FileBase 20160225--37--12.13.2016-11.13 ElecNo 4 UseFeatures 11111111111111111111111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 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 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.38 and 0.56 GB. - 8 bytes per element (scalar), 25216000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array Cov will use between 0.02 and 0.03 GB. - 8 bytes per element (scalar), 1369000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array AllVector2Mean will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 932992 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.00 and 0.01 GB. - 2 bytes per element (data_int), 932992 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 932992 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 932992 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=25216, nDims=37, MaxPossibleClusters=1000 Total memory usage will be between 0.42 and 0.63 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 25216 data points of dimension 37. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.634419 sec): 2 clusters Score: Raw -1723062.563111 + Penalty 3755.104194 = -1719307.458917 nChanged 133 Iteration 1Q (0.753643 sec): 2 clusters Score: Raw -1725279.251495 + Penalty 3755.104194 = -1721524.147301 nChanged 38 Iteration 2Q (0.828654 sec): 2 clusters Score: Raw -1725328.753505 + Penalty 3755.104194 = -1721573.649311 nChanged 6 Iteration 3Q (0.946131 sec): 2 clusters Score: Raw -1725331.341591 + Penalty 3755.104194 = -1721576.237396 nChanged 1 Iteration 4Q (1.025530 sec): 2 clusters Score: Raw -1725331.685390 + Penalty 3755.104194 = -1721576.581196 nChanged 0 Iteration 5F (1.140671 sec): 2 clusters Score: Raw -1725331.685390 + Penalty 3755.104194 = -1721576.581196 nChanged 0 Compute initial score before splitting: Score: Raw -1725331.685390 + Penalty 3755.104194 = -1721576.581196 Trying to split cluster 1 (25038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.305586 sec): 2 clusters Score: Raw -1726389.772642 + Penalty 3752.479556 = -1722637.293085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.495046 sec): 3 clusters Score: Raw -1712949.911873 + Penalty 7504.959113 = -1705444.952760 nChanged 11218 SP:Iteration 1F (1.651784 sec): 3 clusters Score: Raw -1729159.986839 + Penalty 7504.959113 = -1721655.027726 nChanged 5091 SP:Iteration 2F (1.831185 sec): 3 clusters Score: Raw -1750181.925172 + Penalty 7504.959113 = -1742676.966059 nChanged 3301 SP:Iteration 3F (2.034130 sec): 3 clusters Score: Raw -1758715.337106 + Penalty 7504.959113 = -1751210.377993 nChanged 1331 SP:Iteration 4F (2.218325 sec): 3 clusters Score: Raw -1760292.466732 + Penalty 7504.959113 = -1752787.507619 nChanged 647 SP:Iteration 5Q (2.410009 sec): 3 clusters Score: Raw -1760731.435850 + Penalty 7504.959113 = -1753226.476737 nChanged 343 SP:Iteration 6Q (2.603951 sec): 3 clusters Score: Raw -1760883.647568 + Penalty 7504.959113 = -1753378.688455 nChanged 233 SP:Iteration 7Q (2.766346 sec): 3 clusters Score: Raw -1760956.118999 + Penalty 7504.959113 = -1753451.159886 nChanged 136 SP:Iteration 8Q (2.954919 sec): 3 clusters Score: Raw -1760987.314812 + Penalty 7504.959113 = -1753482.355699 nChanged 103 SP:Iteration 9Q (3.133661 sec): 3 clusters Score: Raw -1761008.126355 + Penalty 7504.959113 = -1753503.167242 nChanged 85 SP:Iteration 10Q (3.290227 sec): 3 clusters Score: Raw -1761023.696560 + Penalty 7504.959113 = -1753518.737447 nChanged 62 SP:Iteration 11Q (3.478841 sec): 3 clusters Score: Raw -1761034.227548 + Penalty 7504.959113 = -1753529.268435 nChanged 49 SP:Iteration 12Q (3.641494 sec): 3 clusters Score: Raw -1761040.967580 + Penalty 7504.959113 = -1753536.008467 nChanged 37 SP:Iteration 13Q (3.812626 sec): 3 clusters Score: Raw -1761045.624326 + Penalty 7504.959113 = -1753540.665213 nChanged 26 SP:Iteration 14Q (4.002421 sec): 3 clusters Score: Raw -1761048.157128 + Penalty 7504.959113 = -1753543.198016 nChanged 23 SP:Iteration 15Q (4.173300 sec): 3 clusters Score: Raw -1761050.405553 + Penalty 7504.959113 = -1753545.446441 nChanged 14 SP:Iteration 16Q (4.355306 sec): 3 clusters Score: Raw -1761051.947569 + Penalty 7504.959113 = -1753546.988456 nChanged 9 SP:Iteration 17Q (4.531374 sec): 3 clusters Score: Raw -1761052.590115 + Penalty 7504.959113 = -1753547.631002 nChanged 4 SP:Iteration 18Q (4.705153 sec): 3 clusters Score: Raw -1761052.937474 + Penalty 7504.959113 = -1753547.978361 nChanged 1 SP:Iteration 19Q (4.870946 sec): 3 clusters Score: Raw -1761053.017600 + Penalty 7504.959113 = -1753548.058488 nChanged 2 SP:Iteration 20F (5.045852 sec): 3 clusters Score: Raw -1761053.267292 + Penalty 7504.959113 = -1753548.308179 nChanged 2 SP:Iteration 21Q (5.223515 sec): 3 clusters Score: Raw -1761053.402407 + Penalty 7504.959113 = -1753548.443294 nChanged 0 SP:Iteration 22F (5.418871 sec): 3 clusters Score: Raw -1761053.402407 + Penalty 7504.959113 = -1753548.443294 nChanged 0 Score: Raw -1759995.315155 + Penalty 7510.208389 = -1752485.106767 Splitting cluster 1 changes total score from -1721576.581196 to -1752485.106767 So it's getting split into cluster 2. Iteration 6F (5.798322 sec): 3 clusters Score: Raw -1761140.204314 + Penalty 7510.208389 = -1753629.995926 nChanged 83 Iteration 7Q (5.985995 sec): 3 clusters Score: Raw -1761335.253039 + Penalty 7510.208389 = -1753825.044650 nChanged 54 Iteration 8Q (6.140271 sec): 3 clusters Score: Raw -1761349.521358 + Penalty 7510.208389 = -1753839.312969 nChanged 37 Iteration 9Q (6.317098 sec): 3 clusters Score: Raw -1761354.563121 + Penalty 7510.208389 = -1753844.354733 nChanged 25 Iteration 10Q (6.508740 sec): 3 clusters Score: Raw -1761357.318449 + Penalty 7510.208389 = -1753847.110061 nChanged 17 Iteration 11Q (6.699231 sec): 3 clusters Score: Raw -1761358.990160 + Penalty 7510.208389 = -1753848.781771 nChanged 16 Iteration 12Q (6.877736 sec): 3 clusters Score: Raw -1761360.416364 + Penalty 7510.208389 = -1753850.207975 nChanged 11 Iteration 13Q (7.054829 sec): 3 clusters Score: Raw -1761361.467693 + Penalty 7510.208389 = -1753851.259304 nChanged 10 Iteration 14Q (7.243740 sec): 3 clusters Score: Raw -1761362.480015 + Penalty 7510.208389 = -1753852.271627 nChanged 8 Iteration 15Q (7.398307 sec): 3 clusters Score: Raw -1761363.291278 + Penalty 7510.208389 = -1753853.082889 nChanged 5 Iteration 16Q (7.587383 sec): 3 clusters Score: Raw -1761363.804106 + Penalty 7510.208389 = -1753853.595717 nChanged 6 Iteration 17Q (7.748163 sec): 3 clusters Score: Raw -1761364.324596 + Penalty 7510.208389 = -1753854.116208 nChanged 3 Iteration 18Q (7.931162 sec): 3 clusters Score: Raw -1761364.505870 + Penalty 7510.208389 = -1753854.297481 nChanged 0 Iteration 19F (8.131135 sec): 3 clusters Score: Raw -1761364.505870 + Penalty 7510.208389 = -1753854.297481 nChanged 0 Compute initial score before splitting: Score: Raw -1761364.505870 + Penalty 7510.208389 = -1753854.297481 Trying to split cluster 1 (15644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.267318 sec): 2 clusters Score: Raw -1188060.811947 + Penalty 3578.230734 = -1184482.581214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.420996 sec): 3 clusters Score: Raw -1179631.156542 + Penalty 7156.461467 = -1172474.695075 nChanged 6606 SP:Iteration 1F (8.555128 sec): 3 clusters Score: Raw -1183990.731561 + Penalty 7156.461467 = -1176834.270094 nChanged 1468 SP:Iteration 2F (8.732985 sec): 3 clusters Score: Raw -1185521.101864 + Penalty 7156.461467 = -1178364.640396 nChanged 1404 SP:Iteration 3F (8.866284 sec): 3 clusters Score: Raw -1187031.107620 + Penalty 7156.461467 = -1179874.646152 nChanged 1340 SP:Iteration 4F (9.027364 sec): 3 clusters Score: Raw -1188449.120780 + Penalty 7156.461467 = -1181292.659313 nChanged 1117 SP:Iteration 5F (9.189647 sec): 3 clusters Score: Raw -1189407.701481 + Penalty 7156.461467 = -1182251.240014 nChanged 848 SP:Iteration 6F (9.325605 sec): 3 clusters Score: Raw -1190050.167464 + Penalty 7156.461467 = -1182893.705997 nChanged 664 SP:Iteration 7Q (9.487353 sec): 3 clusters Score: Raw -1190475.759652 + Penalty 7156.461467 = -1183319.298184 nChanged 479 SP:Iteration 8Q (9.644648 sec): 3 clusters Score: Raw -1190742.067906 + Penalty 7156.461467 = -1183585.606439 nChanged 374 SP:Iteration 9Q (9.804817 sec): 3 clusters Score: Raw -1190899.704214 + Penalty 7156.461467 = -1183743.242747 nChanged 279 SP:Iteration 10Q (9.978469 sec): 3 clusters Score: Raw -1191003.636991 + Penalty 7156.461467 = -1183847.175524 nChanged 211 SP:Iteration 11Q (10.126595 sec): 3 clusters Score: Raw -1191067.945928 + Penalty 7156.461467 = -1183911.484460 nChanged 150 SP:Iteration 12Q (10.284739 sec): 3 clusters Score: Raw -1191112.947756 + Penalty 7156.461467 = -1183956.486289 nChanged 142 SP:Iteration 13Q (10.441049 sec): 3 clusters Score: Raw -1191155.281473 + Penalty 7156.461467 = -1183998.820006 nChanged 103 SP:Iteration 14Q (10.579693 sec): 3 clusters Score: Raw -1191180.160486 + Penalty 7156.461467 = -1184023.699019 nChanged 86 SP:Iteration 15Q (10.740557 sec): 3 clusters Score: Raw -1191201.035194 + Penalty 7156.461467 = -1184044.573727 nChanged 83 SP:Iteration 16Q (10.896925 sec): 3 clusters Score: Raw -1191219.804467 + Penalty 7156.461467 = -1184063.343000 nChanged 68 SP:Iteration 17Q (11.036121 sec): 3 clusters Score: Raw -1191233.879122 + Penalty 7156.461467 = -1184077.417655 nChanged 64 SP:Iteration 18Q (11.192441 sec): 3 clusters Score: Raw -1191247.590781 + Penalty 7156.461467 = -1184091.129314 nChanged 70 SP:Iteration 19Q (11.355302 sec): 3 clusters Score: Raw -1191261.116735 + Penalty 7156.461467 = -1184104.655268 nChanged 54 SP:Iteration 20F (11.535019 sec): 3 clusters Score: Raw -1191272.856002 + Penalty 7156.461467 = -1184116.394534 nChanged 66 SP:Iteration 21Q (11.684160 sec): 3 clusters Score: Raw -1191286.739983 + Penalty 7156.461467 = -1184130.278516 nChanged 71 SP:Iteration 22Q (11.829121 sec): 3 clusters Score: Raw -1191301.573735 + Penalty 7156.461467 = -1184145.112268 nChanged 67 SP:Iteration 23Q (11.980493 sec): 3 clusters Score: Raw -1191314.755872 + Penalty 7156.461467 = -1184158.294404 nChanged 60 SP:Iteration 24Q (12.165427 sec): 3 clusters Score: Raw -1191328.329780 + Penalty 7156.461467 = -1184171.868312 nChanged 75 SP:Iteration 25Q (12.293972 sec): 3 clusters Score: Raw -1191345.093014 + Penalty 7156.461467 = -1184188.631547 nChanged 57 SP:Iteration 26Q (12.452807 sec): 3 clusters Score: Raw -1191356.792707 + Penalty 7156.461467 = -1184200.331240 nChanged 55 SP:Iteration 27Q (12.626855 sec): 3 clusters Score: Raw -1191368.436658 + Penalty 7156.461467 = -1184211.975190 nChanged 53 SP:Iteration 28Q (12.746379 sec): 3 clusters Score: Raw -1191380.662264 + Penalty 7156.461467 = -1184224.200797 nChanged 63 SP:Iteration 29Q (12.910794 sec): 3 clusters Score: Raw -1191394.606510 + Penalty 7156.461467 = -1184238.145043 nChanged 58 SP:Iteration 30Q (13.074214 sec): 3 clusters Score: Raw -1191405.867365 + Penalty 7156.461467 = -1184249.405897 nChanged 45 SP:Iteration 31Q (13.204675 sec): 3 clusters Score: Raw -1191415.359789 + Penalty 7156.461467 = -1184258.898322 nChanged 47 SP:Iteration 32Q (13.363029 sec): 3 clusters Score: Raw -1191425.115893 + Penalty 7156.461467 = -1184268.654425 nChanged 35 SP:Iteration 33Q (13.535844 sec): 3 clusters Score: Raw -1191430.979070 + Penalty 7156.461467 = -1184274.517603 nChanged 31 SP:Iteration 34Q (13.671929 sec): 3 clusters Score: Raw -1191436.782252 + Penalty 7156.461467 = -1184280.320785 nChanged 27 SP:Iteration 35Q (13.815221 sec): 3 clusters Score: Raw -1191442.087359 + Penalty 7156.461467 = -1184285.625891 nChanged 24 SP:Iteration 36Q (13.971969 sec): 3 clusters Score: Raw -1191447.205639 + Penalty 7156.461467 = -1184290.744172 nChanged 23 SP:Iteration 37Q (14.126521 sec): 3 clusters Score: Raw -1191452.374272 + Penalty 7156.461467 = -1184295.912805 nChanged 21 SP:Iteration 38Q (14.267704 sec): 3 clusters Score: Raw -1191456.596248 + Penalty 7156.461467 = -1184300.134781 nChanged 15 SP:Iteration 39Q (14.448503 sec): 3 clusters Score: Raw -1191459.528436 + Penalty 7156.461467 = -1184303.066969 nChanged 14 SP:Iteration 40F (14.611631 sec): 3 clusters Score: Raw -1191461.550368 + Penalty 7156.461467 = -1184305.088901 nChanged 9 SP:Iteration 41Q (14.776824 sec): 3 clusters Score: Raw -1191462.798814 + Penalty 7156.461467 = -1184306.337346 nChanged 14 SP:Iteration 42Q (14.909696 sec): 3 clusters Score: Raw -1191464.722683 + Penalty 7156.461467 = -1184308.261216 nChanged 11 SP:Iteration 43Q (15.061188 sec): 3 clusters Score: Raw -1191466.217803 + Penalty 7156.461467 = -1184309.756336 nChanged 16 SP:Iteration 44Q (15.209763 sec): 3 clusters Score: Raw -1191468.618611 + Penalty 7156.461467 = -1184312.157144 nChanged 16 SP:Iteration 45Q (15.377187 sec): 3 clusters Score: Raw -1191471.690642 + Penalty 7156.461467 = -1184315.229175 nChanged 19 SP:Iteration 46Q (15.506348 sec): 3 clusters Score: Raw -1191474.776787 + Penalty 7156.461467 = -1184318.315319 nChanged 11 SP:Iteration 47Q (15.656473 sec): 3 clusters Score: Raw -1191476.630694 + Penalty 7156.461467 = -1184320.169226 nChanged 14 SP:Iteration 48Q (15.837657 sec): 3 clusters Score: Raw -1191478.782631 + Penalty 7156.461467 = -1184322.321164 nChanged 17 SP:Iteration 49Q (15.990088 sec): 3 clusters Score: Raw -1191481.668705 + Penalty 7156.461467 = -1184325.207238 nChanged 15 SP:Iteration 50Q (16.160901 sec): 3 clusters Score: Raw -1191484.244733 + Penalty 7156.461467 = -1184327.783266 nChanged 15 SP:Iteration 51Q (16.295561 sec): 3 clusters Score: Raw -1191486.888871 + Penalty 7156.461467 = -1184330.427404 nChanged 19 SP:Iteration 52Q (16.439228 sec): 3 clusters Score: Raw -1191490.092022 + Penalty 7156.461467 = -1184333.630554 nChanged 13 SP:Iteration 53Q (16.594410 sec): 3 clusters Score: Raw -1191492.084129 + Penalty 7156.461467 = -1184335.622662 nChanged 16 SP:Iteration 54Q (16.748115 sec): 3 clusters Score: Raw -1191494.599743 + Penalty 7156.461467 = -1184338.138276 nChanged 13 SP:Iteration 55Q (16.931499 sec): 3 clusters Score: Raw -1191496.820230 + Penalty 7156.461467 = -1184340.358763 nChanged 20 SP:Iteration 56Q (17.085406 sec): 3 clusters Score: Raw -1191500.996843 + Penalty 7156.461467 = -1184344.535376 nChanged 25 SP:Iteration 57Q (17.236036 sec): 3 clusters Score: Raw -1191505.721078 + Penalty 7156.461467 = -1184349.259611 nChanged 19 SP:Iteration 58Q (17.401511 sec): 3 clusters Score: Raw -1191508.884854 + Penalty 7156.461467 = -1184352.423386 nChanged 19 SP:Iteration 59Q (17.554357 sec): 3 clusters Score: Raw -1191511.595115 + Penalty 7156.461467 = -1184355.133648 nChanged 13 SP:Iteration 60F (17.700490 sec): 3 clusters Score: Raw -1191513.916761 + Penalty 7156.461467 = -1184357.455293 nChanged 11 SP:Iteration 61Q (17.840650 sec): 3 clusters Score: Raw -1191515.755469 + Penalty 7156.461467 = -1184359.294002 nChanged 10 SP:Iteration 62Q (18.019722 sec): 3 clusters Score: Raw -1191517.885257 + Penalty 7156.461467 = -1184361.423789 nChanged 9 SP:Iteration 63Q (18.137314 sec): 3 clusters Score: Raw -1191519.770565 + Penalty 7156.461467 = -1184363.309098 nChanged 10 SP:Iteration 64Q (18.286097 sec): 3 clusters Score: Raw -1191521.758051 + Penalty 7156.461467 = -1184365.296583 nChanged 13 SP:Iteration 65Q (18.430596 sec): 3 clusters Score: Raw -1191524.158328 + Penalty 7156.461467 = -1184367.696860 nChanged 14 SP:Iteration 66Q (18.593506 sec): 3 clusters Score: Raw -1191526.506526 + Penalty 7156.461467 = -1184370.045059 nChanged 11 SP:Iteration 67Q (18.739353 sec): 3 clusters Score: Raw -1191528.102142 + Penalty 7156.461467 = -1184371.640675 nChanged 11 SP:Iteration 68Q (18.892245 sec): 3 clusters Score: Raw -1191530.299083 + Penalty 7156.461467 = -1184373.837615 nChanged 8 SP:Iteration 69Q (19.047728 sec): 3 clusters Score: Raw -1191532.033063 + Penalty 7156.461467 = -1184375.571596 nChanged 11 SP:Iteration 70Q (19.190878 sec): 3 clusters Score: Raw -1191533.744986 + Penalty 7156.461467 = -1184377.283519 nChanged 11 SP:Iteration 71Q (19.362713 sec): 3 clusters Score: Raw -1191536.161963 + Penalty 7156.461467 = -1184379.700496 nChanged 10 SP:Iteration 72Q (19.494671 sec): 3 clusters Score: Raw -1191537.856788 + Penalty 7156.461467 = -1184381.395321 nChanged 9 SP:Iteration 73Q (19.639100 sec): 3 clusters Score: Raw -1191539.215642 + Penalty 7156.461467 = -1184382.754174 nChanged 14 SP:Iteration 74Q (19.809403 sec): 3 clusters Score: Raw -1191542.516122 + Penalty 7156.461467 = -1184386.054655 nChanged 13 SP:Iteration 75Q (19.969519 sec): 3 clusters Score: Raw -1191545.986114 + Penalty 7156.461467 = -1184389.524647 nChanged 10 SP:Iteration 76Q (20.135161 sec): 3 clusters Score: Raw -1191548.528944 + Penalty 7156.461467 = -1184392.067477 nChanged 16 SP:Iteration 77Q (20.297820 sec): 3 clusters Score: Raw -1191551.614962 + Penalty 7156.461467 = -1184395.153495 nChanged 14 SP:Iteration 78Q (20.463461 sec): 3 clusters Score: Raw -1191554.247755 + Penalty 7156.461467 = -1184397.786287 nChanged 16 SP:Iteration 79Q (20.597669 sec): 3 clusters Score: Raw -1191557.469184 + Penalty 7156.461467 = -1184401.007717 nChanged 10 SP:Iteration 80F (20.754484 sec): 3 clusters Score: Raw -1191559.487686 + Penalty 7156.461467 = -1184403.026219 nChanged 14 SP:Iteration 81Q (20.920145 sec): 3 clusters Score: Raw -1191562.594967 + Penalty 7156.461467 = -1184406.133500 nChanged 16 SP:Iteration 82Q (21.065020 sec): 3 clusters Score: Raw -1191565.984317 + Penalty 7156.461467 = -1184409.522850 nChanged 12 SP:Iteration 83Q (21.242159 sec): 3 clusters Score: Raw -1191568.250599 + Penalty 7156.461467 = -1184411.789131 nChanged 11 SP:Iteration 84Q (21.385634 sec): 3 clusters Score: Raw -1191570.200616 + Penalty 7156.461467 = -1184413.739149 nChanged 8 SP:Iteration 85Q (21.525571 sec): 3 clusters Score: Raw -1191571.774688 + Penalty 7156.461467 = -1184415.313221 nChanged 7 SP:Iteration 86Q (21.655721 sec): 3 clusters Score: Raw -1191573.119782 + Penalty 7156.461467 = -1184416.658315 nChanged 11 SP:Iteration 87Q (21.808458 sec): 3 clusters Score: Raw -1191574.839780 + Penalty 7156.461467 = -1184418.378313 nChanged 5 SP:Iteration 88Q (21.943646 sec): 3 clusters Score: Raw -1191575.827713 + Penalty 7156.461467 = -1184419.366246 nChanged 9 SP:Iteration 89Q (22.059005 sec): 3 clusters Score: Raw -1191577.805715 + Penalty 7156.461467 = -1184421.344248 nChanged 5 SP:Iteration 90Q (22.220820 sec): 3 clusters Score: Raw -1191578.546630 + Penalty 7156.461467 = -1184422.085163 nChanged 0 SP:Iteration 91F (22.359081 sec): 3 clusters Score: Raw -1191578.546630 + Penalty 7156.461467 = -1184422.085163 nChanged 0 Trying to split cluster 2 (9486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.459188 sec): 2 clusters Score: Raw -590532.663578 + Penalty 3392.880540 = -587139.783039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.590449 sec): 3 clusters Score: Raw -586191.633777 + Penalty 6785.761079 = -579405.872698 nChanged 3780 SP:Iteration 1F (22.695775 sec): 3 clusters Score: Raw -590438.176033 + Penalty 6785.761079 = -583652.414954 nChanged 1425 SP:Iteration 2F (22.852299 sec): 3 clusters Score: Raw -593486.183941 + Penalty 6785.761079 = -586700.422862 nChanged 1159 SP:Iteration 3F (22.951902 sec): 3 clusters Score: Raw -595709.971081 + Penalty 6785.761079 = -588924.210002 nChanged 701 SP:Iteration 4F (23.076941 sec): 3 clusters Score: Raw -596762.387865 + Penalty 6785.761079 = -589976.626786 nChanged 451 SP:Iteration 5Q (23.197881 sec): 3 clusters Score: Raw -597454.768096 + Penalty 6785.761079 = -590669.007017 nChanged 315 SP:Iteration 6Q (23.326538 sec): 3 clusters Score: Raw -597840.348474 + Penalty 6785.761079 = -591054.587395 nChanged 222 SP:Iteration 7Q (23.464348 sec): 3 clusters Score: Raw -598059.102712 + Penalty 6785.761079 = -591273.341633 nChanged 164 SP:Iteration 8Q (23.575944 sec): 3 clusters Score: Raw -598175.690539 + Penalty 6785.761079 = -591389.929460 nChanged 130 SP:Iteration 9Q (23.724699 sec): 3 clusters Score: Raw -598243.050589 + Penalty 6785.761079 = -591457.289510 nChanged 78 SP:Iteration 10Q (23.849055 sec): 3 clusters Score: Raw -598283.763130 + Penalty 6785.761079 = -591498.002051 nChanged 60 SP:Iteration 11Q (24.010053 sec): 3 clusters Score: Raw -598316.827595 + Penalty 6785.761079 = -591531.066516 nChanged 60 SP:Iteration 12Q (24.133719 sec): 3 clusters Score: Raw -598343.262058 + Penalty 6785.761079 = -591557.500979 nChanged 49 SP:Iteration 13Q (24.253297 sec): 3 clusters Score: Raw -598363.719097 + Penalty 6785.761079 = -591577.958018 nChanged 48 SP:Iteration 14Q (24.398373 sec): 3 clusters Score: Raw -598388.595025 + Penalty 6785.761079 = -591602.833946 nChanged 48 SP:Iteration 15Q (24.535810 sec): 3 clusters Score: Raw -598409.159042 + Penalty 6785.761079 = -591623.397963 nChanged 57 SP:Iteration 16Q (24.679821 sec): 3 clusters Score: Raw -598432.686103 + Penalty 6785.761079 = -591646.925024 nChanged 59 SP:Iteration 17Q (24.818299 sec): 3 clusters Score: Raw -598452.577733 + Penalty 6785.761079 = -591666.816654 nChanged 33 SP:Iteration 18Q (24.950433 sec): 3 clusters Score: Raw -598474.335979 + Penalty 6785.761079 = -591688.574900 nChanged 33 SP:Iteration 19Q (25.080354 sec): 3 clusters Score: Raw -598488.252370 + Penalty 6785.761079 = -591702.491291 nChanged 37 SP:Iteration 20F (25.209660 sec): 3 clusters Score: Raw -598509.310982 + Penalty 6785.761079 = -591723.549903 nChanged 44 SP:Iteration 21Q (25.351767 sec): 3 clusters Score: Raw -598535.704848 + Penalty 6785.761079 = -591749.943769 nChanged 44 SP:Iteration 22Q (25.483197 sec): 3 clusters Score: Raw -598551.616101 + Penalty 6785.761079 = -591765.855022 nChanged 40 SP:Iteration 23Q (25.618080 sec): 3 clusters Score: Raw -598566.672273 + Penalty 6785.761079 = -591780.911194 nChanged 30 SP:Iteration 24Q (25.743446 sec): 3 clusters Score: Raw -598581.172082 + Penalty 6785.761079 = -591795.411003 nChanged 32 SP:Iteration 25Q (25.863450 sec): 3 clusters Score: Raw -598594.978314 + Penalty 6785.761079 = -591809.217235 nChanged 32 SP:Iteration 26Q (25.992609 sec): 3 clusters Score: Raw -598607.402728 + Penalty 6785.761079 = -591821.641649 nChanged 26 SP:Iteration 27Q (26.128377 sec): 3 clusters Score: Raw -598617.435354 + Penalty 6785.761079 = -591831.674275 nChanged 24 SP:Iteration 28Q (26.279485 sec): 3 clusters Score: Raw -598627.257720 + Penalty 6785.761079 = -591841.496641 nChanged 26 SP:Iteration 29Q (26.380321 sec): 3 clusters Score: Raw -598636.642528 + Penalty 6785.761079 = -591850.881449 nChanged 20 SP:Iteration 30Q (26.508653 sec): 3 clusters Score: Raw -598646.027092 + Penalty 6785.761079 = -591860.266013 nChanged 33 SP:Iteration 31Q (26.626495 sec): 3 clusters Score: Raw -598662.677191 + Penalty 6785.761079 = -591876.916112 nChanged 39 SP:Iteration 32Q (26.757277 sec): 3 clusters Score: Raw -598681.024605 + Penalty 6785.761079 = -591895.263526 nChanged 32 SP:Iteration 33Q (26.890537 sec): 3 clusters Score: Raw -598694.857994 + Penalty 6785.761079 = -591909.096915 nChanged 28 SP:Iteration 34Q (27.013048 sec): 3 clusters Score: Raw -598706.051013 + Penalty 6785.761079 = -591920.289934 nChanged 20 SP:Iteration 35Q (27.148008 sec): 3 clusters Score: Raw -598713.733766 + Penalty 6785.761079 = -591927.972687 nChanged 19 SP:Iteration 36Q (27.287453 sec): 3 clusters Score: Raw -598720.444994 + Penalty 6785.761079 = -591934.683914 nChanged 21 SP:Iteration 37Q (27.411491 sec): 3 clusters Score: Raw -598728.242847 + Penalty 6785.761079 = -591942.481768 nChanged 19 SP:Iteration 38Q (27.554746 sec): 3 clusters Score: Raw -598733.829164 + Penalty 6785.761079 = -591948.068085 nChanged 11 SP:Iteration 39Q (27.658082 sec): 3 clusters Score: Raw -598736.662628 + Penalty 6785.761079 = -591950.901549 nChanged 3 SP:Iteration 40F (27.788266 sec): 3 clusters Score: Raw -598737.548461 + Penalty 6785.761079 = -591951.787382 nChanged 5 SP:Iteration 41Q (27.931296 sec): 3 clusters Score: Raw -598738.859854 + Penalty 6785.761079 = -591953.098775 nChanged 1 SP:Iteration 42Q (28.067208 sec): 3 clusters Score: Raw -598738.982042 + Penalty 6785.761079 = -591953.220963 nChanged 0 SP:Iteration 43F (28.184606 sec): 3 clusters Score: Raw -598738.982042 + Penalty 6785.761079 = -591953.220963 nChanged 0 Score: Raw -1769570.824334 + Penalty 11265.312583 = -1758305.511751 Splitting cluster 2 changes total score from -1753854.297481 to -1758305.511751 So it's getting split into cluster 3. Iteration 20F (28.680816 sec): 4 clusters Score: Raw -1771290.990261 + Penalty 11265.312583 = -1760025.677678 nChanged 730 Iteration 21Q (28.885651 sec): 4 clusters Score: Raw -1772187.424155 + Penalty 11265.312583 = -1760922.111572 nChanged 546 Iteration 22Q (29.130290 sec): 4 clusters Score: Raw -1772471.319790 + Penalty 11265.312583 = -1761206.007207 nChanged 412 Iteration 23Q (29.342960 sec): 4 clusters Score: Raw -1772658.089402 + Penalty 11265.312583 = -1761392.776820 nChanged 343 Iteration 24Q (29.602604 sec): 4 clusters Score: Raw -1772797.522696 + Penalty 11265.312583 = -1761532.210113 nChanged 239 Iteration 25Q (29.816242 sec): 4 clusters Score: Raw -1772874.484563 + Penalty 11265.312583 = -1761609.171980 nChanged 186 Iteration 26Q (30.068485 sec): 4 clusters Score: Raw -1772925.509700 + Penalty 11265.312583 = -1761660.197117 nChanged 146 Iteration 27Q (30.280484 sec): 4 clusters Score: Raw -1772959.961691 + Penalty 11265.312583 = -1761694.649108 nChanged 126 Iteration 28Q (30.514566 sec): 4 clusters Score: Raw -1772993.182101 + Penalty 11265.312583 = -1761727.869518 nChanged 136 Iteration 29Q (30.729570 sec): 4 clusters Score: Raw -1773019.761157 + Penalty 11265.312583 = -1761754.448574 nChanged 101 Iteration 30Q (30.969125 sec): 4 clusters Score: Raw -1773037.099788 + Penalty 11265.312583 = -1761771.787205 nChanged 69 Iteration 31Q (31.216776 sec): 4 clusters Score: Raw -1773049.357479 + Penalty 11265.312583 = -1761784.044896 nChanged 62 Iteration 32Q (31.441809 sec): 4 clusters Score: Raw -1773059.258635 + Penalty 11265.312583 = -1761793.946052 nChanged 45 Iteration 33Q (31.692913 sec): 4 clusters Score: Raw -1773066.815323 + Penalty 11265.312583 = -1761801.502740 nChanged 36 Iteration 34Q (31.955365 sec): 4 clusters Score: Raw -1773071.421844 + Penalty 11265.312583 = -1761806.109261 nChanged 30 Iteration 35Q (32.177920 sec): 4 clusters Score: Raw -1773075.056159 + Penalty 11265.312583 = -1761809.743576 nChanged 26 Iteration 36Q (32.442358 sec): 4 clusters Score: Raw -1773078.442937 + Penalty 11265.312583 = -1761813.130355 nChanged 29 Iteration 37Q (32.681791 sec): 4 clusters Score: Raw -1773081.970465 + Penalty 11265.312583 = -1761816.657882 nChanged 28 Iteration 38Q (32.925665 sec): 4 clusters Score: Raw -1773085.774168 + Penalty 11265.312583 = -1761820.461585 nChanged 17 Iteration 39Q (33.189770 sec): 4 clusters Score: Raw -1773087.785729 + Penalty 11265.312583 = -1761822.473146 nChanged 13 Iteration 40F (33.453951 sec): 4 clusters Score: Raw -1773105.656022 + Penalty 11265.312583 = -1761840.343440 nChanged 14 Iteration 41Q (33.667410 sec): 4 clusters Score: Raw -1773115.075164 + Penalty 11265.312583 = -1761849.762581 nChanged 7 Iteration 42Q (33.921336 sec): 4 clusters Score: Raw -1773118.914340 + Penalty 11265.312583 = -1761853.601757 nChanged 6 Iteration 43Q (34.156607 sec): 4 clusters Score: Raw -1773119.591474 + Penalty 11265.312583 = -1761854.278891 nChanged 1 Iteration 44Q (34.417862 sec): 4 clusters Score: Raw -1773119.668608 + Penalty 11265.312583 = -1761854.356025 nChanged 0 Iteration 45F (34.659905 sec): 4 clusters Score: Raw -1773119.668608 + Penalty 11265.312583 = -1761854.356025 nChanged 0 Compute initial score before splitting: Score: Raw -1773119.668608 + Penalty 11265.312583 = -1761854.356025 Trying to split cluster 1 (12703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.782240 sec): 2 clusters Score: Raw -984247.903441 + Penalty 3501.074379 = -980746.829063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.941039 sec): 3 clusters Score: Raw -977664.219117 + Penalty 7002.148758 = -970662.070359 nChanged 5158 SP:Iteration 1F (35.096212 sec): 3 clusters Score: Raw -980813.532302 + Penalty 7002.148758 = -973811.383544 nChanged 1021 SP:Iteration 2F (35.210831 sec): 3 clusters Score: Raw -981635.432822 + Penalty 7002.148758 = -974633.284064 nChanged 889 SP:Iteration 3F (35.373585 sec): 3 clusters Score: Raw -982346.499899 + Penalty 7002.148758 = -975344.351141 nChanged 826 SP:Iteration 4F (35.515508 sec): 3 clusters Score: Raw -983075.761618 + Penalty 7002.148758 = -976073.612860 nChanged 790 SP:Iteration 5F (35.666893 sec): 3 clusters Score: Raw -983874.035370 + Penalty 7002.148758 = -976871.886613 nChanged 771 SP:Iteration 6F (35.825648 sec): 3 clusters Score: Raw -984687.612081 + Penalty 7002.148758 = -977685.463324 nChanged 726 SP:Iteration 7F (35.956768 sec): 3 clusters Score: Raw -985290.580554 + Penalty 7002.148758 = -978288.431797 nChanged 587 SP:Iteration 8Q (36.096802 sec): 3 clusters Score: Raw -985717.514240 + Penalty 7002.148758 = -978715.365482 nChanged 455 SP:Iteration 9Q (36.269565 sec): 3 clusters Score: Raw -985994.348108 + Penalty 7002.148758 = -978992.199350 nChanged 359 SP:Iteration 10Q (36.383445 sec): 3 clusters Score: Raw -986190.114036 + Penalty 7002.148758 = -979187.965278 nChanged 280 SP:Iteration 11Q (36.537081 sec): 3 clusters Score: Raw -986314.872224 + Penalty 7002.148758 = -979312.723467 nChanged 237 SP:Iteration 12Q (36.695321 sec): 3 clusters Score: Raw -986427.217466 + Penalty 7002.148758 = -979425.068708 nChanged 194 SP:Iteration 13Q (36.823172 sec): 3 clusters Score: Raw -986514.113248 + Penalty 7002.148758 = -979511.964490 nChanged 171 SP:Iteration 14Q (36.979155 sec): 3 clusters Score: Raw -986576.163065 + Penalty 7002.148758 = -979574.014308 nChanged 151 SP:Iteration 15Q (37.105964 sec): 3 clusters Score: Raw -986624.308815 + Penalty 7002.148758 = -979622.160058 nChanged 121 SP:Iteration 16Q (37.261474 sec): 3 clusters Score: Raw -986668.275199 + Penalty 7002.148758 = -979666.126442 nChanged 114 SP:Iteration 17Q (37.421341 sec): 3 clusters Score: Raw -986705.918734 + Penalty 7002.148758 = -979703.769977 nChanged 108 SP:Iteration 18Q (37.555125 sec): 3 clusters Score: Raw -986739.431962 + Penalty 7002.148758 = -979737.283204 nChanged 98 SP:Iteration 19Q (37.679701 sec): 3 clusters Score: Raw -986768.636100 + Penalty 7002.148758 = -979766.487342 nChanged 107 SP:Iteration 20F (37.837701 sec): 3 clusters Score: Raw -986797.571018 + Penalty 7002.148758 = -979795.422261 nChanged 90 SP:Iteration 21Q (38.008583 sec): 3 clusters Score: Raw -986818.555445 + Penalty 7002.148758 = -979816.406688 nChanged 75 SP:Iteration 22Q (38.164340 sec): 3 clusters Score: Raw -986835.012362 + Penalty 7002.148758 = -979832.863605 nChanged 62 SP:Iteration 23Q (38.309458 sec): 3 clusters Score: Raw -986849.075697 + Penalty 7002.148758 = -979846.926940 nChanged 64 SP:Iteration 24Q (38.461765 sec): 3 clusters Score: Raw -986865.369769 + Penalty 7002.148758 = -979863.221011 nChanged 53 SP:Iteration 25Q (38.601771 sec): 3 clusters Score: Raw -986877.260284 + Penalty 7002.148758 = -979875.111527 nChanged 55 SP:Iteration 26Q (38.737657 sec): 3 clusters Score: Raw -986890.645810 + Penalty 7002.148758 = -979888.497053 nChanged 53 SP:Iteration 27Q (38.884832 sec): 3 clusters Score: Raw -986903.958052 + Penalty 7002.148758 = -979901.809294 nChanged 50 SP:Iteration 28Q (39.044854 sec): 3 clusters Score: Raw -986914.346288 + Penalty 7002.148758 = -979912.197530 nChanged 40 SP:Iteration 29Q (39.205336 sec): 3 clusters Score: Raw -986922.997806 + Penalty 7002.148758 = -979920.849048 nChanged 34 SP:Iteration 30Q (39.363551 sec): 3 clusters Score: Raw -986931.367771 + Penalty 7002.148758 = -979929.219013 nChanged 41 SP:Iteration 31Q (39.500729 sec): 3 clusters Score: Raw -986941.174623 + Penalty 7002.148758 = -979939.025866 nChanged 40 SP:Iteration 32Q (39.629865 sec): 3 clusters Score: Raw -986949.504954 + Penalty 7002.148758 = -979947.356196 nChanged 28 SP:Iteration 33Q (39.772553 sec): 3 clusters Score: Raw -986955.827575 + Penalty 7002.148758 = -979953.678817 nChanged 27 SP:Iteration 34Q (39.937047 sec): 3 clusters Score: Raw -986961.661400 + Penalty 7002.148758 = -979959.512642 nChanged 26 SP:Iteration 35Q (40.076172 sec): 3 clusters Score: Raw -986966.844786 + Penalty 7002.148758 = -979964.696028 nChanged 20 SP:Iteration 36Q (40.239446 sec): 3 clusters Score: Raw -986971.196014 + Penalty 7002.148758 = -979969.047256 nChanged 14 SP:Iteration 37Q (40.373931 sec): 3 clusters Score: Raw -986973.986829 + Penalty 7002.148758 = -979971.838071 nChanged 15 SP:Iteration 38Q (40.511930 sec): 3 clusters Score: Raw -986977.214984 + Penalty 7002.148758 = -979975.066226 nChanged 11 SP:Iteration 39Q (40.666371 sec): 3 clusters Score: Raw -986978.994145 + Penalty 7002.148758 = -979976.845387 nChanged 5 SP:Iteration 40F (40.804957 sec): 3 clusters Score: Raw -986979.825532 + Penalty 7002.148758 = -979977.676774 nChanged 5 SP:Iteration 41Q (40.940991 sec): 3 clusters Score: Raw -986980.638677 + Penalty 7002.148758 = -979978.489920 nChanged 4 SP:Iteration 42Q (41.071572 sec): 3 clusters Score: Raw -986981.325704 + Penalty 7002.148758 = -979979.176947 nChanged 2 SP:Iteration 43Q (41.223793 sec): 3 clusters Score: Raw -986981.564084 + Penalty 7002.148758 = -979979.415326 nChanged 0 SP:Iteration 44F (41.376297 sec): 3 clusters Score: Raw -986981.564084 + Penalty 7002.148758 = -979979.415326 nChanged 0 Trying to split cluster 2 (10985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.484387 sec): 2 clusters Score: Raw -733079.229355 + Penalty 3447.237957 = -729631.991398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.628598 sec): 3 clusters Score: Raw -727422.102302 + Penalty 6894.475915 = -720527.626387 nChanged 4430 SP:Iteration 1F (41.765770 sec): 3 clusters Score: Raw -730361.160574 + Penalty 6894.475915 = -723466.684659 nChanged 1028 SP:Iteration 2F (41.923544 sec): 3 clusters Score: Raw -731437.761839 + Penalty 6894.475915 = -724543.285924 nChanged 973 SP:Iteration 3F (42.085141 sec): 3 