 clusters Score: Raw -203395.378222 + Penalty 739.915750 = -202655.462473 nChanged 62 SP:Iteration 11Q (3103.050000 sec): 3 clusters Score: Raw -203433.978858 + Penalty 739.915750 = -202694.063108 nChanged 70 SP:Iteration 12Q (3103.050000 sec): 3 clusters Score: Raw -203472.512400 + Penalty 739.915750 = -202732.596650 nChanged 59 SP:Iteration 13Q (3103.060000 sec): 3 clusters Score: Raw -203506.854064 + Penalty 739.915750 = -202766.938315 nChanged 62 SP:Iteration 14Q (3103.060000 sec): 3 clusters Score: Raw -203545.509996 + Penalty 739.915750 = -202805.594246 nChanged 64 SP:Iteration 15Q (3103.070000 sec): 3 clusters Score: Raw -203594.495798 + Penalty 739.915750 = -202854.580049 nChanged 66 SP:Iteration 16Q (3103.070000 sec): 3 clusters Score: Raw -203639.867357 + Penalty 739.915750 = -202899.951608 nChanged 51 SP:Iteration 17Q (3103.070000 sec): 3 clusters Score: Raw -203673.210904 + Penalty 739.915750 = -202933.295155 nChanged 55 SP:Iteration 18Q (3103.070000 sec): 3 clusters Score: Raw -203701.295795 + Penalty 739.915750 = -202961.380046 nChanged 36 SP:Iteration 19Q (3103.070000 sec): 3 clusters Score: Raw -203716.658856 + Penalty 739.915750 = -202976.743107 nChanged 26 SP:Iteration 20F (3103.080000 sec): 3 clusters Score: Raw -203728.298021 + Penalty 739.915750 = -202988.382271 nChanged 22 SP:Iteration 21Q (3103.080000 sec): 3 clusters Score: Raw -203736.824632 + Penalty 739.915750 = -202996.908883 nChanged 21 SP:Iteration 22Q (3103.090000 sec): 3 clusters Score: Raw -203744.544525 + Penalty 739.915750 = -203004.628776 nChanged 16 SP:Iteration 23Q (3103.090000 sec): 3 clusters Score: Raw -203749.930448 + Penalty 739.915750 = -203010.014699 nChanged 18 SP:Iteration 24Q (3103.090000 sec): 3 clusters Score: Raw -203754.928829 + Penalty 739.915750 = -203015.013080 nChanged 13 SP:Iteration 25Q (3103.090000 sec): 3 clusters Score: Raw -203757.786713 + Penalty 739.915750 = -203017.870963 nChanged 7 SP:Iteration 26Q (3103.100000 sec): 3 clusters Score: Raw -203758.632709 + Penalty 739.915750 = -203018.716960 nChanged 3 SP:Iteration 27Q (3103.100000 sec): 3 clusters Score: Raw -203759.168780 + Penalty 739.915750 = -203019.253031 nChanged 2 SP:Iteration 28Q (3103.100000 sec): 3 clusters Score: Raw -203759.375532 + Penalty 739.915750 = -203019.459782 nChanged 1 SP:Iteration 29Q (3103.110000 sec): 3 clusters Score: Raw -203759.601753 + Penalty 739.915750 = -203019.686004 nChanged 1 SP:Iteration 30Q (3103.110000 sec): 3 clusters Score: Raw -203759.667909 + Penalty 739.915750 = -203019.752159 nChanged 0 SP:Iteration 31F (3103.110000 sec): 3 clusters Score: Raw -203759.667909 + Penalty 739.915750 = -203019.752159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 42 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.110000 sec): 2 clusters Score: Raw -47577.556242 + Penalty 304.658851 = -47272.897391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.110000 sec): 3 clusters Score: Raw -47196.437462 + Penalty 609.317701 = -46587.119761 nChanged 311 SP:Iteration 1F (3103.120000 sec): 3 clusters Score: Raw -47391.602392 + Penalty 609.317701 = -46782.284691 nChanged 72 SP:Iteration 2F (3103.120000 sec): 3 clusters Score: Raw -47453.605897 + Penalty 609.317701 = -46844.288195 nChanged 59 SP:Iteration 3F (3103.120000 sec): 3 clusters Score: Raw -47488.818018 + Penalty 609.317701 = -46879.500317 nChanged 37 SP:Iteration 4Q (3103.120000 sec): 3 clusters Score: Raw -47513.279090 + Penalty 609.317701 = -46903.961389 nChanged 36 SP:Iteration 5Q (3103.120000 sec): 3 clusters Score: Raw -47545.003129 + Penalty 609.317701 = -46935.685427 nChanged 35 SP:Iteration 6Q (3103.120000 sec): 3 clusters Score: Raw -47569.968249 + Penalty 609.317701 = -46960.650548 nChanged 32 SP:Iteration 7Q (3103.120000 sec): 3 clusters Score: Raw -47598.337117 + Penalty 609.317701 = -46989.019416 nChanged 25 SP:Iteration 8Q (3103.120000 sec): 3 clusters Score: Raw -47617.640177 + Penalty 609.317701 = -47008.322476 nChanged 22 SP:Iteration 9Q (3103.120000 sec): 3 clusters Score: Raw -47632.580318 + Penalty 609.317701 = -47023.262617 nChanged 18 SP:Iteration 10Q (3103.120000 sec): 3 clusters Score: Raw -47645.643100 + Penalty 609.317701 = -47036.325399 nChanged 19 SP:Iteration 11Q (3103.130000 sec): 3 clusters Score: Raw -47664.765217 + Penalty 609.317701 = -47055.447516 nChanged 14 SP:Iteration 12Q (3103.130000 sec): 3 clusters Score: Raw -47678.939496 + Penalty 609.317701 = -47069.621795 nChanged 16 SP:Iteration 13Q (3103.130000 sec): 3 clusters Score: Raw -47692.671925 + Penalty 609.317701 = -47083.354224 nChanged 12 SP:Iteration 14Q (3103.130000 sec): 3 clusters Score: Raw -47699.549706 + Penalty 609.317701 = -47090.232004 nChanged 4 SP:Iteration 15Q (3103.130000 sec): 3 clusters Score: Raw -47701.877659 + Penalty 609.317701 = -47092.559958 nChanged 4 SP:Iteration 16Q (3103.130000 sec): 3 clusters Score: Raw -47703.683780 + Penalty 609.317701 = -47094.366079 nChanged 2 SP:Iteration 17Q (3103.130000 sec): 3 clusters Score: Raw -47704.719143 + Penalty 609.317701 = -47095.401441 nChanged 4 SP:Iteration 18Q (3103.130000 sec): 3 clusters Score: Raw -47705.779041 + Penalty 609.317701 = -47096.461339 nChanged 3 SP:Iteration 19Q (3103.130000 sec): 3 clusters Score: Raw -47706.480736 + Penalty 609.317701 = -47097.163034 nChanged 1 SP:Iteration 20F (3103.130000 sec): 3 clusters Score: Raw -47707.144008 + Penalty 609.317701 = -47097.826307 nChanged 3 SP:Iteration 21Q (3103.130000 sec): 3 clusters Score: Raw -47709.808201 + Penalty 609.317701 = -47100.490499 nChanged 3 SP:Iteration 22Q (3103.130000 sec): 3 clusters Score: Raw -47711.360486 + Penalty 609.317701 = -47102.042784 nChanged 4 SP:Iteration 23Q (3103.130000 sec): 3 clusters Score: Raw -47713.576831 + Penalty 609.317701 = -47104.259129 nChanged 2 SP:Iteration 24Q (3103.130000 sec): 3 clusters Score: Raw -47714.444719 + Penalty 609.317701 = -47105.127017 nChanged 2 SP:Iteration 25Q (3103.130000 sec): 3 clusters Score: Raw -47718.218253 + Penalty 609.317701 = -47108.900552 nChanged 2 SP:Iteration 26Q (3103.140000 sec): 3 clusters Score: Raw -47718.865147 + Penalty 609.317701 = -47109.547446 nChanged 1 SP:Iteration 27Q (3103.140000 sec): 3 clusters Score: Raw -47719.364961 + Penalty 609.317701 = -47110.047260 nChanged 1 SP:Iteration 28Q (3103.140000 sec): 3 clusters Score: Raw -47719.936301 + Penalty 609.317701 = -47110.618600 nChanged 0 SP:Iteration 29F (3103.140000 sec): 3 clusters Score: Raw -47719.936301 + Penalty 609.317701 = -47110.618600 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 43 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.140000 sec): 2 clusters Score: Raw -3138.231796 + Penalty 190.629291 = -2947.602506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.140000 sec): 3 clusters Score: Raw -3167.896499 + Penalty 381.258582 = -2786.637917 nChanged 11 SP:Iteration 1F (3103.140000 sec): 3 clusters Score: Raw -3188.417258 + Penalty 381.258582 = -2807.158677 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 44 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.140000 sec): 2 clusters Score: Raw -14271.132720 + Penalty 255.063994 = -14016.068726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.140000 sec): 3 clusters Score: Raw -14201.563831 + Penalty 510.127988 = -13691.435843 nChanged 72 SP:Iteration 1F (3103.140000 sec): 3 clusters Score: Raw -14278.135566 + Penalty 510.127988 = -13768.007578 nChanged 25 SP:Iteration 2F (3103.140000 sec): 3 clusters Score: Raw -14307.442090 + Penalty 510.127988 = -13797.314102 nChanged 16 SP:Iteration 3F (3103.140000 sec): 3 clusters Score: Raw -14328.827660 + Penalty 510.127988 = -13818.699672 nChanged 11 SP:Iteration 4Q (3103.140000 sec): 3 clusters Score: Raw -14354.222701 + Penalty 510.127988 = -13844.094712 nChanged 8 SP:Iteration 5Q (3103.140000 sec): 3 clusters Score: Raw -14364.457316 + Penalty 510.127988 = -13854.329328 nChanged 2 SP:Iteration 6Q (3103.140000 sec): 3 clusters Score: Raw -14367.622848 + Penalty 510.127988 = -13857.494860 nChanged 2 SP:Iteration 7Q (3103.140000 sec): 3 clusters Score: Raw -14370.135521 + Penalty 510.127988 = -13860.007533 nChanged 2 SP:Iteration 8Q (3103.150000 sec): 3 clusters Score: Raw -14373.282757 + Penalty 510.127988 = -13863.154769 nChanged 0 SP:Iteration 9F (3103.150000 sec): 3 clusters Score: Raw -14373.282757 + Penalty 510.127988 = -13863.154769 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 45 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 2 clusters Score: Raw -7138.866780 + Penalty 218.954388 = -6919.912392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 3 clusters Score: Raw -7125.525306 + Penalty 437.908776 = -6687.616529 nChanged 24 SP:Iteration 1F (3103.150000 sec): 3 clusters Score: Raw -7180.641515 + Penalty 437.908776 = -6742.732739 nChanged 7 SP:Iteration 2F (3103.150000 sec): 3 clusters Score: Raw -7186.662367 + Penalty 437.908776 = -6748.753591 nChanged 1 SP:Iteration 3Q (3103.150000 sec): 3 clusters Score: Raw -7188.187764 + Penalty 437.908776 = -6750.278988 nChanged 1 SP:Iteration 4Q (3103.150000 sec): 3 clusters Score: Raw -7191.961578 + Penalty 437.908776 = -6754.052802 nChanged 1 SP:Iteration 5Q (3103.150000 sec): 3 clusters Score: Raw -7192.292341 + Penalty 437.908776 = -6754.383564 nChanged 1 SP:Iteration 6Q (3103.150000 sec): 3 clusters Score: Raw -7194.908282 + Penalty 437.908776 = -6756.999506 nChanged 0 SP:Iteration 7F (3103.150000 sec): 3 clusters Score: Raw -7194.908282 + Penalty 437.908776 = -6756.999506 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 2 clusters Score: Raw -10387.026361 + Penalty 236.026054 = -10151.000307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 3 clusters Score: Raw -10357.032327 + Penalty 472.052108 = -9884.980219 nChanged 48 SP:Iteration 1F (3103.150000 sec): 3 clusters Score: Raw -10422.564349 + Penalty 472.052108 = -9950.512241 nChanged 11 SP:Iteration 2F (3103.150000 sec): 3 clusters Score: Raw -10437.747827 + Penalty 472.052108 = -9965.695719 nChanged 2 SP:Iteration 3Q (3103.150000 sec): 3 clusters Score: Raw -10439.858972 + Penalty 472.052108 = -9967.806864 nChanged 1 SP:Iteration 4Q (3103.150000 sec): 3 clusters Score: Raw -10440.060935 + Penalty 472.052108 = -9968.008827 nChanged 0 SP:Iteration 5F (3103.150000 sec): 3 clusters Score: Raw -10440.060935 + Penalty 472.052108 = -9968.008827 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 47 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 2 clusters Score: Raw -6064.774572 + Penalty 210.436263 = -5854.338309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 3 clusters Score: Raw -6080.921844 + Penalty 420.872526 = -5660.049318 nChanged 13 SP:Iteration 1F (3103.150000 sec): 3 clusters Score: Raw -6128.297549 + Penalty 420.872526 = -5707.425023 nChanged 4 SP:Iteration 2Q (3103.150000 sec): 3 clusters Score: Raw -6143.692646 + Penalty 420.872526 = -5722.820120 nChanged 2 SP:Iteration 3Q (3103.150000 sec): 3 clusters Score: Raw -6156.984311 + Penalty 420.872526 = -5736.111785 nChanged 0 SP:Iteration 4F (3103.150000 sec): 3 clusters Score: Raw -6156.984311 + Penalty 420.872526 = -5736.111785 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 48 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 2 clusters Score: Raw -7921.877221 + Penalty 226.126505 = -7695.750716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 3 clusters Score: Raw -7908.069970 + Penalty 452.253010 = -7455.816960 nChanged 26 SP:Iteration 1F (3103.150000 sec): 3 clusters Score: Raw -7945.876130 + Penalty 452.253010 = -7493.623120 nChanged 5 SP:Iteration 2Q (3103.150000 sec): 3 clusters Score: Raw -7951.599890 + Penalty 452.253010 = -7499.346880 nChanged 4 SP:Iteration 3Q (3103.150000 sec): 3 clusters Score: Raw -7956.466854 + Penalty 452.253010 = -7504.213844 nChanged 2 SP:Iteration 4Q (3103.150000 sec): 3 clusters Score: Raw -7959.946278 + Penalty 452.253010 = -7507.693267 nChanged 3 SP:Iteration 5Q (3103.150000 sec): 3 clusters Score: Raw -7963.961507 + Penalty 452.253010 = -7511.708497 nChanged 1 SP:Iteration 6Q (3103.150000 sec): 3 clusters Score: Raw -7967.124260 + Penalty 452.253010 = -7514.871250 nChanged 2 SP:Iteration 7Q (3103.150000 sec): 3 clusters Score: Raw -7973.910842 + Penalty 452.253010 = -7521.657831 nChanged 4 SP:Iteration 8Q (3103.150000 sec): 3 clusters Score: Raw -7984.229572 + Penalty 452.253010 = -7531.976562 nChanged 4 SP:Iteration 9Q (3103.150000 sec): 3 clusters Score: Raw -7992.902747 + Penalty 452.253010 = -7540.649737 nChanged 3 SP:Iteration 10Q (3103.150000 sec): 3 clusters Score: Raw -8004.621552 + Penalty 452.253010 = -7552.368542 nChanged 4 SP:Iteration 11Q (3103.150000 sec): 3 clusters Score: Raw -8015.853918 + Penalty 452.253010 = -7563.600908 nChanged 2 SP:Iteration 12Q (3103.150000 sec): 3 clusters Score: Raw -8020.018548 + Penalty 452.253010 = -7567.765538 nChanged 0 SP:Iteration 13F (3103.150000 sec): 3 clusters Score: Raw -8020.018548 + Penalty 452.253010 = -7567.765538 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 49 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 2 clusters Score: Raw -12293.304984 + Penalty 244.994525 = -12048.310459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.150000 sec): 3 clusters Score: Raw -12239.749392 + Penalty 489.989051 = -11749.760341 nChanged 60 SP:Iteration 1F (3103.150000 sec): 3 clusters Score: Raw -12332.039871 + Penalty 489.989051 = -11842.050820 nChanged 11 SP:Iteration 2F (3103.150000 sec): 3 clusters Score: Raw -12353.243473 + Penalty 489.989051 = -11863.254423 nChanged 9 SP:Iteration 3Q (3103.150000 sec): 3 clusters Score: Raw -12364.854692 + Penalty 489.989051 = -11874.865641 nChanged 2 SP:Iteration 4Q (3103.150000 sec): 3 clusters Score: Raw -12366.426264 + Penalty 489.989051 = -11876.437213 nChanged 0 SP:Iteration 5F (3103.160000 sec): 3 clusters Score: Raw -12366.426264 + Penalty 489.989051 = -11876.437213 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 50 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3103.160000 sec): 2 clusters Score: Raw -13787.852314 + Penalty 246.835226 = -13541.017088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3103.160000 sec): 3 clusters Score: Raw -13711.712220 + Penalty 493.670452 = -13218.041769 nChanged 59 SP:Iteration 1F (3103.160000 sec): 3 clusters Score: Raw -13774.663326 + Penalty 493.670452 = -13280.992874 nChanged 16 SP:Iteration 2F (3103.160000 sec): 3 clusters Score: Raw -13796.932674 + Penalty 493.670452 = -13303.262223 nChanged 9 SP:Iteration 3Q (3103.160000 sec): 3 clusters Score: Raw -13803.671930 + Penalty 493.670452 = -13310.001479 nChanged 2 SP:Iteration 4Q (3103.160000 sec): 3 clusters Score: Raw -13805.974388 + Penalty 493.670452 = -13312.303936 nChanged 1 SP:Iteration 5Q (3103.160000 sec): 3 clusters Score: Raw -13807.632717 + Penalty 493.670452 = -13313.962266 nChanged 2 SP:Iteration 6Q (3103.160000 sec): 3 clusters Score: Raw -13810.097087 + Penalty 493.670452 = -13316.426635 nChanged 1 SP:Iteration 7Q (3103.160000 sec): 3 clusters Score: Raw -13813.891674 + Penalty 493.670452 = -13320.221222 nChanged 2 SP:Iteration 8Q (3103.160000 sec): 3 clusters Score: Raw -13816.336479 + Penalty 493.670452 = -13322.666027 nChanged 1 SP:Iteration 9Q (3103.160000 sec): 3 clusters Score: Raw -13817.862573 + Penalty 493.670452 = -13324.192122 nChanged 0 SP:Iteration 10F (3103.160000 sec): 3 clusters Score: Raw -13817.862573 + Penalty 493.670452 = -13324.192122 nChanged 0 Iteration 219Q (3106.960000 sec): 51 clusters Score: Raw -23848104.015239 + Penalty 29436.794449 = -23818667.220790 nChanged 32 Iteration 220F (3115.060000 sec): 51 clusters Score: Raw -23848119.127831 + Penalty 29436.794449 = -23818682.333381 nChanged 22 Iteration 221Q (3118.770000 sec): 51 clusters Score: Raw -23848124.693751 + Penalty 29436.794449 = -23818687.899301 nChanged 24 Iteration 222Q (3122.520000 sec): 51 clusters Score: Raw -23848127.895492 + Penalty 29436.794449 = -23818691.101042 nChanged 15 Iteration 223Q (3126.290000 sec): 51 clusters Score: Raw -23848128.817212 + Penalty 29436.794449 = -23818692.022762 nChanged 14 Iteration 224Q (3130.040000 sec): 51 clusters Score: Raw -23848129.579869 + Penalty 29436.794449 = -23818692.785419 nChanged 7 Iteration 225Q (3133.780000 sec): 51 clusters Score: Raw -23848130.502417 + Penalty 29436.794449 = -23818693.707968 nChanged 8 Iteration 226Q (3137.530000 sec): 51 clusters Score: Raw -23848132.193255 + Penalty 29436.794449 = -23818695.398806 nChanged 8 Iteration 227Q (3141.330000 sec): 51 clusters Score: Raw -23848133.384630 + Penalty 29436.794449 = -23818696.590180 nChanged 10 Iteration 228Q (3145.080000 sec): 51 clusters Score: Raw -23848134.978809 + Penalty 29436.794449 = -23818698.184360 nChanged 18 Iteration 229Q (3148.830000 sec): 51 clusters Score: Raw -23848136.665787 + Penalty 29436.794449 = -23818699.871337 nChanged 18 Iteration 230Q (3152.590000 sec): 51 clusters Score: Raw -23848137.822540 + Penalty 29436.794449 = -23818701.028090 nChanged 16 Iteration 231Q (3156.340000 sec): 51 clusters Score: Raw -23848138.956795 + Penalty 29436.794449 = -23818702.162346 nChanged 14 Iteration 232Q (3160.110000 sec): 51 clusters Score: Raw -23848139.710672 + Penalty 29436.794449 = -23818702.916223 nChanged 12 Iteration 233Q (3163.900000 sec): 51 clusters Score: Raw -23848141.402538 + Penalty 29436.794449 = -23818704.608088 nChanged 13 Iteration 234Q (3167.660000 sec): 51 clusters Score: Raw -23848145.675404 + Penalty 29436.794449 = -23818708.880954 nChanged 13 Iteration 235Q (3171.420000 sec): 51 clusters Score: Raw -23848152.044913 + Penalty 29436.794449 = -23818715.250464 nChanged 16 Iteration 236Q (3175.210000 sec): 51 clusters Score: Raw -23848156.727435 + Penalty 29436.794449 = -23818719.932986 nChanged 19 Iteration 237Q (3178.960000 sec): 51 clusters Score: Raw -23848158.462157 + Penalty 29436.794449 = -23818721.667707 nChanged 25 Iteration 238Q (3182.730000 sec): 51 clusters Score: Raw -23848162.241196 + Penalty 29436.794449 = -23818725.446746 nChanged 37 Iteration 239Q (3186.510000 sec): 51 clusters Score: Raw -23848166.472061 + Penalty 29436.794449 = -23818729.677612 nChanged 33 Iteration 240F (3194.920000 sec): 51 clusters Score: Raw -23848170.740918 + Penalty 29436.794449 = -23818733.946469 nChanged 28 Iteration 241Q (3198.770000 sec): 51 clusters Score: Raw -23848172.929689 + Penalty 29436.794449 = -23818736.135239 nChanged 27 Iteration 242Q (3202.530000 sec): 51 clusters Score: Raw -23848176.923169 + Penalty 29436.794449 = -23818740.128720 nChanged 31 Iteration 243Q (3206.280000 sec): 51 clusters Score: Raw -23848180.110628 + Penalty 29436.794449 = -23818743.316179 nChanged 29 Iteration 244Q (3210.040000 sec): 51 clusters Score: Raw -23848182.056088 + Penalty 29436.794449 = -23818745.261639 nChanged 21 Iteration 245Q (3213.780000 sec): 51 clusters Score: Raw -23848183.729808 + Penalty 29436.794449 = -23818746.935359 nChanged 12 Iteration 246Q (3217.540000 sec): 51 clusters Score: Raw -23848184.020168 + Penalty 29436.794449 = -23818747.225718 nChanged 4 Iteration 247Q (3221.320000 sec): 51 clusters Score: Raw -23848184.292318 + Penalty 29436.794449 = -23818747.497868 nChanged 6 Iteration 248Q (3225.060000 sec): 51 clusters Score: Raw -23848184.572202 + Penalty 29436.794449 = -23818747.777753 nChanged 2 Iteration 249Q (3228.880000 sec): 51 clusters Score: Raw -23848184.862593 + Penalty 29436.794449 = -23818748.068143 nChanged 0 Iteration 250F (3236.990000 sec): 51 clusters Score: Raw -23848184.862593 + Penalty 29436.794449 = -23818748.068143 nChanged 0 Compute initial score before splitting: Score: Raw -23848184.862593 + Penalty 29436.794449 = -23818748.068143 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3237.000000 sec): 2 clusters Score: Raw -8039.072399 + Penalty 224.844730 = -7814.227669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3237.000000 sec): 3 clusters Score: Raw -8044.870875 + Penalty 449.689460 = -7595.181414 nChanged 31 SP:Iteration 1F (3237.000000 sec): 3 clusters Score: Raw -8083.169486 + Penalty 449.689460 = -7633.480026 nChanged 2 SP:Iteration 2Q (3237.000000 sec): 3 clusters Score: Raw -8084.498983 + Penalty 449.689460 = -7634.809522 nChanged 0 SP:Iteration 3F (3237.000000 sec): 3 clusters Score: Raw -8084.498983 + Penalty 449.689460 = -7634.809522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3237.000000 sec): 2 clusters Score: Raw -29613.547758 + Penalty 286.012913 = -29327.534844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3237.000000 sec): 3 clusters Score: Raw -29376.408242 + Penalty 572.025827 = -28804.382416 nChanged 204 SP:Iteration 1F (3237.000000 sec): 3 clusters Score: Raw -29510.940015 + Penalty 572.025827 = -28938.914188 nChanged 40 SP:Iteration 2F (3237.000000 sec): 3 clusters Score: Raw -29536.568157 + Penalty 572.025827 = -28964.542330 nChanged 23 SP:Iteration 3Q (3237.000000 sec): 3 clusters Score: Raw -29556.334996 + Penalty 572.025827 = -28984.309169 nChanged 22 SP:Iteration 4Q (3237.000000 sec): 3 clusters Score: Raw -29569.564747 + Penalty 572.025827 = -28997.538921 nChanged 12 SP:Iteration 5Q (3237.000000 sec): 3 clusters Score: Raw -29579.555327 + Penalty 572.025827 = -29007.529500 nChanged 23 SP:Iteration 6Q (3237.010000 sec): 3 clusters Score: Raw -29603.106382 + Penalty 572.025827 = -29031.080555 nChanged 22 SP:Iteration 7Q (3237.010000 sec): 3 clusters Score: Raw -29633.755267 + Penalty 572.025827 = -29061.729440 nChanged 29 SP:Iteration 8F (3237.010000 sec): 3 clusters Score: Raw -29666.927640 + Penalty 572.025827 = -29094.901814 nChanged 28 SP:Iteration 9F (3237.010000 sec): 3 clusters Score: Raw -29699.459130 + Penalty 572.025827 = -29127.433303 nChanged 19 SP:Iteration 10Q (3237.010000 sec): 3 clusters Score: Raw -29722.332462 + Penalty 572.025827 = -29150.306635 nChanged 16 SP:Iteration 11Q (3237.010000 sec): 3 clusters Score: Raw -29743.623709 + Penalty 572.025827 = -29171.597882 nChanged 19 SP:Iteration 12Q (3237.010000 sec): 3 clusters Score: Raw -29776.035766 + Penalty 572.025827 = -29204.009939 nChanged 20 SP:Iteration 13Q (3237.010000 sec): 3 clusters Score: Raw -29804.788845 + Penalty 572.025827 = -29232.763019 nChanged 9 SP:Iteration 14Q (3237.010000 sec): 3 clusters Score: Raw -29814.954343 + Penalty 572.025827 = -29242.928516 nChanged 4 SP:Iteration 15Q (3237.010000 sec): 3 clusters Score: Raw -29818.755940 + Penalty 572.025827 = -29246.730113 nChanged 3 SP:Iteration 16Q (3237.010000 sec): 3 clusters Score: Raw -29823.117393 + Penalty 572.025827 = -29251.091567 nChanged 3 SP:Iteration 17Q (3237.010000 sec): 3 clusters Score: Raw -29826.588914 + Penalty 572.025827 = -29254.563087 nChanged 1 SP:Iteration 18Q (3237.010000 sec): 3 clusters Score: Raw -29827.352602 + Penalty 572.025827 = -29255.326775 nChanged 0 SP:Iteration 19F (3237.010000 sec): 3 clusters Score: Raw -29827.352602 + Penalty 572.025827 = -29255.326775 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (41379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3237.080000 sec): 2 clusters Score: Raw -2356065.568593 + Penalty 483.689060 = -2355581.879534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3237.130000 sec): 3 clusters Score: Raw -2328709.202834 + Penalty 967.378119 = -2327741.824715 nChanged 19985 SP:Iteration 1F (3237.170000 sec): 3 clusters Score: Raw -2340158.147703 + Penalty 967.378119 = -2339190.769584 nChanged 1633 SP:Iteration 2Q (3237.220000 sec): 3 clusters Score: Raw -2340678.266173 + Penalty 967.378119 = -2339710.888054 nChanged 1950 SP:Iteration 3Q (3237.270000 sec): 3 clusters Score: Raw -2341407.200319 + Penalty 967.378119 = -2340439.822200 nChanged 2177 SP:Iteration 4F (3237.310000 sec): 3 clusters Score: Raw -2342339.505650 + Penalty 967.378119 = -2341372.127531 nChanged 2299 SP:Iteration 5F (3237.350000 sec): 3 clusters Score: Raw -2343552.170361 + Penalty 967.378119 = -2342584.792242 nChanged 2392 SP:Iteration 6F (3237.400000 sec): 3 clusters Score: Raw -2344904.202248 + Penalty 967.378119 = -2343936.824128 nChanged 2246 SP:Iteration 7F (3237.450000 sec): 3 clusters Score: Raw -2346188.153167 + Penalty 967.378119 = -2345220.775047 nChanged 1903 SP:Iteration 8Q (3237.500000 sec): 3 clusters Score: Raw -2347270.289540 + Penalty 967.378119 = -2346302.911421 nChanged 1632 SP:Iteration 9Q (3237.540000 sec): 3 clusters Score: Raw -2348376.573055 + Penalty 967.378119 = -2347409.194936 nChanged 1484 SP:Iteration 10Q (3237.590000 sec): 3 clusters Score: Raw -2349635.200117 + Penalty 967.378119 = -2348667.821998 nChanged 1348 SP:Iteration 11Q (3237.630000 sec): 3 clusters Score: Raw -2350923.705329 + Penalty 967.378119 = -2349956.327210 nChanged 1198 SP:Iteration 12Q (3237.670000 sec): 3 clusters Score: Raw -2351975.372155 + Penalty 967.378119 = -2351007.994035 nChanged 1001 SP:Iteration 13Q (3237.720000 sec): 3 clusters Score: Raw -2352699.120744 + Penalty 967.378119 = -2351731.742624 nChanged 892 SP:Iteration 14Q (3237.760000 sec): 3 clusters Score: Raw -2353261.631872 + Penalty 967.378119 = -2352294.253752 nChanged 765 SP:Iteration 15Q (3237.800000 sec): 3 clusters Score: Raw -2353735.374825 + Penalty 967.378119 = -2352767.996706 nChanged 671 SP:Iteration 16Q (3237.840000 sec): 3 clusters Score: Raw -2354146.707055 + Penalty 967.378119 = -2353179.328935 nChanged 601 SP:Iteration 17Q (3237.870000 sec): 3 clusters Score: Raw -2354503.397962 + Penalty 967.378119 = -2353536.019842 nChanged 490 SP:Iteration 18Q (3237.910000 sec): 3 clusters Score: Raw -2354802.018300 + Penalty 967.378119 = -2353834.640181 nChanged 434 SP:Iteration 19Q (3237.950000 sec): 3 clusters Score: Raw -2355064.501975 + Penalty 967.378119 = -2354097.123856 nChanged 378 SP:Iteration 20F (3237.990000 sec): 3 clusters Score: Raw -2355295.364233 + Penalty 967.378119 = -2354327.986114 nChanged 302 SP:Iteration 21Q (3238.030000 sec): 3 clusters Score: Raw -2355479.354029 + Penalty 967.378119 = -2354511.975910 nChanged 247 SP:Iteration 22Q (3238.070000 sec): 3 clusters Score: Raw -2355624.899947 + Penalty 967.378119 = -2354657.521827 nChanged 177 SP:Iteration 23Q (3238.100000 sec): 3 clusters Score: Raw -2355725.090051 + Penalty 967.378119 = -2354757.711931 nChanged 128 SP:Iteration 24Q (3238.140000 sec): 3 clusters Score: Raw -2355789.578773 + Penalty 967.378119 = -2354822.200653 nChanged 125 SP:Iteration 25Q (3238.170000 sec): 3 clusters Score: Raw -2355859.218053 + Penalty 967.378119 = -2354891.839934 nChanged 122 SP:Iteration 26Q (3238.210000 sec): 3 clusters Score: Raw -2355930.580645 + Penalty 967.378119 = -2354963.202525 nChanged 93 SP:Iteration 27Q (3238.250000 sec): 3 clusters Score: Raw -2355983.493044 + Penalty 967.378119 = -2355016.114924 nChanged 68 SP:Iteration 28Q (3238.280000 sec): 3 clusters Score: Raw -2356019.335506 + Penalty 967.378119 = -2355051.957386 nChanged 52 SP:Iteration 29Q (3238.310000 sec): 3 clusters Score: Raw -2356047.656583 + Penalty 967.378119 = -2355080.278464 nChanged 41 SP:Iteration 30Q (3238.350000 sec): 3 clusters Score: Raw -2356073.387777 + Penalty 967.378119 = -2355106.009657 nChanged 34 SP:Iteration 31Q (3238.380000 sec): 3 clusters Score: Raw -2356093.919156 + Penalty 967.378119 = -2355126.541036 nChanged 25 SP:Iteration 32Q (3238.410000 sec): 3 clusters Score: Raw -2356108.449140 + Penalty 967.378119 = -2355141.071021 nChanged 17 SP:Iteration 33Q (3238.450000 sec): 3 clusters Score: Raw -2356119.751925 + Penalty 967.378119 = -2355152.373806 nChanged 13 SP:Iteration 34Q (3238.480000 sec): 3 clusters Score: Raw -2356128.225907 + Penalty 967.378119 = -2355160.847788 nChanged 11 SP:Iteration 35Q (3238.510000 sec): 3 clusters Score: Raw -2356133.181234 + Penalty 967.378119 = -2355165.803115 nChanged 8 SP:Iteration 36Q (3238.550000 sec): 3 clusters Score: Raw -2356137.194874 + Penalty 967.378119 = -2355169.816754 nChanged 3 SP:Iteration 37Q (3238.580000 sec): 3 clusters Score: Raw -2356138.586227 + Penalty 967.378119 = -2355171.208107 nChanged 0 SP:Iteration 38F (3238.630000 sec): 3 clusters Score: Raw -2356138.586227 + Penalty 967.378119 = -2355171.208107 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (6555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3238.650000 sec): 2 clusters Score: Raw -399435.027274 + Penalty 399.853245 = -399035.174029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3238.660000 sec): 3 clusters Score: Raw -395423.057687 + Penalty 799.706489 = -394623.351198 nChanged 2989 SP:Iteration 1F (3238.660000 sec): 3 clusters Score: Raw -397163.583267 + Penalty 799.706489 = -396363.876778 nChanged 314 SP:Iteration 2Q (3238.670000 sec): 3 clusters Score: Raw -397280.719351 + Penalty 799.706489 = -396481.012862 nChanged 291 SP:Iteration 3Q (3238.670000 sec): 3 clusters Score: Raw -397410.789513 + Penalty 799.706489 = -396611.083024 nChanged 312 SP:Iteration 4Q (3238.680000 sec): 3 clusters Score: Raw -397570.695775 + Penalty 799.706489 = -396770.989286 nChanged 323 SP:Iteration 5Q (3238.690000 sec): 3 clusters Score: Raw -397762.631928 + Penalty 799.706489 = -396962.925439 nChanged 325 SP:Iteration 6Q (3238.690000 sec): 3 clusters Score: Raw -397963.326193 + Penalty 799.706489 = -397163.619704 nChanged 307 SP:Iteration 7Q (3238.700000 sec): 3 clusters Score: Raw -398142.021129 + Penalty 799.706489 = -397342.314640 nChanged 280 SP:Iteration 8Q (3238.710000 sec): 3 clusters Score: Raw -398299.365872 + Penalty 799.706489 = -397499.659383 nChanged 231 SP:Iteration 9Q (3238.710000 sec): 3 clusters Score: Raw -398418.390850 + Penalty 799.706489 = -397618.684361 nChanged 186 SP:Iteration 10Q (3238.720000 sec): 3 clusters Score: Raw -398496.358467 + Penalty 799.706489 = -397696.651978 nChanged 135 SP:Iteration 11Q (3238.730000 sec): 3 clusters Score: Raw -398548.224842 + Penalty 799.706489 = -397748.518353 nChanged 141 SP:Iteration 12Q (3238.730000 sec): 3 clusters Score: Raw -398602.684083 + Penalty 799.706489 = -397802.977594 nChanged 135 SP:Iteration 13Q (3238.740000 sec): 3 clusters Score: Raw -398664.299899 + Penalty 799.706489 = -397864.593410 nChanged 128 SP:Iteration 14Q (3238.740000 sec): 3 clusters Score: Raw -398722.311039 + Penalty 799.706489 = -397922.604550 nChanged 140 SP:Iteration 15Q (3238.750000 sec): 3 clusters Score: Raw -398785.949113 + Penalty 799.706489 = -397986.242624 nChanged 131 SP:Iteration 16Q (3238.750000 sec): 3 clusters Score: Raw -398842.828147 + Penalty 799.706489 = -398043.121658 nChanged 129 SP:Iteration 17Q (3238.760000 sec): 3 clusters Score: Raw -398892.568941 + Penalty 799.706489 = -398092.862452 nChanged 114 SP:Iteration 18Q (3238.770000 sec): 3 clusters Score: Raw -398936.805440 + Penalty 799.706489 = -398137.098951 nChanged 118 SP:Iteration 19Q (3238.770000 sec): 3 clusters Score: Raw -398990.538116 + Penalty 799.706489 = -398190.831627 nChanged 127 SP:Iteration 20F (3238.780000 sec): 3 clusters Score: Raw -399055.143856 + Penalty 799.706489 = -398255.437367 nChanged 132 SP:Iteration 21Q (3238.790000 sec): 3 clusters Score: Raw -399124.383535 + Penalty 799.706489 = -398324.677045 nChanged 116 SP:Iteration 22Q (3238.790000 sec): 3 clusters Score: Raw -399178.273746 + Penalty 799.706489 = -398378.567257 nChanged 98 SP:Iteration 23Q (3238.800000 sec): 3 clusters Score: Raw -399222.004852 + Penalty 799.706489 = -398422.298363 nChanged 88 SP:Iteration 24Q (3238.810000 sec): 3 clusters Score: Raw -399253.258986 + Penalty 799.706489 = -398453.552497 nChanged 69 SP:Iteration 25Q (3238.810000 sec): 3 clusters Score: Raw -399275.072568 + Penalty 799.706489 = -398475.366079 nChanged 54 SP:Iteration 26Q (3238.820000 sec): 3 clusters Score: Raw -399286.563460 + Penalty 799.706489 = -398486.856971 nChanged 34 SP:Iteration 27Q (3238.820000 sec): 3 clusters Score: Raw -399292.371924 + Penalty 799.706489 = -398492.665435 nChanged 26 SP:Iteration 28Q (3238.830000 sec): 3 clusters Score: Raw -399297.126208 + Penalty 799.706489 = -398497.419719 nChanged 32 SP:Iteration 29Q (3238.830000 sec): 3 clusters Score: Raw -399302.915310 + Penalty 799.706489 = -398503.208821 nChanged 27 SP:Iteration 30Q (3238.840000 sec): 3 clusters Score: Raw -399306.663503 + Penalty 799.706489 = -398506.957014 nChanged 17 SP:Iteration 31Q (3238.850000 sec): 3 clusters Score: Raw -399309.040169 + Penalty 799.706489 = -398509.333680 nChanged 15 SP:Iteration 32Q (3238.850000 sec): 3 clusters Score: Raw -399310.457931 + Penalty 799.706489 = -398510.751442 nChanged 13 SP:Iteration 33Q (3238.850000 sec): 3 clusters Score: Raw -399311.319778 + Penalty 799.706489 = -398511.613289 nChanged 10 SP:Iteration 34Q (3238.860000 sec): 3 clusters Score: Raw -399311.939447 + Penalty 799.706489 = -398512.232958 nChanged 7 SP:Iteration 35Q (3238.870000 sec): 3 clusters Score: Raw -399312.257418 + Penalty 799.706489 = -398512.550929 nChanged 5 SP:Iteration 36Q (3238.870000 sec): 3 clusters Score: Raw -399312.412159 + Penalty 799.706489 = -398512.705669 nChanged 3 SP:Iteration 37Q (3238.880000 sec): 3 clusters Score: Raw -399312.488675 + Penalty 799.706489 = -398512.782186 nChanged 1 SP:Iteration 38Q (3238.890000 sec): 3 clusters Score: Raw -399312.589842 + Penalty 799.706489 = -398512.883353 nChanged 1 SP:Iteration 39Q (3238.890000 sec): 3 clusters Score: Raw -399312.632907 + Penalty 799.706489 = -398512.926418 nChanged 1 SP:Iteration 40F (3238.900000 sec): 3 clusters Score: Raw -399312.764251 + Penalty 799.706489 = -398513.057762 nChanged 2 SP:Iteration 41Q (3238.900000 sec): 3 clusters Score: Raw -399312.901302 + Penalty 799.706489 = -398513.194813 nChanged 2 SP:Iteration 42Q (3238.910000 sec): 3 clusters Score: Raw -399313.031428 + Penalty 799.706489 = -398513.324939 nChanged 3 SP:Iteration 43Q (3238.920000 sec): 3 clusters Score: Raw -399313.204377 + Penalty 799.706489 = -398513.497888 nChanged 4 SP:Iteration 44Q (3238.920000 sec): 3 clusters Score: Raw -399313.376052 + Penalty 799.706489 = -398513.669563 nChanged 1 SP:Iteration 45Q (3238.930000 sec): 3 clusters Score: Raw -399313.382503 + Penalty 799.706489 = -398513.676014 nChanged 0 SP:Iteration 46F (3238.930000 sec): 3 clusters Score: Raw -399313.382503 + Penalty 799.706489 = -398513.676014 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3238.940000 sec): 2 clusters Score: Raw -168673.722490 + Penalty 367.069551 = -168306.652939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3238.950000 sec): 3 clusters Score: Raw -166865.764911 + Penalty 734.139103 = -166131.625808 nChanged 1381 SP:Iteration 1F (3238.950000 sec): 3 clusters Score: Raw -167658.239727 + Penalty 734.139103 = -166924.100624 nChanged 252 SP:Iteration 2F (3238.950000 sec): 3 clusters Score: Raw -167831.572369 + Penalty 734.139103 = -167097.433266 nChanged 220 SP:Iteration 3F (3238.950000 sec): 3 clusters Score: Raw -168003.311196 + Penalty 734.139103 = -167269.172093 nChanged 227 SP:Iteration 4F (3238.960000 sec): 3 clusters Score: Raw -168168.710218 + Penalty 734.139103 = -167434.571115 nChanged 175 SP:Iteration 5F (3238.960000 sec): 3 clusters Score: Raw -168273.903493 + Penalty 734.139103 = -167539.764390 nChanged 143 SP:Iteration 6Q (3238.960000 sec): 3 clusters Score: Raw -168357.263451 + Penalty 734.139103 = -167623.124349 nChanged 93 SP:Iteration 7Q (3238.970000 sec): 3 clusters Score: Raw -168399.503303 + Penalty 734.139103 = -167665.364201 nChanged 73 SP:Iteration 8Q (3238.970000 sec): 3 clusters Score: Raw -168436.794239 + Penalty 734.139103 = -167702.655136 nChanged 49 SP:Iteration 9Q (3238.970000 sec): 3 clusters Score: Raw -168458.234981 + Penalty 734.139103 = -167724.095878 nChanged 44 SP:Iteration 10Q (3238.970000 sec): 3 clusters Score: Raw -168474.982333 + Penalty 734.139103 = -167740.843231 nChanged 39 SP:Iteration 11Q (3238.980000 sec): 3 clusters Score: Raw -168493.437726 + Penalty 734.139103 = -167759.298624 nChanged 46 SP:Iteration 12Q (3238.980000 sec): 3 clusters Score: Raw -168517.720589 + Penalty 734.139103 = -167783.581486 nChanged 36 SP:Iteration 13Q (3238.990000 sec): 3 clusters Score: Raw -168531.584298 + Penalty 734.139103 = -167797.445195 nChanged 31 SP:Iteration 14Q (3238.990000 sec): 3 clusters Score: Raw -168548.084335 + Penalty 734.139103 = -167813.945232 nChanged 27 SP:Iteration 15Q (3238.990000 sec): 3 clusters Score: Raw -168559.740082 + Penalty 734.139103 = -167825.600979 nChanged 32 SP:Iteration 16Q (3238.990000 sec): 3 clusters Score: Raw -168569.021488 + Penalty 734.139103 = -167834.882385 nChanged 18 SP:Iteration 17Q (3238.990000 sec): 3 clusters Score: Raw -168572.856758 + Penalty 734.139103 = -167838.717656 nChanged 13 SP:Iteration 18Q (3239.000000 sec): 3 clusters Score: Raw -168575.389386 + Penalty 734.139103 = -167841.250284 nChanged 15 SP:Iteration 19Q (3239.000000 sec): 3 clusters Score: Raw -168578.735602 + Penalty 734.139103 = -167844.596500 nChanged 16 SP:Iteration 20F (3239.010000 sec): 3 clusters Score: Raw -168582.654276 + Penalty 734.139103 = -167848.515173 nChanged 15 SP:Iteration 21Q (3239.010000 sec): 3 clusters Score: Raw -168585.834156 + Penalty 734.139103 = -167851.695053 nChanged 12 SP:Iteration 22Q (3239.010000 sec): 3 