clusters Score: Raw -732828.029475 + Penalty 6894.475915 = -725933.553560 nChanged 1030 SP:Iteration 4F (42.237748 sec): 3 clusters Score: Raw -734757.415366 + Penalty 6894.475915 = -727862.939452 nChanged 1071 SP:Iteration 5F (42.370691 sec): 3 clusters Score: Raw -736955.847745 + Penalty 6894.475915 = -730061.371830 nChanged 971 SP:Iteration 6F (42.515775 sec): 3 clusters Score: Raw -738749.414519 + Penalty 6894.475915 = -731854.938605 nChanged 726 SP:Iteration 7F (42.655132 sec): 3 clusters Score: Raw -739802.750140 + Penalty 6894.475915 = -732908.274225 nChanged 465 SP:Iteration 8Q (42.778583 sec): 3 clusters Score: Raw -740304.312874 + Penalty 6894.475915 = -733409.836959 nChanged 295 SP:Iteration 9Q (42.921954 sec): 3 clusters Score: Raw -740523.363087 + Penalty 6894.475915 = -733628.887173 nChanged 172 SP:Iteration 10Q (43.055882 sec): 3 clusters Score: Raw -740626.302834 + Penalty 6894.475915 = -733731.826920 nChanged 108 SP:Iteration 11Q (43.171593 sec): 3 clusters Score: Raw -740674.792388 + Penalty 6894.475915 = -733780.316473 nChanged 70 SP:Iteration 12Q (43.330982 sec): 3 clusters Score: Raw -740702.923928 + Penalty 6894.475915 = -733808.448013 nChanged 40 SP:Iteration 13Q (43.467218 sec): 3 clusters Score: Raw -740715.560061 + Penalty 6894.475915 = -733821.084146 nChanged 34 SP:Iteration 14Q (43.645960 sec): 3 clusters Score: Raw -740723.677188 + Penalty 6894.475915 = -733829.201274 nChanged 15 SP:Iteration 15Q (43.792579 sec): 3 clusters Score: Raw -740726.415660 + Penalty 6894.475915 = -733831.939746 nChanged 10 SP:Iteration 16Q (43.955026 sec): 3 clusters Score: Raw -740728.468812 + Penalty 6894.475915 = -733833.992898 nChanged 7 SP:Iteration 17Q (44.119673 sec): 3 clusters Score: Raw -740729.811393 + Penalty 6894.475915 = -733835.335478 nChanged 5 SP:Iteration 18Q (44.304809 sec): 3 clusters Score: Raw -740731.183302 + Penalty 6894.475915 = -733836.707387 nChanged 3 SP:Iteration 19Q (44.446679 sec): 3 clusters Score: Raw -740731.566779 + Penalty 6894.475915 = -733837.090864 nChanged 1 SP:Iteration 20F (44.586311 sec): 3 clusters Score: Raw -740731.805286 + Penalty 6894.475915 = -733837.329372 nChanged 2 SP:Iteration 21Q (44.726030 sec): 3 clusters Score: Raw -740732.257269 + Penalty 6894.475915 = -733837.781354 nChanged 1 SP:Iteration 22Q (44.854971 sec): 3 clusters Score: Raw -740732.516761 + Penalty 6894.475915 = -733838.040846 nChanged 2 SP:Iteration 23Q (44.995849 sec): 3 clusters Score: Raw -740733.153499 + Penalty 6894.475915 = -733838.677584 nChanged 4 SP:Iteration 24Q (45.104883 sec): 3 clusters Score: Raw -740734.243164 + Penalty 6894.475915 = -733839.767250 nChanged 1 SP:Iteration 25Q (45.233260 sec): 3 clusters Score: Raw -740734.546815 + Penalty 6894.475915 = -733840.070900 nChanged 1 SP:Iteration 26Q (45.360380 sec): 3 clusters Score: Raw -740734.801376 + Penalty 6894.475915 = -733840.325461 nChanged 0 SP:Iteration 27F (45.521986 sec): 3 clusters Score: Raw -740734.801376 + Penalty 6894.475915 = -733840.325461 nChanged 0 Score: Raw -1780775.240628 + Penalty 15020.416777 = -1765754.823851 Splitting cluster 2 changes total score from -1761854.356025 to -1765754.823851 So it's getting split into cluster 4. Trying to split cluster 3 (1511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.918529 sec): 2 clusters Score: Raw -78004.376672 + Penalty 2712.255240 = -75292.121433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.011902 sec): 3 clusters Score: Raw -77724.509457 + Penalty 5424.510479 = -72299.998978 nChanged 428 SP:Iteration 1F (46.106392 sec): 3 clusters Score: Raw -78651.792166 + Penalty 5424.510479 = -73227.281687 nChanged 159 SP:Iteration 2F (46.188814 sec): 3 clusters Score: Raw -79046.902159 + Penalty 5424.510479 = -73622.391680 nChanged 88 SP:Iteration 3F (46.276474 sec): 3 clusters Score: Raw -79194.848554 + Penalty 5424.510479 = -73770.338075 nChanged 45 SP:Iteration 4Q (46.380115 sec): 3 clusters Score: Raw -79300.173558 + Penalty 5424.510479 = -73875.663079 nChanged 39 SP:Iteration 5Q (46.514083 sec): 3 clusters Score: Raw -79395.505068 + Penalty 5424.510479 = -73970.994589 nChanged 30 SP:Iteration 6Q (46.616213 sec): 3 clusters Score: Raw -79478.896693 + Penalty 5424.510479 = -74054.386214 nChanged 24 SP:Iteration 7Q (46.725355 sec): 3 clusters Score: Raw -79525.020937 + Penalty 5424.510479 = -74100.510458 nChanged 20 SP:Iteration 8Q (46.820750 sec): 3 clusters Score: Raw -79549.025558 + Penalty 5424.510479 = -74124.515079 nChanged 14 SP:Iteration 9Q (46.930631 sec): 3 clusters Score: Raw -79574.449148 + Penalty 5424.510479 = -74149.938669 nChanged 19 SP:Iteration 10Q (47.059239 sec): 3 clusters Score: Raw -79600.461711 + Penalty 5424.510479 = -74175.951232 nChanged 12 SP:Iteration 11Q (47.150401 sec): 3 clusters Score: Raw -79650.333554 + Penalty 5424.510479 = -74225.823075 nChanged 16 SP:Iteration 12Q (47.271812 sec): 3 clusters Score: Raw -79708.678886 + Penalty 5424.510479 = -74284.168407 nChanged 19 SP:Iteration 13Q (47.369611 sec): 3 clusters Score: Raw -79763.815479 + Penalty 5424.510479 = -74339.305000 nChanged 16 SP:Iteration 14Q (47.480552 sec): 3 clusters Score: Raw -79798.093319 + Penalty 5424.510479 = -74373.582840 nChanged 15 SP:Iteration 15Q (47.604017 sec): 3 clusters Score: Raw -79822.830992 + Penalty 5424.510479 = -74398.320513 nChanged 12 SP:Iteration 16Q (47.687972 sec): 3 clusters Score: Raw -79842.024784 + Penalty 5424.510479 = -74417.514305 nChanged 8 SP:Iteration 17Q (47.813486 sec): 3 clusters Score: Raw -79857.962716 + Penalty 5424.510479 = -74433.452237 nChanged 5 SP:Iteration 18Q (47.895943 sec): 3 clusters Score: Raw -79880.025106 + Penalty 5424.510479 = -74455.514627 nChanged 4 SP:Iteration 19Q (48.013021 sec): 3 clusters Score: Raw -79888.537198 + Penalty 5424.510479 = -74464.026719 nChanged 4 SP:Iteration 20F (48.097412 sec): 3 clusters Score: Raw -79893.244558 + Penalty 5424.510479 = -74468.734079 nChanged 3 SP:Iteration 21Q (48.200627 sec): 3 clusters Score: Raw -79903.762883 + Penalty 5424.510479 = -74479.252404 nChanged 3 SP:Iteration 22Q (48.327628 sec): 3 clusters Score: Raw -79906.884817 + Penalty 5424.510479 = -74482.374338 nChanged 1 SP:Iteration 23Q (48.415381 sec): 3 clusters Score: Raw -79908.070767 + Penalty 5424.510479 = -74483.560288 nChanged 0 SP:Iteration 24F (48.544951 sec): 3 clusters Score: Raw -79908.070767 + Penalty 5424.510479 = -74483.560288 nChanged 0 Iteration 46F (48.885803 sec): 5 clusters Score: Raw -1781600.625744 + Penalty 15020.416777 = -1766580.208967 nChanged 935 Iteration 47Q (49.208117 sec): 5 clusters Score: Raw -1782048.570320 + Penalty 15020.416777 = -1767028.153543 nChanged 346 Iteration 48Q (49.493793 sec): 5 clusters Score: Raw -1782188.418616 + Penalty 15020.416777 = -1767168.001839 nChanged 229 Iteration 49Q (49.840204 sec): 5 clusters Score: Raw -1782265.159624 + Penalty 15020.416777 = -1767244.742847 nChanged 159 Iteration 50Q (50.146853 sec): 5 clusters Score: Raw -1782313.759078 + Penalty 15020.416777 = -1767293.342301 nChanged 121 Iteration 51Q (50.468140 sec): 5 clusters Score: Raw -1782346.307592 + Penalty 15020.416777 = -1767325.890815 nChanged 110 Iteration 52Q (50.777237 sec): 5 clusters Score: Raw -1782373.033939 + Penalty 15020.416777 = -1767352.617162 nChanged 81 Iteration 53Q (51.087858 sec): 5 clusters Score: Raw -1782392.783104 + Penalty 15020.416777 = -1767372.366327 nChanged 65 Iteration 54Q (51.419082 sec): 5 clusters Score: Raw -1782407.303462 + Penalty 15020.416777 = -1767386.886685 nChanged 48 Iteration 55Q (51.761316 sec): 5 clusters Score: Raw -1782417.385546 + Penalty 15020.416777 = -1767396.968768 nChanged 53 Iteration 56Q (52.064054 sec): 5 clusters Score: Raw -1782428.951342 + Penalty 15020.416777 = -1767408.534565 nChanged 50 Iteration 57Q (52.397859 sec): 5 clusters Score: Raw -1782439.016196 + Penalty 15020.416777 = -1767418.599419 nChanged 49 Iteration 58Q (52.695611 sec): 5 clusters Score: Raw -1782448.521564 + Penalty 15020.416777 = -1767428.104787 nChanged 45 Writing temp clu file Because OldScore, -1767418.599419, is greater than current (better) Score,-1767428.104787 Compute initial score before splitting: Score: Raw -1782448.521564 + Penalty 15020.416777 = -1767428.104787 Trying to split cluster 1 (11223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.839660 sec): 2 clusters Score: Raw -878805.642931 + Penalty 3455.179454 = -875350.463477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.995124 sec): 3 clusters Score: Raw -873106.462003 + Penalty 6910.358908 = -866196.103095 nChanged 4468 SP:Iteration 1F (53.139343 sec): 3 clusters Score: Raw -875648.478938 + Penalty 6910.358908 = -868738.120030 nChanged 848 SP:Iteration 2F (53.286825 sec): 3 clusters Score: Raw -876191.673059 + Penalty 6910.358908 = -869281.314152 nChanged 704 SP:Iteration 3F (53.427326 sec): 3 clusters Score: Raw -876774.974526 + Penalty 6910.358908 = -869864.615618 nChanged 660 SP:Iteration 4F (53.551851 sec): 3 clusters Score: Raw -877345.233712 + Penalty 6910.358908 = -870434.874804 nChanged 635 SP:Iteration 5F (53.716215 sec): 3 clusters Score: Raw -877810.274438 + Penalty 6910.358908 = -870899.915530 nChanged 559 SP:Iteration 6Q (53.860116 sec): 3 clusters Score: Raw -878208.438149 + Penalty 6910.358908 = -871298.079241 nChanged 510 SP:Iteration 7Q (53.976836 sec): 3 clusters Score: Raw -878524.432228 + Penalty 6910.358908 = -871614.073321 nChanged 427 SP:Iteration 8Q (54.145955 sec): 3 clusters Score: Raw -878788.504973 + Penalty 6910.358908 = -871878.146066 nChanged 362 SP:Iteration 9Q (54.262151 sec): 3 clusters Score: Raw -879007.867186 + Penalty 6910.358908 = -872097.508278 nChanged 341 SP:Iteration 10Q (54.410731 sec): 3 clusters Score: Raw -879213.072534 + Penalty 6910.358908 = -872302.713626 nChanged 327 SP:Iteration 11Q (54.552523 sec): 3 clusters Score: Raw -879413.205142 + Penalty 6910.358908 = -872502.846235 nChanged 281 SP:Iteration 12Q (54.697883 sec): 3 clusters Score: Raw -879589.750121 + Penalty 6910.358908 = -872679.391214 nChanged 243 SP:Iteration 13Q (54.842308 sec): 3 clusters Score: Raw -879741.209013 + Penalty 6910.358908 = -872830.850106 nChanged 217 SP:Iteration 14Q (55.003793 sec): 3 clusters Score: Raw -879859.301227 + Penalty 6910.358908 = -872948.942319 nChanged 175 SP:Iteration 15Q (55.137340 sec): 3 clusters Score: Raw -879957.566663 + Penalty 6910.358908 = -873047.207755 nChanged 161 SP:Iteration 16Q (55.292651 sec): 3 clusters Score: Raw -880052.985572 + Penalty 6910.358908 = -873142.626665 nChanged 140 SP:Iteration 17Q (55.438805 sec): 3 clusters Score: Raw -880127.476965 + Penalty 6910.358908 = -873217.118057 nChanged 132 SP:Iteration 18Q (55.565740 sec): 3 clusters Score: Raw -880190.861198 + Penalty 6910.358908 = -873280.502290 nChanged 111 SP:Iteration 19Q (55.692541 sec): 3 clusters Score: Raw -880236.852846 + Penalty 6910.358908 = -873326.493939 nChanged 85 SP:Iteration 20F (55.853470 sec): 3 clusters Score: Raw -880276.437340 + Penalty 6910.358908 = -873366.078433 nChanged 85 SP:Iteration 21Q (55.964844 sec): 3 clusters Score: Raw -880314.147445 + Penalty 6910.358908 = -873403.788537 nChanged 79 SP:Iteration 22Q (56.111386 sec): 3 clusters Score: Raw -880354.550288 + Penalty 6910.358908 = -873444.191381 nChanged 75 SP:Iteration 23Q (56.276550 sec): 3 clusters Score: Raw -880388.096923 + Penalty 6910.358908 = -873477.738015 nChanged 71 SP:Iteration 24Q (56.397989 sec): 3 clusters Score: Raw -880421.113877 + Penalty 6910.358908 = -873510.754969 nChanged 64 SP:Iteration 25Q (56.570762 sec): 3 clusters Score: Raw -880449.121642 + Penalty 6910.358908 = -873538.762734 nChanged 48 SP:Iteration 26Q (56.697251 sec): 3 clusters Score: Raw -880464.743331 + Penalty 6910.358908 = -873554.384424 nChanged 34 SP:Iteration 27Q (56.855555 sec): 3 clusters Score: Raw -880476.880379 + Penalty 6910.358908 = -873566.521471 nChanged 36 SP:Iteration 28Q (56.990213 sec): 3 clusters Score: Raw -880489.182687 + Penalty 6910.358908 = -873578.823779 nChanged 27 SP:Iteration 29Q (57.152837 sec): 3 clusters Score: Raw -880500.049343 + Penalty 6910.358908 = -873589.690436 nChanged 27 SP:Iteration 30Q (57.275171 sec): 3 clusters Score: Raw -880514.447295 + Penalty 6910.358908 = -873604.088388 nChanged 37 SP:Iteration 31Q (57.430173 sec): 3 clusters Score: Raw -880530.969592 + Penalty 6910.358908 = -873620.610685 nChanged 33 SP:Iteration 32Q (57.575739 sec): 3 clusters Score: Raw -880543.735707 + Penalty 6910.358908 = -873633.376799 nChanged 30 SP:Iteration 33Q (57.745912 sec): 3 clusters Score: Raw -880557.757493 + Penalty 6910.358908 = -873647.398586 nChanged 38 SP:Iteration 34Q (57.863671 sec): 3 clusters Score: Raw -880571.689421 + Penalty 6910.358908 = -873661.330514 nChanged 26 SP:Iteration 35Q (58.010998 sec): 3 clusters Score: Raw -880579.908582 + Penalty 6910.358908 = -873669.549674 nChanged 17 SP:Iteration 36Q (58.165002 sec): 3 clusters Score: Raw -880587.755868 + Penalty 6910.358908 = -873677.396961 nChanged 29 SP:Iteration 37Q (58.281657 sec): 3 clusters Score: Raw -880601.844185 + Penalty 6910.358908 = -873691.485278 nChanged 41 SP:Iteration 38Q (58.439711 sec): 3 clusters Score: Raw -880623.273189 + Penalty 6910.358908 = -873712.914281 nChanged 41 SP:Iteration 39Q (58.579899 sec): 3 clusters Score: Raw -880641.108713 + Penalty 6910.358908 = -873730.749806 nChanged 33 SP:Iteration 40F (58.729482 sec): 3 clusters Score: Raw -880656.764738 + Penalty 6910.358908 = -873746.405830 nChanged 30 SP:Iteration 41Q (58.881199 sec): 3 clusters Score: Raw -880671.587525 + Penalty 6910.358908 = -873761.228617 nChanged 26 SP:Iteration 42Q (59.002131 sec): 3 clusters Score: Raw -880684.654384 + Penalty 6910.358908 = -873774.295477 nChanged 28 SP:Iteration 43Q (59.168790 sec): 3 clusters Score: Raw -880701.440513 + Penalty 6910.358908 = -873791.081606 nChanged 25 SP:Iteration 44Q (59.291722 sec): 3 clusters Score: Raw -880711.961065 + Penalty 6910.358908 = -873801.602157 nChanged 17 SP:Iteration 45Q (59.445866 sec): 3 clusters Score: Raw -880719.471767 + Penalty 6910.358908 = -873809.112859 nChanged 14 SP:Iteration 46Q (59.604721 sec): 3 clusters Score: Raw -880726.051060 + Penalty 6910.358908 = -873815.692153 nChanged 13 SP:Iteration 47Q (59.737024 sec): 3 clusters Score: Raw -880730.739006 + Penalty 6910.358908 = -873820.380099 nChanged 8 SP:Iteration 48Q (59.858844 sec): 3 clusters Score: Raw -880734.286782 + Penalty 6910.358908 = -873823.927875 nChanged 10 SP:Iteration 49Q (59.997377 sec): 3 clusters Score: Raw -880738.949580 + Penalty 6910.358908 = -873828.590672 nChanged 11 SP:Iteration 50Q (60.136995 sec): 3 clusters Score: Raw -880743.754231 + Penalty 6910.358908 = -873833.395323 nChanged 11 SP:Iteration 51Q (60.265578 sec): 3 clusters Score: Raw -880747.652061 + Penalty 6910.358908 = -873837.293153 nChanged 7 SP:Iteration 52Q (60.403896 sec): 3 clusters Score: Raw -880750.523599 + Penalty 6910.358908 = -873840.164692 nChanged 7 SP:Iteration 53Q (60.550576 sec): 3 clusters Score: Raw -880752.742252 + Penalty 6910.358908 = -873842.383344 nChanged 13 SP:Iteration 54Q (60.665905 sec): 3 clusters Score: Raw -880758.353093 + Penalty 6910.358908 = -873847.994185 nChanged 10 SP:Iteration 55Q (60.798723 sec): 3 clusters Score: Raw -880763.194338 + Penalty 6910.358908 = -873852.835430 nChanged 9 SP:Iteration 56Q (60.964904 sec): 3 clusters Score: Raw -880767.410905 + Penalty 6910.358908 = -873857.051998 nChanged 10 SP:Iteration 57Q (61.104672 sec): 3 clusters Score: Raw -880772.650057 + Penalty 6910.358908 = -873862.291149 nChanged 10 SP:Iteration 58Q (61.245444 sec): 3 clusters Score: Raw -880776.085352 + Penalty 6910.358908 = -873865.726445 nChanged 6 SP:Iteration 59Q (61.387149 sec): 3 clusters Score: Raw -880778.721213 + Penalty 6910.358908 = -873868.362306 nChanged 7 SP:Iteration 60F (61.538467 sec): 3 clusters Score: Raw -880781.720266 + Penalty 6910.358908 = -873871.361359 nChanged 10 SP:Iteration 61Q (61.667994 sec): 3 clusters Score: Raw -880785.025231 + Penalty 6910.358908 = -873874.666323 nChanged 3 SP:Iteration 62Q (61.819745 sec): 3 clusters Score: Raw -880786.575041 + Penalty 6910.358908 = -873876.216133 nChanged 6 SP:Iteration 63Q (61.952250 sec): 3 clusters Score: Raw -880789.299321 + Penalty 6910.358908 = -873878.940414 nChanged 10 SP:Iteration 64Q (62.124351 sec): 3 clusters Score: Raw -880793.998802 + Penalty 6910.358908 = -873883.639894 nChanged 10 SP:Iteration 65Q (62.266546 sec): 3 clusters Score: Raw -880798.043524 + Penalty 6910.358908 = -873887.684616 nChanged 7 SP:Iteration 66Q (62.390890 sec): 3 clusters Score: Raw -880800.874495 + Penalty 6910.358908 = -873890.515588 nChanged 8 SP:Iteration 67Q (62.557123 sec): 3 clusters Score: Raw -880805.185967 + Penalty 6910.358908 = -873894.827060 nChanged 10 SP:Iteration 68Q (62.679496 sec): 3 clusters Score: Raw -880810.034020 + Penalty 6910.358908 = -873899.675112 nChanged 8 SP:Iteration 69Q (62.818156 sec): 3 clusters Score: Raw -880815.491638 + Penalty 6910.358908 = -873905.132730 nChanged 8 SP:Iteration 70Q (62.976190 sec): 3 clusters Score: Raw -880822.445592 + Penalty 6910.358908 = -873912.086684 nChanged 7 SP:Iteration 71Q (63.120982 sec): 3 clusters Score: Raw -880824.809909 + Penalty 6910.358908 = -873914.451001 nChanged 5 SP:Iteration 72Q (63.257561 sec): 3 clusters Score: Raw -880826.751415 + Penalty 6910.358908 = -873916.392507 nChanged 5 SP:Iteration 73Q (63.382004 sec): 3 clusters Score: Raw -880829.151251 + Penalty 6910.358908 = -873918.792343 nChanged 8 SP:Iteration 74Q (63.521061 sec): 3 clusters Score: Raw -880831.707797 + Penalty 6910.358908 = -873921.348889 nChanged 5 SP:Iteration 75Q (63.672285 sec): 3 clusters Score: Raw -880833.668521 + Penalty 6910.358908 = -873923.309614 nChanged 5 SP:Iteration 76Q (63.819316 sec): 3 clusters Score: Raw -880836.859989 + Penalty 6910.358908 = -873926.501082 nChanged 5 SP:Iteration 77Q (63.974668 sec): 3 clusters Score: Raw -880839.911951 + Penalty 6910.358908 = -873929.553044 nChanged 8 SP:Iteration 78Q (64.119513 sec): 3 clusters Score: Raw -880843.605343 + Penalty 6910.358908 = -873933.246435 nChanged 10 SP:Iteration 79Q (64.243355 sec): 3 clusters Score: Raw -880849.602138 + Penalty 6910.358908 = -873939.243230 nChanged 13 SP:Iteration 80F (64.417242 sec): 3 clusters Score: Raw -880854.747823 + Penalty 6910.358908 = -873944.388916 nChanged 8 SP:Iteration 81Q (64.557770 sec): 3 clusters Score: Raw -880858.490739 + Penalty 6910.358908 = -873948.131831 nChanged 6 SP:Iteration 82Q (64.674657 sec): 3 clusters Score: Raw -880861.216022 + Penalty 6910.358908 = -873950.857114 nChanged 10 SP:Iteration 83Q (64.836711 sec): 3 clusters Score: Raw -880865.720060 + Penalty 6910.358908 = -873955.361152 nChanged 6 SP:Iteration 84Q (64.984181 sec): 3 clusters Score: Raw -880868.640256 + Penalty 6910.358908 = -873958.281348 nChanged 5 SP:Iteration 85Q (65.113644 sec): 3 clusters Score: Raw -880870.672846 + Penalty 6910.358908 = -873960.313938 nChanged 5 SP:Iteration 86Q (65.222780 sec): 3 clusters Score: Raw -880873.889341 + Penalty 6910.358908 = -873963.530433 nChanged 5 SP:Iteration 87Q (65.376255 sec): 3 clusters Score: Raw -880875.855612 + Penalty 6910.358908 = -873965.496704 nChanged 6 SP:Iteration 88Q (65.492489 sec): 3 clusters Score: Raw -880878.945709 + Penalty 6910.358908 = -873968.586802 nChanged 7 SP:Iteration 89Q (65.630282 sec): 3 clusters Score: Raw -880882.734252 + Penalty 6910.358908 = -873972.375344 nChanged 5 SP:Iteration 90Q (65.791940 sec): 3 clusters Score: Raw -880886.042242 + Penalty 6910.358908 = -873975.683335 nChanged 8 SP:Iteration 91Q (65.929815 sec): 3 clusters Score: Raw -880890.958484 + Penalty 6910.358908 = -873980.599576 nChanged 6 SP:Iteration 92Q (66.070652 sec): 3 clusters Score: Raw -880895.990892 + Penalty 6910.358908 = -873985.631984 nChanged 6 SP:Iteration 93Q (66.209104 sec): 3 clusters Score: Raw -880900.570788 + Penalty 6910.358908 = -873990.211880 nChanged 11 SP:Iteration 94Q (66.339116 sec): 3 clusters Score: Raw -880907.728181 + Penalty 6910.358908 = -873997.369273 nChanged 14 SP:Iteration 95Q (66.506046 sec): 3 clusters Score: Raw -880916.215329 + Penalty 6910.358908 = -874005.856421 nChanged 10 SP:Iteration 96Q (66.626313 sec): 3 clusters Score: Raw -880924.194875 + Penalty 6910.358908 = -874013.835968 nChanged 14 SP:Iteration 97Q (66.779583 sec): 3 clusters Score: Raw -880931.693246 + Penalty 6910.358908 = -874021.334339 nChanged 11 SP:Iteration 98Q (66.927369 sec): 3 clusters Score: Raw -880937.557648 + Penalty 6910.358908 = -874027.198740 nChanged 9 SP:Iteration 99Q (67.059184 sec): 3 clusters Score: Raw -880941.924365 + Penalty 6910.358908 = -874031.565457 nChanged 8 SP:Iteration 100F (67.188423 sec): 3 clusters Score: Raw -880947.461743 + Penalty 6910.358908 = -874037.102835 nChanged 9 SP:Iteration 101Q (67.337990 sec): 3 clusters Score: Raw -880952.587496 + Penalty 6910.358908 = -874042.228589 nChanged 7 SP:Iteration 102Q (67.465832 sec): 3 clusters Score: Raw -880957.405814 + Penalty 6910.358908 = -874047.046907 nChanged 4 SP:Iteration 103Q (67.596404 sec): 3 clusters Score: Raw -880961.048481 + Penalty 6910.358908 = -874050.689574 nChanged 3 SP:Iteration 104Q (67.765074 sec): 3 clusters Score: Raw -880962.415383 + Penalty 6910.358908 = -874052.056475 nChanged 3 SP:Iteration 105Q (67.889166 sec): 3 clusters Score: Raw -880963.858024 + Penalty 6910.358908 = -874053.499116 nChanged 2 SP:Iteration 106Q (68.065416 sec): 3 clusters Score: Raw -880964.507138 + Penalty 6910.358908 = -874054.148230 nChanged 1 SP:Iteration 107Q (68.180160 sec): 3 clusters Score: Raw -880964.917623 + Penalty 6910.358908 = -874054.558715 nChanged 1 SP:Iteration 108Q (68.344638 sec): 3 clusters Score: Raw -880965.519613 + Penalty 6910.358908 = -874055.160705 nChanged 1 SP:Iteration 109Q (68.468245 sec): 3 clusters Score: Raw -880966.012950 + Penalty 6910.358908 = -874055.654042 nChanged 1 SP:Iteration 110Q (68.607064 sec): 3 clusters Score: Raw -880966.436083 + Penalty 6910.358908 = -874056.077175 nChanged 2 SP:Iteration 111Q (68.743302 sec): 3 clusters Score: Raw -880967.458928 + Penalty 6910.358908 = -874057.100020 nChanged 2 SP:Iteration 112Q (68.904676 sec): 3 clusters Score: Raw -880968.179385 + Penalty 6910.358908 = -874057.820478 nChanged 2 SP:Iteration 113Q (69.043073 sec): 3 clusters Score: Raw -880969.176508 + Penalty 6910.358908 = -874058.817601 nChanged 1 SP:Iteration 114Q (69.195178 sec): 3 clusters Score: Raw -880970.371375 + Penalty 6910.358908 = -874060.012468 nChanged 1 SP:Iteration 115Q (69.305270 sec): 3 clusters Score: Raw -880970.931709 + Penalty 6910.358908 = -874060.572802 nChanged 0 SP:Iteration 116F (69.454279 sec): 3 clusters Score: Raw -880970.931709 + Penalty 6910.358908 = -874060.572802 nChanged 0 Trying to split cluster 2 (7314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.562528 sec): 2 clusters Score: Raw -492290.211094 + Penalty 3296.540644 = -488993.670450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.688570 sec): 3 clusters Score: Raw -488808.294413 + Penalty 6593.081289 = -482215.213125 nChanged 2796 SP:Iteration 1F (69.823150 sec): 3 clusters Score: Raw -490689.459918 + Penalty 6593.081289 = -484096.378630 nChanged 748 SP:Iteration 2F (69.977320 sec): 3 clusters Score: Raw -491735.203031 + Penalty 6593.081289 = -485142.121742 nChanged 673 SP:Iteration 3F (70.099333 sec): 3 clusters Score: Raw -492681.830508 + Penalty 6593.081289 = -486088.749219 nChanged 595 SP:Iteration 4F (70.259321 sec): 3 clusters Score: Raw -493368.258809 + Penalty 6593.081289 = -486775.177521 nChanged 441 SP:Iteration 5F (70.406799 sec): 3 clusters Score: Raw -493819.224301 + Penalty 6593.081289 = -487226.143013 nChanged 348 SP:Iteration 6Q (70.539390 sec): 3 clusters Score: Raw -494156.347843 + Penalty 6593.081289 = -487563.266554 nChanged 260 SP:Iteration 7Q (70.655448 sec): 3 clusters Score: Raw -494404.823454 + Penalty 6593.081289 = -487811.742166 nChanged 212 SP:Iteration 8Q (70.799244 sec): 3 clusters Score: Raw -494579.274099 + Penalty 6593.081289 = -487986.192811 nChanged 188 SP:Iteration 9Q (70.944526 sec): 3 clusters Score: Raw -494735.977872 + Penalty 6593.081289 = -488142.896583 nChanged 172 SP:Iteration 10Q (71.111728 sec): 3 clusters Score: Raw -494849.102856 + Penalty 6593.081289 = -488256.021568 nChanged 129 SP:Iteration 11Q (71.223709 sec): 3 clusters Score: Raw -494939.990338 + Penalty 6593.081289 = -488346.909049 nChanged 127 SP:Iteration 12Q (71.357317 sec): 3 clusters Score: Raw -495037.162775 + Penalty 6593.081289 = -488444.081486 nChanged 120 SP:Iteration 13Q (71.498131 sec): 3 clusters Score: Raw -495128.792423 + Penalty 6593.081289 = -488535.711134 nChanged 109 SP:Iteration 14Q (71.634103 sec): 3 clusters Score: Raw -495213.002019 + Penalty 6593.081289 = -488619.920730 nChanged 107 SP:Iteration 15Q (71.777520 sec): 3 clusters Score: Raw -495285.822854 + Penalty 6593.081289 = -488692.741566 nChanged 97 SP:Iteration 16Q (71.919457 sec): 3 clusters Score: Raw -495353.634832 + Penalty 6593.081289 = -488760.553543 nChanged 94 SP:Iteration 17Q (72.033010 sec): 3 clusters Score: Raw -495413.493318 + Penalty 6593.081289 = -488820.412029 nChanged 95 SP:Iteration 18Q (72.186561 sec): 3 clusters Score: Raw -495479.210244 + Penalty 6593.081289 = -488886.128955 nChanged 81 SP:Iteration 19Q (72.320252 sec): 3 clusters Score: Raw -495541.198288 + Penalty 6593.081289 = -488948.116999 nChanged 95 SP:Iteration 20F (72.436880 sec): 3 clusters Score: Raw -495622.661296 + Penalty 6593.081289 = -489029.580008 nChanged 86 SP:Iteration 21Q (72.594820 sec): 3 clusters Score: Raw -495696.927635 + Penalty 6593.081289 = -489103.846346 nChanged 77 SP:Iteration 22Q (72.704806 sec): 3 clusters Score: Raw -495762.251090 + Penalty 6593.081289 = -489169.169801 nChanged 68 SP:Iteration 23Q (72.821712 sec): 3 clusters Score: Raw -495819.400414 + Penalty 6593.081289 = -489226.319125 nChanged 47 SP:Iteration 24Q (72.960957 sec): 3 clusters Score: Raw -495857.733100 + Penalty 6593.081289 = -489264.651811 nChanged 44 SP:Iteration 25Q (73.105158 sec): 3 clusters Score: Raw -495889.860519 + Penalty 6593.081289 = -489296.779230 nChanged 33 SP:Iteration 26Q (73.224547 sec): 3 clusters Score: Raw -495914.444192 + Penalty 6593.081289 = -489321.362903 nChanged 33 SP:Iteration 27Q (73.379990 sec): 3 clusters Score: Raw -495934.366118 + Penalty 6593.081289 = -489341.284829 nChanged 22 SP:Iteration 28Q (73.522542 sec): 3 clusters Score: Raw -495947.604895 + Penalty 6593.081289 = -489354.523606 nChanged 14 SP:Iteration 29Q (73.633494 sec): 3 clusters Score: Raw -495954.393658 + Penalty 6593.081289 = -489361.312369 nChanged 13 SP:Iteration 30Q (73.797004 sec): 3 clusters Score: Raw -495963.013858 + Penalty 6593.081289 = -489369.932569 nChanged 8 SP:Iteration 31Q (73.915422 sec): 3 clusters Score: Raw -495967.444894 + Penalty 6593.081289 = -489374.363606 nChanged 4 SP:Iteration 32Q (74.038166 sec): 3 clusters Score: Raw -495968.737956 + Penalty 6593.081289 = -489375.656668 nChanged 2 SP:Iteration 33Q (74.189344 sec): 3 clusters Score: Raw -495969.499236 + Penalty 6593.081289 = -489376.417948 nChanged 2 SP:Iteration 34Q (74.291964 sec): 3 clusters Score: Raw -495972.318757 + Penalty 6593.081289 = -489379.237468 nChanged 2 SP:Iteration 35Q (74.421353 sec): 3 clusters Score: Raw -495973.071908 + Penalty 6593.081289 = -489379.990619 nChanged 2 SP:Iteration 36Q (74.579770 sec): 3 clusters Score: Raw -495973.972517 + Penalty 6593.081289 = -489380.891228 nChanged 2 SP:Iteration 37Q (74.713808 sec): 3 clusters Score: Raw -495975.213754 + Penalty 6593.081289 = -489382.132466 nChanged 6 SP:Iteration 38Q (74.827141 sec): 3 clusters Score: Raw -495977.407094 + Penalty 6593.081289 = -489384.325805 nChanged 1 SP:Iteration 39Q (74.973119 sec): 3 clusters Score: Raw -495977.708418 + Penalty 6593.081289 = -489384.627129 nChanged 2 SP:Iteration 40F (75.099588 sec): 3 clusters Score: Raw -495978.270591 + Penalty 6593.081289 = -489385.189302 nChanged 0 Score: Raw -1786142.964091 + Penalty 18775.520971 = -1767367.443120 Splitting cluster 2 changes total score from -1767428.104787 to -1767367.443120 So it's not getting split. Trying to split cluster 3 (1479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.622402 sec): 2 clusters Score: Raw -76411.131089 + Penalty 2704.324502 = -73706.806587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.718520 sec): 3 clusters Score: Raw -76274.970611 + Penalty 5408.649004 = -70866.321607 nChanged 409 SP:Iteration 1F (75.832101 sec): 3 clusters Score: Raw -77067.867552 + Penalty 5408.649004 = -71659.218549 nChanged 139 SP:Iteration 2F (75.960546 sec): 3 clusters Score: Raw -77471.905134 + Penalty 5408.649004 = -72063.256130 nChanged 101 SP:Iteration 3F (76.088375 sec): 3 clusters Score: Raw -77729.715012 + Penalty 5408.649004 = -72321.066008 nChanged 79 SP:Iteration 4F (76.176946 sec): 3 clusters Score: Raw -77920.255938 + Penalty 5408.649004 = -72511.606934 nChanged 45 SP:Iteration 5Q (76.300381 sec): 3 clusters Score: Raw -78015.531367 + Penalty 5408.649004 = -72606.882363 nChanged 31 SP:Iteration 6Q (76.415884 sec): 3 clusters Score: Raw -78074.040681 + Penalty 5408.649004 = -72665.391678 nChanged 24 SP:Iteration 7Q (76.535756 sec): 3 clusters Score: Raw -78112.213566 + Penalty 5408.649004 = -72703.564562 nChanged 16 SP:Iteration 8Q (76.654450 sec): 3 clusters Score: Raw -78134.517735 + Penalty 5408.649004 = -72725.868731 nChanged 9 SP:Iteration 9Q (76.764174 sec): 3 clusters Score: Raw -78144.759567 + Penalty 5408.649004 = -72736.110564 nChanged 5 SP:Iteration 10Q (76.858426 sec): 3 clusters Score: Raw -78150.041599 + Penalty 5408.649004 = -72741.392595 nChanged 5 SP:Iteration 11Q (76.972338 sec): 3 clusters Score: Raw -78155.670517 + Penalty 5408.649004 = -72747.021513 nChanged 6 SP:Iteration 12Q (77.111069 sec): 3 clusters Score: Raw -78165.364338 + Penalty 5408.649004 = -72756.715334 nChanged 4 SP:Iteration 13Q (77.226822 sec): 3 clusters Score: Raw -78168.369974 + Penalty 5408.649004 = -72759.720970 nChanged 0 SP:Iteration 14F (77.335140 sec): 3 clusters Score: Raw -78168.369974 + Penalty 5408.649004 = -72759.720970 nChanged 0 Trying to split cluster 4 (5183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.410781 sec): 2 clusters Score: Raw -365600.312375 + Penalty 3168.938117 = -362431.374257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.545040 sec): 3 clusters Score: Raw -363307.838570 + Penalty 6337.876235 = -356969.962335 nChanged 1909 SP:Iteration 1F (77.671707 sec): 3 clusters Score: Raw -364633.726809 + Penalty 6337.876235 = -358295.850574 nChanged 464 SP:Iteration 2F (77.816655 sec): 3 clusters Score: Raw -365014.860359 + Penalty 6337.876235 = -358676.984124 nChanged 322 SP:Iteration 3F (77.940961 sec): 3 clusters Score: Raw -365302.296531 + Penalty 6337.876235 = -358964.420296 nChanged 270 SP:Iteration 4F (78.058188 sec): 3 clusters Score: Raw -365530.256934 + Penalty 6337.876235 = -359192.380699 nChanged 206 SP:Iteration 5Q (78.160475 sec): 3 clusters Score: Raw -365712.174896 + Penalty 6337.876235 = -359374.298661 nChanged 200 SP:Iteration 6Q (78.292892 sec): 3 clusters Score: Raw -365879.892302 + Penalty 6337.876235 = -359542.016067 nChanged 183 SP:Iteration 7Q (78.417925 sec): 3 clusters Score: Raw -366028.100612 + Penalty 6337.876235 = -359690.224377 nChanged 176 SP:Iteration 8Q (78.556199 sec): 3 clusters Score: Raw -366175.238044 + Penalty 6337.876235 = -359837.361809 nChanged 183 SP:Iteration 9Q (78.694001 sec): 3 clusters Score: Raw -366351.976459 + Penalty 6337.876235 = -360014.100224 nChanged 165 SP:Iteration 10Q (78.819700 sec): 3 clusters Score: Raw -366511.215469 + Penalty 6337.876235 = -360173.339234 nChanged 168 SP:Iteration 11Q (78.964043 sec): 3 clusters Score: Raw -366655.022312 + Penalty 6337.876235 = -360317.146078 nChanged 134 SP:Iteration 12Q (79.067749 sec): 3 clusters Score: Raw -366755.296880 + Penalty 6337.876235 = -360417.420645 nChanged 107 SP:Iteration 13Q (79.208801 sec): 3 clusters Score: Raw -366842.447189 + Penalty 6337.876235 = -360504.570954 nChanged 99 SP:Iteration 14Q (79.326541 sec): 3 clusters Score: Raw -366913.362833 + Penalty 6337.876235 = -360575.486598 nChanged 78 SP:Iteration 15Q (79.478215 sec): 3 clusters Score: Raw -366969.117038 + Penalty 6337.876235 = -360631.240803 nChanged 87 SP:Iteration 16Q (79.614244 sec): 3 clusters Score: Raw -367026.043123 + Penalty 6337.876235 = -360688.166889 nChanged 66 SP:Iteration 17Q (79.711405 sec): 3 clusters Score: Raw -367066.722156 + Penalty 6337.876235 = -360728.845921 nChanged 61 SP:Iteration 18Q (79.848802 sec): 3 clusters Score: Raw -367105.302842 + Penalty 6337.876235 = -360767.426607 nChanged 45 SP:Iteration 19Q (79.952196 sec): 3 clusters Score: Raw -367138.793123 + Penalty 6337.876235 = -360800.916888 nChanged 45 SP:Iteration 20F (80.109415 sec): 3 clusters Score: Raw -367172.124433 + Penalty 6337.876235 = -360834.248199 nChanged 44 SP:Iteration 21Q (80.217258 sec): 3 clusters Score: Raw -367194.370694 + Penalty 6337.876235 = -360856.494459 nChanged 27 SP:Iteration 22Q (80.357560 sec): 3 clusters Score: Raw -367208.637024 + Penalty 6337.876235 = -360870.760790 nChanged 17 SP:Iteration 23Q (80.478649 sec): 3 clusters Score: Raw -367217.787062 + Penalty 6337.876235 = -360879.910827 nChanged 14 SP:Iteration 24Q (80.583663 sec): 3 clusters Score: Raw -367224.316330 + Penalty 6337.876235 = -360886.440096 nChanged 12 SP:Iteration 25Q (80.734525 sec): 3 clusters Score: Raw -367229.772346 + Penalty 6337.876235 = -360891.896111 nChanged 12 SP:Iteration 26Q (80.846777 sec): 3 clusters Score: Raw -367235.575103 + Penalty 6337.876235 = -360897.698869 nChanged 10 SP:Iteration 27Q (80.949536 sec): 3 clusters Score: Raw -367240.151625 + Penalty 6337.876235 = -360902.275391 nChanged 9 SP:Iteration 28Q (81.077434 sec): 3 clusters Score: Raw -367243.470868 + Penalty 6337.876235 = -360905.594634 nChanged 9 SP:Iteration 29Q (81.202781 sec): 3 clusters Score: Raw -367248.026610 + Penalty 6337.876235 = -360910.150376 nChanged 9 SP:Iteration 30Q (81.359530 sec): 3 clusters Score: Raw -367252.704226 + Penalty 6337.876235 = -360914.827991 nChanged 7 SP:Iteration 31Q (81.465966 sec): 3 clusters Score: Raw -367255.443861 + Penalty 6337.876235 = -360917.567626 nChanged 6 SP:Iteration 32Q (81.581419 sec): 3 clusters Score: Raw -367258.172155 + Penalty 6337.876235 = -360920.295920 nChanged 4 SP:Iteration 33Q (81.710044 sec): 3 clusters Score: Raw -367260.311430 + Penalty 6337.876235 = -360922.435195 nChanged 7 SP:Iteration 34Q (81.855088 sec): 3 clusters Score: Raw -367262.713722 + Penalty 6337.876235 = -360924.837487 nChanged 6 SP:Iteration 35Q (81.957804 sec): 3 clusters Score: Raw -367265.901418 + Penalty 6337.876235 = -360928.025183 nChanged 6 SP:Iteration 36Q (82.103336 sec): 3 clusters Score: Raw -367268.347706 + Penalty 6337.876235 = -360930.471471 nChanged 4 SP:Iteration 37Q (82.242864 sec): 3 clusters Score: Raw -367269.721444 + Penalty 6337.876235 = -360931.845209 nChanged 4 SP:Iteration 38Q (82.348525 sec): 3 clusters Score: Raw -367272.239237 + Penalty 6337.876235 = -360934.363002 nChanged 10 SP:Iteration 39Q (82.475987 sec): 3 clusters Score: Raw -367277.009026 + Penalty 6337.876235 = -360939.132792 nChanged 4 SP:Iteration 40F (82.600404 sec): 3 clusters Score: Raw -367278.510103 + Penalty 6337.876235 = -360940.633868 nChanged 6 SP:Iteration 41Q (82.706072 sec): 3 clusters Score: Raw -367280.628538 + Penalty 6337.876235 = -360942.752303 nChanged 4 SP:Iteration 42Q (82.860112 sec): 3 clusters Score: Raw -367282.439218 + Penalty 6337.876235 = -360944.562983 nChanged 4 SP:Iteration 43Q (82.982714 sec): 3 clusters Score: Raw -367283.793379 + Penalty 6337.876235 = -360945.917145 nChanged 4 SP:Iteration 44Q (83.094093 sec): 3 clusters Score: Raw -367285.054473 + Penalty 6337.876235 = -360947.178238 nChanged 1 SP:Iteration 45Q (83.232032 sec): 3 clusters Score: Raw -367286.098579 + Penalty 6337.876235 = -360948.222345 nChanged 2 SP:Iteration 46Q (83.358005 sec): 3 clusters Score: Raw -367287.492515 + Penalty 6337.876235 = -360949.616280 nChanged 3 SP:Iteration 47Q (83.469619 sec): 3 clusters Score: Raw -367289.197485 + Penalty 6337.876235 = -360951.321250 nChanged 3 SP:Iteration 48Q (83.594605 sec): 3 clusters Score: Raw -367290.472431 + Penalty 6337.876235 = -360952.596196 nChanged 5 SP:Iteration 49Q (83.719138 sec): 3 clusters Score: Raw -367292.458194 + Penalty 6337.876235 = -360954.581959 nChanged 5 SP:Iteration 50Q (83.856935 sec): 3 clusters Score: Raw -367293.754698 + Penalty 6337.876235 = -360955.878463 nChanged 1 SP:Iteration 51Q (83.981312 sec): 3 clusters Score: Raw -367293.960024 + Penalty 6337.876235 = -360956.083789 nChanged 0 SP:Iteration 52F (84.113180 sec): 3 clusters Score: Raw -367293.960024 + Penalty 6337.876235 = -360956.083789 nChanged 0 Iteration 59Q (84.413142 sec): 5 clusters Score: Raw -1782456.948162 + Penalty 15020.416777 = -1767436.531385 nChanged 41 Iteration 60F (84.723466 sec): 5 clusters Score: Raw -1782464.092272 + Penalty 15020.416777 = -1767443.675495 nChanged 31 Iteration 61Q (85.046039 sec): 5 clusters Score: Raw -1782469.064852 + Penalty 15020.416777 = -1767448.648075 nChanged 18 Iteration 62Q (85.344256 sec): 5 clusters Score: Raw -1782471.570923 + Penalty 15020.416777 = -1767451.154146 nChanged 15 Iteration 63Q (85.661810 sec): 5 clusters Score: Raw -1782473.176570 + Penalty 15020.416777 = -1767452.759793 nChanged 13 Iteration 64Q (85.967078 sec): 5 clusters Score: Raw -1782474.822828 + Penalty 15020.416777 = -1767454.406051 nChanged 5 Iteration 65Q (86.268122 sec): 5 clusters Score: Raw -1782475.826806 + Penalty 15020.416777 = -1767455.410029 nChanged 3 Iteration 66Q (86.561972 sec): 5 clusters Score: Raw -1782476.115942 + Penalty 15020.416777 = -1767455.699165 nChanged 1 Iteration 67Q (86.885428 sec): 5 clusters Score: Raw -1782476.504255 + Penalty 15020.416777 = -1767456.087478 nChanged 4 Iteration 68Q (87.181160 sec): 5 clusters Score: Raw -1782477.060000 + Penalty 15020.416777 = -1767456.643222 nChanged 4 Iteration 69Q (87.496050 sec): 5 clusters Score: Raw -1782477.393825 + Penalty 15020.416777 = -1767456.977048 nChanged 3 Iteration 70Q (87.816675 sec): 5 clusters Score: Raw -1782477.625250 + Penalty 15020.416777 = -1767457.208473 nChanged 2 Iteration 71Q (88.155845 sec): 5 clusters Score: Raw -1782477.820055 + Penalty 15020.416777 = -1767457.403278 nChanged 1 Iteration 72Q (88.466494 sec): 5 clusters Score: Raw -1782477.931828 + Penalty 15020.416777 = -1767457.515051 nChanged 0 Iteration 73F (88.847883 sec): 5 clusters Score: Raw -1782477.931828 + Penalty 15020.416777 = -1767457.515051 nChanged 0 Compute initial score before splitting: Score: Raw -1782477.931828 + Penalty 15020.416777 = -1767457.515051 Trying to split cluster 1 (11100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.961485 sec): 2 clusters Score: Raw -869989.087683 + Penalty 3451.096493 = -866537.991190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.099427 sec): 3 clusters Score: Raw -864329.257851 + Penalty 6902.192987 = -857427.064864 nChanged 4500 SP:Iteration 1F (89.241928 sec): 3 clusters Score: Raw -867070.409298 + Penalty 6902.192987 = -860168.216311 nChanged 939 SP:Iteration 2F (89.355836 sec): 3 clusters Score: Raw -867768.950486 + Penalty 6902.192987 = -860866.757499 nChanged 825 SP:Iteration 3F (89.525693 sec): 3 clusters Score: Raw -868468.856308 + Penalty 6902.192987 = -861566.663321 nChanged 809 SP:Iteration 4F (89.662250 sec): 3 clusters Score: Raw -869265.339564 + Penalty 6902.192987 = -862363.146577 nChanged 772 SP:Iteration 5F (89.807912 sec): 3 clusters Score: Raw -869969.024473 + Penalty 6902.192987 = -863066.831486 nChanged 682 SP:Iteration 6F (89.945333 sec): 3 clusters Score: Raw -870534.533025 + Penalty 6902.192987 = -863632.340038 nChanged 514 SP:Iteration 7Q (90.096500 sec): 3 clusters Score: Raw -870924.672658 + Penalty 6902.192987 = -864022.479671 nChanged 379 SP:Iteration 8Q (90.209778 sec): 3 clusters Score: Raw -871191.787980 + Penalty 6902.192987 = -864289.594993 nChanged 314 SP:Iteration 9Q (90.376231 sec): 3 clusters Score: Raw -871406.480138 + Penalty 6902.192987 = -864504.287151 nChanged 268 SP:Iteration 10Q (90.517779 sec): 3 clusters Score: Raw -871584.539309 + Penalty 6902.192987 = -864682.346322 nChanged 184 SP:Iteration 11Q (90.650403 sec): 3 clusters Score: Raw -871691.976426 + Penalty 6902.192987 = -864789.783439 nChanged 148 SP:Iteration 12Q (90.799271 sec): 3 clusters Score: Raw -871766.774710 + Penalty 6902.192987 = -864864.581723 nChanged 110 SP:Iteration 13Q (90.937522 sec): 3 clusters Score: Raw -871825.656321 + Penalty 6902.192987 = -864923.463334 nChanged 106 SP:Iteration 14Q (91.074311 sec): 3 clusters Score: Raw -871882.967005 + Penalty 6902.192987 = -864980.774018 nChanged 91 SP:Iteration 15Q (91.195271 sec): 3 clusters Score: Raw -871929.063982 + Penalty 6902.192987 = -865026.870995 nChanged 75 SP:Iteration 16Q (91.361911 sec): 3 clusters Score: Raw -871964.791339 + Penalty 6902.192987 = -865062.598352 nChanged 60 SP:Iteration 17Q (91.504966 sec): 3 clusters Score: Raw -871994.000964 + Penalty 6902.192987 = -865091.807977 nChanged 49 SP:Iteration 18Q (91.649977 sec): 3 clusters Score: Raw -872015.527713 + Penalty 6902.192987 = -865113.334726 nChanged 45 SP:Iteration 19Q (91.795160 sec): 3 clusters Score: Raw -872039.371870 + Penalty 6902.192987 = -865137.178883 nChanged 47 SP:Iteration 20F (91.911720 sec): 3 clusters Score: Raw -872061.404646 + Penalty 6902.192987 = -865159.211659 nChanged 37 SP:Iteration 21Q (92.074979 sec): 3 clusters Score: Raw -872075.653634 + Penalty 6902.192987 = -865173.460647 nChanged 36 SP:Iteration 22Q (92.208684 sec): 3 clusters Score: Raw -872087.060687 + Penalty 6902.192987 = -865184.867700 nChanged 21 SP:Iteration 23Q (92.328498 sec): 3 clusters Score: Raw -872092.572076 + Penalty 6902.192987 = -865190.379089 nChanged 11 SP:Iteration 24Q (92.469170 sec): 3 clusters Score: Raw -872095.556827 + Penalty 6902.192987 = -865193.363840 nChanged 10 SP:Iteration 25Q (92.632796 sec): 3 clusters Score: Raw -872098.282138 + Penalty 6902.192987 = -865196.089151 nChanged 9 SP:Iteration 26Q (92.771254 sec): 3 clusters Score: Raw -872101.139765 + Penalty 6902.192987 = -865198.946778 nChanged 10 SP:Iteration 27Q (92.917030 sec): 3 clusters Score: Raw -872103.989348 + Penalty 6902.192987 = -865201.796361 nChanged 11 SP:Iteration 28Q (93.068709 sec): 3 clusters Score: Raw -872107.194881 + Penalty 6902.192987 = -865205.001894 nChanged 10 SP:Iteration 29Q (93.197678 sec): 3 clusters Score: Raw -872109.579566 + Penalty 6902.192987 = -865207.386579 nChanged 4 SP:Iteration 30Q (93.369216 sec): 3 clusters Score: Raw -872110.683713 + Penalty 6902.192987 = -865208.490726 nChanged 2 SP:Iteration 31Q (93.505859 sec): 3 clusters Score: Raw -872110.996111 + Penalty 6902.192987 = -865208.803124 nChanged 1 SP:Iteration 32Q (93.625972 sec): 3 clusters Score: Raw -872111.103299 + Penalty 6902.192987 = -865208.910312 nChanged 0 SP:Iteration 33F (93.789690 sec): 3 clusters Score: Raw -872111.103299 + Penalty 6902.192987 = -865208.910312 nChanged 0 Trying to split cluster 2 (7398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.870884 sec): 2 clusters Score: Raw -498455.055901 + Penalty 3300.771522 = -495154.284379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.996698 sec): 3 clusters Score: Raw -494962.066936 + Penalty 6601.543045 = -488360.523891 nChanged 2831 SP:Iteration 1F (94.137853 sec): 3 clusters Score: Raw -496894.374600 + Penalty 6601.543045 = -490292.831555 nChanged 702 SP:Iteration 2F (94.269895 sec): 3 clusters Score: Raw -497548.701837 + Penalty 6601.543045 = -490947.158793 nChanged 564 SP:Iteration 3F (94.408341 sec): 3 clusters Score: Raw -498137.871233 + Penalty 6601.543045 = -491536.328188 nChanged 504 SP:Iteration 4F (94.541890 sec): 3 clusters Score: Raw -498679.979190 + Penalty 6601.543045 = -492078.436145 nChanged 400 SP:Iteration 5F (94.649561 sec): 3 clusters Score: Raw -499026.481006 + Penalty 6601.543045 = -492424.937962 nChanged 315 SP:Iteration 6Q (94.771811 sec): 3 clusters Score: Raw -499260.180595 + Penalty 6601.543045 = -492658.637551 nChanged 228 SP:Iteration 7Q (94.903011 sec): 3 clusters Score: Raw -499431.050250 + Penalty 6601.543045 = -492829.507206 nChanged 208 SP:Iteration 8Q (95.039064 sec): 3 clusters Score: Raw -499585.346452 + Penalty 6601.543045 = -492983.803408 nChanged 170 SP:Iteration 9Q (95.164211 sec): 3 clusters Score: Raw -499692.772410 + Penalty 6601.543045 = -493091.229366 nChanged 153 SP:Iteration 10Q (95.300299 sec): 3 clusters Score: Raw -499795.092142 + Penalty 6601.543045 = -493193.549098 nChanged 146 SP:Iteration 11Q (95.409217 sec): 3 clusters Score: Raw -499887.419402 + Penalty 6601.543045 = -493285.876358 nChanged 114 SP:Iteration 12Q (95.563233 sec): 3 clusters Score: Raw -499954.399381 + Penalty 6601.543045 = -493352.856336 nChanged 109 SP:Iteration 13Q (95.698565 sec): 3 clusters Score: Raw -500019.738535 + Penalty 6601.543045 = -493418.195491 nChanged 95 SP:Iteration 14Q (95.813750 sec): 3 clusters Score: Raw -500070.441338 + Penalty 6601.543045 = -493468.898293 nChanged 90 SP:Iteration 15Q (95.966301 sec): 3 clusters Score: Raw -500120.448154 + Penalty 6601.543045 = -493518.905109 nChanged 98 SP:Iteration 16Q (96.105142 sec): 3 clusters Score: Raw -500171.383208 + Penalty 6601.543045 = -493569.840163 nChanged 84 SP:Iteration 17Q (96.236423 sec): 3 clusters Score: Raw -500209.183574 + Penalty 6601.543045 = -493607.640529 nChanged 69 SP:Iteration 18Q (96.340081 sec): 3 clusters Score: Raw -500240.761650 + Penalty 6601.543045 = -493639.218605 nChanged 58 SP:Iteration 19Q (96.472778 sec): 3 clusters Score: Raw -500266.942086 + Penalty 6601.543045 = -493665.399042 nChanged 46 SP:Iteration 20F (96.638575 sec): 3 clusters Score: Raw -500287.664642 + Penalty 6601.543045 = -493686.121598 nChanged 46 SP:Iteration 21Q (96.762682 sec): 3 clusters Score: Raw -500304.103413 + Penalty 6601.543045 = -493702.560369 nChanged 31 SP:Iteration 22Q (96.889602 sec): 3 clusters Score: Raw -500317.234208 + Penalty 6601.543045 = -493715.691163 nChanged 31 SP:Iteration 23Q (97.032725 sec): 3 clusters Score: Raw -500330.674760 + Penalty 6601.543045 = -493729.131715 nChanged 35 SP:Iteration 24Q (97.156080 sec): 3 clusters Score: Raw -500344.435099 + Penalty 6601.543045 = -493742.892054 nChanged 23 SP:Iteration 25Q (97.299906 sec): 3 clusters Score: Raw -500356.256601 + Penalty 6601.543045 = -493754.713556 nChanged 33 SP:Iteration 26Q (97.432056 sec): 3 clusters Score: Raw -500371.624880 + Penalty 6601.543045 = -493770.081836 nChanged 50 SP:Iteration 27Q (97.544743 sec): 3 clusters Score: Raw -500392.862451 + Penalty 6601.543045 = -493791.319406 nChanged 44 SP:Iteration 28Q (97.695299 sec): 3 clusters Score: Raw -500414.367854 + Penalty 6601.543045 = -493812.824809 nChanged 51 SP:Iteration 29Q (97.813799 sec): 3 clusters Score: Raw -500439.913220 + Penalty 6601.543045 = -493838.370176 nChanged 59 SP:Iteration 30Q (97.938509 sec): 3 clusters Score: Raw -500473.792588 + Penalty 6601.543045 = -493872.249543 nChanged 68 SP:Iteration 31Q (98.093120 sec): 3 clusters Score: Raw -500513.708368 + Penalty 6601.543045 = -493912.165324 nChanged 80 SP:Iteration 32Q (98.203228 sec): 3 clusters Score: Raw -500560.006570 + Penalty 6601.543045 = -493958.463525 nChanged 72 SP:Iteration 33Q (98.329342 sec): 3 clusters Score: Raw -500607.968325 + Penalty 6601.543045 = -494006.425281 nChanged 63 SP:Iteration 34Q (98.459952 sec): 3 clusters Score: Raw -500650.909318 + Penalty 6601.543045 = -494049.366273 nChanged 57 SP:Iteration 35Q (98.604461 sec): 3 clusters Score: Raw -500685.282670 + Penalty 6601.543045 = -494083.739626 nChanged 56 SP:Iteration 36Q (98.736697 sec): 3 clusters Score: Raw -500717.497721 + Penalty 6601.543045 = -494115.954677 nChanged 58 SP:Iteration 37Q (98.867699 sec): 3 clusters Score: Raw -500748.657841 + Penalty 6601.543045 = -494147.114796 nChanged 64 SP:Iteration 38Q (98.967939 sec): 3 clusters Score: Raw -500789.230243 + Penalty 6601.543045 = -494187.687198 nChanged 70 SP:Iteration 39Q (99.119588 sec): 3 clusters Score: Raw -500833.115070 + Penalty 6601.543045 = -494231.572025 nChanged 62 SP:Iteration 40F (99.256386 sec): 3 clusters Score: Raw -500874.583083 + Penalty 6601.543045 = -494273.040038 nChanged 69 SP:Iteration 41Q (99.386450 sec): 3 clusters Score: Raw -500932.253189 + Penalty 6601.543045 = -494330.710144 nChanged 67 SP:Iteration 42Q (99.494351 sec): 3 clusters Score: Raw -500977.248984 + Penalty 6601.543045 = -494375.705939 nChanged 63 SP:Iteration 43Q (99.629822 sec): 3 clusters Score: Raw -501010.427303 + Penalty 6601.543045 = -494408.884259 nChanged 41 SP:Iteration 44Q (99.784285 sec): 3 clusters Score: Raw -501030.397614 + Penalty 6601.543045 = -494428.854570 nChanged 35 SP:Iteration 45Q (99.895197 sec): 3 clusters Score: Raw -501046.303272 + Penalty 6601.543045 = -494444.760227 nChanged 28 SP:Iteration 46Q (100.049911 sec): 3 clusters Score: Raw -501058.935287 + Penalty 6601.543045 = -494457.392242 nChanged 29 SP:Iteration 47Q (100.188374 sec): 3 clusters Score: Raw -501072.983038 + Penalty 6601.543045 = -494471.439993 nChanged 20 SP:Iteration 48Q (100.333937 sec): 3 clusters Score: Raw -501081.098496 + Penalty 6601.543045 = -494479.555452 nChanged 14 SP:Iteration 49Q (100.480688 sec): 3 clusters Score: Raw -501086.115115 + Penalty 6601.543045 = -494484.572071 nChanged 11 SP:Iteration 50Q (100.601261 sec): 3 clusters Score: Raw -501089.242808 + Penalty 6601.543045 = -494487.699763 nChanged 12 SP:Iteration 51Q (100.763556 sec): 3 clusters Score: Raw -501093.020907 + Penalty 6601.543045 = -494491.477862 nChanged 15 SP:Iteration 52Q (100.871607 sec): 3 clusters Score: Raw -501099.765636 + Penalty 6601.543045 = -494498.222592 nChanged 19 SP:Iteration 53Q (100.982645 sec): 3 clusters Score: Raw -501106.764946 + Penalty 6601.543045 = -494505.221901 nChanged 15 SP:Iteration 54Q (101.137154 sec): 3 clusters Score: Raw -501112.962514 + Penalty 6601.543045 = -494511.419469 nChanged 15 SP:Iteration 55Q (101.243103 sec): 3 clusters Score: Raw -501118.027820 + Penalty 6601.543045 = -494516.484776 nChanged 10 SP:Iteration 56Q (101.391810 sec): 3 clusters Score: Raw -501122.181375 + Penalty 6601.543045 = -494520.638331 nChanged 11 SP:Iteration 57Q (101.495181 sec): 3 clusters Score: Raw -501126.703667 + Penalty 6601.543045 = -494525.160623 nChanged 14 SP:Iteration 58Q (101.645920 sec): 3 clusters Score: Raw -501132.303622 + Penalty 6601.543045 = -494530.760578 nChanged 11 SP:Iteration 59Q (101.768431 sec): 3 clusters Score: Raw -501136.902366 + Penalty 6601.543045 = -494535.359321 nChanged 14 SP:Iteration 60F (101.910443 sec): 3 clusters Score: Raw -501142.719865 + Penalty 6601.543045 = -494541.176820 nChanged 14 SP:Iteration 61Q (102.035911 sec): 3 clusters Score: Raw -501148.795348 + Penalty 6601.543045 = -494547.252303 nChanged 21 SP:Iteration 62Q (102.177885 sec): 3 clusters Score: Raw -501157.538844 + Penalty 6601.543045 = -494555.995800 nChanged 23 SP:Iteration 63Q (102.301385 sec): 3 clusters Score: Raw -501168.927440 + Penalty 6601.543045 = -494567.384395 nChanged 28 SP:Iteration 64Q (102.436802 sec): 3 clusters Score: Raw -501184.033051 + Penalty 6601.543045 = -494582.490006 nChanged 32 SP:Iteration 65Q (102.538137 sec): 3 clusters Score: Raw -501208.459119 + Penalty 6601.543045 = -494606.916074 nChanged 43 SP:Iteration 66Q (102.689362 sec): 3 clusters Score: Raw -501236.505483 + Penalty 6601.543045 = -494634.962438 nChanged 48 SP:Iteration 67Q (102.808589 sec): 3 clusters Score: Raw -501268.625365 + Penalty 6601.543045 = -494667.082321 nChanged 47 SP:Iteration 68Q (102.947987 sec): 3 clusters Score: Raw -501298.611325 + Penalty 6601.543045 = -494697.068281 nChanged 38 SP:Iteration 69Q (103.078907 sec): 3 clusters Score: Raw -501322.376103 + Penalty 6601.543045 = -494720.833058 nChanged 41 SP:Iteration 70Q (103.182456 sec): 3 clusters Score: Raw -501354.929665 + Penalty 6601.543045 = -494753.386621 nChanged 56 SP:Iteration 71Q (103.309558 sec): 3 clusters Score: Raw -501420.742594 + Penalty 6601.543045 = -494819.199550 nChanged 70 SP:Iteration 72Q (103.440338 sec): 3 clusters Score: Raw -501503.764975 + Penalty 6601.543045 = -494902.221930 nChanged 83 SP:Iteration 73Q (103.601397 sec): 3 clusters Score: Raw -501616.982663 + Penalty 6601.543045 = -495015.439619 nChanged 76 SP:Iteration 74Q (103.729038 sec): 3 clusters Score: Raw -501738.469049 + Penalty 6601.543045 = -495136.926005 nChanged 74 SP:Iteration 75Q (103.904106 sec): 3 clusters Score: Raw -501823.596822 + Penalty 6601.543045 = -495222.053777 nChanged 59 SP:Iteration 76Q (104.042469 sec): 3 clusters Score: Raw -501880.721767 + Penalty 6601.543045 = -495279.178722 nChanged 50 SP:Iteration 77Q (104.167168 sec): 3 clusters Score: Raw -501931.118824 + Penalty 6601.543045 = -495329.575779 nChanged 48 SP:Iteration 78Q (104.281200 sec): 3 clusters Score: Raw -501988.968259 + Penalty 6601.543045 = -495387.425214 nChanged 43 SP:Iteration 79Q (104.400521 sec): 3 clusters Score: Raw -502033.141324 + Penalty 6601.543045 = -495431.598279 nChanged 34 SP:Iteration 80F (104.542810 sec): 3 clusters Score: Raw -502065.439440 + Penalty 6601.543045 = -495463.896395 nChanged 33 SP:Iteration 81Q (104.682147 sec): 3 clusters Score: Raw -502093.534169 + Penalty 6601.543045 = -495491.991124 nChanged 25 SP:Iteration 82Q (104.838005 sec): 3 clusters Score: Raw -502111.145814 + Penalty 6601.543045 = -495509.602769 nChanged 21 SP:Iteration 83Q (104.953742 sec): 3 clusters Score: Raw -502125.138189 + Penalty 6601.543045 = -495523.595144 nChanged 7 SP:Iteration 84Q (105.105989 sec): 3 clusters Score: Raw -502127.778308 + Penalty 6601.543045 = -495526.235264 nChanged 6 SP:Iteration 85Q (105.254182 sec): 3 clusters Score: Raw -502130.289500 + Penalty 6601.543045 = -495528.746456 nChanged 4 SP:Iteration 86Q (105.371031 sec): 3 clusters Score: Raw -502132.690742 + Penalty 6601.543045 = -495531.147698 nChanged 5 SP:Iteration 87Q (105.520765 sec): 3 clusters Score: Raw -502134.382034 + Penalty 6601.543045 = -495532.838990 nChanged 1 SP:Iteration 88Q (105.637821 sec): 3 clusters Score: Raw -502134.736183 + Penalty 6601.543045 = -495533.193139 nChanged 0 SP:Iteration 89F (105.776934 sec): 3 clusters Score: Raw -502134.736183 + Penalty 6601.543045 = -495533.193139 nChanged 0 Score: Raw -1786157.612110 + Penalty 18775.520971 = -1767382.091138 Splitting cluster 2 changes total score from -1767457.515051 to -1767382.091138 So it's not getting split. Trying to split cluster 3 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.294953 sec): 2 clusters Score: Raw -76629.955822 + Penalty 2705.325178 = -73924.630645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.429935 sec): 3 clusters Score: Raw -76467.272064 + Penalty 5410.650356 = -71056.621708 nChanged 433 SP:Iteration 1F (106.531863 sec): 3 clusters Score: Raw -77350.646163 + Penalty 5410.650356 = -71939.995807 nChanged 152 SP:Iteration 2F (106.650813 sec): 3 clusters Score: Raw -77697.684122 + Penalty 5410.650356 = -72287.033766 nChanged 87 SP:Iteration 3F (106.787664 sec): 3 clusters Score: Raw -77927.391133 + Penalty 5410.650356 = -72516.740778 nChanged 72 SP:Iteration 4Q (106.892051 sec): 3 clusters Score: Raw -78133.440765 + Penalty 5410.650356 = -72722.790410 nChanged 51 SP:Iteration 5Q (107.039639 sec): 3 clusters Score: Raw -78322.672965 + Penalty 5410.650356 = -72912.022609 nChanged 51 SP:Iteration 6Q (107.138843 sec): 3 clusters Score: Raw -78533.593793 + Penalty 5410.650356 = -73122.943438 nChanged 57 SP:Iteration 7Q (107.274624 sec): 3 clusters Score: Raw -78743.192153 + Penalty 5410.650356 = -73332.541798 nChanged 57 SP:Iteration 8Q (107.399547 sec): 3 clusters Score: Raw -78881.809663 + Penalty 5410.650356 = -73471.159308 nChanged 33 SP:Iteration 9Q (107.496239 sec): 3 clusters Score: Raw -78956.339110 + Penalty 5410.650356 = -73545.688754 nChanged 23 SP:Iteration 10Q (107.626574 sec): 3 clusters Score: Raw -78997.888723 + Penalty 5410.650356 = -73587.238367 nChanged 15 SP:Iteration 11Q (107.719112 sec): 3 clusters Score: Raw -79035.361996 + Penalty 5410.650356 = -73624.711641 nChanged 11 SP:Iteration 12Q (107.860452 sec): 3 clusters Score: Raw -79063.149555 + Penalty 5410.650356 = -73652.499200 nChanged 5 SP:Iteration 13Q (107.963041 sec): 3 clusters Score: Raw -79077.470758 + Penalty 5410.650356 = -73666.820402 nChanged 8 SP:Iteration 14Q (108.074677 sec): 3 clusters Score: Raw -79109.110730 + Penalty 5410.650356 = -73698.460374 nChanged 10 SP:Iteration 15Q (108.182707 sec): 3 clusters Score: Raw -79134.217966 + Penalty 5410.650356 = -73723.567610 nChanged 8 SP:Iteration 16Q (108.323694 sec): 3 clusters Score: Raw -79165.576269 + Penalty 5410.650356 = -73754.925914 nChanged 9 SP:Iteration 17Q (108.445794 sec): 3 clusters Score: Raw -79195.658958 + Penalty 5410.650356 = -73785.008603 nChanged 8 SP:Iteration 18Q (108.566476 sec): 3 clusters Score: Raw -79214.672161 + Penalty 5410.650356 = -73804.021805 nChanged 6 SP:Iteration 19Q (108.659013 sec): 3 clusters Score: Raw -79224.264344 + Penalty 5410.650356 = -73813.613988 nChanged 6 SP:Iteration 20F (108.799905 sec): 3 clusters Score: Raw -79231.522214 + Penalty 5410.650356 = -73820.871858 nChanged 2 SP:Iteration 21Q (108.906785 sec): 3 clusters Score: Raw -79234.657397 + Penalty 5410.650356 = -73824.007041 nChanged 0 SP:Iteration 22F (109.037607 sec): 3 clusters Score: Raw -79234.657397 + Penalty 5410.650356 = -73824.007041 nChanged 0 Trying to split cluster 4 (5218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.110986 sec): 2 clusters Score: Raw -368126.058411 + Penalty 3171.431637 = -364954.626774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.235734 sec): 3 clusters Score: Raw -365851.525294 + Penalty 6342.863274 = -359508.662020 nChanged 1902 SP:Iteration 1F (109.345524 sec): 3 clusters Score: Raw -367049.446911 + Penalty 6342.863274 = -360706.583637 nChanged 429 SP:Iteration 2F (109.486367 sec): 3 clusters Score: Raw -367375.326394 + Penalty 6342.863274 = -361032.463120 nChanged 285 SP:Iteration 3F (109.618337 sec): 3 clusters Score: Raw -367611.769577 + Penalty 6342.863274 = -361268.906303 nChanged 232 SP:Iteration 4Q (109.737844 sec): 3 clusters Score: Raw -367798.203239 + Penalty 6342.863274 = -361455.339965 nChanged 217 SP:Iteration 5Q (109.872265 sec): 3 clusters Score: Raw -367955.070798 + Penalty 6342.863274 = -361612.207524 nChanged 174 SP:Iteration 6Q (109.994615 sec): 3 clusters Score: Raw -368091.552109 + Penalty 6342.863274 = -361748.688835 nChanged 159 SP:Iteration 7Q (110.127199 sec): 3 clusters Score: Raw -368228.739037 + Penalty 6342.863274 = -361885.875763 nChanged 152 SP:Iteration 8Q (110.249386 sec): 3 clusters Score: Raw -368362.987622 + Penalty 6342.863274 = -362020.124348 nChanged 145 SP:Iteration 9Q (110.353395 sec): 3 clusters Score: Raw -368501.114289 + Penalty 6342.863274 = -362158.251015 nChanged 166 SP:Iteration 10Q (110.510775 sec): 3 clusters Score: Raw -368645.281092 + Penalty 6342.863274 = -362302.417818 nChanged 157 SP:Iteration 11Q (110.603099 sec): 3 clusters Score: Raw -368758.530781 + Penalty 6342.863274 = -362415.667507 nChanged 140 SP:Iteration 12Q (110.738532 sec): 3 clusters Score: Raw -368868.951605 + Penalty 6342.863274 = -362526.088331 nChanged 125 SP:Iteration 13Q (110.886747 sec): 3 clusters Score: Raw -368964.604815 + Penalty 6342.863274 = -362621.741541 nChanged 103 SP:Iteration 14Q (111.007055 sec): 3 clusters Score: Raw -369034.052591 + Penalty 6342.863274 = -362691.189317 nChanged 85 SP:Iteration 15Q (111.139322 sec): 3 clusters Score: Raw -369080.605201 + Penalty 6342.863274 = -362737.741927 nChanged 66 SP:Iteration 16Q (111.270440 sec): 3 clusters Score: Raw -369113.864526 + Penalty 6342.863274 = -362771.001252 nChanged 60 SP:Iteration 17Q (111.372025 sec): 3 clusters Score: Raw -369141.071679 + Penalty 6342.863274 = -362798.208405 nChanged 45 SP:Iteration 18Q (111.501678 sec): 3 clusters Score: Raw -369163.904154 + Penalty 6342.863274 = -362821.040879 nChanged 43 SP:Iteration 19Q (111.654722 sec): 3 clusters Score: Raw -369187.784641 + Penalty 6342.863274 = -362844.921367 nChanged 48 SP:Iteration 20F (111.760790 sec): 3 clusters Score: Raw -369217.415444 + Penalty 6342.863274 = -362874.552170 nChanged 50 SP:Iteration 21Q (111.907728 sec): 3 clusters Score: Raw -369248.256083 + Penalty 6342.863274 = -362905.392809 nChanged 50 SP:Iteration 22Q (112.043534 sec): 3 clusters Score: Raw -369274.017322 + Penalty 6342.863274 = -362931.154048 nChanged 38 SP:Iteration 23Q (112.164845 sec): 3 clusters Score: Raw -369293.465099 + Penalty 6342.863274 = -362950.601825 nChanged 32 SP:Iteration 24Q (112.300425 sec): 3 clusters Score: Raw -369307.605274 + Penalty 6342.863274 = -362964.742000 nChanged 27 SP:Iteration 25Q (112.440564 sec): 3 clusters Score: Raw -369319.704857 + Penalty 6342.863274 = -362976.841583 nChanged 27 SP:Iteration 26Q (112.545616 sec): 3 clusters Score: Raw -369330.003898 + Penalty 6342.863274 = -362987.140624 nChanged 22 SP:Iteration 27Q (112.705429 sec): 3 clusters Score: Raw -369339.960013 + Penalty 6342.863274 = -362997.096739 nChanged 22 SP:Iteration 28Q (112.823974 sec): 3 clusters Score: Raw -369349.423783 + Penalty 6342.863274 = -363006.560508 nChanged 12 SP:Iteration 29Q (112.944412 sec): 3 clusters Score: Raw -369355.229781 + Penalty 6342.863274 = -363012.366507 nChanged 12 SP:Iteration 30Q (113.081748 sec): 3 clusters Score: Raw -369359.336861 + Penalty 6342.863274 = -363016.473587 nChanged 11 SP:Iteration 31Q (113.198966 sec): 3 clusters Score: Raw -369363.164567 + Penalty 6342.863274 = -363020.301293 nChanged 14 SP:Iteration 32Q (113.365875 sec): 3 clusters Score: Raw -369367.718065 + Penalty 6342.863274 = -363024.854791 nChanged 15 SP:Iteration 33Q (113.489136 sec): 3 clusters Score: Raw -369372.800859 + Penalty 6342.863274 = -363029.937585 nChanged 20 SP:Iteration 34Q (113.605749 sec): 3 clusters Score: Raw -369381.658592 + Penalty 6342.863274 = -363038.795318 nChanged 13 SP:Iteration 35Q (113.741161 sec): 3 clusters Score: Raw -369385.610095 + Penalty 6342.863274 = -363042.746821 nChanged 6 SP:Iteration 36Q (113.897846 sec): 3 clusters Score: Raw -369387.617214 + Penalty 6342.863274 = -363044.753940 nChanged 10 SP:Iteration 37Q (114.030725 sec): 3 clusters Score: Raw -369391.880085 + Penalty 6342.863274 = -363049.016811 nChanged 9 SP:Iteration 38Q (114.155916 sec): 3 clusters Score: Raw -369394.440198 + Penalty 6342.863274 = -363051.576924 nChanged 11 SP:Iteration 39Q (114.304111 sec): 3 clusters Score: Raw -369398.504600 + Penalty 6342.863274 = -363055.641326 nChanged 10 SP:Iteration 40F (114.421684 sec): 3 clusters Score: Raw -369404.887537 + Penalty 6342.863274 = -363062.024263 nChanged 17 SP:Iteration 41Q (114.567671 sec): 3 clusters Score: Raw -369414.821359 + Penalty 6342.863274 = -363071.958085 nChanged 18 SP:Iteration 42Q (114.660511 sec): 3 clusters Score: Raw -369424.604938 + Penalty 6342.863274 = -363081.741664 nChanged 20 SP:Iteration 43Q (114.787632 sec): 3 clusters Score: Raw -369433.725007 + Penalty 6342.863274 = -363090.861733 nChanged 23 SP:Iteration 44Q (114.924876 sec): 3 clusters Score: Raw -369443.351265 + Penalty 6342.863274 = -363100.487991 nChanged 17 SP:Iteration 45Q (115.057192 sec): 3 clusters Score: Raw -369451.431074 + Penalty 6342.863274 = -363108.567800 nChanged 21 SP:Iteration 46Q (115.161033 sec): 3 clusters Score: Raw -369460.934324 + Penalty 6342.863274 = -363118.071049 nChanged 12 SP:Iteration 47Q (115.285935 sec): 3 clusters Score: Raw -369465.194644 + Penalty 6342.863274 = -363122.331370 nChanged 9 SP:Iteration 48Q (115.409918 sec): 3 clusters Score: Raw -369469.371007 + Penalty 6342.863274 = -363126.507733 nChanged 7 SP:Iteration 49Q (115.546836 sec): 3 clusters Score: Raw -369473.225612 + Penalty 6342.863274 = -363130.362338 nChanged 9 SP:Iteration 50Q (115.692889 sec): 3 clusters Score: Raw -369477.023622 + Penalty 6342.863274 = -363134.160348 nChanged 7 SP:Iteration 51Q (115.804708 sec): 3 clusters Score: Raw -369480.875870 + Penalty 6342.863274 = -363138.012596 nChanged 12 SP:Iteration 52Q (115.921141 sec): 3 clusters Score: Raw -369484.779645 + Penalty 6342.863274 = -363141.916371 nChanged 10 SP:Iteration 53Q (116.049684 sec): 3 clusters Score: Raw -369488.507607 + Penalty 6342.863274 = -363145.644333 nChanged 6 SP:Iteration 54Q (116.181372 sec): 3 clusters Score: Raw -369490.855981 + Penalty 6342.863274 = -363147.992707 nChanged 8 SP:Iteration 55Q (116.320417 sec): 3 clusters Score: Raw -369494.288529 + Penalty 6342.863274 = -363151.425255 nChanged 6 SP:Iteration 56Q (116.440370 sec): 3 clusters Score: Raw -369496.048258 + Penalty 6342.863274 = -363153.184984 nChanged 5 SP:Iteration 57Q (116.563022 sec): 3 clusters Score: Raw -369497.358661 + Penalty 6342.863274 = -363154.495387 nChanged 4 SP:Iteration 58Q (116.700274 sec): 3 clusters Score: Raw -369498.371971 + Penalty 6342.863274 = -363155.508697 nChanged 4 SP:Iteration 59Q (116.810904 sec): 3 clusters Score: Raw -369499.558812 + Penalty 6342.863274 = -363156.695538 nChanged 5 SP:Iteration 60F (116.969673 sec): 3 clusters Score: Raw -369501.734551 + Penalty 6342.863274 = -363158.871277 nChanged 8 SP:Iteration 61Q (117.058806 sec): 3 clusters Score: Raw -369504.061991 + Penalty 6342.863274 = -363161.198717 nChanged 3 SP:Iteration 62Q (117.190911 sec): 3 clusters Score: Raw -369505.113490 + Penalty 6342.863274 = -363162.250216 nChanged 2 SP:Iteration 63Q (117.349511 sec): 3 clusters Score: Raw -369505.676496 + Penalty 6342.863274 = -363162.813222 nChanged 3 SP:Iteration 64Q (117.470138 sec): 3 clusters Score: Raw -369506.566084 + Penalty 6342.863274 = -363163.702809 nChanged 4 SP:Iteration 65Q (117.599523 sec): 3 clusters Score: Raw -369508.776867 + Penalty 6342.863274 = -363165.913593 nChanged 3 SP:Iteration 66Q (117.712349 sec): 3 clusters Score: Raw -369509.665795 + Penalty 6342.863274 = -363166.802521 nChanged 3 SP:Iteration 67Q (117.866417 sec): 3 clusters Score: Raw -369510.302324 + Penalty 6342.863274 = -363167.439050 nChanged 2 SP:Iteration 68Q (117.992955 sec): 3 clusters Score: Raw -369510.703903 + Penalty 6342.863274 = -363167.840629 nChanged 0 SP:Iteration 69F (118.125777 sec): 3 clusters Score: Raw -369510.703903 + Penalty 6342.863274 = -363167.840629 nChanged 0 Time taken for this iteration:117.609851 seconds. 