clusters Score: Raw -168588.883318 + Penalty 734.139103 = -167854.744215 nChanged 7 SP:Iteration 23Q (3239.010000 sec): 3 clusters Score: Raw -168590.761983 + Penalty 734.139103 = -167856.622880 nChanged 11 SP:Iteration 24Q (3239.010000 sec): 3 clusters Score: Raw -168592.757490 + Penalty 734.139103 = -167858.618387 nChanged 15 SP:Iteration 25Q (3239.020000 sec): 3 clusters Score: Raw -168596.232701 + Penalty 734.139103 = -167862.093598 nChanged 17 SP:Iteration 26Q (3239.020000 sec): 3 clusters Score: Raw -168601.680235 + Penalty 734.139103 = -167867.541132 nChanged 17 SP:Iteration 27Q (3239.020000 sec): 3 clusters Score: Raw -168607.226536 + Penalty 734.139103 = -167873.087434 nChanged 22 SP:Iteration 28Q (3239.030000 sec): 3 clusters Score: Raw -168616.307025 + Penalty 734.139103 = -167882.167923 nChanged 24 SP:Iteration 29Q (3239.030000 sec): 3 clusters Score: Raw -168623.436269 + Penalty 734.139103 = -167889.297166 nChanged 25 SP:Iteration 30Q (3239.030000 sec): 3 clusters Score: Raw -168632.347041 + Penalty 734.139103 = -167898.207938 nChanged 25 SP:Iteration 31Q (3239.030000 sec): 3 clusters Score: Raw -168641.114517 + Penalty 734.139103 = -167906.975414 nChanged 29 SP:Iteration 32Q (3239.040000 sec): 3 clusters Score: Raw -168652.066035 + Penalty 734.139103 = -167917.926932 nChanged 32 SP:Iteration 33Q (3239.040000 sec): 3 clusters Score: Raw -168665.123001 + Penalty 734.139103 = -167930.983898 nChanged 27 SP:Iteration 34Q (3239.040000 sec): 3 clusters Score: Raw -168675.980994 + Penalty 734.139103 = -167941.841891 nChanged 23 SP:Iteration 35Q (3239.050000 sec): 3 clusters Score: Raw -168686.570847 + Penalty 734.139103 = -167952.431744 nChanged 32 SP:Iteration 36Q (3239.050000 sec): 3 clusters Score: Raw -168703.521750 + Penalty 734.139103 = -167969.382647 nChanged 30 SP:Iteration 37Q (3239.050000 sec): 3 clusters Score: Raw -168720.598705 + Penalty 734.139103 = -167986.459602 nChanged 22 SP:Iteration 38Q (3239.050000 sec): 3 clusters Score: Raw -168730.035231 + Penalty 734.139103 = -167995.896128 nChanged 20 SP:Iteration 39Q (3239.050000 sec): 3 clusters Score: Raw -168738.386654 + Penalty 734.139103 = -168004.247551 nChanged 17 SP:Iteration 40F (3239.060000 sec): 3 clusters Score: Raw -168746.933693 + Penalty 734.139103 = -168012.794590 nChanged 15 SP:Iteration 41Q (3239.060000 sec): 3 clusters Score: Raw -168754.007495 + Penalty 734.139103 = -168019.868393 nChanged 5 SP:Iteration 42Q (3239.070000 sec): 3 clusters Score: Raw -168755.107349 + Penalty 734.139103 = -168020.968247 nChanged 6 SP:Iteration 43Q (3239.070000 sec): 3 clusters Score: Raw -168757.847675 + Penalty 734.139103 = -168023.708573 nChanged 7 SP:Iteration 44Q (3239.070000 sec): 3 clusters Score: Raw -168761.224795 + Penalty 734.139103 = -168027.085692 nChanged 6 SP:Iteration 45Q (3239.070000 sec): 3 clusters Score: Raw -168763.978335 + Penalty 734.139103 = -168029.839233 nChanged 5 SP:Iteration 46Q (3239.070000 sec): 3 clusters Score: Raw -168765.710202 + Penalty 734.139103 = -168031.571100 nChanged 5 SP:Iteration 47Q (3239.080000 sec): 3 clusters Score: Raw -168768.605155 + Penalty 734.139103 = -168034.466053 nChanged 4 SP:Iteration 48Q (3239.080000 sec): 3 clusters Score: Raw -168770.615054 + Penalty 734.139103 = -168036.475951 nChanged 6 SP:Iteration 49Q (3239.080000 sec): 3 clusters Score: Raw -168773.619250 + Penalty 734.139103 = -168039.480148 nChanged 9 SP:Iteration 50Q (3239.090000 sec): 3 clusters Score: Raw -168778.873567 + Penalty 734.139103 = -168044.734464 nChanged 5 SP:Iteration 51Q (3239.090000 sec): 3 clusters Score: Raw -168782.111609 + Penalty 734.139103 = -168047.972507 nChanged 1 SP:Iteration 52Q (3239.090000 sec): 3 clusters Score: Raw -168782.743610 + Penalty 734.139103 = -168048.604507 nChanged 2 SP:Iteration 53Q (3239.090000 sec): 3 clusters Score: Raw -168784.054405 + Penalty 734.139103 = -168049.915302 nChanged 2 SP:Iteration 54Q (3239.090000 sec): 3 clusters Score: Raw -168784.574585 + Penalty 734.139103 = -168050.435482 nChanged 2 SP:Iteration 55Q (3239.100000 sec): 3 clusters Score: Raw -168785.356510 + Penalty 734.139103 = -168051.217407 nChanged 2 SP:Iteration 56Q (3239.100000 sec): 3 clusters Score: Raw -168786.331125 + Penalty 734.139103 = -168052.192023 nChanged 1 SP:Iteration 57Q (3239.100000 sec): 3 clusters Score: Raw -168786.391349 + Penalty 734.139103 = -168052.252246 nChanged 0 SP:Iteration 58F (3239.110000 sec): 3 clusters Score: Raw -168786.391349 + Penalty 734.139103 = -168052.252246 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (3713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3239.110000 sec): 2 clusters Score: Raw -226266.567261 + Penalty 373.991593 = -225892.575667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.110000 sec): 3 clusters Score: Raw -224100.828883 + Penalty 747.983186 = -223352.845697 nChanged 1663 SP:Iteration 1F (3239.120000 sec): 3 clusters Score: Raw -225159.165113 + Penalty 747.983186 = -224411.181926 nChanged 252 SP:Iteration 2F (3239.120000 sec): 3 clusters Score: Raw -225306.699814 + Penalty 747.983186 = -224558.716627 nChanged 204 SP:Iteration 3F (3239.130000 sec): 3 clusters Score: Raw -225425.545613 + Penalty 747.983186 = -224677.562427 nChanged 176 SP:Iteration 4Q (3239.130000 sec): 3 clusters Score: Raw -225515.504264 + Penalty 747.983186 = -224767.521078 nChanged 150 SP:Iteration 5Q (3239.130000 sec): 3 clusters Score: Raw -225619.857596 + Penalty 747.983186 = -224871.874409 nChanged 173 SP:Iteration 6Q (3239.140000 sec): 3 clusters Score: Raw -225723.778398 + Penalty 747.983186 = -224975.795212 nChanged 142 SP:Iteration 7Q (3239.140000 sec): 3 clusters Score: Raw -225808.641210 + Penalty 747.983186 = -225060.658024 nChanged 139 SP:Iteration 8Q (3239.150000 sec): 3 clusters Score: Raw -225891.378059 + Penalty 747.983186 = -225143.394872 nChanged 126 SP:Iteration 9Q (3239.150000 sec): 3 clusters Score: Raw -225955.726417 + Penalty 747.983186 = -225207.743230 nChanged 109 SP:Iteration 10Q (3239.150000 sec): 3 clusters Score: Raw -226026.703707 + Penalty 747.983186 = -225278.720520 nChanged 96 SP:Iteration 11Q (3239.150000 sec): 3 clusters Score: Raw -226082.823263 + Penalty 747.983186 = -225334.840076 nChanged 74 SP:Iteration 12Q (3239.160000 sec): 3 clusters Score: Raw -226117.606555 + Penalty 747.983186 = -225369.623369 nChanged 52 SP:Iteration 13Q (3239.160000 sec): 3 clusters Score: Raw -226141.001042 + Penalty 747.983186 = -225393.017856 nChanged 47 SP:Iteration 14Q (3239.170000 sec): 3 clusters Score: Raw -226159.242586 + Penalty 747.983186 = -225411.259400 nChanged 43 SP:Iteration 15Q (3239.170000 sec): 3 clusters Score: Raw -226176.126180 + Penalty 747.983186 = -225428.142994 nChanged 42 SP:Iteration 16Q (3239.170000 sec): 3 clusters Score: Raw -226194.492725 + Penalty 747.983186 = -225446.509539 nChanged 36 SP:Iteration 17Q (3239.170000 sec): 3 clusters Score: Raw -226207.367955 + Penalty 747.983186 = -225459.384769 nChanged 33 SP:Iteration 18Q (3239.180000 sec): 3 clusters Score: Raw -226214.778521 + Penalty 747.983186 = -225466.795335 nChanged 24 SP:Iteration 19Q (3239.180000 sec): 3 clusters Score: Raw -226219.597374 + Penalty 747.983186 = -225471.614188 nChanged 18 SP:Iteration 20F (3239.190000 sec): 3 clusters Score: Raw -226223.198532 + Penalty 747.983186 = -225475.215346 nChanged 24 SP:Iteration 21Q (3239.190000 sec): 3 clusters Score: Raw -226228.067014 + Penalty 747.983186 = -225480.083828 nChanged 22 SP:Iteration 22Q (3239.190000 sec): 3 clusters Score: Raw -226231.758539 + Penalty 747.983186 = -225483.775353 nChanged 17 SP:Iteration 23Q (3239.200000 sec): 3 clusters Score: Raw -226236.267608 + Penalty 747.983186 = -225488.284422 nChanged 18 SP:Iteration 24Q (3239.200000 sec): 3 clusters Score: Raw -226240.352225 + Penalty 747.983186 = -225492.369039 nChanged 19 SP:Iteration 25Q (3239.200000 sec): 3 clusters Score: Raw -226245.047925 + Penalty 747.983186 = -225497.064739 nChanged 18 SP:Iteration 26Q (3239.210000 sec): 3 clusters Score: Raw -226248.371814 + Penalty 747.983186 = -225500.388628 nChanged 8 SP:Iteration 27Q (3239.210000 sec): 3 clusters Score: Raw -226249.421030 + Penalty 747.983186 = -225501.437844 nChanged 4 SP:Iteration 28Q (3239.210000 sec): 3 clusters Score: Raw -226249.632822 + Penalty 747.983186 = -225501.649636 nChanged 3 SP:Iteration 29Q (3239.220000 sec): 3 clusters Score: Raw -226249.768023 + Penalty 747.983186 = -225501.784836 nChanged 2 SP:Iteration 30Q (3239.220000 sec): 3 clusters Score: Raw -226250.041833 + Penalty 747.983186 = -225502.058646 nChanged 2 SP:Iteration 31Q (3239.230000 sec): 3 clusters Score: Raw -226250.326508 + Penalty 747.983186 = -225502.343322 nChanged 1 SP:Iteration 32Q (3239.230000 sec): 3 clusters Score: Raw -226250.420126 + Penalty 747.983186 = -225502.436940 nChanged 1 SP:Iteration 33Q (3239.230000 sec): 3 clusters Score: Raw -226250.474639 + Penalty 747.983186 = -225502.491453 nChanged 2 SP:Iteration 34Q (3239.230000 sec): 3 clusters Score: Raw -226250.605939 + Penalty 747.983186 = -225502.622753 nChanged 1 SP:Iteration 35Q (3239.240000 sec): 3 clusters Score: Raw -226250.675619 + Penalty 747.983186 = -225502.692433 nChanged 1 SP:Iteration 36Q (3239.240000 sec): 3 clusters Score: Raw -226250.693719 + Penalty 747.983186 = -225502.710533 nChanged 0 SP:Iteration 37F (3239.250000 sec): 3 clusters Score: Raw -226250.693719 + Penalty 747.983186 = -225502.710533 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (1694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3239.250000 sec): 2 clusters Score: Raw -98531.069719 + Penalty 338.285578 = -98192.784141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.250000 sec): 3 clusters Score: Raw -97610.158639 + Penalty 676.571157 = -96933.587482 nChanged 703 SP:Iteration 1F (3239.250000 sec): 3 clusters Score: Raw -97970.162780 + Penalty 676.571157 = -97293.591623 nChanged 114 SP:Iteration 2F (3239.250000 sec): 3 clusters Score: Raw -98034.569421 + Penalty 676.571157 = -97357.998264 nChanged 85 SP:Iteration 3F (3239.260000 sec): 3 clusters Score: Raw -98091.410909 + Penalty 676.571157 = -97414.839753 nChanged 95 SP:Iteration 4F (3239.260000 sec): 3 clusters Score: Raw -98164.899721 + Penalty 676.571157 = -97488.328564 nChanged 102 SP:Iteration 5F (3239.260000 sec): 3 clusters Score: Raw -98235.378394 + Penalty 676.571157 = -97558.807237 nChanged 68 SP:Iteration 6Q (3239.260000 sec): 3 clusters Score: Raw -98282.497492 + Penalty 676.571157 = -97605.926335 nChanged 68 SP:Iteration 7Q (3239.260000 sec): 3 clusters Score: Raw -98323.222167 + Penalty 676.571157 = -97646.651011 nChanged 50 SP:Iteration 8Q (3239.270000 sec): 3 clusters Score: Raw -98351.978491 + Penalty 676.571157 = -97675.407334 nChanged 38 SP:Iteration 9Q (3239.270000 sec): 3 clusters Score: Raw -98378.281144 + Penalty 676.571157 = -97701.709987 nChanged 36 SP:Iteration 10Q (3239.270000 sec): 3 clusters Score: Raw -98394.913446 + Penalty 676.571157 = -97718.342290 nChanged 36 SP:Iteration 11Q (3239.270000 sec): 3 clusters Score: Raw -98411.159069 + Penalty 676.571157 = -97734.587912 nChanged 28 SP:Iteration 12Q (3239.270000 sec): 3 clusters Score: Raw -98421.719167 + Penalty 676.571157 = -97745.148010 nChanged 22 SP:Iteration 13Q (3239.270000 sec): 3 clusters Score: Raw -98432.067084 + Penalty 676.571157 = -97755.495928 nChanged 18 SP:Iteration 14Q (3239.270000 sec): 3 clusters Score: Raw -98438.055631 + Penalty 676.571157 = -97761.484475 nChanged 12 SP:Iteration 15Q (3239.280000 sec): 3 clusters Score: Raw -98440.775774 + Penalty 676.571157 = -97764.204617 nChanged 9 SP:Iteration 16Q (3239.280000 sec): 3 clusters Score: Raw -98444.199573 + Penalty 676.571157 = -97767.628416 nChanged 10 SP:Iteration 17Q (3239.280000 sec): 3 clusters Score: Raw -98447.123751 + Penalty 676.571157 = -97770.552595 nChanged 12 SP:Iteration 18Q (3239.280000 sec): 3 clusters Score: Raw -98449.249411 + Penalty 676.571157 = -97772.678255 nChanged 5 SP:Iteration 19Q (3239.280000 sec): 3 clusters Score: Raw -98449.929359 + Penalty 676.571157 = -97773.358202 nChanged 1 SP:Iteration 20F (3239.290000 sec): 3 clusters Score: Raw -98449.998558 + Penalty 676.571157 = -97773.427401 nChanged 1 SP:Iteration 21Q (3239.290000 sec): 3 clusters Score: Raw -98450.053822 + Penalty 676.571157 = -97773.482666 nChanged 1 SP:Iteration 22Q (3239.290000 sec): 3 clusters Score: Raw -98450.143040 + Penalty 676.571157 = -97773.571884 nChanged 1 SP:Iteration 23Q (3239.290000 sec): 3 clusters Score: Raw -98450.172166 + Penalty 676.571157 = -97773.601009 nChanged 0 SP:Iteration 24F (3239.290000 sec): 3 clusters Score: Raw -98450.172166 + Penalty 676.571157 = -97773.601009 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3239.320000 sec): 2 clusters Score: Raw -1072124.188836 + Penalty 442.996760 = -1071681.192076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.340000 sec): 3 clusters Score: Raw -1061325.928867 + Penalty 885.993520 = -1060439.935347 nChanged 8022 SP:Iteration 1F (3239.350000 sec): 3 clusters Score: Raw -1065963.179099 + Penalty 885.993520 = -1065077.185578 nChanged 804 SP:Iteration 2Q (3239.370000 sec): 3 clusters Score: Raw -1066301.675743 + Penalty 885.993520 = -1065415.682223 nChanged 866 SP:Iteration 3F (3239.390000 sec): 3 clusters Score: Raw -1066746.418346 + Penalty 885.993520 = -1065860.424826 nChanged 971 SP:Iteration 4F (3239.410000 sec): 3 clusters Score: Raw -1067431.448969 + Penalty 885.993520 = -1066545.455449 nChanged 1044 SP:Iteration 5F (3239.420000 sec): 3 clusters Score: Raw -1068341.835714 + Penalty 885.993520 = -1067455.842194 nChanged 1073 SP:Iteration 6F (3239.440000 sec): 3 clusters Score: Raw -1069135.322190 + Penalty 885.993520 = -1068249.328669 nChanged 818 SP:Iteration 7Q (3239.460000 sec): 3 clusters Score: Raw -1069509.848738 + Penalty 885.993520 = -1068623.855218 nChanged 479 SP:Iteration 8Q (3239.470000 sec): 3 clusters Score: Raw -1069638.427229 + Penalty 885.993520 = -1068752.433708 nChanged 267 SP:Iteration 9Q (3239.490000 sec): 3 clusters Score: Raw -1069701.581813 + Penalty 885.993520 = -1068815.588293 nChanged 239 SP:Iteration 10Q (3239.510000 sec): 3 clusters Score: Raw -1069771.998379 + Penalty 885.993520 = -1068886.004859 nChanged 223 SP:Iteration 11Q (3239.530000 sec): 3 clusters Score: Raw -1069833.878207 + Penalty 885.993520 = -1068947.884687 nChanged 213 SP:Iteration 12Q (3239.540000 sec): 3 clusters Score: Raw -1069889.261381 + Penalty 885.993520 = -1069003.267860 nChanged 201 SP:Iteration 13Q (3239.560000 sec): 3 clusters Score: Raw -1069945.426440 + Penalty 885.993520 = -1069059.432920 nChanged 218 SP:Iteration 14Q (3239.570000 sec): 3 clusters Score: Raw -1070001.605876 + Penalty 885.993520 = -1069115.612356 nChanged 217 SP:Iteration 15Q (3239.590000 sec): 3 clusters Score: Raw -1070066.981651 + Penalty 885.993520 = -1069180.988130 nChanged 237 SP:Iteration 16Q (3239.610000 sec): 3 clusters Score: Raw -1070142.546065 + Penalty 885.993520 = -1069256.552544 nChanged 237 SP:Iteration 17Q (3239.620000 sec): 3 clusters Score: Raw -1070219.663608 + Penalty 885.993520 = -1069333.670087 nChanged 246 SP:Iteration 18Q (3239.640000 sec): 3 clusters Score: Raw -1070308.735661 + Penalty 885.993520 = -1069422.742141 nChanged 261 SP:Iteration 19Q (3239.650000 sec): 3 clusters Score: Raw -1070412.371793 + Penalty 885.993520 = -1069526.378272 nChanged 238 SP:Iteration 20F (3239.670000 sec): 3 clusters Score: Raw -1070509.790935 + Penalty 885.993520 = -1069623.797415 nChanged 239 SP:Iteration 21Q (3239.690000 sec): 3 clusters Score: Raw -1070621.230702 + Penalty 885.993520 = -1069735.237182 nChanged 266 SP:Iteration 22Q (3239.700000 sec): 3 clusters Score: Raw -1070742.872407 + Penalty 885.993520 = -1069856.878887 nChanged 236 SP:Iteration 23Q (3239.710000 sec): 3 clusters Score: Raw -1070842.329285 + Penalty 885.993520 = -1069956.335765 nChanged 228 SP:Iteration 24Q (3239.730000 sec): 3 clusters Score: Raw -1070934.261385 + Penalty 885.993520 = -1070048.267865 nChanged 208 SP:Iteration 25Q (3239.750000 sec): 3 clusters Score: Raw -1071021.766847 + Penalty 885.993520 = -1070135.773327 nChanged 187 SP:Iteration 26Q (3239.760000 sec): 3 clusters Score: Raw -1071097.727635 + Penalty 885.993520 = -1070211.734115 nChanged 191 SP:Iteration 27Q (3239.780000 sec): 3 clusters Score: Raw -1071169.084938 + Penalty 885.993520 = -1070283.091418 nChanged 193 SP:Iteration 28Q (3239.800000 sec): 3 clusters Score: Raw -1071249.643804 + Penalty 885.993520 = -1070363.650284 nChanged 192 SP:Iteration 29Q (3239.810000 sec): 3 clusters Score: Raw -1071334.593476 + Penalty 885.993520 = -1070448.599955 nChanged 183 SP:Iteration 30Q (3239.820000 sec): 3 clusters Score: Raw -1071430.067115 + Penalty 885.993520 = -1070544.073595 nChanged 206 SP:Iteration 31Q (3239.840000 sec): 3 clusters Score: Raw -1071545.232425 + Penalty 885.993520 = -1070659.238905 nChanged 201 SP:Iteration 32Q (3239.850000 sec): 3 clusters Score: Raw -1071659.817120 + Penalty 885.993520 = -1070773.823600 nChanged 169 SP:Iteration 33Q (3239.860000 sec): 3 clusters Score: Raw -1071755.944312 + Penalty 885.993520 = -1070869.950792 nChanged 163 SP:Iteration 34Q (3239.880000 sec): 3 clusters Score: Raw -1071851.895688 + Penalty 885.993520 = -1070965.902168 nChanged 120 SP:Iteration 35Q (3239.890000 sec): 3 clusters Score: Raw -1071928.646837 + Penalty 885.993520 = -1071042.653316 nChanged 105 SP:Iteration 36Q (3239.900000 sec): 3 clusters Score: Raw -1071996.774344 + Penalty 885.993520 = -1071110.780824 nChanged 84 SP:Iteration 37Q (3239.920000 sec): 3 clusters Score: Raw -1072048.614798 + Penalty 885.993520 = -1071162.621278 nChanged 58 SP:Iteration 38Q (3239.930000 sec): 3 clusters Score: Raw -1072086.392195 + Penalty 885.993520 = -1071200.398675 nChanged 43 SP:Iteration 39Q (3239.940000 sec): 3 clusters Score: Raw -1072113.825795 + Penalty 885.993520 = -1071227.832275 nChanged 26 SP:Iteration 40F (3239.960000 sec): 3 clusters Score: Raw -1072130.381331 + Penalty 885.993520 = -1071244.387811 nChanged 19 SP:Iteration 41Q (3239.970000 sec): 3 clusters Score: Raw -1072139.439084 + Penalty 885.993520 = -1071253.445564 nChanged 18 SP:Iteration 42Q (3239.980000 sec): 3 clusters Score: Raw -1072149.994410 + Penalty 885.993520 = -1071264.000890 nChanged 12 SP:Iteration 43Q (3240.000000 sec): 3 clusters Score: Raw -1072157.448674 + Penalty 885.993520 = -1071271.455154 nChanged 13 SP:Iteration 44Q (3240.010000 sec): 3 clusters Score: Raw -1072165.245336 + Penalty 885.993520 = -1071279.251816 nChanged 6 SP:Iteration 45Q (3240.020000 sec): 3 clusters Score: Raw -1072167.959992 + Penalty 885.993520 = -1071281.966472 nChanged 6 SP:Iteration 46Q (3240.030000 sec): 3 clusters Score: Raw -1072171.119227 + Penalty 885.993520 = -1071285.125707 nChanged 3 SP:Iteration 47Q (3240.040000 sec): 3 clusters Score: Raw -1072173.934234 + Penalty 885.993520 = -1071287.940714 nChanged 3 SP:Iteration 48Q (3240.060000 sec): 3 clusters Score: Raw -1072176.129995 + Penalty 885.993520 = -1071290.136475 nChanged 3 SP:Iteration 49Q (3240.070000 sec): 3 clusters Score: Raw -1072177.554308 + Penalty 885.993520 = -1071291.560788 nChanged 2 SP:Iteration 50Q (3240.080000 sec): 3 clusters Score: Raw -1072178.373368 + Penalty 885.993520 = -1071292.379848 nChanged 1 SP:Iteration 51Q (3240.100000 sec): 3 clusters Score: Raw -1072178.725746 + Penalty 885.993520 = -1071292.732226 nChanged 1 SP:Iteration 52Q (3240.110000 sec): 3 clusters Score: Raw -1072179.604143 + Penalty 885.993520 = -1071293.610622 nChanged 2 SP:Iteration 53Q (3240.120000 sec): 3 clusters Score: Raw -1072179.950489 + Penalty 885.993520 = -1071293.956969 nChanged 0 SP:Iteration 54F (3240.140000 sec): 3 clusters Score: Raw -1072179.950489 + Penalty 885.993520 = -1071293.956969 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3240.140000 sec): 2 clusters Score: Raw -6997.099124 + Penalty 225.809431 = -6771.289694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3240.140000 sec): 3 clusters Score: Raw -6989.900818 + Penalty 451.618861 = -6538.281957 nChanged 35 SP:Iteration 1F (3240.140000 sec): 3 clusters Score: Raw -7045.057689 + Penalty 451.618861 = -6593.438827 nChanged 5 SP:Iteration 2Q (3240.140000 sec): 3 clusters Score: Raw -7068.345487 + Penalty 451.618861 = -6616.726626 nChanged 6 SP:Iteration 3Q (3240.140000 sec): 3 clusters Score: Raw -7099.911441 + Penalty 451.618861 = -6648.292580 nChanged 4 SP:Iteration 4Q (3240.140000 sec): 3 clusters Score: Raw -7112.233290 + Penalty 451.618861 = -6660.614429 nChanged 2 SP:Iteration 5Q (3240.140000 sec): 3 clusters Score: Raw -7114.266447 + Penalty 451.618861 = -6662.647586 nChanged 0 SP:Iteration 6F (3240.140000 sec): 3 clusters Score: Raw -7114.266447 + Penalty 451.618861 = -6662.647586 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3240.160000 sec): 2 clusters Score: Raw -525768.281002 + Penalty 415.748946 = -525352.532055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3240.170000 sec): 3 clusters Score: Raw -519896.000587 + Penalty 831.497893 = -519064.502695 nChanged 4305 SP:Iteration 1F (3240.180000 sec): 3 clusters Score: Raw -522423.040915 + Penalty 831.497893 = -521591.543022 nChanged 506 SP:Iteration 2F (3240.190000 sec): 3 clusters Score: Raw -522671.639005 + Penalty 831.497893 = -521840.141112 nChanged 523 SP:Iteration 3F (3240.200000 sec): 3 clusters Score: Raw -522955.583503 + Penalty 831.497893 = -522124.085611 nChanged 556 SP:Iteration 4F (3240.210000 sec): 3 clusters Score: Raw -523311.294646 + Penalty 831.497893 = -522479.796754 nChanged 563 SP:Iteration 5F (3240.220000 sec): 3 clusters Score: Raw -523750.812240 + Penalty 831.497893 = -522919.314347 nChanged 573 SP:Iteration 6F (3240.230000 sec): 3 clusters Score: Raw -524188.549824 + Penalty 831.497893 = -523357.051932 nChanged 484 SP:Iteration 7F (3240.240000 sec): 3 clusters Score: Raw -524455.724747 + Penalty 831.497893 = -523624.226854 nChanged 324 SP:Iteration 8Q (3240.240000 sec): 3 clusters Score: Raw -524565.018362 + Penalty 831.497893 = -523733.520469 nChanged 174 SP:Iteration 9Q (3240.260000 sec): 3 clusters Score: Raw -524599.542717 + Penalty 831.497893 = -523768.044825 nChanged 91 SP:Iteration 10Q (3240.260000 sec): 3 clusters Score: Raw -524613.422370 + Penalty 831.497893 = -523781.924478 nChanged 73 SP:Iteration 11Q (3240.270000 sec): 3 clusters Score: Raw -524622.601499 + Penalty 831.497893 = -523791.103606 nChanged 64 SP:Iteration 12Q (3240.280000 sec): 3 clusters Score: Raw -524632.380196 + Penalty 831.497893 = -523800.882304 nChanged 70 SP:Iteration 13Q (3240.290000 sec): 3 clusters Score: Raw -524642.796277 + Penalty 831.497893 = -523811.298385 nChanged 72 SP:Iteration 14Q (3240.300000 sec): 3 clusters Score: Raw -524652.387118 + Penalty 831.497893 = -523820.889226 nChanged 73 SP:Iteration 15Q (3240.310000 sec): 3 clusters Score: Raw -524663.453656 + Penalty 831.497893 = -523831.955764 nChanged 74 SP:Iteration 16Q (3240.320000 sec): 3 clusters Score: Raw -524673.331637 + Penalty 831.497893 = -523841.833744 nChanged 64 SP:Iteration 17Q (3240.330000 sec): 3 clusters Score: Raw -524681.765135 + Penalty 831.497893 = -523850.267242 nChanged 61 SP:Iteration 18Q (3240.340000 sec): 3 clusters Score: Raw -524690.560832 + Penalty 831.497893 = -523859.062939 nChanged 75 SP:Iteration 19Q (3240.340000 sec): 3 clusters Score: Raw -524701.706811 + Penalty 831.497893 = -523870.208919 nChanged 77 SP:Iteration 20F (3240.350000 sec): 3 clusters Score: Raw -524715.454503 + Penalty 831.497893 = -523883.956610 nChanged 90 SP:Iteration 21Q (3240.360000 sec): 3 clusters Score: Raw -524731.705161 + Penalty 831.497893 = -523900.207269 nChanged 106 SP:Iteration 22Q (3240.370000 sec): 3 clusters Score: Raw -524754.450451 + Penalty 831.497893 = -523922.952558 nChanged 114 SP:Iteration 23Q (3240.380000 sec): 3 clusters Score: Raw -524782.306731 + Penalty 831.497893 = -523950.808838 nChanged 129 SP:Iteration 24Q (3240.390000 sec): 3 clusters Score: Raw -524817.182786 + Penalty 831.497893 = -523985.684893 nChanged 136 SP:Iteration 25Q (3240.400000 sec): 3 clusters Score: Raw -524855.538659 + Penalty 831.497893 = -524024.040766 nChanged 141 SP:Iteration 26Q (3240.410000 sec): 3 clusters Score: Raw -524896.037985 + Penalty 831.497893 = -524064.540092 nChanged 147 SP:Iteration 27Q (3240.420000 sec): 3 clusters Score: Raw -524942.044278 + Penalty 831.497893 = -524110.546386 nChanged 157 SP:Iteration 28Q (3240.420000 sec): 3 clusters Score: Raw -524995.177562 + Penalty 831.497893 = -524163.679669 nChanged 162 SP:Iteration 29Q (3240.430000 sec): 3 clusters Score: Raw -525051.023498 + Penalty 831.497893 = -524219.525606 nChanged 150 SP:Iteration 30Q (3240.440000 sec): 3 clusters Score: Raw -525104.891900 + Penalty 831.497893 = -524273.394007 nChanged 145 SP:Iteration 31Q (3240.450000 sec): 3 clusters Score: Raw -525159.337310 + Penalty 831.497893 = -524327.839417 nChanged 159 SP:Iteration 32Q (3240.460000 sec): 3 clusters Score: Raw -525234.193346 + Penalty 831.497893 = -524402.695454 nChanged 158 SP:Iteration 33Q (3240.470000 sec): 3 clusters Score: Raw -525317.730663 + Penalty 831.497893 = -524486.232770 nChanged 160 SP:Iteration 34Q (3240.480000 sec): 3 clusters Score: Raw -525407.142350 + Penalty 831.497893 = -524575.644457 nChanged 156 SP:Iteration 35Q (3240.480000 sec): 3 clusters Score: Raw -525498.405346 + Penalty 831.497893 = -524666.907453 nChanged 139 SP:Iteration 36Q (3240.490000 sec): 3 clusters Score: Raw -525579.431635 + Penalty 831.497893 = -524747.933742 nChanged 123 SP:Iteration 37Q (3240.500000 sec): 3 clusters Score: Raw -525651.987018 + Penalty 831.497893 = -524820.489125 nChanged 107 SP:Iteration 38Q (3240.510000 sec): 3 clusters Score: Raw -525705.493422 + Penalty 831.497893 = -524873.995530 nChanged 98 SP:Iteration 39Q (3240.510000 sec): 3 clusters Score: Raw -525747.611758 + Penalty 831.497893 = -524916.113866 nChanged 65 SP:Iteration 40F (3240.520000 sec): 3 clusters Score: Raw -525776.401388 + Penalty 831.497893 = -524944.903496 nChanged 57 SP:Iteration 41Q (3240.530000 sec): 3 clusters Score: Raw -525799.403171 + Penalty 831.497893 = -524967.905278 nChanged 38 SP:Iteration 42Q (3240.540000 sec): 3 clusters Score: Raw -525811.981330 + Penalty 831.497893 = -524980.483437 nChanged 40 SP:Iteration 43Q (3240.540000 sec): 3 clusters Score: Raw -525824.175073 + Penalty 831.497893 = -524992.677181 nChanged 37 SP:Iteration 44Q (3240.550000 sec): 3 clusters Score: Raw -525835.818323 + Penalty 831.497893 = -525004.320431 nChanged 32 SP:Iteration 45Q (3240.560000 sec): 3 clusters Score: Raw -525845.728164 + Penalty 831.497893 = -525014.230272 nChanged 38 SP:Iteration 46Q (3240.570000 sec): 3 clusters Score: Raw -525858.284647 + Penalty 831.497893 = -525026.786754 nChanged 28 SP:Iteration 47Q (3240.580000 sec): 3 clusters Score: Raw -525867.633540 + Penalty 831.497893 = -525036.135648 nChanged 23 SP:Iteration 48Q (3240.580000 sec): 3 clusters Score: Raw -525874.017070 + Penalty 831.497893 = -525042.519177 nChanged 19 SP:Iteration 49Q (3240.590000 sec): 3 clusters Score: Raw -525878.317870 + Penalty 831.497893 = -525046.819977 nChanged 18 SP:Iteration 50Q (3240.600000 sec): 3 clusters Score: Raw -525882.683050 + Penalty 831.497893 = -525051.185157 nChanged 13 SP:Iteration 51Q (3240.600000 sec): 3 clusters Score: Raw -525884.803880 + Penalty 831.497893 = -525053.305988 nChanged 11 SP:Iteration 52Q (3240.610000 sec): 3 clusters Score: Raw -525886.374851 + Penalty 831.497893 = -525054.876959 nChanged 10 SP:Iteration 53Q (3240.620000 sec): 3 clusters Score: Raw -525887.615299 + Penalty 831.497893 = -525056.117406 nChanged 9 SP:Iteration 54Q (3240.620000 sec): 3 clusters Score: Raw -525889.259877 + Penalty 831.497893 = -525057.761985 nChanged 12 SP:Iteration 55Q (3240.630000 sec): 3 clusters Score: Raw -525891.110151 + Penalty 831.497893 = -525059.612259 nChanged 9 SP:Iteration 56Q (3240.640000 sec): 3 clusters Score: Raw -525893.409004 + Penalty 831.497893 = -525061.911111 nChanged 13 SP:Iteration 57Q (3240.650000 sec): 3 clusters Score: Raw -525895.900434 + Penalty 831.497893 = -525064.402541 nChanged 14 SP:Iteration 58Q (3240.660000 sec): 3 clusters Score: Raw -525899.283013 + Penalty 831.497893 = -525067.785120 nChanged 12 SP:Iteration 59Q (3240.660000 sec): 3 clusters Score: Raw -525901.714248 + Penalty 831.497893 = -525070.216356 nChanged 11 SP:Iteration 60F (3240.670000 sec): 3 clusters Score: Raw -525903.953767 + Penalty 831.497893 = -525072.455874 nChanged 16 SP:Iteration 61Q (3240.680000 sec): 3 clusters Score: Raw -525907.175012 + Penalty 831.497893 = -525075.677120 nChanged 13 SP:Iteration 62Q (3240.680000 sec): 3 clusters Score: Raw -525909.355064 + Penalty 831.497893 = -525077.857172 nChanged 10 SP:Iteration 63Q (3240.690000 sec): 3 clusters Score: Raw -525910.552945 + Penalty 831.497893 = -525079.055052 nChanged 4 SP:Iteration 64Q (3240.700000 sec): 3 clusters Score: Raw -525911.247608 + Penalty 831.497893 = -525079.749715 nChanged 3 SP:Iteration 65Q (3240.710000 sec): 3 clusters Score: Raw -525911.602304 + Penalty 831.497893 = -525080.104411 nChanged 3 SP:Iteration 66Q (3240.720000 sec): 3 clusters Score: Raw -525912.220682 + Penalty 831.497893 = -525080.722790 nChanged 6 SP:Iteration 67Q (3240.720000 sec): 3 clusters Score: Raw -525913.166486 + Penalty 831.497893 = -525081.668593 nChanged 3 SP:Iteration 68Q (3240.730000 sec): 3 clusters Score: Raw -525913.833504 + Penalty 831.497893 = -525082.335611 nChanged 3 SP:Iteration 69Q (3240.740000 sec): 3 clusters Score: Raw -525914.170606 + Penalty 831.497893 = -525082.672713 nChanged 3 SP:Iteration 70Q (3240.740000 sec): 3 clusters Score: Raw -525914.442578 + Penalty 831.497893 = -525082.944686 nChanged 2 SP:Iteration 71Q (3240.750000 sec): 3 clusters Score: Raw -525914.699391 + Penalty 831.497893 = -525083.201498 nChanged 2 SP:Iteration 72Q (3240.760000 sec): 3 clusters Score: Raw -525914.955048 + Penalty 831.497893 = -525083.457156 nChanged 2 SP:Iteration 73Q (3240.760000 sec): 3 clusters Score: Raw -525915.201534 + Penalty 831.497893 = -525083.703641 nChanged 3 SP:Iteration 74Q (3240.770000 sec): 3 clusters Score: Raw -525915.505109 + Penalty 831.497893 = -525084.007217 nChanged 3 SP:Iteration 75Q (3240.780000 sec): 3 clusters Score: Raw -525915.831282 + Penalty 831.497893 = -525084.333390 nChanged 2 SP:Iteration 76Q (3240.790000 sec): 3 clusters Score: Raw -525916.123230 + Penalty 831.497893 = -525084.625338 nChanged 1 SP:Iteration 77Q (3240.790000 sec): 3 clusters Score: Raw -525916.217590 + Penalty 831.497893 = -525084.719697 nChanged 1 SP:Iteration 78Q (3240.800000 sec): 3 clusters Score: Raw -525916.315002 + Penalty 831.497893 = -525084.817110 nChanged 1 SP:Iteration 79Q (3240.810000 sec): 3 clusters Score: Raw -525916.554977 + Penalty 831.497893 = -525085.057085 nChanged 4 SP:Iteration 80F (3240.820000 sec): 3 clusters Score: Raw -525916.988455 + Penalty 831.497893 = -525085.490563 nChanged 3 SP:Iteration 81Q (3240.820000 sec): 3 clusters Score: Raw -525917.390675 + Penalty 831.497893 = -525085.892783 nChanged 2 SP:Iteration 82Q (3240.830000 sec): 3 clusters Score: Raw -525917.629067 + Penalty 831.497893 = -525086.131175 nChanged 1 SP:Iteration 83Q (3240.840000 sec): 3 clusters Score: Raw -525917.781922 + Penalty 831.497893 = -525086.284030 nChanged 0 SP:Iteration 84F (3240.850000 sec): 3 clusters Score: Raw -525917.781922 + Penalty 831.497893 = -525086.284030 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3240.860000 sec): 2 clusters Score: Raw -63982.787668 + Penalty 321.055975 = -63661.731693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3240.860000 sec): 3 clusters Score: Raw -63375.430951 + Penalty 642.111951 = -62733.319000 nChanged 464 SP:Iteration 1F (3240.860000 sec): 3 clusters Score: Raw -63622.333837 + Penalty 642.111951 = -62980.221887 nChanged 79 SP:Iteration 2F (3240.860000 sec): 3 clusters Score: Raw -63674.184705 + Penalty 642.111951 = -63032.072754 nChanged 66 SP:Iteration 3F (3240.860000 sec): 3 clusters Score: Raw -63710.352756 + Penalty 642.111951 = -63068.240805 nChanged 53 SP:Iteration 4Q (3240.860000 sec): 3 clusters Score: Raw -63744.417193 + Penalty 642.111951 = -63102.305242 nChanged 56 SP:Iteration 5Q (3240.860000 sec): 3 clusters Score: Raw -63780.164406 + Penalty 642.111951 = -63138.052455 nChanged 50 SP:Iteration 6Q (3240.860000 sec): 3 clusters Score: Raw -63808.697990 + Penalty 642.111951 = -63166.586039 nChanged 39 SP:Iteration 7Q (3240.860000 sec): 3 clusters Score: Raw -63825.598453 + Penalty 642.111951 = -63183.486502 nChanged 25 SP:Iteration 8Q (3240.860000 sec): 3 clusters Score: Raw -63833.724491 + Penalty 642.111951 = -63191.612540 nChanged 18 SP:Iteration 9Q (3240.860000 sec): 3 clusters Score: Raw -63839.999136 + Penalty 642.111951 = -63197.887186 nChanged 22 SP:Iteration 10Q (3240.870000 sec): 3 clusters Score: Raw -63849.245479 + Penalty 642.111951 = -63207.133528 nChanged 17 SP:Iteration 11Q (3240.870000 sec): 3 clusters Score: Raw -63857.148543 + Penalty 642.111951 = -63215.036592 nChanged 25 SP:Iteration 12Q (3240.870000 sec): 3 clusters Score: Raw -63867.903625 + Penalty 642.111951 = -63225.791674 nChanged 33 SP:Iteration 13Q (3240.870000 sec): 3 clusters Score: Raw -63882.235754 + Penalty 642.111951 = -63240.123803 nChanged 39 SP:Iteration 14Q (3240.870000 sec): 3 clusters Score: Raw -63905.242913 + Penalty 642.111951 = -63263.130962 nChanged 34 SP:Iteration 15Q (3240.870000 sec): 3 clusters Score: Raw -63924.078253 + Penalty 642.111951 = -63281.966303 nChanged 37 SP:Iteration 16Q (3240.870000 sec): 3 clusters Score: Raw -63953.000578 + Penalty 642.111951 = -63310.888627 nChanged 35 SP:Iteration 17Q (3240.880000 sec): 3 clusters Score: Raw -63976.632887 + Penalty 642.111951 = -63334.520937 nChanged 28 SP:Iteration 18Q (3240.880000 sec): 3 clusters Score: Raw -63997.868158 + Penalty 642.111951 = -63355.756207 nChanged 25 SP:Iteration 19Q (3240.880000 sec): 3 clusters Score: Raw -64015.780912 + Penalty 642.111951 = -63373.668961 nChanged 24 SP:Iteration 20F (3240.880000 sec): 3 clusters Score: Raw -64034.152276 + Penalty 642.111951 = -63392.040325 nChanged 9 SP:Iteration 21Q (3240.880000 sec): 3 clusters Score: Raw -64047.385579 + Penalty 642.111951 = -63405.273628 nChanged 8 SP:Iteration 22Q (3240.880000 sec): 3 clusters Score: Raw -64053.844958 + Penalty 642.111951 = -63411.733007 nChanged 6 SP:Iteration 23Q (3240.880000 sec): 3 clusters Score: Raw -64059.158985 + Penalty 642.111951 = -63417.047034 nChanged 4 SP:Iteration 24Q (3240.880000 sec): 3 clusters Score: Raw -64062.882919 + Penalty 642.111951 = -63420.770968 nChanged 3 SP:Iteration 25Q (3240.880000 sec): 3 clusters Score: Raw -64068.105726 + Penalty 642.111951 = -63425.993775 nChanged 4 SP:Iteration 26Q (3240.880000 sec): 3 clusters Score: Raw -64075.602151 + Penalty 642.111951 = -63433.490200 nChanged 6 SP:Iteration 27Q (3240.880000 sec): 3 clusters Score: Raw -64080.571825 + Penalty 642.111951 = -63438.459874 nChanged 0 SP:Iteration 28F (3240.890000 sec): 3 clusters Score: Raw -64080.571825 + Penalty 642.111951 = -63438.459874 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (111476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3241.080000 sec): 2 clusters Score: Raw -6511103.966102 + Penalty 528.781189 = -6510575.184912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3241.220000 sec): 3 clusters Score: Raw -6436343.558152 + Penalty 1057.562379 = -6435285.995773 nChanged 54569 SP:Iteration 1F (3241.350000 sec): 3 clusters Score: Raw -6472051.943660 + Penalty 1057.562379 = -6470994.381281 nChanged 6570 SP:Iteration 2F (3241.490000 sec): 3 clusters Score: Raw -6475575.676720 + Penalty 1057.562379 = -6474518.114342 nChanged 7471 SP:Iteration 3F (3241.630000 sec): 3 clusters Score: Raw -6480639.727449 + Penalty 1057.562379 = -6479582.165070 nChanged 7939 SP:Iteration 4F (3241.780000 sec): 3 clusters Score: Raw -6487055.106061 + Penalty 1057.562379 = -6485997.543683 nChanged 7463 SP:Iteration 5F (3241.910000 sec): 3 clusters Score: Raw -6493653.923422 + Penalty 1057.562379 = -6492596.361043 nChanged 5855 SP:Iteration 6F (3242.040000 sec): 3 clusters Score: Raw -6498912.752235 + Penalty 1057.562379 = -6497855.189857 nChanged 4089 SP:Iteration 7Q (3242.190000 sec): 3 clusters Score: Raw -6502509.323780 + Penalty 1057.562379 = -6501451.761402 nChanged 2804 SP:Iteration 8Q (3242.330000 sec): 3 clusters Score: Raw -6504757.327839 + Penalty 1057.562379 = -6503699.765461 nChanged 2131 SP:Iteration 9Q (3242.450000 sec): 3 clusters Score: Raw -6506231.415189 + Penalty 1057.562379 = -6505173.852811 nChanged 1705 SP:Iteration 10Q (3242.580000 sec): 3 clusters Score: Raw -6507365.749126 + Penalty 1057.562379 = -6506308.186747 nChanged 1398 SP:Iteration 11Q (3242.690000 sec): 3 clusters Score: Raw -6508317.752570 + Penalty 1057.562379 = -6507260.190192 nChanged 1093 SP:Iteration 12Q (3242.810000 sec): 3 clusters Score: Raw -6509046.835072 + Penalty 1057.562379 = -6507989.272693 nChanged 832 SP:Iteration 13Q (3242.930000 sec): 3 clusters Score: Raw -6509561.205358 + Penalty 1057.562379 = -6508503.642979 nChanged 686 SP:Iteration 14Q (3243.050000 sec): 3 clusters Score: Raw -6509973.161413 + Penalty 1057.562379 = -6508915.599035 nChanged 539 SP:Iteration 15Q (3243.160000 sec): 3 clusters Score: Raw -6510277.813889 + Penalty 1057.562379 = -6509220.251510 nChanged 428 SP:Iteration 16Q (3243.280000 sec): 3 clusters Score: Raw -6510504.650070 + Penalty 1057.562379 = -6509447.087691 nChanged 338 SP:Iteration 17Q (3243.400000 sec): 3 clusters Score: Raw -6510684.432929 + Penalty 1057.562379 = -6509626.870550 nChanged 283 SP:Iteration 18Q (3243.510000 sec): 3 clusters Score: Raw -6510844.617369 + Penalty 1057.562379 = -6509787.054991 nChanged 214 SP:Iteration 19Q (3243.620000 sec): 3 clusters Score: Raw -6510960.075731 + Penalty 1057.562379 = -6509902.513352 nChanged 175 SP:Iteration 20F (3243.760000 sec): 3 clusters Score: Raw -6511060.173166 + Penalty 1057.562379 = -6510002.610788 nChanged 138 SP:Iteration 21Q (3243.870000 sec): 3 clusters Score: Raw -6511135.922429 + Penalty 1057.562379 = -6510078.360051 nChanged 106 SP:Iteration 22Q (3243.980000 sec): 3 clusters Score: Raw -6511191.141152 + Penalty 1057.562379 = -6510133.578773 nChanged 96 SP:Iteration 23Q (3244.090000 sec): 3 clusters Score: Raw -6511230.213280 + Penalty 1057.562379 = -6510172.650901 nChanged 84 SP:Iteration 24Q (3244.200000 sec): 3 clusters Score: Raw -6511265.091745 + Penalty 1057.562379 = -6510207.529366 nChanged 61 SP:Iteration 25Q (3244.320000 sec): 3 clusters Score: Raw -6511289.115194 + Penalty 1057.562379 = -6510231.552816 nChanged 52 SP:Iteration 26Q (3244.430000 sec): 3 clusters Score: Raw -6511308.585929 + Penalty 1057.562379 = -6510251.023550 nChanged 39 SP:Iteration 27Q (3244.540000 sec): 3 clusters Score: Raw -6511321.861142 + Penalty 1057.562379 = -6510264.298763 nChanged 30 SP:Iteration 28Q (3244.650000 sec): 3 clusters Score: Raw -6511330.053121 + Penalty 1057.562379 = -6510272.490742 nChanged 28 SP:Iteration 29Q (3244.760000 sec): 3 clusters Score: Raw -6511337.916004 + Penalty 1057.562379 = -6510280.353625 nChanged 23 SP:Iteration 30Q (3244.880000 sec): 3 clusters Score: Raw -6511342.671396 + Penalty 1057.562379 = -6510285.109017 nChanged 20 SP:Iteration 31Q (3244.990000 sec): 3 clusters Score: Raw -6511346.909019 + Penalty 1057.562379 = -6510289.346641 nChanged 17 SP:Iteration 32Q (3245.100000 sec): 3 clusters Score: Raw -6511350.836413 + Penalty 1057.562379 = -6510293.274034 nChanged 14 SP:Iteration 33Q (3245.220000 sec): 3 clusters Score: Raw -6511353.648135 + Penalty 1057.562379 = -6510296.085757 nChanged 18 SP:Iteration 34Q (3245.330000 sec): 3 clusters Score: Raw -6511357.134111 + Penalty 1057.562379 = -6510299.571732 nChanged 19 SP:Iteration 35Q (3245.440000 sec): 3 clusters Score: Raw -6511363.196971 + Penalty 1057.562379 = -6510305.634592 nChanged 21 SP:Iteration 36Q (3245.550000 sec): 3 clusters Score: Raw -6511368.573259 + Penalty 1057.562379 = -6510311.010880 nChanged 15 SP:Iteration 37Q (3245.660000 sec): 3 clusters Score: Raw -6511371.999269 + Penalty 1057.562379 = -6510314.436890 nChanged 11 SP:Iteration 38Q (3245.780000 sec): 3 clusters Score: Raw -6511376.712268 + Penalty 1057.562379 = -6510319.149889 nChanged 12 SP:Iteration 39Q (3245.890000 sec): 3 clusters Score: Raw -6511378.687310 + Penalty 1057.562379 = -6510321.124931 nChanged 8 SP:Iteration 40F (3246.020000 sec): 3 clusters Score: Raw -6511380.200128 + Penalty 1057.562379 = -6510322.637749 nChanged 5 SP:Iteration 41Q (3246.140000 sec): 3 clusters Score: Raw -6511380.902183 + Penalty 1057.562379 = -6510323.339805 nChanged 6 SP:Iteration 42Q (3246.250000 sec): 3 clusters Score: Raw -6511381.899945 + Penalty 1057.562379 = -6510324.337566 nChanged 3 SP:Iteration 43Q (3246.370000 sec): 3 clusters Score: Raw -6511382.186312 + Penalty 1057.562379 = -6510324.623933 nChanged 1 SP:Iteration 44Q (3246.480000 sec): 3 clusters Score: Raw -6511382.318848 + Penalty 1057.562379 = -6510324.756469 nChanged 0 SP:Iteration 45F (3246.620000 sec): 3 clusters Score: Raw -6511382.318848 + Penalty 1057.562379 = -6510324.756469 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.670000 sec): 2 clusters Score: Raw -92374.308734 + Penalty 335.574138 = -92038.734596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.670000 sec): 3 clusters Score: Raw -91522.105896 + Penalty 671.148276 = -90850.957620 nChanged 670 SP:Iteration 1F (3246.670000 sec): 3 clusters Score: Raw -91965.852206 + Penalty 671.148276 = -91294.703930 nChanged 119 SP:Iteration 2F (3246.670000 sec): 3 clusters Score: Raw -92045.819989 + Penalty 671.148276 = -91374.671713 nChanged 101 SP:Iteration 3F (3246.670000 sec): 3 clusters Score: Raw -92112.112611 + Penalty 671.148276 = -91440.964335 nChanged 68 SP:Iteration 4Q (3246.680000 sec): 3 clusters Score: Raw -92153.930478 + Penalty 671.148276 = -91482.782202 nChanged 62 SP:Iteration 5Q (3246.680000 sec): 3 clusters Score: Raw -92195.401286 + Penalty 671.148276 = -91524.253010 nChanged 59 SP:Iteration 6Q (3246.680000 sec): 3 clusters Score: Raw -92230.198987 + Penalty 671.148276 = -91559.050711 nChanged 47 SP:Iteration 7Q (3246.680000 sec): 3 clusters Score: Raw -92253.725794 + Penalty 671.148276 = -91582.577518 nChanged 37 SP:Iteration 8Q (3246.680000 sec): 3 clusters Score: Raw -92268.788704 + Penalty 671.148276 = -91597.640428 nChanged 29 SP:Iteration 9Q (3246.680000 sec): 3 clusters Score: Raw -92282.238545 + Penalty 671.148276 = -91611.090269 nChanged 21 SP:Iteration 10Q (3246.680000 sec): 3 clusters Score: Raw -92289.597191 + Penalty 671.148276 = -91618.448916 nChanged 21 SP:Iteration 11Q (3246.690000 sec): 3 clusters Score: Raw -92296.871626 + Penalty 671.148276 = -91625.723350 nChanged 23 SP:Iteration 12Q (3246.690000 sec): 3 clusters Score: Raw -92306.297131 + Penalty 671.148276 = -91635.148856 nChanged 27 SP:Iteration 13Q (3246.690000 sec): 3 clusters Score: Raw -92316.875604 + Penalty 671.148276 = -91645.727328 nChanged 28 SP:Iteration 14Q (3246.690000 sec): 3 clusters Score: Raw -92326.404739 + Penalty 671.148276 = -91655.256463 nChanged 22 SP:Iteration 15Q (3246.690000 sec): 3 clusters Score: Raw -92333.540905 + Penalty 671.148276 = -91662.392629 nChanged 19 SP:Iteration 16Q (3246.690000 sec): 3 clusters Score: Raw -92338.900427 + Penalty 671.148276 = -91667.752151 nChanged 12 SP:Iteration 17Q (3246.700000 sec): 3 clusters Score: Raw -92342.614171 + Penalty 671.148276 = -91671.465896 nChanged 8 SP:Iteration 18Q (3246.700000 sec): 3 clusters Score: Raw -92344.320859 + Penalty 671.148276 = -91673.172583 nChanged 10 SP:Iteration 19Q (3246.700000 sec): 3 clusters Score: Raw -92347.410943 + Penalty 671.148276 = -91676.262668 nChanged 11 SP:Iteration 20F (3246.700000 sec): 3 clusters Score: Raw -92350.133014 + Penalty 671.148276 = -91678.984739 nChanged 8 SP:Iteration 21Q (3246.700000 sec): 3 clusters Score: Raw -92351.213423 + Penalty 671.148276 = -91680.065147 nChanged 3 SP:Iteration 22Q (3246.700000 sec): 3 clusters Score: Raw -92351.855965 + Penalty 671.148276 = -91680.707689 nChanged 4 SP:Iteration 23Q (3246.700000 sec): 3 clusters Score: Raw -92352.469105 + Penalty 671.148276 = -91681.320830 nChanged 2 SP:Iteration 24Q (3246.700000 sec): 3 clusters Score: Raw -92352.918492 + Penalty 671.148276 = -91681.770217 nChanged 4 SP:Iteration 25Q (3246.710000 sec): 3 clusters Score: Raw -92353.621180 + Penalty 671.148276 = -91682.472905 nChanged 4 SP:Iteration 26Q (3246.710000 sec): 3 clusters Score: Raw -92353.994237 + Penalty 671.148276 = -91682.845961 nChanged 1 SP:Iteration 27Q (3246.710000 sec): 3 clusters Score: Raw -92354.091218 + Penalty 671.148276 = -91682.942943 nChanged 1 SP:Iteration 28Q (3246.710000 sec): 3 clusters Score: Raw -92354.291993 + Penalty 671.148276 = -91683.143718 nChanged 1 SP:Iteration 29Q (3246.710000 sec): 3 clusters Score: Raw -92354.339333 + Penalty 671.148276 = -91683.191057 nChanged 0 SP:Iteration 30F (3246.720000 sec): 3 clusters Score: Raw -92354.339333 + Penalty 671.148276 = -91683.191057 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.720000 sec): 2 clusters Score: Raw -13154.836932 + Penalty 246.835226 = -12908.001707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.720000 sec): 3 clusters Score: Raw -13101.559572 + Penalty 493.670452 = -12607.889121 nChanged 68 SP:Iteration 1F (3246.720000 sec): 3 clusters Score: Raw -13183.020068 + Penalty 493.670452 = -12689.349616 nChanged 22 SP:Iteration 2F (3246.720000 sec): 3 clusters Score: Raw -13213.095931 + Penalty 493.670452 = -12719.425479 nChanged 5 SP:Iteration 3Q (3246.720000 sec): 3 clusters Score: Raw -13218.400298 + Penalty 493.670452 = -12724.729846 nChanged 3 SP:Iteration 4Q (3246.720000 sec): 3 clusters Score: Raw -13223.896493 + Penalty 493.670452 = -12730.226041 nChanged 1 SP:Iteration 5Q (3246.720000 sec): 3 clusters Score: Raw -13224.699274 + Penalty 493.670452 = -12731.028823 nChanged 0 SP:Iteration 6F (3246.720000 sec): 3 clusters Score: Raw -13224.699274 + Penalty 493.670452 = -12731.028823 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.720000 sec): 2 clusters Score: Raw -32113.100352 + Penalty 291.362626 = -31821.737726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.720000 sec): 3 clusters Score: Raw -31862.546703 + Penalty 582.725252 = -31279.821451 nChanged 217 SP:Iteration 1F (3246.720000 sec): 3 clusters Score: Raw -31993.064664 + Penalty 582.725252 = -31410.339412 nChanged 40 SP:Iteration 2F (3246.720000 sec): 3 clusters Score: Raw -32017.899463 + Penalty 582.725252 = -31435.174211 nChanged 27 SP:Iteration 3Q (3246.720000 sec): 3 clusters Score: Raw -32032.168202 + Penalty 582.725252 = -31449.442950 nChanged 17 SP:Iteration 4Q (3246.720000 sec): 3 clusters Score: Raw -32041.854481 + Penalty 582.725252 = -31459.129229 nChanged 14 SP:Iteration 5Q (3246.720000 sec): 3 clusters Score: Raw -32052.270272 + Penalty 582.725252 = -31469.545020 nChanged 15 SP:Iteration 6Q (3246.720000 sec): 3 clusters Score: Raw -32063.481117 + Penalty 582.725252 = -31480.755865 nChanged 15 SP:Iteration 7Q (3246.720000 sec): 3 clusters Score: Raw -32075.430928 + Penalty 582.725252 = -31492.705676 nChanged 17 SP:Iteration 8Q (3246.730000 sec): 3 clusters Score: Raw -32087.583192 + Penalty 582.725252 = -31504.857940 nChanged 11 SP:Iteration 9Q (3246.730000 sec): 3 clusters Score: Raw -32098.955467 + Penalty 582.725252 = -31516.230215 nChanged 17 SP:Iteration 10Q (3246.730000 sec): 3 clusters Score: Raw -32116.926926 + Penalty 582.725252 = -31534.201674 nChanged 15 SP:Iteration 11Q (3246.730000 sec): 3 clusters Score: Raw -32127.658510 + Penalty 582.725252 = -31544.933258 nChanged 14 SP:Iteration 12Q (3246.730000 sec): 3 clusters Score: Raw -32139.296080 + Penalty 582.725252 = -31556.570828 nChanged 13 SP:Iteration 13Q (3246.730000 sec): 3 clusters Score: Raw -32150.001885 + Penalty 582.725252 = -31567.276633 nChanged 11 SP:Iteration 14Q (3246.730000 sec): 3 clusters Score: Raw -32158.805638 + Penalty 582.725252 = -31576.080386 nChanged 8 SP:Iteration 15Q (3246.730000 sec): 3 clusters Score: Raw -32165.567039 + Penalty 582.725252 = -31582.841787 nChanged 7 SP:Iteration 16Q (3246.730000 sec): 3 clusters Score: Raw -32171.183445 + Penalty 582.725252 = -31588.458193 nChanged 4 SP:Iteration 17Q (3246.730000 sec): 3 clusters Score: Raw -32176.407197 + Penalty 582.725252 = -31593.681945 nChanged 2 SP:Iteration 18Q (3246.730000 sec): 3 clusters Score: Raw -32179.201845 + Penalty 582.725252 = -31596.476593 nChanged 2 SP:Iteration 19Q (3246.730000 sec): 3 clusters Score: Raw -32181.668518 + Penalty 582.725252 = -31598.943266 nChanged 1 SP:Iteration 20F (3246.730000 sec): 3 clusters Score: Raw -32182.323840 + Penalty 582.725252 = -31599.598588 nChanged 2 SP:Iteration 21Q (3246.740000 sec): 3 clusters Score: Raw -32183.794910 + Penalty 582.725252 = -31601.069658 nChanged 1 SP:Iteration 22Q (3246.740000 sec): 3 clusters Score: Raw -32184.248139 + Penalty 582.725252 = -31601.522887 nChanged 2 SP:Iteration 23Q (3246.740000 sec): 3 clusters Score: Raw -32186.786153 + Penalty 582.725252 = -31604.060901 nChanged 1 SP:Iteration 24Q (3246.740000 sec): 3 clusters Score: Raw -32188.351680 + Penalty 582.725252 = -31605.626428 nChanged 1 SP:Iteration 25Q (3246.740000 sec): 3 clusters Score: Raw -32188.741829 + Penalty 582.725252 = -31606.016577 nChanged 0 SP:Iteration 26F (3246.740000 sec): 3 clusters Score: Raw -32188.741829 + Penalty 582.725252 = -31606.016577 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.740000 sec): 2 clusters Score: Raw -47964.029579 + Penalty 310.459519 = -47653.570060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.740000 sec): 3 clusters Score: Raw -47509.719836 + Penalty 620.919037 = -46888.800799 nChanged 359 SP:Iteration 1F (3246.740000 sec): 3 clusters Score: Raw -47694.057622 + Penalty 620.919037 = -47073.138585 nChanged 72 SP:Iteration 2F (3246.740000 sec): 3 clusters Score: Raw -47735.922667 + Penalty 620.919037 = -47115.003630 nChanged 58 SP:Iteration 3F (3246.740000 sec): 3 clusters Score: Raw -47780.155485 + Penalty 620.919037 = -47159.236447 nChanged 52 SP:Iteration 4F (3246.740000 sec): 3 clusters Score: Raw -47823.534534 + Penalty 620.919037 = -47202.615497 nChanged 44 SP:Iteration 5Q (3246.740000 sec): 3 clusters Score: Raw -47862.648170 + Penalty 620.919037 = -47241.729133 nChanged 42 SP:Iteration 6Q (3246.740000 sec): 3 clusters Score: Raw -47913.026238 + Penalty 620.919037 = -47292.107201 nChanged 35 SP:Iteration 7Q (3246.750000 sec): 3 clusters Score: Raw -47948.496938 + Penalty 620.919037 = -47327.577901 nChanged 30 SP:Iteration 8Q (3246.750000 sec): 3 clusters Score: Raw -47977.637588 + Penalty 620.919037 = -47356.718551 nChanged 30 SP:Iteration 9Q (3246.750000 sec): 3 clusters Score: Raw -48003.410919 + Penalty 620.919037 = -47382.491882 nChanged 28 SP:Iteration 10Q (3246.750000 sec): 3 clusters Score: Raw -48028.488331 + Penalty 620.919037 = -47407.569294 nChanged 26 SP:Iteration 11Q (3246.750000 sec): 3 clusters Score: Raw -48050.921554 + Penalty 620.919037 = -47430.002517 nChanged 16 SP:Iteration 12Q (3246.750000 sec): 3 clusters Score: Raw -48071.639103 + Penalty 620.919037 = -47450.720066 nChanged 12 SP:Iteration 13Q (3246.750000 sec): 3 clusters Score: Raw -48087.435690 + Penalty 620.919037 = -47466.516653 nChanged 8 SP:Iteration 14Q (3246.750000 sec): 3 clusters Score: Raw -48095.522166 + Penalty 620.919037 = -47474.603129 nChanged 5 SP:Iteration 15Q (3246.750000 sec): 3 clusters Score: Raw -48101.060746 + Penalty 620.919037 = -47480.141709 nChanged 2 SP:Iteration 16Q (3246.760000 sec): 3 clusters Score: Raw -48102.234909 + Penalty 620.919037 = -47481.315872 nChanged 2 SP:Iteration 17Q (3246.760000 sec): 3 clusters Score: Raw -48103.414024 + Penalty 620.919037 = -47482.494986 nChanged 1 SP:Iteration 18Q (3246.760000 sec): 3 clusters Score: Raw -48104.435845 + Penalty 620.919037 = -47483.516808 nChanged 1 SP:Iteration 19Q (3246.760000 sec): 3 clusters Score: Raw -48105.106299 + Penalty 620.919037 = -47484.187262 nChanged 2 SP:Iteration 20F (3246.760000 sec): 3 clusters Score: Raw -48105.880171 + Penalty 620.919037 = -47484.961133 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (162115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3247.030000 sec): 2 clusters Score: Raw -9992101.365461 + Penalty 545.820786 = -9991555.544675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3247.230000 sec): 3 clusters Score: Raw -9882492.335789 + Penalty 1091.641573 = -9881400.694216 nChanged 79555 SP:Iteration 1F (3247.440000 sec): 3 clusters Score: Raw -9932382.994370 + Penalty 1091.641573 = -9931291.352797 nChanged 7591 SP:Iteration 2Q (3247.660000 sec): 3 clusters Score: Raw -9935750.817386 + Penalty 1091.641573 = -9934659.175813 nChanged 9368 SP:Iteration 3F (3247.860000 sec): 3 clusters Score: Raw -9941184.426864 + Penalty 1091.641573 = -9940092.785291 nChanged 10859 SP:Iteration 4F (3248.060000 sec): 3 clusters Score: Raw -9949045.198766 + Penalty 1091.641573 = -9947953.557194 nChanged 11158 SP:Iteration 5F (3248.260000 sec): 3 clusters Score: Raw -9958516.436964 + Penalty 1091.641573 = -9957424.795391 nChanged 9946 SP:Iteration 6F (3248.460000 sec): 3 clusters Score: Raw -9967525.625725 + Penalty 1091.641573 = -9966433.984152 nChanged 7603 SP:Iteration 7Q (3248.680000 sec): 3 clusters Score: Raw -9974106.691598 + Penalty 1091.641573 = -9973015.050025 nChanged 5478 SP:Iteration 8Q (3248.880000 sec): 3 clusters Score: Raw -9978343.055236 + Penalty 1091.641573 = -9977251.413664 nChanged 4204 SP:Iteration 9Q (3249.060000 sec): 3 clusters Score: Raw -9981406.742675 + Penalty 1091.641573 = -9980315.101102 nChanged 3520 SP:Iteration 10Q (3249.250000 sec): 3 clusters Score: Raw -9984028.222142 + Penalty 1091.641573 = -9982936.580570 nChanged 2896 SP:Iteration 11Q (3249.430000 sec): 3 clusters Score: Raw -9986271.057107 + Penalty 1091.641573 = -9985179.415535 nChanged 2281 SP:Iteration 12Q (3249.600000 sec): 3 clusters Score: Raw -9988092.360875 + Penalty 1091.641573 = -9987000.719302 nChanged 1719 SP:Iteration 13Q (3249.760000 sec): 3 clusters Score: Raw -9989503.219537 + Penalty 1091.641573 = -9988411.577964 nChanged 1206 SP:Iteration 14Q (3249.920000 sec): 3 clusters Score: Raw -9990514.138239 + Penalty 1091.641573 = -9989422.496666 nChanged 831 SP:Iteration 15Q (3250.080000 sec): 3 clusters Score: Raw -9991208.988578 + Penalty 1091.641573 = -9990117.347005 nChanged 502 SP:Iteration 16Q (3250.240000 sec): 3 clusters Score: Raw -9991599.079324 + Penalty 1091.641573 = -9990507.437751 nChanged 321 SP:Iteration 17Q (3250.390000 sec): 3 clusters Score: Raw -9991859.229263 + Penalty 1091.641573 = -9990767.587690 nChanged 169 SP:Iteration 18Q (3250.550000 sec): 3 clusters Score: Raw -9991995.876676 + Penalty 1091.641573 = -9990904.235104 nChanged 87 SP:Iteration 19Q (3250.700000 sec): 3 clusters Score: Raw -9992066.419072 + Penalty 1091.641573 = -9990974.777500 nChanged 43 SP:Iteration 20F (3250.900000 sec): 3 clusters Score: Raw -9992107.875588 + Penalty 1091.641573 = -9991016.234016 nChanged 24 SP:Iteration 21Q (3251.060000 sec): 3 clusters Score: Raw -9992133.157878 + Penalty 1091.641573 = -9991041.516306 nChanged 16 SP:Iteration 22Q (3251.220000 sec): 3 clusters Score: Raw -9992149.819706 + Penalty 1091.641573 = -9991058.178133 nChanged 13 SP:Iteration 23Q (3251.380000 sec): 3 clusters Score: Raw -9992157.654363 + Penalty 1091.641573 = -9991066.012790 nChanged 7 SP:Iteration 24Q (3251.540000 sec): 3 clusters Score: Raw -9992161.986424 + Penalty 1091.641573 = -9991070.344851 nChanged 4 SP:Iteration 25Q (3251.690000 sec): 3 clusters Score: Raw -9992164.884844 + Penalty 1091.641573 = -9991073.243271 nChanged 2 SP:Iteration 26Q (3251.840000 sec): 3 clusters Score: Raw -9992167.477864 + Penalty 1091.641573 = -9991075.836291 nChanged 4 SP:Iteration 27Q (3252.000000 sec): 3 clusters Score: Raw -9992170.669251 + Penalty 1091.641573 = -9991079.027678 nChanged 1 SP:Iteration 28Q (3252.150000 sec): 3 clusters Score: Raw -9992171.504784 + Penalty 1091.641573 = -9991079.863211 nChanged 1 SP:Iteration 29Q (3252.300000 sec): 3 clusters Score: Raw -9992172.830382 + Penalty 1091.641573 = -9991081.188809 nChanged 0 SP:Iteration 30F (3252.500000 sec): 3 clusters Score: Raw -9992172.830382 + Penalty 1091.641573 = -9991081.188809 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.570000 sec): 2 clusters Score: Raw -31983.638174 + Penalty 290.063629 = -31693.574545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.570000 sec): 3 clusters Score: Raw -31766.336022 + Penalty 580.127259 = -31186.208763 nChanged 208 SP:Iteration 1F (3252.570000 sec): 3 clusters Score: Raw -31924.440665 + Penalty 580.127259 = -31344.313407 nChanged 57 SP:Iteration 2F (3252.570000 sec): 3 clusters Score: Raw -31978.430382 + Penalty 580.127259 = -31398.303124 nChanged 37 SP:Iteration 3F (3252.570000 sec): 3 clusters Score: Raw -32013.297900 + Penalty 580.127259 = -31433.170641 nChanged 33 SP:Iteration 4F (3252.570000 sec): 3 clusters Score: Raw -32040.197465 + Penalty 580.127259 = -31460.070206 nChanged 18 SP:Iteration 5Q (3252.570000 sec): 3 clusters Score: Raw -32057.603765 + Penalty 580.127259 = -31477.476507 nChanged 17 SP:Iteration 6Q (3252.570000 sec): 3 clusters Score: Raw -32074.950044 + Penalty 580.127259 = -31494.822786 nChanged 14 SP:Iteration 7Q (3252.570000 sec): 3 clusters Score: Raw -32087.082406 + Penalty 580.127259 = -31506.955147 nChanged 13 SP:Iteration 8Q (3252.570000 sec): 3 clusters Score: Raw -32101.155993 + Penalty 580.127259 = -31521.028734 nChanged 7 SP:Iteration 9Q (3252.570000 sec): 3 clusters Score: Raw -32106.661780 + Penalty 580.127259 = -31526.534522 nChanged 6 SP:Iteration 10Q (3252.570000 sec): 3 clusters Score: Raw -32110.699666 + Penalty 580.127259 = -31530.572408 nChanged 5 SP:Iteration 11Q (3252.570000 sec): 3 clusters Score: Raw -32114.637354 + Penalty 580.127259 = -31534.510096 nChanged 3 SP:Iteration 12Q (3252.580000 sec): 3 clusters Score: Raw -32116.959017 + Penalty 580.127259 = -31536.831758 nChanged 4 SP:Iteration 13Q (3252.580000 sec): 3 clusters Score: Raw -32119.432182 + Penalty 580.127259 = -31539.304924 nChanged 0 SP:Iteration 14F (3252.580000 sec): 3 clusters Score: Raw -32119.432182 + Penalty 580.127259 = -31539.304924 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.580000 sec): 2 clusters Score: Raw -209358.153387 + Penalty 371.316578 = -208986.836809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.580000 sec): 3 clusters Score: Raw -207376.545071 + Penalty 742.633157 = -206633.911914 nChanged 1478 SP:Iteration 1F (3252.590000 sec): 3 clusters Score: Raw -208251.813481 + Penalty 742.633157 = -207509.180324 nChanged 285 SP:Iteration 2F (3252.590000 sec): 3 clusters Score: Raw -208441.238830 + Penalty 742.633157 = -207698.605673 nChanged 262 SP:Iteration 3F (3252.600000 sec): 3 clusters Score: Raw -208633.029495 + Penalty 742.633157 = -207890.396338 nChanged 254 SP:Iteration 4F (3252.600000 sec): 3 clusters Score: Raw -208829.422872 + Penalty 742.633157 = -208086.789715 nChanged 214 SP:Iteration 5F (3252.600000 sec): 3 clusters Score: Raw -209008.917251 + Penalty 742.633157 = -208266.284094 nChanged 164 SP:Iteration 6Q (3252.600000 sec): 3 clusters Score: Raw -209149.922764 + Penalty 742.633157 = -208407.289607 nChanged 101 SP:Iteration 7Q (3252.610000 sec): 3 clusters Score: Raw -209243.643548 + Penalty 742.633157 = -208501.010391 nChanged 67 SP:Iteration 8Q (3252.610000 sec): 3 clusters Score: Raw -209293.264113 + Penalty 742.633157 = -208550.630956 nChanged 50 SP:Iteration 9Q (3252.620000 sec): 3 clusters Score: Raw -209326.775828 + Penalty 742.633157 = -208584.142671 nChanged 43 SP:Iteration 10Q (3252.620000 sec): 3 clusters Score: Raw -209352.530336 + Penalty 742.633157 = -208609.897179 nChanged 36 SP:Iteration 11Q (3252.620000 sec): 3 clusters Score: Raw -209372.007808 + Penalty 742.633157 = -208629.374651 nChanged 19 SP:Iteration 12Q (3252.620000 sec): 3 clusters Score: Raw -209379.047129 + Penalty 742.633157 = -208636.413972 nChanged 20 SP:Iteration 13Q (3252.630000 sec): 3 clusters Score: Raw -209397.942468 + Penalty 742.633157 = -208655.309311 nChanged 21 SP:Iteration 14Q (3252.630000 sec): 3 clusters Score: Raw -209424.891953 + Penalty 742.633157 = -208682.258796 nChanged 26 SP:Iteration 15Q (3252.630000 sec): 3 clusters Score: Raw -209469.853860 + Penalty 742.633157 = -208727.220703 nChanged 16 SP:Iteration 16Q (3252.640000 sec): 3 clusters Score: Raw -209493.318324 + Penalty 742.633157 = -208750.685167 nChanged 15 SP:Iteration 17Q (3252.640000 sec): 3 clusters Score: Raw -209504.200899 + Penalty 742.633157 = -208761.567742 nChanged 12 SP:Iteration 18Q (3252.640000 sec): 3 clusters Score: Raw -209510.918970 + Penalty 742.633157 = -208768.285813 nChanged 7 SP:Iteration 19Q (3252.640000 sec): 3 clusters Score: Raw -209513.881179 + Penalty 742.633157 = -208771.248023 nChanged 6 SP:Iteration 20F (3252.650000 sec): 3 clusters Score: Raw -209515.484645 + Penalty 742.633157 = -208772.851488 nChanged 4 SP:Iteration 21Q (3252.650000 sec): 3 clusters Score: Raw -209517.255292 + Penalty 742.633157 = -208774.622135 nChanged 3 SP:Iteration 22Q (3252.650000 sec): 3 clusters Score: Raw -209518.913067 + Penalty 742.633157 = -208776.279910 nChanged 2 SP:Iteration 23Q (3252.660000 sec): 3 clusters Score: Raw -209520.352584 + Penalty 742.633157 = -208777.719428 nChanged 2 SP:Iteration 24Q (3252.660000 sec): 3 clusters Score: Raw -209520.728714 + Penalty 742.633157 = -208778.095557 nChanged 0 SP:Iteration 25F (3252.660000 sec): 3 clusters Score: Raw -209520.728714 + Penalty 742.633157 = -208778.095557 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.660000 sec): 2 clusters Score: Raw -2186.043615 + Penalty 183.958833 = -2002.084783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.660000 sec): 3 clusters Score: Raw -2249.224211 + Penalty 367.917665 = -1881.306546 nChanged 7 SP:Iteration 1F (3252.660000 sec): 3 clusters Score: Raw -2266.072212 + Penalty 367.917665 = -1898.154547 nChanged 1 SP:Iteration 2Q (3252.660000 sec): 3 clusters Score: Raw -2267.704099 + Penalty 367.917665 = -1899.786434 nChanged 0 SP:Iteration 3F (3252.660000 sec): 3 clusters Score: Raw -2267.704099 + Penalty 367.917665 = -1899.786434 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.670000 sec): 2 clusters Score: Raw -20340.682436 + Penalty 267.817733 = -20072.864702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.670000 sec): 3 clusters Score: Raw -20205.040967 + Penalty 535.635467 = -19669.405500 nChanged 121 SP:Iteration 1F (3252.670000 sec): 3 clusters Score: Raw -20292.886240 + Penalty 535.635467 = -19757.250773 nChanged 29 SP:Iteration 2F (3252.670000 sec): 3 clusters Score: Raw -20319.482290 + Penalty 535.635467 = -19783.846823 nChanged 16 SP:Iteration 3Q (3252.670000 sec): 3 clusters Score: Raw -20331.023505 + Penalty 535.635467 = -19795.388038 nChanged 7 SP:Iteration 4Q (3252.670000 sec): 3 clusters Score: Raw -20337.057182 + Penalty 535.635467 = -19801.421715 nChanged 7 SP:Iteration 5Q (3252.670000 sec): 3 clusters Score: Raw -20344.189698 + Penalty 535.635467 = -19808.554231 nChanged 6 SP:Iteration 6Q (3252.670000 sec): 3 clusters Score: Raw -20351.287030 + Penalty 535.635467 = -19815.651563 nChanged 5 SP:Iteration 7Q (3252.670000 sec): 3 clusters Score: Raw -20355.115621 + Penalty 535.635467 = -19819.480155 nChanged 3 SP:Iteration 8Q (3252.670000 sec): 3 clusters Score: Raw -20358.905352 + Penalty 535.635467 = -19823.269885 nChanged 2 SP:Iteration 9Q (3252.670000 sec): 3 clusters Score: Raw -20360.206189 + Penalty 535.635467 = -19824.570722 nChanged 1 SP:Iteration 10Q (3252.670000 sec): 3 clusters Score: Raw -20361.654184 + Penalty 535.635467 = -19826.018717 nChanged 2 SP:Iteration 11Q (3252.670000 sec): 3 clusters Score: Raw -20364.751909 + Penalty 535.635467 = -19829.116442 nChanged 4 SP:Iteration 12Q (3252.670000 sec): 3 clusters Score: Raw -20367.343437 + Penalty 535.635467 = -19831.707970 nChanged 1 SP:Iteration 13Q (3252.670000 sec): 3 clusters Score: Raw -20368.320378 + Penalty 535.635467 = -19832.684912 nChanged 1 SP:Iteration 14Q (3252.670000 sec): 3 clusters Score: Raw -20369.734189 + Penalty 535.635467 = -19834.098722 nChanged 2 SP:Iteration 15Q (3252.670000 sec): 3 clusters Score: Raw -20371.679153 + Penalty 535.635467 = -19836.043686 nChanged 2 SP:Iteration 16Q (3252.670000 sec): 3 clusters Score: Raw -20375.273468 + Penalty 535.635467 = -19839.638001 nChanged 4 SP:Iteration 17Q (3252.670000 sec): 3 clusters Score: Raw -20378.716942 + Penalty 535.635467 = -19843.081475 nChanged 3 SP:Iteration 18Q (3252.670000 sec): 3 clusters Score: Raw -20380.759235 + Penalty 535.635467 = -19845.123769 nChanged 6 SP:Iteration 19Q (3252.670000 sec): 3 clusters Score: Raw -20386.448085 + Penalty 535.635467 = -19850.812618 nChanged 2 SP:Iteration 20F (3252.680000 sec): 3 clusters Score: Raw -20388.030978 + Penalty 535.635467 = -19852.395511 nChanged 3 SP:Iteration 21Q (3252.680000 sec): 3 clusters Score: Raw -20389.620957 + Penalty 535.635467 = -19853.985490 nChanged 0 SP:Iteration 22F (3252.680000 sec): 3 clusters Score: Raw -20389.620957 + Penalty 535.635467 = -19853.985490 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.680000 sec): 2 clusters Score: Raw -20774.457636 + Penalty 269.917156 = -20504.540480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.680000 sec): 3 clusters Score: Raw -20637.709018 + Penalty 539.834312 = -20097.874706 nChanged 131 SP:Iteration 1F (3252.680000 sec): 3 clusters Score: Raw -20760.517079 + Penalty 539.834312 = -20220.682767 nChanged 35 SP:Iteration 2F (3252.680000 sec): 3 clusters Score: Raw -20797.104129 + Penalty 539.834312 = -20257.269817 nChanged 13 SP:Iteration 3Q (3252.680000 sec): 3 clusters Score: Raw -20808.616101 + Penalty 539.834312 = -20268.781789 nChanged 13 SP:Iteration 4Q (3252.680000 sec): 3 clusters Score: Raw -20824.152030 + Penalty 539.834312 = -20284.317718 nChanged 8 SP:Iteration 5Q (3252.680000 sec): 3 clusters Score: Raw -20830.151614 + Penalty 539.834312 = -20290.317302 nChanged 9 SP:Iteration 6Q (3252.680000 sec): 3 clusters Score: Raw -20834.785443 + Penalty 539.834312 = -20294.951131 nChanged 3 SP:Iteration 7Q (3252.680000 sec): 3 clusters Score: Raw -20835.970055 + Penalty 539.834312 = -20296.135743 nChanged 1 SP:Iteration 8Q (3252.680000 sec): 3 clusters Score: Raw -20836.593567 + Penalty 539.834312 = -20296.759255 nChanged 0 SP:Iteration 9F (3252.680000 sec): 3 clusters Score: Raw -20836.593567 + Penalty 539.834312 = -20296.759255 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 23 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.680000 sec): 2 clusters Score: Raw -15244.745258 + Penalty 252.482962 = -14992.262297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.680000 sec): 3 clusters Score: Raw -15171.289499 + Penalty 504.965924 = -14666.323575 nChanged 80 SP:Iteration 1F (3252.680000 sec): 3 clusters Score: Raw -15260.870084 + Penalty 504.965924 = -14755.904160 nChanged 24 SP:Iteration 2F (3252.680000 sec): 3 clusters Score: Raw -15297.490977 + Penalty 504.965924 = -14792.525053 nChanged 16 SP:Iteration 3F (3252.680000 sec): 3 clusters Score: Raw -15315.577407 + Penalty 504.965924 = -14810.611484 nChanged 9 SP:Iteration 4Q (3252.680000 sec): 3 clusters Score: Raw -15329.379512 + Penalty 504.965924 = -14824.413588 nChanged 8 SP:Iteration 5Q (3252.680000 sec): 3 clusters Score: Raw -15351.445952 + Penalty 504.965924 = -14846.480028 nChanged 8 SP:Iteration 6Q (3252.680000 sec): 3 clusters Score: Raw -15368.019227 + Penalty 504.965924 = -14863.053303 nChanged 4 SP:Iteration 7Q (3252.680000 sec): 3 clusters Score: Raw -15376.802527 + Penalty 504.965924 = -14871.836604 nChanged 4 SP:Iteration 8Q (3252.680000 sec): 3 clusters Score: Raw -15379.653997 + Penalty 504.965924 = -14874.688073 nChanged 3 SP:Iteration 9Q (3252.680000 sec): 3 clusters Score: Raw -15383.649901 + Penalty 504.965924 = -14878.683978 nChanged 3 SP:Iteration 10Q (3252.680000 sec): 3 clusters Score: Raw -15386.699306 + Penalty 504.965924 = -14881.733383 nChanged 1 SP:Iteration 11Q (3252.680000 sec): 3 clusters Score: Raw -15387.272739 + Penalty 504.965924 = -14882.306815 nChanged 1 SP:Iteration 12Q (3252.680000 sec): 3 clusters Score: Raw -15388.547915 + Penalty 504.965924 = -14883.581991 nChanged 1 SP:Iteration 13Q (3252.680000 sec): 3 clusters Score: Raw -15390.603921 + Penalty 504.965924 = -14885.637998 nChanged 0 SP:Iteration 14F (3252.680000 sec): 3 clusters Score: Raw -15390.603921 + Penalty 504.965924 = -14885.637998 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 24 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.690000 sec): 2 clusters Score: Raw -16312.776048 + Penalty 260.124760 = -16052.651287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.690000 sec): 3 clusters Score: Raw -16229.398761 + Penalty 520.249521 = -15709.149240 nChanged 94 SP:Iteration 1F (3252.690000 sec): 3 clusters Score: Raw -16353.018255 + Penalty 520.249521 = -15832.768734 nChanged 30 SP:Iteration 2F (3252.690000 sec): 3 clusters Score: Raw -16417.535106 + Penalty 520.249521 = -15897.285585 nChanged 19 SP:Iteration 3F (3252.690000 sec): 3 clusters Score: Raw -16451.137597 + Penalty 520.249521 = -15930.888076 nChanged 16 SP:Iteration 4F (3252.690000 sec): 3 clusters Score: Raw -16515.597836 + Penalty 520.249521 = -15995.348315 nChanged 18 SP:Iteration 5F (3252.690000 sec): 3 clusters Score: Raw -16557.536570 + Penalty 520.249521 = -16037.287049 nChanged 10 SP:Iteration 6Q (3252.690000 sec): 3 clusters Score: Raw -16574.278677 + Penalty 520.249521 = -16054.029156 nChanged 9 SP:Iteration 7Q (3252.690000 sec): 3 clusters Score: Raw -16588.043894 + Penalty 520.249521 = -16067.794373 nChanged 1 SP:Iteration 8Q (3252.690000 sec): 3 clusters Score: Raw -16588.229805 + Penalty 520.249521 = -16067.980284 nChanged 0 SP:Iteration 9F (3252.690000 sec): 3 clusters Score: Raw -16588.229805 + Penalty 520.249521 = -16067.980284 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 25 (25512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.730000 sec): 2 clusters Score: Raw -1583355.981455 + Penalty 461.684141 = -1582894.297314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.760000 sec): 3 clusters Score: Raw -1566648.198860 + Penalty 923.368283 = -1565724.830577 nChanged 12213 SP:Iteration 1F (3252.790000 sec): 3 clusters Score: Raw -1573984.745239 + Penalty 923.368283 = -1573061.376956 nChanged 1165 SP:Iteration 2Q (3252.820000 sec): 3 clusters Score: Raw -1574413.153467 + Penalty 923.368283 = -1573489.785184 nChanged 1302 SP:Iteration 3F (3252.840000 sec): 3 clusters Score: Raw -1575040.675119 + Penalty 923.368283 = -1574117.306836 nChanged 1499 SP:Iteration 4F (3252.870000 sec): 3 clusters Score: Raw -1576032.710281 + Penalty 923.368283 = -1575109.341998 nChanged 1660 SP:Iteration 5F (3252.890000 sec): 3 clusters Score: Raw -1577407.108584 + Penalty 923.368283 = -1576483.740301 nChanged 1605 SP:Iteration 6F (3252.920000 sec): 3 clusters Score: Raw -1578993.397519 + Penalty 923.368283 = -1578070.029236 nChanged 1373 SP:Iteration 7F (3252.950000 sec): 3 clusters Score: Raw -1580300.916121 + Penalty 923.368283 = -1579377.547838 nChanged 966 SP:Iteration 8Q (3252.970000 sec): 3 clusters Score: Raw -1580982.730133 + Penalty 923.368283 = -1580059.361850 nChanged 630 SP:Iteration 9Q (3253.000000 sec): 3 clusters Score: Raw -1581402.093013 + Penalty 923.368283 = -1580478.724730 nChanged 510 SP:Iteration 10Q (3253.020000 sec): 3 clusters Score: Raw -1581750.218030 + Penalty 923.368283 = -1580826.849747 nChanged 444 SP:Iteration 11Q (3253.040000 sec): 3 clusters Score: Raw -1582095.343217 + Penalty 923.368283 = -1581171.974934 nChanged 412 SP:Iteration 12Q (3253.070000 sec): 3 clusters Score: Raw -1582413.563887 + Penalty 923.368283 = -1581490.195604 nChanged 357 SP:Iteration 13Q (3253.090000 sec): 3 clusters Score: Raw -1582663.314098 + Penalty 923.368283 = -1581739.945815 nChanged 297 SP:Iteration 14Q (3253.110000 sec): 3 clusters Score: Raw -1582849.371526 + Penalty 923.368283 = -1581926.003243 nChanged 251 SP:Iteration 15Q (3253.140000 sec): 3 clusters Score: Raw -1582975.562638 + Penalty 923.368283 = -1582052.194355 nChanged 205 SP:Iteration 16Q (3253.160000 sec): 3 clusters Score: Raw -1583065.883897 + Penalty 923.368283 = -1582142.515614 nChanged 174 SP:Iteration 17Q (3253.180000 sec): 3 clusters Score: Raw -1583132.339176 + Penalty 923.368283 = -1582208.970893 nChanged 143 SP:Iteration 18Q (3253.200000 sec): 3 clusters Score: Raw -1583178.113890 + Penalty 923.368283 = -1582254.745607 nChanged 119 SP:Iteration 19Q (3253.220000 sec): 3 clusters Score: Raw -1583214.614210 + Penalty 923.368283 = -1582291.245927 nChanged 87 SP:Iteration 20F (3253.250000 sec): 3 clusters Score: Raw -1583240.847028 + Penalty 923.368283 = -1582317.478745 nChanged 83 SP:Iteration 21Q (3253.270000 sec): 3 clusters Score: Raw -1583262.312698 + Penalty 923.368283 = -1582338.944415 nChanged 81 SP:Iteration 22Q (3253.300000 sec): 3 clusters Score: Raw -1583283.492744 + Penalty 923.368283 = -1582360.124461 nChanged 65 SP:Iteration 23Q (3253.320000 sec): 3 clusters Score: Raw -1583296.190416 + Penalty 923.368283 = -1582372.822133 nChanged 54 SP:Iteration 24Q (3253.340000 sec): 3 clusters Score: Raw -1583304.921082 + Penalty 923.368283 = -1582381.552799 nChanged 41 SP:Iteration 25Q (3253.360000 sec): 3 clusters Score: Raw -1583311.473615 + Penalty 923.368283 = -1582388.105332 nChanged 40 SP:Iteration 26Q (3253.380000 sec): 3 clusters Score: Raw -1583318.134933 + Penalty 923.368283 = -1582394.766650 nChanged 37 SP:Iteration 27Q (3253.400000 sec): 3 clusters Score: Raw -1583322.263178 + Penalty 923.368283 = -1582398.894895 nChanged 33 SP:Iteration 28Q (3253.420000 sec): 3 clusters Score: Raw -1583326.501258 + Penalty 923.368283 = -1582403.132975 nChanged 28 SP:Iteration 29Q (3253.440000 sec): 3 clusters Score: Raw -1583329.721531 + Penalty 923.368283 = -1582406.353248 nChanged 21 SP:Iteration 30Q (3253.470000 sec): 3 clusters Score: Raw -1583333.006869 + Penalty 923.368283 = -1582409.638586 nChanged 24 SP:Iteration 31Q (3253.490000 sec): 3 clusters Score: Raw -1583336.857517 + Penalty 923.368283 = -1582413.489234 nChanged 26 SP:Iteration 32Q (3253.510000 sec): 3 clusters Score: Raw -1583341.644830 + Penalty 923.368283 = -1582418.276547 nChanged 26 SP:Iteration 33Q (3253.530000 sec): 3 clusters Score: Raw -1583346.647592 + Penalty 923.368283 = -1582423.279309 nChanged 29 SP:Iteration 34Q (3253.550000 sec): 3 clusters Score: Raw -1583350.289024 + Penalty 923.368283 = -1582426.920741 nChanged 33 SP:Iteration 35Q (3253.580000 sec): 3 clusters Score: Raw -1583354.634142 + Penalty 923.368283 = -1582431.265859 nChanged 27 SP:Iteration 36Q (3253.600000 sec): 3 clusters Score: Raw -1583358.198074 + Penalty 923.368283 = -1582434.829791 nChanged 30 SP:Iteration 37Q (3253.620000 sec): 3 clusters Score: Raw -1583362.327221 + Penalty 923.368283 = -1582438.958938 nChanged 29 SP:Iteration 38Q (3253.640000 sec): 3 clusters Score: Raw -1583365.751079 + Penalty 923.368283 = -1582442.382796 nChanged 28 SP:Iteration 39Q (3253.660000 sec): 3 clusters Score: Raw -1583369.178310 + Penalty 923.368283 = -1582445.810027 nChanged 18 SP:Iteration 40F (3253.690000 sec): 3 clusters Score: Raw -1583370.955069 + Penalty 923.368283 = -1582447.586786 nChanged 11 SP:Iteration 41Q (3253.710000 sec): 3 clusters Score: Raw -1583371.772689 + Penalty 923.368283 = -1582448.404406 nChanged 10 SP:Iteration 42Q (3253.730000 sec): 3 clusters Score: Raw -1583372.616440 + Penalty 923.368283 = -1582449.248157 nChanged 10 SP:Iteration 43Q (3253.750000 sec): 3 clusters Score: Raw -1583373.786758 + Penalty 923.368283 = -1582450.418475 nChanged 12 SP:Iteration 44Q (3253.770000 sec): 3 clusters Score: Raw -1583375.283093 + Penalty 923.368283 = -1582451.914810 nChanged 13 SP:Iteration 45Q (3253.790000 sec): 3 clusters Score: Raw -1583376.763418 + Penalty 923.368283 = -1582453.395135 nChanged 8 SP:Iteration 46Q (3253.810000 sec): 3 clusters Score: Raw -1583377.698594 + Penalty 923.368283 = -1582454.330311 nChanged 11 SP:Iteration 47Q (3253.840000 sec): 3 clusters Score: Raw -1583379.129665 + Penalty 923.368283 = -1582455.761382 nChanged 10 SP:Iteration 48Q (3253.860000 sec): 3 clusters Score: Raw -1583380.506415 + Penalty 923.368283 = -1582457.138132 nChanged 14 SP:Iteration 49Q (3253.880000 sec): 3 clusters Score: Raw -1583382.296139 + Penalty 923.368283 = -1582458.927856 nChanged 15 SP:Iteration 50Q (3253.900000 sec): 3 clusters Score: Raw -1583383.752446 + Penalty 923.368283 = -1582460.384163 nChanged 10 SP:Iteration 51Q (3253.920000 sec): 3 clusters Score: Raw -1583384.776959 + Penalty 923.368283 = -1582461.408676 nChanged 8 SP:Iteration 52Q (3253.940000 sec): 3 clusters Score: Raw -1583385.418630 + Penalty 923.368283 = -1582462.050347 nChanged 10 SP:Iteration 53Q (3253.960000 sec): 3 clusters Score: Raw -1583386.342987 + Penalty 923.368283 = -1582462.974704 nChanged 5 SP:Iteration 54Q (3253.980000 sec): 3 clusters Score: Raw -1583386.778614 + Penalty 923.368283 = -1582463.410331 nChanged 5 SP:Iteration 55Q (3254.000000 sec): 3 clusters Score: Raw -1583387.113633 + Penalty 923.368283 = -1582463.745350 nChanged 1 SP:Iteration 56Q (3254.020000 sec): 3 clusters Score: Raw -1583387.250263 + Penalty 923.368283 = -1582463.881980 nChanged 1 SP:Iteration 57Q (3254.040000 sec): 3 clusters Score: Raw -1583387.338370 + Penalty 923.368283 = -1582463.970087 nChanged 3 SP:Iteration 58Q (3254.070000 sec): 3 clusters Score: Raw -1583387.439660 + Penalty 923.368283 = -1582464.071377 nChanged 2 SP:Iteration 59Q (3254.090000 sec): 3 clusters Score: Raw -1583387.549083 + Penalty 923.368283 = -1582464.180800 nChanged 0 SP:Iteration 60F (3254.120000 sec): 3 clusters Score: Raw -1583387.549083 + Penalty 923.368283 = -1582464.180800 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 26 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.120000 sec): 2 clusters Score: Raw -28377.885614 + Penalty 283.217409 = -28094.668206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.130000 sec): 3 clusters Score: Raw -28164.212270 + Penalty 566.434817 = -27597.777453 nChanged 180 SP:Iteration 1F (3254.130000 sec): 3 clusters Score: Raw -28282.143499 + Penalty 566.434817 = -27715.708682 nChanged 39 SP:Iteration 2F (3254.130000 sec): 3 clusters Score: Raw -28302.242493 + Penalty 566.434817 = -27735.807676 nChanged 15 SP:Iteration 3Q (3254.130000 sec): 3 clusters Score: Raw -28316.201427 + Penalty 566.434817 = -27749.766610 nChanged 15 SP:Iteration 4Q (3254.130000 sec): 3 clusters Score: Raw -28324.060673 + Penalty 566.434817 = -27757.625856 nChanged 9 SP:Iteration 5Q (3254.130000 sec): 3 clusters Score: Raw -28331.679931 + Penalty 566.434817 = -27765.245114 nChanged 9 SP:Iteration 6Q (3254.130000 sec): 3 clusters Score: Raw -28337.248423 + Penalty 566.434817 = -27770.813606 nChanged 8 SP:Iteration 7Q (3254.130000 sec): 3 clusters Score: Raw -28343.393419 + Penalty 566.434817 = -27776.958602 nChanged 6 SP:Iteration 8Q (3254.130000 sec): 3 clusters Score: Raw -28349.087936 + Penalty 566.434817 = -27782.653119 nChanged 4 SP:Iteration 9Q (3254.130000 sec): 3 clusters Score: Raw -28356.612277 + Penalty 566.434817 = -27790.177460 nChanged 7 SP:Iteration 10Q (3254.130000 sec): 3 clusters Score: Raw -28367.063812 + Penalty 566.434817 = -27800.628995 nChanged 7 SP:Iteration 11Q (3254.130000 sec): 3 clusters Score: Raw -28379.528429 + Penalty 566.434817 = -27813.093612 nChanged 11 SP:Iteration 12Q (3254.130000 sec): 3 clusters Score: Raw -28388.897171 + Penalty 566.434817 = -27822.462354 nChanged 7 SP:Iteration 13Q (3254.130000 sec): 3 clusters Score: Raw -28395.391154 + Penalty 566.434817 = -27828.956337 nChanged 4 SP:Iteration 14Q (3254.130000 sec): 3 clusters Score: Raw -28399.174495 + Penalty 566.434817 = -27832.739678 nChanged 7 SP:Iteration 15Q (3254.140000 sec): 3 clusters Score: Raw -28405.782753 + Penalty 566.434817 = -27839.347936 nChanged 9 SP:Iteration 16Q (3254.140000 sec): 3 clusters Score: Raw -28413.908569 + Penalty 566.434817 = -27847.473752 nChanged 8 SP:Iteration 17Q (3254.140000 sec): 3 clusters Score: Raw -28417.695958 + Penalty 566.434817 = -27851.261141 nChanged 5 SP:Iteration 18Q (3254.140000 sec): 3 clusters Score: Raw -28419.521560 + Penalty 566.434817 = -27853.086742 nChanged 1 SP:Iteration 19Q (3254.140000 sec): 3 clusters Score: Raw -28419.892438 + Penalty 566.434817 = -27853.457621 nChanged 1 SP:Iteration 20F (3254.140000 sec): 3 clusters Score: Raw -28420.155732 + Penalty 566.434817 = -27853.720915 nChanged 1 SP:Iteration 21Q (3254.140000 sec): 3 clusters Score: Raw -28420.356989 + Penalty 566.434817 = -27853.922172 nChanged 0 SP:Iteration 22F (3254.140000 sec): 3 clusters Score: Raw -28420.356989 + Penalty 566.434817 = -27853.922172 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 27 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.140000 sec): 2 clusters Score: Raw -6895.374386 + Penalty 223.525797 = -6671.848589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.140000 sec): 3 clusters Score: Raw -6895.149389 + Penalty 447.051595 = -6448.097794 nChanged 29 SP:Iteration 1F (3254.140000 sec): 3 clusters Score: Raw -6949.017334 + Penalty 447.051595 = -6501.965740 nChanged 7 SP:Iteration 2F (3254.140000 sec): 3 clusters Score: Raw -6968.783404 + Penalty 447.051595 = -6521.731809 nChanged 5 SP:Iteration 3Q (3254.140000 sec): 3 clusters Score: Raw -6976.428210 + Penalty 447.051595 = -6529.376616 nChanged 3 SP:Iteration 4Q (3254.140000 sec): 3 clusters Score: Raw -6980.407551 + Penalty 447.051595 = -6533.355956 nChanged 4 SP:Iteration 5Q (3254.140000 sec): 3 clusters Score: Raw -6987.294315 + Penalty 447.051595 = -6540.242721 nChanged 2 SP:Iteration 6Q (3254.140000 sec): 3 clusters Score: Raw -6994.146079 + Penalty 447.051595 = -6547.094484 nChanged 2 SP:Iteration 7Q (3254.140000 sec): 3 clusters Score: Raw -6997.315749 + Penalty 447.051595 = -6550.264155 nChanged 0 SP:Iteration 8F (3254.140000 sec): 3 clusters Score: Raw -6997.315749 + Penalty 447.051595 = -6550.264155 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 28 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.140000 sec): 2 clusters Score: Raw -50266.874472 + Penalty 312.207866 = -49954.666606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.140000 sec): 3 clusters Score: Raw -49814.106896 + Penalty 624.415732 = -49189.691165 nChanged 390 SP:Iteration 1F (3254.140000 sec): 3 clusters Score: Raw -50127.605025 + Penalty 624.415732 = -49503.189293 nChanged 116 SP:Iteration 2F (3254.140000 sec): 3 clusters Score: Raw -50229.437436 + Penalty 624.415732 = -49605.021704 nChanged 72 SP:Iteration 3F (3254.150000 sec): 3 clusters Score: Raw -50284.444223 + Penalty 624.415732 = -49660.028491 nChanged 46 SP:Iteration 4Q (3254.150000 sec): 3 clusters Score: Raw -50330.750062 + Penalty 624.415732 = -49706.334330 nChanged 40 SP:Iteration 5Q (3254.150000 sec): 3 clusters Score: Raw -50360.986293 + Penalty 624.415732 = -49736.570561 nChanged 29 SP:Iteration 6Q (3254.150000 sec): 3 clusters Score: Raw -50380.020421 + Penalty 624.415732 = -49755.604689 nChanged 21 SP:Iteration 7Q (3254.150000 sec): 3 clusters Score: Raw -50392.972718 + Penalty 624.415732 = -49768.556986 nChanged 16 SP:Iteration 8Q (3254.150000 sec): 3 clusters Score: Raw -50406.075840 + Penalty 624.415732 = -49781.660108 nChanged 12 SP:Iteration 9Q (3254.150000 sec): 3 clusters Score: Raw -50411.822511 + Penalty 624.415732 = -49787.406779 nChanged 9 SP:Iteration 10Q (3254.150000 sec): 3 clusters Score: Raw -50416.669461 + Penalty 624.415732 = -49792.253729 nChanged 9 SP:Iteration 11Q (3254.150000 sec): 3 clusters Score: Raw -50421.758927 + Penalty 624.415732 = -49797.343195 nChanged 12 SP:Iteration 12Q (3254.160000 sec): 3 clusters Score: Raw -50425.426993 + Penalty 624.415732 = -49801.011261 nChanged 10 SP:Iteration 13Q (3254.160000 sec): 3 clusters Score: Raw -50429.403053 + Penalty 624.415732 = -49804.987321 nChanged 11 SP:Iteration 14Q (3254.160000 sec): 3 clusters Score: Raw -50434.270916 + Penalty 624.415732 = -49809.855184 nChanged 15 SP:Iteration 15Q (3254.160000 sec): 3 clusters Score: Raw -50444.152659 + Penalty 624.415732 = -49819.736927 nChanged 18 SP:Iteration 16Q (3254.160000 sec): 3 clusters Score: Raw -50452.574007 + Penalty 624.415732 = -49828.158275 nChanged 16 SP:Iteration 17Q (3254.160000 sec): 3 clusters Score: Raw -50461.391770 + Penalty 624.415732 = -49836.976038 nChanged 18 SP:Iteration 18Q (3254.160000 sec): 3 clusters Score: Raw -50481.582116 + Penalty 624.415732 = -49857.166384 nChanged 23 SP:Iteration 19Q (3254.160000 sec): 3 clusters Score: Raw -50494.244112 + Penalty 624.415732 = -49869.828380 nChanged 13 SP:Iteration 20F (3254.160000 sec): 3 clusters Score: Raw -50499.471723 + Penalty 624.415732 = -49875.055991 nChanged 10 SP:Iteration 21Q (3254.160000 sec): 3 clusters Score: Raw -50502.616602 + Penalty 624.415732 = -49878.200870 nChanged 4 SP:Iteration 22Q (3254.160000 sec): 3 clusters Score: Raw -50503.402069 + Penalty 624.415732 = -49878.986337 nChanged 5 SP:Iteration 23Q (3254.160000 sec): 3 clusters Score: Raw -50504.989758 + Penalty 624.415732 = -49880.574026 nChanged 6 SP:Iteration 24Q (3254.160000 sec): 3 clusters Score: Raw -50510.169018 + Penalty 624.415732 = -49885.753286 nChanged 12 SP:Iteration 25Q (3254.170000 sec): 3 clusters Score: Raw -50524.356298 + Penalty 624.415732 = -49899.940566 nChanged 12 SP:Iteration 26Q (3254.170000 sec): 3 clusters Score: Raw -50531.473258 + Penalty 624.415732 = -49907.057526 nChanged 4 SP:Iteration 27Q (3254.170000 sec): 3 clusters Score: Raw -50533.071595 + Penalty 624.415732 = -49908.655863 nChanged 1 SP:Iteration 28Q (3254.170000 sec): 3 clusters Score: Raw -50533.385433 + Penalty 624.415732 = -49908.969701 nChanged 2 SP:Iteration 29Q (3254.170000 sec): 3 clusters Score: Raw -50533.604992 + Penalty 624.415732 = -49909.189260 nChanged 1 SP:Iteration 30Q (3254.170000 sec): 3 clusters Score: Raw -50533.743837 + Penalty 624.415732 = -49909.328105 nChanged 0 SP:Iteration 31F (3254.170000 sec): 3 clusters Score: Raw -50533.743837 + Penalty 624.415732 = -49909.328105 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 29 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.170000 sec): 2 clusters Score: Raw -38154.690258 + Penalty 300.170129 = -37854.520129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.180000 sec): 3 clusters Score: Raw -37815.754137 + Penalty 600.340259 = -37215.413878 nChanged 282 SP:Iteration 1F (3254.180000 sec): 3 clusters Score: Raw -37992.752528 + Penalty 600.340259 = -37392.412269 nChanged 56 SP:Iteration 2F (3254.180000 sec): 3 clusters Score: Raw -38039.798616 + Penalty 600.340259 = -37439.458357 nChanged 41 SP:Iteration 3F (3254.180000 sec): 3 clusters Score: Raw -38067.605028 + Penalty 600.340259 = -37467.264769 nChanged 30 SP:Iteration 4Q (3254.180000 sec): 3 clusters Score: Raw -38090.979021 + Penalty 600.340259 = -37490.638763 nChanged 20 SP:Iteration 5Q (3254.180000 sec): 3 clusters Score: Raw -38101.589527 + Penalty 600.340259 = -37501.249268 nChanged 21 SP:Iteration 6Q (3254.180000 sec): 3 clusters Score: Raw -38114.017448 + Penalty 600.340259 = -37513.677189 nChanged 19 SP:Iteration 7Q (3254.180000 sec): 3 clusters Score: Raw -38121.595388 + Penalty 600.340259 = -37521.255129 nChanged 8 SP:Iteration 8Q (3254.180000 sec): 3 clusters Score: Raw -38123.850176 + Penalty 600.340259 = -37523.509917 nChanged 7 SP:Iteration 9Q (3254.180000 sec): 3 clusters Score: Raw -38126.545358 + Penalty 600.340259 = -37526.205100 nChanged 7 SP:Iteration 10Q (3254.180000 sec): 3 clusters Score: Raw -38129.994490 + Penalty 600.340259 = -37529.654232 nChanged 5 SP:Iteration 11Q (3254.180000 sec): 3 clusters Score: Raw -38132.168390 + Penalty 600.340259 = -37531.828131 nChanged 4 SP:Iteration 12Q (3254.180000 sec): 3 clusters Score: Raw -38133.636089 + Penalty 600.340259 = -37533.295830 nChanged 5 SP:Iteration 13Q (3254.180000 sec): 3 clusters Score: Raw -38136.069944 + Penalty 600.340259 = -37535.729685 nChanged 2 SP:Iteration 14Q (3254.180000 sec): 3 clusters Score: Raw -38136.576976 + Penalty 600.340259 = -37536.236717 nChanged 3 SP:Iteration 15Q (3254.180000 sec): 3 clusters Score: Raw -38138.380727 + Penalty 600.340259 = -37538.040468 nChanged 5 SP:Iteration 16Q (3254.190000 sec): 3 clusters Score: Raw -38139.788036 + Penalty 600.340259 = -37539.447777 nChanged 2 SP:Iteration 17Q (3254.190000 sec): 3 clusters Score: Raw -38140.571707 + Penalty 600.340259 = -37540.231448 nChanged 3 SP:Iteration 18Q (3254.190000 sec): 3 clusters Score: Raw -38142.648912 + Penalty 600.340259 = -37542.308653 nChanged 3 SP:Iteration 19Q (3254.190000 sec): 3 clusters Score: Raw -38143.474834 + Penalty 600.340259 = -37543.134575 nChanged 3 SP:Iteration 20F (3254.190000 sec): 3 clusters Score: Raw -38144.786180 + Penalty 600.340259 = -37544.445921 nChanged 6 SP:Iteration 21Q (3254.190000 sec): 3 clusters Score: Raw -38148.492359 + Penalty 600.340259 = -37548.152100 nChanged 2 SP:Iteration 22Q (3254.190000 sec): 3 clusters Score: Raw -38148.923698 + Penalty 600.340259 = -37548.583440 nChanged 2 SP:Iteration 23Q (3254.190000 sec): 3 clusters Score: Raw -38150.748649 + Penalty 600.340259 = -37550.408390 nChanged 4 SP:Iteration 24Q (3254.190000 sec): 3 clusters Score: Raw -38152.531733 + Penalty 600.340259 = -37552.191474 nChanged 2 SP:Iteration 25Q (3254.190000 sec): 3 clusters Score: Raw -38153.462530 + Penalty 600.340259 = -37553.122271 nChanged 2 SP:Iteration 26Q (3254.190000 sec): 3 clusters Score: Raw -38154.211612 + Penalty 600.340259 = -37553.871353 nChanged 3 SP:Iteration 27Q (3254.200000 sec): 3 clusters Score: Raw -38155.815905 + Penalty 600.340259 = -37555.475646 nChanged 0 SP:Iteration 28F (3254.200000 sec): 3 clusters Score: Raw -38155.815905 + Penalty 600.340259 = -37555.475646 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 30 (2707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.200000 sec): 2 clusters Score: Raw -150959.248839 + Penalty 359.613631 = -150599.635207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.200000 sec): 3 clusters Score: Raw -149445.507689 + Penalty 719.227262 = -148726.280426 nChanged 1162 SP:Iteration 1F (3254.200000 sec): 3 clusters Score: Raw -150237.598671 + Penalty 719.227262 = -149518.371409 nChanged 214 SP:Iteration 2F (3254.210000 sec): 3 clusters Score: Raw -150416.473770 + Penalty 719.227262 = -149697.246508 nChanged 186 SP:Iteration 3F (3254.210000 sec): 3 clusters Score: Raw -150577.133388 + Penalty 719.227262 = -149857.906126 nChanged 137 SP:Iteration 4F (3254.210000 sec): 3 clusters Score: Raw -150702.374273 + Penalty 719.227262 = -149983.147011 nChanged 109 SP:Iteration 5Q (3254.220000 sec): 3 clusters Score: Raw -150792.831094 + Penalty 719.227262 = -150073.603832 nChanged 80 SP:Iteration 6Q (3254.220000 sec): 3 clusters Score: Raw -150845.415831 + Penalty 719.227262 = -150126.188568 nChanged 49 SP:Iteration 7Q (3254.220000 sec): 3 clusters Score: Raw -150874.462719 + Penalty 719.227262 = -150155.235456 nChanged 49 SP:Iteration 8Q (3254.220000 sec): 3 clusters Score: Raw -150902.546218 + Penalty 719.227262 = -150183.318955 nChanged 38 SP:Iteration 9Q (3254.220000 sec): 3 clusters Score: Raw -150928.158908 + Penalty 719.227262 = -150208.931645 nChanged 39 SP:Iteration 10Q (3254.230000 sec): 3 clusters Score: Raw -150949.325494 + Penalty 719.227262 = -150230.098232 nChanged 34 SP:Iteration 11Q (3254.230000 sec): 3 clusters Score: Raw -150971.259269 + Penalty 719.227262 = -150252.032006 nChanged 37 SP:Iteration 12Q (3254.230000 sec): 3 clusters Score: Raw -151004.827952 + Penalty 719.227262 = -150285.600689 nChanged 36 SP:Iteration 13Q (3254.240000 sec): 3 clusters Score: Raw -151039.386782 + Penalty 719.227262 = -150320.159520 nChanged 31 SP:Iteration 14Q (3254.240000 sec): 3 clusters Score: Raw -151068.762841 + Penalty 719.227262 = -150349.535579 nChanged 33 SP:Iteration 15Q (3254.240000 sec): 3 clusters Score: Raw -151095.600834 + Penalty 719.227262 = -150376.373572 nChanged 22 SP:Iteration 16Q (3254.240000 sec): 3 clusters Score: Raw -151113.446177 + Penalty 719.227262 = -150394.218915 nChanged 16 SP:Iteration 17Q (3254.240000 sec): 3 clusters Score: Raw -151124.562038 + Penalty 719.227262 = -150405.334776 nChanged 14 SP:Iteration 18Q (3254.240000 sec): 3 clusters Score: Raw -151129.969633 + Penalty 719.227262 = -150410.742371 nChanged 15 SP:Iteration 19Q (3254.250000 sec): 3 clusters Score: Raw -151138.533586 + Penalty 719.227262 = -150419.306324 nChanged 7 SP:Iteration 20F (3254.250000 sec): 3 clusters Score: Raw -151142.011383 + Penalty 719.227262 = -150422.784120 nChanged 8 SP:Iteration 21Q (3254.250000 sec): 3 clusters Score: Raw -151147.725516 + Penalty 719.227262 = -150428.498254 nChanged 5 SP:Iteration 22Q (3254.260000 sec): 3 clusters Score: Raw -151151.217332 + Penalty 719.227262 = -150431.990070 nChanged 5 SP:Iteration 23Q (3254.260000 sec): 3 clusters Score: Raw -151155.418287 + Penalty 719.227262 = -150436.191024 nChanged 6 SP:Iteration 24Q (3254.260000 sec): 3 clusters Score: Raw -151160.090666 + Penalty 719.227262 = -150440.863404 nChanged 4 SP:Iteration 25Q (3254.260000 sec): 3 clusters Score: Raw -151164.518738 + Penalty 719.227262 = -150445.291476 nChanged 3 SP:Iteration 26Q (3254.260000 sec): 3 clusters Score: Raw -151166.286532 + Penalty 719.227262 = -150447.059269 nChanged 6 SP:Iteration 27Q (3254.260000 sec): 3 clusters Score: Raw -151170.037237 + Penalty 719.227262 = -150450.809975 nChanged 6 SP:Iteration 28Q (3254.270000 sec): 3 clusters Score: Raw -151176.178156 + Penalty 719.227262 = -150456.950894 nChanged 8 SP:Iteration 29Q (3254.270000 sec): 3 clusters Score: Raw -151188.176711 + Penalty 719.227262 = -150468.949449 nChanged 9 SP:Iteration 30Q (3254.270000 sec): 3 clusters Score: Raw -151202.095076 + Penalty 719.227262 = -150482.867813 nChanged 6 SP:Iteration 31Q (3254.270000 sec): 3 clusters Score: Raw -151206.616023 + Penalty 719.227262 = -150487.388761 nChanged 5 SP:Iteration 32Q (3254.280000 sec): 3 clusters Score: Raw -151209.725809 + Penalty 719.227262 = -150490.498547 nChanged 1 SP:Iteration 33Q (3254.280000 sec): 3 clusters Score: Raw -151210.061502 + Penalty 719.227262 = -150490.834240 nChanged 2 SP:Iteration 34Q (3254.280000 sec): 3 clusters Score: Raw -151211.309420 + Penalty 719.227262 = -150492.082157 nChanged 3 SP:Iteration 35Q (3254.280000 sec): 3 clusters Score: Raw -151214.831720 + Penalty 719.227262 = -150495.604457 nChanged 3 SP:Iteration 36Q (3254.280000 sec): 3 clusters Score: Raw -151218.711923 + Penalty 719.227262 = -150499.484661 nChanged 4 SP:Iteration 37Q (3254.280000 sec): 3 clusters Score: Raw -151226.235405 + Penalty 719.227262 = -150507.008143 nChanged 3 SP:Iteration 38Q (3254.290000 sec): 3 clusters Score: Raw -151231.517867 + Penalty 719.227262 = -150512.290604 nChanged 3 SP:Iteration 39Q (3254.290000 sec): 3 clusters Score: Raw -151232.757058 + Penalty 719.227262 = -150513.529796 nChanged 2 SP:Iteration 40F (3254.290000 sec): 3 clusters Score: Raw -151234.160433 + Penalty 719.227262 = -150514.933170 nChanged 1 SP:Iteration 41Q (3254.300000 sec): 3 clusters Score: Raw -151234.482795 + Penalty 719.227262 = -150515.255532 nChanged 0 SP:Iteration 42F (3254.300000 sec): 3 clusters Score: Raw -151234.482795 + Penalty 719.227262 = -150515.255532 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 31 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.300000 sec): 2 clusters Score: Raw -6379.120657 + Penalty 227.373158 = -6151.747499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.300000 sec): 3 clusters Score: Raw -6385.839876 + Penalty 454.746317 = -5931.093559 nChanged 44 SP:Iteration 1F (3254.300000 sec): 3 clusters Score: Raw -6475.101198 + Penalty 454.746317 = -6020.354882 nChanged 11 SP:Iteration 2F (3254.300000 sec): 3 clusters Score: Raw -6492.643803 + Penalty 454.746317 = -6037.897486 nChanged 4 SP:Iteration 3Q (3254.300000 sec): 3 clusters Score: Raw -6500.946339 + Penalty 454.746317 = -6046.200022 nChanged 2 SP:Iteration 4Q (3254.300000 sec): 3 clusters Score: Raw -6505.146597 + Penalty 454.746317 = -6050.400280 nChanged 1 SP:Iteration 5Q (3254.300000 sec): 3 clusters Score: Raw -6507.741425 + Penalty 454.746317 = -6052.995108 nChanged 1 SP:Iteration 6Q (3254.300000 sec): 3 clusters Score: Raw -6508.854860 + Penalty 454.746317 = -6054.108543 nChanged 1 SP:Iteration 7Q (3254.300000 sec): 3 clusters Score: Raw -6509.635647 + Penalty 454.746317 = -6054.889330 nChanged 0 SP:Iteration 8F (3254.300000 sec): 3 clusters Score: Raw -6509.635647 + Penalty 454.746317 = -6054.889330 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.300000 sec): 2 clusters Score: Raw -17182.039009 + Penalty 257.664702 = -16924.374308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.300000 sec): 3 clusters Score: Raw -17112.865564 + Penalty 515.329404 = -16597.536160 nChanged 87 SP:Iteration 1F (3254.300000 sec): 3 clusters Score: Raw -17229.402929 + Penalty 515.329404 = -16714.073525 nChanged 28 SP:Iteration 2F (3254.300000 sec): 3 clusters Score: Raw -17266.059303 + Penalty 515.329404 = -16750.729900 nChanged 8 SP:Iteration 3Q (3254.300000 sec): 3 clusters Score: Raw -17275.050841 + Penalty 515.329404 = -16759.721437 nChanged 5 SP:Iteration 4Q (3254.300000 sec): 3 clusters Score: Raw -17280.781841 + Penalty 515.329404 = -16765.452438 nChanged 4 SP:Iteration 5Q (3254.300000 sec): 3 clusters Score: Raw -17286.036834 + Penalty 515.329404 = -16770.707430 nChanged 3 SP:Iteration 6Q (3254.300000 sec): 3 clusters Score: Raw -17291.201840 + Penalty 515.329404 = -16775.872436 nChanged 1 SP:Iteration 7Q (3254.300000 sec): 3 clusters Score: Raw -17292.001472 + Penalty 515.329404 = -16776.672069 nChanged 1 SP:Iteration 8Q (3254.300000 sec): 3 clusters Score: Raw -17292.366050 + Penalty 515.329404 = -16777.036646 nChanged 0 SP:Iteration 9F (3254.300000 sec): 3 clusters Score: Raw -17292.366050 + Penalty 515.329404 = -16777.036646 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 33 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.310000 sec): 2 clusters Score: Raw -8436.607350 + Penalty 236.026054 = -8200.581296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.310000 sec): 3 clusters Score: Raw -8426.379563 + Penalty 472.052108 = -7954.327454 nChanged 48 SP:Iteration 1F (3254.310000 sec): 3 clusters Score: Raw -8501.498267 + Penalty 472.052108 = -8029.446159 nChanged 17 SP:Iteration 2F (3254.310000 sec): 3 clusters Score: Raw -8543.682698 + Penalty 472.052108 = -8071.630590 nChanged 7 SP:Iteration 3Q (3254.310000 sec): 3 clusters Score: Raw -8550.758928 + Penalty 472.052108 = -8078.706819 nChanged 6 SP:Iteration 4Q (3254.310000 sec): 3 clusters Score: Raw -8558.496412 + Penalty 472.052108 = -8086.444304 nChanged 5 SP:Iteration 5Q (3254.310000 sec): 3 clusters Score: Raw -8584.609720 + Penalty 472.052108 = -8112.557611 nChanged 3 SP:Iteration 6Q (3254.310000 sec): 3 clusters Score: Raw -8588.825642 + Penalty 472.052108 = -8116.773534 nChanged 1 SP:Iteration 7Q (3254.310000 sec): 3 clusters Score: Raw -8589.324027 + Penalty 472.052108 = -8117.271919 nChanged 0 SP:Iteration 8F (3254.310000 sec): 3 clusters Score: Raw -8589.324027 + Penalty 472.052108 = -8117.271919 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 34 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.310000 sec): 2 clusters Score: Raw -14006.796360 + Penalty 251.044107 = -13755.752254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.310000 sec): 3 clusters Score: Raw -13944.889588 + Penalty 502.088214 = -13442.801374 nChanged 69 SP:Iteration 1F (3254.310000 sec): 3 clusters Score: Raw -14021.298744 + Penalty 502.088214 = -13519.210531 nChanged 13 SP:Iteration 2F (3254.310000 sec): 3 clusters Score: Raw -14032.648326 + Penalty 502.088214 = -13530.560113 nChanged 4 SP:Iteration 3Q (3254.310000 sec): 3 clusters Score: Raw -14035.967367 + Penalty 502.088214 = -13533.879153 nChanged 4 SP:Iteration 4Q (3254.310000 sec): 3 clusters Score: Raw -14043.843309 + Penalty 502.088214 = -13541.755096 nChanged 8 SP:Iteration 5Q (3254.310000 sec): 3 clusters Score: Raw -14058.057657 + Penalty 502.088214 = -13555.969444 nChanged 3 SP:Iteration 6Q (3254.310000 sec): 3 clusters Score: Raw -14061.125917 + Penalty 502.088214 = -13559.037704 nChanged 4 SP:Iteration 7Q (3254.310000 sec): 3 clusters Score: Raw -14066.717224 + Penalty 502.088214 = -13564.629010 nChanged 4 SP:Iteration 8Q (3254.310000 sec): 3 clusters Score: Raw -14071.357929 + Penalty 502.088214 = -13569.269715 nChanged 2 SP:Iteration 9Q (3254.310000 sec): 3 clusters Score: Raw -14073.715513 + Penalty 502.088214 = -13571.627299 nChanged 2 SP:Iteration 10Q (3254.310000 sec): 3 clusters Score: Raw -14075.291476 + Penalty 502.088214 = -13573.203262 nChanged 1 SP:Iteration 11Q (3254.310000 sec): 3 clusters Score: Raw -14075.842634 + Penalty 502.088214 = -13573.754420 nChanged 0 SP:Iteration 12F (3254.310000 sec): 3 clusters Score: Raw -14075.842634 + Penalty 502.088214 = -13573.754420 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 35 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.320000 sec): 2 clusters Score: Raw -15396.595601 + Penalty 254.389908 = -15142.205694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.320000 sec): 3 clusters Score: Raw -15314.171201 + Penalty 508.779815 = -14805.391386 nChanged 84 SP:Iteration 1F (3254.320000 sec): 3 clusters Score: Raw -15401.420123 + Penalty 508.779815 = -14892.640307 nChanged 22 SP:Iteration 2F (3254.320000 sec): 3 clusters Score: Raw -15428.579223 + Penalty 508.779815 = -14919.799408 nChanged 16 SP:Iteration 3F (3254.320000 sec): 3 clusters Score: Raw -15443.866008 + Penalty 508.779815 = -14935.086192 nChanged 6 SP:Iteration 4Q (3254.320000 sec): 3 clusters Score: Raw -15450.436673 + Penalty 508.779815 = -14941.656858 nChanged 1 SP:Iteration 5Q (3254.320000 sec): 3 clusters Score: Raw -15451.160287 + Penalty 508.779815 = -14942.380472 nChanged 1 SP:Iteration 6Q (3254.320000 sec): 3 clusters Score: Raw -15453.380029 + Penalty 508.779815 = -14944.600214 nChanged 3 SP:Iteration 7Q (3254.320000 sec): 3 clusters Score: Raw -15456.147882 + Penalty 508.779815 = -14947.368067 nChanged 0 SP:Iteration 8F (3254.320000 sec): 3 clusters Score: Raw -15456.147882 + Penalty 508.779815 = -14947.368067 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 36 (7188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.330000 sec): 2 clusters Score: Raw -423335.739893 + Penalty 404.047655 = -422931.692238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.340000 sec): 3 clusters Score: Raw -418972.489130 + Penalty 808.095311 = -418164.393820 nChanged 3264 SP:Iteration 1F (3254.340000 sec): 3 clusters Score: Raw -420899.809748 + Penalty 808.095311 = -420091.714437 nChanged 465 SP:Iteration 2F (3254.350000 sec): 3 clusters Score: Raw -421235.482980 + Penalty 808.095311 = -420427.387669 nChanged 529 SP:Iteration 3F (3254.360000 sec): 3 clusters Score: Raw -421643.731172 + Penalty 808.095311 = -420835.635861 nChanged 519 SP:Iteration 4F (3254.360000 sec): 3 clusters Score: Raw -422060.265075 + Penalty 808.095311 = -421252.169765 nChanged 449 SP:Iteration 5F (3254.370000 sec): 3 clusters Score: Raw -422416.966247 + Penalty 808.095311 = -421608.870937 nChanged 389 SP:Iteration 6F (3254.380000 sec): 3 clusters Score: Raw -422677.726411 + Penalty 808.095311 = -421869.631100 nChanged 306 SP:Iteration 7Q (3254.390000 sec): 3 clusters Score: Raw -422823.474566 + Penalty 808.095311 = -422015.379255 nChanged 224 SP:Iteration 8Q (3254.390000 sec): 3 clusters Score: Raw -422916.566085 + Penalty 808.095311 = -422108.470775 nChanged 153 SP:Iteration 9Q (3254.400000 sec): 3 clusters Score: Raw -422960.784901 + Penalty 808.095311 = -422152.689590 nChanged 109 SP:Iteration 10Q (3254.410000 sec): 3 clusters Score: Raw -422987.596669 + Penalty 808.095311 = -422179.501358 nChanged 75 SP:Iteration 11Q (3254.410000 sec): 3 clusters Score: Raw -423006.693346 + Penalty 808.095311 = -422198.598036 nChanged 79 SP:Iteration 12Q (3254.420000 sec): 3 clusters Score: Raw -423023.430574 + Penalty 808.095311 = -422215.335263 nChanged 63 SP:Iteration 13Q (3254.430000 sec): 3 clusters Score: Raw -423034.068627 + Penalty 808.095311 = -422225.973316 nChanged 53 SP:Iteration 14Q (3254.430000 sec): 3 clusters Score: Raw -423042.895391 + Penalty 808.095311 = -422234.800081 nChanged 55 SP:Iteration 15Q (3254.440000 sec): 3 clusters Score: Raw -423051.622132 + Penalty 808.095311 = -422243.526822 nChanged 40 SP:Iteration 16Q (3254.450000 sec): 3 clusters Score: Raw -423058.268773 + Penalty 808.095311 = -422250.173462 nChanged 30 SP:Iteration 17Q (3254.450000 sec): 3 clusters Score: Raw -423062.188903 + Penalty 808.095311 = -422254.093592 nChanged 28 SP:Iteration 18Q (3254.460000 sec): 3 clusters Score: Raw -423064.707051 + Penalty 808.095311 = -422256.611740 nChanged 23 SP:Iteration 19Q (3254.470000 sec): 3 clusters Score: Raw -423067.056638 + Penalty 808.095311 = -422258.961328 nChanged 16 SP:Iteration 20F (3254.480000 sec): 3 clusters Score: Raw -423068.762318 + Penalty 808.095311 = -422260.667008 nChanged 17 SP:Iteration 21Q (3254.480000 sec): 3 clusters Score: Raw -423070.285392 + Penalty 808.095311 = -422262.190081 nChanged 23 SP:Iteration 22Q (3254.490000 sec): 3 clusters Score: Raw -423072.577740 + Penalty 808.095311 = -422264.482429 nChanged 17 SP:Iteration 23Q (3254.500000 sec): 3 clusters Score: Raw -423073.759406 + Penalty 808.095311 = -422265.664096 nChanged 15 SP:Iteration 24Q (3254.500000 sec): 3 clusters Score: Raw -423074.672128 + Penalty 808.095311 = -422266.576817 nChanged 14 SP:Iteration 25Q (3254.510000 sec): 3 clusters Score: Raw -423075.710511 + Penalty 808.095311 = -422267.615200 nChanged 16 SP:Iteration 26Q (3254.520000 sec): 3 clusters Score: Raw -423077.105966 + Penalty 808.095311 = -422269.010655 nChanged 16 SP:Iteration 27Q (3254.520000 sec): 3 clusters Score: Raw -423078.523169 + Penalty 808.095311 = -422270.427858 nChanged 14 SP:Iteration 28Q (3254.530000 sec): 3 clusters Score: Raw -423079.440080 + Penalty 808.095311 = -422271.344769 nChanged 7 SP:Iteration 29Q (3254.540000 sec): 3 clusters Score: Raw -423079.722448 + Penalty 808.095311 = -422271.627138 nChanged 4 SP:Iteration 30Q (3254.540000 sec): 3 clusters Score: Raw -423079.831019 + Penalty 808.095311 = -422271.735708 nChanged 1 SP:Iteration 31Q (3254.550000 sec): 3 clusters Score: Raw -423079.842162 + Penalty 808.095311 = -422271.746851 nChanged 0 SP:Iteration 32F (3254.560000 sec): 3 clusters Score: Raw -423079.842162 + Penalty 808.095311 = -422271.746851 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 37 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 2 clusters Score: Raw -12446.781343 + Penalty 243.293393 = -12203.487950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 3 clusters Score: Raw -12390.430063 + Penalty 486.586785 = -11903.843278 nChanged 54 SP:Iteration 1F (3254.560000 sec): 3 clusters Score: Raw -12452.786078 + Penalty 486.586785 = -11966.199293 nChanged 10 SP:Iteration 2Q (3254.560000 sec): 3 clusters Score: Raw -12466.138435 + Penalty 486.586785 = -11979.551650 nChanged 5 SP:Iteration 3Q (3254.560000 sec): 3 clusters Score: Raw -12476.115212 + Penalty 486.586785 = -11989.528427 nChanged 3 SP:Iteration 4Q (3254.560000 sec): 3 clusters Score: Raw -12480.134097 + Penalty 486.586785 = -11993.547312 nChanged 0 SP:Iteration 5F (3254.560000 sec): 3 clusters Score: Raw -12480.134097 + Penalty 486.586785 = -11993.547312 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 38 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 2 clusters Score: Raw -7000.990246 + Penalty 220.767377 = -6780.222869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 3 clusters Score: Raw -6983.362255 + Penalty 441.534754 = -6541.827501 nChanged 20 SP:Iteration 1F (3254.560000 sec): 3 clusters Score: Raw -7041.328912 + Penalty 441.534754 = -6599.794158 nChanged 13 SP:Iteration 2F (3254.560000 sec): 3 clusters Score: Raw -7091.450966 + Penalty 441.534754 = -6649.916212 nChanged 4 SP:Iteration 3Q (3254.560000 sec): 3 clusters Score: Raw -7137.798063 + Penalty 441.534754 = -6696.263309 nChanged 1 SP:Iteration 4Q (3254.560000 sec): 3 clusters Score: Raw -7143.412063 + Penalty 441.534754 = -6701.877309 nChanged 0 SP:Iteration 5F (3254.560000 sec): 3 clusters Score: Raw -7143.412063 + Penalty 441.534754 = -6701.877309 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 39 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 2 clusters Score: Raw -3452.076758 + Penalty 189.934621 = -3262.142138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 3 clusters Score: Raw -3469.902076 + Penalty 379.869242 = -3090.032834 nChanged 6 SP:Iteration 1F (3254.560000 sec): 3 clusters Score: Raw -3489.671946 + Penalty 379.869242 = -3109.802705 nChanged 1 SP:Iteration 2Q (3254.560000 sec): 3 clusters Score: Raw -3491.706246 + Penalty 379.869242 = -3111.837005 nChanged 0 SP:Iteration 3F (3254.560000 sec): 3 clusters Score: Raw -3491.706246 + Penalty 379.869242 = -3111.837005 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 40 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 2 clusters Score: Raw -6037.634119 + Penalty 213.871857 = -5823.762262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.560000 sec): 3 clusters Score: Raw -6047.594789 + Penalty 427.743713 = -5619.851076 nChanged 18 SP:Iteration 1F (3254.560000 sec): 3 clusters Score: Raw -6074.537023 + Penalty 427.743713 = -5646.793310 nChanged 4 SP:Iteration 2Q (3254.560000 sec): 3 clusters Score: Raw -6086.560128 + Penalty 427.743713 = -5658.816415 nChanged 4 SP:Iteration 3Q (3254.560000 sec): 3 clusters Score: Raw -6093.018473 + Penalty 427.743713 = -5665.274760 nChanged 0 SP:Iteration 4F (3254.560000 sec): 3 clusters Score: Raw -6093.018473 + Penalty 427.743713 = -5665.274760 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 41 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.570000 sec): 2 clusters Score: Raw -203623.424811 + Penalty 369.957875 = -203253.466937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.580000 sec): 3 clusters Score: Raw -201612.670676 + Penalty 739.915750 = -200872.754927 nChanged 1519 SP:Iteration 1F (3254.580000 sec): 3 clusters Score: Raw -202477.451878 + Penalty 739.915750 = -201737.536129 nChanged 251 SP:Iteration 2F (3254.580000 sec): 3 clusters Score: Raw -202649.433778 + Penalty 739.915750 = -201909.518029 nChanged 254 SP:Iteration 3F (3254.580000 sec): 3 clusters Score: Raw -202826.029910 + Penalty 739.915750 = -202086.114160 nChanged 240 SP:Iteration 4F (3254.590000 sec): 3 clusters Score: Raw -202992.170235 + Penalty 739.915750 = -202252.254486 nChanged 178 SP:Iteration 5F (3254.590000 sec): 3 clusters Score: Raw -203113.504569 + Penalty 739.915750 = -202373.588820 nChanged 163 SP:Iteration 