2->5 Clusters: Score -1767457.515051, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (118.326173 sec): 3 clusters Score: Raw -1709541.334531 + Penalty 7510.208389 = -1702031.126142 nChanged 11455 Iteration 1F (118.508601 sec): 3 clusters Score: Raw -1726624.335033 + Penalty 7510.208389 = -1719114.126644 nChanged 5537 Iteration 2F (118.686334 sec): 3 clusters Score: Raw -1752066.553786 + Penalty 7510.208389 = -1744556.345398 nChanged 3698 Iteration 3F (118.868989 sec): 3 clusters Score: Raw -1759707.899134 + Penalty 7510.208389 = -1752197.690745 nChanged 1236 Iteration 4Q (119.048209 sec): 3 clusters Score: Raw -1760594.130477 + Penalty 7510.208389 = -1753083.922088 nChanged 439 Iteration 5Q (119.218910 sec): 3 clusters Score: Raw -1760820.125733 + Penalty 7510.208389 = -1753309.917344 nChanged 233 Iteration 6Q (119.390923 sec): 3 clusters Score: Raw -1760929.271467 + Penalty 7510.208389 = -1753419.063079 nChanged 155 Iteration 7Q (119.552058 sec): 3 clusters Score: Raw -1761007.776155 + Penalty 7510.208389 = -1753497.567767 nChanged 138 Iteration 8Q (119.717905 sec): 3 clusters Score: Raw -1761068.402465 + Penalty 7510.208389 = -1753558.194077 nChanged 130 Iteration 9Q (119.897666 sec): 3 clusters Score: Raw -1761138.443887 + Penalty 7510.208389 = -1753628.235498 nChanged 123 Iteration 10Q (120.065536 sec): 3 clusters Score: Raw -1761205.830467 + Penalty 7510.208389 = -1753695.622078 nChanged 113 Iteration 11Q (120.269064 sec): 3 clusters Score: Raw -1761256.804751 + Penalty 7510.208389 = -1753746.596362 nChanged 86 Iteration 12Q (120.432636 sec): 3 clusters Score: Raw -1761285.665747 + Penalty 7510.208389 = -1753775.457358 nChanged 85 Iteration 13Q (120.584490 sec): 3 clusters Score: Raw -1761309.607939 + Penalty 7510.208389 = -1753799.399550 nChanged 71 Iteration 14Q (120.740380 sec): 3 clusters Score: Raw -1761325.007054 + Penalty 7510.208389 = -1753814.798666 nChanged 61 Iteration 15Q (120.895989 sec): 3 clusters Score: Raw -1761335.922077 + Penalty 7510.208389 = -1753825.713688 nChanged 45 Iteration 16Q (121.078500 sec): 3 clusters Score: Raw -1761341.041838 + Penalty 7510.208389 = -1753830.833449 nChanged 28 Iteration 17Q (121.225605 sec): 3 clusters Score: Raw -1761344.973975 + Penalty 7510.208389 = -1753834.765587 nChanged 20 Iteration 18Q (121.403139 sec): 3 clusters Score: Raw -1761346.893262 + Penalty 7510.208389 = -1753836.684873 nChanged 16 Iteration 19Q (121.582342 sec): 3 clusters Score: Raw -1761348.552500 + Penalty 7510.208389 = -1753838.344111 nChanged 20 Writing temp clu file Because OldScore, -1753836.684873, is greater than current (better) Score,-1753838.344111 Compute initial score before splitting: Score: Raw -1761348.552500 + Penalty 7510.208389 = -1753838.344111 Trying to split cluster 1 (8668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.706696 sec): 2 clusters Score: Raw -534777.836130 + Penalty 3359.469241 = -531418.366889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.847587 sec): 3 clusters Score: Raw -530779.445191 + Penalty 6718.938482 = -524060.506710 nChanged 3433 SP:Iteration 1F (121.982065 sec): 3 clusters Score: Raw -534147.582516 + Penalty 6718.938482 = -527428.644034 nChanged 1117 SP:Iteration 2F (122.130210 sec): 3 clusters Score: Raw -536073.636465 + Penalty 6718.938482 = -529354.697983 nChanged 1039 SP:Iteration 3F (122.263844 sec): 3 clusters Score: Raw -537783.360833 + Penalty 6718.938482 = -531064.422352 nChanged 820 SP:Iteration 4F (122.400743 sec): 3 clusters Score: Raw -539008.434472 + Penalty 6718.938482 = -532289.495990 nChanged 507 SP:Iteration 5F (122.545231 sec): 3 clusters Score: Raw -539857.260810 + Penalty 6718.938482 = -533138.322328 nChanged 408 SP:Iteration 6Q (122.677883 sec): 3 clusters Score: Raw -540710.974889 + Penalty 6718.938482 = -533992.036407 nChanged 391 SP:Iteration 7Q (122.802492 sec): 3 clusters Score: Raw -541384.026445 + Penalty 6718.938482 = -534665.087963 nChanged 313 SP:Iteration 8Q (122.975351 sec): 3 clusters Score: Raw -541808.147221 + Penalty 6718.938482 = -535089.208740 nChanged 214 SP:Iteration 9Q (123.101637 sec): 3 clusters Score: Raw -542081.030442 + Penalty 6718.938482 = -535362.091960 nChanged 160 SP:Iteration 10Q (123.263827 sec): 3 clusters Score: Raw -542263.018720 + Penalty 6718.938482 = -535544.080238 nChanged 101 SP:Iteration 11Q (123.406367 sec): 3 clusters Score: Raw -542381.870963 + Penalty 6718.938482 = -535662.932482 nChanged 65 SP:Iteration 12Q (123.558701 sec): 3 clusters Score: Raw -542434.058687 + Penalty 6718.938482 = -535715.120205 nChanged 32 SP:Iteration 13Q (123.687932 sec): 3 clusters Score: Raw -542450.157560 + Penalty 6718.938482 = -535731.219078 nChanged 13 SP:Iteration 14Q (123.833549 sec): 3 clusters Score: Raw -542458.010503 + Penalty 6718.938482 = -535739.072021 nChanged 11 SP:Iteration 15Q (123.969138 sec): 3 clusters Score: Raw -542470.722638 + Penalty 6718.938482 = -535751.784157 nChanged 9 SP:Iteration 16Q (124.103446 sec): 3 clusters Score: Raw -542479.525058 + Penalty 6718.938482 = -535760.586576 nChanged 6 SP:Iteration 17Q (124.238068 sec): 3 clusters Score: Raw -542482.821213 + Penalty 6718.938482 = -535763.882731 nChanged 11 SP:Iteration 18Q (124.354651 sec): 3 clusters Score: Raw -542489.132786 + Penalty 6718.938482 = -535770.194305 nChanged 8 SP:Iteration 19Q (124.517098 sec): 3 clusters Score: Raw -542508.941860 + Penalty 6718.938482 = -535790.003379 nChanged 8 SP:Iteration 20F (124.664498 sec): 3 clusters Score: Raw -542567.173008 + Penalty 6718.938482 = -535848.234526 nChanged 16 SP:Iteration 21Q (124.769986 sec): 3 clusters Score: Raw -542591.711330 + Penalty 6718.938482 = -535872.772849 nChanged 19 SP:Iteration 22Q (124.933910 sec): 3 clusters Score: Raw -542601.289978 + Penalty 6718.938482 = -535882.351496 nChanged 12 SP:Iteration 23Q (125.079644 sec): 3 clusters Score: Raw -542606.723325 + Penalty 6718.938482 = -535887.784843 nChanged 7 SP:Iteration 24Q (125.210427 sec): 3 clusters Score: Raw -542610.377182 + Penalty 6718.938482 = -535891.438700 nChanged 6 SP:Iteration 25Q (125.342484 sec): 3 clusters Score: Raw -542613.299410 + Penalty 6718.938482 = -535894.360928 nChanged 5 SP:Iteration 26Q (125.505275 sec): 3 clusters Score: Raw -542615.061770 + Penalty 6718.938482 = -535896.123288 nChanged 3 SP:Iteration 27Q (125.607964 sec): 3 clusters Score: Raw -542616.924645 + Penalty 6718.938482 = -535897.986164 nChanged 1 SP:Iteration 28Q (125.754430 sec): 3 clusters Score: Raw -542617.289253 + Penalty 6718.938482 = -535898.350771 nChanged 0 SP:Iteration 29F (125.898554 sec): 3 clusters Score: Raw -542617.289253 + Penalty 6718.938482 = -535898.350771 nChanged 0 Score: Raw -1769189.617908 + Penalty 11265.312583 = -1757924.305325 Splitting cluster 1 changes total score from -1753838.344111 to -1757924.305325 So it's getting split into cluster 3. Trying to split cluster 2 (16473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.294231 sec): 2 clusters Score: Raw -1243276.188035 + Penalty 3597.361583 = -1239678.826452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.457629 sec): 3 clusters Score: Raw -1234327.147283 + Penalty 7194.723165 = -1227132.424118 nChanged 6942 SP:Iteration 1F (126.660915 sec): 3 clusters Score: Raw -1238699.729548 + Penalty 7194.723165 = -1231505.006383 nChanged 1614 SP:Iteration 2F (126.834991 sec): 3 clusters Score: Raw -1240743.832446 + Penalty 7194.723165 = -1233549.109280 nChanged 1913 SP:Iteration 3F (127.010397 sec): 3 clusters Score: Raw -1243667.831773 + Penalty 7194.723165 = -1236473.108608 nChanged 1749 SP:Iteration 4F (127.153446 sec): 3 clusters Score: Raw -1245970.526044 + Penalty 7194.723165 = -1238775.802878 nChanged 1214 SP:Iteration 5F (127.350330 sec): 3 clusters Score: Raw -1247273.333048 + Penalty 7194.723165 = -1240078.609882 nChanged 771 SP:Iteration 6Q (127.510709 sec): 3 clusters Score: Raw -1247864.186357 + Penalty 7194.723165 = -1240669.463192 nChanged 510 SP:Iteration 7Q (127.649552 sec): 3 clusters Score: Raw -1248151.901121 + Penalty 7194.723165 = -1240957.177955 nChanged 333 SP:Iteration 8Q (127.823187 sec): 3 clusters Score: Raw -1248302.373530 + Penalty 7194.723165 = -1241107.650365 nChanged 220 SP:Iteration 9Q (127.988600 sec): 3 clusters Score: Raw -1248379.888230 + Penalty 7194.723165 = -1241185.165064 nChanged 140 SP:Iteration 10Q (128.148093 sec): 3 clusters Score: Raw -1248419.087248 + Penalty 7194.723165 = -1241224.364083 nChanged 98 SP:Iteration 11Q (128.316151 sec): 3 clusters Score: Raw -1248440.406869 + Penalty 7194.723165 = -1241245.683704 nChanged 70 SP:Iteration 12Q (128.446800 sec): 3 clusters Score: Raw -1248455.973583 + Penalty 7194.723165 = -1241261.250418 nChanged 54 SP:Iteration 13Q (128.598388 sec): 3 clusters Score: Raw -1248467.082493 + Penalty 7194.723165 = -1241272.359328 nChanged 32 SP:Iteration 14Q (128.784558 sec): 3 clusters Score: Raw -1248472.556078 + Penalty 7194.723165 = -1241277.832913 nChanged 21 SP:Iteration 15Q (128.927320 sec): 3 clusters Score: Raw -1248475.433207 + Penalty 7194.723165 = -1241280.710041 nChanged 15 SP:Iteration 16Q (129.063013 sec): 3 clusters Score: Raw -1248477.523898 + Penalty 7194.723165 = -1241282.800733 nChanged 10 SP:Iteration 17Q (129.239051 sec): 3 clusters Score: Raw -1248478.943583 + Penalty 7194.723165 = -1241284.220417 nChanged 10 SP:Iteration 18Q (129.382234 sec): 3 clusters Score: Raw -1248480.475125 + Penalty 7194.723165 = -1241285.751960 nChanged 8 SP:Iteration 19Q (129.551626 sec): 3 clusters Score: Raw -1248481.380633 + Penalty 7194.723165 = -1241286.657467 nChanged 6 SP:Iteration 20F (129.704413 sec): 3 clusters Score: Raw -1248482.187683 + Penalty 7194.723165 = -1241287.464518 nChanged 2 SP:Iteration 21Q (129.845708 sec): 3 clusters Score: Raw -1248482.649946 + Penalty 7194.723165 = -1241287.926781 nChanged 3 SP:Iteration 22Q (130.010921 sec): 3 clusters Score: Raw -1248483.205919 + Penalty 7194.723165 = -1241288.482754 nChanged 5 SP:Iteration 23Q (130.197337 sec): 3 clusters Score: Raw -1248483.862522 + Penalty 7194.723165 = -1241289.139357 nChanged 2 SP:Iteration 24Q (130.356293 sec): 3 clusters Score: Raw -1248484.122558 + Penalty 7194.723165 = -1241289.399392 nChanged 1 SP:Iteration 25Q (130.517175 sec): 3 clusters Score: Raw -1248484.275779 + Penalty 7194.723165 = -1241289.552614 nChanged 1 SP:Iteration 26Q (130.652501 sec): 3 clusters Score: Raw -1248484.605309 + Penalty 7194.723165 = -1241289.882144 nChanged 0 SP:Iteration 27F (130.822185 sec): 3 clusters Score: Raw -1248484.605309 + Penalty 7194.723165 = -1241289.882144 nChanged 0 Score: Raw -1774398.035183 + Penalty 15020.416777 = -1759377.618406 Splitting cluster 2 changes total score from -1753838.344111 to -1759377.618406 So it's getting split into cluster 4. Iteration 20F (131.557610 sec): 5 clusters Score: Raw -1776722.341755 + Penalty 15020.416777 = -1761701.924978 nChanged 1100 Iteration 21Q (131.861493 sec): 5 clusters Score: Raw -1777809.452840 + Penalty 15020.416777 = -1762789.036062 nChanged 580 Iteration 22Q (132.183522 sec): 5 clusters Score: Raw -1778095.269909 + Penalty 15020.416777 = -1763074.853132 nChanged 369 Iteration 23Q (132.505917 sec): 5 clusters Score: Raw -1778258.319948 + Penalty 15020.416777 = -1763237.903171 nChanged 285 Iteration 24Q (132.836790 sec): 5 clusters Score: Raw -1778382.113543 + Penalty 15020.416777 = -1763361.696765 nChanged 260 Iteration 25Q (133.156217 sec): 5 clusters Score: Raw -1778499.099664 + Penalty 15020.416777 = -1763478.682887 nChanged 270 Iteration 26Q (133.460262 sec): 5 clusters Score: Raw -1778628.981511 + Penalty 15020.416777 = -1763608.564734 nChanged 263 Iteration 27Q (133.801442 sec): 5 clusters Score: Raw -1778766.859067 + Penalty 15020.416777 = -1763746.442289 nChanged 287 Iteration 28Q (134.116429 sec): 5 clusters Score: Raw -1778910.956398 + Penalty 15020.416777 = -1763890.539621 nChanged 269 Iteration 29Q (134.437686 sec): 5 clusters Score: Raw -1779046.557037 + Penalty 15020.416777 = -1764026.140260 nChanged 240 Iteration 30Q (134.749445 sec): 5 clusters Score: Raw -1779151.818849 + Penalty 15020.416777 = -1764131.402071 nChanged 228 Iteration 31Q (135.070752 sec): 5 clusters Score: Raw -1779271.561684 + Penalty 15020.416777 = -1764251.144907 nChanged 217 Iteration 32Q (135.406996 sec): 5 clusters Score: Raw -1779400.998246 + Penalty 15020.416777 = -1764380.581468 nChanged 222 Iteration 33Q (135.717141 sec): 5 clusters Score: Raw -1779517.406929 + Penalty 15020.416777 = -1764496.990152 nChanged 181 Iteration 34Q (136.040847 sec): 5 clusters Score: Raw -1779617.458242 + Penalty 15020.416777 = -1764597.041465 nChanged 194 Iteration 35Q (136.386481 sec): 5 clusters Score: Raw -1779721.342827 + Penalty 15020.416777 = -1764700.926049 nChanged 179 Iteration 36Q (136.683510 sec): 5 clusters Score: Raw -1779837.516727 + Penalty 15020.416777 = -1764817.099950 nChanged 167 Iteration 37Q (136.987551 sec): 5 clusters Score: Raw -1779949.632871 + Penalty 15020.416777 = -1764929.216094 nChanged 152 Iteration 38Q (137.327648 sec): 5 clusters Score: Raw -1780105.720653 + Penalty 15020.416777 = -1765085.303876 nChanged 183 Iteration 39Q (137.684739 sec): 5 clusters Score: Raw -1780293.666229 + Penalty 15020.416777 = -1765273.249452 nChanged 200 Iteration 40F (138.020696 sec): 5 clusters Score: Raw -1780898.239772 + Penalty 15020.416777 = -1765877.822995 nChanged 293 Iteration 41Q (138.347146 sec): 5 clusters Score: Raw -1781390.147972 + Penalty 15020.416777 = -1766369.731194 nChanged 360 Iteration 42Q (138.673096 sec): 5 clusters Score: Raw -1781647.441775 + Penalty 15020.416777 = -1766627.024998 nChanged 305 Iteration 43Q (138.978238 sec): 5 clusters Score: Raw -1781791.229977 + Penalty 15020.416777 = -1766770.813200 nChanged 241 Iteration 44Q (139.308471 sec): 5 clusters Score: Raw -1781880.236902 + Penalty 15020.416777 = -1766859.820125 nChanged 209 Iteration 45Q (139.630028 sec): 5 clusters Score: Raw -1781950.677654 + Penalty 15020.416777 = -1766930.260876 nChanged 169 Iteration 46Q (139.986433 sec): 5 clusters Score: Raw -1782001.951345 + Penalty 15020.416777 = -1766981.534568 nChanged 146 Iteration 47Q (140.315776 sec): 5 clusters Score: Raw -1782041.237343 + Penalty 15020.416777 = -1767020.820566 nChanged 102 Iteration 48Q (140.639067 sec): 5 clusters Score: Raw -1782066.447946 + Penalty 15020.416777 = -1767046.031169 nChanged 91 Iteration 49Q (140.936698 sec): 5 clusters Score: Raw -1782090.623075 + Penalty 15020.416777 = -1767070.206298 nChanged 75 Iteration 50Q (141.252812 sec): 5 clusters Score: Raw -1782109.358924 + Penalty 15020.416777 = -1767088.942147 nChanged 74 Iteration 51Q (141.558489 sec): 5 clusters Score: Raw -1782126.210469 + Penalty 15020.416777 = -1767105.793692 nChanged 70 Iteration 52Q (141.890464 sec): 5 clusters Score: Raw -1782139.914588 + Penalty 15020.416777 = -1767119.497811 nChanged 50 Iteration 53Q (142.196870 sec): 5 clusters Score: Raw -1782150.985969 + Penalty 15020.416777 = -1767130.569192 nChanged 58 Iteration 54Q (142.515095 sec): 5 clusters Score: Raw -1782163.710177 + Penalty 15020.416777 = -1767143.293400 nChanged 48 Iteration 55Q (142.847446 sec): 5 clusters Score: Raw -1782172.443180 + Penalty 15020.416777 = -1767152.026403 nChanged 34 Iteration 56Q (143.163655 sec): 5 clusters Score: Raw -1782177.910877 + Penalty 15020.416777 = -1767157.494100 nChanged 16 Iteration 57Q (143.484190 sec): 5 clusters Score: Raw -1782180.877818 + Penalty 15020.416777 = -1767160.461041 nChanged 17 Iteration 58Q (143.821057 sec): 5 clusters Score: Raw -1782184.043663 + Penalty 15020.416777 = -1767163.626886 nChanged 19 Writing temp clu file Because OldScore, -1767160.461041, is greater than current (better) Score,-1767163.626886 Compute initial score before splitting: Score: Raw -1782184.043663 + Penalty 15020.416777 = -1767163.626886 Trying to split cluster 1 (1545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.932511 sec): 2 clusters Score: Raw -80052.297334 + Penalty 2720.499690 = -77331.797644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.047855 sec): 3 clusters Score: Raw -79851.559844 + Penalty 5440.999379 = -74410.560465 nChanged 417 SP:Iteration 1F (144.131311 sec): 3 clusters Score: Raw -80572.285443 + Penalty 5440.999379 = -75131.286064 nChanged 154 SP:Iteration 2F (144.276744 sec): 3 clusters Score: Raw -80963.662344 + Penalty 5440.999379 = -75522.662965 nChanged 114 SP:Iteration 3F (144.399446 sec): 3 clusters Score: Raw -81317.522141 + Penalty 5440.999379 = -75876.522762 nChanged 78 SP:Iteration 4F (144.490411 sec): 3 clusters Score: Raw -81549.286147 + Penalty 5440.999379 = -76108.286768 nChanged 64 SP:Iteration 5Q (144.601241 sec): 3 clusters Score: Raw -81681.330140 + Penalty 5440.999379 = -76240.330760 nChanged 35 SP:Iteration 6Q (144.737172 sec): 3 clusters Score: Raw -81728.137405 + Penalty 5440.999379 = -76287.138026 nChanged 27 SP:Iteration 7Q (144.861594 sec): 3 clusters Score: Raw -81769.441124 + Penalty 5440.999379 = -76328.441745 nChanged 24 SP:Iteration 8Q (144.954961 sec): 3 clusters Score: Raw -81814.561521 + Penalty 5440.999379 = -76373.562142 nChanged 25 SP:Iteration 9Q (145.084205 sec): 3 clusters Score: Raw -81864.712711 + Penalty 5440.999379 = -76423.713332 nChanged 26 SP:Iteration 10Q (145.204252 sec): 3 clusters Score: Raw -81950.427488 + Penalty 5440.999379 = -76509.428109 nChanged 23 SP:Iteration 11Q (145.354751 sec): 3 clusters Score: Raw -82039.144943 + Penalty 5440.999379 = -76598.145564 nChanged 24 SP:Iteration 12Q (145.455992 sec): 3 clusters Score: Raw -82093.785523 + Penalty 5440.999379 = -76652.786144 nChanged 18 SP:Iteration 13Q (145.572078 sec): 3 clusters Score: Raw -82124.740512 + Penalty 5440.999379 = -76683.741132 nChanged 20 SP:Iteration 14Q (145.692429 sec): 3 clusters Score: Raw -82145.040671 + Penalty 5440.999379 = -76704.041292 nChanged 8 SP:Iteration 15Q (145.835680 sec): 3 clusters Score: Raw -82154.696621 + Penalty 5440.999379 = -76713.697242 nChanged 8 SP:Iteration 16Q (145.931461 sec): 3 clusters Score: Raw -82169.268209 + Penalty 5440.999379 = -76728.268830 nChanged 8 SP:Iteration 17Q (146.084824 sec): 3 clusters Score: Raw -82180.612495 + Penalty 5440.999379 = -76739.613116 nChanged 4 SP:Iteration 18Q (146.196557 sec): 3 clusters Score: Raw -82185.376265 + Penalty 5440.999379 = -76744.376886 nChanged 1 SP:Iteration 19Q (146.310912 sec): 3 clusters Score: Raw -82187.010967 + Penalty 5440.999379 = -76746.011588 nChanged 1 SP:Iteration 20F (146.433471 sec): 3 clusters Score: Raw -82187.845031 + Penalty 5440.999379 = -76746.845652 nChanged 1 SP:Iteration 21Q (146.550407 sec): 3 clusters Score: Raw -82188.936021 + Penalty 5440.999379 = -76747.936642 nChanged 0 SP:Iteration 22F (146.649866 sec): 3 clusters Score: Raw -82188.936021 + Penalty 5440.999379 = -76747.936642 nChanged 0 Trying to split cluster 2 (6003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.741601 sec): 2 clusters Score: Raw -427515.600884 + Penalty 3223.355418 = -424292.245466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.854515 sec): 3 clusters Score: Raw -424819.075047 + Penalty 6446.710836 = -418372.364211 nChanged 2270 SP:Iteration 1F (147.023455 sec): 3 clusters Score: Raw -426183.206735 + Penalty 6446.710836 = -419736.495899 nChanged 445 SP:Iteration 2F (147.153577 sec): 3 clusters Score: Raw -426478.993987 + Penalty 6446.710836 = -420032.283151 nChanged 298 SP:Iteration 3Q (147.271724 sec): 3 clusters Score: Raw -426698.314985 + Penalty 6446.710836 = -420251.604149 nChanged 260 SP:Iteration 4Q (147.416160 sec): 3 clusters Score: Raw -426910.754334 + Penalty 6446.710836 = -420464.043498 nChanged 229 SP:Iteration 5Q (147.551323 sec): 3 clusters Score: Raw -427112.437604 + Penalty 6446.710836 = -420665.726768 nChanged 237 SP:Iteration 6Q (147.694254 sec): 3 clusters Score: Raw -427327.834918 + Penalty 6446.710836 = -420881.124082 nChanged 259 SP:Iteration 7Q (147.813497 sec): 3 clusters Score: Raw -427587.308652 + Penalty 6446.710836 = -421140.597816 nChanged 265 SP:Iteration 8Q (147.958679 sec): 3 clusters Score: Raw -427859.998229 + Penalty 6446.710836 = -421413.287393 nChanged 257 SP:Iteration 9Q (148.090982 sec): 3 clusters Score: Raw -428107.517817 + Penalty 6446.710836 = -421660.806981 nChanged 242 SP:Iteration 10Q (148.201539 sec): 3 clusters Score: Raw -428321.895756 + Penalty 6446.710836 = -421875.184920 nChanged 238 SP:Iteration 11Q (148.368475 sec): 3 clusters Score: Raw -428533.698975 + Penalty 6446.710836 = -422086.988139 nChanged 222 SP:Iteration 12Q (148.506766 sec): 3 clusters Score: Raw -428739.777102 + Penalty 6446.710836 = -422293.066266 nChanged 203 SP:Iteration 13Q (148.639163 sec): 3 clusters Score: Raw -428910.098790 + Penalty 6446.710836 = -422463.387954 nChanged 183 SP:Iteration 14Q (148.738642 sec): 3 clusters Score: Raw -429057.482137 + Penalty 6446.710836 = -422610.771301 nChanged 142 SP:Iteration 15Q (148.863738 sec): 3 clusters Score: Raw -429163.806890 + Penalty 6446.710836 = -422717.096054 nChanged 103 SP:Iteration 16Q (148.995235 sec): 3 clusters Score: Raw -429238.276105 + Penalty 6446.710836 = -422791.565269 nChanged 83 SP:Iteration 17Q (149.145451 sec): 3 clusters Score: Raw -429293.767352 + Penalty 6446.710836 = -422847.056517 nChanged 63 SP:Iteration 18Q (149.278057 sec): 3 clusters Score: Raw -429327.735105 + Penalty 6446.710836 = -422881.024270 nChanged 48 SP:Iteration 19Q (149.400989 sec): 3 clusters Score: Raw -429355.777851 + Penalty 6446.710836 = -422909.067015 nChanged 34 SP:Iteration 20F (149.508627 sec): 3 clusters Score: Raw -429373.581284 + Penalty 6446.710836 = -422926.870448 nChanged 29 SP:Iteration 21Q (149.647268 sec): 3 clusters Score: Raw -429389.832991 + Penalty 6446.710836 = -422943.122155 nChanged 25 SP:Iteration 22Q (149.770084 sec): 3 clusters Score: Raw -429401.748580 + Penalty 6446.710836 = -422955.037745 nChanged 13 SP:Iteration 23Q (149.908796 sec): 3 clusters Score: Raw -429409.432743 + Penalty 6446.710836 = -422962.721907 nChanged 14 SP:Iteration 24Q (150.037535 sec): 3 clusters Score: Raw -429413.231009 + Penalty 6446.710836 = -422966.520173 nChanged 7 SP:Iteration 25Q (150.166547 sec): 3 clusters Score: Raw -429415.791013 + Penalty 6446.710836 = -422969.080177 nChanged 4 SP:Iteration 26Q (150.307358 sec): 3 clusters Score: Raw -429417.185326 + Penalty 6446.710836 = -422970.474490 nChanged 8 SP:Iteration 27Q (150.436603 sec): 3 clusters Score: Raw -429420.145622 + Penalty 6446.710836 = -422973.434786 nChanged 5 SP:Iteration 28Q (150.537190 sec): 3 clusters Score: Raw -429421.843299 + Penalty 6446.710836 = -422975.132464 nChanged 2 SP:Iteration 29Q (150.685792 sec): 3 clusters Score: Raw -429422.308297 + Penalty 6446.710836 = -422975.597462 nChanged 1 SP:Iteration 30Q (150.819778 sec): 3 clusters Score: Raw -429422.947525 + Penalty 6446.710836 = -422976.236689 nChanged 2 SP:Iteration 31Q (150.950135 sec): 3 clusters Score: Raw -429423.827175 + Penalty 6446.710836 = -422977.116339 nChanged 3 SP:Iteration 32Q (151.086676 sec): 3 clusters Score: Raw -429424.759533 + Penalty 6446.710836 = -422978.048697 nChanged 0 SP:Iteration 33F (151.194137 sec): 3 clusters Score: Raw -429424.759533 + Penalty 6446.710836 = -422978.048697 nChanged 0 Trying to split cluster 3 (7252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.285738 sec): 2 clusters Score: Raw -486715.951200 + Penalty 3293.386568 = -483422.564632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.428539 sec): 3 clusters Score: Raw -483305.191898 + Penalty 6586.773136 = -476718.418763 nChanged 2756 SP:Iteration 1F (151.575918 sec): 3 clusters Score: Raw -485236.603021 + Penalty 6586.773136 = -478649.829885 nChanged 627 SP:Iteration 2F (151.710040 sec): 3 clusters Score: Raw -485808.454625 + Penalty 6586.773136 = -479221.681489 nChanged 506 SP:Iteration 3F (151.850993 sec): 3 clusters Score: Raw -486320.827875 + Penalty 6586.773136 = -479734.054740 nChanged 474 SP:Iteration 4F (151.973304 sec): 3 clusters Score: Raw -486993.631145 + Penalty 6586.773136 = -480406.858009 nChanged 571 SP:Iteration 5F (152.097145 sec): 3 clusters Score: Raw -487948.203947 + Penalty 6586.773136 = -481361.430811 nChanged 563 SP:Iteration 6F (152.227847 sec): 3 clusters Score: Raw -488705.874625 + Penalty 6586.773136 = -482119.101489 nChanged 409 SP:Iteration 7F (152.381382 sec): 3 clusters Score: Raw -489175.015840 + Penalty 6586.773136 = -482588.242704 nChanged 287 SP:Iteration 8Q (152.532688 sec): 3 clusters Score: Raw -489492.847028 + Penalty 6586.773136 = -482906.073892 nChanged 261 SP:Iteration 9Q (152.675854 sec): 3 clusters Score: Raw -489770.664070 + Penalty 6586.773136 = -483183.890935 nChanged 199 SP:Iteration 10Q (152.776780 sec): 3 clusters Score: Raw -489973.673547 + Penalty 6586.773136 = -483386.900411 nChanged 150 SP:Iteration 11Q (152.916010 sec): 3 clusters Score: Raw -490113.868594 + Penalty 6586.773136 = -483527.095458 nChanged 103 SP:Iteration 12Q (153.048162 sec): 3 clusters Score: Raw -490189.243379 + Penalty 6586.773136 = -483602.470244 nChanged 85 SP:Iteration 13Q (153.187653 sec): 3 clusters Score: Raw -490254.569786 + Penalty 6586.773136 = -483667.796651 nChanged 75 SP:Iteration 14Q (153.332116 sec): 3 clusters Score: Raw -490311.115229 + Penalty 6586.773136 = -483724.342094 nChanged 62 SP:Iteration 15Q (153.473242 sec): 3 clusters Score: Raw -490359.595503 + Penalty 6586.773136 = -483772.822367 nChanged 49 SP:Iteration 16Q (153.635440 sec): 3 clusters Score: Raw -490392.960587 + Penalty 6586.773136 = -483806.187452 nChanged 36 SP:Iteration 17Q (153.749209 sec): 3 clusters Score: Raw -490414.607457 + Penalty 6586.773136 = -483827.834321 nChanged 26 SP:Iteration 18Q (153.903272 sec): 3 clusters Score: Raw -490431.103081 + Penalty 6586.773136 = -483844.329945 nChanged 25 SP:Iteration 19Q (154.032428 sec): 3 clusters Score: Raw -490445.946955 + Penalty 6586.773136 = -483859.173819 nChanged 19 SP:Iteration 20F (154.182899 sec): 3 clusters Score: Raw -490455.675313 + Penalty 6586.773136 = -483868.902177 nChanged 15 SP:Iteration 21Q (154.291291 sec): 3 clusters Score: Raw -490462.064065 + Penalty 6586.773136 = -483875.290929 nChanged 11 SP:Iteration 22Q (154.441930 sec): 3 clusters Score: Raw -490467.799810 + Penalty 6586.773136 = -483881.026674 nChanged 14 SP:Iteration 23Q (154.587208 sec): 3 clusters Score: Raw -490476.624993 + Penalty 6586.773136 = -483889.851857 nChanged 13 SP:Iteration 24Q (154.719416 sec): 3 clusters Score: Raw -490482.785695 + Penalty 6586.773136 = -483896.012559 nChanged 14 SP:Iteration 25Q (154.861557 sec): 3 clusters Score: Raw -490491.314910 + Penalty 6586.773136 = -483904.541774 nChanged 12 SP:Iteration 26Q (154.957907 sec): 3 clusters Score: Raw -490498.731286 + Penalty 6586.773136 = -483911.958150 nChanged 13 SP:Iteration 27Q (155.117455 sec): 3 clusters Score: Raw -490507.478161 + Penalty 6586.773136 = -483920.705026 nChanged 10 SP:Iteration 28Q (155.224251 sec): 3 clusters Score: Raw -490513.956353 + Penalty 6586.773136 = -483927.183218 nChanged 8 SP:Iteration 29Q (155.369206 sec): 3 clusters Score: Raw -490519.210703 + Penalty 6586.773136 = -483932.437567 nChanged 13 SP:Iteration 30Q (155.494415 sec): 3 clusters Score: Raw -490530.158059 + Penalty 6586.773136 = -483943.384923 nChanged 8 SP:Iteration 31Q (155.634141 sec): 3 clusters Score: Raw -490534.662745 + Penalty 6586.773136 = -483947.889609 nChanged 1 SP:Iteration 32Q (155.741388 sec): 3 clusters Score: Raw -490535.649005 + Penalty 6586.773136 = -483948.875870 nChanged 1 SP:Iteration 33Q (155.893123 sec): 3 clusters Score: Raw -490536.079093 + Penalty 6586.773136 = -483949.305957 nChanged 0 SP:Iteration 34F (156.030795 sec): 3 clusters Score: Raw -490536.079093 + Penalty 6586.773136 = -483949.305957 nChanged 0 Score: Raw -1786006.472353 + Penalty 18775.520971 = -1767230.951382 Splitting cluster 3 changes total score from -1767163.626886 to -1767230.951382 So it's getting split into cluster 5. Trying to split cluster 4 (10400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.533302 sec): 2 clusters Score: Raw -819194.743362 + Penalty 3426.962382 = -815767.780980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.673187 sec): 3 clusters Score: Raw -813942.770198 + Penalty 6853.924764 = -807088.845434 nChanged 4154 SP:Iteration 1F (156.808435 sec): 3 clusters Score: Raw -816356.264925 + Penalty 6853.924764 = -809502.340160 nChanged 741 SP:Iteration 2F (156.935796 sec): 3 clusters Score: Raw -816866.866788 + Penalty 6853.924764 = -810012.942024 nChanged 648 SP:Iteration 3F (157.064346 sec): 3 clusters Score: Raw -817350.583118 + Penalty 6853.924764 = -810496.658354 nChanged 597 SP:Iteration 4F (157.224738 sec): 3 clusters Score: Raw -817825.321497 + Penalty 6853.924764 = -810971.396733 nChanged 591 SP:Iteration 5F (157.354188 sec): 3 clusters Score: Raw -818302.710764 + Penalty 6853.924764 = -811448.786000 nChanged 558 SP:Iteration 6F (157.521993 sec): 3 clusters Score: Raw -818728.135290 + Penalty 6853.924764 = -811874.210526 nChanged 484 SP:Iteration 7Q (157.678522 sec): 3 clusters Score: Raw -819030.154717 + Penalty 6853.924764 = -812176.229953 nChanged 348 SP:Iteration 8Q (157.837692 sec): 3 clusters Score: Raw -819229.997375 + Penalty 6853.924764 = -812376.072611 nChanged 305 SP:Iteration 9Q (157.964315 sec): 3 clusters Score: Raw -819399.110872 + Penalty 6853.924764 = -812545.186108 nChanged 233 SP:Iteration 10Q (158.158651 sec): 3 clusters Score: Raw -819530.335886 + Penalty 6853.924764 = -812676.411122 nChanged 222 SP:Iteration 11Q (158.307993 sec): 3 clusters Score: Raw -819656.273704 + Penalty 6853.924764 = -812802.348940 nChanged 195 SP:Iteration 12Q (158.461468 sec): 3 clusters Score: Raw -819769.950022 + Penalty 6853.924764 = -812916.025258 nChanged 185 SP:Iteration 13Q (158.592053 sec): 3 clusters Score: Raw -819869.709471 + Penalty 6853.924764 = -813015.784707 nChanged 157 SP:Iteration 14Q (158.740863 sec): 3 clusters Score: Raw -819957.269522 + Penalty 6853.924764 = -813103.344758 nChanged 150 SP:Iteration 15Q (158.890404 sec): 3 clusters Score: Raw -820038.442063 + Penalty 6853.924764 = -813184.517299 nChanged 140 SP:Iteration 16Q (159.072218 sec): 3 clusters Score: Raw -820111.489916 + Penalty 6853.924764 = -813257.565152 nChanged 133 SP:Iteration 17Q (159.219953 sec): 3 clusters Score: Raw -820169.671786 + Penalty 6853.924764 = -813315.747022 nChanged 117 SP:Iteration 18Q (159.361497 sec): 3 clusters Score: Raw -820226.588131 + Penalty 6853.924764 = -813372.663366 nChanged 112 SP:Iteration 19Q (159.476601 sec): 3 clusters Score: Raw -820276.977923 + Penalty 6853.924764 = -813423.053159 nChanged 107 SP:Iteration 20F (159.631790 sec): 3 clusters Score: Raw -820329.274630 + Penalty 6853.924764 = -813475.349866 nChanged 83 SP:Iteration 21Q (159.766354 sec): 3 clusters Score: Raw -820366.402197 + Penalty 6853.924764 = -813512.477433 nChanged 85 SP:Iteration 22Q (159.944066 sec): 3 clusters Score: Raw -820405.659632 + Penalty 6853.924764 = -813551.734868 nChanged 83 SP:Iteration 23Q (160.086431 sec): 3 clusters Score: Raw -820444.449403 + Penalty 6853.924764 = -813590.524639 nChanged 71 SP:Iteration 24Q (160.204996 sec): 3 clusters Score: Raw -820477.194254 + Penalty 6853.924764 = -813623.269490 nChanged 78 SP:Iteration 25Q (160.370676 sec): 3 clusters Score: Raw -820512.022270 + Penalty 6853.924764 = -813658.097506 nChanged 70 SP:Iteration 26Q (160.525319 sec): 3 clusters Score: Raw -820540.250093 + Penalty 6853.924764 = -813686.325329 nChanged 68 SP:Iteration 27Q (160.638624 sec): 3 clusters Score: Raw -820566.242413 + Penalty 6853.924764 = -813712.317649 nChanged 63 SP:Iteration 28Q (160.779537 sec): 3 clusters Score: Raw -820595.737544 + Penalty 6853.924764 = -813741.812780 nChanged 64 SP:Iteration 29Q (160.949996 sec): 3 clusters Score: Raw -820623.548950 + Penalty 6853.924764 = -813769.624186 nChanged 57 SP:Iteration 30Q (161.085923 sec): 3 clusters Score: Raw -820646.749790 + Penalty 6853.924764 = -813792.825026 nChanged 58 SP:Iteration 31Q (161.237523 sec): 3 clusters Score: Raw -820668.563360 + Penalty 6853.924764 = -813814.638596 nChanged 54 SP:Iteration 32Q (161.379839 sec): 3 clusters Score: Raw -820687.327956 + Penalty 6853.924764 = -813833.403192 nChanged 47 SP:Iteration 33Q (161.499005 sec): 3 clusters Score: Raw -820706.543380 + Penalty 6853.924764 = -813852.618616 nChanged 48 SP:Iteration 34Q (161.672810 sec): 3 clusters Score: Raw -820724.598091 + Penalty 6853.924764 = -813870.673327 nChanged 43 SP:Iteration 35Q (161.786924 sec): 3 clusters Score: Raw -820746.251034 + Penalty 6853.924764 = -813892.326270 nChanged 48 SP:Iteration 36Q (161.953341 sec): 3 clusters Score: Raw -820769.042824 + Penalty 6853.924764 = -813915.118060 nChanged 45 SP:Iteration 37Q (162.067177 sec): 3 clusters Score: Raw -820791.817673 + Penalty 6853.924764 = -813937.892909 nChanged 38 SP:Iteration 38Q (162.226019 sec): 3 clusters Score: Raw -820812.972717 + Penalty 6853.924764 = -813959.047953 nChanged 34 SP:Iteration 39Q (162.366818 sec): 3 clusters Score: Raw -820828.309019 + Penalty 6853.924764 = -813974.384255 nChanged 19 SP:Iteration 40F (162.519479 sec): 3 clusters Score: Raw -820835.812734 + Penalty 6853.924764 = -813981.887970 nChanged 22 SP:Iteration 41Q (162.642444 sec): 3 clusters Score: Raw -820843.025129 + Penalty 6853.924764 = -813989.100365 nChanged 21 SP:Iteration 42Q (162.756346 sec): 3 clusters Score: Raw -820850.554251 + Penalty 6853.924764 = -813996.629487 nChanged 22 SP:Iteration 43Q (162.904476 sec): 3 clusters Score: Raw -820857.872013 + Penalty 6853.924764 = -814003.947249 nChanged 15 SP:Iteration 44Q (163.052041 sec): 3 clusters Score: Raw -820863.615685 + Penalty 6853.924764 = -814009.690921 nChanged 21 SP:Iteration 45Q (163.193755 sec): 3 clusters Score: Raw -820870.588188 + Penalty 6853.924764 = -814016.663424 nChanged 10 SP:Iteration 46Q (163.356660 sec): 3 clusters Score: Raw -820874.398916 + Penalty 6853.924764 = -814020.474152 nChanged 8 SP:Iteration 47Q (163.515989 sec): 3 clusters Score: Raw -820876.998353 + Penalty 6853.924764 = -814023.073589 nChanged 3 SP:Iteration 48Q (163.668529 sec): 3 clusters Score: Raw -820877.905338 + Penalty 6853.924764 = -814023.980574 nChanged 3 SP:Iteration 49Q (163.823760 sec): 3 clusters Score: Raw -820878.719500 + Penalty 6853.924764 = -814024.794736 nChanged 3 SP:Iteration 50Q (163.969452 sec): 3 clusters Score: Raw -820879.958388 + Penalty 6853.924764 = -814026.033624 nChanged 3 SP:Iteration 51Q (164.110203 sec): 3 clusters Score: Raw -820880.930604 + Penalty 6853.924764 = -814027.005840 nChanged 2 SP:Iteration 52Q (164.269645 sec): 3 clusters Score: Raw -820881.794958 + Penalty 6853.924764 = -814027.870194 nChanged 6 SP:Iteration 53Q (164.412787 sec): 3 clusters Score: Raw -820883.439795 + Penalty 6853.924764 = -814029.515031 nChanged 2 SP:Iteration 54Q (164.545880 sec): 3 clusters Score: Raw -820883.886232 + Penalty 6853.924764 = -814029.961468 nChanged 2 SP:Iteration 55Q (164.691349 sec): 3 clusters Score: Raw -820884.636502 + Penalty 6853.924764 = -814030.711738 nChanged 3 SP:Iteration 56Q (164.857172 sec): 3 clusters Score: Raw -820885.626323 + Penalty 6853.924764 = -814031.701559 nChanged 5 SP:Iteration 57Q (164.995158 sec): 3 clusters Score: Raw -820887.677450 + Penalty 6853.924764 = -814033.752686 nChanged 5 SP:Iteration 58Q (165.138901 sec): 3 clusters Score: Raw -820889.302096 + Penalty 6853.924764 = -814035.377332 nChanged 4 SP:Iteration 59Q (165.288079 sec): 3 clusters Score: Raw -820890.171386 + Penalty 6853.924764 = -814036.246622 nChanged 4 SP:Iteration 60F (165.432355 sec): 3 clusters