6Q (3254.600000 sec): 3 clusters Score: Raw -203202.982825 + Penalty 739.915750 = -202463.067076 nChanged 131 SP:Iteration 7Q (3254.600000 sec): 3 clusters Score: Raw -203285.093053 + Penalty 739.915750 = -202545.177304 nChanged 119 SP:Iteration 8Q (3254.600000 sec): 3 clusters Score: Raw -203340.854495 + Penalty 739.915750 = -202600.938745 nChanged 83 SP:Iteration 9Q (3254.600000 sec): 3 clusters Score: Raw -203372.250015 + Penalty 739.915750 = -202632.334266 nChanged 72 SP:Iteration 10Q (3254.610000 sec): 3 clusters Score: Raw -203402.392792 + Penalty 739.915750 = -202662.477042 nChanged 61 SP:Iteration 11Q (3254.610000 sec): 3 clusters Score: Raw -203425.855769 + Penalty 739.915750 = -202685.940020 nChanged 46 SP:Iteration 12Q (3254.620000 sec): 3 clusters Score: Raw -203439.514307 + Penalty 739.915750 = -202699.598557 nChanged 27 SP:Iteration 13Q (3254.620000 sec): 3 clusters Score: Raw -203444.412560 + Penalty 739.915750 = -202704.496811 nChanged 19 SP:Iteration 14Q (3254.620000 sec): 3 clusters Score: Raw -203447.717232 + Penalty 739.915750 = -202707.801482 nChanged 20 SP:Iteration 15Q (3254.620000 sec): 3 clusters Score: Raw -203451.309884 + Penalty 739.915750 = -202711.394135 nChanged 20 SP:Iteration 16Q (3254.630000 sec): 3 clusters Score: Raw -203453.879482 + Penalty 739.915750 = -202713.963733 nChanged 16 SP:Iteration 17Q (3254.630000 sec): 3 clusters Score: Raw -203455.550199 + Penalty 739.915750 = -202715.634449 nChanged 11 SP:Iteration 18Q (3254.630000 sec): 3 clusters Score: Raw -203457.334859 + Penalty 739.915750 = -202717.419109 nChanged 13 SP:Iteration 19Q (3254.640000 sec): 3 clusters Score: Raw -203460.196873 + Penalty 739.915750 = -202720.281123 nChanged 18 SP:Iteration 20F (3254.640000 sec): 3 clusters Score: Raw -203462.771968 + Penalty 739.915750 = -202722.856219 nChanged 13 SP:Iteration 21Q (3254.640000 sec): 3 clusters Score: Raw -203464.245417 + Penalty 739.915750 = -202724.329668 nChanged 7 SP:Iteration 22Q (3254.650000 sec): 3 clusters Score: Raw -203465.179329 + Penalty 739.915750 = -202725.263579 nChanged 7 SP:Iteration 23Q (3254.650000 sec): 3 clusters Score: Raw -203465.861483 + Penalty 739.915750 = -202725.945734 nChanged 6 SP:Iteration 24Q (3254.650000 sec): 3 clusters Score: Raw -203466.821908 + Penalty 739.915750 = -202726.906159 nChanged 3 SP:Iteration 25Q (3254.660000 sec): 3 clusters Score: Raw -203467.118186 + Penalty 739.915750 = -202727.202437 nChanged 3 SP:Iteration 26Q (3254.660000 sec): 3 clusters Score: Raw -203467.528554 + Penalty 739.915750 = -202727.612804 nChanged 3 SP:Iteration 27Q (3254.660000 sec): 3 clusters Score: Raw -203467.606118 + Penalty 739.915750 = -202727.690369 nChanged 0 SP:Iteration 28F (3254.670000 sec): 3 clusters Score: Raw -203467.606118 + Penalty 739.915750 = -202727.690369 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 42 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.670000 sec): 2 clusters Score: Raw -47577.556242 + Penalty 304.658851 = -47272.897391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.670000 sec): 3 clusters Score: Raw -47197.715755 + Penalty 609.317701 = -46588.398054 nChanged 313 SP:Iteration 1F (3254.670000 sec): 3 clusters Score: Raw -47380.505699 + Penalty 609.317701 = -46771.187997 nChanged 57 SP:Iteration 2F (3254.670000 sec): 3 clusters Score: Raw -47420.915518 + Penalty 609.317701 = -46811.597817 nChanged 48 SP:Iteration 3F (3254.670000 sec): 3 clusters Score: Raw -47456.127041 + Penalty 609.317701 = -46846.809340 nChanged 39 SP:Iteration 4Q (3254.670000 sec): 3 clusters Score: Raw -47487.634132 + Penalty 609.317701 = -46878.316431 nChanged 34 SP:Iteration 5Q (3254.680000 sec): 3 clusters Score: Raw -47513.524607 + Penalty 609.317701 = -46904.206905 nChanged 31 SP:Iteration 6Q (3254.680000 sec): 3 clusters Score: Raw -47536.355784 + Penalty 609.317701 = -46927.038083 nChanged 26 SP:Iteration 7Q (3254.680000 sec): 3 clusters Score: Raw -47558.719091 + Penalty 609.317701 = -46949.401389 nChanged 25 SP:Iteration 8Q (3254.680000 sec): 3 clusters Score: Raw -47577.500977 + Penalty 609.317701 = -46968.183276 nChanged 22 SP:Iteration 9Q (3254.680000 sec): 3 clusters Score: Raw -47598.497612 + Penalty 609.317701 = -46989.179910 nChanged 17 SP:Iteration 10Q (3254.680000 sec): 3 clusters Score: Raw -47612.449720 + Penalty 609.317701 = -47003.132018 nChanged 9 SP:Iteration 11Q (3254.680000 sec): 3 clusters Score: Raw -47620.900293 + Penalty 609.317701 = -47011.582592 nChanged 11 SP:Iteration 12Q (3254.680000 sec): 3 clusters Score: Raw -47637.574230 + Penalty 609.317701 = -47028.256529 nChanged 11 SP:Iteration 13Q (3254.680000 sec): 3 clusters Score: Raw -47649.063898 + Penalty 609.317701 = -47039.746197 nChanged 4 SP:Iteration 14Q (3254.680000 sec): 3 clusters Score: Raw -47653.723778 + Penalty 609.317701 = -47044.406077 nChanged 2 SP:Iteration 15Q (3254.680000 sec): 3 clusters Score: Raw -47655.650017 + Penalty 609.317701 = -47046.332316 nChanged 1 SP:Iteration 16Q (3254.680000 sec): 3 clusters Score: Raw -47655.951316 + Penalty 609.317701 = -47046.633615 nChanged 1 SP:Iteration 17Q (3254.680000 sec): 3 clusters Score: Raw -47656.488249 + Penalty 609.317701 = -47047.170548 nChanged 0 SP:Iteration 18F (3254.680000 sec): 3 clusters Score: Raw -47656.488249 + Penalty 609.317701 = -47047.170548 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 43 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.680000 sec): 2 clusters Score: Raw -3458.886865 + Penalty 195.215905 = -3263.670961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.680000 sec): 3 clusters Score: Raw -3480.902217 + Penalty 390.431809 = -3090.470408 nChanged 7 SP:Iteration 1F (3254.680000 sec): 3 clusters Score: Raw -3491.877961 + Penalty 390.431809 = -3101.446152 nChanged 4 SP:Iteration 2F (3254.680000 sec): 3 clusters Score: Raw -3507.085073 + Penalty 390.431809 = -3116.653264 nChanged 6 SP:Iteration 3F (3254.690000 sec): 3 clusters Score: Raw -3523.051140 + Penalty 390.431809 = -3132.619331 nChanged 2 SP:Iteration 4Q (3254.690000 sec): 3 clusters Score: Raw -3526.242835 + Penalty 390.431809 = -3135.811026 nChanged 1 SP:Iteration 5Q (3254.690000 sec): 3 clusters Score: Raw -3527.766370 + Penalty 390.431809 = -3137.334560 nChanged 1 SP:Iteration 6Q (3254.690000 sec): 3 clusters Score: Raw -3534.158031 + Penalty 390.431809 = -3143.726222 nChanged 0 SP:Iteration 7F (3254.690000 sec): 3 clusters Score: Raw -3534.158031 + Penalty 390.431809 = -3143.726222 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 44 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.690000 sec): 2 clusters Score: Raw -14271.132720 + Penalty 255.063994 = -14016.068726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.690000 sec): 3 clusters Score: Raw -14198.182758 + Penalty 510.127988 = -13688.054770 nChanged 76 SP:Iteration 1F (3254.690000 sec): 3 clusters Score: Raw -14254.466621 + Penalty 510.127988 = -13744.338633 nChanged 20 SP:Iteration 2F (3254.690000 sec): 3 clusters Score: Raw -14285.040008 + Penalty 510.127988 = -13774.912019 nChanged 15 SP:Iteration 3F (3254.690000 sec): 3 clusters Score: Raw -14299.716842 + Penalty 510.127988 = -13789.588854 nChanged 7 SP:Iteration 4Q (3254.690000 sec): 3 clusters Score: Raw -14304.174759 + Penalty 510.127988 = -13794.046771 nChanged 3 SP:Iteration 5Q (3254.690000 sec): 3 clusters Score: Raw -14305.786497 + Penalty 510.127988 = -13795.658509 nChanged 3 SP:Iteration 6Q (3254.690000 sec): 3 clusters Score: Raw -14308.266863 + Penalty 510.127988 = -13798.138875 nChanged 6 SP:Iteration 7Q (3254.690000 sec): 3 clusters Score: Raw -14316.480714 + Penalty 510.127988 = -13806.352726 nChanged 4 SP:Iteration 8Q (3254.690000 sec): 3 clusters Score: Raw -14321.159057 + Penalty 510.127988 = -13811.031069 nChanged 2 SP:Iteration 9Q (3254.690000 sec): 3 clusters Score: Raw -14322.391271 + Penalty 510.127988 = -13812.263283 nChanged 4 SP:Iteration 10Q (3254.690000 sec): 3 clusters Score: Raw -14325.264201 + Penalty 510.127988 = -13815.136213 nChanged 4 SP:Iteration 11Q (3254.690000 sec): 3 clusters Score: Raw -14327.459596 + Penalty 510.127988 = -13817.331608 nChanged 4 SP:Iteration 12Q (3254.690000 sec): 3 clusters Score: Raw -14332.840273 + Penalty 510.127988 = -13822.712285 nChanged 5 SP:Iteration 13Q (3254.690000 sec): 3 clusters Score: Raw -14342.066946 + Penalty 510.127988 = -13831.938958 nChanged 5 SP:Iteration 14Q (3254.690000 sec): 3 clusters Score: Raw -14346.276416 + Penalty 510.127988 = -13836.148428 nChanged 4 SP:Iteration 15Q (3254.690000 sec): 3 clusters Score: Raw -14348.939978 + Penalty 510.127988 = -13838.811990 nChanged 2 SP:Iteration 16Q (3254.690000 sec): 3 clusters Score: Raw -14349.268594 + Penalty 510.127988 = -13839.140606 nChanged 0 SP:Iteration 17F (3254.690000 sec): 3 clusters Score: Raw -14349.268594 + Penalty 510.127988 = -13839.140606 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 45 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 2 clusters Score: Raw -7138.866780 + Penalty 218.954388 = -6919.912392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 3 clusters Score: Raw -7128.222056 + Penalty 437.908776 = -6690.313280 nChanged 26 SP:Iteration 1F (3254.700000 sec): 3 clusters Score: Raw -7171.743790 + Penalty 437.908776 = -6733.835014 nChanged 10 SP:Iteration 2F (3254.700000 sec): 3 clusters Score: Raw -7192.916955 + Penalty 437.908776 = -6755.008179 nChanged 2 SP:Iteration 3Q (3254.700000 sec): 3 clusters Score: Raw -7194.619112 + Penalty 437.908776 = -6756.710336 nChanged 0 SP:Iteration 4F (3254.700000 sec): 3 clusters Score: Raw -7194.619112 + Penalty 437.908776 = -6756.710336 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 2 clusters Score: Raw -10387.026361 + Penalty 236.026054 = -10151.000307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 3 clusters Score: Raw -10357.669267 + Penalty 472.052108 = -9885.617159 nChanged 46 SP:Iteration 1F (3254.700000 sec): 3 clusters Score: Raw -10423.002845 + Penalty 472.052108 = -9950.950737 nChanged 20 SP:Iteration 2F (3254.700000 sec): 3 clusters Score: Raw -10472.702420 + Penalty 472.052108 = -10000.650312 nChanged 6 SP:Iteration 3Q (3254.700000 sec): 3 clusters Score: Raw -10484.823170 + Penalty 472.052108 = -10012.771062 nChanged 3 SP:Iteration 4Q (3254.700000 sec): 3 clusters Score: Raw -10487.152602 + Penalty 472.052108 = -10015.100494 nChanged 0 SP:Iteration 5F (3254.700000 sec): 3 clusters Score: Raw -10487.152602 + Penalty 472.052108 = -10015.100494 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 47 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 2 clusters Score: Raw -6064.774572 + Penalty 210.436263 = -5854.338309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 3 clusters Score: Raw -6068.793841 + Penalty 420.872526 = -5647.921315 nChanged 24 SP:Iteration 1F (3254.700000 sec): 3 clusters Score: Raw -6109.660381 + Penalty 420.872526 = -5688.787855 nChanged 7 SP:Iteration 2F (3254.700000 sec): 3 clusters Score: Raw -6121.378749 + Penalty 420.872526 = -5700.506223 nChanged 2 SP:Iteration 3Q (3254.700000 sec): 3 clusters Score: Raw -6122.858432 + Penalty 420.872526 = -5701.985906 nChanged 0 SP:Iteration 4F (3254.700000 sec): 3 clusters Score: Raw -6122.858432 + Penalty 420.872526 = -5701.985906 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 48 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 2 clusters Score: Raw -7921.877221 + Penalty 226.126505 = -7695.750716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 3 clusters Score: Raw -7902.641076 + Penalty 452.253010 = -7450.388066 nChanged 28 SP:Iteration 1F (3254.700000 sec): 3 clusters Score: Raw -7943.909144 + Penalty 452.253010 = -7491.656134 nChanged 8 SP:Iteration 2F (3254.700000 sec): 3 clusters Score: Raw -7961.138570 + Penalty 452.253010 = -7508.885559 nChanged 7 SP:Iteration 3Q (3254.700000 sec): 3 clusters Score: Raw -7970.382951 + Penalty 452.253010 = -7518.129941 nChanged 2 SP:Iteration 4Q (3254.700000 sec): 3 clusters Score: Raw -7973.326237 + Penalty 452.253010 = -7521.073226 nChanged 1 SP:Iteration 5Q (3254.700000 sec): 3 clusters Score: Raw -7974.687045 + Penalty 452.253010 = -7522.434035 nChanged 2 SP:Iteration 6Q (3254.700000 sec): 3 clusters Score: Raw -7976.331195 + Penalty 452.253010 = -7524.078185 nChanged 0 SP:Iteration 7F (3254.700000 sec): 3 clusters Score: Raw -7976.331195 + Penalty 452.253010 = -7524.078185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 49 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 2 clusters Score: Raw -12293.304984 + Penalty 244.994525 = -12048.310459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.700000 sec): 3 clusters Score: Raw -12269.100197 + Penalty 489.989051 = -11779.111147 nChanged 48 SP:Iteration 1F (3254.700000 sec): 3 clusters Score: Raw -12331.623905 + Penalty 489.989051 = -11841.634854 nChanged 14 SP:Iteration 2F (3254.700000 sec): 3 clusters Score: Raw -12353.911586 + Penalty 489.989051 = -11863.922535 nChanged 4 SP:Iteration 3Q (3254.700000 sec): 3 clusters Score: Raw -12359.447501 + Penalty 489.989051 = -11869.458450 nChanged 2 SP:Iteration 4Q (3254.700000 sec): 3 clusters Score: Raw -12364.257782 + Penalty 489.989051 = -11874.268731 nChanged 3 SP:Iteration 5Q (3254.700000 sec): 3 clusters Score: Raw -12367.342169 + Penalty 489.989051 = -11877.353119 nChanged 3 SP:Iteration 6Q (3254.700000 sec): 3 clusters Score: Raw -12370.765377 + Penalty 489.989051 = -11880.776326 nChanged 2 SP:Iteration 7Q (3254.700000 sec): 3 clusters Score: Raw -12375.558943 + Penalty 489.989051 = -11885.569892 nChanged 3 SP:Iteration 8Q (3254.700000 sec): 3 clusters Score: Raw -12380.537545 + Penalty 489.989051 = -11890.548495 nChanged 2 SP:Iteration 9Q (3254.700000 sec): 3 clusters Score: Raw -12384.539543 + Penalty 489.989051 = -11894.550492 nChanged 1 SP:Iteration 10Q (3254.700000 sec): 3 clusters Score: Raw -12385.425603 + Penalty 489.989051 = -11895.436552 nChanged 0 SP:Iteration 11F (3254.700000 sec): 3 clusters Score: Raw -12385.425603 + Penalty 489.989051 = -11895.436552 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 50 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.710000 sec): 2 clusters Score: Raw -13842.917081 + Penalty 247.035226 = -13595.881855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.710000 sec): 3 clusters Score: Raw -13762.173289 + Penalty 494.070452 = -13268.102837 nChanged 70 SP:Iteration 1F (3254.710000 sec): 3 clusters Score: Raw -13819.454442 + Penalty 494.070452 = -13325.383990 nChanged 20 SP:Iteration 2F (3254.710000 sec): 3 clusters Score: Raw -13837.427240 + Penalty 494.070452 = -13343.356788 nChanged 7 SP:Iteration 3Q (3254.710000 sec): 3 clusters Score: Raw -13841.296138 + Penalty 494.070452 = -13347.225686 nChanged 2 SP:Iteration 4Q (3254.710000 sec): 3 clusters Score: Raw -13843.030979 + Penalty 494.070452 = -13348.960526 nChanged 2 SP:Iteration 5Q (3254.710000 sec): 3 clusters Score: Raw -13845.316711 + Penalty 494.070452 = -13351.246259 nChanged 1 SP:Iteration 6Q (3254.710000 sec): 3 clusters Score: Raw -13847.328627 + Penalty 494.070452 = -13353.258175 nChanged 2 SP:Iteration 7Q (3254.710000 sec): 3 clusters Score: Raw -13849.342902 + Penalty 494.070452 = -13355.272450 nChanged 2 SP:Iteration 8Q (3254.710000 sec): 3 clusters Score: Raw -13850.984104 + Penalty 494.070452 = -13356.913652 nChanged 0 SP:Iteration 9F (3254.710000 sec): 3 clusters Score: Raw -13850.984104 + Penalty 494.070452 = -13356.913652 nChanged 0 Iteration 251F (3263.120000 sec): 52 clusters Score: Raw -23848477.457314 + Penalty 30025.530338 = -23818451.926976 nChanged 18 Iteration 252F (3271.300000 sec): 52 clusters Score: Raw -23848495.342387 + Penalty 30025.530338 = -23818469.812048 nChanged 11 Iteration 253Q (3275.050000 sec): 52 clusters Score: Raw -23848506.250805 + Penalty 30025.530338 = -23818480.720466 nChanged 7 Iteration 254Q (3278.850000 sec): 52 clusters Score: Raw -23848517.711146 + Penalty 30025.530338 = -23818492.180808 nChanged 5 Iteration 255Q (3282.650000 sec): 52 clusters Score: Raw -23848519.438853 + Penalty 30025.530338 = -23818493.908515 nChanged 3 Iteration 256Q (3286.420000 sec): 52 clusters Score: Raw -23848521.950030 + Penalty 30025.530338 = -23818496.419691 nChanged 1 Iteration 257Q (3290.210000 sec): 52 clusters Score: Raw -23848521.981761 + Penalty 30025.530338 = -23818496.451423 nChanged 0 Iteration 258F (3298.650000 sec): 52 clusters Score: Raw -23848521.981761 + Penalty 30025.530338 = -23818496.451423 nChanged 0 Compute initial score before splitting: Score: Raw -23848521.981761 + Penalty 30025.530338 = -23818496.451423 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 1 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3298.660000 sec): 2 clusters Score: Raw -8039.072399 + Penalty 224.844730 = -7814.227669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3298.660000 sec): 3 clusters Score: Raw -8026.955500 + Penalty 449.689460 = -7577.266039 nChanged 31 SP:Iteration 1F (3298.660000 sec): 3 clusters Score: Raw -8067.638865 + Penalty 449.689460 = -7617.949404 nChanged 11 SP:Iteration 2F (3298.660000 sec): 3 clusters Score: Raw -8092.452255 + Penalty 449.689460 = -7642.762794 nChanged 5 SP:Iteration 3Q (3298.660000 sec): 3 clusters Score: Raw -8106.760372 + Penalty 449.689460 = -7657.070911 nChanged 4 SP:Iteration 4Q (3298.660000 sec): 3 clusters Score: Raw -8116.105508 + Penalty 449.689460 = -7666.416047 nChanged 2 SP:Iteration 5Q (3298.660000 sec): 3 clusters Score: Raw -8124.164544 + Penalty 449.689460 = -7674.475084 nChanged 1 SP:Iteration 6Q (3298.660000 sec): 3 clusters Score: Raw -8124.708836 + Penalty 449.689460 = -7675.019376 nChanged 0 SP:Iteration 7F (3298.660000 sec): 3 clusters Score: Raw -8124.708836 + Penalty 449.689460 = -7675.019376 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 2 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3298.660000 sec): 2 clusters Score: Raw -29613.547758 + Penalty 286.012913 = -29327.534844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3298.660000 sec): 3 clusters Score: Raw -29385.721477 + Penalty 572.025827 = -28813.695651 nChanged 191 SP:Iteration 1F (3298.670000 sec): 3 clusters Score: Raw -29565.362198 + Penalty 572.025827 = -28993.336371 nChanged 57 SP:Iteration 2F (3298.670000 sec): 3 clusters Score: Raw -29691.579268 + Penalty 572.025827 = -29119.553442 nChanged 42 SP:Iteration 3F (3298.670000 sec): 3 clusters Score: Raw -29748.618369 + Penalty 572.025827 = -29176.592543 nChanged 26 SP:Iteration 4Q (3298.670000 sec): 3 clusters Score: Raw -29775.178112 + Penalty 572.025827 = -29203.152286 nChanged 15 SP:Iteration 5Q (3298.670000 sec): 3 clusters Score: Raw -29782.619146 + Penalty 572.025827 = -29210.593319 nChanged 6 SP:Iteration 6Q (3298.670000 sec): 3 clusters Score: Raw -29794.262377 + Penalty 572.025827 = -29222.236550 nChanged 12 SP:Iteration 7Q (3298.670000 sec): 3 clusters Score: Raw -29801.177120 + Penalty 572.025827 = -29229.151294 nChanged 6 SP:Iteration 8Q (3298.670000 sec): 3 clusters Score: Raw -29806.744151 + Penalty 572.025827 = -29234.718325 nChanged 8 SP:Iteration 9Q (3298.670000 sec): 3 clusters Score: Raw -29813.306576 + Penalty 572.025827 = -29241.280749 nChanged 8 SP:Iteration 10Q (3298.670000 sec): 3 clusters Score: Raw -29819.019511 + Penalty 572.025827 = -29246.993685 nChanged 2 SP:Iteration 11Q (3298.670000 sec): 3 clusters Score: Raw -29820.231001 + Penalty 572.025827 = -29248.205175 nChanged 2 SP:Iteration 12Q (3298.670000 sec): 3 clusters Score: Raw -29820.944110 + Penalty 572.025827 = -29248.918284 nChanged 1 SP:Iteration 13Q (3298.670000 sec): 3 clusters Score: Raw -29821.471994 + Penalty 572.025827 = -29249.446167 nChanged 4 SP:Iteration 14Q (3298.670000 sec): 3 clusters Score: Raw -29827.389082 + Penalty 572.025827 = -29255.363256 nChanged 10 SP:Iteration 15Q (3298.670000 sec): 3 clusters Score: Raw -29842.316948 + Penalty 572.025827 = -29270.291121 nChanged 15 SP:Iteration 16Q (3298.670000 sec): 3 clusters Score: Raw -29856.782837 + Penalty 572.025827 = -29284.757011 nChanged 16 SP:Iteration 17Q (3298.670000 sec): 3 clusters Score: Raw -29876.212353 + Penalty 572.025827 = -29304.186527 nChanged 10 SP:Iteration 18Q (3298.670000 sec): 3 clusters Score: Raw -29882.518019 + Penalty 572.025827 = -29310.492192 nChanged 5 SP:Iteration 19Q (3298.670000 sec): 3 clusters Score: Raw -29884.115597 + Penalty 572.025827 = -29312.089771 nChanged 2 SP:Iteration 20F (3298.670000 sec): 3 clusters Score: Raw -29885.138022 + Penalty 572.025827 = -29313.112195 nChanged 2 SP:Iteration 21Q (3298.670000 sec): 3 clusters Score: Raw -29886.518793 + Penalty 572.025827 = -29314.492967 nChanged 0 SP:Iteration 22F (3298.670000 sec): 3 clusters Score: Raw -29886.518793 + Penalty 572.025827 = -29314.492967 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 3 (41379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3298.750000 sec): 2 clusters Score: Raw -2356065.568593 + Penalty 483.689060 = -2355581.879534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3298.790000 sec): 3 clusters Score: Raw -2328923.667968 + Penalty 967.378119 = -2327956.289849 nChanged 19785 SP:Iteration 1F (3298.840000 sec): 3 clusters Score: Raw -2340610.446681 + Penalty 967.378119 = -2339643.068561 nChanged 1715 SP:Iteration 2Q (3298.880000 sec): 3 clusters Score: Raw -2341237.271110 + Penalty 967.378119 = -2340269.892991 nChanged 1871 SP:Iteration 3Q (3298.930000 sec): 3 clusters Score: Raw -2342016.169219 + Penalty 967.378119 = -2341048.791099 nChanged 2121 SP:Iteration 4F (3298.970000 sec): 3 clusters Score: Raw -2343144.791929 + Penalty 967.378119 = -2342177.413810 nChanged 2494 SP:Iteration 5F (3299.020000 sec): 3 clusters Score: Raw -2344681.182434 + Penalty 967.378119 = -2343713.804315 nChanged 2757 SP:Iteration 6F (3299.060000 sec): 3 clusters Score: Raw -2346565.979480 + Penalty 967.378119 = -2345598.601361 nChanged 2929 SP:Iteration 7F (3299.110000 sec): 3 clusters Score: Raw -2348850.645559 + Penalty 967.378119 = -2347883.267439 nChanged 2849 SP:Iteration 8F (3299.150000 sec): 3 clusters Score: Raw -2351280.890726 + Penalty 967.378119 = -2350313.512606 nChanged 2285 SP:Iteration 9F (3299.190000 sec): 3 clusters Score: Raw -2353295.378797 + Penalty 967.378119 = -2352328.000677 nChanged 1531 SP:Iteration 10Q (3299.230000 sec): 3 clusters Score: Raw -2354648.445264 + Penalty 967.378119 = -2353681.067145 nChanged 869 SP:Iteration 11Q (3299.270000 sec): 3 clusters Score: Raw -2355378.863609 + Penalty 967.378119 = -2354411.485490 nChanged 461 SP:Iteration 12Q (3299.310000 sec): 3 clusters Score: Raw -2355734.191423 + Penalty 967.378119 = -2354766.813303 nChanged 262 SP:Iteration 13Q (3299.340000 sec): 3 clusters Score: Raw -2355928.043472 + Penalty 967.378119 = -2354960.665352 nChanged 137 SP:Iteration 14Q (3299.380000 sec): 3 clusters Score: Raw -2356015.228740 + Penalty 967.378119 = -2355047.850620 nChanged 58 SP:Iteration 15Q (3299.410000 sec): 3 clusters Score: Raw -2356043.359307 + Penalty 967.378119 = -2355075.981188 nChanged 41 SP:Iteration 16Q (3299.440000 sec): 3 clusters Score: Raw -2356065.297960 + Penalty 967.378119 = -2355097.919840 nChanged 35 SP:Iteration 17Q (3299.480000 sec): 3 clusters Score: Raw -2356086.849598 + Penalty 967.378119 = -2355119.471478 nChanged 23 SP:Iteration 18Q (3299.510000 sec): 3 clusters Score: Raw -2356101.794829 + Penalty 967.378119 = -2355134.416709 nChanged 18 SP:Iteration 19Q (3299.540000 sec): 3 clusters Score: Raw -2356114.930076 + Penalty 967.378119 = -2355147.551957 nChanged 14 SP:Iteration 20F (3299.590000 sec): 3 clusters Score: Raw -2356125.343184 + Penalty 967.378119 = -2355157.965065 nChanged 13 SP:Iteration 21Q (3299.620000 sec): 3 clusters Score: Raw -2356137.085935 + Penalty 967.378119 = -2355169.707816 nChanged 10 SP:Iteration 22Q (3299.650000 sec): 3 clusters Score: Raw -2356144.794242 + Penalty 967.378119 = -2355177.416122 nChanged 7 SP:Iteration 23Q (3299.690000 sec): 3 clusters Score: Raw -2356149.077400 + Penalty 967.378119 = -2355181.699280 nChanged 5 SP:Iteration 24Q (3299.720000 sec): 3 clusters Score: Raw -2356151.204083 + Penalty 967.378119 = -2355183.825963 nChanged 3 SP:Iteration 25Q (3299.750000 sec): 3 clusters Score: Raw -2356151.970197 + Penalty 967.378119 = -2355184.592078 nChanged 0 SP:Iteration 26F (3299.800000 sec): 3 clusters Score: Raw -2356151.970197 + Penalty 967.378119 = -2355184.592078 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 4 (6555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3299.820000 sec): 2 clusters Score: Raw -399435.027274 + Penalty 399.853245 = -399035.174029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3299.830000 sec): 3 clusters Score: Raw -395501.490815 + Penalty 799.706489 = -394701.784326 nChanged 2965 SP:Iteration 1F (3299.830000 sec): 3 clusters Score: Raw -397080.234356 + Penalty 799.706489 = -396280.527867 nChanged 334 SP:Iteration 2F (3299.840000 sec): 3 clusters Score: Raw -397200.520547 + Penalty 799.706489 = -396400.814058 nChanged 326 SP:Iteration 3Q (3299.850000 sec): 3 clusters Score: Raw -397344.417319 + Penalty 799.706489 = -396544.710830 nChanged 346 SP:Iteration 4F (3299.850000 sec): 3 clusters Score: Raw -397521.876408 + Penalty 799.706489 = -396722.169919 nChanged 367 SP:Iteration 5F (3299.860000 sec): 3 clusters Score: Raw -397757.007600 + Penalty 799.706489 = -396957.301111 nChanged 397 SP:Iteration 6F (3299.870000 sec): 3 clusters Score: Raw -398045.752076 + Penalty 799.706489 = -397246.045586 nChanged 376 SP:Iteration 7F (3299.870000 sec): 3 clusters Score: Raw -398333.154187 + Penalty 799.706489 = -397533.447698 nChanged 384 SP:Iteration 8F (3299.880000 sec): 3 clusters Score: Raw -398609.332082 + Penalty 799.706489 = -397809.625593 nChanged 316 SP:Iteration 9Q (3299.890000 sec): 3 clusters Score: Raw -398812.297844 + Penalty 799.706489 = -398012.591355 nChanged 243 SP:Iteration 10Q (3299.890000 sec): 3 clusters Score: Raw -398936.883611 + Penalty 799.706489 = -398137.177122 nChanged 161 SP:Iteration 11Q (3299.900000 sec): 3 clusters Score: Raw -399002.496193 + Penalty 799.706489 = -398202.789704 nChanged 110 SP:Iteration 12Q (3299.900000 sec): 3 clusters Score: Raw -399032.603686 + Penalty 799.706489 = -398232.897197 nChanged 76 SP:Iteration 13Q (3299.910000 sec): 3 clusters Score: Raw -399054.544105 + Penalty 799.706489 = -398254.837616 nChanged 78 SP:Iteration 14Q (3299.910000 sec): 3 clusters Score: Raw -399075.356185 + Penalty 799.706489 = -398275.649696 nChanged 60 SP:Iteration 15Q (3299.920000 sec): 3 clusters Score: Raw -399088.651357 + Penalty 799.706489 = -398288.944868 nChanged 57 SP:Iteration 16Q (3299.930000 sec): 3 clusters Score: Raw -399100.927369 + Penalty 799.706489 = -398301.220880 nChanged 55 SP:Iteration 17Q (3299.930000 sec): 3 clusters Score: Raw -399115.252563 + Penalty 799.706489 = -398315.546074 nChanged 58 SP:Iteration 18Q (3299.940000 sec): 3 clusters Score: Raw -399132.674246 + Penalty 799.706489 = -398332.967757 nChanged 79 SP:Iteration 19Q (3299.950000 sec): 3 clusters Score: Raw -399157.176341 + Penalty 799.706489 = -398357.469852 nChanged 60 SP:Iteration 20F (3299.950000 sec): 3 clusters Score: Raw -399174.097421 + Penalty 799.706489 = -398374.390932 nChanged 52 SP:Iteration 21Q (3299.960000 sec): 3 clusters Score: Raw -399194.381227 + Penalty 799.706489 = -398394.674738 nChanged 74 SP:Iteration 22Q (3299.960000 sec): 3 clusters Score: Raw -399220.303764 + Penalty 799.706489 = -398420.597275 nChanged 69 SP:Iteration 23Q (3299.970000 sec): 3 clusters Score: Raw -399242.350727 + Penalty 799.706489 = -398442.644238 nChanged 73 SP:Iteration 24Q (3299.970000 sec): 3 clusters Score: Raw -399268.072843 + Penalty 799.706489 = -398468.366354 nChanged 60 SP:Iteration 25Q (3299.980000 sec): 3 clusters Score: Raw -399284.922835 + Penalty 799.706489 = -398485.216345 nChanged 44 SP:Iteration 26Q (3299.990000 sec): 3 clusters Score: Raw -399293.448418 + Penalty 799.706489 = -398493.741929 nChanged 35 SP:Iteration 27Q (3299.990000 sec): 3 clusters Score: Raw -399299.460485 + Penalty 799.706489 = -398499.753996 nChanged 23 SP:Iteration 28Q (3300.000000 sec): 3 clusters Score: Raw -399303.477349 + Penalty 799.706489 = -398503.770860 nChanged 20 SP:Iteration 29Q (3300.010000 sec): 3 clusters Score: Raw -399306.819091 + Penalty 799.706489 = -398507.112602 nChanged 20 SP:Iteration 30Q (3300.010000 sec): 3 clusters Score: Raw -399309.766437 + Penalty 799.706489 = -398510.059948 nChanged 21 SP:Iteration 31Q (3300.020000 sec): 3 clusters Score: Raw -399311.780467 + Penalty 799.706489 = -398512.073978 nChanged 9 SP:Iteration 32Q (3300.020000 sec): 3 clusters Score: Raw -399312.589781 + Penalty 799.706489 = -398512.883292 nChanged 9 SP:Iteration 33Q (3300.030000 sec): 3 clusters Score: Raw -399313.188163 + Penalty 799.706489 = -398513.481674 nChanged 4 SP:Iteration 34Q (3300.030000 sec): 3 clusters Score: Raw -399313.455886 + Penalty 799.706489 = -398513.749397 nChanged 4 SP:Iteration 35Q (3300.040000 sec): 3 clusters Score: Raw -399313.749391 + Penalty 799.706489 = -398514.042902 nChanged 4 SP:Iteration 36Q (3300.050000 sec): 3 clusters Score: Raw -399313.995616 + Penalty 799.706489 = -398514.289127 nChanged 3 SP:Iteration 37Q (3300.050000 sec): 3 clusters Score: Raw -399314.067007 + Penalty 799.706489 = -398514.360518 nChanged 1 SP:Iteration 38Q (3300.060000 sec): 3 clusters Score: Raw -399314.083722 + Penalty 799.706489 = -398514.377233 nChanged 0 SP:Iteration 39F (3300.070000 sec): 3 clusters Score: Raw -399314.083722 + Penalty 799.706489 = -398514.377233 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 5 (3189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3300.070000 sec): 2 clusters Score: Raw -168673.722490 + Penalty 367.069551 = -168306.652939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3300.070000 sec): 3 clusters Score: Raw -166878.593202 + Penalty 734.139103 = -166144.454099 nChanged 1413 SP:Iteration 1F (3300.080000 sec): 3 clusters Score: Raw -167796.545935 + Penalty 734.139103 = -167062.406832 nChanged 263 SP:Iteration 2F (3300.080000 sec): 3 clusters Score: Raw -167963.947803 + Penalty 734.139103 = -167229.808700 nChanged 191 SP:Iteration 3F (3300.090000 sec): 3 clusters Score: Raw -168067.406807 + Penalty 734.139103 = -167333.267705 nChanged 172 SP:Iteration 4F (3300.090000 sec): 3 clusters Score: Raw -168156.231396 + Penalty 734.139103 = -167422.092293 nChanged 137 SP:Iteration 5Q (3300.090000 sec): 3 clusters Score: Raw -168218.657225 + Penalty 734.139103 = -167484.518122 nChanged 117 SP:Iteration 6Q (3300.090000 sec): 3 clusters Score: Raw -168272.518362 + Penalty 734.139103 = -167538.379260 nChanged 90 SP:Iteration 7Q (3300.100000 sec): 3 clusters Score: Raw -168307.891892 + Penalty 734.139103 = -167573.752789 nChanged 83 SP:Iteration 8Q (3300.100000 sec): 3 clusters Score: Raw -168347.942089 + Penalty 734.139103 = -167613.802987 nChanged 73 SP:Iteration 9Q (3300.100000 sec): 3 clusters Score: Raw -168392.503493 + Penalty 734.139103 = -167658.364390 nChanged 81 SP:Iteration 10Q (3300.110000 sec): 3 clusters Score: Raw -168434.165865 + Penalty 734.139103 = -167700.026763 nChanged 69 SP:Iteration 11Q (3300.110000 sec): 3 clusters Score: Raw -168466.280701 + Penalty 734.139103 = -167732.141599 nChanged 64 SP:Iteration 12Q (3300.110000 sec): 3 clusters Score: Raw -168494.667868 + Penalty 734.139103 = -167760.528766 nChanged 62 SP:Iteration 13Q (3300.110000 sec): 3 clusters Score: Raw -168516.760032 + Penalty 734.139103 = -167782.620930 nChanged 42 SP:Iteration 14Q (3300.120000 sec): 3 clusters Score: Raw -168532.243587 + Penalty 734.139103 = -167798.104484 nChanged 35 SP:Iteration 15Q (3300.120000 sec): 3 clusters Score: Raw -168542.528028 + Penalty 734.139103 = -167808.388925 nChanged 35 SP:Iteration 16Q (3300.130000 sec): 3 clusters Score: Raw -168554.468334 + Penalty 734.139103 = -167820.329231 nChanged 40 SP:Iteration 17Q (3300.130000 sec): 3 clusters Score: Raw -168571.970596 + Penalty 734.139103 = -167837.831493 nChanged 34 SP:Iteration 18Q (3300.130000 sec): 3 clusters Score: Raw -168585.415454 + Penalty 734.139103 = -167851.276352 nChanged 36 SP:Iteration 19Q (3300.130000 sec): 3 clusters Score: Raw -168601.377132 + Penalty 734.139103 = -167867.238029 nChanged 31 SP:Iteration 20F (3300.140000 sec): 3 clusters Score: Raw -168611.578358 + Penalty 734.139103 = -167877.439256 nChanged 24 SP:Iteration 21Q (3300.140000 sec): 3 clusters Score: Raw -168617.231390 + Penalty 734.139103 = -167883.092287 nChanged 23 SP:Iteration 22Q (3300.140000 sec): 3 clusters Score: Raw -168624.690421 + Penalty 734.139103 = -167890.551318 nChanged 26 SP:Iteration 23Q (3300.150000 sec): 3 clusters Score: Raw -168632.833417 + Penalty 734.139103 = -167898.694314 nChanged 28 SP:Iteration 24Q (3300.150000 sec): 3 clusters Score: Raw -168641.708501 + Penalty 734.139103 = -167907.569398 nChanged 20 SP:Iteration 25Q (3300.150000 sec): 3 clusters Score: Raw -168648.351803 + Penalty 734.139103 = -167914.212700 nChanged 18 SP:Iteration 26Q (3300.150000 sec): 3 clusters Score: Raw -168652.914435 + Penalty 734.139103 = -167918.775332 nChanged 16 SP:Iteration 27Q (3300.160000 sec): 3 clusters Score: Raw -168655.993650 + Penalty 734.139103 = -167921.854547 nChanged 6 SP:Iteration 28Q (3300.160000 sec): 3 clusters Score: Raw -168657.311600 + Penalty 734.139103 = -167923.172497 nChanged 7 SP:Iteration 29Q (3300.160000 sec): 3 clusters Score: Raw -168658.194200 + Penalty 734.139103 = -167924.055097 nChanged 5 SP:Iteration 30Q (3300.170000 sec): 3 clusters Score: Raw -168658.723199 + Penalty 734.139103 = -167924.584096 nChanged 1 SP:Iteration 31Q (3300.170000 sec): 3 clusters Score: Raw -168658.811077 + Penalty 734.139103 = -167924.671975 nChanged 1 SP:Iteration 32Q (3300.170000 sec): 3 clusters Score: Raw -168658.834350 + Penalty 734.139103 = -167924.695248 nChanged 0 SP:Iteration 33F (3300.170000 sec): 3 clusters Score: Raw -168658.834350 + Penalty 734.139103 = -167924.695248 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 6 (3713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3300.180000 sec): 2 clusters Score: Raw -226266.567261 + Penalty 373.991593 = -225892.575667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3300.190000 sec): 3 clusters Score: Raw -224088.380586 + Penalty 747.983186 = -223340.397399 nChanged 1646 SP:Iteration 1F (3300.190000 sec): 3 clusters Score: Raw -225083.142038 + Penalty 747.983186 = -224335.158851 nChanged 288 SP:Iteration 2F (3300.190000 sec): 3 clusters Score: Raw -225267.570027 + Penalty 747.983186 = -224519.586840 nChanged 272 SP:Iteration 3F (3300.200000 sec): 3 clusters Score: Raw -225454.712436 + Penalty 747.983186 = -224706.729250 nChanged 223 SP:Iteration 4F (3300.200000 sec): 3 clusters Score: Raw -225619.090729 + Penalty 747.983186 = -224871.107543 nChanged 225 SP:Iteration 5F (3300.210000 sec): 3 clusters Score: Raw -225804.510909 + Penalty 747.983186 = -225056.527723 nChanged 190 SP:Iteration 6F (3300.210000 sec): 3 clusters Score: Raw -225977.851853 + Penalty 747.983186 = -225229.868667 nChanged 138 SP:Iteration 7Q (3300.210000 sec): 3 clusters Score: Raw -226102.802260 + Penalty 747.983186 = -225354.819074 nChanged 77 SP:Iteration 8Q (3300.210000 sec): 3 clusters Score: Raw -226181.020768 + Penalty 747.983186 = -225433.037582 nChanged 58 SP:Iteration 9Q (3300.220000 sec): 3 clusters Score: Raw -226250.221220 + Penalty 747.983186 = -225502.238033 nChanged 34 SP:Iteration 10Q (3300.220000 sec): 3 clusters Score: Raw -226290.674463 + Penalty 747.983186 = -225542.691277 nChanged 31 SP:Iteration 11Q (3300.230000 sec): 3 clusters Score: Raw -226318.946402 + Penalty 747.983186 = -225570.963215 nChanged 21 SP:Iteration 12Q (3300.230000 sec): 3 clusters Score: Raw -226332.787583 + Penalty 747.983186 = -225584.804396 nChanged 14 SP:Iteration 13Q (3300.230000 sec): 3 clusters Score: Raw -226339.130186 + Penalty 747.983186 = -225591.146999 nChanged 6 SP:Iteration 14Q (3300.230000 sec): 3 clusters Score: Raw -226342.950835 + Penalty 747.983186 = -225594.967649 nChanged 3 SP:Iteration 15Q (3300.240000 sec): 3 clusters Score: Raw -226344.216389 + Penalty 747.983186 = -225596.233203 nChanged 6 SP:Iteration 16Q (3300.240000 sec): 3 clusters Score: Raw -226346.098914 + Penalty 747.983186 = -225598.115727 nChanged 2 SP:Iteration 17Q (3300.240000 sec): 3 clusters Score: Raw -226347.964233 + Penalty 747.983186 = -225599.981047 nChanged 3 SP:Iteration 18Q (3300.250000 sec): 3 clusters Score: Raw -226349.163205 + Penalty 747.983186 = -225601.180019 nChanged 2 SP:Iteration 19Q (3300.250000 sec): 3 clusters Score: Raw -226349.614100 + Penalty 747.983186 = -225601.630914 nChanged 2 SP:Iteration 20F (3300.250000 sec): 3 clusters Score: Raw -226349.985706 + Penalty 747.983186 = -225602.002520 nChanged 1 SP:Iteration 21Q (3300.250000 sec): 3 clusters Score: Raw -226350.356720 + Penalty 747.983186 = -225602.373533 nChanged 0 SP:Iteration 22F (3300.260000 sec): 3 clusters Score: Raw -226350.356720 + Penalty 747.983186 = -225602.373533 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 7 (1694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3300.260000 sec): 2 clusters Score: Raw -98531.069719 + Penalty 338.285578 = -98192.784141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3300.260000 sec): 3 clusters Score: Raw -97625.330324 + Penalty 676.571157 = -96948.759167 nChanged 719 SP:Iteration 1F (3300.270000 sec): 3 clusters Score: Raw -98044.705289 + Penalty 676.571157 = -97368.134133 nChanged 134 SP:Iteration 2F (3300.270000 sec): 3 clusters Score: Raw -98149.313819 + Penalty 676.571157 = -97472.742663 nChanged 106 SP:Iteration 3F (3300.270000 sec): 3 clusters Score: Raw -98248.739175 + Penalty 676.571157 = -97572.168018 nChanged 100 SP:Iteration 4F (3300.270000 sec): 3 clusters Score: Raw -98320.852881 + Penalty 676.571157 = -97644.281724 nChanged 59 SP:Iteration 5Q (3300.270000 sec): 3 clusters Score: Raw -98369.884343 + Penalty 676.571157 = -97693.313186 nChanged 52 SP:Iteration 6Q (3300.270000 sec): 3 clusters Score: Raw -98403.359939 + Penalty 676.571157 = -97726.788782 nChanged 42 SP:Iteration 7Q (3300.270000 sec): 3 clusters Score: Raw -98427.560765 + Penalty 676.571157 = -97750.989608 nChanged 39 SP:Iteration 8Q (3300.280000 sec): 3 clusters Score: Raw -98451.381850 + Penalty 676.571157 = -97774.810693 nChanged 35 SP:Iteration 9Q (3300.280000 sec): 3 clusters Score: Raw -98465.785297 + Penalty 676.571157 = -97789.214140 nChanged 30 SP:Iteration 10Q (3300.280000 sec): 3 clusters Score: Raw -98476.516911 + Penalty 676.571157 = -97799.945754 nChanged 14 SP:Iteration 11Q (3300.280000 sec): 3 clusters Score: Raw -98480.968602 + Penalty 676.571157 = -97804.397445 nChanged 6 SP:Iteration 12Q (3300.280000 sec): 3 clusters Score: Raw -98482.267078 + Penalty 676.571157 = -97805.695921 nChanged 6 SP:Iteration 13Q (3300.290000 sec): 3 clusters Score: Raw -98483.383599 + Penalty 676.571157 = -97806.812442 nChanged 5 SP:Iteration 14Q (3300.290000 sec): 3 clusters Score: Raw -98483.988288 + Penalty 676.571157 = -97807.417131 nChanged 4 SP:Iteration 15Q (3300.290000 sec): 3 clusters Score: Raw -98484.589917 + Penalty 676.571157 = -97808.018760 nChanged 1 SP:Iteration 16Q (3300.290000 sec): 3 clusters Score: Raw -98484.741303 + Penalty 676.571157 = -97808.170146 nChanged 3 SP:Iteration 17Q (3300.290000 sec): 3 clusters Score: Raw -98485.053616 + Penalty 676.571157 = -97808.482459 nChanged 2 SP:Iteration 18Q (3300.290000 sec): 3 clusters Score: Raw -98485.257499 + Penalty 676.571157 = -97808.686342 nChanged 1 SP:Iteration 19Q (3300.290000 sec): 3 clusters Score: Raw -98485.610771 + Penalty 676.571157 = -97809.039614 nChanged 1 SP:Iteration 20F (3300.290000 sec): 3 clusters Score: Raw -98486.234408 + Penalty 676.571157 = -97809.663252 nChanged 3 SP:Iteration 21Q (3300.300000 sec): 3 clusters Score: Raw -98486.853881 + Penalty 676.571157 = -97810.282725 nChanged 1 SP:Iteration 22Q (3300.300000 sec): 3 clusters Score: Raw -98487.315690 + Penalty 676.571157 = -97810.744533 nChanged 4 SP:Iteration 23Q (3300.300000 sec): 3 clusters Score: Raw -98488.337616 + Penalty 676.571157 = -97811.766459 nChanged 4 SP:Iteration 24Q (3300.300000 sec): 3 clusters Score: Raw -98489.430480 + Penalty 676.571157 = -97812.859323 nChanged 6 SP:Iteration 25Q (3300.300000 sec): 3 clusters Score: Raw -98491.054748 + Penalty 676.571157 = -97814.483591 nChanged 9 SP:Iteration 26Q (3300.310000 sec): 3 clusters Score: Raw -98493.713930 + Penalty 676.571157 = -97817.142773 nChanged 6 SP:Iteration 27Q (3300.310000 sec): 3 clusters Score: Raw -98495.777602 + Penalty 676.571157 = -97819.206446 nChanged 4 SP:Iteration 28Q (3300.310000 sec): 3 clusters Score: Raw -98497.682691 + Penalty 676.571157 = -97821.111535 nChanged 6 SP:Iteration 29Q (3300.310000 sec): 3 clusters Score: Raw -98499.296935 + Penalty 676.571157 = -97822.725778 nChanged 6 SP:Iteration 30Q (3300.310000 sec): 3 clusters Score: Raw -98501.071737 + Penalty 676.571157 = -97824.500580 nChanged 3 SP:Iteration 31Q (3300.310000 sec): 3 clusters Score: Raw -98502.105894 + Penalty 676.571157 = -97825.534737 nChanged 3 SP:Iteration 32Q (3300.310000 sec): 3 clusters Score: Raw -98503.241372 + Penalty 676.571157 = -97826.670216 nChanged 5 SP:Iteration 33Q (3300.310000 sec): 3 clusters Score: Raw -98505.775845 + Penalty 676.571157 = -97829.204688 nChanged 8 SP:Iteration 34Q (3300.320000 sec): 3 clusters Score: Raw -98509.610926 + Penalty 676.571157 = -97833.039769 nChanged 7 SP:Iteration 35Q (3300.320000 sec): 3 clusters Score: Raw -98512.875729 + Penalty 676.571157 = -97836.304573 nChanged 6 SP:Iteration 36Q (3300.320000 sec): 3 clusters Score: Raw -98514.509363 + Penalty 676.571157 = -97837.938206 nChanged 6 SP:Iteration 37Q (3300.320000 sec): 3 clusters Score: Raw -98516.691064 + Penalty 676.571157 = -97840.119907 nChanged 6 SP:Iteration 38Q (3300.320000 sec): 3 clusters Score: Raw -98519.195607 + Penalty 676.571157 = -97842.624451 nChanged 8 SP:Iteration 39Q (3300.330000 sec): 3 clusters Score: Raw -98522.786573 + Penalty 676.571157 = -97846.215416 nChanged 7 SP:Iteration 40F (3300.330000 sec): 3 clusters Score: Raw -98525.141911 + Penalty 676.571157 = -97848.570754 nChanged 3 SP:Iteration 41Q (3300.330000 sec): 3 clusters Score: Raw -98525.902892 + Penalty 676.571157 = -97849.331736 nChanged 7 SP:Iteration 42Q (3300.330000 sec): 3 clusters Score: Raw -98528.021658 + Penalty 676.571157 = -97851.450502 nChanged 6 SP:Iteration 43Q (3300.330000 sec): 3 clusters Score: Raw -98529.106983 + Penalty 676.571157 = -97852.535826 nChanged 6 SP:Iteration 44Q (3300.340000 sec): 3 clusters Score: Raw -98530.184371 + Penalty 676.571157 = -97853.613214 nChanged 5 SP:Iteration 45Q (3300.340000 sec): 3 clusters Score: Raw -98531.165048 + Penalty 676.571157 = -97854.593892 nChanged 9 SP:Iteration 46Q (3300.340000 sec): 3 clusters Score: Raw -98534.330584 + Penalty 676.571157 = -97857.759428 nChanged 12 SP:Iteration 47Q (3300.340000 sec): 3 clusters Score: Raw -98540.388851 + Penalty 676.571157 = -97863.817694 nChanged 13 SP:Iteration 48Q (3300.340000 sec): 3 clusters Score: Raw -98547.157795 + Penalty 676.571157 = -97870.586639 nChanged 10 SP:Iteration 49Q (3300.340000 sec): 3 clusters Score: Raw -98551.828590 + Penalty 676.571157 = -97875.257433 nChanged 12 SP:Iteration 50Q (3300.340000 sec): 3 clusters Score: Raw -98558.007745 + Penalty 676.571157 = -97881.436588 nChanged 12 SP:Iteration 51Q (3300.340000 sec): 3 clusters Score: Raw -98566.069029 + Penalty 676.571157 = -97889.497872 nChanged 14 SP:Iteration 52Q (3300.350000 sec): 3 clusters Score: Raw -98574.633214 + Penalty 676.571157 = -97898.062057 nChanged 11 SP:Iteration 53Q (3300.350000 sec): 3 clusters Score: Raw -98581.224048 + Penalty 676.571157 = -97904.652891 nChanged 10 SP:Iteration 54Q (3300.350000 sec): 3 clusters Score: Raw -98587.548796 + Penalty 676.571157 = -97910.977639 nChanged 7 SP:Iteration 55Q (3300.350000 sec): 3 clusters Score: Raw -98590.362795 + Penalty 676.571157 = -97913.791639 nChanged 3 SP:Iteration 56Q (3300.350000 sec): 3 clusters Score: Raw -98591.208131 + Penalty 676.571157 = -97914.636975 nChanged 7 SP:Iteration 57Q (3300.350000 sec): 3 clusters Score: Raw -98593.148182 + Penalty 676.571157 = -97916.577025 nChanged 1 SP:Iteration 58Q (3300.360000 sec): 3 clusters Score: Raw -98593.293017 + Penalty 676.571157 = -97916.721860 nChanged 1 SP:Iteration 59Q (3300.360000 sec): 3 clusters Score: Raw -98593.582901 + Penalty 676.571157 = -97917.011745 nChanged 1 SP:Iteration 60F (3300.360000 sec): 3 clusters Score: Raw -98593.738041 + Penalty 676.571157 = -97917.166884 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 8 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3300.380000 sec): 2 clusters Score: Raw -1072124.188836 + Penalty 442.996760 = -1071681.192076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3300.400000 sec): 3 clusters Score: Raw -1061202.579760 + Penalty 885.993520 = -1060316.586240 nChanged 8079 SP:Iteration 1F (3300.420000 sec): 3 clusters Score: Raw -1065961.109956 + Penalty 885.993520 = -1065075.116436 nChanged 823 SP:Iteration 2Q (3300.440000 sec): 3 clusters Score: Raw -1066346.200520 + Penalty 885.993520 = -1065460.207000 nChanged 905 SP:Iteration 3F (3300.460000 sec): 3 clusters Score: Raw -1066883.524254 + Penalty 885.993520 = -1065997.530733 nChanged 1033 SP:Iteration 4F (3300.470000 sec): 3 clusters Score: Raw -1067689.756001 + Penalty 885.993520 = -1066803.762481 nChanged 1136 SP:Iteration 5F (3300.490000 sec): 3 clusters Score: Raw -1068610.426038 + Penalty 885.993520 = -1067724.432517 nChanged 1020 SP:Iteration 6F (3300.510000 sec): 3 clusters Score: Raw -1069185.241153 + Penalty 885.993520 = -1068299.247632 nChanged 641 SP:Iteration 7Q (3300.520000 sec): 3 clusters Score: Raw -1069379.422838 + Penalty 885.993520 = -1068493.429317 nChanged 320 SP:Iteration 8Q (3300.540000 sec): 3 clusters Score: Raw -1069444.056996 + Penalty 885.993520 = -1068558.063476 nChanged 225 SP:Iteration 9Q (3300.560000 sec): 3 clusters Score: Raw -1069488.530805 + Penalty 885.993520 = -1068602.537285 nChanged 216 SP:Iteration 10Q (3300.580000 sec): 3 clusters Score: Raw -1069534.016660 + Penalty 885.993520 = -1068648.023140 nChanged 172 SP:Iteration 11Q (3300.590000 sec): 3 clusters Score: Raw -1069570.368375 + Penalty 885.993520 = -1068684.374855 nChanged 192 SP:Iteration 12Q (3300.610000 sec): 3 clusters Score: Raw -1069611.977956 + Penalty 885.993520 = -1068725.984436 nChanged 199 SP:Iteration 13Q (3300.630000 sec): 3 clusters Score: Raw -1069654.724459 + Penalty 885.993520 = -1068768.730939 nChanged 202 SP:Iteration 14Q (3300.640000 sec): 3 clusters Score: Raw -1069699.512470 + Penalty 885.993520 = -1068813.518950 nChanged 198 SP:Iteration 15Q (3300.660000 sec): 3 clusters Score: Raw -1069740.992597 + Penalty 885.993520 = -1068854.999077 nChanged 219 SP:Iteration 16Q (3300.680000 sec): 3 clusters Score: Raw -1069794.733504 + Penalty 885.993520 = -1068908.739984 nChanged 221 SP:Iteration 17Q (3300.690000 sec): 3 clusters Score: Raw -1069852.553073 + Penalty 885.993520 = -1068966.559553 nChanged 239 SP:Iteration 18Q (3300.710000 sec): 3 clusters Score: Raw -1069919.403633 + Penalty 885.993520 = -1069033.410113 nChanged 253 SP:Iteration 19Q (3300.720000 sec): 3 clusters Score: Raw -1069988.209704 + Penalty 885.993520 = -1069102.216184 nChanged 236 SP:Iteration 20F (3300.740000 sec): 3 clusters Score: Raw -1070051.991525 + Penalty 885.993520 = -1069165.998005 nChanged 239 SP:Iteration 21Q (3300.760000 sec): 3 clusters Score: Raw -1070115.848237 + Penalty 885.993520 = -1069229.854716 nChanged 240 SP:Iteration 22Q (3300.780000 sec): 3 clusters Score: Raw -1070186.091463 + Penalty 885.993520 = -1069300.097943 nChanged 260 SP:Iteration 23Q (3300.790000 sec): 3 clusters Score: Raw -1070266.058449 + Penalty 885.993520 = -1069380.064929 nChanged 285 SP:Iteration 24Q (3300.810000 sec): 3 clusters Score: Raw -1070355.234729 + Penalty 885.993520 = -1069469.241209 nChanged 260 SP:Iteration 25Q (3300.820000 sec): 3 clusters Score: Raw -1070437.594204 + Penalty 885.993520 = -1069551.600683 nChanged 255 SP:Iteration 26Q (3300.840000 sec): 3 clusters Score: Raw -1070527.101550 + Penalty 885.993520 = -1069641.108030 nChanged 264 SP:Iteration 27Q (3300.850000 sec): 3 clusters Score: Raw -1070627.725630 + Penalty 885.993520 = -1069741.732110 nChanged 252 SP:Iteration 28Q (3300.870000 sec): 3 clusters Score: Raw -1070735.413078 + Penalty 885.993520 = -1069849.419558 nChanged 276 SP:Iteration 29Q (3300.880000 sec): 3 clusters Score: Raw -1070870.997317 + Penalty 885.993520 = -1069985.003797 nChanged 291 SP:Iteration 30Q (3300.900000 sec): 3 clusters Score: Raw -1071025.315926 + Penalty 885.993520 = -1070139.322405 nChanged 273 SP:Iteration 31Q (3300.910000 sec): 3 clusters Score: Raw -1071173.327416 + Penalty 885.993520 = -1070287.333896 nChanged 246 SP:Iteration 32Q (3300.930000 sec): 3 clusters Score: Raw -1071313.524349 + Penalty 885.993520 = -1070427.530829 nChanged 209 SP:Iteration 33Q (3300.940000 sec): 3 clusters Score: Raw -1071427.025793 + Penalty 885.993520 = -1070541.032272 nChanged 185 SP:Iteration 34Q (3300.960000 sec): 3 clusters Score: Raw -1071538.623070 + Penalty 885.993520 = -1070652.629549 nChanged 177 SP:Iteration 35Q (3300.970000 sec): 3 clusters Score: Raw -1071655.616589 + Penalty 885.993520 = -1070769.623069 nChanged 162 SP:Iteration 36Q (3300.980000 sec): 3 clusters Score: Raw -1071762.074879 + Penalty 885.993520 = -1070876.081359 nChanged 131 SP:Iteration 37Q (3301.000000 sec): 3 clusters Score: Raw -1071847.815367 + Penalty 885.993520 = -1070961.821847 nChanged 110 SP:Iteration 38Q (3301.010000 sec): 3 clusters Score: Raw -1071919.127369 + Penalty 885.993520 = -1071033.133849 nChanged 90 SP:Iteration 39Q (3301.020000 sec): 3 clusters Score: Raw -1071981.341247 + Penalty 885.993520 = -1071095.347727 nChanged 73 SP:Iteration 40F (3301.040000 sec): 3 clusters Score: Raw -1072026.264416 + Penalty 885.993520 = -1071140.270896 nChanged 53 SP:Iteration 41Q (3301.050000 sec): 3 clusters Score: Raw -1072061.637640 + Penalty 885.993520 = -1071175.644120 nChanged 44 SP:Iteration 42Q (3301.060000 sec): 3 clusters Score: Raw -1072087.241382 + Penalty 885.993520 = -1071201.247862 nChanged 33 SP:Iteration 43Q (3301.080000 sec): 3 clusters Score: Raw -1072103.605442 + Penalty 885.993520 = -1071217.611922 nChanged 24 SP:Iteration 44Q (3301.090000 sec): 3 clusters Score: Raw -1072118.646668 + Penalty 885.993520 = -1071232.653148 nChanged 21 SP:Iteration 45Q (3301.100000 sec): 3 clusters Score: Raw -1072132.106646 + Penalty 885.993520 = -1071246.113125 nChanged 14 SP:Iteration 46Q (3301.120000 sec): 3 clusters Score: Raw -1072141.886843 + Penalty 885.993520 = -1071255.893323 nChanged 11 SP:Iteration 47Q (3301.130000 sec): 3 clusters Score: Raw -1072150.845208 + Penalty 885.993520 = -1071264.851688 nChanged 9 SP:Iteration 48Q (3301.140000 sec): 3 clusters Score: Raw -1072159.548514 + Penalty 885.993520 = -1071273.554994 nChanged 9 SP:Iteration 49Q (3301.150000 sec): 3 clusters Score: Raw -1072167.551864 + Penalty 885.993520 = -1071281.558344 nChanged 9 SP:Iteration 50Q (3301.160000 sec): 3 clusters Score: Raw -1072175.104534 + Penalty 885.993520 = -1071289.111013 nChanged 8 SP:Iteration 51Q (3301.180000 sec): 3 clusters Score: Raw -1072179.205663 + Penalty 885.993520 = -1071293.212143 nChanged 3 SP:Iteration 52Q (3301.190000 sec): 3 clusters Score: Raw -1072181.494310 + Penalty 885.993520 = -1071295.500789 nChanged 5 SP:Iteration 53Q (3301.200000 sec): 3 clusters Score: Raw -1072184.586514 + Penalty 885.993520 = -1071298.592994 nChanged 2 SP:Iteration 54Q (3301.210000 sec): 3 clusters Score: Raw -1072186.193000 + Penalty 885.993520 = -1071300.199480 nChanged 3 SP:Iteration 55Q (3301.220000 sec): 3 clusters Score: Raw -1072189.278845 + Penalty 885.993520 = -1071303.285325 nChanged 3 SP:Iteration 56Q (3301.240000 sec): 3 clusters Score: Raw -1072191.784269 + Penalty 885.993520 = -1071305.790749 nChanged 3 SP:Iteration 57Q (3301.250000 sec): 3 clusters Score: Raw -1072193.908339 + Penalty 885.993520 = -1071307.914819 nChanged 2 SP:Iteration 58Q (3301.260000 sec): 3 clusters Score: Raw -1072195.473729 + Penalty 885.993520 = -1071309.480209 nChanged 1 SP:Iteration 59Q (3301.280000 sec): 3 clusters Score: Raw -1072197.045812 + Penalty 885.993520 = -1071311.052292 nChanged 3 SP:Iteration 60F (3301.290000 sec): 3 clusters Score: Raw -1072199.581210 + Penalty 885.993520 = -1071313.587690 nChanged 3 SP:Iteration 61Q (3301.300000 sec): 3 clusters Score: Raw -1072200.813441 + Penalty 885.993520 = -1071314.819921 nChanged 1 SP:Iteration 62Q (3301.320000 sec): 3 clusters Score: Raw -1072201.437181 + Penalty 885.993520 = -1071315.443661 nChanged 1 SP:Iteration 63Q (3301.330000 sec): 3 clusters Score: Raw -1072201.908776 + Penalty 885.993520 = -1071315.915256 nChanged 0 SP:Iteration 64F (3301.350000 sec): 3 clusters Score: Raw -1072201.908776 + Penalty 885.993520 = -1071315.915256 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 9 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3301.360000 sec): 2 clusters Score: Raw -6997.099124 + Penalty 225.809431 = -6771.289694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3301.360000 sec): 3 clusters Score: Raw -6991.227299 + Penalty 451.618861 = -6539.608438 nChanged 38 SP:Iteration 1F (3301.360000 sec): 3 clusters Score: Raw -7031.449957 + Penalty 451.618861 = -6579.831095 nChanged 7 SP:Iteration 2Q (3301.360000 sec): 3 clusters Score: Raw -7052.533883 + Penalty 451.618861 = -6600.915021 nChanged 6 SP:Iteration 3Q (3301.360000 sec): 3 clusters Score: Raw -7060.139749 + Penalty 451.618861 = -6608.520888 nChanged 4 SP:Iteration 4Q (3301.360000 sec): 3 clusters Score: Raw -7074.974860 + Penalty 451.618861 = -6623.355999 nChanged 4 SP:Iteration 5Q (3301.360000 sec): 3 clusters Score: Raw -7079.813408 + Penalty 451.618861 = -6628.194547 nChanged 1 SP:Iteration 6Q (3301.360000 sec): 3 clusters Score: Raw -7080.543417 + Penalty 451.618861 = -6628.924556 nChanged 0 SP:Iteration 7F (3301.360000 sec): 3 clusters Score: Raw -7080.543417 + Penalty 451.618861 = -6628.924556 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 10 (9296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3301.370000 sec): 2 clusters Score: Raw -525768.281002 + Penalty 415.748946 = -525352.532055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3301.380000 sec): 3 clusters Score: Raw -519969.646413 + Penalty 831.497893 = -519138.148521 nChanged 4307 SP:Iteration 1F (3301.390000 sec): 3 clusters Score: Raw -522513.325630 + Penalty 831.497893 = -521681.827737 nChanged 551 SP:Iteration 2F (3301.400000 sec): 3 clusters Score: Raw -522771.764633 + Penalty 831.497893 = -521940.266740 nChanged 554 SP:Iteration 3F (3301.410000 sec): 3 clusters Score: Raw -523070.287259 + Penalty 831.497893 = -522238.789367 nChanged 622 SP:Iteration 4F (3301.420000 sec): 3 clusters Score: Raw -523437.767683 + Penalty 831.497893 = -522606.269790 nChanged 633 SP:Iteration 5F (3301.430000 sec): 3 clusters Score: Raw -523869.053148 + Penalty 831.497893 = -523037.555255 nChanged 579 SP:Iteration 6F (3301.440000 sec): 3 clusters Score: Raw -524309.817305 + Penalty 831.497893 = -523478.319412 nChanged 490 SP:Iteration 7F (3301.450000 sec): 3 clusters Score: Raw -524756.666529 + Penalty 831.497893 = -523925.168636 nChanged 389 SP:Iteration 8Q (3301.460000 sec): 3 clusters Score: Raw -525218.489598 + Penalty 831.497893 = -524386.991705 nChanged 256 SP:Iteration 9Q (3301.460000 sec): 3 clusters Score: Raw -525425.723771 + Penalty 831.497893 = -524594.225878 nChanged 175 SP:Iteration 10Q (3301.480000 sec): 3 clusters Score: Raw -525523.481034 + Penalty 831.497893 = -524691.983141 nChanged 141 SP:Iteration 11Q (3301.480000 sec): 3 clusters Score: Raw -525589.141919 + Penalty 831.497893 = -524757.644027 nChanged 116 SP:Iteration 12Q (3301.490000 sec): 3 clusters Score: Raw -525639.659714 + Penalty 831.497893 = -524808.161821 nChanged 109 SP:Iteration 13Q (3301.500000 sec): 3 clusters Score: Raw -525689.134872 + Penalty 831.497893 = -524857.636980 nChanged 109 SP:Iteration 14Q (3301.510000 sec): 3 clusters Score: Raw -525744.569805 + Penalty 831.497893 = -524913.071912 nChanged 88 SP:Iteration 15Q (3301.520000 sec): 3 clusters Score: Raw -525783.960205 + Penalty 831.497893 = -524952.462313 nChanged 69 SP:Iteration 16Q (3301.520000 sec): 3 clusters Score: Raw -525808.752118 + Penalty 831.497893 = -524977.254225 nChanged 58 SP:Iteration 17Q (3301.530000 sec): 3 clusters Score: Raw -525829.918068 + Penalty 831.497893 = -524998.420176 nChanged 47 SP:Iteration 18Q (3301.540000 sec): 3 clusters Score: Raw -525845.068814 + Penalty 831.497893 = -525013.570922 nChanged 54 SP:Iteration 19Q (3301.540000 sec): 3 clusters Score: Raw -525866.248795 + Penalty 831.497893 = -525034.750902 nChanged 54 SP:Iteration 20F (3301.560000 sec): 3 clusters Score: Raw -525889.521160 + Penalty 831.497893 = -525058.023267 nChanged 41 SP:Iteration 21Q (3301.560000 sec): 3 clusters Score: Raw -525910.181321 + Penalty 831.497893 = -525078.683429 nChanged 34 SP:Iteration 22Q (3301.570000 sec): 3 clusters Score: Raw -525928.603059 + Penalty 831.497893 = -525097.105167 nChanged 27 SP:Iteration 23Q (3301.580000 sec): 3 clusters Score: Raw -525942.411046 + Penalty 831.497893 = -525110.913153 nChanged 26 SP:Iteration 24Q (3301.580000 sec): 3 clusters Score: Raw -525959.824071 + Penalty 831.497893 = -525128.326178 nChanged 28 SP:Iteration 25Q (3301.590000 sec): 3 clusters Score: Raw -525972.704861 + Penalty 831.497893 = -525141.206969 nChanged 29 SP:Iteration 26Q (3301.600000 sec): 3 clusters Score: Raw -525983.747309 + Penalty 831.497893 = -525152.249417 nChanged 24 SP:Iteration 27Q (3301.600000 sec): 3 clusters Score: Raw -525993.049564 + Penalty 831.497893 = -525161.551672 nChanged 19 SP:Iteration 28Q (3301.610000 sec): 3 clusters Score: Raw -525998.659897 + Penalty 831.497893 = -525167.162004 nChanged 23 SP:Iteration 29Q (3301.620000 sec): 3 clusters Score: Raw -526010.497681 + Penalty 831.497893 = -525178.999788 nChanged 16 SP:Iteration 30Q (3301.630000 sec): 3 clusters Score: Raw -526017.369061 + Penalty 831.497893 = -525185.871168 nChanged 13 SP:Iteration 31Q (3301.640000 sec): 3 clusters Score: Raw -526021.029711 + Penalty 831.497893 = -525189.531818 nChanged 9 SP:Iteration 32Q (3301.640000 sec): 3 clusters Score: Raw -526024.057203 + Penalty 831.497893 = -525192.559310 nChanged 7 SP:Iteration 33Q (3301.650000 sec): 3 clusters Score: Raw -526025.680607 + Penalty 831.497893 = -525194.182714 nChanged 6 SP:Iteration 34Q (3301.660000 sec): 3 clusters Score: Raw -526026.702620 + Penalty 831.497893 = -525195.204727 nChanged 4 SP:Iteration 35Q (3301.660000 sec): 3 clusters Score: Raw -526027.402916 + Penalty 831.497893 = -525195.905023 nChanged 3 SP:Iteration 36Q (3301.670000 sec): 3 clusters Score: Raw -526027.796225 + Penalty 831.497893 = -525196.298332 nChanged 2 SP:Iteration 37Q (3301.680000 sec): 3 clusters Score: Raw -526028.151911 + Penalty 831.497893 = -525196.654019 nChanged 3 SP:Iteration 38Q (3301.680000 sec): 3 clusters Score: Raw -526028.616915 + Penalty 831.497893 = -525197.119022 nChanged 1 SP:Iteration 39Q (3301.690000 sec): 3 clusters Score: Raw -526029.267280 + Penalty 831.497893 = -525197.769387 nChanged 2 SP:Iteration 40F (3301.700000 sec): 3 clusters Score: Raw -526031.917074 + Penalty 831.497893 = -525200.419181 nChanged 3 SP:Iteration 41Q (3301.710000 sec): 3 clusters Score: Raw -526032.875846 + Penalty 831.497893 = -525201.377953 nChanged 0 SP:Iteration 42F (3301.720000 sec): 3 clusters Score: Raw -526032.875846 + Penalty 831.497893 = -525201.377953 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 11 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3301.720000 sec): 2 clusters Score: Raw -63982.787668 + Penalty 321.055975 = -63661.731693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3301.720000 sec): 3 clusters Score: Raw -63396.856244 + Penalty 642.111951 = -62754.744293 nChanged 467 SP:Iteration 1F (3301.730000 sec): 3 clusters Score: Raw -63644.472585 + Penalty 642.111951 = -63002.360634 nChanged 100 SP:Iteration 2F (3301.730000 sec): 3 clusters Score: Raw -63719.334149 + Penalty 642.111951 = -63077.222198 nChanged 77 SP:Iteration 3F (3301.730000 sec): 3 clusters Score: Raw -63780.966860 + Penalty 642.111951 = -63138.854909 nChanged 77 SP:Iteration 4F (3301.730000 sec): 3 clusters Score: Raw -63838.284990 + Penalty 642.111951 = -63196.173039 nChanged 63 SP:Iteration 5F (3301.730000 sec): 3 clusters Score: Raw -63885.447731 + Penalty 642.111951 = -63243.335780 nChanged 63 SP:Iteration 6F (3301.730000 sec): 3 clusters Score: Raw -63944.577064 + Penalty 642.111951 = -63302.465113 nChanged 60 SP:Iteration 7F (3301.730000 sec): 3 clusters Score: Raw -64010.717582 + Penalty 642.111951 = -63368.605631 nChanged 44 SP:Iteration 8Q (3301.740000 sec): 3 clusters Score: Raw -64064.473631 + Penalty 642.111951 = -63422.361680 nChanged 18 SP:Iteration 9Q (3301.740000 sec): 3 clusters Score: Raw -64082.704167 + Penalty 642.111951 = -63440.592216 nChanged 11 SP:Iteration 10Q (3301.740000 sec): 3 clusters Score: Raw -64092.029115 + Penalty 642.111951 = -63449.917164 nChanged 4 SP:Iteration 11Q (3301.740000 sec): 3 clusters Score: Raw -64094.177778 + Penalty 642.111951 = -63452.065827 nChanged 3 SP:Iteration 12Q (3301.740000 sec): 3 clusters Score: Raw -64096.129816 + Penalty 642.111951 = -63454.017866 nChanged 4 SP:Iteration 13Q (3301.740000 sec): 3 clusters Score: Raw -64099.707470 + Penalty 642.111951 = -63457.595519 nChanged 2 SP:Iteration 14Q (3301.740000 sec): 3 clusters Score: Raw -64101.054625 + Penalty 642.111951 = -63458.942674 nChanged 0 SP:Iteration 15F (3301.740000 sec): 3 clusters Score: Raw -64101.054625 + Penalty 642.111951 = -63458.942674 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 12 (111475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3301.930000 sec): 2 clusters Score: Raw -6511050.151380 + Penalty 528.780781 = -6510521.370599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3302.070000 sec): 3 clusters Score: Raw -6436093.443770 + Penalty 1057.561562 = -6435035.882208 nChanged 54717 SP:Iteration 1F (3302.210000 sec): 3 clusters Score: Raw -6471530.237099 + Penalty 1057.561562 = -6470472.675537 nChanged 6532 SP:Iteration 2F (3302.340000 sec): 3 clusters Score: Raw -6475811.438389 + Penalty 1057.561562 = -6474753.876827 nChanged 7817 SP:Iteration 3F (3302.480000 sec): 3 clusters Score: Raw -6482164.174397 + Penalty 1057.561562 = -6481106.612835 nChanged 8227 SP:Iteration 4F (3302.620000 sec): 3 clusters Score: Raw -6488569.643002 + Penalty 1057.561562 = -6487512.081440 nChanged 6700 SP:Iteration 5F (3302.760000 sec): 3 clusters Score: Raw -6492181.379380 + Penalty 1057.561562 = -6491123.817818 nChanged 4047 SP:Iteration 6Q (3302.900000 sec): 3 clusters Score: Raw -6493368.753291 + Penalty 1057.561562 = -6492311.191729 nChanged 2188 SP:Iteration 7Q (3303.050000 sec): 3 clusters Score: Raw -6493796.652012 + Penalty 1057.561562 = -6492739.090450 nChanged 1496 SP:Iteration 8Q (3303.200000 sec): 3 clusters Score: Raw -6494090.662571 + Penalty 1057.561562 = -6493033.101009 nChanged 1397 SP:Iteration 9Q (3303.350000 sec): 3 clusters Score: Raw -6494371.718486 + Penalty 1057.561562 = -6493314.156924 nChanged 1407 SP:Iteration 10Q (3303.490000 sec): 3 clusters Score: Raw -6494661.226674 + Penalty 1057.561562 = -6493603.665112 nChanged 1416 SP:Iteration 11Q (3303.640000 sec): 3 clusters Score: Raw -6494961.193107 + Penalty 1057.561562 = -6493903.631545 nChanged 1494 SP:Iteration 12Q (3303.790000 sec): 3 clusters Score: Raw -6495296.868087 + Penalty 1057.561562 = -6494239.306524 nChanged 1575 SP:Iteration 13Q (3303.940000 sec): 3 clusters Score: Raw -6495674.322110 + Penalty 1057.561562 = -6494616.760548 nChanged 1658 SP:Iteration 14Q (3304.080000 sec): 3 clusters Score: Raw -6496096.177619 + Penalty 1057.561562 = -6495038.616057 nChanged 1812 SP:Iteration 15Q (3304.230000 sec): 3 clusters Score: Raw -6496597.756438 + Penalty 1057.561562 = -6495540.194875 nChanged 1867 SP:Iteration 16Q (3304.380000 sec): 3 clusters Score: Raw -6497126.905234 + Penalty 1057.561562 = -6496069.343672 nChanged 1915 SP:Iteration 17Q (3304.520000 sec): 3 clusters Score: Raw -6497691.810661 + Penalty 1057.561562 = -6496634.249098 nChanged 1935 SP:Iteration 18Q (3304.660000 sec): 3 clusters Score: Raw -6498299.743893 + Penalty 1057.561562 = -6497242.182331 nChanged 2033 SP:Iteration 19Q (3304.800000 sec): 3 clusters Score: Raw -6498977.886085 + Penalty 1057.561562 = -6497920.324523 nChanged 2086 SP:Iteration 20F (3304.940000 sec): 3 clusters Score: Raw -6499719.275281 + Penalty 1057.561562 = -6498661.713719 nChanged 2142 SP:Iteration 21Q (3305.080000 sec): 3 clusters Score: Raw -6500535.043207 + Penalty 1057.561562 = -6499477.481645 nChanged 2177 SP:Iteration 22Q (3305.210000 sec): 3 clusters Score: Raw -6501410.204843 + Penalty 1057.561562 = -6500352.643281 nChanged 2193 SP:Iteration 23Q (3305.340000 sec): 3 clusters Score: Raw -6502395.724131 + Penalty 1057.561562 = -6501338.162568 nChanged 2183 SP:Iteration 24Q (3305.480000 sec): 3 clusters Score: Raw -6503459.615980 + Penalty 1057.561562 = -6502402.054418 nChanged 2163 SP:Iteration 25Q (3305.610000 sec): 3 clusters Score: Raw -6504584.181442 + Penalty 1057.561562 = -6503526.619880 nChanged 2015 SP:Iteration 26Q (3305.740000 sec): 3 clusters Score: Raw -6505692.212465 + Penalty 1057.561562 = -6504634.650902 nChanged 1804 SP:Iteration 27Q (3305.870000 sec): 3 clusters Score: Raw -6506689.414287 + Penalty 1057.561562 = -6505631.852725 nChanged 1579 SP:Iteration 28Q (3305.990000 sec): 3 clusters Score: Raw -6507572.015407 + Penalty 1057.561562 = -6506514.453844 nChanged 1360 SP:Iteration 29Q (3306.120000 sec): 3 clusters Score: Raw -6508342.713658 + Penalty 1057.561562 = -6507285.152096 nChanged 1116 SP:Iteration 30Q (3306.240000 sec): 3 clusters Score: Raw -6508969.992607 + Penalty 1057.561562 = -6507912.431044 nChanged 932 SP:Iteration 31Q (3306.360000 sec): 3 clusters Score: Raw -6509497.329849 + Penalty 1057.561562 = -6508439.768287 nChanged 788 SP:Iteration 32Q (3306.470000 sec): 3 clusters Score: Raw -6509958.699307 + Penalty 1057.561562 = -6508901.137745 nChanged 603 SP:Iteration 33Q (3306.580000 sec): 3 clusters Score: Raw -6510317.964252 + Penalty 1057.561562 = -6509260.402690 nChanged 452 SP:Iteration 34Q (3306.700000 sec): 3 clusters Score: Raw -6510575.921649 + Penalty 1057.561562 = -6509518.360086 nChanged 335 SP:Iteration 35Q (3306.810000 sec): 3 clusters Score: Raw -6510752.017322 + Penalty 1057.561562 = -6509694.455760 nChanged 239 SP:Iteration 36Q (3306.920000 sec): 3 clusters Score: Raw -6510865.479634 + Penalty 1057.561562 = -6509807.918072 nChanged 183 SP:Iteration 37Q (3307.030000 sec): 3 clusters Score: Raw -6510948.841066 + Penalty 1057.561562 = -6509891.279504 nChanged 120 SP:Iteration 38Q (3307.140000 sec): 3 clusters Score: Raw -6510995.811479 + Penalty 1057.561562 = -6509938.249916 nChanged 93 SP:Iteration 39Q (3307.250000 sec): 3 clusters Score: Raw -6511032.883967 + Penalty 1057.561562 = -6509975.322405 nChanged 80 SP:Iteration 40F (3307.390000 sec): 3 clusters Score: Raw -6511062.545651 + Penalty 1057.561562 = -6510004.984089 nChanged 71 SP:Iteration 41Q (3307.500000 sec): 3 clusters Score: Raw -6511089.203699 + Penalty 1057.561562 = -6510031.642136 nChanged 59 SP:Iteration 42Q (3307.600000 sec): 3 clusters Score: Raw -6511111.319209 + Penalty 1057.561562 = -6510053.757647 nChanged 55 SP:Iteration 43Q (3307.720000 sec): 3 clusters Score: Raw -6511132.030793 + Penalty 1057.561562 = -6510074.469230 nChanged 47 SP:Iteration 44Q (3307.820000 sec): 3 clusters Score: Raw -6511149.313605 + Penalty 1057.561562 = -6510091.752042 nChanged 38 SP:Iteration 45Q (3307.930000 sec): 3 clusters Score: Raw -6511164.417080 + Penalty 1057.561562 = -6510106.855518 nChanged 34 SP:Iteration 46Q (3308.040000 sec): 3 clusters Score: Raw -6511177.834224 + Penalty 1057.561562 = -6510120.272662 nChanged 25 SP:Iteration 47Q (3308.160000 sec): 3 clusters Score: Raw -6511185.471939 + Penalty 1057.561562 = -6510127.910377 nChanged 20 SP:Iteration 48Q (3308.270000 sec): 3 clusters Score: Raw -6511193.398654 + Penalty 1057.561562 = -6510135.837092 nChanged 19 SP:Iteration 49Q (3308.380000 sec): 3 clusters Score: Raw -6511200.254646 + Penalty 1057.561562 = -6510142.693083 nChanged 9 SP:Iteration 50Q (3308.500000 sec): 3 clusters Score: Raw -6511203.039850 + Penalty 1057.561562 = -6510145.478288 nChanged 9 SP:Iteration 51Q (3308.610000 sec): 3 clusters Score: Raw -6511206.291438 + Penalty 1057.561562 = -6510148.729876 nChanged 8 SP:Iteration 52Q (3308.720000 sec): 3 clusters Score: Raw -6511208.604023 + Penalty 1057.561562 = -6510151.042460 nChanged 4 SP:Iteration 53Q (3308.830000 sec): 3 clusters Score: Raw -6511209.594033 + Penalty 1057.561562 = -6510152.032471 nChanged 2 SP:Iteration 54Q (3308.940000 sec): 3 clusters Score: Raw -6511209.856661 + Penalty 1057.561562 = -6510152.295099 nChanged 1 SP:Iteration 55Q (3309.060000 sec): 3 clusters Score: Raw -6511210.210178 + Penalty 1057.561562 = -6510152.648616 nChanged 2 SP:Iteration 56Q (3309.170000 sec): 3 clusters Score: Raw -6511210.448059 + Penalty 1057.561562 = -6510152.886497 nChanged 1 SP:Iteration 57Q (3309.280000 sec): 3 clusters Score: Raw -6511210.810635 + Penalty 1057.561562 = -6510153.249072 nChanged 2 SP:Iteration 58Q (3309.400000 sec): 3 clusters Score: Raw -6511211.358725 + Penalty 1057.561562 = -6510153.797163 nChanged 1 SP:Iteration 59Q (3309.510000 sec): 3 clusters Score: Raw -6511211.767198 + Penalty 1057.561562 = -6510154.205636 nChanged 4 SP:Iteration 60F (3309.640000 sec): 3 clusters Score: Raw -6511212.411751 + Penalty 1057.561562 = -6510154.850189 nChanged 2 SP:Iteration 61Q (3309.760000 sec): 3 clusters Score: Raw -6511212.933518 + Penalty 1057.561562 = -6510155.371956 nChanged 1 SP:Iteration 62Q (3309.860000 sec): 3 clusters Score: Raw -6511213.069481 + Penalty 1057.561562 = -6510155.507919 nChanged 1 SP:Iteration 63Q (3309.980000 sec): 3 clusters Score: Raw -6511213.401762 + Penalty 1057.561562 = -6510155.840199 nChanged 1 SP:Iteration 64Q (3310.080000 sec): 3 clusters Score: Raw -6511213.567526 + Penalty 1057.561562 = -6510156.005963 nChanged 1 SP:Iteration 65Q (3310.190000 sec): 3 clusters Score: Raw -6511213.800509 + Penalty 1057.561562 = -6510156.238946 nChanged 1 SP:Iteration 66Q (3310.300000 sec): 3 clusters Score: Raw -6511214.034784 + Penalty 1057.561562 = -6510156.473222 nChanged 1 SP:Iteration 67Q (3310.410000 sec): 3 clusters Score: Raw -6511214.229566 + Penalty 1057.561562 = -6510156.668004 nChanged 2 SP:Iteration 68Q (3310.520000 sec): 3 clusters Score: Raw -6511214.592204 + Penalty 1057.561562 = -6510157.030642 nChanged 2 SP:Iteration 69Q (3310.630000 sec): 3 clusters Score: Raw -6511214.969943 + Penalty 1057.561562 = -6510157.408380 nChanged 1 SP:Iteration 70Q (3310.740000 sec): 3 clusters Score: Raw -6511215.034229 + Penalty 1057.561562 = -6510157.472667 nChanged 0 SP:Iteration 71F (3310.870000 sec): 3 clusters Score: Raw -6511215.034229 + Penalty 1057.561562 = -6510157.472667 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 13 (1596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3310.920000 sec): 2 clusters Score: Raw -92374.308734 + Penalty 335.574138 = -92038.734596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3310.920000 sec): 3 clusters Score: Raw -91511.504362 + Penalty 671.148276 = -90840.356086 nChanged 663 SP:Iteration 1F (3310.920000 sec): 3 clusters Score: Raw -91875.856406 + Penalty 671.148276 = -91204.708130 nChanged 94 SP:Iteration 2F (3310.920000 sec): 3 clusters Score: Raw -91937.085604 + Penalty 671.148276 = -91265.937328 nChanged 84 SP:Iteration 3F (3310.920000 sec): 3 clusters Score: Raw -91980.783151 + Penalty 671.148276 = -91309.634875 nChanged 73 SP:Iteration 4Q (3310.930000 sec): 3 clusters Score: Raw -92021.715918 + Penalty 671.148276 = -91350.567642 nChanged 73 SP:Iteration 5Q (3310.930000 sec): 3 clusters Score: Raw -92064.410656 + Penalty 671.148276 = -91393.262380 nChanged 67 SP:Iteration 6Q (3310.930000 sec): 3 clusters Score: Raw -92108.696534 + Penalty 671.148276 = -91437.548258 nChanged 57 SP:Iteration 7Q (3310.930000 sec): 3 clusters Score: Raw -92148.156383 + Penalty 671.148276 = -91477.008107 nChanged 54 SP:Iteration 8Q (3310.930000 sec): 3 clusters Score: Raw -92181.514618 + Penalty 671.148276 = -91510.366342 nChanged 54 SP:Iteration 9Q (3310.940000 sec): 3 clusters Score: Raw -92208.110478 + Penalty 671.148276 = -91536.962202 nChanged 41 SP:Iteration 10Q (3310.940000 sec): 3 clusters Score: Raw -92228.966695 + Penalty 671.148276 = -91557.818420 nChanged 31 SP:Iteration 11Q (3310.940000 sec): 3 clusters Score: Raw -92241.531708 + Penalty 671.148276 = -91570.383432 nChanged 23 SP:Iteration 12Q (3310.940000 sec): 3 clusters Score: Raw -92250.888080 + Penalty 671.148276 = -91579.739804 nChanged 20 SP:Iteration 13Q (3310.940000 sec): 3 clusters Score: Raw -92257.569296 + Penalty 671.148276 = -91586.421020 nChanged 14 SP:Iteration 14Q (3310.940000 sec): 3 clusters Score: Raw -92263.177027 + Penalty 671.148276 = -91592.028751 nChanged 14 SP:Iteration 15Q (3310.940000 sec): 3 clusters Score: Raw -92269.233135 + Penalty 671.148276 = -91598.084859 nChanged 17 SP:Iteration 16Q (3310.940000 sec): 3 clusters Score: Raw -92276.402498 + Penalty 671.148276 = -91605.254222 nChanged 18 SP:Iteration 17Q (3310.950000 sec): 3 clusters Score: Raw -92281.934127 + Penalty 671.148276 = -91610.785851 nChanged 16 SP:Iteration 18Q (3310.950000 sec): 3 clusters Score: Raw -92290.254814 + Penalty 671.148276 = -91619.106539 nChanged 16 SP:Iteration 19Q (3310.950000 sec): 3 clusters Score: Raw -92295.431578 + Penalty 671.148276 = -91624.283303 nChanged 13 SP:Iteration 20F (3310.950000 sec): 3 clusters Score: Raw -92300.161008 + Penalty 671.148276 = -91629.012732 nChanged 10 SP:Iteration 21Q (3310.950000 sec): 3 clusters Score: Raw -92302.041409 + Penalty 671.148276 = -91630.893133 nChanged 5 SP:Iteration 22Q (3310.960000 sec): 3 clusters Score: Raw -92303.837879 + Penalty 671.148276 = -91632.689603 nChanged 4 SP:Iteration 23Q (3310.960000 sec): 3 clusters Score: Raw -92306.493226 + Penalty 671.148276 = -91635.344950 nChanged 7 SP:Iteration 24Q (3310.960000 sec): 3 clusters Score: Raw -92308.427934 + Penalty 671.148276 = -91637.279658 nChanged 5 SP:Iteration 25Q (3310.960000 sec): 3 clusters Score: Raw -92309.701616 + Penalty 671.148276 = -91638.553341 nChanged 4 SP:Iteration 26Q (3310.960000 sec): 3 clusters Score: Raw -92310.949235 + Penalty 671.148276 = -91639.800959 nChanged 4 SP:Iteration 27Q (3310.960000 sec): 3 clusters Score: Raw -92311.525132 + Penalty 671.148276 = -91640.376856 nChanged 3 SP:Iteration 28Q (3310.960000 sec): 3 clusters Score: Raw -92312.108525 + Penalty 671.148276 = -91640.960250 nChanged 5 SP:Iteration 29Q (3310.960000 sec): 3 clusters Score: Raw -92313.469603 + Penalty 671.148276 = -91642.321327 nChanged 2 SP:Iteration 30Q (3310.970000 sec): 3 clusters Score: Raw -92313.858671 + Penalty 671.148276 = -91642.710396 nChanged 3 SP:Iteration 31Q (3310.970000 sec): 3 clusters Score: Raw -92314.738807 + Penalty 671.148276 = -91643.590531 nChanged 1 SP:Iteration 32Q (3310.970000 sec): 3 clusters Score: Raw -92314.767611 + Penalty 671.148276 = -91643.619335 nChanged 1 SP:Iteration 33Q (3310.970000 sec): 3 clusters Score: Raw -92314.944532 + Penalty 671.148276 = -91643.796256 nChanged 1 SP:Iteration 34Q (3310.970000 sec): 3 clusters Score: Raw -92315.069597 + Penalty 671.148276 = -91643.921321 nChanged 1 SP:Iteration 35Q (3310.980000 sec): 3 clusters Score: Raw -92315.139124 + Penalty 671.148276 = -91643.990848 nChanged 0 SP:Iteration 36F (3310.980000 sec): 3 clusters Score: Raw -92315.139124 + Penalty 671.148276 = -91643.990848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 14 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3310.980000 sec): 2 clusters Score: Raw -13154.836932 + Penalty 246.835226 = -12908.001707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3310.980000 sec): 3 clusters Score: Raw -13105.051066 + Penalty 493.670452 = -12611.380615 nChanged 50 SP:Iteration 1F (3310.980000 sec): 3 clusters Score: Raw -13159.492136 + Penalty 493.670452 = -12665.821684 nChanged 7 SP:Iteration 2Q (3310.980000 sec): 3 clusters Score: Raw -13174.960106 + Penalty 493.670452 = -12681.289655 nChanged 4 SP:Iteration 3Q (3310.980000 sec): 3 clusters Score: Raw -13180.740347 + Penalty 493.670452 = -12687.069895 nChanged 4 SP:Iteration 4Q (3310.980000 sec): 3 clusters Score: Raw -13187.212176 + Penalty 493.670452 = -12693.541724 nChanged 3 SP:Iteration 5Q (3310.980000 sec): 3 clusters Score: Raw -13197.481906 + Penalty 493.670452 = -12703.811454 nChanged 2 SP:Iteration 6Q (3310.980000 sec): 3 clusters Score: Raw -13199.091225 + Penalty 493.670452 = -12705.420773 nChanged 0 SP:Iteration 7F (3310.980000 sec): 3 clusters Score: Raw -13199.091225 + Penalty 493.670452 = -12705.420773 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 15 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3310.980000 sec): 2 clusters Score: Raw -32113.100352 + Penalty 291.362626 = -31821.737726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3310.980000 sec): 3 clusters Score: Raw -31849.526049 + Penalty 582.725252 = -31266.800797 nChanged 205 SP:Iteration 1F (3310.980000 sec): 3 clusters Score: Raw -31964.583391 + Penalty 582.725252 = -31381.858139 nChanged 55 SP:Iteration 2F (3310.980000 sec): 3 clusters Score: Raw -32010.760837 + Penalty 582.725252 = -31428.035585 nChanged 50 SP:Iteration 3F (3310.980000 sec): 3 clusters Score: Raw -32057.843337 + Penalty 582.725252 = -31475.118085 nChanged 43 SP:Iteration 4F (3310.980000 sec): 3 clusters Score: Raw -32102.808918 + Penalty 582.725252 = -31520.083666 nChanged 33 SP:Iteration 5F (3310.980000 sec): 3 clusters Score: Raw -32130.627892 + Penalty 582.725252 = -31547.902640 nChanged 22 SP:Iteration 6Q (3310.990000 sec): 3 clusters Score: Raw -32150.767677 + Penalty 582.725252 = -31568.042425 nChanged 25 SP:Iteration 7Q (3310.990000 sec): 3 clusters Score: Raw -32177.693238 + Penalty 582.725252 = -31594.967986 nChanged 17 SP:Iteration 8Q (3310.990000 sec): 3 clusters Score: Raw -32189.862817 + Penalty 582.725252 = -31607.137565 nChanged 12 SP:Iteration 9Q (3310.990000 sec): 3 clusters Score: Raw -32200.957546 + Penalty 582.725252 = -31618.232294 nChanged 3 SP:Iteration 10Q (3310.990000 sec): 3 clusters Score: Raw -32204.083680 + Penalty 582.725252 = -31621.358428 nChanged 1 SP:Iteration 11Q (3310.990000 sec): 3 clusters Score: Raw -32206.019303 + Penalty 582.725252 = -31623.294051 nChanged 1 SP:Iteration 12Q (3310.990000 sec): 3 clusters Score: Raw -32206.459929 + Penalty 582.725252 = -31623.734677 nChanged 0 SP:Iteration 13F (3310.990000 sec): 3 clusters Score: Raw -32206.459929 + Penalty 582.725252 = -31623.734677 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 16 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3310.990000 sec): 2 clusters Score: Raw -47964.029579 + Penalty 310.459519 = -47653.570060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3311.000000 sec): 3 clusters Score: Raw -47519.004352 + Penalty 620.919037 = -46898.085315 nChanged 339 SP:Iteration 1F (3311.000000 sec): 3 clusters Score: Raw -47723.372445 + Penalty 620.919037 = -47102.453408 nChanged 81 SP:Iteration 2F (3311.000000 sec): 3 clusters Score: Raw -47771.494156 + Penalty 620.919037 = -47150.575119 nChanged 54 SP:Iteration 3F (3311.000000 sec): 3 clusters Score: Raw -47797.377761 + Penalty 620.919037 = -47176.458724 nChanged 34 SP:Iteration 4Q (3311.000000 sec): 3 clusters Score: Raw -47813.935393 + Penalty 620.919037 = -47193.016356 nChanged 22 SP:Iteration 5Q (3311.000000 sec): 3 clusters Score: Raw -47828.872610 + Penalty 620.919037 = -47207.953572 nChanged 26 SP:Iteration 6Q (3311.000000 sec): 3 clusters Score: Raw -47842.763856 + Penalty 620.919037 = -47221.844819 nChanged 16 SP:Iteration 7Q (3311.000000 sec): 3 clusters Score: Raw -47849.597704 + Penalty 620.919037 = -47228.678667 nChanged 17 SP:Iteration 8Q (3311.000000 sec): 3 clusters Score: Raw -47855.867283 + Penalty 620.919037 = -47234.948246 nChanged 16 SP:Iteration 9Q (3311.000000 sec): 3 clusters Score: Raw -47859.382386 + Penalty 620.919037 = -47238.463349 nChanged 9 SP:Iteration 10Q (3311.000000 sec): 3 clusters Score: Raw -47862.721216 + Penalty 620.919037 = -47241.802178 nChanged 9 SP:Iteration 11Q (3311.000000 sec): 3 clusters Score: Raw -47865.521800 + Penalty 620.919037 = -47244.602763 nChanged 4 SP:Iteration 12Q (3311.000000 sec): 3 clusters Score: Raw -47866.450940 + Penalty 620.919037 = -47245.531902 nChanged 3 SP:Iteration 13Q (3311.010000 sec): 3 clusters Score: Raw -47867.588864 + Penalty 620.919037 = -47246.669826 nChanged 4 SP:Iteration 14Q (3311.010000 sec): 3 clusters Score: Raw -47869.115517 + Penalty 620.919037 = -47248.196480 nChanged 4 SP:Iteration 15Q (3311.010000 sec): 3 clusters Score: Raw -47869.885437 + Penalty 620.919037 = -47248.966400 nChanged 3 SP:Iteration 16Q (3311.010000 sec): 3 clusters Score: Raw -47870.199412 + Penalty 620.919037 = -47249.280374 nChanged 1 SP:Iteration 17Q (3311.010000 sec): 3 clusters Score: Raw -47870.244824 + Penalty 620.919037 = -47249.325787 nChanged 0 SP:Iteration 18F (3311.010000 sec): 3 clusters Score: Raw -47870.244824 + Penalty 620.919037 = -47249.325787 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 17 (162115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3311.280000 sec): 2 clusters Score: Raw -9992101.365461 + Penalty 545.820786 = -9991555.544675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3311.510000 sec): 3 clusters Score: Raw -9882648.963304 + Penalty 1091.641573 = -9881557.321731 nChanged 79845 SP:Iteration 1F (3311.730000 sec): 3 clusters Score: Raw -9934814.615841 + Penalty 1091.641573 = -9933722.974269 nChanged 10313 SP:Iteration 2F (3311.940000 sec): 3 clusters Score: Raw -9940231.522629 + Penalty 1091.641573 = -9939139.881056 nChanged 12449 SP:Iteration 3F (3312.160000 sec): 3 clusters Score: Raw -9948894.620526 + Penalty 1091.641573 = -9947802.978953 nChanged 13657 SP:Iteration 4F (3312.380000 sec): 3 clusters Score: Raw -9961202.247705 + Penalty 1091.641573 = -9960110.606132 nChanged 12744 SP:Iteration 5F (3312.590000 sec): 3 clusters Score: Raw -9974861.971583 + Penalty 1091.641573 = -9973770.330010 nChanged 8569 SP:Iteration 6F (3312.810000 sec): 3 clusters Score: Raw -9984403.260636 + Penalty 1091.641573 = -9983311.619063 nChanged 3952 SP:Iteration 7Q (3313.020000 sec): 3 clusters Score: Raw -9988745.480456 + Penalty 1091.641573 = -9987653.838883 nChanged 1665 SP:Iteration 8Q (3313.200000 sec): 3 clusters Score: Raw -9990467.668800 + Penalty 1091.641573 = -9989376.027228 nChanged 876 SP:Iteration 9Q (3313.380000 sec): 3 clusters Score: Raw -9991195.508638 + Penalty 1091.641573 = -9990103.867065 nChanged 548 SP:Iteration 10Q (3313.560000 sec): 3 clusters Score: Raw -9991563.483430 + Penalty 1091.641573 = -9990471.841857 nChanged 369 SP:Iteration 11Q (3313.740000 sec): 3 clusters Score: Raw -9991779.621084 + Penalty 1091.641573 = -9990687.979511 nChanged 257 SP:Iteration 12Q (3313.920000 sec): 3 clusters Score: Raw -9991900.903736 + Penalty 1091.641573 = -9990809.262163 nChanged 198 SP:Iteration 13Q (3314.100000 sec): 3 clusters Score: Raw -9991988.896906 + Penalty 1091.641573 = -9990897.255333 nChanged 137 SP:Iteration 14Q (3314.280000 sec): 3 clusters Score: Raw -9992043.038654 + Penalty 1091.641573 = -9990951.397081 nChanged 109 SP:Iteration 15Q (3314.460000 sec): 3 clusters Score: Raw -9992088.480130 + Penalty 1091.641573 = -9990996.838557 nChanged 100 SP:Iteration 16Q (3314.640000 sec): 3 clusters Score: Raw -9992128.745445 + Penalty 1091.641573 = -9991037.103873 nChanged 85 SP:Iteration 17Q (3314.820000 sec): 3 clusters Score: Raw -9992157.333841 + Penalty 1091.641573 = -9991065.692268 nChanged 69 SP:Iteration 18Q (3314.990000 sec): 3 clusters Score: Raw -9992179.064183 + Penalty 1091.641573 = -9991087.422610 nChanged 52 SP:Iteration 19Q (3315.170000 sec): 3 clusters Score: Raw -9992197.126929 + Penalty 1091.641573 = -9991105.485357 nChanged 50 SP:Iteration 20F (3315.380000 sec): 3 clusters Score: Raw -9992216.265127 + Penalty 1091.641573 = -9991124.623555 nChanged 34 SP:Iteration 21Q (3315.560000 sec): 3 clusters Score: Raw -9992225.071713 + Penalty 1091.641573 = -9991133.430140 nChanged 30 SP:Iteration 22Q (3315.740000 sec): 3 clusters Score: Raw -9992234.508304 + Penalty 1091.641573 = -9991142.866732 nChanged 25 SP:Iteration 23Q (3315.920000 sec): 3 clusters Score: Raw -9992239.921248 + Penalty 1091.641573 = -9991148.279675 nChanged 20 SP:Iteration 24Q (3316.100000 sec): 3 clusters Score: Raw -9992243.760886 + Penalty 1091.641573 = -9991152.119313 nChanged 14 SP:Iteration 25Q (3316.280000 sec): 3 clusters Score: Raw -9992246.128650 + Penalty 1091.641573 = -9991154.487078 nChanged 9 SP:Iteration 26Q (3316.460000 sec): 3 clusters Score: Raw -9992247.727391 + Penalty 1091.641573 = -9991156.085818 nChanged 11 SP:Iteration 27Q (3316.640000 sec): 3 clusters Score: Raw -9992250.617470 + Penalty 1091.641573 = -9991158.975897 nChanged 9 SP:Iteration 28Q (3316.810000 sec): 3 clusters Score: Raw -9992251.702081 + Penalty 1091.641573 = -9991160.060508 nChanged 5 SP:Iteration 29Q (3316.990000 sec): 3 clusters Score: Raw -9992252.639009 + Penalty 1091.641573 = -9991160.997437 nChanged 5 SP:Iteration 30Q (3317.180000 sec): 3 clusters Score: Raw -9992253.731549 + Penalty 1091.641573 = -9991162.089976 nChanged 6 SP:Iteration 31Q (3317.360000 sec): 3 clusters Score: Raw -9992255.154936 + Penalty 1091.641573 = -9991163.513363 nChanged 6 SP:Iteration 32Q (3317.540000 sec): 3 clusters Score: Raw -9992256.368666 + Penalty 1091.641573 = -9991164.727094 nChanged 5 SP:Iteration 33Q (3317.720000 sec): 3 clusters Score: Raw -9992257.314061 + Penalty 1091.641573 = -9991165.672488 nChanged 4 SP:Iteration 34Q (3317.900000 sec): 3 clusters Score: Raw -9992258.490869 + Penalty 1091.641573 = -9991166.849296 nChanged 3 SP:Iteration 35Q (3318.080000 sec): 3 clusters Score: Raw -9992259.120436 + Penalty 1091.641573 = -9991167.478864 nChanged 4 SP:Iteration 36Q (3318.260000 sec): 3 clusters Score: Raw -9992259.917062 + Penalty 1091.641573 = -9991168.275489 nChanged 5 SP:Iteration 37Q (3318.440000 sec): 3 clusters Score: Raw -9992261.479917 + Penalty 1091.641573 = -9991169.838344 nChanged 5 SP:Iteration 38Q (3318.610000 sec): 3 clusters Score: Raw -9992262.620995 + Penalty 1091.641573 = -9991170.979422 nChanged 5 SP:Iteration 39Q (3318.790000 sec): 3 clusters Score: Raw -9992263.510137 + Penalty 1091.641573 = -9991171.868564 nChanged 4 SP:Iteration 40F (3319.000000 sec): 3 clusters Score: Raw -9992264.154340 + Penalty 1091.641573 = -9991172.512767 nChanged 2 SP:Iteration 41Q (3319.180000 sec): 3 clusters Score: Raw -9992264.927782 + Penalty 1091.641573 = -9991173.286209 nChanged 4 SP:Iteration 42Q (3319.340000 sec): 3 clusters Score: Raw -9992265.687820 + Penalty 1091.641573 = -9991174.046247 nChanged 1 SP:Iteration 43Q (3319.520000 sec): 3 clusters Score: Raw -9992265.864122 + Penalty 1091.641573 = -9991174.222549 nChanged 1 SP:Iteration 44Q (3319.700000 sec): 3 clusters Score: Raw -9992265.980317 + Penalty 1091.641573 = -9991174.338744 nChanged 1 SP:Iteration 45Q (3319.880000 sec): 3 clusters Score: Raw -9992266.091720 + Penalty 1091.641573 = -9991174.450148 nChanged 1 SP:Iteration 46Q (3320.060000 sec): 3 clusters Score: Raw -9992266.131519 + Penalty 1091.641573 = -9991174.489946 nChanged 0 SP:Iteration 47F (3320.270000 sec): 3 clusters Score: Raw -9992266.131519 + Penalty 1091.641573 = -9991174.489946 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 18 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.340000 sec): 2 clusters Score: Raw -31829.380956 + Penalty 289.830495 = -31539.550461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.340000 sec): 3 clusters Score: Raw -31601.242879 + Penalty 579.660989 = -31021.581889 nChanged 218 SP:Iteration 1F (3320.340000 sec): 3 clusters Score: Raw -31788.949881 + Penalty 579.660989 = -31209.288892 nChanged 57 SP:Iteration 2F (3320.340000 sec): 3 clusters Score: Raw -31842.897247 + Penalty 579.660989 = -31263.236258 nChanged 26 SP:Iteration 3Q (3320.340000 sec): 3 clusters Score: Raw -31864.766301 + Penalty 579.660989 = -31285.105312 nChanged 18 SP:Iteration 4Q (3320.340000 sec): 3 clusters Score: Raw -31876.613440 + Penalty 579.660989 = -31296.952451 nChanged 14 SP:Iteration 5Q (3320.340000 sec): 3 clusters Score: Raw -31884.596159 + Penalty 579.660989 = -31304.935170 nChanged 8 SP:Iteration 6Q (3320.340000 sec): 3 clusters Score: Raw -31888.552966 + Penalty 579.660989 = -31308.891977 nChanged 4 SP:Iteration 7Q (3320.340000 sec): 3 clusters Score: Raw -31890.169312 + Penalty 579.660989 = -31310.508322 nChanged 4 SP:Iteration 8Q (3320.350000 sec): 3 clusters Score: Raw -31892.252534 + Penalty 579.660989 = -31312.591545 nChanged 3 SP:Iteration 9Q (3320.350000 sec): 3 clusters Score: Raw -31895.027481 + Penalty 579.660989 = -31315.366492 nChanged 4 SP:Iteration 10Q (3320.350000 sec): 3 clusters Score: Raw -31898.166282 + Penalty 579.660989 = -31318.505293 nChanged 4 SP:Iteration 11Q (3320.350000 sec): 3 clusters Score: Raw -31900.071063 + Penalty 579.660989 = -31320.410074 nChanged 4 SP:Iteration 12Q (3320.350000 sec): 3 clusters Score: Raw -31903.195740 + Penalty 579.660989 = -31323.534750 nChanged 7 SP:Iteration 13Q (3320.350000 sec): 3 clusters Score: Raw -31907.791417 + Penalty 579.660989 = -31328.130427 nChanged 5 SP:Iteration 14Q (3320.350000 sec): 3 clusters Score: Raw -31910.628230 + Penalty 579.660989 = -31330.967241 nChanged 2 SP:Iteration 15Q (3320.350000 sec): 3 clusters Score: Raw -31915.393496 + Penalty 579.660989 = -31335.732506 nChanged 1 SP:Iteration 16Q (3320.350000 sec): 3 clusters Score: Raw -31916.003391 + Penalty 579.660989 = -31336.342401 nChanged 1 SP:Iteration 17Q (3320.350000 sec): 3 clusters Score: Raw -31916.332036 + Penalty 579.660989 = -31336.671046 nChanged 0 SP:Iteration 18F (3320.350000 sec): 3 clusters Score: Raw -31916.332036 + Penalty 579.660989 = -31336.671046 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 19 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.360000 sec): 2 clusters Score: Raw -209358.369758 + Penalty 371.316578 = -208987.053180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.360000 sec): 3 clusters Score: Raw -207318.282610 + Penalty 742.633157 = -206575.649453 nChanged 1536 SP:Iteration 1F (3320.370000 sec): 3 clusters Score: Raw -208196.575600 + Penalty 742.633157 = -207453.942444 nChanged 251 SP:Iteration 2F (3320.370000 sec): 3 clusters Score: Raw -208365.793920 + Penalty 742.633157 = -207623.160764 nChanged 246 SP:Iteration 3F (3320.380000 sec): 3 clusters Score: Raw -208526.889243 + Penalty 742.633157 = -207784.256086 nChanged 203 SP:Iteration 4F (3320.380000 sec): 3 clusters Score: Raw -208660.915663 + Penalty 742.633157 = -207918.282506 nChanged 200 SP:Iteration 5F (3320.380000 sec): 3 clusters Score: Raw -208794.688008 + Penalty 742.633157 = -208052.054851 nChanged 196 SP:Iteration 6F (3320.390000 sec): 3 clusters Score: Raw -208909.393287 + Penalty 742.633157 = -208166.760130 nChanged 169 SP:Iteration 7Q (3320.390000 sec): 3 clusters Score: Raw -209034.096361 + Penalty 742.633157 = -208291.463204 nChanged 165 SP:Iteration 8Q (3320.400000 sec): 3 clusters Score: Raw -209185.891813 + Penalty 742.633157 = -208443.258656 nChanged 145 SP:Iteration 9Q (3320.400000 sec): 3 clusters Score: Raw -209283.427107 + Penalty 742.633157 = -208540.793950 nChanged 82 SP:Iteration 10Q (3320.400000 sec): 3 clusters Score: Raw -209319.475505 + Penalty 742.633157 = -208576.842348 nChanged 64 SP:Iteration 11Q (3320.400000 sec): 3 clusters Score: Raw -209343.891385 + Penalty 742.633157 = -208601.258229 nChanged 49 SP:Iteration 12Q (3320.410000 sec): 3 clusters Score: Raw -209357.914364 + Penalty 742.633157 = -208615.281208 nChanged 35 SP:Iteration 13Q (3320.410000 sec): 3 clusters Score: Raw -209367.199128 + Penalty 742.633157 = -208624.565971 nChanged 40 SP:Iteration 14Q (3320.420000 sec): 3 clusters Score: Raw -209379.255830 + Penalty 742.633157 = -208636.622673 nChanged 31 SP:Iteration 15Q (3320.420000 sec): 3 clusters Score: Raw -209387.723945 + Penalty 742.633157 = -208645.090788 nChanged 29 SP:Iteration 16Q (3320.420000 sec): 3 clusters Score: Raw -209394.868370 + Penalty 742.633157 = -208652.235213 nChanged 23 SP:Iteration 17Q (3320.430000 sec): 3 clusters Score: Raw -209398.920339 + Penalty 742.633157 = -208656.287182 nChanged 12 SP:Iteration 18Q (3320.430000 sec): 3 clusters Score: Raw -209401.470990 + Penalty 742.633157 = -208658.837833 nChanged 12 SP:Iteration 19Q (3320.440000 sec): 3 clusters Score: Raw -209403.535977 + Penalty 742.633157 = -208660.902821 nChanged 11 SP:Iteration 20F (3320.440000 sec): 3 clusters Score: Raw -209405.571662 + Penalty 742.633157 = -208662.938505 nChanged 13 SP:Iteration 21Q (3320.440000 sec): 3 clusters Score: Raw -209408.685185 + Penalty 742.633157 = -208666.052028 nChanged 13 SP:Iteration 22Q (3320.440000 sec): 3 clusters Score: Raw -209411.082232 + Penalty 742.633157 = -208668.449076 nChanged 13 SP:Iteration 23Q (3320.450000 sec): 3 clusters Score: Raw -209412.958540 + Penalty 742.633157 = -208670.325383 nChanged 6 SP:Iteration 24Q (3320.450000 sec): 3 clusters Score: Raw -209413.629749 + Penalty 742.633157 = -208670.996592 nChanged 3 SP:Iteration 25Q (3320.460000 sec): 3 clusters Score: Raw -209414.050174 + Penalty 742.633157 = -208671.417017 nChanged 2 SP:Iteration 26Q (3320.460000 sec): 3 clusters Score: Raw -209414.222489 + Penalty 742.633157 = -208671.589332 nChanged 1 SP:Iteration 27Q (3320.460000 sec): 3 clusters Score: Raw -209414.340715 + Penalty 742.633157 = -208671.707558 nChanged 2 SP:Iteration 28Q (3320.470000 sec): 3 clusters Score: Raw -209414.552230 + Penalty 742.633157 = -208671.919073 nChanged 1 SP:Iteration 29Q (3320.470000 sec): 3 clusters Score: Raw -209414.633499 + Penalty 742.633157 = -208672.000342 nChanged 1 SP:Iteration 30Q (3320.480000 sec): 3 clusters Score: Raw -209414.661174 + Penalty 742.633157 = -208672.028017 nChanged 0 SP:Iteration 31F (3320.480000 sec): 3 clusters Score: Raw -209414.661174 + Penalty 742.633157 = -208672.028017 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 20 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.480000 sec): 2 clusters Score: Raw -2186.043615 + Penalty 183.958833 = -2002.084783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.480000 sec): 3 clusters Score: Raw -2233.878587 + Penalty 367.917665 = -1865.960922 nChanged 12 SP:Iteration 1F (3320.480000 sec): 3 clusters Score: Raw -2292.713763 + Penalty 367.917665 = -1924.796097 nChanged 3 SP:Iteration 2F (3320.480000 sec): 3 clusters Score: Raw -2300.902371 + Penalty 367.917665 = -1932.984706 nChanged 2 SP:Iteration 3Q (3320.480000 sec): 3 clusters Score: Raw -2307.734683 + Penalty 367.917665 = -1939.817017 nChanged 0 SP:Iteration 4F (3320.480000 sec): 3 clusters Score: Raw -2307.734683 + Penalty 367.917665 = -1939.817017 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 21 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.480000 sec): 2 clusters Score: Raw -20340.682436 + Penalty 267.817733 = -20072.864702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.480000 sec): 3 clusters Score: Raw -20242.316434 + Penalty 535.635467 = -19706.680967 nChanged 119 SP:Iteration 1F (3320.480000 sec): 3 clusters Score: Raw -20345.771457 + Penalty 535.635467 = -19810.135990 nChanged 31 SP:Iteration 2F (3320.480000 sec): 3 clusters Score: Raw -20390.356965 + Penalty 535.635467 = -19854.721498 nChanged 16 SP:Iteration 3Q (3320.480000 sec): 3 clusters Score: Raw -20411.336624 + Penalty 535.635467 = -19875.701157 nChanged 7 SP:Iteration 4Q (3320.480000 sec): 3 clusters Score: Raw -20420.357606 + Penalty 535.635467 = -19884.722140 nChanged 4 SP:Iteration 5Q (3320.490000 sec): 3 clusters Score: Raw -20423.825852 + Penalty 535.635467 = -19888.190385 nChanged 2 SP:Iteration 6Q (3320.490000 sec): 3 clusters Score: Raw -20425.316630 + Penalty 535.635467 = -19889.681163 nChanged 3 SP:Iteration 7Q (3320.490000 sec): 3 clusters Score: Raw -20426.699861 + Penalty 535.635467 = -19891.064394 nChanged 0 SP:Iteration 8F (3320.490000 sec): 3 clusters Score: Raw -20426.699861 + Penalty 535.635467 = -19891.064394 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 22 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.490000 sec): 2 clusters Score: Raw -20829.720142 + Penalty 270.037686 = -20559.682456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.490000 sec): 3 clusters Score: Raw -20694.127189 + Penalty 540.075372 = -20154.051817 nChanged 121 SP:Iteration 1F (3320.490000 sec): 3 clusters Score: Raw -20781.251478 + Penalty 540.075372 = -20241.176106 nChanged 21 SP:Iteration 2F (3320.490000 sec): 3 clusters Score: Raw -20806.318158 + Penalty 540.075372 = -20266.242786 nChanged 23 SP:Iteration 3F (3320.490000 sec): 3 clusters Score: Raw -20845.906919 + Penalty 540.075372 = -20305.831547 nChanged 18 SP:Iteration 4Q (3320.490000 sec): 3 clusters Score: Raw -20864.574055 + Penalty 540.075372 = -20324.498683 nChanged 9 SP:Iteration 5Q (3320.490000 sec): 3 clusters Score: Raw -20874.723166 + Penalty 540.075372 = -20334.647794 nChanged 9 SP:Iteration 6Q (3320.490000 sec): 3 clusters Score: Raw -20881.119470 + Penalty 540.075372 = -20341.044099 nChanged 3 SP:Iteration 7Q (3320.490000 sec): 3 clusters Score: Raw -20883.344179 + Penalty 540.075372 = -20343.268808 nChanged 2 SP:Iteration 8Q (3320.490000 sec): 3 clusters Score: Raw -20884.685589 + Penalty 540.075372 = -20344.610218 nChanged 1 SP:Iteration 9Q (3320.490000 sec): 3 clusters Score: Raw -20887.039879 + Penalty 540.075372 = -20346.964508 nChanged 3 SP:Iteration 10Q (3320.500000 sec): 3 clusters Score: Raw -20889.333600 + Penalty 540.075372 = -20349.258228 nChanged 1 SP:Iteration 11Q (3320.500000 sec): 3 clusters Score: Raw -20890.285132 + Penalty 540.075372 = -20350.209760 nChanged 1 SP:Iteration 12Q (3320.500000 sec): 3 clusters Score: Raw -20891.889207 + Penalty 540.075372 = -20351.813835 nChanged 0 SP:Iteration 13F (3320.500000 sec): 3 clusters Score: Raw -20891.889207 + Penalty 540.075372 = -20351.813835 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 23 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.500000 sec): 2 clusters Score: Raw -15244.745258 + Penalty 252.482962 = -14992.262297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.500000 sec): 3 clusters Score: Raw -15157.386768 + Penalty 504.965924 = -14652.420845 nChanged 72 SP:Iteration 1F (3320.500000 sec): 3 clusters Score: Raw -15237.390966 + Penalty 504.965924 = -14732.425042 nChanged 18 SP:Iteration 2F (3320.500000 sec): 3 clusters Score: Raw -15268.325385 + Penalty 504.965924 = -14763.359461 nChanged 13 SP:Iteration 3F (3320.500000 sec): 3 clusters Score: Raw -15290.763934 + Penalty 504.965924 = -14785.798010 nChanged 8 SP:Iteration 4Q (3320.500000 sec): 3 clusters Score: Raw -15308.843678 + Penalty 504.965924 = -14803.877754 nChanged 11 SP:Iteration 5Q (3320.500000 sec): 3 clusters Score: Raw -15325.276187 + Penalty 504.965924 = -14820.310263 nChanged 7 SP:Iteration 6Q (3320.500000 sec): 3 clusters Score: Raw -15341.115802 + Penalty 504.965924 = -14836.149878 nChanged 3 SP:Iteration 7Q (3320.500000 sec): 3 clusters Score: Raw -15343.891425 + Penalty 504.965924 = -14838.925502 nChanged 4 SP:Iteration 8Q (3320.500000 sec): 3 clusters Score: Raw -15349.468978 + Penalty 504.965924 = -14844.503054 nChanged 0 SP:Iteration 9F (3320.500000 sec): 3 clusters Score: Raw -15349.468978 + Penalty 504.965924 = -14844.503054 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 24 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.500000 sec): 2 clusters Score: Raw -7416.840913 + Penalty 223.190002 = -7193.650911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.500000 sec): 3 clusters Score: Raw -7400.071886 + Penalty 446.380005 = -6953.691881 nChanged 36 SP:Iteration 1F (3320.500000 sec): 3 clusters Score: Raw -7460.234644 + Penalty 446.380005 = -7013.854640 nChanged 9 SP:Iteration 2F (3320.500000 sec): 3 clusters Score: Raw -7478.036791 + Penalty 446.380005 = -7031.656787 nChanged 2 SP:Iteration 3Q (3320.500000 sec): 3 clusters Score: Raw -7479.956974 + Penalty 446.380005 = -7033.576970 nChanged 3 SP:Iteration 4Q (3320.500000 sec): 3 clusters Score: Raw -7482.603658 + Penalty 446.380005 = -7036.223653 nChanged 0 SP:Iteration 5F (3320.500000 sec): 3 clusters Score: Raw -7482.603658 + Penalty 446.380005 = -7036.223653 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 25 (25512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.550000 sec): 2 clusters Score: Raw -1583355.981455 + Penalty 461.684141 = -1582894.297314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.580000 sec): 3 clusters Score: Raw -1566749.229012 + Penalty 923.368283 = -1565825.860729 nChanged 12160 SP:Iteration 1F (3320.620000 sec): 3 clusters Score: Raw -1573570.707368 + Penalty 923.368283 = -1572647.339085 nChanged 1106 SP:Iteration 2Q (3320.650000 sec): 3 clusters Score: Raw -1573894.330473 + Penalty 923.368283 = -1572970.962190 nChanged 1267 SP:Iteration 3Q (3320.690000 sec): 3 clusters Score: Raw -1574356.572858 + Penalty 923.368283 = -1573433.204575 nChanged 1463 SP:Iteration 4F (3320.720000 sec): 3 clusters Score: Raw -1575052.249660 + Penalty 923.368283 = -1574128.881377 nChanged 1768 SP:Iteration 5F (3320.760000 sec): 3 clusters Score: Raw -1576155.774731 + Penalty 923.368283 = -1575232.406448 nChanged 2023 SP:Iteration 6F (3320.790000 sec): 3 clusters Score: Raw -1577785.265239 + Penalty 923.368283 = -1576861.896956 nChanged 2095 SP:Iteration 7F (3320.820000 sec): 3 clusters Score: Raw -1579785.840204 + Penalty 923.368283 = -1578862.471921 nChanged 1744 SP:Iteration 8F (3320.860000 sec): 3 clusters Score: Raw -1581658.459912 + Penalty 923.368283 = -1580735.091629 nChanged 1099 SP:Iteration 9Q (3320.890000 sec): 3 clusters Score: Raw -1582856.319565 + Penalty 923.368283 = -1581932.951282 nChanged 389 SP:Iteration 10Q (3320.920000 sec): 3 clusters Score: Raw -1583250.446992 + Penalty 923.368283 = -1582327.078709 nChanged 87 SP:Iteration 11Q (3320.940000 sec): 3 clusters Score: Raw -1583342.119781 + Penalty 923.368283 = -1582418.751498 nChanged 14 SP:Iteration 12Q (3320.960000 sec): 3 clusters Score: Raw -1583367.969273 + Penalty 923.368283 = -1582444.600990 nChanged 5 SP:Iteration 13Q (3320.980000 sec): 3 clusters Score: Raw -1583378.907483 + Penalty 923.368283 = -1582455.539200 nChanged 4 SP:Iteration 14Q (3321.010000 sec): 3 clusters Score: Raw -1583385.327139 + Penalty 923.368283 = -1582461.958856 nChanged 3 SP:Iteration 15Q (3321.030000 sec): 3 clusters Score: Raw -1583398.166253 + Penalty 923.368283 = -1582474.797970 nChanged 2 SP:Iteration 16Q (3321.050000 sec): 3 clusters Score: Raw -1583401.782798 + Penalty 923.368283 = -1582478.414515 nChanged 0 SP:Iteration 17F (3321.080000 sec): 3 clusters Score: Raw -1583401.782798 + Penalty 923.368283 = -1582478.414515 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 26 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.100000 sec): 2 clusters Score: Raw -28377.885614 + Penalty 283.217409 = -28094.668206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.100000 sec): 3 clusters Score: Raw -28201.008711 + Penalty 566.434817 = -27634.573894 nChanged 172 SP:Iteration 1F (3321.100000 sec): 3 clusters Score: Raw -28334.182583 + Penalty 566.434817 = -27767.747766 nChanged 40 SP:Iteration 2F (3321.100000 sec): 3 clusters Score: Raw -28370.749720 + Penalty 566.434817 = -27804.314902 nChanged 31 SP:Iteration 3F (3321.100000 sec): 3 clusters Score: Raw -28393.861412 + Penalty 566.434817 = -27827.426595 nChanged 25 SP:Iteration 4Q (3321.100000 sec): 3 clusters Score: Raw -28412.429560 + Penalty 566.434817 = -27845.994743 nChanged 8 SP:Iteration 5Q (3321.100000 sec): 3 clusters Score: Raw -28415.614150 + Penalty 566.434817 = -27849.179333 nChanged 6 SP:Iteration 6Q (3321.100000 sec): 3 clusters Score: Raw -28418.610427 + Penalty 566.434817 = -27852.175610 nChanged 5 SP:Iteration 7Q (3321.100000 sec): 3 clusters Score: Raw -28422.837621 + Penalty 566.434817 = -27856.402804 nChanged 8 SP:Iteration 8Q (3321.100000 sec): 3 clusters Score: Raw -28428.659246 + Penalty 566.434817 = -27862.224429 nChanged 6 SP:Iteration 9Q (3321.100000 sec): 3 clusters Score: Raw -28431.705941 + Penalty 566.434817 = -27865.271124 nChanged 6 SP:Iteration 10Q (3321.100000 sec): 3 clusters Score: Raw -28434.225576 + Penalty 566.434817 = -27867.790759 nChanged 8 SP:Iteration 11Q (3321.100000 sec): 3 clusters Score: Raw -28438.491479 + Penalty 566.434817 = -27872.056662 nChanged 5 SP:Iteration 12Q (3321.100000 sec): 3 clusters Score: Raw -28442.894714 + Penalty 566.434817 = -27876.459897 nChanged 7 SP:Iteration 13Q (3321.100000 sec): 3 clusters Score: Raw -28448.084234 + Penalty 566.434817 = -27881.649417 nChanged 6 SP:Iteration 14Q (3321.110000 sec): 3 clusters Score: Raw -28453.477125 + Penalty 566.434817 = -27887.042308 nChanged 6 SP:Iteration 15Q (3321.110000 sec): 3 clusters Score: Raw -28459.540755 + Penalty 566.434817 = -27893.105938 nChanged 10 SP:Iteration 16Q (3321.110000 sec): 3 clusters Score: Raw -28466.838337 + Penalty 566.434817 = -27900.403520 nChanged 2 SP:Iteration 17Q (3321.110000 sec): 3 clusters Score: Raw -28467.982049 + Penalty 566.434817 = -27901.547232 nChanged 0 SP:Iteration 18F (3321.110000 sec): 3 clusters Score: Raw -28467.982049 + Penalty 566.434817 = -27901.547232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 27 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.110000 sec): 2 clusters Score: Raw -6895.374386 + Penalty 223.525797 = -6671.848589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.110000 sec): 3 clusters Score: Raw -6897.484450 + Penalty 447.051595 = -6450.432856 nChanged 34 SP:Iteration 1F (3321.110000 sec): 3 clusters Score: Raw -6955.456415 + Penalty 447.051595 = -6508.404820 nChanged 3 SP:Iteration 2Q (3321.110000 sec): 3 clusters Score: Raw -6970.319395 + Penalty 447.051595 = -6523.267801 nChanged 2 SP:Iteration 3Q (3321.110000 sec): 3 clusters Score: Raw -6977.344059 + Penalty 447.051595 = -6530.292464 nChanged 2 SP:Iteration 4Q (3321.110000 sec): 3 clusters Score: Raw -6978.782547 + Penalty 447.051595 = -6531.730953 nChanged 1 SP:Iteration 5Q (3321.110000 sec): 3 clusters Score: Raw -6983.158561 + Penalty 447.051595 = -6536.106967 nChanged 0 SP:Iteration 6F (3321.110000 sec): 3 clusters Score: Raw -6983.158561 + Penalty 447.051595 = -6536.106967 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 28 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.120000 sec): 2 clusters Score: Raw -50266.874472 + Penalty 312.207866 = -49954.666606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.120000 sec): 3 clusters Score: Raw -49809.824351 + Penalty 624.415732 = -49185.408619 nChanged 383 SP:Iteration 1F (3321.120000 sec): 3 clusters Score: Raw -50090.651564 + Penalty 624.415732 = -49466.235832 nChanged 104 SP:Iteration 2F (3321.120000 sec): 3 clusters Score: Raw -50189.313326 + Penalty 624.415732 = -49564.897594 nChanged 65 SP:Iteration 3F (3321.120000 sec): 3 clusters Score: Raw -50241.114802 + Penalty 624.415732 = -49616.699070 nChanged 45 SP:Iteration 4Q (3321.120000 sec): 3 clusters Score: Raw -50269.471697 + Penalty 624.415732 = -49645.055965 nChanged 32 SP:Iteration 5Q (3321.120000 sec): 3 clusters Score: Raw -50291.476695 + Penalty 624.415732 = -49667.060963 nChanged 25 SP:Iteration 6Q (3321.120000 sec): 3 clusters Score: Raw -50306.680079 + Penalty 624.415732 = -49682.264347 nChanged 28 SP:Iteration 7Q (3321.120000 sec): 3 clusters Score: Raw -50324.813946 + Penalty 624.415732 = -49700.398214 nChanged 23 SP:Iteration 8Q (3321.120000 sec): 3 clusters Score: Raw -50340.213540 + Penalty 624.415732 = -49715.797808 nChanged 16 SP:Iteration 9Q (3321.120000 sec): 3 clusters Score: Raw -50350.890645 + Penalty 624.415732 = -49726.474913 nChanged 12 SP:Iteration 10Q (3321.120000 sec): 3 clusters Score: Raw -50359.576317 + Penalty 624.415732 = -49735.160585 nChanged 11 SP:Iteration 11Q (3321.130000 sec): 3 clusters Score: Raw -50368.118812 + Penalty 624.415732 = -49743.703080 nChanged 14 SP:Iteration 12Q (3321.130000 sec): 3 clusters Score: Raw -50373.246899 + Penalty 624.415732 = -49748.831167 nChanged 8 SP:Iteration 13Q (3321.130000 sec): 3 clusters Score: Raw -50376.147123 + Penalty 624.415732 = -49751.731391 nChanged 4 SP:Iteration 14Q (3321.130000 sec): 3 clusters Score: Raw -50377.725401 + Penalty 624.415732 = -49753.309669 nChanged 4 SP:Iteration 15Q (3321.130000 sec): 3 clusters Score: Raw -50378.412506 + Penalty 624.415732 = -49753.996774 nChanged 2 SP:Iteration 16Q (3321.130000 sec): 3 clusters Score: Raw -50378.812247 + Penalty 624.415732 = -49754.396515 nChanged 1 SP:Iteration 17Q (3321.130000 sec): 3 clusters Score: Raw -50378.856595 + Penalty 624.415732 = -49754.440863 nChanged 0 SP:Iteration 18F (3321.130000 sec): 3 clusters Score: Raw -50378.856595 + Penalty 624.415732 = -49754.440863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 29 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.140000 sec): 2 clusters Score: Raw -37818.203044 + Penalty 299.733526 = -37518.469518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.140000 sec): 3 clusters Score: Raw -37501.799107 + Penalty 599.467051 = -36902.332056 nChanged 255 SP:Iteration 1F (3321.140000 sec): 3 clusters Score: Raw -37674.302089 + Penalty 599.467051 = -37074.835038 nChanged 57 SP:Iteration 2F (3321.140000 sec): 3 clusters Score: Raw -37725.455089 + Penalty 599.467051 = -37125.988037 nChanged 47 SP:Iteration 3F (3321.140000 sec): 3 clusters Score: Raw -37752.455343 + Penalty 599.467051 = -37152.988291 nChanged 28 SP:Iteration 4Q (3321.140000 sec): 3 clusters Score: Raw -37778.778740 + Penalty 599.467051 = -37179.311689 nChanged 24 SP:Iteration 5Q (3321.140000 sec): 3 clusters Score: Raw -37795.263134 + Penalty 599.467051 = -37195.796083 nChanged 15 SP:Iteration 6Q (3321.140000 sec): 3 clusters Score: Raw -37806.445171 + Penalty 599.467051 = -37206.978120 nChanged 10 SP:Iteration 7Q (3321.140000 sec): 3 clusters Score: Raw -37813.587347 + Penalty 599.467051 = -37214.120296 nChanged 10 SP:Iteration 8Q (3321.140000 sec): 3 clusters Score: Raw -37821.668846 + Penalty 599.467051 = -37222.201795 nChanged 12 SP:Iteration 9Q (3321.140000 sec): 3 clusters Score: Raw -37828.572457 + Penalty 599.467051 = -37229.105406 nChanged 11 SP:Iteration 10Q (3321.140000 sec): 3 clusters Score: Raw -37838.080815 + Penalty 599.467051 = -37238.613764 nChanged 