Score: Raw -820891.510730 + Penalty 6853.924764 = -814037.585966 nChanged 3 SP:Iteration 61Q (165.567991 sec): 3 clusters Score: Raw -820892.373195 + Penalty 6853.924764 = -814038.448431 nChanged 2 SP:Iteration 62Q (165.690718 sec): 3 clusters Score: Raw -820892.789489 + Penalty 6853.924764 = -814038.864725 nChanged 0 SP:Iteration 63F (165.863519 sec): 3 clusters Score: Raw -820892.789489 + Penalty 6853.924764 = -814038.864725 nChanged 0 Iteration 59Q (166.241589 sec): 6 clusters Score: Raw -1786141.057663 + Penalty 18775.520971 = -1767365.536691 nChanged 191 Iteration 60F (166.676706 sec): 6 clusters Score: Raw -1786283.908714 + Penalty 18775.520971 = -1767508.387743 nChanged 219 Iteration 61Q (167.063322 sec): 6 clusters Score: Raw -1786353.964720 + Penalty 18775.520971 = -1767578.443749 nChanged 86 Iteration 62Q (167.432833 sec): 6 clusters Score: Raw -1786373.118926 + Penalty 18775.520971 = -1767597.597955 nChanged 44 Iteration 63Q (167.813330 sec): 6 clusters Score: Raw -1786380.877958 + Penalty 18775.520971 = -1767605.356986 nChanged 28 Iteration 64Q (168.196089 sec): 6 clusters Score: Raw -1786386.210530 + Penalty 18775.520971 = -1767610.689558 nChanged 24 Iteration 65Q (168.548342 sec): 6 clusters Score: Raw -1786391.430431 + Penalty 18775.520971 = -1767615.909459 nChanged 12 Iteration 66Q (168.962406 sec): 6 clusters Score: Raw -1786393.967858 + Penalty 18775.520971 = -1767618.446886 nChanged 9 Iteration 67Q (169.315211 sec): 6 clusters Score: Raw -1786394.982541 + Penalty 18775.520971 = -1767619.461570 nChanged 3 Iteration 68Q (169.696974 sec): 6 clusters Score: Raw -1786395.246328 + Penalty 18775.520971 = -1767619.725357 nChanged 0 Iteration 69F (170.161747 sec): 6 clusters Score: Raw -1786395.246328 + Penalty 18775.520971 = -1767619.725357 nChanged 0 Compute initial score before splitting: Score: Raw -1786395.246328 + Penalty 18775.520971 = -1767619.725357 Trying to split cluster 1 (1509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.268279 sec): 2 clusters Score: Raw -78125.352728 + Penalty 2711.764511 = -75413.588217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.392559 sec): 3 clusters Score: Raw -77917.591809 + Penalty 5423.529022 = -72494.062787 nChanged 427 SP:Iteration 1F (170.512348 sec): 3 clusters Score: Raw -78862.079861 + Penalty 5423.529022 = -73438.550839 nChanged 160 SP:Iteration 2F (170.600504 sec): 3 clusters Score: Raw -79287.463720 + Penalty 5423.529022 = -73863.934698 nChanged 130 SP:Iteration 3F (170.732335 sec): 3 clusters Score: Raw -79645.951010 + Penalty 5423.529022 = -74222.421988 nChanged 96 SP:Iteration 4F (170.856715 sec): 3 clusters Score: Raw -79874.788133 + Penalty 5423.529022 = -74451.259111 nChanged 56 SP:Iteration 5Q (170.972614 sec): 3 clusters Score: Raw -80062.132469 + Penalty 5423.529022 = -74638.603447 nChanged 52 SP:Iteration 6Q (171.097519 sec): 3 clusters Score: Raw -80267.658824 + Penalty 5423.529022 = -74844.129802 nChanged 50 SP:Iteration 7Q (171.209304 sec): 3 clusters Score: Raw -80404.186836 + Penalty 5423.529022 = -74980.657814 nChanged 42 SP:Iteration 8Q (171.336562 sec): 3 clusters Score: Raw -80528.504185 + Penalty 5423.529022 = -75104.975163 nChanged 24 SP:Iteration 9Q (171.460630 sec): 3 clusters Score: Raw -80575.558445 + Penalty 5423.529022 = -75152.029423 nChanged 14 SP:Iteration 10Q (171.589384 sec): 3 clusters Score: Raw -80597.854247 + Penalty 5423.529022 = -75174.325225 nChanged 5 SP:Iteration 11Q (171.674623 sec): 3 clusters Score: Raw -80613.187164 + Penalty 5423.529022 = -75189.658142 nChanged 4 SP:Iteration 12Q (171.799378 sec): 3 clusters Score: Raw -80620.929603 + Penalty 5423.529022 = -75197.400581 nChanged 2 SP:Iteration 13Q (171.939562 sec): 3 clusters Score: Raw -80622.568411 + Penalty 5423.529022 = -75199.039389 nChanged 0 SP:Iteration 14F (172.037486 sec): 3 clusters Score: Raw -80622.568411 + Penalty 5423.529022 = -75199.039389 nChanged 0 Trying to split cluster 2 (6025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.149359 sec): 2 clusters Score: Raw -428624.847608 + Penalty 3224.710757 = -425400.136851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.288532 sec): 3 clusters Score: Raw -425873.913693 + Penalty 6449.421514 = -419424.492179 nChanged 2239 SP:Iteration 1F (172.420854 sec): 3 clusters Score: Raw -427458.296470 + Penalty 6449.421514 = -421008.874956 nChanged 573 SP:Iteration 2F (172.545718 sec): 3 clusters Score: Raw -428039.393484 + Penalty 6449.421514 = -421589.971970 nChanged 438 SP:Iteration 3F (172.661681 sec): 3 clusters Score: Raw -428505.421414 + Penalty 6449.421514 = -422055.999900 nChanged 414 SP:Iteration 4F (172.797279 sec): 3 clusters Score: Raw -428969.887939 + Penalty 6449.421514 = -422520.466425 nChanged 371 SP:Iteration 5F (172.951313 sec): 3 clusters Score: Raw -429439.998408 + Penalty 6449.421514 = -422990.576894 nChanged 325 SP:Iteration 6F (173.072649 sec): 3 clusters Score: Raw -429937.376884 + Penalty 6449.421514 = -423487.955370 nChanged 290 SP:Iteration 7Q (173.178066 sec): 3 clusters Score: Raw -430298.037585 + Penalty 6449.421514 = -423848.616071 nChanged 211 SP:Iteration 8Q (173.303034 sec): 3 clusters Score: Raw -430489.397851 + Penalty 6449.421514 = -424039.976337 nChanged 137 SP:Iteration 9Q (173.436491 sec): 3 clusters Score: Raw -430593.686673 + Penalty 6449.421514 = -424144.265159 nChanged 94 SP:Iteration 10Q (173.589584 sec): 3 clusters Score: Raw -430670.790978 + Penalty 6449.421514 = -424221.369464 nChanged 67 SP:Iteration 11Q (173.691783 sec): 3 clusters Score: Raw -430710.166152 + Penalty 6449.421514 = -424260.744638 nChanged 53 SP:Iteration 12Q (173.818106 sec): 3 clusters Score: Raw -430735.070342 + Penalty 6449.421514 = -424285.648828 nChanged 36 SP:Iteration 13Q (173.968396 sec): 3 clusters Score: Raw -430752.877930 + Penalty 6449.421514 = -424303.456416 nChanged 25 SP:Iteration 14Q (174.092068 sec): 3 clusters Score: Raw -430762.133644 + Penalty 6449.421514 = -424312.712130 nChanged 16 SP:Iteration 15Q (174.216695 sec): 3 clusters Score: Raw -430769.349759 + Penalty 6449.421514 = -424319.928245 nChanged 13 SP:Iteration 16Q (174.329856 sec): 3 clusters Score: Raw -430775.143605 + Penalty 6449.421514 = -424325.722091 nChanged 16 SP:Iteration 17Q (174.456162 sec): 3 clusters Score: Raw -430782.892693 + Penalty 6449.421514 = -424333.471179 nChanged 15 SP:Iteration 18Q (174.617058 sec): 3 clusters Score: Raw -430789.738678 + Penalty 6449.421514 = -424340.317164 nChanged 12 SP:Iteration 19Q (174.745435 sec): 3 clusters Score: Raw -430795.759700 + Penalty 6449.421514 = -424346.338186 nChanged 12 SP:Iteration 20F (174.867016 sec): 3 clusters Score: Raw -430803.488073 + Penalty 6449.421514 = -424354.066559 nChanged 13 SP:Iteration 21Q (174.987294 sec): 3 clusters Score: Raw -430810.941590 + Penalty 6449.421514 = -424361.520076 nChanged 9 SP:Iteration 22Q (175.129473 sec): 3 clusters Score: Raw -430813.493807 + Penalty 6449.421514 = -424364.072293 nChanged 7 SP:Iteration 23Q (175.254134 sec): 3 clusters Score: Raw -430816.442805 + Penalty 6449.421514 = -424367.021291 nChanged 7 SP:Iteration 24Q (175.362233 sec): 3 clusters Score: Raw -430820.134846 + Penalty 6449.421514 = -424370.713332 nChanged 4 SP:Iteration 25Q (175.487730 sec): 3 clusters Score: Raw -430822.187475 + Penalty 6449.421514 = -424372.765961 nChanged 2 SP:Iteration 26Q (175.595963 sec): 3 clusters Score: Raw -430822.803533 + Penalty 6449.421514 = -424373.382019 nChanged 3 SP:Iteration 27Q (175.747850 sec): 3 clusters Score: Raw -430824.555484 + Penalty 6449.421514 = -424375.133970 nChanged 1 SP:Iteration 28Q (175.865415 sec): 3 clusters Score: Raw -430824.822192 + Penalty 6449.421514 = -424375.400678 nChanged 1 SP:Iteration 29Q (175.982845 sec): 3 clusters Score: Raw -430825.001456 + Penalty 6449.421514 = -424375.579943 nChanged 0 SP:Iteration 30F (176.126235 sec): 3 clusters Score: Raw -430825.001456 + Penalty 6449.421514 = -424375.579943 nChanged 0 Trying to split cluster 3 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.187929 sec): 2 clusters Score: Raw -109508.864347 + Penalty 2710.534838 = -106798.329509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.327929 sec): 3 clusters Score: Raw -109135.068299 + Penalty 5421.069677 = -103713.998622 nChanged 385 SP:Iteration 1F (176.450520 sec): 3 clusters Score: Raw -109607.488425 + Penalty 5421.069677 = -104186.418748 nChanged 119 SP:Iteration 2F (176.555580 sec): 3 clusters Score: Raw -109756.442910 + Penalty 5421.069677 = -104335.373233 nChanged 35 SP:Iteration 3Q (176.685091 sec): 3 clusters Score: Raw -109806.507387 + Penalty 5421.069677 = -104385.437711 nChanged 34 SP:Iteration 4Q (176.782539 sec): 3 clusters Score: Raw -109845.994548 + Penalty 5421.069677 = -104424.924871 nChanged 19 SP:Iteration 5Q (176.894524 sec): 3 clusters Score: Raw -109866.519212 + Penalty 5421.069677 = -104445.449536 nChanged 13 SP:Iteration 6Q (176.998553 sec): 3 clusters Score: Raw -109884.908660 + Penalty 5421.069677 = -104463.838983 nChanged 13 SP:Iteration 7Q (177.107303 sec): 3 clusters Score: Raw -109906.038729 + Penalty 5421.069677 = -104484.969052 nChanged 14 SP:Iteration 8Q (177.235240 sec): 3 clusters Score: Raw -109921.896701 + Penalty 5421.069677 = -104500.827024 nChanged 13 SP:Iteration 9Q (177.333019 sec): 3 clusters Score: Raw -109936.778264 + Penalty 5421.069677 = -104515.708587 nChanged 9 SP:Iteration 10Q (177.456102 sec): 3 clusters Score: Raw -109951.974787 + Penalty 5421.069677 = -104530.905110 nChanged 9 SP:Iteration 11Q (177.577507 sec): 3 clusters Score: Raw -109971.383686 + Penalty 5421.069677 = -104550.314009 nChanged 14 SP:Iteration 12Q (177.710979 sec): 3 clusters Score: Raw -109990.362617 + Penalty 5421.069677 = -104569.292940 nChanged 4 SP:Iteration 13Q (177.823358 sec): 3 clusters Score: Raw -109994.651418 + Penalty 5421.069677 = -104573.581741 nChanged 5 SP:Iteration 14Q (177.912503 sec): 3 clusters Score: Raw -110003.450737 + Penalty 5421.069677 = -104582.381061 nChanged 6 SP:Iteration 15Q (178.035860 sec): 3 clusters Score: Raw -110012.520562 + Penalty 5421.069677 = -104591.450885 nChanged 2 SP:Iteration 16Q (178.148487 sec): 3 clusters Score: Raw -110014.032350 + Penalty 5421.069677 = -104592.962673 nChanged 0 SP:Iteration 17F (178.266612 sec): 3 clusters Score: Raw -110014.032350 + Penalty 5421.069677 = -104592.962673 nChanged 0 Trying to split cluster 4 (10448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.373056 sec): 2 clusters Score: Raw -822852.499421 + Penalty 3428.668448 = -819423.830973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.527366 sec): 3 clusters Score: Raw -817543.990752 + Penalty 6857.336896 = -810686.653856 nChanged 4169 SP:Iteration 1F (178.641320 sec): 3 clusters Score: Raw -819908.125612 + Penalty 6857.336896 = -813050.788716 nChanged 833 SP:Iteration 2F (178.794512 sec): 3 clusters Score: Raw -820458.536356 + Penalty 6857.336896 = -813601.199460 nChanged 651 SP:Iteration 3F (178.952992 sec): 3 clusters Score: Raw -820915.917786 + Penalty 6857.336896 = -814058.580890 nChanged 606 SP:Iteration 4F (179.073227 sec): 3 clusters Score: Raw -821389.534381 + Penalty 6857.336896 = -814532.197485 nChanged 588 SP:Iteration 5F (179.232782 sec): 3 clusters Score: Raw -821879.201544 + Penalty 6857.336896 = -815021.864648 nChanged 565 SP:Iteration 6F (179.383131 sec): 3 clusters Score: Raw -822363.688542 + Penalty 6857.336896 = -815506.351646 nChanged 548 SP:Iteration 7F (179.551497 sec): 3 clusters Score: Raw -822769.998141 + Penalty 6857.336896 = -815912.661245 nChanged 422 SP:Iteration 8Q (179.695550 sec): 3 clusters Score: Raw -823035.410822 + Penalty 6857.336896 = -816178.073926 nChanged 337 SP:Iteration 9Q (179.820011 sec): 3 clusters Score: Raw -823232.613566 + Penalty 6857.336896 = -816375.276670 nChanged 275 SP:Iteration 10Q (179.996625 sec): 3 clusters Score: Raw -823383.857474 + Penalty 6857.336896 = -816526.520578 nChanged 234 SP:Iteration 11Q (180.122223 sec): 3 clusters Score: Raw -823509.239215 + Penalty 6857.336896 = -816651.902319 nChanged 210 SP:Iteration 12Q (180.277977 sec): 3 clusters Score: Raw -823619.374438 + Penalty 6857.336896 = -816762.037542 nChanged 205 SP:Iteration 13Q (180.415184 sec): 3 clusters Score: Raw -823731.985112 + Penalty 6857.336896 = -816874.648216 nChanged 181 SP:Iteration 14Q (180.558962 sec): 3 clusters Score: Raw -823830.009562 + Penalty 6857.336896 = -816972.672666 nChanged 174 SP:Iteration 15Q (180.713539 sec): 3 clusters Score: Raw -823911.013850 + Penalty 6857.336896 = -817053.676954 nChanged 168 SP:Iteration 16Q (180.844039 sec): 3 clusters Score: Raw -823996.980885 + Penalty 6857.336896 = -817139.643989 nChanged 163 SP:Iteration 17Q (181.001275 sec): 3 clusters Score: Raw -824083.058179 + Penalty 6857.336896 = -817225.721283 nChanged 162 SP:Iteration 18Q (181.165790 sec): 3 clusters Score: Raw -824159.549086 + Penalty 6857.336896 = -817302.212190 nChanged 127 SP:Iteration 19Q (181.280743 sec): 3 clusters Score: Raw -824221.880512 + Penalty 6857.336896 = -817364.543616 nChanged 126 SP:Iteration 20F (181.451808 sec): 3 clusters Score: Raw -824282.031791 + Penalty 6857.336896 = -817424.694895 nChanged 114 SP:Iteration 21Q (181.595450 sec): 3 clusters Score: Raw -824327.252962 + Penalty 6857.336896 = -817469.916066 nChanged 91 SP:Iteration 22Q (181.744525 sec): 3 clusters Score: Raw -824367.709086 + Penalty 6857.336896 = -817510.372190 nChanged 87 SP:Iteration 23Q (181.933349 sec): 3 clusters Score: Raw -824409.907162 + Penalty 6857.336896 = -817552.570266 nChanged 86 SP:Iteration 24Q (182.076122 sec): 3 clusters Score: Raw -824446.965340 + Penalty 6857.336896 = -817589.628444 nChanged 69 SP:Iteration 25Q (182.229966 sec): 3 clusters Score: Raw -824474.251770 + Penalty 6857.336896 = -817616.914874 nChanged 65 SP:Iteration 26Q (182.372856 sec): 3 clusters Score: Raw -824499.998793 + Penalty 6857.336896 = -817642.661897 nChanged 51 SP:Iteration 27Q (182.503058 sec): 3 clusters Score: Raw -824519.377081 + Penalty 6857.336896 = -817662.040185 nChanged 42 SP:Iteration 28Q (182.660377 sec): 3 clusters Score: Raw -824534.640460 + Penalty 6857.336896 = -817677.303564 nChanged 34 SP:Iteration 29Q (182.805279 sec): 3 clusters Score: Raw -824546.854754 + Penalty 6857.336896 = -817689.517858 nChanged 30 SP:Iteration 30Q (182.955729 sec): 3 clusters Score: Raw -824555.642896 + Penalty 6857.336896 = -817698.306000 nChanged 23 SP:Iteration 31Q (183.125014 sec): 3 clusters Score: Raw -824562.004142 + Penalty 6857.336896 = -817704.667246 nChanged 23 SP:Iteration 32Q (183.266438 sec): 3 clusters Score: Raw -824567.732686 + Penalty 6857.336896 = -817710.395790 nChanged 14 SP:Iteration 33Q (183.402556 sec): 3 clusters Score: Raw -824571.327996 + Penalty 6857.336896 = -817713.991100 nChanged 17 SP:Iteration 34Q (183.542142 sec): 3 clusters Score: Raw -824576.352130 + Penalty 6857.336896 = -817719.015234 nChanged 13 SP:Iteration 35Q (183.684109 sec): 3 clusters Score: Raw -824580.469992 + Penalty 6857.336896 = -817723.133096 nChanged 10 SP:Iteration 36Q (183.831612 sec): 3 clusters Score: Raw -824583.283199 + Penalty 6857.336896 = -817725.946303 nChanged 12 SP:Iteration 37Q (183.982575 sec): 3 clusters Score: Raw -824586.320950 + Penalty 6857.336896 = -817728.984054 nChanged 8 SP:Iteration 38Q (184.093520 sec): 3 clusters Score: Raw -824588.569439 + Penalty 6857.336896 = -817731.232543 nChanged 7 SP:Iteration 39Q (184.248256 sec): 3 clusters Score: Raw -824589.897944 + Penalty 6857.336896 = -817732.561048 nChanged 5 SP:Iteration 40F (184.408490 sec): 3 clusters Score: Raw -824591.396408 + Penalty 6857.336896 = -817734.059512 nChanged 6 SP:Iteration 41Q (184.547882 sec): 3 clusters Score: Raw -824592.878558 + Penalty 6857.336896 = -817735.541662 nChanged 5 SP:Iteration 42Q (184.688037 sec): 3 clusters Score: Raw -824593.941223 + Penalty 6857.336896 = -817736.604327 nChanged 9 SP:Iteration 43Q (184.808718 sec): 3 clusters Score: Raw -824596.065604 + Penalty 6857.336896 = -817738.728708 nChanged 7 SP:Iteration 44Q (184.973492 sec): 3 clusters Score: Raw -824597.641250 + Penalty 6857.336896 = -817740.304354 nChanged 4 SP:Iteration 45Q (185.113571 sec): 3 clusters Score: Raw -824598.421092 + Penalty 6857.336896 = -817741.084196 nChanged 4 SP:Iteration 46Q (185.236218 sec): 3 clusters Score: Raw -824599.430801 + Penalty 6857.336896 = -817742.093905 nChanged 5 SP:Iteration 47Q (185.360091 sec): 3 clusters Score: Raw -824600.622716 + Penalty 6857.336896 = -817743.285820 nChanged 1 SP:Iteration 48Q (185.502965 sec): 3 clusters Score: Raw -824600.747113 + Penalty 6857.336896 = -817743.410217 nChanged 0 SP:Iteration 49F (185.662020 sec): 3 clusters Score: Raw -824600.747113 + Penalty 6857.336896 = -817743.410217 nChanged 0 Trying to split cluster 5 (5714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.740432 sec): 2 clusters Score: Raw -382199.538976 + Penalty 3205.074933 = -378994.464043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.841631 sec): 3 clusters Score: Raw -379597.828315 + Penalty 6410.149866 = -373187.678449 nChanged 2145 SP:Iteration 1F (185.993684 sec): 3 clusters Score: Raw -380953.796177 + Penalty 6410.149866 = -374543.646311 nChanged 495 SP:Iteration 2F (186.132030 sec): 3 clusters Score: Raw -381372.147678 + Penalty 6410.149866 = -374961.997812 nChanged 385 SP:Iteration 3F (186.260364 sec): 3 clusters Score: Raw -381695.353463 + Penalty 6410.149866 = -375285.203597 nChanged 283 SP:Iteration 4Q (186.364470 sec): 3 clusters Score: Raw -381940.170981 + Penalty 6410.149866 = -375530.021115 nChanged 249 SP:Iteration 5Q (186.503066 sec): 3 clusters Score: Raw -382150.055563 + Penalty 6410.149866 = -375739.905698 nChanged 201 SP:Iteration 6Q (186.633179 sec): 3 clusters Score: Raw -382297.466413 + Penalty 6410.149866 = -375887.316547 nChanged 168 SP:Iteration 7Q (186.773900 sec): 3 clusters Score: Raw -382424.646255 + Penalty 6410.149866 = -376014.496389 nChanged 141 SP:Iteration 8Q (186.889924 sec): 3 clusters Score: Raw -382523.887300 + Penalty 6410.149866 = -376113.737434 nChanged 116 SP:Iteration 9Q (187.014540 sec): 3 clusters Score: Raw -382595.146345 + Penalty 6410.149866 = -376184.996479 nChanged 98 SP:Iteration 10Q (187.161132 sec): 3 clusters Score: Raw -382648.169638 + Penalty 6410.149866 = -376238.019772 nChanged 77 SP:Iteration 11Q (187.262371 sec): 3 clusters Score: Raw -382686.584912 + Penalty 6410.149866 = -376276.435046 nChanged 67 SP:Iteration 12Q (187.406443 sec): 3 clusters Score: Raw -382717.440882 + Penalty 6410.149866 = -376307.291017 nChanged 53 SP:Iteration 13Q (187.528326 sec): 3 clusters Score: Raw -382742.355222 + Penalty 6410.149866 = -376332.205356 nChanged 47 SP:Iteration 14Q (187.671633 sec): 3 clusters Score: Raw -382767.008456 + Penalty 6410.149866 = -376356.858590 nChanged 46 SP:Iteration 15Q (187.799074 sec): 3 clusters Score: Raw -382786.504947 + Penalty 6410.149866 = -376376.355082 nChanged 29 SP:Iteration 16Q (187.909475 sec): 3 clusters Score: Raw -382799.575363 + Penalty 6410.149866 = -376389.425497 nChanged 35 SP:Iteration 17Q (188.037021 sec): 3 clusters Score: Raw -382816.156597 + Penalty 6410.149866 = -376406.006731 nChanged 36 SP:Iteration 18Q (188.164316 sec): 3 clusters Score: Raw -382831.753298 + Penalty 6410.149866 = -376421.603432 nChanged 23 SP:Iteration 19Q (188.299376 sec): 3 clusters Score: Raw -382840.794806 + Penalty 6410.149866 = -376430.644941 nChanged 21 SP:Iteration 20F (188.427634 sec): 3 clusters Score: Raw -382846.976864 + Penalty 6410.149866 = -376436.826998 nChanged 14 SP:Iteration 21Q (188.571192 sec): 3 clusters Score: Raw -382851.637993 + Penalty 6410.149866 = -376441.488127 nChanged 12 SP:Iteration 22Q (188.693545 sec): 3 clusters Score: Raw -382855.976424 + Penalty 6410.149866 = -376445.826558 nChanged 10 SP:Iteration 23Q (188.823239 sec): 3 clusters Score: Raw -382860.056848 + Penalty 6410.149866 = -376449.906982 nChanged 11 SP:Iteration 24Q (188.995213 sec): 3 clusters Score: Raw -382864.874173 + Penalty 6410.149866 = -376454.724307 nChanged 11 SP:Iteration 25Q (189.122805 sec): 3 clusters Score: Raw -382868.279857 + Penalty 6410.149866 = -376458.129992 nChanged 8 SP:Iteration 26Q (189.284685 sec): 3 clusters Score: Raw -382871.927451 + Penalty 6410.149866 = -376461.777585 nChanged 11 SP:Iteration 27Q (189.413247 sec): 3 clusters Score: Raw -382876.981957 + Penalty 6410.149866 = -376466.832091 nChanged 18 SP:Iteration 28Q (189.547394 sec): 3 clusters Score: Raw -382883.010030 + Penalty 6410.149866 = -376472.860165 nChanged 6 SP:Iteration 29Q (189.672496 sec): 3 clusters Score: Raw -382885.595659 + Penalty 6410.149866 = -376475.445793 nChanged 10 SP:Iteration 30Q (189.807487 sec): 3 clusters Score: Raw -382891.221152 + Penalty 6410.149866 = -376481.071286 nChanged 17 SP:Iteration 31Q (189.938379 sec): 3 clusters Score: Raw -382898.725775 + Penalty 6410.149866 = -376488.575909 nChanged 7 SP:Iteration 32Q (190.075120 sec): 3 clusters Score: Raw -382901.864589 + Penalty 6410.149866 = -376491.714723 nChanged 8 SP:Iteration 33Q (190.178307 sec): 3 clusters Score: Raw -382905.157824 + Penalty 6410.149866 = -376495.007958 nChanged 7 SP:Iteration 34Q (190.324946 sec): 3 clusters Score: Raw -382908.141408 + Penalty 6410.149866 = -376497.991543 nChanged 9 SP:Iteration 35Q (190.433541 sec): 3 clusters Score: Raw -382912.565372 + Penalty 6410.149866 = -376502.415506 nChanged 9 SP:Iteration 36Q (190.579762 sec): 3 clusters Score: Raw -382917.417668 + Penalty 6410.149866 = -376507.267803 nChanged 15 SP:Iteration 37Q (190.686404 sec): 3 clusters Score: Raw -382925.889166 + Penalty 6410.149866 = -376515.739300 nChanged 18 SP:Iteration 38Q (190.841593 sec): 3 clusters Score: Raw -382933.056378 + Penalty 6410.149866 = -376522.906512 nChanged 23 SP:Iteration 39Q (190.962555 sec): 3 clusters Score: Raw -382943.726438 + Penalty 6410.149866 = -376533.576573 nChanged 21 SP:Iteration 40F (191.114622 sec): 3 clusters Score: Raw -382954.656928 + Penalty 6410.149866 = -376544.507063 nChanged 20 SP:Iteration 41Q (191.233699 sec): 3 clusters Score: Raw -382962.720412 + Penalty 6410.149866 = -376552.570547 nChanged 18 SP:Iteration 42Q (191.366785 sec): 3 clusters Score: Raw -382971.971547 + Penalty 6410.149866 = -376561.821681 nChanged 17 SP:Iteration 43Q (191.513803 sec): 3 clusters Score: Raw -382978.859693 + Penalty 6410.149866 = -376568.709827 nChanged 13 SP:Iteration 44Q (191.625745 sec): 3 clusters Score: Raw -382984.968590 + Penalty 6410.149866 = -376574.818724 nChanged 13 SP:Iteration 45Q (191.776517 sec): 3 clusters Score: Raw -382989.052003 + Penalty 6410.149866 = -376578.902137 nChanged 5 SP:Iteration 46Q (191.921812 sec): 3 clusters Score: Raw -382990.956701 + Penalty 6410.149866 = -376580.806835 nChanged 5 SP:Iteration 47Q (192.054866 sec): 3 clusters Score: Raw -382992.280267 + Penalty 6410.149866 = -376582.130401 nChanged 2 SP:Iteration 48Q (192.180788 sec): 3 clusters Score: Raw -382992.728634 + Penalty 6410.149866 = -376582.578768 nChanged 2 SP:Iteration 49Q (192.282604 sec): 3 clusters Score: Raw -382993.543405 + Penalty 6410.149866 = -376583.393539 nChanged 1 SP:Iteration 50Q (192.437222 sec): 3 clusters Score: Raw -382993.880011 + Penalty 6410.149866 = -376583.730146 nChanged 0 SP:Iteration 51F (192.550649 sec): 3 clusters Score: Raw -382993.880011 + Penalty 6410.149866 = -376583.730146 nChanged 0 Time taken for this iteration:74.446210 seconds. 3->6 Clusters: Score -1767619.725357, best is -1767457.515051 THE BEST YET! Starting from 4 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 4 initial classes randomly. Deleting Class 1 (5516 points): Lose 2588.221248 but Gain 3755.104194 Iteration 0F (192.865151 sec): 3 clusters Score: Raw -1700510.703746 + Penalty 7510.208389 = -1693000.495357 nChanged 15819 Iteration 1F (193.042411 sec): 3 clusters Score: Raw -1725957.664169 + Penalty 7510.208389 = -1718447.455780 nChanged 5280 Iteration 2F (193.218026 sec): 3 clusters Score: Raw -1747532.594098 + Penalty 7510.208389 = -1740022.385710 nChanged 3817 Iteration 3F (193.394571 sec): 3 clusters Score: Raw -1758539.560541 + Penalty 7510.208389 = -1751029.352152 nChanged 1529 Iteration 4F (193.607731 sec): 3 clusters Score: Raw -1760405.856403 + Penalty 7510.208389 = -1752895.648014 nChanged 631 Iteration 5Q (193.788659 sec): 3 clusters Score: Raw -1760808.881950 + Penalty 7510.208389 = -1753298.673561 nChanged 362 Iteration 6Q (193.952650 sec): 3 clusters Score: Raw -1760985.646330 + Penalty 7510.208389 = -1753475.437942 nChanged 209 Iteration 7Q (194.122699 sec): 3 clusters Score: Raw -1761073.928812 + Penalty 7510.208389 = -1753563.720423 nChanged 166 Iteration 8Q (194.314809 sec): 3 clusters Score: Raw -1761162.326348 + Penalty 7510.208389 = -1753652.117959 nChanged 138 Iteration 9Q (194.482586 sec): 3 clusters Score: Raw -1761240.543966 + Penalty 7510.208389 = -1753730.335578 nChanged 109 Iteration 10Q (194.654671 sec): 3 clusters Score: Raw -1761289.500551 + Penalty 7510.208389 = -1753779.292162 nChanged 91 Iteration 11Q (194.829419 sec): 3 clusters Score: Raw -1761325.591275 + Penalty 7510.208389 = -1753815.382886 nChanged 82 Iteration 12Q (194.997140 sec): 3 clusters Score: Raw -1761348.670954 + Penalty 7510.208389 = -1753838.462566 nChanged 56 Iteration 13Q (195.169731 sec): 3 clusters Score: Raw -1761358.609274 + Penalty 7510.208389 = -1753848.400885 nChanged 24 Iteration 14Q (195.344602 sec): 3 clusters Score: Raw -1761361.432236 + Penalty 7510.208389 = -1753851.223847 nChanged 15 Iteration 15Q (195.525778 sec): 3 clusters Score: Raw -1761362.973224 + Penalty 7510.208389 = -1753852.764836 nChanged 9 Iteration 16Q (195.711837 sec): 3 clusters Score: Raw -1761363.765020 + Penalty 7510.208389 = -1753853.556632 nChanged 9 Iteration 17Q (195.859921 sec): 3 clusters Score: Raw -1761364.440934 + Penalty 7510.208389 = -1753854.232545 nChanged 2 Iteration 18Q (196.051999 sec): 3 clusters Score: Raw -1761364.573127 + Penalty 7510.208389 = -1753854.364739 nChanged 0 Iteration 19F (196.228915 sec): 3 clusters Score: Raw -1761364.573127 + Penalty 7510.208389 = -1753854.364739 nChanged 0 Compute initial score before splitting: Score: Raw -1761364.573127 + Penalty 7510.208389 = -1753854.364739 Trying to split cluster 2 (16258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.358946 sec): 2 clusters Score: Raw -1228865.737470 + Penalty 3592.494109 = -1225273.243361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.492174 sec): 3 clusters Score: Raw -1220118.745859 + Penalty 7184.988217 = -1212933.757642 nChanged 6805 SP:Iteration 1F (196.633549 sec): 3 clusters Score: Raw -1224435.949222 + Penalty 7184.988217 = -1217250.961005 nChanged 1532 SP:Iteration 2F (196.777104 sec): 3 clusters Score: Raw -1226332.677003 + Penalty 7184.988217 = -1219147.688786 nChanged 1656 SP:Iteration 3F (196.946756 sec): 3 clusters Score: Raw -1228655.644739 + Penalty 7184.988217 = -1221470.656522 nChanged 1717 SP:Iteration 4F (197.114080 sec): 3 clusters Score: Raw -1230772.161594 + Penalty 7184.988217 = -1223587.173377 nChanged 1352 SP:Iteration 5F (197.258649 sec): 3 clusters Score: Raw -1232032.591671 + Penalty 7184.988217 = -1224847.603454 nChanged 926 SP:Iteration 6F (197.433740 sec): 3 clusters Score: Raw -1232694.335948 + Penalty 7184.988217 = -1225509.347730 nChanged 583 SP:Iteration 7Q (197.571257 sec): 3 clusters Score: Raw -1233014.484567 + Penalty 7184.988217 = -1225829.496350 nChanged 393 SP:Iteration 8Q (197.750293 sec): 3 clusters Score: Raw -1233201.903081 + Penalty 7184.988217 = -1226016.914863 nChanged 254 SP:Iteration 9Q (197.896115 sec): 3 clusters Score: Raw -1233300.540240 + Penalty 7184.988217 = -1226115.552023 nChanged 205 SP:Iteration 10Q (198.069770 sec): 3 clusters Score: Raw -1233377.272598 + Penalty 7184.988217 = -1226192.284381 nChanged 173 SP:Iteration 11Q (198.220423 sec): 3 clusters Score: Raw -1233440.245014 + Penalty 7184.988217 = -1226255.256796 nChanged 157 SP:Iteration 12Q (198.357411 sec): 3 clusters Score: Raw -1233486.091357 + Penalty 7184.988217 = -1226301.103140 nChanged 111 SP:Iteration 13Q (198.515243 sec): 3 clusters Score: Raw -1233513.893699 + Penalty 7184.988217 = -1226328.905482 nChanged 94 SP:Iteration 14Q (198.670587 sec): 3 clusters Score: Raw -1233538.290241 + Penalty 7184.988217 = -1226353.302024 nChanged 66 SP:Iteration 15Q (198.832118 sec): 3 clusters Score: Raw -1233551.900635 + Penalty 7184.988217 = -1226366.912418 nChanged 62 SP:Iteration 16Q (199.016467 sec): 3 clusters Score: Raw -1233564.288288 + Penalty 7184.988217 = -1226379.300071 nChanged 46 SP:Iteration 17Q (199.169893 sec): 3 clusters Score: Raw -1233572.994114 + Penalty 7184.988217 = -1226388.005897 nChanged 27 SP:Iteration 18Q (199.297712 sec): 3 clusters Score: Raw -1233577.928022 + Penalty 7184.988217 = -1226392.939805 nChanged 25 SP:Iteration 19Q (199.466042 sec): 3 clusters Score: Raw -1233581.846089 + Penalty 7184.988217 = -1226396.857872 nChanged 18 SP:Iteration 20F (199.620276 sec): 3 clusters Score: Raw -1233584.328589 + Penalty 7184.988217 = -1226399.340371 nChanged 11 SP:Iteration 21Q (199.777013 sec): 3 clusters Score: Raw -1233586.119084 + Penalty 7184.988217 = -1226401.130867 nChanged 12 SP:Iteration 22Q (199.977035 sec): 3 clusters Score: Raw -1233588.774166 + Penalty 7184.988217 = -1226403.785949 nChanged 15 SP:Iteration 23Q (200.124528 sec): 3 clusters Score: Raw -1233591.637709 + Penalty 7184.988217 = -1226406.649492 nChanged 22 SP:Iteration 24Q (200.259683 sec): 3 clusters Score: Raw -1233595.205528 + Penalty 7184.988217 = -1226410.217311 nChanged 22 SP:Iteration 25Q (200.438888 sec): 3 clusters Score: Raw -1233598.909151 + Penalty 7184.988217 = -1226413.920933 nChanged 19 SP:Iteration 26Q (200.588880 sec): 3 clusters Score: Raw -1233601.868581 + Penalty 7184.988217 = -1226416.880364 nChanged 15 SP:Iteration 27Q (200.737998 sec): 3 clusters Score: Raw -1233604.246972 + Penalty 7184.988217 = -1226419.258755 nChanged 14 SP:Iteration 28Q (200.890598 sec): 3 clusters Score: Raw -1233606.361559 + Penalty 7184.988217 = -1226421.373342 nChanged 12 SP:Iteration 29Q (201.042424 sec): 3 clusters Score: Raw -1233607.875449 + Penalty 7184.988217 = -1226422.887232 nChanged 9 SP:Iteration 30Q (201.170169 sec): 3 clusters Score: Raw -1233609.230222 + Penalty 7184.988217 = -1226424.242005 nChanged 9 SP:Iteration 31Q (201.347298 sec): 3 clusters Score: Raw -1233610.802871 + Penalty 7184.988217 = -1226425.814653 nChanged 8 SP:Iteration 32Q (201.491890 sec): 3 clusters Score: Raw -1233612.188259 + Penalty 7184.988217 = -1226427.200042 nChanged 5 SP:Iteration 33Q (201.643002 sec): 3 clusters Score: Raw -1233612.851333 + Penalty 7184.988217 = -1226427.863116 nChanged 5 SP:Iteration 34Q (201.815148 sec): 3 clusters Score: Raw -1233613.424722 + Penalty 7184.988217 = -1226428.436504 nChanged 1 SP:Iteration 35Q (201.948583 sec): 3 clusters Score: Raw -1233613.667883 + Penalty 7184.988217 = -1226428.679666 nChanged 1 SP:Iteration 36Q (202.116232 sec): 3 clusters Score: Raw -1233613.779603 + Penalty 7184.988217 = -1226428.791385 nChanged 1 SP:Iteration 37Q (202.305675 sec): 3 clusters Score: Raw -1233613.814683 + Penalty 7184.988217 = -1226428.826465 nChanged 0 SP:Iteration 38F (202.484665 sec): 3 clusters Score: Raw -1233613.814683 + Penalty 7184.988217 = -1226428.826465 nChanged 0 Score: Raw -1766112.650340 + Penalty 11265.312583 = -1754847.337757 Splitting cluster 2 changes total score from -1753854.364739 to -1754847.337757 So it's getting split into cluster 1. Trying to split cluster 3 (8883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.843191 sec): 2 clusters Score: Raw -549336.689385 + Penalty 3368.546956 = -545968.142430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.989500 sec): 3 clusters Score: Raw -545168.692526 + Penalty 6737.093911 = -538431.598615 nChanged 3685 SP:Iteration 1F (203.099082 sec): 3 clusters Score: Raw -548339.369673 + Penalty 6737.093911 = -541602.275762 nChanged 1089 SP:Iteration 2F (203.264684 sec): 3 clusters Score: Raw -549727.816905 + Penalty 6737.093911 = -542990.722994 nChanged 885 SP:Iteration 3F (203.395371 sec): 3 clusters Score: Raw -551105.175910 + Penalty 6737.093911 = -544368.081999 nChanged 799 SP:Iteration 4F (203.509954 sec): 3 clusters Score: Raw -552486.625397 + Penalty 6737.093911 = -545749.531486 nChanged 668 SP:Iteration 5F (203.651561 sec): 3 clusters Score: Raw -553531.229030 + Penalty 6737.093911 = -546794.135119 nChanged 537 SP:Iteration 6F (203.800059 sec): 3 clusters Score: Raw -554243.560779 + Penalty 6737.093911 = -547506.466868 nChanged 414 SP:Iteration 7Q (203.941181 sec): 3 clusters Score: Raw -554868.177518 + Penalty 6737.093911 = -548131.083607 nChanged 364 SP:Iteration 8Q (204.078474 sec): 3 clusters Score: Raw -555362.412044 + Penalty 6737.093911 = -548625.318133 nChanged 217 SP:Iteration 9Q (204.220189 sec): 3 clusters Score: Raw -555548.710433 + Penalty 6737.093911 = -548811.616522 nChanged 153 SP:Iteration 10Q (204.355084 sec): 3 clusters Score: Raw -555649.417596 + Penalty 6737.093911 = -548912.323685 nChanged 91 SP:Iteration 11Q (204.490036 sec): 3 clusters Score: Raw -555698.991255 + Penalty 6737.093911 = -548961.897344 nChanged 56 SP:Iteration 12Q (204.594550 sec): 3 clusters Score: Raw -555735.977467 + Penalty 6737.093911 = -548998.883556 nChanged 38 SP:Iteration 13Q (204.742155 sec): 3 clusters Score: Raw -555768.313945 + Penalty 6737.093911 = -549031.220034 nChanged 37 SP:Iteration 14Q (204.887249 sec): 3 clusters Score: Raw -555801.618780 + Penalty 6737.093911 = -549064.524869 nChanged 30 SP:Iteration 15Q (205.030361 sec): 3 clusters Score: Raw -555835.638287 + Penalty 6737.093911 = -549098.544376 nChanged 30 SP:Iteration 16Q (205.167232 sec): 3 clusters Score: Raw -555886.524996 + Penalty 6737.093911 = -549149.431085 nChanged 39 SP:Iteration 17Q (205.300871 sec): 3 clusters Score: Raw -555965.352313 + Penalty 6737.093911 = -549228.258402 nChanged 35 SP:Iteration 18Q (205.438055 sec): 3 clusters Score: Raw -556006.626774 + Penalty 6737.093911 = -549269.532863 nChanged 25 SP:Iteration 19Q (205.574939 sec): 3 clusters Score: Raw -556021.589612 + Penalty 6737.093911 = -549284.495701 nChanged 19 SP:Iteration 20F (205.706542 sec): 3 clusters Score: Raw -556060.979663 + Penalty 6737.093911 = -549323.885751 nChanged 24 SP:Iteration 21Q (205.828448 sec): 3 clusters Score: Raw -556112.676521 + Penalty 6737.093911 = -549375.582610 nChanged 38 SP:Iteration 22Q (205.960513 sec): 3 clusters Score: Raw -556175.018210 + Penalty 6737.093911 = -549437.924299 nChanged 37 SP:Iteration 23Q (206.115032 sec): 3 clusters Score: Raw -556188.037183 + Penalty 6737.093911 = -549450.943272 nChanged 22 SP:Iteration 24Q (206.222748 sec): 3 clusters Score: Raw -556194.007470 + Penalty 6737.093911 = -549456.913559 nChanged 7 SP:Iteration 25Q (206.374434 sec): 3 clusters Score: Raw -556195.480652 + Penalty 6737.093911 = -549458.386741 nChanged 4 SP:Iteration 26Q (206.483314 sec): 3 clusters Score: Raw -556196.444548 + Penalty 6737.093911 = -549459.350637 nChanged 3 SP:Iteration 27Q (206.636946 sec): 3 clusters Score: Raw -556196.949918 + Penalty 6737.093911 = -549459.856007 nChanged 2 SP:Iteration 28Q (206.782953 sec): 3 clusters Score: Raw -556197.467991 + Penalty 6737.093911 = -549460.374080 nChanged 2 SP:Iteration 29Q (206.885642 sec): 3 clusters Score: Raw -556198.158128 + Penalty 6737.093911 = -549461.064217 nChanged 2 SP:Iteration 30Q (207.062643 sec): 3 clusters Score: Raw -556198.669569 + Penalty 6737.093911 = -549461.575658 nChanged 1 SP:Iteration 31Q (207.171574 sec): 3 clusters Score: Raw -556198.941731 + Penalty 6737.093911 = -549461.847820 nChanged 1 SP:Iteration 32Q (207.324145 sec): 3 clusters Score: Raw -556199.030544 + Penalty 6737.093911 = -549461.936633 nChanged 1 SP:Iteration 33Q (207.461918 sec): 3 clusters Score: Raw -556199.646935 + Penalty 6737.093911 = -549462.553024 nChanged 1 SP:Iteration 34Q (207.592000 sec): 3 clusters Score: Raw -556199.742722 + Penalty 6737.093911 = -549462.648811 nChanged 1 SP:Iteration 35Q (207.733873 sec): 3 clusters Score: Raw -556199.943256 + Penalty 6737.093911 = -549462.849345 nChanged 0 SP:Iteration 36F (207.875714 sec): 3 clusters Score: Raw -556199.943256 + Penalty 6737.093911 = -549462.849345 nChanged 0 Score: Raw -1772975.904210 + Penalty 15020.416777 = -1757955.487433 Splitting cluster 3 changes total score from -1753854.364739 to -1757955.487433 So it's getting split into cluster 4. Iteration 20F (208.561529 sec): 5 clusters Score: Raw -1774116.385492 + Penalty 15020.416777 = -1759095.968715 nChanged 1005 Iteration 21Q (208.866997 sec): 5 clusters Score: Raw -1774783.082268 + Penalty 15020.416777 = -1759762.665491 nChanged 457 Iteration 22Q (209.179445 sec): 5 clusters Score: Raw -1775128.441277 + Penalty 15020.416777 = -1760108.024500 nChanged 369 Iteration 23Q (209.490857 sec): 5 clusters Score: Raw -1775345.179636 + Penalty 15020.416777 = -1760324.762859 nChanged 283 Iteration 24Q (209.811989 sec): 5 clusters Score: Raw -1775504.964399 + Penalty 15020.416777 = -1760484.547622 nChanged 228 Iteration 25Q (210.117011 sec): 5 clusters Score: Raw -1775620.352855 + Penalty 15020.416777 = -1760599.936078 nChanged 188 Iteration 26Q (210.437024 sec): 5 clusters Score: Raw -1775704.757218 + Penalty 15020.416777 = -1760684.340441 nChanged 173 Iteration 27Q (210.776962 sec): 5 clusters Score: Raw -1775799.672758 + Penalty 15020.416777 = -1760779.255981 nChanged 151 Iteration 28Q (211.085956 sec): 5 clusters Score: Raw -1775857.531238 + Penalty 15020.416777 = -1760837.114461 nChanged 127 Iteration 29Q (211.410751 sec): 5 clusters Score: Raw -1775900.509147 + Penalty 15020.416777 = -1760880.092370 nChanged 106 Iteration 30Q (211.714148 sec): 5 clusters Score: Raw -1775937.341611 + Penalty 15020.416777 = -1760916.924833 nChanged 91 Iteration 31Q (212.027236 sec): 5 clusters Score: Raw -1775961.521948 + Penalty 15020.416777 = -1760941.105170 nChanged 76 Iteration 32Q (212.331567 sec): 5 clusters Score: Raw -1775983.143635 + Penalty 15020.416777 = -1760962.726858 nChanged 69 Iteration 33Q (212.649869 sec): 5 clusters Score: Raw -1776001.648617 + Penalty 15020.416777 = -1760981.231839 nChanged 57 Iteration 34Q (212.977573 sec): 5 clusters Score: Raw -1776028.149674 + Penalty 15020.416777 = -1761007.732897 nChanged 60 Iteration 35Q (213.292450 sec): 5 clusters Score: Raw -1776043.554162 + Penalty 15020.416777 = -1761023.137384 nChanged 48 Iteration 36Q (213.580145 sec): 5 clusters Score: Raw -1776054.571240 + Penalty 15020.416777 = -1761034.154463 nChanged 48 Iteration 37Q (213.908352 sec): 5 clusters Score: Raw -1776062.328177 + Penalty 15020.416777 = -1761041.911400 nChanged 27 Iteration 38Q (214.216993 sec): 5 clusters Score: Raw -1776067.160110 + Penalty 15020.416777 = -1761046.743333 nChanged 33 Iteration 39Q (214.562764 sec): 5 clusters Score: Raw -1776072.864813 + Penalty 15020.416777 = -1761052.448036 nChanged 35 Iteration 40F (214.919587 sec): 5 clusters Score: Raw -1776269.454085 + Penalty 15020.416777 = -1761249.037308 nChanged 93 Iteration 41Q (215.213535 sec): 5 clusters Score: Raw -1776431.404317 + Penalty 15020.416777 = -1761410.987539 nChanged 153 Iteration 42Q (215.578934 sec): 5 clusters Score: Raw -1776532.856223 + Penalty 15020.416777 = -1761512.439446 nChanged 184 Iteration 43Q (215.917783 sec): 5 clusters Score: Raw -1776668.177652 + Penalty 15020.416777 = -1761647.760875 nChanged 207 Iteration 44Q (216.263278 sec): 5 clusters Score: Raw -1776831.870824 + Penalty 15020.416777 = -1761811.454047 nChanged 198 Iteration 45Q (216.570458 sec): 5 clusters Score: Raw -1776967.376401 + Penalty 15020.416777 = -1761946.959624 nChanged 186 Iteration 46Q (216.912080 sec): 5 clusters Score: Raw -1777091.076884 + Penalty 15020.416777 = -1762070.660107 nChanged 186 Iteration 47Q (217.228808 sec): 5 clusters Score: Raw -1777194.261713 + Penalty 15020.416777 = -1762173.844936 nChanged 170 Iteration 48Q (217.570492 sec): 5 clusters Score: Raw -1777282.858133 + Penalty 15020.416777 = -1762262.441356 nChanged 167 Iteration 49Q (217.894875 sec): 5 clusters Score: Raw -1777367.090353 + Penalty 15020.416777 = -1762346.673576 nChanged 131 Iteration 50Q (218.207906 sec): 5 clusters Score: Raw -1777455.157660 + Penalty 15020.416777 = -1762434.740882 nChanged 136 Iteration 51Q (218.515928 sec): 5 clusters Score: Raw -1777526.352447 + Penalty 15020.416777 = -1762505.935669 nChanged 117 Iteration 52Q (218.830945 sec): 5 clusters Score: Raw -1777596.474173 + Penalty 15020.416777 = -1762576.057396 nChanged 119 Iteration 53Q (219.141663 sec): 5 clusters Score: Raw -1777679.238371 + Penalty 15020.416777 = -1762658.821594 nChanged 108 Iteration 54Q (219.432806 sec): 5 clusters Score: Raw -1777731.749831 + Penalty 15020.416777 = -1762711.333054 nChanged 100 Iteration 55Q (219.758514 sec): 5 clusters Score: Raw -1777765.322884 + Penalty 15020.416777 = -1762744.906106 nChanged 106 Iteration 56Q (220.065985 sec): 5 clusters Score: Raw -1777799.431566 + Penalty 15020.416777 = -1762779.014789 nChanged 101 Iteration 57Q (220.353081 sec): 5 clusters Score: Raw -1777826.267988 + Penalty 15020.416777 = -1762805.851211 nChanged 79 Iteration 58Q (220.650400 sec): 5 clusters Score: Raw -1777851.164224 + Penalty 15020.416777 = -1762830.747447 nChanged 67 Writing temp clu file Because OldScore, -1762805.851211, is greater than current (better) Score,-1762830.747447 Compute initial score before splitting: Score: Raw -1777851.164224 + Penalty 15020.416777 = -1762830.747447 Trying to split cluster 1 (10910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.774233 sec): 2 clusters Score: Raw -851467.693046 + Penalty 3444.699697 = -848022.993349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.900684 sec): 3 clusters Score: Raw -845867.218445 + Penalty 6889.399393 = -838977.819052 nChanged 4376 SP:Iteration 1F (221.052039 sec): 3 clusters Score: Raw -848491.342815 + Penalty 6889.399393 = -841601.943422 nChanged 924 SP:Iteration 2F (221.207747 sec): 3 clusters Score: Raw -849307.147687 + Penalty 6889.399393 = -842417.748294 nChanged 823 SP:Iteration 3F (221.355653 sec): 3 clusters Score: Raw -850081.293185 + Penalty 6889.399393 = -843191.893791 nChanged 820 SP:Iteration 4F (221.502684 sec): 3 clusters Score: Raw -850934.367692 + Penalty 6889.399393 = -844044.968299 nChanged 857 SP:Iteration 5F (221.623665 sec): 3 clusters Score: Raw -851835.627703 + Penalty 6889.399393 = -844946.228310 nChanged 779 SP:Iteration 6F (221.798063 sec): 3 clusters Score: Raw -852580.465660 + Penalty 6889.399393 = -845691.066266 nChanged 601 SP:Iteration 7F (221.946620 sec): 3 clusters Score: Raw -853032.910099 + Penalty 6889.399393 = -846143.510706 nChanged 403 SP:Iteration 8Q (222.089157 sec): 3 clusters Score: Raw -853276.958616 + Penalty 6889.399393 = -846387.559223 nChanged 263 SP:Iteration 9Q (222.219333 sec): 3 clusters Score: Raw -853416.428223 + Penalty 6889.399393 = -846527.028829 nChanged 190 SP:Iteration 10Q (222.376866 sec): 3 clusters Score: Raw -853500.400927 + Penalty 6889.399393 = -846611.001534 nChanged 119 SP:Iteration 11Q (222.542280 sec): 3 clusters Score: Raw -853551.412897 + Penalty 6889.399393 = -846662.013504 nChanged 109 SP:Iteration 12Q (222.658169 sec): 3 clusters Score: Raw -853597.827119 + Penalty 6889.399393 = -846708.427726 nChanged 96 SP:Iteration 13Q (222.815240 sec): 3 clusters Score: Raw -853635.019812 + Penalty 6889.399393 = -846745.620419 nChanged 70 SP:Iteration 14Q (222.968088 sec): 3 clusters Score: Raw -853660.136809 + Penalty 6889.399393 = -846770.737416 nChanged 54 SP:Iteration 15Q (223.110093 sec): 3 clusters Score: Raw -853678.687108 + Penalty 6889.399393 = -846789.287715 nChanged 51 SP:Iteration 16Q (223.257792 sec): 3 clusters Score: Raw -853697.287602 + Penalty 6889.399393 = -846807.888208 nChanged 47 SP:Iteration 17Q (223.382010 sec): 3 clusters Score: Raw -853716.057758 + Penalty 6889.399393 = -846826.658365 nChanged 51 SP:Iteration 18Q (223.544018 sec): 3 clusters Score: Raw -853734.798529 + Penalty 6889.399393 = -846845.399135 nChanged 50 SP:Iteration 19Q (223.687693 sec): 3 clusters Score: Raw -853753.113876 + Penalty 6889.399393 = -846863.714483 nChanged 49 SP:Iteration 20F (223.854500 sec): 3 clusters Score: Raw -853772.885646 + Penalty 6889.399393 = -846883.486252 nChanged 55 SP:Iteration 21Q (223.999692 sec): 3 clusters Score: Raw -853796.753627 + Penalty 6889.399393 = -846907.354234 nChanged 48 SP:Iteration 22Q (224.145991 sec): 3 clusters Score: Raw -853815.345862 + Penalty 6889.399393 = -846925.946469 nChanged 52 SP:Iteration 23Q (224.305762 sec): 3 clusters Score: Raw -853835.939740 + Penalty 6889.399393 = -846946.540346 nChanged 58 SP:Iteration 24Q (224.454670 sec): 3 clusters Score: Raw -853857.573196 + Penalty 6889.399393 = -846968.173802 nChanged 42 SP:Iteration 25Q (224.624532 sec): 3 clusters Score: Raw -853873.429027 + Penalty 6889.399393 = -846984.029633 nChanged 40 SP:Iteration 26Q (224.760820 sec): 3 clusters Score: Raw -853887.705241 + Penalty 6889.399393 = -846998.305848 nChanged 31 SP:Iteration 27Q (224.921737 sec): 3 clusters Score: Raw -853899.625833 + Penalty 6889.399393 = -847010.226440 nChanged 41 SP:Iteration 28Q (225.035813 sec): 3 clusters Score: Raw -853915.385166 + Penalty 6889.399393 = -847025.985773 nChanged 40 SP:Iteration 29Q (225.206731 sec): 3 clusters Score: Raw -853931.982502 + Penalty 6889.399393 = -847042.583109 nChanged 41 SP:Iteration 30Q (225.345264 sec): 3 clusters Score: Raw -853947.016942 + Penalty 6889.399393 = -847057.617549 nChanged 39 SP:Iteration 31Q (225.453410 sec): 3 clusters Score: Raw -853965.098579 + Penalty 6889.399393 = -847075.699185 nChanged 42 SP:Iteration 32Q (225.627475 sec): 3 clusters Score: Raw -853986.550848 + Penalty 6889.399393 = -847097.151455 nChanged 48 SP:Iteration 33Q (225.757631 sec): 3 clusters Score: Raw -854008.245558 + Penalty 6889.399393 = -847118.846164 nChanged 53 SP:Iteration 34Q (225.904190 sec): 3 clusters Score: Raw -854034.727201 + Penalty 6889.399393 = -847145.327808 nChanged 52 SP:Iteration 35Q (226.059646 sec): 3 clusters Score: Raw -854065.212937 + Penalty 6889.399393 = -847175.813544 nChanged 62 SP:Iteration 36Q (226.181471 sec): 3 clusters Score: Raw -854098.001371 + Penalty 6889.399393 = -847208.601978 nChanged 68 SP:Iteration 37Q (226.336415 sec): 3 clusters Score: Raw -854135.134589 + Penalty 6889.399393 = -847245.735196 nChanged 69 SP:Iteration 38Q (226.492893 sec): 3 clusters Score: Raw -854179.789463 + Penalty 6889.399393 = -847290.390070 nChanged 87 SP:Iteration 39Q (226.628501 sec): 3 clusters Score: Raw -854238.287714 + Penalty 6889.399393 = -847348.888321 nChanged 73 SP:Iteration 40F (226.778332 sec): 3 clusters Score: Raw -854282.399010 + Penalty 6889.399393 = -847392.999617 nChanged 62 SP:Iteration 41Q (226.916018 sec): 3 clusters Score: Raw -854318.406585 + Penalty 6889.399393 = -847429.007192 nChanged 55 SP:Iteration 42Q (227.044008 sec): 3 clusters Score: Raw -854345.648781 + Penalty 6889.399393 = -847456.249388 nChanged 54 SP:Iteration 43Q (227.184442 sec): 3 clusters Score: Raw -854381.762559 + Penalty 6889.399393 = -847492.363165 nChanged 52 SP:Iteration 44Q (227.341646 sec): 3 clusters Score: Raw -854408.449622 + Penalty 6889.399393 = -847519.050229 nChanged 40 SP:Iteration 45Q (227.475830 sec): 3 clusters Score: Raw -854426.480513 + Penalty 6889.399393 = -847537.081120 nChanged 24 SP:Iteration 46Q (227.594980 sec): 3 clusters Score: Raw -854437.092434 + Penalty 6889.399393 = -847547.693040 nChanged 25 SP:Iteration 47Q (227.762334 sec): 3 clusters Score: Raw -854445.647732 + Penalty 6889.399393 = -847556.248339 nChanged 15 SP:Iteration 48Q (227.893614 sec): 3 clusters Score: Raw -854449.546072 + Penalty 6889.399393 = -847560.146678 nChanged 9 SP:Iteration 49Q (228.038935 sec): 3 clusters Score: Raw -854452.762843 + Penalty 6889.399393 = -847563.363450 nChanged 7 SP:Iteration 50Q (228.181828 sec): 3 clusters Score: Raw -854454.634601 + Penalty 6889.399393 = -847565.235208 nChanged 3 SP:Iteration 51Q (228.295159 sec): 3 clusters Score: Raw -854455.473204 + Penalty 6889.399393 = -847566.073811 nChanged 2 SP:Iteration 52Q (228.436674 sec): 3 clusters Score: Raw -854455.976333 + Penalty 6889.399393 = -847566.576939 nChanged 2 SP:Iteration 53Q (228.596148 sec): 3 clusters Score: Raw -854456.621006 + Penalty 6889.399393 = -847567.221612 nChanged 4 SP:Iteration 54Q (228.740928 sec): 3 clusters Score: Raw -854458.442922 + Penalty 6889.399393 = -847569.043528 nChanged 9 SP:Iteration 55Q (228.879388 sec): 3 clusters Score: Raw -854462.882910 + Penalty 6889.399393 = -847573.483517 nChanged 7 SP:Iteration 56Q (229.021151 sec): 3 clusters Score: Raw -854465.264497 + Penalty 6889.399393 = -847575.865103 nChanged 3 SP:Iteration 57Q (229.178391 sec): 3 clusters Score: Raw -854466.229625 + Penalty 6889.399393 = -847576.830232 nChanged 4 SP:Iteration 58Q (229.289458 sec): 3 clusters Score: Raw -854467.263922 + Penalty 6889.399393 = -847577.864528 nChanged 8 SP:Iteration 59Q (229.434045 sec): 3 clusters Score: Raw -854469.266265 + Penalty 6889.399393 = -847579.866871 nChanged 6 SP:Iteration 60F (229.599303 sec): 3 clusters Score: Raw -854470.826950 + Penalty 6889.399393 = -847581.427557 nChanged 4 SP:Iteration 61Q (229.735553 sec): 3 clusters Score: Raw -854472.341637 + Penalty 6889.399393 = -847582.942243 nChanged 3 SP:Iteration 62Q (229.889371 sec): 3 clusters Score: Raw -854472.939956 + Penalty 6889.399393 = -847583.540563 nChanged 1 SP:Iteration 63Q (230.000154 sec): 3 clusters Score: Raw -854473.238803 + Penalty 6889.399393 = -847583.839410 nChanged 0 SP:Iteration 64F (230.167034 sec): 3 clusters Score: Raw -854473.238803 + Penalty 6889.399393 = -847583.839410 nChanged 0 Trying to split cluster 2 (6628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.246515 sec): 2 clusters Score: Raw -477553.978609 + Penalty 3260.051129 = -474293.927480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.359208 sec): 3 clusters Score: Raw -474514.252783 + Penalty 6520.102259 = -467994.150525 nChanged 2465 SP:Iteration 1F (230.495367 sec): 3 clusters Score: Raw -476152.825692 + Penalty 6520.102259 = -469632.723433 nChanged 575 SP:Iteration 2F (230.647935 sec): 3 clusters Score: Raw -476619.414407 + Penalty 6520.102259 = -470099.312148 nChanged 414 SP:Iteration 3F (230.774680 sec): 3 clusters Score: Raw -476950.909437 + Penalty 6520.102259 = -470430.807179 nChanged 343 SP:Iteration 4F (230.964033 sec): 3 clusters Score: Raw -477214.698607 + Penalty 6520.102259 = -470694.596349 nChanged 279 SP:Iteration 5Q (231.088475 sec): 3 clusters Score: Raw -477438.060948 + Penalty 6520.102259 = -470917.958689 nChanged 274 SP:Iteration 6Q (231.196120 sec): 3 clusters Score: Raw -477688.646863 + Penalty 6520.102259 = -471168.544604 nChanged 282 SP:Iteration 7Q (231.345517 sec): 3 clusters Score: Raw -477927.825956 + Penalty 6520.102259 = -471407.723698 nChanged 266 SP:Iteration 8Q (231.494377 sec): 3 clusters Score: Raw -478165.740447 + Penalty 6520.102259 = -471645.638188 nChanged 247 SP:Iteration 9Q (231.624170 sec): 3 clusters Score: Raw -478377.985452 + Penalty 6520.102259 = -471857.883194 nChanged 211 SP:Iteration 10Q (231.763983 sec): 3 clusters Score: Raw -478559.094104 + Penalty 6520.102259 = -472038.991845 nChanged 188 SP:Iteration 11Q (231.895978 sec): 3 clusters Score: Raw -478692.041428 + Penalty 6520.102259 = -472171.939170 nChanged 137 SP:Iteration 12Q (232.024413 sec): 3 clusters Score: Raw -478792.508487 + Penalty 6520.102259 = -472272.406229 nChanged 112 SP:Iteration 13Q (232.133876 sec): 3 clusters Score: Raw -478868.845736 + Penalty 6520.102259 = -472348.743477 nChanged 107 SP:Iteration 14Q (232.270751 sec): 3 clusters Score: Raw -478932.471984 + Penalty 6520.102259 = -472412.369726 nChanged 84 SP:Iteration 15Q (232.418076 sec): 3 clusters Score: Raw -478972.226557 + Penalty 6520.102259 = -472452.124298 nChanged 63 SP:Iteration 16Q (232.556644 sec): 3 clusters Score: Raw -479003.417298 + Penalty 6520.102259 = -472483.315040 nChanged 49 SP:Iteration 17Q (232.685388 sec): 3 clusters Score: Raw -479025.102868 + Penalty 6520.102259 = -472505.000609 nChanged 39 SP:Iteration 18Q (232.815983 sec): 3 clusters Score: Raw -479042.353486 + Penalty 6520.102259 = -472522.251228 nChanged 30 SP:Iteration 19Q (232.957222 sec): 3 clusters Score: Raw -479053.110190 + Penalty 6520.102259 = -472533.007931 nChanged 23 SP:Iteration 20F (233.085409 sec): 3 clusters Score: Raw -479064.137898 + Penalty 6520.102259 = -472544.035640 nChanged 20 SP:Iteration 21Q (233.214829 sec): 3 clusters Score: Raw -479071.116624 + Penalty 6520.102259 = -472551.014365 nChanged 18 SP:Iteration 22Q (233.331142 sec): 3 clusters Score: Raw -479076.538442 + Penalty 6520.102259 = -472556.436184 nChanged 18 SP:Iteration 23Q (233.469155 sec): 3 clusters Score: Raw -479084.576765 + Penalty 6520.102259 = -472564.474506 nChanged 15 SP:Iteration 24Q (233.580898 sec): 3 clusters Score: Raw -479091.154785 + Penalty 6520.102259 = -472571.052526 nChanged 13 SP:Iteration 25Q (233.704071 sec): 3 clusters Score: Raw -479095.481919 + Penalty 6520.102259 = -472575.379660 nChanged 11 SP:Iteration 26Q (233.833930 sec): 3 clusters Score: Raw -479099.500921 + Penalty 6520.102259 = -472579.398662 nChanged 9 SP:Iteration 27Q (233.967500 sec): 3 clusters Score: Raw -479102.299242 + Penalty 6520.102259 = -472582.196984 nChanged 7 SP:Iteration 28Q (234.097607 sec): 3 clusters Score: Raw -479104.442401 + Penalty 6520.102259 = -472584.340143 nChanged 5 SP:Iteration 29Q (234.222049 sec): 3 clusters Score: Raw -479106.191644 + Penalty 6520.102259 = -472586.089385 nChanged 5 SP:Iteration 30Q (234.369887 sec): 3 clusters Score: Raw -479107.527744 + Penalty 6520.102259 = -472587.425486 nChanged 4 SP:Iteration 31Q (234.505953 sec): 3 clusters Score: Raw -479108.950519 + Penalty 6520.102259 = -472588.848260 nChanged 2 SP:Iteration 32Q (234.608949 sec): 3 clusters Score: Raw -479109.751145 + Penalty 6520.102259 = -472589.648886 nChanged 2 SP:Iteration 33Q (234.737415 sec): 3 clusters Score: Raw -479110.081146 + Penalty 6520.102259 = -472589.978888 nChanged 1 SP:Iteration 34Q (234.866186 sec): 3 clusters Score: Raw -479110.167804 + Penalty 6520.102259 = -472590.065546 nChanged 1 SP:Iteration 35Q (235.020330 sec): 3 clusters Score: Raw -479110.482302 + Penalty 6520.102259 = -472590.380043 nChanged 0 SP:Iteration 36F (235.126132 sec): 3 clusters Score: Raw -479110.482302 + Penalty 6520.102259 = -472590.380043 nChanged 0 Trying to split cluster 3 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.216117 sec): 2 clusters Score: Raw -58692.779631 + Penalty 2574.566421 = -56118.213210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.339258 sec): 3 clusters Score: Raw -58626.005936 + Penalty 5149.132842 = -53476.873094 nChanged 242 SP:Iteration 1F (235.459486 sec): 3 clusters Score: Raw -59078.160655 + Penalty 5149.132842 = -53929.027814 nChanged 82 SP:Iteration 2F (235.560259 sec): 3 clusters Score: Raw -59293.162856 + Penalty 5149.132842 = -54144.030015 nChanged 45 SP:Iteration 3Q (235.683525 sec): 3 clusters Score: Raw -59426.063215 + Penalty 5149.132842 = -54276.930373 nChanged 40 SP:Iteration 4Q (235.797748 sec): 3 clusters Score: Raw -59578.229188 + Penalty 5149.132842 = -54429.096347 nChanged 33 SP:Iteration 5Q (235.910209 sec): 3 clusters Score: Raw -59671.169003 + Penalty 5149.132842 = -54522.036162 nChanged 28 SP:Iteration 6Q (236.002180 sec): 3 clusters Score: Raw -59751.583256 + Penalty 5149.132842 = -54602.450414 nChanged 22 SP:Iteration 7Q (236.117210 sec): 3 clusters Score: Raw -59785.325159 + Penalty 5149.132842 = -54636.192317 nChanged 9 SP:Iteration 8Q (236.228448 sec): 3 clusters Score: Raw -59798.456818 + Penalty 5149.132842 = -54649.323976 nChanged 4 SP:Iteration 9Q (236.344231 sec): 3 clusters Score: Raw -59803.036738 + Penalty 5149.132842 = -54653.903897 nChanged 2 SP:Iteration 10Q (236.474585 sec): 3 clusters Score: Raw -59805.241944 + Penalty 5149.132842 = -54656.109102 nChanged 1 SP:Iteration 11Q (236.588513 sec): 3 clusters Score: Raw -59805.764973 + Penalty 5149.132842 = -54656.632131 nChanged 1 SP:Iteration 12Q (236.717102 sec): 3 clusters Score: Raw -59807.937197 + Penalty 5149.132842 = -54658.804355 nChanged 2 SP:Iteration 13Q (236.838149 sec): 3 clusters Score: Raw -59811.196970 + Penalty 5149.132842 = -54662.064129 nChanged 4 SP:Iteration 14Q (236.922146 sec): 3 clusters Score: Raw -59832.151270 + Penalty 5149.132842 = -54683.018428 nChanged 6 SP:Iteration 15Q (237.032132 sec): 3 clusters Score: Raw -59856.108673 + Penalty 5149.132842 = -54706.975831 nChanged 12 SP:Iteration 16Q (237.163551 sec): 3 clusters Score: Raw -59890.215721 + Penalty 5149.132842 = -54741.082880 nChanged 14 SP:Iteration 17Q (237.285032 sec): 3 clusters Score: Raw -59914.019781 + Penalty 5149.132842 = -54764.886939 nChanged 12 SP:Iteration 18Q (237.406245 sec): 3 clusters Score: Raw -59937.357333 + Penalty 5149.132842 = -54788.224491 nChanged 9 SP:Iteration 19Q (237.503306 sec): 3 clusters Score: Raw -59951.202265 + Penalty 5149.132842 = -54802.069423 nChanged 5 SP:Iteration 20F (237.613134 sec): 3 clusters Score: Raw -59964.960633 + Penalty 5149.132842 = -54815.827791 nChanged 10 SP:Iteration 21Q (237.720104 sec): 3 clusters Score: Raw -59981.703660 + Penalty 5149.132842 = -54832.570818 nChanged 7 SP:Iteration 22Q (237.833946 sec): 3 clusters Score: Raw -59990.626440 + Penalty 5149.132842 = -54841.493598 nChanged 3 SP:Iteration 23Q (237.957466 sec): 3 clusters Score: Raw -59994.988114 + Penalty 5149.132842 = -54845.855272 nChanged 5 SP:Iteration 24Q (238.068915 sec): 3 clusters Score: Raw -60002.508953 + Penalty 5149.132842 = -54853.376112 nChanged 2 SP:Iteration 25Q (238.178720 sec): 3 clusters Score: Raw -60005.260403 + Penalty 5149.132842 = -54856.127561 nChanged 5 SP:Iteration 26Q (238.296102 sec): 3 clusters Score: Raw -60023.750932 + Penalty 5149.132842 = -54874.618091 nChanged 4 SP:Iteration 27Q (238.436458 sec): 3 clusters Score: Raw -60029.085623 + Penalty 5149.132842 = -54879.952782 nChanged 2 SP:Iteration 28Q (238.558874 sec): 3 clusters Score: Raw -60030.943873 + Penalty 5149.132842 = -54881.811031 nChanged 1 SP:Iteration 29Q (238.677233 sec): 3 clusters Score: Raw -60032.699140 + Penalty 5149.132842 = -54883.566298 nChanged 0 SP:Iteration 30F (238.808777 sec): 3 clusters Score: Raw -60032.699140 + Penalty 5149.132842 = -54883.566298 nChanged 0 Trying to split cluster 4 (6590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.899120 sec): 2 clusters Score: Raw -420595.880387 + Penalty 3257.920846 = -417337.959540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.058974 sec): 3 clusters Score: Raw -417705.358670 + Penalty 6515.841693 = -411189.516977 nChanged 2555 SP:Iteration 1F (239.182552 sec): 3 clusters Score: Raw -420250.692219 + Penalty 6515.841693 = -413734.850527 nChanged 875 SP:Iteration 2F (239.331512 sec): 3 clusters Score: Raw -421993.843094 + Penalty 6515.841693 = -415478.001401 nChanged 736 SP:Iteration 3F (239.440896 sec): 3 clusters Score: Raw -423288.661654 + Penalty 6515.841693 = -416772.819961 nChanged 520 SP:Iteration 4F (239.603933 sec): 3 clusters Score: Raw -424003.823816 + Penalty 6515.841693 = -417487.982123 nChanged 319 SP:Iteration 5Q (239.744225 sec): 3 clusters Score: Raw -424570.973088 + Penalty 6515.841693 = -418055.131395 nChanged 232 SP:Iteration 6Q (239.854596 sec): 3 clusters Score: Raw -424848.685016 + Penalty 6515.841693 = -418332.843323 nChanged 190 SP:Iteration 7Q (240.021618 sec): 3 clusters Score: Raw -424973.494976 + Penalty 6515.841693 = -418457.653283 nChanged 115 SP:Iteration 8Q (240.149742 sec): 3 clusters Score: Raw -425040.312676 + Penalty 6515.841693 = -418524.470983 nChanged 71 SP:Iteration 9Q (240.244419 sec): 3 clusters Score: Raw -425080.694206 + Penalty 6515.841693 = -418564.852514 nChanged 70 SP:Iteration 10Q (240.383392 sec): 3 clusters Score: Raw -425121.529279 + Penalty 6515.841693 = -418605.687586 nChanged 64 SP:Iteration 11Q (240.485258 sec): 3 clusters Score: Raw -425158.742021 + Penalty 6515.841693 = -418642.900328 nChanged 58 SP:Iteration 12Q (240.601528 sec): 3 clusters Score: Raw -425191.033091 + Penalty 6515.841693 = -418675.191398 nChanged 59 SP:Iteration 13Q (240.750558 sec): 3 clusters Score: Raw -425223.846290 + Penalty 6515.841693 = -418708.004597 nChanged 45 SP:Iteration 14Q (240.879437 sec): 3 clusters Score: Raw -425249.657497 + Penalty 6515.841693 = -418733.815804 nChanged 44 SP:Iteration 15Q (241.012069 sec): 3 clusters Score: Raw -425271.320657 + Penalty 6515.841693 = -418755.478964 nChanged 25 SP:Iteration 16Q (241.123864 sec): 3 clusters Score: Raw -425280.857007 + Penalty 6515.841693 = -418765.015314 nChanged 16 SP:Iteration 17Q (241.219894 sec): 3 clusters Score: Raw -425286.791956 + Penalty 6515.841693 = -418770.950263 nChanged 15 SP:Iteration 18Q (241.332296 sec): 3 clusters Score: Raw -425293.141297 + Penalty 6515.841693 = -418777.299604 nChanged 14 SP:Iteration 19Q (241.448321 sec): 3 clusters Score: Raw -425299.597866 + Penalty 6515.841693 = -418783.756173 nChanged 14 SP:Iteration 20F (241.554691 sec): 3 clusters Score: Raw -425304.971079 + Penalty 6515.841693 = -418789.129386 nChanged 10 SP:Iteration 21Q (241.693473 sec): 3 clusters Score: Raw -425309.851089 + Penalty 6515.841693 = -418794.009396 nChanged 14 SP:Iteration 22Q (241.826470 sec): 3 clusters Score: Raw -425315.534829 + Penalty 6515.841693 = -418799.693136 nChanged 13 SP:Iteration 23Q (241.955263 sec): 3 clusters Score: Raw -425321.478616 + Penalty 6515.841693 = -418805.636923 nChanged 12 SP:Iteration 24Q (242.060324 sec): 3 clusters Score: Raw -425326.586692 + Penalty 6515.841693 = -418810.744999 nChanged 13 SP:Iteration 25Q (242.187539 sec): 3 clusters Score: Raw -425331.046891 + Penalty 6515.841693 = -418815.205198 nChanged 12 SP:Iteration 26Q (242.341551 sec): 3 clusters Score: Raw -425335.603799 + Penalty 6515.841693 = -418819.762106 nChanged 11 SP:Iteration 27Q (242.460032 sec): 3 clusters Score: Raw -425339.380668 + Penalty 6515.841693 = -418823.538975 nChanged 9 SP:Iteration 28Q (242.601651 sec): 3 clusters Score: Raw -425342.876280 + Penalty 6515.841693 = -418827.034587 nChanged 9 SP:Iteration 29Q (242.722078 sec): 3 clusters Score: Raw -425346.814974 + Penalty 6515.841693 = -418830.973281 nChanged 8 SP:Iteration 30Q (242.839703 sec): 3 clusters Score: Raw -425350.050870 + Penalty 6515.841693 = -418834.209177 nChanged 6 SP:Iteration 31Q (243.000168 sec): 3 clusters Score: Raw -425352.288203 + Penalty 6515.841693 = -418836.446510 nChanged 7 SP:Iteration 32Q (243.101566 sec): 3 clusters Score: Raw -425354.568824 + Penalty 6515.841693 = -418838.727131 nChanged 3 SP:Iteration 33Q (243.241596 sec): 3 clusters Score: Raw -425355.949811 + Penalty 6515.841693 = -418840.108118 nChanged 2 SP:Iteration 34Q (243.371363 sec): 3 clusters Score: Raw -425356.740451 + Penalty 6515.841693 = -418840.898758 nChanged 2 SP:Iteration 35Q (243.498024 sec): 3 clusters Score: Raw -425357.594075 + Penalty 6515.841693 = -418841.752382 nChanged 3 SP:Iteration 36Q (243.635184 sec): 3 clusters Score: Raw -425358.725822 + Penalty 6515.841693 = -418842.884129 nChanged 4 SP:Iteration 37Q (243.756955 sec): 3 clusters Score: Raw -425359.912895 + Penalty 6515.841693 = -418844.071202 nChanged 6 SP:Iteration 38Q (243.902327 sec): 3 clusters Score: Raw -425361.835801 + Penalty 6515.841693 = -418845.994108 nChanged 7 SP:Iteration 39Q (244.027499 sec): 3 clusters Score: Raw -425364.585798 + Penalty 6515.841693 = -418848.744105 nChanged 8 SP:Iteration 40F (244.139389 sec): 3 clusters Score: Raw -425367.459033 + Penalty 6515.841693 = -418851.617340 nChanged 9 SP:Iteration 41Q (244.297094 sec): 3 clusters Score: Raw -425370.348904 + Penalty 6515.841693 = -418854.507211 nChanged 4 SP:Iteration 42Q (244.425825 sec): 3 clusters Score: Raw -425371.401552 + Penalty 6515.841693 = -418855.559859 nChanged 4 SP:Iteration 43Q (244.555660 sec): 3 clusters Score: Raw -425372.912675 + Penalty 6515.841693 = -418857.070982 nChanged 6 SP:Iteration 44Q (244.680320 sec): 3 clusters Score: Raw -425374.569829 + Penalty 6515.841693 = -418858.728136 nChanged 4 SP:Iteration 45Q (244.813596 sec): 3 clusters Score: Raw -425375.783593 + Penalty 6515.841693 = -418859.941900 nChanged 3 SP:Iteration 46Q (244.911236 sec): 3 clusters Score: Raw -425376.639923 + Penalty 6515.841693 = -418860.798230 nChanged 2 SP:Iteration 47Q (245.067755 sec): 3 clusters Score: Raw -425377.086098 + Penalty 6515.841693 = -418861.244405 nChanged 0 SP:Iteration 48F (245.199991 sec): 3 clusters Score: Raw -425377.086098 + Penalty 6515.841693 = -418861.244405 nChanged 0 Score: Raw -1782645.413555 + Penalty 18775.520971 = -1763869.892583 Splitting cluster 4 changes total score from -1762830.747447 to -1763869.892583 So it's getting split into cluster 5. Iteration 59Q (246.033968 sec): 6 clusters Score: Raw -1783151.532365 + Penalty 18775.520971 = -1764376.011394 nChanged 738 Iteration 60F (246.512943 sec): 6 clusters Score: Raw -1784285.007402 + Penalty 18775.520971 = -1765509.486430 nChanged 500 Iteration 61Q (246.898523 sec): 6 clusters Score: Raw -1784809.582939 + Penalty 18775.520971 = -1766034.061968 nChanged 364 Iteration 62Q (247.250844 sec): 6 clusters Score: Raw -1785007.043944 + Penalty 18775.520971 = -1766231.522972 nChanged 282 Iteration 63Q (247.634308 sec): 6 clusters Score: Raw -1785121.462659 + Penalty 18775.520971 = -1766345.941687 nChanged 189 Iteration 64Q (248.011262 sec): 6 clusters Score: Raw -1785192.124349 + Penalty 18775.520971 = -1766416.603378 nChanged 161 Iteration 65Q (248.376985 sec): 6 clusters Score: Raw -1785258.735997 + Penalty 18775.520971 = -1766483.215025 nChanged 171 Iteration 66Q (248.669920 sec): 6 clusters Score: Raw -1785324.474022 + Penalty 18775.520971 = -1766548.953051 nChanged 158 Iteration 67Q (249.027886 sec): 6 clusters Score: Raw -1785378.913837 + Penalty 18775.520971 = -1766603.392865 nChanged 127 Iteration 68Q (249.333756 sec): 6 clusters Score: Raw -1785423.119779 + Penalty 18775.520971 = -1766647.598807 nChanged 116 Iteration 69Q (249.656743 sec): 6 clusters Score: Raw -1785461.361129 + Penalty 18775.520971 = -1766685.840158 nChanged 112 Iteration 70Q (250.049985 sec): 6 clusters Score: Raw -1785491.303470 + Penalty 18775.520971 = -1766715.782499 nChanged 88 Iteration 71Q (250.421306 sec): 6 clusters Score: Raw -1785514.716197 + Penalty 18775.520971 = -1766739.195226 nChanged 88 Iteration 72Q (250.801278 sec): 6 clusters Score: Raw -1785533.740791 + Penalty 18775.520971 = -1766758.219819 nChanged 79 Iteration 73Q (251.156334 sec): 6 clusters Score: Raw -1785548.231848 + Penalty 18775.520971 = -1766772.710877 nChanged 57 Iteration 74Q (251.539831 sec): 6 clusters Score: Raw -1785558.806649 + Penalty 18775.520971 = -1766783.285678 nChanged 38 Iteration 75Q (251.908470 sec): 6 clusters Score: Raw -1785565.433596 + Penalty 18775.520971 = -1766789.912625 nChanged 41 Iteration 76Q (252.286795 sec): 6 clusters Score: Raw -1785573.106555 + Penalty 18775.520971 = -1766797.585583 nChanged 34 Iteration 77Q (252.634049 sec): 6 clusters Score: Raw -1785578.629726 + Penalty 18775.520971 = -1766803.108754 nChanged 28 Iteration 78Q (253.020163 sec): 6 clusters Score: Raw -1785583.207545 + Penalty 18775.520971 = -1766807.686574 nChanged 16 Iteration 79Q (253.382310 sec): 6 clusters Score: Raw -1785586.246887 + Penalty 18775.520971 = -1766810.725916 nChanged 16 Iteration 80F (253.812354 sec): 6 clusters Score: Raw -1785612.496149 + Penalty 18775.520971 = -1766836.975178 nChanged 16 Iteration 81Q (254.166608 sec): 6 clusters Score: Raw -1785651.879133 + Penalty 18775.520971 = -1766876.358161 nChanged 22 Iteration 82Q (254.563955 sec): 6 clusters Score: Raw -1785662.546035 + Penalty 18775.520971 = -1766887.025064 nChanged 23 Iteration 83Q (254.974682 sec): 6 clusters Score: Raw -1785670.317640 + Penalty 18775.520971 = -1766894.796669 nChanged 14 Iteration 84Q (255.346162 sec): 6 clusters Score: Raw -1785675.336009 + Penalty 18775.520971 = -1766899.815038 nChanged 9 Iteration 85Q (255.778064 sec): 6 clusters Score: Raw -1785677.943421 + Penalty 18775.520971 = -1766902.422449 nChanged 10 Iteration 86Q (256.135076 sec): 6 clusters Score: Raw -1785681.427246 + Penalty 18775.520971 = -1766905.906274 nChanged 8 Iteration 87Q (256.549850 sec): 6 clusters Score: Raw -1785686.938456 + Penalty 18775.520971 = -1766911.417484 nChanged 9 Iteration 88Q (256.928942 sec): 6 clusters Score: Raw -1785690.835407 + Penalty 18775.520971 = -1766915.314436 nChanged 9 Iteration 89Q (257.324670 sec): 6 clusters Score: Raw -1785694.249753 + Penalty 18775.520971 = -1766918.728782 nChanged 6 Iteration 90Q (257.678586 sec): 6 clusters Score: Raw -1785697.583951 + Penalty 18775.520971 = -1766922.062980 nChanged 6 Iteration 91Q (258.059094 sec): 6 clusters Score: Raw -1785700.645546 + Penalty 18775.520971 = -1766925.124575 nChanged 5 Iteration 92Q (258.417067 sec): 6 clusters Score: Raw -1785702.036233 + Penalty 18775.520971 = -1766926.515261 nChanged 3 Iteration 93Q (258.815820 sec): 6 clusters Score: Raw -1785703.267631 + Penalty 18775.520971 = -1766927.746660 nChanged 4 Iteration 94Q (259.213052 sec): 6 clusters Score: Raw -1785704.531791 + Penalty 18775.520971 = -1766929.010820 nChanged 6 Iteration 95Q (259.599997 sec): 6 clusters Score: Raw -1785706.401048 + Penalty 18775.520971 = -1766930.880077 nChanged 6 Iteration 96Q (259.973004 sec): 6 clusters Score: Raw -1785707.095942 + Penalty 18775.520971 = -1766931.574970 nChanged 1 Iteration 97Q (260.351114 sec): 6 clusters Score: Raw -1785707.230788 + Penalty 18775.520971 = -1766931.709817 nChanged 3 Iteration 98Q (260.691803 sec): 6 clusters Score: Raw -1785707.667726 + Penalty 18775.520971 = -1766932.146754 nChanged 1 Writing temp clu file Because OldScore, -1766931.709817, is greater than current (better) Score,-1766932.146754 Compute initial score before splitting: Score: Raw -1785707.667726 + Penalty 18775.520971 = -1766932.146754 Trying to split cluster 1 (9818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.827486 sec): 2 clusters Score: Raw -776703.930989 + Penalty 3405.625891 = -773298.305099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.955819 sec): 3 clusters Score: Raw -771802.153610 + Penalty 6811.251782 = -764990.901828 nChanged 3911 SP:Iteration 1F (261.096872 sec): 3 clusters Score: Raw -774109.589216 + Penalty 6811.251782 = -767298.337434 nChanged 744 SP:Iteration 2F (261.206278 sec): 3 clusters Score: Raw -774583.722943 + Penalty 6811.251782 = -767772.471161 nChanged 561 SP:Iteration 3F (261.355738 sec): 3 clusters Score: Raw -774958.319286 + Penalty 6811.251782 = -768147.067504 nChanged 489 SP:Iteration 4Q (261.502723 sec): 3 clusters Score: Raw -775277.567627 + Penalty 6811.251782 = -768466.315845 nChanged 417 SP:Iteration 5Q (261.663725 sec): 3 clusters Score: Raw -775524.903593 + Penalty 6811.251782 = -768713.651811 nChanged 368 SP:Iteration 6Q (261.816285 sec): 3 clusters Score: Raw -775779.906258 + Penalty 6811.251782 = -768968.654477 nChanged 381 SP:Iteration 7Q (261.948865 sec): 3 clusters Score: Raw -776085.294623 + Penalty 6811.251782 = -769274.042842 nChanged 393 SP:Iteration 8Q (262.102408 sec): 3 clusters Score: Raw -776351.886407 + Penalty 6811.251782 = -769540.634626 nChanged 331 SP:Iteration 9Q (262.212247 sec): 3 clusters Score: Raw -776568.591008 + Penalty 6811.251782 = -769757.339227 nChanged 321 SP:Iteration 10Q (262.357829 sec): 3 clusters Score: Raw -776784.513717 + Penalty 6811.251782 = -769973.261935 nChanged 279 SP:Iteration 11Q (262.523939 sec): 3 clusters Score: Raw -776966.901029 + Penalty 6811.251782 = -770155.649247 nChanged 263 SP:Iteration 12Q (262.660830 sec): 3 clusters Score: Raw -777116.117070 + Penalty 6811.251782 = -770304.865289 nChanged 220 SP:Iteration 13Q (262.827013 sec): 3 clusters Score: Raw -777222.562811 + Penalty 6811.251782 = -770411.311030 nChanged 196 SP:Iteration 14Q (262.950376 sec): 3 clusters Score: Raw -777299.732003 + Penalty 6811.251782 = -770488.480222 nChanged 171 SP:Iteration 15Q (263.110058 sec): 3 clusters Score: Raw -777366.768992 + Penalty 6811.251782 = -770555.517211 nChanged 131 SP:Iteration 16Q (263.267515 sec): 3 clusters Score: Raw -777412.564170 + Penalty 6811.251782 = -770601.312388 nChanged 114 SP:Iteration 17Q (263.403761 sec): 3 clusters Score: Raw -777457.204220 + Penalty 6811.251782 = -770645.952438 nChanged 87 SP:Iteration 18Q (263.518877 sec): 3 clusters Score: Raw -777488.293431 + Penalty 6811.251782 = -770677.041649 nChanged 69 SP:Iteration 19Q (263.667199 sec): 3 clusters Score: Raw -777510.527705 + Penalty 6811.251782 = -770699.275923 nChanged 69 SP:Iteration 20F (263.831407 sec): 3 clusters Score: Raw -777530.175966 + Penalty 6811.251782 = -770718.924185 nChanged 56 SP:Iteration 21Q (263.973484 sec): 3 clusters Score: Raw -777545.678179 + Penalty 6811.251782 = -770734.426398 nChanged 46 SP:Iteration 22Q (264.095638 sec): 3 clusters Score: Raw -777557.785742 + Penalty 6811.251782 = -770746.533961 nChanged 48 SP:Iteration 23Q (264.270344 sec): 3 clusters Score: Raw -777571.182298 + Penalty 6811.251782 = -770759.930516 nChanged 46 SP:Iteration 24Q (264.406914 sec): 3 clusters Score: Raw -777583.855755 + Penalty 6811.251782 = -770772.603974 nChanged 45 SP:Iteration 25Q (264.553821 sec): 3 clusters Score: Raw -777596.572924 + Penalty 6811.251782 = -770785.321143 nChanged 34 SP:Iteration 26Q (264.687430 sec): 3 clusters Score: Raw -777605.123982 + Penalty 6811.251782 = -770793.872201 nChanged 33 SP:Iteration 27Q (264.834757 sec): 3 clusters Score: Raw -777611.593765 + Penalty 6811.251782 = -770800.341983 nChanged 25 SP:Iteration 28Q (264.979527 sec): 3 clusters Score: Raw -777617.342519 + Penalty 6811.251782 = -770806.090737 nChanged 21 SP:Iteration 29Q (265.123952 sec): 3 clusters Score: Raw -777621.360849 + Penalty 6811.251782 = -770810.109067 nChanged 10 SP:Iteration 30Q (265.263917 sec): 3 clusters Score: Raw -777624.030311 + Penalty 6811.251782 = -770812.778530 nChanged 12 SP:Iteration 31Q (265.410865 sec): 3 clusters Score: Raw -777626.739331 + Penalty 6811.251782 = -770815.487550 nChanged 10 SP:Iteration 32Q (265.551241 sec): 3 clusters Score: Raw -777629.016237 + Penalty 6811.251782 = -770817.764455 nChanged 8 SP:Iteration 33Q (265.667929 sec): 3 clusters Score: Raw -777630.604405 + Penalty 6811.251782 = -770819.352623 nChanged 15 SP:Iteration 34Q (265.843205 sec): 3 clusters Score: Raw -777633.744271 + Penalty 6811.251782 = -770822.492489 nChanged 11 SP:Iteration 35Q (265.969552 sec): 3 clusters Score: Raw -777635.351060 + Penalty 6811.251782 = -770824.099278 nChanged 8 SP:Iteration 36Q (266.138255 sec): 3 clusters Score: Raw -777637.004061 + Penalty 6811.251782 = -770825.752279 nChanged 12 SP:Iteration 37Q (266.297264 sec): 3 clusters Score: Raw -777639.432464 + Penalty 6811.251782 = -770828.180683 nChanged 10 SP:Iteration 38Q (266.435170 sec): 3 clusters Score: Raw -777641.918734 + Penalty 6811.251782 = -770830.666952 nChanged 10 SP:Iteration 39Q (266.589063 sec): 3 clusters Score: Raw -777644.190259 + Penalty 6811.251782 = -770832.938477 nChanged 13 SP:Iteration 40F (266.719329 sec): 3 clusters Score: Raw -777647.316134 + Penalty 6811.251782 = -770836.064352 nChanged 7 SP:Iteration 41Q (266.863054 sec): 3 clusters Score: Raw -777648.890479 + Penalty 6811.251782 = -770837.638697 nChanged 9 SP:Iteration 42Q (266.983469 sec): 3 clusters Score: Raw -777650.170823 + Penalty 6811.251782 = -770838.919041 nChanged 4 SP:Iteration 43Q (267.149217 sec): 3 clusters Score: Raw -777651.066111 + Penalty 6811.251782 = -770839.814329 nChanged 5 SP:Iteration 44Q (267.292482 sec): 3 clusters Score: Raw -777652.375882 + Penalty 6811.251782 = -770841.124101 nChanged 7 SP:Iteration 45Q (267.439556 sec): 3 clusters Score: Raw -777653.546594 + Penalty 6811.251782 = -770842.294813 nChanged 3 SP:Iteration 46Q (267.567637 sec): 3 clusters Score: Raw -777653.875302 + Penalty 6811.251782 = -770842.623520 nChanged 3 SP:Iteration 47Q (267.732977 sec): 3 clusters Score: Raw -777654.583128 + Penalty 6811.251782 = -770843.331347 nChanged 3 SP:Iteration 48Q (267.843228 sec): 3 clusters Score: Raw -777655.025622 + Penalty 6811.251782 = -770843.773840 nChanged 3 SP:Iteration 49Q (267.976511 sec): 3 clusters Score: Raw -777655.568949 + Penalty 6811.251782 = -770844.317167 nChanged 1 SP:Iteration 50Q (268.137134 sec): 3 clusters Score: Raw -777655.866373 + Penalty 6811.251782 = -770844.614592 nChanged 1 SP:Iteration 51Q (268.250675 sec): 3 clusters Score: Raw -777655.980202 + Penalty 6811.251782 = -770844.728420 nChanged 0 SP:Iteration 52F (268.396766 sec): 3 clusters Score: Raw -777655.980202 + Penalty 6811.251782 = -770844.728420 nChanged 0 Trying to split cluster 2 (6021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (268.496936 sec): 2 clusters Score: Raw -429260.759959 + Penalty 3224.464700 = -426036.295259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (268.620173 sec): 3 clusters Score: Raw -426512.940592 + Penalty 6448.929400 = -420064.011191 nChanged 2174 SP:Iteration 1F (268.774126 sec): 3 clusters Score: Raw -427834.644576 + Penalty 6448.929400 = -421385.715176 nChanged 502 SP:Iteration 2F (268.881246 sec): 3 clusters Score: Raw -428228.483362 + Penalty 6448.929400 = -421779.553962 nChanged 378 SP:Iteration 3F (269.016183 sec): 3 clusters Score: Raw -428555.772852 + Penalty 6448.929400 = -422106.843451 nChanged 361 SP:Iteration 4F (269.145637 sec): 3 clusters Score: Raw -428874.810379 + Penalty 6448.929400 = -422425.880979 nChanged 322 SP:Iteration 5F (269.289726 sec): 3 clusters Score: Raw -429187.165842 + Penalty 6448.929400 = -422738.236442 nChanged 301 SP:Iteration 6Q (269.443903 sec): 3 clusters Score: Raw -429481.016113 + Penalty 6448.929400 = -423032.086713 nChanged 271 SP:Iteration 7Q (269.559222 sec): 3 clusters Score: Raw -429720.472179 + Penalty 6448.929400 = -423271.542779 nChanged 220 SP:Iteration 8Q (269.696282 sec): 3 clusters Score: Raw -429922.279164 + Penalty 6448.929400 = -423473.349763 nChanged 209 SP:Iteration 9Q (269.845144 sec): 3 clusters Score: Raw -430115.773883 + Penalty 6448.929400 = -423666.844483 nChanged 176 SP:Iteration 10Q (269.943362 sec): 3 clusters Score: Raw -430260.486876 + Penalty 6448.929400 = -423811.557475 nChanged 143 SP:Iteration 11Q (270.092278 sec): 3 clusters Score: Raw -430360.995003 + Penalty 6448.929400 = -423912.065603 nChanged 105 SP:Iteration 12Q (270.199607 sec): 3 clusters Score: Raw -430433.708877 + Penalty 6448.929400 = -423984.779477 nChanged 85 SP:Iteration 13Q (270.349182 sec): 3 clusters Score: Raw -430496.786268 + Penalty 6448.929400 = -424047.856868 nChanged 78 SP:Iteration 14Q (270.485127 sec): 3 clusters Score: Raw -430556.997670 + Penalty 6448.929400 = -424108.068269 nChanged 85 SP:Iteration 15Q (270.602621 sec): 3 clusters Score: Raw -430626.424594 + Penalty 6448.929400 = -424177.495193 nChanged 85 SP:Iteration 16Q (270.744317 sec): 3 clusters Score: Raw -430709.778325 + Penalty 6448.929400 = -424260.848924 nChanged 75 SP:Iteration 17Q (270.893205 sec): 3 clusters Score: Raw -430768.267849 + Penalty 6448.929400 = -424319.338449 nChanged 68 SP:Iteration 18Q (271.034638 sec): 3 clusters Score: Raw -430814.484185 + Penalty 6448.929400 = -424365.554785 nChanged 55 SP:Iteration 19Q (271.139987 sec): 3 clusters Score: Raw -430855.319871 + Penalty 6448.929400 = -424406.390471 nChanged 47 SP:Iteration 20F (271.293142 sec): 3 clusters Score: Raw -430882.365931 + Penalty 6448.929400 = -424433.436530 nChanged 37 SP:Iteration 21Q (271.415517 sec): 3 clusters Score: Raw -430902.070563 + Penalty 6448.929400 = -424453.141163 nChanged 19 SP:Iteration 22Q (271.544192 sec): 3 clusters Score: Raw -430912.990176 + Penalty 6448.929400 = -424464.060776 nChanged 14 SP:Iteration 23Q (271.667149 sec): 3 clusters Score: Raw -430917.879216 + Penalty 6448.929400 = -424468.949816 nChanged 9 SP:Iteration 24Q (271.797001 sec): 3 clusters Score: Raw -430920.254468 + Penalty 6448.929400 = -424471.325067 nChanged 3 SP:Iteration 25Q (271.897646 sec): 3 clusters Score: Raw -430921.111714 + Penalty 6448.929400 = -424472.182314 nChanged 2 SP:Iteration 26Q (272.044931 sec): 3 clusters Score: Raw -430921.641533 + Penalty 6448.929400 = -424472.712132 nChanged 2 SP:Iteration 27Q (272.180325 sec): 3 clusters Score: Raw -430922.454824 + Penalty 6448.929400 = -424473.525423 nChanged 5 SP:Iteration 28Q (272.303496 sec): 3 clusters Score: Raw -430923.802435 + Penalty 6448.929400 = -424474.873034 nChanged 1 SP:Iteration 29Q (272.437320 sec): 3 clusters Score: Raw -430924.171882 + Penalty 6448.929400 = -424475.242482 nChanged 2 SP:Iteration 30Q (272.562908 sec): 3 clusters Score: Raw -430924.777165 + Penalty 6448.929400 = -424475.847764 nChanged 3 SP:Iteration 31Q (272.686597 sec): 3 clusters Score: Raw -430925.785618 + Penalty 6448.929400 = -424476.856218 nChanged 5 SP:Iteration 32Q (272.806898 sec): 3 clusters Score: Raw -430927.283421 + Penalty 6448.929400 = -424478.354021 nChanged 2 SP:Iteration 33Q (272.918179 sec): 3 clusters Score: Raw -430928.156489 + Penalty 6448.929400 = -424479.227088 nChanged 4 SP:Iteration 34Q (273.063334 sec): 3 clusters Score: Raw -430929.531892 + Penalty 6448.929400 = -424480.602492 nChanged 3 SP:Iteration 35Q (273.165655 sec): 3 clusters Score: Raw -430930.788723 + Penalty 6448.929400 = -424481.859323 nChanged 3 SP:Iteration 36Q (273.290236 sec): 3 clusters Score: Raw -430931.769362 + Penalty 6448.929400 = -424482.839962 nChanged 0 SP:Iteration 37F (273.441166 sec): 3 clusters Score: Raw -430931.769362 + Penalty 6448.929400 = -424482.839962 nChanged 0 Trying to split cluster 3 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (273.507820 sec): 2 clusters Score: Raw -41672.385779 + Penalty 2449.761203 = -39222.624576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (273.620160 sec): 3 clusters Score: Raw -41791.103261 + Penalty 4899.522407 = -36891.580854 nChanged 152 SP:Iteration 1F (273.714645 sec): 3 clusters Score: Raw -42193.720444 + Penalty 4899.522407 = -37294.198037 nChanged 39 SP:Iteration 2F (273.836540 sec): 3 clusters Score: Raw -42365.439861 + Penalty 4899.522407 = -37465.917454 nChanged 34 SP:Iteration 3Q (273.947031 sec): 3 clusters Score: Raw -42447.403840 + Penalty 4899.522407 = -37547.881433 nChanged 18 SP:Iteration 4Q (274.028609 sec): 3 clusters Score: Raw -42515.546906 + Penalty 4899.522407 = -37616.024499 nChanged 22 SP:Iteration 5Q (274.157976 sec): 3 clusters Score: Raw -42584.953506 + Penalty 4899.522407 = -37685.431100 nChanged 15 SP:Iteration 6Q (274.277291 sec): 3 clusters Score: Raw -42631.489741 + Penalty 4899.522407 = -37731.967334 nChanged 9 SP:Iteration 7Q (274.380528 sec): 3 clusters Score: Raw -42657.364957 + Penalty 4899.522407 = -37757.842551 nChanged 2 SP:Iteration 8Q (274.486209 sec): 3 clusters Score: Raw -42664.176371 + Penalty 4899.522407 = -37764.653964 nChanged 4 SP:Iteration 9Q (274.580530 sec): 3 clusters Score: Raw -42672.913507 + Penalty 4899.522407 = -37773.391100 nChanged 4 SP:Iteration 10Q (274.694983 sec): 3 clusters Score: Raw -42686.882912 + Penalty 4899.522407 = -37787.360506 nChanged 3 SP:Iteration 11Q (274.793527 sec): 3 clusters Score: Raw -42693.759454 + Penalty 4899.522407 = -37794.237047 nChanged 3 SP:Iteration 12Q (274.887430 sec): 3 clusters Score: Raw -42699.101299 + Penalty 4899.522407 = -37799.578892 nChanged 2 SP:Iteration 13Q (275.002985 sec): 3 clusters Score: Raw -42702.010177 + Penalty 4899.522407 = -37802.487770 nChanged 1 SP:Iteration 14Q (275.082558 sec): 3 clusters Score: Raw -42704.689346 + Penalty 4899.522407 = -37805.166939 nChanged 1 SP:Iteration 15Q (275.188543 sec): 3 clusters Score: Raw -42705.668133 + Penalty 4899.522407 = -37806.145726 nChanged 1 SP:Iteration 16Q (275.267061 sec): 3 clusters Score: Raw -42707.653372 + Penalty 4899.522407 = -37808.130965 nChanged 2 SP:Iteration 17Q (275.359629 sec): 3 clusters Score: Raw -42712.137472 + Penalty 4899.522407 = -37812.615066 nChanged 2 SP:Iteration 18Q (275.489007 sec): 3 clusters Score: Raw -42716.206442 + Penalty 4899.522407 = -37816.684035 nChanged 1 SP:Iteration 19Q (275.574586 sec): 3 clusters Score: Raw -42717.863564 + Penalty 4899.522407 = -37818.341158 nChanged 2 SP:Iteration 20F (275.711969 sec): 3 clusters Score: Raw -42720.731191 + Penalty 4899.522407 = -37821.208784 nChanged 0 Trying to split cluster 4 (1508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.782188 sec): 2 clusters Score: Raw -83574.024174 + Penalty 2711.518903 = -80862.505271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.908462 sec): 3 clusters Score: Raw -83319.296744 + Penalty 5423.037805 = -77896.258939 nChanged 427 SP:Iteration 1F (276.016680 sec): 3 clusters Score: Raw -83926.840734 + Penalty 5423.037805 = -78503.802928 nChanged 108 SP:Iteration 2F (276.149218 sec): 3 clusters Score: Raw -84109.979153 + Penalty 5423.037805 = -78686.941347 nChanged 69 SP:Iteration 3Q (276.281148 sec): 3 clusters Score: Raw -84212.542358 + Penalty 5423.037805 = -78789.504552 nChanged 38 SP:Iteration 4Q (276.396720 sec): 3 clusters Score: Raw -84263.641258 + Penalty 5423.037805 = -78840.603453 nChanged 26 SP:Iteration 5Q (276.504700 sec): 3 clusters Score: Raw -84297.383333 + Penalty 5423.037805 = -78874.345528 nChanged 21 SP:Iteration 6Q (276.621857 sec): 3 clusters Score: Raw -84323.843780 + Penalty 5423.037805 = -78900.805975 nChanged 6 SP:Iteration 7Q (276.750320 sec): 3 clusters Score: Raw -84330.333145 + Penalty 5423.037805 = -78907.295339 nChanged 4 SP:Iteration 8Q (276.841595 sec): 3 clusters Score: Raw -84336.015231 + Penalty 5423.037805 = -78912.977426 nChanged 5 SP:Iteration 9Q (276.980256 sec): 3 clusters Score: Raw -84349.753511 + Penalty 5423.037805 = -78926.715706 nChanged 13 SP:Iteration 10Q (277.082055 sec): 3 clusters Score: Raw -84371.779673 + Penalty 5423.037805 = -78948.741868 nChanged 15 SP:Iteration 11Q (277.196716 sec): 3 clusters Score: Raw -84396.595886 + Penalty 5423.037805 = -78973.558080 nChanged 15 SP:Iteration 12Q (277.320389 sec): 3 clusters Score: Raw -84421.869352 + Penalty 5423.037805 = -78998.831547 nChanged 10 SP:Iteration 13Q (277.427311 sec): 3 clusters Score: Raw -84435.393008 + Penalty 5423.037805 = -79012.355203 nChanged 16 SP:Iteration 14Q (277.553645 sec): 3 clusters Score: Raw -84450.723575 + Penalty 5423.037805 = -79027.685770 nChanged 11 SP:Iteration 15Q (277.659802 sec): 3 clusters Score: Raw -84467.981137 + Penalty 5423.037805 = -79044.943331 nChanged 9 SP:Iteration 16Q (277.770014 sec): 3 clusters Score: Raw -84482.159674 + Penalty 5423.037805 = -79059.121869 nChanged 5 SP:Iteration 17Q (277.909484 sec): 3 clusters Score: Raw -84485.592960 + Penalty 5423.037805 = -79062.555155 nChanged 1 SP:Iteration 18Q (278.024119 sec): 3 clusters Score: Raw -84487.226057 + Penalty 5423.037805 = -79064.188252 nChanged 1 SP:Iteration 19Q (278.114187 sec): 3 clusters Score: Raw -84487.995547 + Penalty 5423.037805 = -79064.957742 nChanged 0 SP:Iteration 20F (278.244798 sec): 3 clusters Score: Raw -84487.995547 + Penalty 5423.037805 = -79064.957742 nChanged 0 Trying to split cluster 5 (7116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.334003 sec): 2 clusters Score: Raw -488319.079031 + Penalty 3286.372439 = -485032.706592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.471077 sec): 3 clusters Score: Raw -484928.009613 + Penalty 6572.744877 = -478355.264736 nChanged 2654 SP:Iteration 1F (278.602705 sec): 3 clusters Score: Raw -486578.374565 + Penalty 6572.744877 = -480005.629688 nChanged 626 SP:Iteration 2F (278.727867 sec): 3 clusters Score: Raw -487103.427739 + Penalty 6572.744877 = -480530.682862 nChanged 494 SP:Iteration 3F (278.831316 sec): 3 clusters Score: Raw -487545.151553 + Penalty 6572.744877 = -480972.406676 nChanged 444 SP:Iteration 4F (278.974009 sec): 3 clusters Score: Raw -487982.433585 + Penalty 6572.744877 = -481409.688708 nChanged 432 SP:Iteration 5F (279.103713 sec): 3 clusters Score: Raw -488425.668251 + Penalty 6572.744877 = -481852.923373 nChanged 383 SP:Iteration 6F (279.247756 sec): 3 clusters Score: Raw -488843.767061 + Penalty 6572.744877 = -482271.022184 nChanged 367 SP:Iteration 7F (279.379273 sec): 3 clusters Score: Raw -489211.306488 + Penalty 6572.744877 = -482638.561611 nChanged 314 SP:Iteration 8Q (279.492815 sec): 3 clusters Score: Raw -489533.953448 + Penalty 6572.744877 = -482961.208570 nChanged 281 SP:Iteration 9Q (279.606574 sec): 3 clusters Score: Raw -489890.926133 + Penalty 6572.744877 = -483318.181256 nChanged 245 SP:Iteration 10Q (279.759881 sec): 3 clusters Score: Raw -490162.439045 + Penalty 6572.744877 = -483589.694168 nChanged 211 SP:Iteration 11Q (279.873575 sec): 3 clusters Score: Raw -490357.019126 + Penalty 6572.744877 = -483784.274249 nChanged 208 SP:Iteration 12Q (279.982271 sec): 3 clusters Score: Raw -490536.491406 + Penalty 6572.744877 = -483963.746529 nChanged 171 SP:Iteration 13Q (280.112924 sec): 3 clusters Score: Raw -490676.997214 + Penalty 6572.744877 = -484104.252337 nChanged 154 SP:Iteration 14Q (280.239835 sec): 3 clusters Score: Raw -490820.106015 + Penalty 6572.744877 = -484247.361138 nChanged 158 SP:Iteration 15Q (280.383954 sec): 3 clusters Score: Raw -490967.620034 + Penalty 6572.744877 = -484394.875157 nChanged 149 SP:Iteration 16Q (280.499412 sec): 3 clusters Score: Raw -491079.984308 + Penalty 6572.744877 = -484507.239431 nChanged 131 SP:Iteration 17Q (280.630992 sec): 3 clusters Score: Raw -491166.876656 + Penalty 6572.744877 = -484594.131779 nChanged 100 SP:Iteration 18Q (280.765411 sec): 3 clusters Score: Raw -491229.348857 + Penalty 6572.744877 = -484656.603980 nChanged 85 SP:Iteration 19Q (280.915383 sec): 3 clusters Score: Raw -491274.295511 + Penalty 6572.744877 = -484701.550634 nChanged 76 SP:Iteration 20F (281.038543 sec): 3 clusters Score: Raw -491314.373311 + Penalty 6572.744877 = -484741.628434 nChanged 77 SP:Iteration 21Q (281.132405 sec): 3 clusters Score: Raw -491353.365214 + Penalty 6572.744877 = -484780.620337 nChanged 63 SP:Iteration 22Q (281.260943 sec): 3 clusters Score: Raw -491387.452282 + Penalty 6572.744877 = -484814.707405 nChanged 61 SP:Iteration 23Q (281.409125 sec): 3 clusters Score: Raw -491424.549169 + Penalty 6572.744877 = -484851.804291 nChanged 62 SP:Iteration 24Q (281.533829 sec): 3 clusters Score: Raw -491461.709817 + Penalty 6572.744877 = -484888.964939 nChanged 72 SP:Iteration 25Q (281.651987 sec): 3 clusters Score: Raw -491519.379171 + Penalty 6572.744877 = -484946.634294 nChanged 76 SP:Iteration 26Q (281.808945 sec): 3 clusters Score: Raw -491572.742341 + Penalty 6572.744877 = -484999.997464 nChanged 79 SP:Iteration 27Q (281.915972 sec): 3 clusters Score: Raw -491628.413412 + Penalty 6572.744877 = -485055.668535 nChanged 70 SP:Iteration 28Q (282.064717 sec): 3 clusters Score: Raw -491680.742204 + Penalty 6572.744877 = -485107.997327 nChanged 60 SP:Iteration 29Q (282.190096 sec): 3 clusters Score: Raw -491728.725798 + Penalty 6572.744877 = -485155.980921 nChanged 67 SP:Iteration 30Q (282.294081 sec): 3 clusters Score: Raw -491795.174582 + Penalty 6572.744877 = -485222.429705 nChanged 56 SP:Iteration 31Q (282.426188 sec): 3 clusters Score: Raw -491843.554837 + Penalty 6572.744877 = -485270.809960 nChanged 45 SP:Iteration 32Q (282.573779 sec): 3 clusters Score: Raw -491882.100026 + Penalty 6572.744877 = -485309.355149 nChanged 51 SP:Iteration 33Q (282.700900 sec): 3 clusters Score: Raw -491919.101371 + Penalty 6572.744877 = -485346.356494 nChanged 38 SP:Iteration 34Q (282.835881 sec): 3 clusters Score: Raw -491940.892851 + Penalty 6572.744877 = -485368.147973 nChanged 21 SP:Iteration 35Q (282.943779 sec): 3 clusters Score: Raw -491951.380289 + Penalty 6572.744877 = -485378.635412 nChanged 15 SP:Iteration 36Q (283.105889 sec): 3 clusters Score: Raw -491956.285055 + Penalty 6572.744877 = -485383.540178 nChanged 6 SP:Iteration 37Q (283.213427 sec): 3 clusters Score: Raw -491958.368061 + Penalty 6572.744877 = -485385.623184 nChanged 4 SP:Iteration 38Q (283.342707 sec): 3 clusters Score: Raw -491959.692846 + Penalty 6572.744877 = -485386.947969 nChanged 2 SP:Iteration 39Q (283.477505 sec): 3 clusters Score: Raw -491960.247797 + Penalty 6572.744877 = -485387.502919 nChanged 0 SP:Iteration 40F (283.626662 sec): 3 clusters Score: Raw -491960.247797 + Penalty 6572.744877 = -485387.502919 nChanged 0 Score: Raw -1789348.968770 + Penalty 22530.625166 = -1766818.343605 Splitting cluster 5 changes total score from -1766932.146754 to -1766818.343605 So it's not getting split. Iteration 99Q (284.603256 sec): 6 clusters Score: Raw -1785707.822925 + Penalty 18775.520971 = -1766932.301954 nChanged 3 Iteration 100F (285.065224 sec): 6 clusters Score: Raw -1785708.191386 + Penalty 18775.520971 = -1766932.670415 nChanged 1 Iteration 101Q (285.416808 sec): 6 clusters Score: Raw -1785708.293282 + Penalty 18775.520971 = -1766932.772311 nChanged 0 Iteration 102F (285.855770 sec): 6 clusters Score: Raw -1785708.293282 + Penalty 18775.520971 = -1766932.772311 nChanged 0 Compute initial score before splitting: Score: Raw -1785708.293282 + Penalty 18775.520971 = -1766932.772311 Trying to split cluster 1 (9819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.962637 sec): 2 clusters Score: Raw -776783.843477 + Penalty 3405.663626 = -773378.179851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.109633 sec): 3 clusters Score: Raw -771819.125812 + Penalty 6811.327251 = -765007.798561 nChanged 3833 SP:Iteration 1F (286.246883 sec): 3 clusters Score: Raw -773988.678672 + Penalty 6811.327251 = -767177.351420 nChanged 806 SP:Iteration 2F (286.378902 sec): 3 clusters Score: Raw -774689.905482 + Penalty 6811.327251 = -767878.578230 nChanged 726 SP:Iteration 3F (286.522322 sec): 3 clusters Score: Raw -775458.383400 + Penalty 6811.327251 = -768647.056148 nChanged 658 SP:Iteration 4F (286.670807 sec): 3 clusters Score: Raw -776008.886572 + Penalty 6811.327251 = -769197.559321 nChanged 547 SP:Iteration 5F (286.807423 sec): 3 clusters Score: Raw -776397.754376 + Penalty 6811.327251 = -769586.427125 nChanged 437 SP:Iteration 6Q (286.943473 sec): 3 clusters Score: Raw -776655.069281 + Penalty 6811.327251 = -769843.742030 nChanged 353 SP:Iteration 7Q (287.085172 sec): 3 clusters Score: Raw -776869.103899 + Penalty 6811.327251 = -770057.776647 nChanged 300 SP:Iteration 8Q (287.248007 sec): 3 clusters Score: Raw -777020.898445 + Penalty 6811.327251 = -770209.571194 nChanged 265 SP:Iteration 9Q (287.382957 sec): 3 clusters Score: Raw -777151.572970 + Penalty 6811.327251 = -770340.245719 nChanged 212 SP:Iteration 10Q (287.511900 sec): 3 clusters Score: Raw -777256.320538 + Penalty 6811.327251 = -770444.993286 nChanged 185 SP:Iteration 11Q (287.656092 sec): 3 clusters Score: Raw -777352.729407 + Penalty 6811.327251 = -770541.402155 nChanged 177 SP:Iteration 12Q (287.838389 sec): 3 clusters Score: Raw -777436.855931 + Penalty 6811.327251 = -770625.528680 nChanged 155 SP:Iteration 13Q (288.002286 sec): 3 clusters Score: Raw -777515.627547 + Penalty 6811.327251 = -770704.300296 nChanged 143 SP:Iteration 14Q (288.160509 sec): 3 clusters Score: Raw -777586.509244 + Penalty 6811.327251 = -770775.181992 nChanged 137 SP:Iteration 15Q (288.300041 sec): 3 clusters Score: Raw -777650.818600 + Penalty 6811.327251 = -770839.491349 nChanged 132 SP:Iteration 16Q (288.414827 sec): 3 clusters Score: Raw -777717.470754 + Penalty 6811.327251 = -770906.143502 nChanged 112 SP:Iteration 17Q (288.573289 sec): 3 clusters Score: Raw -777768.460913 + Penalty 6811.327251 = -770957.133662 nChanged 98 SP:Iteration 18Q (288.724641 sec): 3 clusters Score: Raw -777808.475212 + Penalty 6811.327251 = -770997.147961 nChanged 92 SP:Iteration 19Q (288.839088 sec): 3 clusters Score: Raw -777844.337221 + Penalty 6811.327251 = -771033.009970 nChanged 66 SP:Iteration 20F (288.979947 sec): 3 clusters Score: Raw -777871.814800 + Penalty 6811.327251 = -771060.487548 nChanged 65 SP:Iteration 21Q (289.133391 sec): 3 clusters Score: Raw -777898.200611 + Penalty 6811.327251 = -771086.873360 nChanged 77 SP:Iteration 22Q (289.285789 sec): 3 clusters Score: Raw -777935.023214 + Penalty 6811.327251 = -771123.695962 nChanged 63 SP:Iteration 23Q (289.412937 sec): 3 clusters Score: Raw -777962.209562 + Penalty 6811.327251 = -771150.882311 nChanged 57 SP:Iteration 24Q (289.523182 sec): 3 clusters Score: Raw -777991.681989 + Penalty 6811.327251 = -771180.354738 nChanged 63 SP:Iteration 25Q (289.671898 sec): 3 clusters Score: Raw -778024.867539 + Penalty 6811.327251 = -771213.540287 nChanged 76 SP:Iteration 26Q (289.828591 sec): 3 clusters Score: Raw -778065.492073 + Penalty 6811.327251 = -771254.164821 nChanged 68 SP:Iteration 27Q (289.965533 sec): 3 clusters Score: Raw -778098.557911 + Penalty 6811.327251 = -771287.230660 nChanged 58 SP:Iteration 28Q (290.083967 sec): 3 clusters Score: Raw -778125.401004 + Penalty 6811.327251 = -771314.073753 nChanged 53 SP:Iteration 29Q (290.243309 sec): 3 clusters Score: Raw -778148.387341 + Penalty 6811.327251 = -771337.060090 nChanged 45 SP:Iteration 30Q (290.377652 sec): 3 clusters Score: Raw -778166.448542 + Penalty 6811.327251 = -771355.121290 nChanged 33 SP:Iteration 31Q (290.529997 sec): 3 clusters Score: Raw -778180.594952 + Penalty 6811.327251 = -771369.267701 nChanged 28 SP:Iteration 32Q (290.673482 sec): 3 clusters Score: Raw -778189.587072 + Penalty 6811.327251 = -771378.259821 nChanged 15 SP:Iteration 33Q (290.812098 sec): 3 clusters Score: Raw -778195.362073 + Penalty 6811.327251 = -771384.034822 nChanged 18 SP:Iteration 34Q (290.961767 sec): 3 clusters Score: Raw -778200.704600 + Penalty 6811.327251 = -771389.377348 nChanged 10 SP:Iteration 35Q (291.095969 sec): 3 clusters Score: Raw -778204.516649 + Penalty 6811.327251 = -771393.189398 nChanged 12 SP:Iteration 36Q (291.234013 sec): 3 clusters Score: Raw -778207.974155 + Penalty 6811.327251 = -771396.646904 nChanged 6 SP:Iteration 37Q (291.366849 sec): 3 clusters Score: Raw -778209.625032 + Penalty 6811.327251 = -771398.297781 nChanged 4 SP:Iteration 38Q (291.506499 sec): 3 clusters Score: Raw -778210.519643 + Penalty 6811.327251 = -771399.192392 nChanged 2 SP:Iteration 39Q (291.650641 sec): 3 clusters Score: Raw -778211.007630 + Penalty 6811.327251 = -771399.680378 nChanged 2 SP:Iteration 40F (291.782699 sec): 3 clusters Score: Raw -778211.447542 + Penalty 6811.327251 = -771400.120291 nChanged 0 Trying to split cluster 2 (6019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (291.868032 sec): 2 clusters Score: Raw -429100.897879 + Penalty 3224.341610 = -425876.556268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (291.971681 sec): 3 clusters Score: Raw -426372.804317 + Penalty 6448.683221 = -419924.121096 nChanged 2224 SP:Iteration 1F (292.145209 sec): 3 clusters Score: Raw -427747.871121 + Penalty 6448.683221 = -421299.187900 nChanged 517 SP:Iteration 2F (292.281484 sec): 3 clusters Score: Raw -428163.360299 + Penalty 6448.683221 = -421714.677078 nChanged 381 SP:Iteration 3F (292.404515 sec): 3 clusters Score: Raw -428489.779593 + Penalty 6448.683221 = -422041.096372 nChanged 296 SP:Iteration 4Q (292.524878 sec): 3 clusters Score: Raw -428721.680810 + Penalty 6448.683221 = -422272.997589 nChanged 251 SP:Iteration 5Q (292.644031 sec): 3 clusters Score: Raw -428923.376403 + Penalty 6448.683221 = -422474.693182 nChanged 258 SP:Iteration 6Q (292.781925 sec): 3 clusters Score: Raw -429174.082845 + Penalty 6448.683221 = -422725.399624 nChanged 285 SP:Iteration 7Q (292.939232 sec): 3 clusters Score: Raw -429467.961597 + Penalty 6448.683221 = -423019.278376 nChanged 296 SP:Iteration 8Q (293.059096 sec): 3 clusters Score: Raw -429729.541529 + Penalty 6448.683221 = -423280.858308 nChanged 240 SP:Iteration 9Q (293.185619 sec): 3 clusters Score: Raw -429909.490298 + Penalty 6448.683221 = -423460.807077 nChanged 199 SP:Iteration 10Q (293.323967 sec): 3 clusters Score: Raw -430059.790340 + Penalty 6448.683221 = -423611.107119 nChanged 177 SP:Iteration 11Q (293.442736 sec): 3 clusters Score: Raw -430187.907649 + Penalty 6448.683221 = -423739.224428 nChanged 152 SP:Iteration 12Q (293.580274 sec): 3 clusters Score: Raw -430293.749367 + Penalty 6448.683221 = -423845.066146 nChanged 141 SP:Iteration 13Q (293.691380 sec): 3 clusters Score: Raw -430383.967967 + Penalty 6448.683221 = -423935.284746 nChanged 128 SP:Iteration 14Q (293.814037 sec): 3 clusters Score: Raw -430460.288041 + Penalty 6448.683221 = -424011.604820 nChanged 105 SP:Iteration 15Q (293.966077 sec): 3 clusters Score: Raw -430526.755744 + Penalty 6448.683221 = -424078.072523 nChanged 88 SP:Iteration 16Q (294.083360 sec): 3 clusters Score: Raw -430581.627920 + Penalty 6448.683221 = -424132.944699 nChanged 66 SP:Iteration 17Q (294.216679 sec): 3 clusters Score: Raw -430625.147163 + Penalty 6448.683221 = -424176.463942 nChanged 57 SP:Iteration 18Q (294.309616 sec): 3 clusters Score: Raw -430653.770199 + Penalty 6448.683221 = -424205.086978 nChanged 41 SP:Iteration 19Q (294.462752 sec): 3 clusters Score: Raw -430670.643543 + Penalty 6448.683221 = -424221.960322 nChanged 35 SP:Iteration 20F (294.594184 sec): 3 clusters Score: Raw -430684.684095 + Penalty 6448.683221 = -424236.000874 nChanged 28 SP:Iteration 21Q (294.742831 sec): 3 clusters Score: Raw -430694.324095 + Penalty 6448.683221 = -424245.640874 nChanged 16 SP:Iteration 22Q (294.857071 sec): 3 clusters Score: Raw -430700.270154 + Penalty 6448.683221 = -424251.586933 nChanged 15 SP:Iteration 23Q (294.981853 sec): 3 clusters Score: Raw -430704.217664 + Penalty 6448.683221 = -424255.534443 nChanged 12 SP:Iteration 24Q (295.138513 sec): 3 clusters Score: Raw -430708.267552 + Penalty 6448.683221 = -424259.584331 nChanged 12 SP:Iteration 25Q (295.276208 sec): 3 clusters Score: Raw -430713.199195 + Penalty 6448.683221 = -424264.515974 nChanged 10 SP:Iteration 26Q (295.389619 sec): 3 clusters Score: Raw -430717.193274 + Penalty 6448.683221 = -424268.510053 nChanged 