9 SP:Iteration 11Q (3321.150000 sec): 3 clusters Score: Raw -37847.027197 + Penalty 599.467051 = -37247.560146 nChanged 8 SP:Iteration 12Q (3321.150000 sec): 3 clusters Score: Raw -37853.490650 + Penalty 599.467051 = -37254.023598 nChanged 5 SP:Iteration 13Q (3321.150000 sec): 3 clusters Score: Raw -37858.251618 + Penalty 599.467051 = -37258.784567 nChanged 6 SP:Iteration 14Q (3321.150000 sec): 3 clusters Score: Raw -37864.760161 + Penalty 599.467051 = -37265.293110 nChanged 6 SP:Iteration 15Q (3321.150000 sec): 3 clusters Score: Raw -37869.615705 + Penalty 599.467051 = -37270.148654 nChanged 8 SP:Iteration 16Q (3321.150000 sec): 3 clusters Score: Raw -37876.880394 + Penalty 599.467051 = -37277.413343 nChanged 10 SP:Iteration 17Q (3321.150000 sec): 3 clusters Score: Raw -37886.871717 + Penalty 599.467051 = -37287.404666 nChanged 8 SP:Iteration 18Q (3321.150000 sec): 3 clusters Score: Raw -37893.095905 + Penalty 599.467051 = -37293.628853 nChanged 2 SP:Iteration 19Q (3321.150000 sec): 3 clusters Score: Raw -37895.677231 + Penalty 599.467051 = -37296.210180 nChanged 1 SP:Iteration 20F (3321.150000 sec): 3 clusters Score: Raw -37895.849288 + Penalty 599.467051 = -37296.382237 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 30 (2704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.160000 sec): 2 clusters Score: Raw -150805.833745 + Penalty 359.563178 = -150446.270566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.160000 sec): 3 clusters Score: Raw -149270.693618 + Penalty 719.126357 = -148551.567261 nChanged 1196 SP:Iteration 1F (3321.160000 sec): 3 clusters Score: Raw -149909.053889 + Penalty 719.126357 = -149189.927532 nChanged 184 SP:Iteration 2F (3321.170000 sec): 3 clusters Score: Raw -149996.156822 + Penalty 719.126357 = -149277.030465 nChanged 160 SP:Iteration 3F (3321.170000 sec): 3 clusters Score: Raw -150091.097600 + Penalty 719.126357 = -149371.971243 nChanged 129 SP:Iteration 4Q (3321.170000 sec): 3 clusters Score: Raw -150171.441888 + Penalty 719.126357 = -149452.315531 nChanged 112 SP:Iteration 5Q (3321.180000 sec): 3 clusters Score: Raw -150242.731144 + Penalty 719.126357 = -149523.604787 nChanged 98 SP:Iteration 6Q (3321.180000 sec): 3 clusters Score: Raw -150293.083253 + Penalty 719.126357 = -149573.956896 nChanged 82 SP:Iteration 7Q (3321.180000 sec): 3 clusters Score: Raw -150341.485501 + Penalty 719.126357 = -149622.359144 nChanged 82 SP:Iteration 8Q (3321.180000 sec): 3 clusters Score: Raw -150389.340638 + Penalty 719.126357 = -149670.214281 nChanged 79 SP:Iteration 9Q (3321.190000 sec): 3 clusters Score: Raw -150440.473837 + Penalty 719.126357 = -149721.347480 nChanged 81 SP:Iteration 10Q (3321.190000 sec): 3 clusters Score: Raw -150506.505900 + Penalty 719.126357 = -149787.379543 nChanged 72 SP:Iteration 11Q (3321.200000 sec): 3 clusters Score: Raw -150552.086851 + Penalty 719.126357 = -149832.960494 nChanged 65 SP:Iteration 12Q (3321.200000 sec): 3 clusters Score: Raw -150588.897535 + Penalty 719.126357 = -149869.771178 nChanged 52 SP:Iteration 13Q (3321.200000 sec): 3 clusters Score: Raw -150615.010940 + Penalty 719.126357 = -149895.884583 nChanged 36 SP:Iteration 14Q (3321.200000 sec): 3 clusters Score: Raw -150637.419314 + Penalty 719.126357 = -149918.292957 nChanged 39 SP:Iteration 15Q (3321.200000 sec): 3 clusters Score: Raw -150658.054983 + Penalty 719.126357 = -149938.928627 nChanged 40 SP:Iteration 16Q (3321.210000 sec): 3 clusters Score: Raw -150676.380707 + Penalty 719.126357 = -149957.254351 nChanged 32 SP:Iteration 17Q (3321.210000 sec): 3 clusters Score: Raw -150688.571734 + Penalty 719.126357 = -149969.445377 nChanged 34 SP:Iteration 18Q (3321.210000 sec): 3 clusters Score: Raw -150702.081565 + Penalty 719.126357 = -149982.955209 nChanged 33 SP:Iteration 19Q (3321.220000 sec): 3 clusters Score: Raw -150721.380339 + Penalty 719.126357 = -150002.253983 nChanged 36 SP:Iteration 20F (3321.220000 sec): 3 clusters Score: Raw -150736.582032 + Penalty 719.126357 = -150017.455675 nChanged 36 SP:Iteration 21Q (3321.220000 sec): 3 clusters Score: Raw -150757.743399 + Penalty 719.126357 = -150038.617042 nChanged 34 SP:Iteration 22Q (3321.220000 sec): 3 clusters Score: Raw -150777.348837 + Penalty 719.126357 = -150058.222480 nChanged 25 SP:Iteration 23Q (3321.230000 sec): 3 clusters Score: Raw -150788.628601 + Penalty 719.126357 = -150069.502244 nChanged 25 SP:Iteration 24Q (3321.230000 sec): 3 clusters Score: Raw -150798.254522 + Penalty 719.126357 = -150079.128166 nChanged 15 SP:Iteration 25Q (3321.230000 sec): 3 clusters Score: Raw -150803.860368 + Penalty 719.126357 = -150084.734011 nChanged 13 SP:Iteration 26Q (3321.240000 sec): 3 clusters Score: Raw -150810.917433 + Penalty 719.126357 = -150091.791077 nChanged 13 SP:Iteration 27Q (3321.240000 sec): 3 clusters Score: Raw -150815.790548 + Penalty 719.126357 = -150096.664192 nChanged 12 SP:Iteration 28Q (3321.240000 sec): 3 clusters Score: Raw -150819.590118 + Penalty 719.126357 = -150100.463761 nChanged 10 SP:Iteration 29Q (3321.240000 sec): 3 clusters Score: Raw -150823.726446 + Penalty 719.126357 = -150104.600089 nChanged 12 SP:Iteration 30Q (3321.240000 sec): 3 clusters Score: Raw -150828.036877 + Penalty 719.126357 = -150108.910520 nChanged 9 SP:Iteration 31Q (3321.250000 sec): 3 clusters Score: Raw -150832.418407 + Penalty 719.126357 = -150113.292050 nChanged 13 SP:Iteration 32Q (3321.250000 sec): 3 clusters Score: Raw -150838.817219 + Penalty 719.126357 = -150119.690863 nChanged 11 SP:Iteration 33Q (3321.250000 sec): 3 clusters Score: Raw -150843.534525 + Penalty 719.126357 = -150124.408169 nChanged 13 SP:Iteration 34Q (3321.260000 sec): 3 clusters Score: Raw -150850.166057 + Penalty 719.126357 = -150131.039701 nChanged 11 SP:Iteration 35Q (3321.260000 sec): 3 clusters Score: Raw -150857.552755 + Penalty 719.126357 = -150138.426398 nChanged 10 SP:Iteration 36Q (3321.260000 sec): 3 clusters Score: Raw -150863.658498 + Penalty 719.126357 = -150144.532141 nChanged 7 SP:Iteration 37Q (3321.260000 sec): 3 clusters Score: Raw -150865.586850 + Penalty 719.126357 = -150146.460493 nChanged 5 SP:Iteration 38Q (3321.260000 sec): 3 clusters Score: Raw -150868.651403 + Penalty 719.126357 = -150149.525047 nChanged 8 SP:Iteration 39Q (3321.270000 sec): 3 clusters Score: Raw -150873.326626 + Penalty 719.126357 = -150154.200269 nChanged 6 SP:Iteration 40F (3321.270000 sec): 3 clusters Score: Raw -150876.595992 + Penalty 719.126357 = -150157.469635 nChanged 5 SP:Iteration 41Q (3321.270000 sec): 3 clusters Score: Raw -150878.958191 + Penalty 719.126357 = -150159.831835 nChanged 5 SP:Iteration 42Q (3321.280000 sec): 3 clusters Score: Raw -150881.783723 + Penalty 719.126357 = -150162.657366 nChanged 5 SP:Iteration 43Q (3321.280000 sec): 3 clusters Score: Raw -150883.480699 + Penalty 719.126357 = -150164.354343 nChanged 6 SP:Iteration 44Q (3321.280000 sec): 3 clusters Score: Raw -150885.975436 + Penalty 719.126357 = -150166.849079 nChanged 2 SP:Iteration 45Q (3321.280000 sec): 3 clusters Score: Raw -150887.486790 + Penalty 719.126357 = -150168.360433 nChanged 4 SP:Iteration 46Q (3321.280000 sec): 3 clusters Score: Raw -150891.625047 + Penalty 719.126357 = -150172.498690 nChanged 5 SP:Iteration 47Q (3321.290000 sec): 3 clusters Score: Raw -150893.558970 + Penalty 719.126357 = -150174.432613 nChanged 2 SP:Iteration 48Q (3321.290000 sec): 3 clusters Score: Raw -150894.654240 + Penalty 719.126357 = -150175.527884 nChanged 2 SP:Iteration 49Q (3321.290000 sec): 3 clusters Score: Raw -150896.271805 + Penalty 719.126357 = -150177.145448 nChanged 4 SP:Iteration 50Q (3321.300000 sec): 3 clusters Score: Raw -150898.352130 + Penalty 719.126357 = -150179.225773 nChanged 3 SP:Iteration 51Q (3321.300000 sec): 3 clusters Score: Raw -150900.077963 + Penalty 719.126357 = -150180.951606 nChanged 0 SP:Iteration 52F (3321.300000 sec): 3 clusters Score: Raw -150900.077963 + Penalty 719.126357 = -150180.951606 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 31 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.300000 sec): 2 clusters Score: Raw -6335.071119 + Penalty 227.064683 = -6108.006436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.300000 sec): 3 clusters Score: Raw -6324.463943 + Penalty 454.129365 = -5870.334578 nChanged 50 SP:Iteration 1F (3321.300000 sec): 3 clusters Score: Raw -6437.228552 + Penalty 454.129365 = -5983.099186 nChanged 16 SP:Iteration 2F (3321.300000 sec): 3 clusters Score: Raw -6480.796148 + Penalty 454.129365 = -6026.666783 nChanged 5 SP:Iteration 3Q (3321.300000 sec): 3 clusters Score: Raw -6499.623640 + Penalty 454.129365 = -6045.494275 nChanged 2 SP:Iteration 4Q (3321.300000 sec): 3 clusters Score: Raw -6503.800769 + Penalty 454.129365 = -6049.671403 nChanged 0 SP:Iteration 5F (3321.300000 sec): 3 clusters Score: Raw -6503.800769 + Penalty 454.129365 = -6049.671403 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.300000 sec): 2 clusters Score: Raw -17182.039009 + Penalty 257.664702 = -16924.374308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.300000 sec): 3 clusters Score: Raw -17106.390367 + Penalty 515.329404 = -16591.060963 nChanged 88 SP:Iteration 1F (3321.300000 sec): 3 clusters Score: Raw -17217.645782 + Penalty 515.329404 = -16702.316378 nChanged 19 SP:Iteration 2F (3321.300000 sec): 3 clusters Score: Raw -17239.225301 + Penalty 515.329404 = -16723.895897 nChanged 10 SP:Iteration 3Q (3321.310000 sec): 3 clusters Score: Raw -17265.521622 + Penalty 515.329404 = -16750.192218 nChanged 11 SP:Iteration 4Q (3321.310000 sec): 3 clusters Score: Raw -17292.939429 + Penalty 515.329404 = -16777.610025 nChanged 8 SP:Iteration 5Q (3321.310000 sec): 3 clusters Score: Raw -17304.742286 + Penalty 515.329404 = -16789.412882 nChanged 8 SP:Iteration 6Q (3321.310000 sec): 3 clusters Score: Raw -17317.764215 + Penalty 515.329404 = -16802.434811 nChanged 14 SP:Iteration 7Q (3321.310000 sec): 3 clusters Score: Raw -17340.319490 + Penalty 515.329404 = -16824.990087 nChanged 13 SP:Iteration 8Q (3321.310000 sec): 3 clusters Score: Raw -17365.697475 + Penalty 515.329404 = -16850.368071 nChanged 6 SP:Iteration 9Q (3321.310000 sec): 3 clusters Score: Raw -17374.560523 + Penalty 515.329404 = -16859.231120 nChanged 6 SP:Iteration 10Q (3321.310000 sec): 3 clusters Score: Raw -17382.317646 + Penalty 515.329404 = -16866.988243 nChanged 2 SP:Iteration 11Q (3321.310000 sec): 3 clusters Score: Raw -17384.442779 + Penalty 515.329404 = -16869.113375 nChanged 1 SP:Iteration 12Q (3321.310000 sec): 3 clusters Score: Raw -17386.085706 + Penalty 515.329404 = -16870.756302 nChanged 1 SP:Iteration 13Q (3321.310000 sec): 3 clusters Score: Raw -17386.840230 + Penalty 515.329404 = -16871.510826 nChanged 1 SP:Iteration 14Q (3321.310000 sec): 3 clusters Score: Raw -17387.802896 + Penalty 515.329404 = -16872.473493 nChanged 0 SP:Iteration 15F (3321.310000 sec): 3 clusters Score: Raw -17387.802896 + Penalty 515.329404 = -16872.473493 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 33 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.310000 sec): 2 clusters Score: Raw -8485.074490 + Penalty 236.279537 = -8248.794953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.310000 sec): 3 clusters Score: Raw -8473.693959 + Penalty 472.559073 = -8001.134886 nChanged 58 SP:Iteration 1F (3321.310000 sec): 3 clusters Score: Raw -8553.530887 + Penalty 472.559073 = -8080.971814 nChanged 14 SP:Iteration 2F (3321.310000 sec): 3 clusters Score: Raw -8587.971727 + Penalty 472.559073 = -8115.412653 nChanged 7 SP:Iteration 3Q (3321.310000 sec): 3 clusters Score: Raw -8602.495293 + Penalty 472.559073 = -8129.936219 nChanged 6 SP:Iteration 4Q (3321.310000 sec): 3 clusters Score: Raw -8607.985380 + Penalty 472.559073 = -8135.426306 nChanged 2 SP:Iteration 5Q (3321.310000 sec): 3 clusters Score: Raw -8608.714176 + Penalty 472.559073 = -8136.155102 nChanged 1 SP:Iteration 6Q (3321.310000 sec): 3 clusters Score: Raw -8609.128464 + Penalty 472.559073 = -8136.569391 nChanged 0 SP:Iteration 7F (3321.310000 sec): 3 clusters Score: Raw -8609.128464 + Penalty 472.559073 = -8136.569391 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 34 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.310000 sec): 2 clusters Score: Raw -14006.796360 + Penalty 251.044107 = -13755.752254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.310000 sec): 3 clusters Score: Raw -13932.377461 + Penalty 502.088214 = -13430.289248 nChanged 72 SP:Iteration 1F (3321.310000 sec): 3 clusters Score: Raw -14012.241586 + Penalty 502.088214 = -13510.153373 nChanged 21 SP:Iteration 2F (3321.310000 sec): 3 clusters Score: Raw -14042.483848 + Penalty 502.088214 = -13540.395635 nChanged 12 SP:Iteration 3Q (3321.310000 sec): 3 clusters Score: Raw -14060.798259 + Penalty 502.088214 = -13558.710045 nChanged 6 SP:Iteration 4Q (3321.310000 sec): 3 clusters Score: Raw -14074.365355 + Penalty 502.088214 = -13572.277141 nChanged 4 SP:Iteration 5Q (3321.310000 sec): 3 clusters Score: Raw -14084.190106 + Penalty 502.088214 = -13582.101892 nChanged 3 SP:Iteration 6Q (3321.310000 sec): 3 clusters Score: Raw -14093.840007 + Penalty 502.088214 = -13591.751793 nChanged 4 SP:Iteration 7Q (3321.310000 sec): 3 clusters Score: Raw -14102.215932 + Penalty 502.088214 = -13600.127718 nChanged 3 SP:Iteration 8Q (3321.310000 sec): 3 clusters Score: Raw -14106.386716 + Penalty 502.088214 = -13604.298503 nChanged 3 SP:Iteration 9Q (3321.310000 sec): 3 clusters Score: Raw -14114.183885 + Penalty 502.088214 = -13612.095671 nChanged 0 SP:Iteration 10F (3321.320000 sec): 3 clusters Score: Raw -14114.183885 + Penalty 502.088214 = -13612.095671 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 35 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.320000 sec): 2 clusters Score: Raw -15705.241362 + Penalty 255.397329 = -15449.844033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.320000 sec): 3 clusters Score: Raw -15627.068666 + Penalty 510.794658 = -15116.274009 nChanged 82 SP:Iteration 1F (3321.320000 sec): 3 clusters Score: Raw -15713.182418 + Penalty 510.794658 = -15202.387761 nChanged 20 SP:Iteration 2F (3321.320000 sec): 3 clusters Score: Raw -15741.395589 + Penalty 510.794658 = -15230.600931 nChanged 13 SP:Iteration 3Q (3321.320000 sec): 3 clusters Score: Raw -15761.857050 + Penalty 510.794658 = -15251.062392 nChanged 11 SP:Iteration 4Q (3321.320000 sec): 3 clusters Score: Raw -15776.325801 + Penalty 510.794658 = -15265.531143 nChanged 6 SP:Iteration 5Q (3321.320000 sec): 3 clusters Score: Raw -15784.884196 + Penalty 510.794658 = -15274.089539 nChanged 2 SP:Iteration 6Q (3321.320000 sec): 3 clusters Score: Raw -15787.201248 + Penalty 510.794658 = -15276.406590 nChanged 0 SP:Iteration 7F (3321.320000 sec): 3 clusters Score: Raw -15787.201248 + Penalty 510.794658 = -15276.406590 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 36 (7188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.330000 sec): 2 clusters Score: Raw -423335.739893 + Penalty 404.047655 = -422931.692238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.340000 sec): 3 clusters Score: Raw -418918.923071 + Penalty 808.095311 = -418110.827760 nChanged 3313 SP:Iteration 1F (3321.350000 sec): 3 clusters Score: Raw -420829.781661 + Penalty 808.095311 = -420021.686351 nChanged 504 SP:Iteration 2F (3321.360000 sec): 3 clusters Score: Raw -421062.147094 + Penalty 808.095311 = -420254.051783 nChanged 473 SP:Iteration 3F (3321.370000 sec): 3 clusters Score: Raw -421302.838921 + Penalty 808.095311 = -420494.743611 nChanged 450 SP:Iteration 4F (3321.380000 sec): 3 clusters Score: Raw -421527.560935 + Penalty 808.095311 = -420719.465624 nChanged 388 SP:Iteration 5F (3321.380000 sec): 3 clusters Score: Raw -421725.752645 + Penalty 808.095311 = -420917.657334 nChanged 379 SP:Iteration 6F (3321.390000 sec): 3 clusters Score: Raw -421950.111454 + Penalty 808.095311 = -421142.016143 nChanged 370 SP:Iteration 7F (3321.400000 sec): 3 clusters Score: Raw -422200.485287 + Penalty 808.095311 = -421392.389977 nChanged 382 SP:Iteration 8F (3321.410000 sec): 3 clusters Score: Raw -422504.722238 + Penalty 808.095311 = -421696.626927 nChanged 329 SP:Iteration 9Q (3321.420000 sec): 3 clusters Score: Raw -422772.964867 + Penalty 808.095311 = -421964.869556 nChanged 245 SP:Iteration 10Q (3321.420000 sec): 3 clusters Score: Raw -422971.243588 + Penalty 808.095311 = -422163.148278 nChanged 170 SP:Iteration 11Q (3321.430000 sec): 3 clusters Score: Raw -423117.172144 + Penalty 808.095311 = -422309.076833 nChanged 111 SP:Iteration 12Q (3321.440000 sec): 3 clusters Score: Raw -423217.709774 + Penalty 808.095311 = -422409.614464 nChanged 57 SP:Iteration 13Q (3321.450000 sec): 3 clusters Score: Raw -423273.497365 + Penalty 808.095311 = -422465.402055 nChanged 40 SP:Iteration 14Q (3321.450000 sec): 3 clusters Score: Raw -423313.553872 + Penalty 808.095311 = -422505.458562 nChanged 23 SP:Iteration 15Q (3321.460000 sec): 3 clusters Score: Raw -423332.350487 + Penalty 808.095311 = -422524.255176 nChanged 17 SP:Iteration 16Q (3321.470000 sec): 3 clusters Score: Raw -423353.594508 + Penalty 808.095311 = -422545.499197 nChanged 17 SP:Iteration 17Q (3321.470000 sec): 3 clusters Score: Raw -423368.820279 + Penalty 808.095311 = -422560.724969 nChanged 7 SP:Iteration 18Q (3321.480000 sec): 3 clusters Score: Raw -423376.577864 + Penalty 808.095311 = -422568.482554 nChanged 8 SP:Iteration 19Q (3321.480000 sec): 3 clusters Score: Raw -423380.181053 + Penalty 808.095311 = -422572.085742 nChanged 4 SP:Iteration 20F (3321.490000 sec): 3 clusters Score: Raw -423385.319768 + Penalty 808.095311 = -422577.224458 nChanged 5 SP:Iteration 21Q (3321.500000 sec): 3 clusters Score: Raw -423390.092620 + Penalty 808.095311 = -422581.997309 nChanged 4 SP:Iteration 22Q (3321.500000 sec): 3 clusters Score: Raw -423393.551527 + Penalty 808.095311 = -422585.456216 nChanged 4 SP:Iteration 23Q (3321.510000 sec): 3 clusters Score: Raw -423397.230989 + Penalty 808.095311 = -422589.135679 nChanged 0 SP:Iteration 24F (3321.520000 sec): 3 clusters Score: Raw -423397.230989 + Penalty 808.095311 = -422589.135679 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 37 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.520000 sec): 2 clusters Score: Raw -12446.781343 + Penalty 243.293393 = -12203.487950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.520000 sec): 3 clusters Score: Raw -12398.507631 + Penalty 486.586785 = -11911.920845 nChanged 48 SP:Iteration 1F (3321.520000 sec): 3 clusters Score: Raw -12465.120372 + Penalty 486.586785 = -11978.533587 nChanged 12 SP:Iteration 2F (3321.520000 sec): 3 clusters Score: Raw -12483.209034 + Penalty 486.586785 = -11996.622249 nChanged 4 SP:Iteration 3Q (3321.520000 sec): 3 clusters Score: Raw -12487.458213 + Penalty 486.586785 = -12000.871428 nChanged 1 SP:Iteration 4Q (3321.520000 sec): 3 clusters Score: Raw -12490.067749 + Penalty 486.586785 = -12003.480964 nChanged 0 SP:Iteration 5F (3321.520000 sec): 3 clusters Score: Raw -12490.067749 + Penalty 486.586785 = -12003.480964 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 38 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.530000 sec): 2 clusters Score: Raw -7000.990246 + Penalty 220.767377 = -6780.222869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.530000 sec): 3 clusters Score: Raw -7007.936289 + Penalty 441.534754 = -6566.401535 nChanged 30 SP:Iteration 1F (3321.530000 sec): 3 clusters Score: Raw -7055.571538 + Penalty 441.534754 = -6614.036784 nChanged 4 SP:Iteration 2Q (3321.530000 sec): 3 clusters Score: Raw -7061.206334 + Penalty 441.534754 = -6619.671580 nChanged 0 SP:Iteration 3F (3321.530000 sec): 3 clusters Score: Raw -7061.206334 + Penalty 441.534754 = -6619.671580 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 39 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.530000 sec): 2 clusters Score: Raw -3452.076758 + Penalty 189.934621 = -3262.142138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.530000 sec): 3 clusters Score: Raw -3472.669982 + Penalty 379.869242 = -3092.800740 nChanged 10 SP:Iteration 1F (3321.530000 sec): 3 clusters Score: Raw -3495.178559 + Penalty 379.869242 = -3115.309317 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 40 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.530000 sec): 2 clusters Score: Raw -6037.634119 + Penalty 213.871857 = -5823.762262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.530000 sec): 3 clusters Score: Raw -6054.480001 + Penalty 427.743713 = -5626.736287 nChanged 19 SP:Iteration 1F (3321.530000 sec): 3 clusters Score: Raw -6095.644800 + Penalty 427.743713 = -5667.901087 nChanged 2 SP:Iteration 2Q (3321.530000 sec): 3 clusters Score: Raw -6100.819403 + Penalty 427.743713 = -5673.075690 nChanged 1 SP:Iteration 3Q (3321.530000 sec): 3 clusters Score: Raw -6109.578453 + Penalty 427.743713 = -5681.834739 nChanged 1 SP:Iteration 4Q (3321.530000 sec): 3 clusters Score: Raw -6111.556267 + Penalty 427.743713 = -5683.812554 nChanged 0 SP:Iteration 5F (3321.530000 sec): 3 clusters Score: Raw -6111.556267 + Penalty 427.743713 = -5683.812554 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 41 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.540000 sec): 2 clusters Score: Raw -203623.424811 + Penalty 369.957875 = -203253.466937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.540000 sec): 3 clusters Score: Raw -201674.050068 + Penalty 739.915750 = -200934.134318 nChanged 1488 SP:Iteration 1F (3321.550000 sec): 3 clusters Score: Raw -202529.329292 + Penalty 739.915750 = -201789.413543 nChanged 210 SP:Iteration 2F (3321.550000 sec): 3 clusters Score: Raw -202648.236901 + Penalty 739.915750 = -201908.321151 nChanged 209 SP:Iteration 3F (3321.550000 sec): 3 clusters Score: Raw -202772.899984 + Penalty 739.915750 = -202032.984234 nChanged 208 SP:Iteration 4F (3321.560000 sec): 3 clusters Score: Raw -202927.243835 + Penalty 739.915750 = -202187.328086 nChanged 207 SP:Iteration 5F (3321.560000 sec): 3 clusters Score: Raw -203080.243346 + Penalty 739.915750 = -202340.327596 nChanged 173 SP:Iteration 6F (3321.560000 sec): 3 clusters Score: Raw -203227.170247 + Penalty 739.915750 = -202487.254498 nChanged 148 SP:Iteration 7Q (3321.570000 sec): 3 clusters Score: Raw -203363.611002 + Penalty 739.915750 = -202623.695252 nChanged 116 SP:Iteration 8Q (3321.570000 sec): 3 clusters Score: Raw -203455.191921 + Penalty 739.915750 = -202715.276171 nChanged 88 SP:Iteration 9Q (3321.580000 sec): 3 clusters Score: Raw -203518.379769 + Penalty 739.915750 = -202778.464019 nChanged 51 SP:Iteration 10Q (3321.580000 sec): 3 clusters Score: Raw -203563.213504 + Penalty 739.915750 = -202823.297755 nChanged 48 SP:Iteration 11Q (3321.580000 sec): 3 clusters Score: Raw -203610.834072 + Penalty 739.915750 = -202870.918322 nChanged 23 SP:Iteration 12Q (3321.590000 sec): 3 clusters Score: Raw -203633.046723 + Penalty 739.915750 = -202893.130973 nChanged 10 SP:Iteration 13Q (3321.590000 sec): 3 clusters Score: Raw -203641.090305 + Penalty 739.915750 = -202901.174555 nChanged 12 SP:Iteration 14Q (3321.590000 sec): 3 clusters Score: Raw -203651.244839 + Penalty 739.915750 = -202911.329089 nChanged 7 SP:Iteration 15Q (3321.600000 sec): 3 clusters Score: Raw -203658.030449 + Penalty 739.915750 = -202918.114699 nChanged 4 SP:Iteration 16Q (3321.600000 sec): 3 clusters Score: Raw -203664.764679 + Penalty 739.915750 = -202924.848929 nChanged 3 SP:Iteration 17Q (3321.600000 sec): 3 clusters Score: Raw -203667.320696 + Penalty 739.915750 = -202927.404946 nChanged 3 SP:Iteration 18Q (3321.600000 sec): 3 clusters Score: Raw -203670.184704 + Penalty 739.915750 = -202930.268954 nChanged 1 SP:Iteration 19Q (3321.610000 sec): 3 clusters Score: Raw -203671.750317 + Penalty 739.915750 = -202931.834567 nChanged 2 SP:Iteration 20F (3321.610000 sec): 3 clusters Score: Raw -203675.799723 + Penalty 739.915750 = -202935.883973 nChanged 3 SP:Iteration 21Q (3321.620000 sec): 3 clusters Score: Raw -203679.335340 + Penalty 739.915750 = -202939.419591 nChanged 1 SP:Iteration 22Q (3321.620000 sec): 3 clusters Score: Raw -203681.334692 + Penalty 739.915750 = -202941.418942 nChanged 1 SP:Iteration 23Q (3321.620000 sec): 3 clusters Score: Raw -203684.259267 + Penalty 739.915750 = -202944.343518 nChanged 0 SP:Iteration 24F (3321.620000 sec): 3 clusters Score: Raw -203684.259267 + Penalty 739.915750 = -202944.343518 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 42 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.630000 sec): 2 clusters Score: Raw -47577.556242 + Penalty 304.658851 = -47272.897391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.630000 sec): 3 clusters Score: Raw -47217.535527 + Penalty 609.317701 = -46608.217826 nChanged 311 SP:Iteration 1F (3321.630000 sec): 3 clusters Score: Raw -47417.053173 + Penalty 609.317701 = -46807.735472 nChanged 65 SP:Iteration 2F (3321.630000 sec): 3 clusters Score: Raw -47472.134758 + Penalty 609.317701 = -46862.817057 nChanged 52 SP:Iteration 3F (3321.630000 sec): 3 clusters Score: Raw -47512.142370 + Penalty 609.317701 = -46902.824668 nChanged 27 SP:Iteration 4Q (3321.630000 sec): 3 clusters Score: Raw -47533.534459 + Penalty 609.317701 = -46924.216757 nChanged 24 SP:Iteration 5Q (3321.630000 sec): 3 clusters Score: Raw -47546.911997 + Penalty 609.317701 = -46937.594296 nChanged 14 SP:Iteration 6Q (3321.630000 sec): 3 clusters Score: Raw -47553.220827 + Penalty 609.317701 = -46943.903125 nChanged 10 SP:Iteration 7Q (3321.640000 sec): 3 clusters Score: Raw -47561.024867 + Penalty 609.317701 = -46951.707165 nChanged 10 SP:Iteration 8Q (3321.640000 sec): 3 clusters Score: Raw -47564.534292 + Penalty 609.317701 = -46955.216590 nChanged 5 SP:Iteration 9Q (3321.640000 sec): 3 clusters Score: Raw -47566.109740 + Penalty 609.317701 = -46956.792039 nChanged 4 SP:Iteration 10Q (3321.640000 sec): 3 clusters Score: Raw -47568.090994 + Penalty 609.317701 = -46958.773292 nChanged 6 SP:Iteration 11Q (3321.640000 sec): 3 clusters Score: Raw -47570.507277 + Penalty 609.317701 = -46961.189576 nChanged 3 SP:Iteration 12Q (3321.640000 sec): 3 clusters Score: Raw -47571.450994 + Penalty 609.317701 = -46962.133292 nChanged 2 SP:Iteration 13Q (3321.640000 sec): 3 clusters Score: Raw -47571.781387 + Penalty 609.317701 = -46962.463685 nChanged 0 SP:Iteration 14F (3321.640000 sec): 3 clusters Score: Raw -47571.781387 + Penalty 609.317701 = -46962.463685 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 43 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.640000 sec): 2 clusters Score: Raw -3458.886865 + Penalty 195.215905 = -3263.670961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.640000 sec): 3 clusters Score: Raw -3479.150261 + Penalty 390.431809 = -3088.718451 nChanged 9 SP:Iteration 1F (3321.640000 sec): 3 clusters Score: Raw -3494.850371 + Penalty 390.431809 = -3104.418562 nChanged 3 SP:Iteration 2Q (3321.640000 sec): 3 clusters Score: Raw -3497.644103 + Penalty 390.431809 = -3107.212294 nChanged 0 SP:Iteration 3F (3321.640000 sec): 3 clusters Score: Raw -3497.644103 + Penalty 390.431809 = -3107.212294 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 44 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.640000 sec): 2 clusters Score: Raw -14271.132720 + Penalty 255.063994 = -14016.068726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.640000 sec): 3 clusters Score: Raw -14199.192005 + Penalty 510.127988 = -13689.064017 nChanged 87 SP:Iteration 1F (3321.640000 sec): 3 clusters Score: Raw -14288.234696 + Penalty 510.127988 = -13778.106708 nChanged 24 SP:Iteration 2F (3321.640000 sec): 3 clusters Score: Raw -14323.840469 + Penalty 510.127988 = -13813.712481 nChanged 18 SP:Iteration 3F (3321.640000 sec): 3 clusters Score: Raw -14352.022708 + Penalty 510.127988 = -13841.894720 nChanged 12 SP:Iteration 4Q (3321.650000 sec): 3 clusters Score: Raw -14372.311997 + Penalty 510.127988 = -13862.184009 nChanged 10 SP:Iteration 5Q (3321.650000 sec): 3 clusters Score: Raw -14383.780949 + Penalty 510.127988 = -13873.652961 nChanged 6 SP:Iteration 6Q (3321.650000 sec): 3 clusters Score: Raw -14395.651983 + Penalty 510.127988 = -13885.523995 nChanged 4 SP:Iteration 7Q (3321.650000 sec): 3 clusters Score: Raw -14402.688960 + Penalty 510.127988 = -13892.560972 nChanged 0 SP:Iteration 8F (3321.650000 sec): 3 clusters Score: Raw -14402.688960 + Penalty 510.127988 = -13892.560972 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 45 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.650000 sec): 2 clusters Score: Raw -7138.866780 + Penalty 218.954388 = -6919.912392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.650000 sec): 3 clusters Score: Raw -7136.911083 + Penalty 437.908776 = -6699.002306 nChanged 24 SP:Iteration 1F (3321.650000 sec): 3 clusters Score: Raw -7177.080428 + Penalty 437.908776 = -6739.171652 nChanged 2 SP:Iteration 2Q (3321.650000 sec): 3 clusters Score: Raw -7179.141727 + Penalty 437.908776 = -6741.232951 nChanged 0 SP:Iteration 3F (3321.650000 sec): 3 clusters Score: Raw -7179.141727 + Penalty 437.908776 = -6741.232951 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.650000 sec): 2 clusters Score: Raw -10387.026361 + Penalty 236.026054 = -10151.000307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.650000 sec): 3 clusters Score: Raw -10341.041466 + Penalty 472.052108 = -9868.989358 nChanged 47 SP:Iteration 1F (3321.650000 sec): 3 clusters Score: Raw -10392.115383 + Penalty 472.052108 = -9920.063275 nChanged 14 SP:Iteration 2F (3321.650000 sec): 3 clusters Score: Raw -10412.366620 + Penalty 472.052108 = -9940.314512 nChanged 5 SP:Iteration 3Q (3321.650000 sec): 3 clusters Score: Raw -10420.220917 + Penalty 472.052108 = -9948.168809 nChanged 2 SP:Iteration 4Q (3321.650000 sec): 3 clusters Score: Raw -10423.588526 + Penalty 472.052108 = -9951.536418 nChanged 3 SP:Iteration 5Q (3321.650000 sec): 3 clusters Score: Raw -10427.896813 + Penalty 472.052108 = -9955.844705 nChanged 1 SP:Iteration 6Q (3321.650000 sec): 3 clusters Score: Raw -10428.540601 + Penalty 472.052108 = -9956.488492 nChanged 0 SP:Iteration 7F (3321.650000 sec): 3 clusters Score: Raw -10428.540601 + Penalty 472.052108 = -9956.488492 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 47 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 2 clusters Score: Raw -6064.774572 + Penalty 210.436263 = -5854.338309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 3 clusters Score: Raw -6077.689949 + Penalty 420.872526 = -5656.817423 nChanged 25 SP:Iteration 1F (3321.660000 sec): 3 clusters Score: Raw -6121.089751 + Penalty 420.872526 = -5700.217225 nChanged 3 SP:Iteration 2Q (3321.660000 sec): 3 clusters Score: Raw -6130.850083 + Penalty 420.872526 = -5709.977557 nChanged 1 SP:Iteration 3Q (3321.660000 sec): 3 clusters Score: Raw -6135.745156 + Penalty 420.872526 = -5714.872630 nChanged 1 SP:Iteration 4Q (3321.660000 sec): 3 clusters Score: Raw -6136.976793 + Penalty 420.872526 = -5716.104267 nChanged 0 SP:Iteration 5F (3321.660000 sec): 3 clusters Score: Raw -6136.976793 + Penalty 420.872526 = -5716.104267 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 48 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 2 clusters Score: Raw -7921.877221 + Penalty 226.126505 = -7695.750716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 3 clusters Score: Raw -7898.659417 + Penalty 452.253010 = -7446.406407 nChanged 40 SP:Iteration 1F (3321.660000 sec): 3 clusters Score: Raw -7953.252592 + Penalty 452.253010 = -7500.999582 nChanged 7 SP:Iteration 2Q (3321.660000 sec): 3 clusters Score: Raw -7968.292988 + Penalty 452.253010 = -7516.039978 nChanged 4 SP:Iteration 3Q (3321.660000 sec): 3 clusters Score: Raw -7976.638434 + Penalty 452.253010 = -7524.385424 nChanged 3 SP:Iteration 4Q (3321.660000 sec): 3 clusters Score: Raw -7981.549154 + Penalty 452.253010 = -7529.296144 nChanged 0 SP:Iteration 5F (3321.660000 sec): 3 clusters Score: Raw -7981.549154 + Penalty 452.253010 = -7529.296144 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 49 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 2 clusters Score: Raw -12293.304984 + Penalty 244.994525 = -12048.310459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 3 clusters Score: Raw -12221.299303 + Penalty 489.989051 = -11731.310252 nChanged 60 SP:Iteration 1F (3321.660000 sec): 3 clusters Score: Raw -12297.340132 + Penalty 489.989051 = -11807.351081 nChanged 18 SP:Iteration 2F (3321.660000 sec): 3 clusters Score: Raw -12316.253139 + Penalty 489.989051 = -11826.264088 nChanged 8 SP:Iteration 3Q (3321.660000 sec): 3 clusters Score: Raw -12327.266732 + Penalty 489.989051 = -11837.277681 nChanged 1 SP:Iteration 4Q (3321.660000 sec): 3 clusters Score: Raw -12329.653040 + Penalty 489.989051 = -11839.663989 nChanged 1 SP:Iteration 5Q (3321.660000 sec): 3 clusters Score: Raw -12330.780554 + Penalty 489.989051 = -11840.791503 nChanged 2 SP:Iteration 6Q (3321.660000 sec): 3 clusters Score: Raw -12333.732124 + Penalty 489.989051 = -11843.743073 nChanged 3 SP:Iteration 7Q (3321.660000 sec): 3 clusters Score: Raw -12335.126585 + Penalty 489.989051 = -11845.137534 nChanged 1 SP:Iteration 8Q (3321.660000 sec): 3 clusters Score: Raw -12335.580467 + Penalty 489.989051 = -11845.591416 nChanged 1 SP:Iteration 9Q (3321.660000 sec): 3 clusters Score: Raw -12336.513001 + Penalty 489.989051 = -11846.523950 nChanged 1 SP:Iteration 10Q (3321.660000 sec): 3 clusters Score: Raw -12336.947777 + Penalty 489.989051 = -11846.958726 nChanged 3 SP:Iteration 11Q (3321.660000 sec): 3 clusters Score: Raw -12339.284991 + Penalty 489.989051 = -11849.295941 nChanged 1 SP:Iteration 12Q (3321.660000 sec): 3 clusters Score: Raw -12339.836847 + Penalty 489.989051 = -11849.847796 nChanged 0 SP:Iteration 13F (3321.660000 sec): 3 clusters Score: Raw -12339.836847 + Penalty 489.989051 = -11849.847796 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 50 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 2 clusters Score: Raw -13842.917081 + Penalty 247.035226 = -13595.881855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.660000 sec): 3 clusters Score: Raw -13794.645877 + Penalty 494.070452 = -13300.575425 nChanged 54 SP:Iteration 1F (3321.660000 sec): 3 clusters Score: Raw -13845.683160 + Penalty 494.070452 = -13351.612708 nChanged 11 SP:Iteration 2Q (3321.660000 sec): 3 clusters Score: Raw -13857.098576 + Penalty 494.070452 = -13363.028124 nChanged 4 SP:Iteration 3Q (3321.660000 sec): 3 clusters Score: Raw -13860.665253 + Penalty 494.070452 = -13366.594801 nChanged 2 SP:Iteration 4Q (3321.670000 sec): 3 clusters Score: Raw -13863.031599 + Penalty 494.070452 = -13368.961147 nChanged 3 SP:Iteration 5Q (3321.670000 sec): 3 clusters Score: Raw -13869.159684 + Penalty 494.070452 = -13375.089232 nChanged 3 SP:Iteration 6Q (3321.670000 sec): 3 clusters Score: Raw -13872.924555 + Penalty 494.070452 = -13378.854103 nChanged 2 SP:Iteration 7Q (3321.670000 sec): 3 clusters Score: Raw -13876.237874 + Penalty 494.070452 = -13382.167422 nChanged 1 SP:Iteration 8Q (3321.670000 sec): 3 clusters Score: Raw -13876.653097 + Penalty 494.070452 = -13382.582645 nChanged 0 SP:Iteration 9F (3321.670000 sec): 3 clusters Score: Raw -13876.653097 + Penalty 494.070452 = -13382.582645 nChanged 0 Memory request: 0.00 GB would take us to total of 2.77 GB. Trying to split cluster 51 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3321.670000 sec): 2 clusters Score: Raw -9795.102364 + Penalty 235.257022 = -9559.845343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3321.670000 sec): 3 clusters Score: Raw -9764.352246 + Penalty 470.514044 = -9293.838203 nChanged 55 SP:Iteration 1F (3321.670000 sec): 3 clusters Score: Raw -9844.327909 + Penalty 470.514044 = -9373.813865 nChanged 9 SP:Iteration 2F (3321.670000 sec): 3 clusters Score: Raw -9853.583856 + Penalty 470.514044 = -9383.069812 nChanged 4 SP:Iteration 3Q (3321.670000 sec): 3 clusters Score: Raw -9858.382994 + Penalty 470.514044 = -9387.868951 nChanged 1 SP:Iteration 4Q (3321.670000 sec): 3 clusters Score: Raw -9862.404556 + Penalty 470.514044 = -9391.890512 nChanged 1 SP:Iteration 5Q (3321.670000 sec): 3 clusters Score: Raw -9864.353559 + Penalty 470.514044 = -9393.839516 nChanged 0 SP:Iteration 6F (3321.670000 sec): 3 clusters Score: Raw -9864.353559 + Penalty 470.514044 = -9393.839516 nChanged 0 ------ Evaluating fit on full set of 1249013 points ------ Score: Raw -71533036.405913 + Penalty 32574.863870 = -71500461.542043 Time taken for this iteration:1149.430000 seconds. 21->52 Clusters: Score -71500461.542043, best is -71809732.753036 Main iterations: 0 (time per iteration =inf ms) Total iterations: 28865 (time per iteration =117.464565 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 108340831152.000000 (time per metric unit =31.295816ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1300089973824.000000 (time per metric unit=2607.984630ps) That took 3390.614669 seconds.