8 SP:Iteration 27Q (295.541238 sec): 3 clusters Score: Raw -430721.503656 + Penalty 6448.683221 = -424272.820435 nChanged 11 SP:Iteration 28Q (295.649102 sec): 3 clusters Score: Raw -430725.865334 + Penalty 6448.683221 = -424277.182113 nChanged 8 SP:Iteration 29Q (295.793067 sec): 3 clusters Score: Raw -430728.770303 + Penalty 6448.683221 = -424280.087082 nChanged 7 SP:Iteration 30Q (295.903820 sec): 3 clusters Score: Raw -430731.285021 + Penalty 6448.683221 = -424282.601800 nChanged 7 SP:Iteration 31Q (296.014161 sec): 3 clusters Score: Raw -430733.668897 + Penalty 6448.683221 = -424284.985677 nChanged 6 SP:Iteration 32Q (296.155956 sec): 3 clusters Score: Raw -430736.078782 + Penalty 6448.683221 = -424287.395561 nChanged 6 SP:Iteration 33Q (296.298683 sec): 3 clusters Score: Raw -430737.543458 + Penalty 6448.683221 = -424288.860237 nChanged 5 SP:Iteration 34Q (296.395010 sec): 3 clusters Score: Raw -430739.364265 + Penalty 6448.683221 = -424290.681044 nChanged 5 SP:Iteration 35Q (296.522242 sec): 3 clusters Score: Raw -430741.305291 + Penalty 6448.683221 = -424292.622070 nChanged 6 SP:Iteration 36Q (296.666740 sec): 3 clusters Score: Raw -430743.814808 + Penalty 6448.683221 = -424295.131587 nChanged 6 SP:Iteration 37Q (296.764104 sec): 3 clusters Score: Raw -430745.836918 + Penalty 6448.683221 = -424297.153697 nChanged 6 SP:Iteration 38Q (296.920147 sec): 3 clusters Score: Raw -430748.382010 + Penalty 6448.683221 = -424299.698789 nChanged 5 SP:Iteration 39Q (297.043302 sec): 3 clusters Score: Raw -430750.732656 + Penalty 6448.683221 = -424302.049435 nChanged 4 SP:Iteration 40F (297.164099 sec): 3 clusters Score: Raw -430752.260768 + Penalty 6448.683221 = -424303.577547 nChanged 3 SP:Iteration 41Q (297.288025 sec): 3 clusters Score: Raw -430753.243063 + Penalty 6448.683221 = -424304.559842 nChanged 4 SP:Iteration 42Q (297.410670 sec): 3 clusters Score: Raw -430754.257000 + Penalty 6448.683221 = -424305.573779 nChanged 1 SP:Iteration 43Q (297.517973 sec): 3 clusters Score: Raw -430754.862970 + Penalty 6448.683221 = -424306.179749 nChanged 3 SP:Iteration 44Q (297.652305 sec): 3 clusters Score: Raw -430756.138774 + Penalty 6448.683221 = -424307.455553 nChanged 2 SP:Iteration 45Q (297.767182 sec): 3 clusters Score: Raw -430756.656054 + Penalty 6448.683221 = -424307.972833 nChanged 1 SP:Iteration 46Q (297.889774 sec): 3 clusters Score: Raw -430756.933442 + Penalty 6448.683221 = -424308.250221 nChanged 1 SP:Iteration 47Q (298.013958 sec): 3 clusters Score: Raw -430757.477743 + Penalty 6448.683221 = -424308.794522 nChanged 1 SP:Iteration 48Q (298.164469 sec): 3 clusters Score: Raw -430757.741849 + Penalty 6448.683221 = -424309.058628 nChanged 0 SP:Iteration 49F (298.258282 sec): 3 clusters Score: Raw -430757.741849 + Penalty 6448.683221 = -424309.058628 nChanged 0 Trying to split cluster 3 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.337353 sec): 2 clusters Score: Raw -41672.385779 + Penalty 2449.761203 = -39222.624576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.438154 sec): 3 clusters Score: Raw -41790.043851 + Penalty 4899.522407 = -36890.521444 nChanged 151 SP:Iteration 1F (298.543350 sec): 3 clusters Score: Raw -42247.550753 + Penalty 4899.522407 = -37348.028346 nChanged 61 SP:Iteration 2F (298.654146 sec): 3 clusters Score: Raw -42472.602051 + Penalty 4899.522407 = -37573.079644 nChanged 37 SP:Iteration 3Q (298.761638 sec): 3 clusters Score: Raw -42595.836299 + Penalty 4899.522407 = -37696.313893 nChanged 18 SP:Iteration 4Q (298.848698 sec): 3 clusters Score: Raw -42653.444300 + Penalty 4899.522407 = -37753.921893 nChanged 15 SP:Iteration 5Q (298.960246 sec): 3 clusters Score: Raw -42715.947670 + Penalty 4899.522407 = -37816.425264 nChanged 12 SP:Iteration 6Q (299.097361 sec): 3 clusters Score: Raw -42766.468828 + Penalty 4899.522407 = -37866.946421 nChanged 14 SP:Iteration 7Q (299.226126 sec): 3 clusters Score: Raw -42809.990491 + Penalty 4899.522407 = -37910.468084 nChanged 7 SP:Iteration 8Q (299.315968 sec): 3 clusters Score: Raw -42828.085950 + Penalty 4899.522407 = -37928.563543 nChanged 4 SP:Iteration 9Q (299.447422 sec): 3 clusters Score: Raw -42837.020282 + Penalty 4899.522407 = -37937.497875 nChanged 2 SP:Iteration 10Q (299.558258 sec): 3 clusters Score: Raw -42842.423378 + Penalty 4899.522407 = -37942.900971 nChanged 2 SP:Iteration 11Q (299.672332 sec): 3 clusters Score: Raw -42845.971989 + Penalty 4899.522407 = -37946.449582 nChanged 1 SP:Iteration 12Q (299.785585 sec): 3 clusters Score: Raw -42848.259998 + Penalty 4899.522407 = -37948.737591 nChanged 1 SP:Iteration 13Q (299.871903 sec): 3 clusters Score: Raw -42850.195364 + Penalty 4899.522407 = -37950.672957 nChanged 0 SP:Iteration 14F (300.005856 sec): 3 clusters Score: Raw -42850.195364 + Penalty 4899.522407 = -37950.672957 nChanged 0 Trying to split cluster 4 (1508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (300.081362 sec): 2 clusters Score: Raw -83574.024174 + Penalty 2711.518903 = -80862.505271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (300.189761 sec): 3 clusters Score: Raw -83327.190457 + Penalty 5423.037805 = -77904.152652 nChanged 404 SP:Iteration 1F (300.327969 sec): 3 clusters Score: Raw -83931.344331 + Penalty 5423.037805 = -78508.306526 nChanged 123 SP:Iteration 2F (300.454386 sec): 3 clusters Score: Raw -84150.683655 + Penalty 5423.037805 = -78727.645850 nChanged 70 SP:Iteration 3Q (300.539949 sec): 3 clusters Score: Raw -84297.505636 + Penalty 5423.037805 = -78874.467831 nChanged 49 SP:Iteration 4Q (300.675780 sec): 3 clusters Score: Raw -84370.738211 + Penalty 5423.037805 = -78947.700406 nChanged 34 SP:Iteration 5Q (300.797526 sec): 3 clusters Score: Raw -84431.697973 + Penalty 5423.037805 = -79008.660167 nChanged 28 SP:Iteration 6Q (300.908409 sec): 3 clusters Score: Raw -84477.591492 + Penalty 5423.037805 = -79054.553687 nChanged 27 SP:Iteration 7Q (301.001444 sec): 3 clusters Score: Raw -84525.950751 + Penalty 5423.037805 = -79102.912945 nChanged 20 SP:Iteration 8Q (301.111630 sec): 3 clusters Score: Raw -84551.177418 + Penalty 5423.037805 = -79128.139613 nChanged 16 SP:Iteration 9Q (301.245640 sec): 3 clusters Score: Raw -84571.852551 + Penalty 5423.037805 = -79148.814746 nChanged 17 SP:Iteration 10Q (301.355502 sec): 3 clusters Score: Raw -84603.248269 + Penalty 5423.037805 = -79180.210464 nChanged 14 SP:Iteration 11Q (301.456324 sec): 3 clusters Score: Raw -84633.882063 + Penalty 5423.037805 = -79210.844258 nChanged 18 SP:Iteration 12Q (301.588946 sec): 3 clusters Score: Raw -84662.532935 + Penalty 5423.037805 = -79239.495129 nChanged 12 SP:Iteration 13Q (301.698330 sec): 3 clusters Score: Raw -84679.201858 + Penalty 5423.037805 = -79256.164053 nChanged 9 SP:Iteration 14Q (301.808988 sec): 3 clusters Score: Raw -84695.044869 + Penalty 5423.037805 = -79272.007064 nChanged 9 SP:Iteration 15Q (301.916662 sec): 3 clusters Score: Raw -84705.073055 + Penalty 5423.037805 = -79282.035250 nChanged 8 SP:Iteration 16Q (302.055851 sec): 3 clusters Score: Raw -84713.207471 + Penalty 5423.037805 = -79290.169666 nChanged 1 SP:Iteration 17Q (302.153179 sec): 3 clusters Score: Raw -84714.235545 + Penalty 5423.037805 = -79291.197739 nChanged 1 SP:Iteration 18Q (302.290703 sec): 3 clusters Score: Raw -84715.656809 + Penalty 5423.037805 = -79292.619004 nChanged 1 SP:Iteration 19Q (302.408283 sec): 3 clusters Score: Raw -84716.523443 + Penalty 5423.037805 = -79293.485637 nChanged 2 SP:Iteration 20F (302.517040 sec): 3 clusters Score: Raw -84718.660138 + Penalty 5423.037805 = -79295.622332 nChanged 0 Trying to split cluster 5 (7117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.596185 sec): 2 clusters Score: Raw -488398.865391 + Penalty 3286.424501 = -485112.440890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.735567 sec): 3 clusters Score: Raw -485078.277293 + Penalty 6572.849001 = -478505.428292 nChanged 2677 SP:Iteration 1F (302.868766 sec): 3 clusters Score: Raw -486865.494992 + Penalty 6572.849001 = -480292.645991 nChanged 663 SP:Iteration 2F (302.995627 sec): 3 clusters Score: Raw -487564.150395 + Penalty 6572.849001 = -480991.301393 nChanged 580 SP:Iteration 3F (303.155735 sec): 3 clusters Score: Raw -488229.441834 + Penalty 6572.849001 = -481656.592832 nChanged 527 SP:Iteration 4F (303.298804 sec): 3 clusters Score: Raw -488832.288281 + Penalty 6572.849001 = -482259.439279 nChanged 446 SP:Iteration 5F (303.430120 sec): 3 clusters Score: Raw -489329.381536 + Penalty 6572.849001 = -482756.532534 nChanged 387 SP:Iteration 6F (303.558713 sec): 3 clusters Score: Raw -489735.208180 + Penalty 6572.849001 = -483162.359179 nChanged 275 SP:Iteration 7Q (303.701333 sec): 3 clusters Score: Raw -489986.652333 + Penalty 6572.849001 = -483413.803331 nChanged 247 SP:Iteration 8Q (303.831612 sec): 3 clusters Score: Raw -490187.864405 + Penalty 6572.849001 = -483615.015403 nChanged 214 SP:Iteration 9Q (303.950632 sec): 3 clusters Score: Raw -490343.971785 + Penalty 6572.849001 = -483771.122783 nChanged 183 SP:Iteration 10Q (304.107961 sec): 3 clusters Score: Raw -490486.655554 + Penalty 6572.849001 = -483913.806553 nChanged 160 SP:Iteration 11Q (304.214424 sec): 3 clusters Score: Raw -490615.789872 + Penalty 6572.849001 = -484042.940871 nChanged 148 SP:Iteration 12Q (304.367461 sec): 3 clusters Score: Raw -490758.985391 + Penalty 6572.849001 = -484186.136389 nChanged 171 SP:Iteration 13Q (304.480076 sec): 3 clusters Score: Raw -491018.334658 + Penalty 6572.849001 = -484445.485657 nChanged 182 SP:Iteration 14Q (304.584274 sec): 3 clusters Score: Raw -491223.328432 + Penalty 6572.849001 = -484650.479430 nChanged 158 SP:Iteration 15Q (304.707297 sec): 3 clusters Score: Raw -491365.787741 + Penalty 6572.849001 = -484792.938739 nChanged 139 SP:Iteration 16Q (304.831480 sec): 3 clusters Score: Raw -491472.760403 + Penalty 6572.849001 = -484899.911402 nChanged 113 SP:Iteration 17Q (304.982248 sec): 3 clusters Score: Raw -491544.815970 + Penalty 6572.849001 = -484971.966969 nChanged 90 SP:Iteration 18Q (305.087697 sec): 3 clusters Score: Raw -491603.637457 + Penalty 6572.849001 = -485030.788456 nChanged 70 SP:Iteration 19Q (305.216138 sec): 3 clusters Score: Raw -491653.211787 + Penalty 6572.849001 = -485080.362786 nChanged 68 SP:Iteration 20F (305.351855 sec): 3 clusters Score: Raw -491709.714029 + Penalty 6572.849001 = -485136.865028 nChanged 60 SP:Iteration 21Q (305.499436 sec): 3 clusters Score: Raw -491761.703439 + Penalty 6572.849001 = -485188.854438 nChanged 57 SP:Iteration 22Q (305.600332 sec): 3 clusters Score: Raw -491807.055279 + Penalty 6572.849001 = -485234.206278 nChanged 56 SP:Iteration 23Q (305.749828 sec): 3 clusters Score: Raw -491862.884959 + Penalty 6572.849001 = -485290.035957 nChanged 63 SP:Iteration 24Q (305.855287 sec): 3 clusters Score: Raw -491937.901630 + Penalty 6572.849001 = -485365.052628 nChanged 53 SP:Iteration 25Q (305.999255 sec): 3 clusters Score: Raw -491985.063879 + Penalty 6572.849001 = -485412.214878 nChanged 53 SP:Iteration 26Q (306.132368 sec): 3 clusters Score: Raw -492020.156372 + Penalty 6572.849001 = -485447.307371 nChanged 30 SP:Iteration 27Q (306.239611 sec): 3 clusters Score: Raw -492035.784748 + Penalty 6572.849001 = -485462.935746 nChanged 11 SP:Iteration 28Q (306.386489 sec): 3 clusters Score: Raw -492040.218814 + Penalty 6572.849001 = -485467.369813 nChanged 5 SP:Iteration 29Q (306.518317 sec): 3 clusters Score: Raw -492042.377379 + Penalty 6572.849001 = -485469.528378 nChanged 3 SP:Iteration 30Q (306.640669 sec): 3 clusters Score: Raw -492043.299981 + Penalty 6572.849001 = -485470.450980 nChanged 3 SP:Iteration 31Q (306.742449 sec): 3 clusters Score: Raw -492044.192163 + Penalty 6572.849001 = -485471.343161 nChanged 3 SP:Iteration 32Q (306.874994 sec): 3 clusters Score: Raw -492045.762968 + Penalty 6572.849001 = -485472.913967 nChanged 1 SP:Iteration 33Q (307.024174 sec): 3 clusters Score: Raw -492046.206579 + Penalty 6572.849001 = -485473.357577 nChanged 0 SP:Iteration 34F (307.142641 sec): 3 clusters Score: Raw -492046.206579 + Penalty 6572.849001 = -485473.357577 nChanged 0 Score: Raw -1789355.634470 + Penalty 22530.625166 = -1766825.009304 Splitting cluster 5 changes total score from -1766932.772311 to -1766825.009304 So it's not getting split. Time taken for this iteration:115.093166 seconds. 4->6 Clusters: Score -1766932.772311, best is -1767619.725357 Starting from 5 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 5 initial classes randomly. Deleting Class 3 (4888 points): Lose 1488.000745 but Gain 3755.104194 Iteration 0F (308.016114 sec): 4 clusters Score: Raw -1697916.860429 + Penalty 11265.312583 = -1686651.547847 nChanged 17709 Iteration 1F (308.274758 sec): 4 clusters Score: Raw -1747758.561869 + Penalty 11265.312583 = -1736493.249287 nChanged 5923 Iteration 2F (308.540201 sec): 4 clusters Score: Raw -1760673.385878 + Penalty 11265.312583 = -1749408.073295 nChanged 2204 Iteration 3F (308.792112 sec): 4 clusters Score: Raw -1762748.515344 + Penalty 11265.312583 = -1751483.202762 nChanged 1031 Iteration 4Q (309.038258 sec): 4 clusters Score: Raw -1763617.418388 + Penalty 11265.312583 = -1752352.105805 nChanged 695 Iteration 5Q (309.282390 sec): 4 clusters Score: Raw -1764287.458205 + Penalty 11265.312583 = -1753022.145622 nChanged 569 Iteration 6Q (309.507120 sec): 4 clusters Score: Raw -1765116.162335 + Penalty 11265.312583 = -1753850.849753 nChanged 593 Iteration 7Q (309.758939 sec): 4 clusters Score: Raw -1766030.333874 + Penalty 11265.312583 = -1754765.021291 nChanged 616 Iteration 8Q (309.981604 sec): 4 clusters Score: Raw -1766893.265866 + Penalty 11265.312583 = -1755627.953284 nChanged 563 Iteration 9Q (310.225705 sec): 4 clusters Score: Raw -1767618.467466 + Penalty 11265.312583 = -1756353.154883 nChanged 470 Iteration 10Q (310.480983 sec): 4 clusters Score: Raw -1768203.641716 + Penalty 11265.312583 = -1756938.329133 nChanged 463 Iteration 11Q (310.689720 sec): 4 clusters Score: Raw -1768800.554156 + Penalty 11265.312583 = -1757535.241573 nChanged 453 Iteration 12Q (310.955778 sec): 4 clusters Score: Raw -1769433.587023 + Penalty 11265.312583 = -1758168.274441 nChanged 539 Iteration 13Q (311.170383 sec): 4 clusters Score: Raw -1770122.796780 + Penalty 11265.312583 = -1758857.484197 nChanged 506 Iteration 14Q (311.438532 sec): 4 clusters Score: Raw -1770665.764082 + Penalty 11265.312583 = -1759400.451499 nChanged 417 Iteration 15Q (311.667510 sec): 4 clusters Score: Raw -1771007.284363 + Penalty 11265.312583 = -1759741.971780 nChanged 347 Iteration 16Q (311.908494 sec): 4 clusters Score: Raw -1771271.441247 + Penalty 11265.312583 = -1760006.128664 nChanged 226 Iteration 17Q (312.121459 sec): 4 clusters Score: Raw -1771414.353140 + Penalty 11265.312583 = -1760149.040557 nChanged 197 Iteration 18Q (312.392892 sec): 4 clusters Score: Raw -1771554.800185 + Penalty 11265.312583 = -1760289.487603 nChanged 162 Iteration 19Q (312.626864 sec): 4 clusters Score: Raw -1771621.192534 + Penalty 11265.312583 = -1760355.879951 nChanged 142 Writing temp clu file Because OldScore, -1760289.487603, is greater than current (better) Score,-1760355.879951 Compute initial score before splitting: Score: Raw -1771621.192534 + Penalty 11265.312583 = -1760355.879951 Trying to split cluster 1 (14387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (312.751950 sec): 2 clusters Score: Raw -1097998.396473 + Penalty 3547.196751 = -1094451.199722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (312.893846 sec): 3 clusters Score: Raw -1090340.093174 + Penalty 7094.393502 = -1083245.699671 nChanged 5948 SP:Iteration 1F (313.049059 sec): 3 clusters Score: Raw -1094012.399324 + Penalty 7094.393502 = -1086918.005821 nChanged 1261 SP:Iteration 2F (313.199556 sec): 3 clusters Score: Raw -1095144.984505 + Penalty 7094.393502 = -1088050.591003 nChanged 1311 SP:Iteration 3F (313.343405 sec): 3 clusters Score: Raw -1096761.808755 + Penalty 7094.393502 = -1089667.415252 nChanged 1393 SP:Iteration 4F (313.509404 sec): 3 clusters Score: Raw -1098499.772371 + Penalty 7094.393502 = -1091405.378869 nChanged 1214 SP:Iteration 5F (313.654571 sec): 3 clusters Score: Raw -1099731.079733 + Penalty 7094.393502 = -1092636.686230 nChanged 821 SP:Iteration 6F (313.789720 sec): 3 clusters Score: Raw -1100321.546561 + Penalty 7094.393502 = -1093227.153059 nChanged 487 SP:Iteration 7Q (313.954573 sec): 3 clusters Score: Raw -1100557.915227 + Penalty 7094.393502 = -1093463.521724 nChanged 272 SP:Iteration 8Q (314.112229 sec): 3 clusters Score: Raw -1100651.475049 + Penalty 7094.393502 = -1093557.081547 nChanged 158 SP:Iteration 9Q (314.263321 sec): 3 clusters Score: Raw -1100694.485111 + Penalty 7094.393502 = -1093600.091609 nChanged 92 SP:Iteration 10Q (314.420149 sec): 3 clusters Score: Raw -1100715.981009 + Penalty 7094.393502 = -1093621.587507 nChanged 59 SP:Iteration 11Q (314.573005 sec): 3 clusters Score: Raw -1100727.225285 + Penalty 7094.393502 = -1093632.831783 nChanged 36 SP:Iteration 12Q (314.710705 sec): 3 clusters Score: Raw -1100732.883816 + Penalty 7094.393502 = -1093638.490314 nChanged 13 SP:Iteration 13Q (314.895350 sec): 3 clusters Score: Raw -1100735.359787 + Penalty 7094.393502 = -1093640.966285 nChanged 10 SP:Iteration 14Q (315.047700 sec): 3 clusters Score: Raw -1100737.086276 + Penalty 7094.393502 = -1093642.692774 nChanged 11 SP:Iteration 15Q (315.199035 sec): 3 clusters Score: Raw -1100738.762174 + Penalty 7094.393502 = -1093644.368671 nChanged 10 SP:Iteration 16Q (315.344457 sec): 3 clusters Score: Raw -1100740.136621 + Penalty 7094.393502 = -1093645.743119 nChanged 9 SP:Iteration 17Q (315.499670 sec): 3 clusters Score: Raw -1100741.692936 + Penalty 7094.393502 = -1093647.299434 nChanged 7 SP:Iteration 18Q (315.680467 sec): 3 clusters Score: Raw -1100742.872222 + Penalty 7094.393502 = -1093648.478720 nChanged 3 SP:Iteration 19Q (315.833531 sec): 3 clusters Score: Raw -1100743.736454 + Penalty 7094.393502 = -1093649.342951 nChanged 7 SP:Iteration 20F (315.968602 sec): 3 clusters Score: Raw -1100745.091755 + Penalty 7094.393502 = -1093650.698252 nChanged 3 SP:Iteration 21Q (316.156765 sec): 3 clusters Score: Raw -1100745.352462 + Penalty 7094.393502 = -1093650.958960 nChanged 0 SP:Iteration 22F (316.301186 sec): 3 clusters Score: Raw -1100745.352462 + Penalty 7094.393502 = -1093650.958960 nChanged 0 Trying to split cluster 2 (4155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.393205 sec): 2 clusters Score: Raw -244577.659309 + Penalty 3087.031086 = -241490.628224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.530991 sec): 3 clusters Score: Raw -243116.664771 + Penalty 6174.062171 = -236942.602600 nChanged 1505 SP:Iteration 1F (316.624301 sec): 3 clusters Score: Raw -244923.413777 + Penalty 6174.062171 = -238749.351606 nChanged 566 SP:Iteration 2F (316.747618 sec): 3 clusters Score: Raw -246229.187064 + Penalty 6174.062171 = -240055.124893 nChanged 515 SP:Iteration 3F (316.870319 sec): 3 clusters Score: Raw -247564.354077 + Penalty 6174.062171 = -241390.291906 nChanged 376 SP:Iteration 4F (316.996996 sec): 3 clusters Score: Raw -248462.764175 + Penalty 6174.062171 = -242288.702004 nChanged 236 SP:Iteration 5F (317.144175 sec): 3 clusters Score: Raw -248889.621997 + Penalty 6174.062171 = -242715.559826 nChanged 112 SP:Iteration 6Q (317.260617 sec): 3 clusters Score: Raw -249021.913156 + Penalty 6174.062171 = -242847.850985 nChanged 56 SP:Iteration 7Q (317.385024 sec): 3 clusters Score: Raw -249100.776058 + Penalty 6174.062171 = -242926.713887 nChanged 30 SP:Iteration 8Q (317.491245 sec): 3 clusters Score: Raw -249134.307846 + Penalty 6174.062171 = -242960.245675 nChanged 16 SP:Iteration 9Q (317.622054 sec): 3 clusters Score: Raw -249145.434479 + Penalty 6174.062171 = -242971.372307 nChanged 10 SP:Iteration 10Q (317.765367 sec): 3 clusters Score: Raw -249151.324485 + Penalty 6174.062171 = -242977.262314 nChanged 8 SP:Iteration 11Q (317.876892 sec): 3 clusters Score: Raw -249157.526074 + Penalty 6174.062171 = -242983.463903 nChanged 4 SP:Iteration 12Q (318.018729 sec): 3 clusters Score: Raw -249163.071481 + Penalty 6174.062171 = -242989.009310 nChanged 4 SP:Iteration 13Q (318.135665 sec): 3 clusters Score: Raw -249167.282123 + Penalty 6174.062171 = -242993.219952 nChanged 4 SP:Iteration 14Q (318.276383 sec): 3 clusters Score: Raw -249170.088575 + Penalty 6174.062171 = -242996.026404 nChanged 1 SP:Iteration 15Q (318.393257 sec): 3 clusters Score: Raw -249170.413899 + Penalty 6174.062171 = -242996.351728 nChanged 0 SP:Iteration 16F (318.487461 sec): 3 clusters Score: Raw -249179.298211 + Penalty 6174.062171 = -243005.236040 nChanged 1 SP:Iteration 17Q (318.629716 sec): 3 clusters Score: Raw -249184.348257 + Penalty 6174.062171 = -243010.286086 nChanged 1 SP:Iteration 18Q (318.723946 sec): 3 clusters Score: Raw -249184.977120 + Penalty 6174.062171 = -243010.914949 nChanged 0 SP:Iteration 19F (318.870417 sec): 3 clusters Score: Raw -249184.977120 + Penalty 6174.062171 = -243010.914949 nChanged 0 Score: Raw -1776262.898788 + Penalty 15020.416777 = -1761242.482011 Splitting cluster 2 changes total score from -1760355.879951 to -1761242.482011 So it's getting split into cluster 3. Trying to split cluster 4 (6601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.317733 sec): 2 clusters Score: Raw -453915.714998 + Penalty 3258.538768 = -450657.176230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.459419 sec): 3 clusters Score: Raw -450883.133230 + Penalty 6517.077536 = -444366.055694 nChanged 2465 SP:Iteration 1F (319.591460 sec): 3 clusters Score: Raw -452688.142698 + Penalty 6517.077536 = -446171.065162 nChanged 688 SP:Iteration 2F (319.699766 sec): 3 clusters Score: Raw -453484.368711 + Penalty 6517.077536 = -446967.291175 nChanged 549 SP:Iteration 3F (319.860748 sec): 3 clusters Score: Raw -454316.456277 + Penalty 6517.077536 = -447799.378742 nChanged 489 SP:Iteration 4F (319.979454 sec): 3 clusters Score: Raw -454945.091877 + Penalty 6517.077536 = -448428.014341 nChanged 394 SP:Iteration 5F (320.111652 sec): 3 clusters Score: Raw -455329.129843 + Penalty 6517.077536 = -448812.052307 nChanged 303 SP:Iteration 6Q (320.283218 sec): 3 clusters Score: Raw -455551.610415 + Penalty 6517.077536 = -449034.532879 nChanged 208 SP:Iteration 7Q (320.429546 sec): 3 clusters Score: Raw -455703.129130 + Penalty 6517.077536 = -449186.051594 nChanged 169 SP:Iteration 8Q (320.555894 sec): 3 clusters Score: Raw -455807.986497 + Penalty 6517.077536 = -449290.908961 nChanged 146 SP:Iteration 9Q (320.680216 sec): 3 clusters Score: Raw -455887.527136 + Penalty 6517.077536 = -449370.449600 nChanged 124 SP:Iteration 10Q (320.841283 sec): 3 clusters Score: Raw -455971.494811 + Penalty 6517.077536 = -449454.417276 nChanged 125 SP:Iteration 11Q (320.976715 sec): 3 clusters Score: Raw -456052.597218 + Penalty 6517.077536 = -449535.519682 nChanged 136 SP:Iteration 12Q (321.078287 sec): 3 clusters Score: Raw -456147.712114 + Penalty 6517.077536 = -449630.634578 nChanged 126 SP:Iteration 13Q (321.242135 sec): 3 clusters Score: Raw -456232.208374 + Penalty 6517.077536 = -449715.130838 nChanged 129 SP:Iteration 14Q (321.348744 sec): 3 clusters Score: Raw -456324.783866 + Penalty 6517.077536 = -449807.706330 nChanged 134 SP:Iteration 15Q (321.500661 sec): 3 clusters Score: Raw -456446.901526 + Penalty 6517.077536 = -449929.823990 nChanged 157 SP:Iteration 16Q (321.618150 sec): 3 clusters Score: Raw -456642.323748 + Penalty 6517.077536 = -450125.246212 nChanged 176 SP:Iteration 17Q (321.750621 sec): 3 clusters Score: Raw -456936.807844 + Penalty 6517.077536 = -450419.730308 nChanged 180 SP:Iteration 18Q (321.889569 sec): 3 clusters Score: Raw -457205.595758 + Penalty 6517.077536 = -450688.518222 nChanged 161 SP:Iteration 19Q (322.027297 sec): 3 clusters Score: Raw -457365.698275 + Penalty 6517.077536 = -450848.620739 nChanged 120 SP:Iteration 20F (322.142541 sec): 3 clusters Score: Raw -457471.423733 + Penalty 6517.077536 = -450954.346197 nChanged 118 SP:Iteration 21Q (322.278855 sec): 3 clusters Score: Raw -457574.255624 + Penalty 6517.077536 = -451057.178088 nChanged 94 SP:Iteration 22Q (322.404100 sec): 3 clusters Score: Raw -457659.350119 + Penalty 6517.077536 = -451142.272583 nChanged 75 SP:Iteration 23Q (322.544033 sec): 3 clusters Score: Raw -457715.557831 + Penalty 6517.077536 = -451198.480296 nChanged 67 SP:Iteration 24Q (322.669163 sec): 3 clusters Score: Raw -457764.065887 + Penalty 6517.077536 = -451246.988351 nChanged 72 SP:Iteration 25Q (322.765162 sec): 3 clusters Score: Raw -457815.685546 + Penalty 6517.077536 = -451298.608011 nChanged 53 SP:Iteration 26Q (322.916603 sec): 3 clusters Score: Raw -457856.036590 + Penalty 6517.077536 = -451338.959054 nChanged 57 SP:Iteration 27Q (323.025540 sec): 3 clusters Score: Raw -457909.735127 + Penalty 6517.077536 = -451392.657591 nChanged 58 SP:Iteration 28Q (323.148378 sec): 3 clusters Score: Raw -457954.603862 + Penalty 6517.077536 = -451437.526326 nChanged 42 SP:Iteration 29Q (323.280276 sec): 3 clusters Score: Raw -457984.503029 + Penalty 6517.077536 = -451467.425493 nChanged 29 SP:Iteration 30Q (323.402801 sec): 3 clusters Score: Raw -458007.722568 + Penalty 6517.077536 = -451490.645032 nChanged 34 SP:Iteration 31Q (323.551110 sec): 3 clusters Score: Raw -458036.004387 + Penalty 6517.077536 = -451518.926851 nChanged 38 SP:Iteration 32Q (323.677588 sec): 3 clusters Score: Raw -458063.591098 + Penalty 6517.077536 = -451546.513562 nChanged 38 SP:Iteration 33Q (323.803173 sec): 3 clusters Score: Raw -458092.802681 + Penalty 6517.077536 = -451575.725146 nChanged 31 SP:Iteration 34Q (323.926715 sec): 3 clusters Score: Raw -458116.638562 + Penalty 6517.077536 = -451599.561026 nChanged 32 SP:Iteration 35Q (324.051218 sec): 3 clusters Score: Raw -458137.214287 + Penalty 6517.077536 = -451620.136751 nChanged 18 SP:Iteration 36Q (324.172461 sec): 3 clusters Score: Raw -458149.188888 + Penalty 6517.077536 = -451632.111353 nChanged 23 SP:Iteration 37Q (324.295177 sec): 3 clusters Score: Raw -458161.092321 + Penalty 6517.077536 = -451644.014785 nChanged 16 SP:Iteration 38Q (324.418898 sec): 3 clusters Score: Raw -458170.964020 + Penalty 6517.077536 = -451653.886484 nChanged 18 SP:Iteration 39Q (324.548784 sec): 3 clusters Score: Raw -458181.510238 + Penalty 6517.077536 = -451664.432702 nChanged 15 SP:Iteration 40F (324.650824 sec): 3 clusters Score: Raw -458190.653122 + Penalty 6517.077536 = -451673.575586 nChanged 20 SP:Iteration 41Q (324.782361 sec): 3 clusters Score: Raw -458202.964527 + Penalty 6517.077536 = -451685.886991 nChanged 15 SP:Iteration 42Q (324.923040 sec): 3 clusters Score: Raw -458211.414047 + Penalty 6517.077536 = -451694.336511 nChanged 16 SP:Iteration 43Q (325.098696 sec): 3 clusters Score: Raw -458223.310733 + Penalty 6517.077536 = -451706.233197 nChanged 19 SP:Iteration 44Q (325.202438 sec): 3 clusters Score: Raw -458237.094633 + Penalty 6517.077536 = -451720.017097 nChanged 20 SP:Iteration 45Q (325.340469 sec): 3 clusters Score: Raw -458250.148917 + Penalty 6517.077536 = -451733.071381 nChanged 14 SP:Iteration 46Q (325.478967 sec): 3 clusters Score: Raw -458263.266119 + Penalty 6517.077536 = -451746.188583 nChanged 17 SP:Iteration 47Q (325.577221 sec): 3 clusters Score: Raw -458275.479031 + Penalty 6517.077536 = -451758.401495 nChanged 19 SP:Iteration 48Q (325.713727 sec): 3 clusters Score: Raw -458292.009687 + Penalty 6517.077536 = -451774.932151 nChanged 18 SP:Iteration 49Q (325.848877 sec): 3 clusters Score: Raw -458305.026875 + Penalty 6517.077536 = -451787.949339 nChanged 10 SP:Iteration 50Q (325.985592 sec): 3 clusters Score: Raw -458312.804466 + Penalty 6517.077536 = -451795.726930 nChanged 14 SP:Iteration 51Q (326.097759 sec): 3 clusters Score: Raw -458322.853432 + Penalty 6517.077536 = -451805.775897 nChanged 11 SP:Iteration 52Q (326.239652 sec): 3 clusters Score: Raw -458332.815379 + Penalty 6517.077536 = -451815.737844 nChanged 10 SP:Iteration 53Q (326.358228 sec): 3 clusters Score: Raw -458340.155365 + Penalty 6517.077536 = -451823.077829 nChanged 8 SP:Iteration 54Q (326.483418 sec): 3 clusters Score: Raw -458344.563902 + Penalty 6517.077536 = -451827.486366 nChanged 3 SP:Iteration 55Q (326.591694 sec): 3 clusters Score: Raw -458346.082880 + Penalty 6517.077536 = -451829.005344 nChanged 4 SP:Iteration 56Q (326.748842 sec): 3 clusters Score: Raw -458347.711264 + Penalty 6517.077536 = -451830.633729 nChanged 2 SP:Iteration 57Q (326.854747 sec): 3 clusters Score: Raw -458348.735697 + Penalty 6517.077536 = -451831.658161 nChanged 1 SP:Iteration 58Q (326.994797 sec): 3 clusters Score: Raw -458349.722358 + Penalty 6517.077536 = -451832.644822 nChanged 1 SP:Iteration 59Q (327.117046 sec): 3 clusters Score: Raw -458350.111506 + Penalty 6517.077536 = -451833.033970 nChanged 1 SP:Iteration 60F (327.263079 sec): 3 clusters Score: Raw -458357.060824 + Penalty 6517.077536 = -451839.983289 nChanged 3 SP:Iteration 61Q (327.382473 sec): 3 clusters Score: Raw -458391.065425 + Penalty 6517.077536 = -451873.987889 nChanged 9 SP:Iteration 62Q (327.506231 sec): 3 clusters Score: Raw -458407.023108 + Penalty 6517.077536 = -451889.945573 nChanged 5 SP:Iteration 63Q (327.651821 sec): 3 clusters Score: Raw -458414.140677 + Penalty 6517.077536 = -451897.063141 nChanged 4 SP:Iteration 64Q (327.764546 sec): 3 clusters Score: Raw -458417.776042 + Penalty 6517.077536 = -451900.698506 nChanged 5 SP:Iteration 65Q (327.921174 sec): 3 clusters Score: Raw -458423.438678 + Penalty 6517.077536 = -451906.361142 nChanged 3 SP:Iteration 66Q (328.024263 sec): 3 clusters Score: Raw -458438.914509 + Penalty 6517.077536 = -451921.836974 nChanged 6 SP:Iteration 67Q (328.156168 sec): 3 clusters Score: Raw -458449.753201 + Penalty 6517.077536 = -451932.675665 nChanged 7 SP:Iteration 68Q (328.271599 sec): 3 clusters Score: Raw -458454.240967 + Penalty 6517.077536 = -451937.163431 nChanged 3 SP:Iteration 69Q (328.416046 sec): 3 clusters Score: Raw -458455.409085 + Penalty 6517.077536 = -451938.331549 nChanged 5 SP:Iteration 70Q (328.545241 sec): 3 clusters Score: Raw -458458.906998 + Penalty 6517.077536 = -451941.829462 nChanged 4 SP:Iteration 71Q (328.684943 sec): 3 clusters Score: Raw -458461.612166 + Penalty 6517.077536 = -451944.534630 nChanged 2 SP:Iteration 72Q (328.818814 sec): 3 clusters Score: Raw -458462.926508 + Penalty 6517.077536 = -451945.848972 nChanged 2 SP:Iteration 73Q (328.949239 sec): 3 clusters Score: Raw -458463.928034 + Penalty 6517.077536 = -451946.850498 nChanged 1 SP:Iteration 74Q (329.086918 sec): 3 clusters Score: Raw -458464.588783 + Penalty 6517.077536 = -451947.511247 nChanged 0 SP:Iteration 75F (329.230295 sec): 3 clusters Score: Raw -458464.588783 + Penalty 6517.077536 = -451947.511247 nChanged 0 Score: Raw -1780811.772574 + Penalty 18775.520971 = -1762036.251602 Splitting cluster 4 changes total score from -1760355.879951 to -1762036.251602 So it's getting split into cluster 5. Iteration 20F (330.078854 sec): 6 clusters Score: Raw -1783231.269055 + Penalty 18775.520971 = -1764455.748083 nChanged 1163 Iteration 21Q (330.455072 sec): 6 clusters Score: Raw -1784846.550991 + Penalty 18775.520971 = -1766071.030019 nChanged 658 Iteration 22Q (330.817736 sec): 6 clusters Score: Raw -1785461.297934 + Penalty 18775.520971 = -1766685.776962 nChanged 437 Iteration 23Q (331.185139 sec): 6 clusters Score: Raw -1785689.665127 + Penalty 18775.520971 = -1766914.144155 nChanged 318 Iteration 24Q (331.539144 sec): 6 clusters Score: Raw -1785811.967417 + Penalty 18775.520971 = -1767036.446446 nChanged 238 Iteration 25Q (331.940528 sec): 6 clusters Score: Raw -1785900.471910 + Penalty 18775.520971 = -1767124.950938 nChanged 216 Iteration 26Q (332.320274 sec): 6 clusters Score: Raw -1785969.887186 + Penalty 18775.520971 = -1767194.366214 nChanged 184 Iteration 27Q (332.688104 sec): 6 clusters Score: Raw -1786028.920585 + Penalty 18775.520971 = -1767253.399613 nChanged 161 Iteration 28Q (333.048848 sec): 6 clusters Score: Raw -1786079.395164 + Penalty 18775.520971 = -1767303.874193 nChanged 139 Iteration 29Q (333.400176 sec): 6 clusters Score: Raw -1786122.017358 + Penalty 18775.520971 = -1767346.496386 nChanged 108 Iteration 30Q (333.760322 sec): 6 clusters Score: Raw -1786153.941489 + Penalty 18775.520971 = -1767378.420518 nChanged 99 Iteration 31Q (334.150251 sec): 6 clusters Score: Raw -1786183.557450 + Penalty 18775.520971 = -1767408.036479 nChanged 94 Iteration 32Q (334.494229 sec): 6 clusters Score: Raw -1786212.987105 + Penalty 18775.520971 = -1767437.466134 nChanged 86 Iteration 33Q (334.861563 sec): 6 clusters Score: Raw -1786239.894821 + Penalty 18775.520971 = -1767464.373850 nChanged 88 Iteration 34Q (335.221803 sec): 6 clusters Score: Raw -1786262.729271 + Penalty 18775.520971 = -1767487.208300 nChanged 76 Iteration 35Q (335.586366 sec): 6 clusters Score: Raw -1786284.027783 + Penalty 18775.520971 = -1767508.506811 nChanged 63 Iteration 36Q (335.968437 sec): 6 clusters Score: Raw -1786303.411225 + Penalty 18775.520971 = -1767527.890254 nChanged 45 Iteration 37Q (336.370800 sec): 6 clusters Score: Raw -1786313.204780 + Penalty 18775.520971 = -1767537.683809 nChanged 45 Iteration 38Q (336.726494 sec): 6 clusters Score: Raw -1786322.507971 + Penalty 18775.520971 = -1767546.987000 nChanged 35 Iteration 39Q (337.092825 sec): 6 clusters Score: Raw -1786330.065704 + Penalty 18775.520971 = -1767554.544733 nChanged 40 Iteration 40F (337.521929 sec): 6 clusters Score: Raw -1786354.900415 + Penalty 18775.520971 = -1767579.379444 nChanged 38 Iteration 41Q (337.937458 sec): 6 clusters Score: Raw -1786378.572364 + Penalty 18775.520971 = -1767603.051392 nChanged 29 Iteration 42Q (338.278273 sec): 6 clusters Score: Raw -1786385.864971 + Penalty 18775.520971 = -1767610.343999 nChanged 19 Iteration 43Q (338.653511 sec): 6 clusters Score: Raw -1786390.748150 + Penalty 18775.520971 = -1767615.227179 nChanged 17 Iteration 44Q (339.035320 sec): 6 clusters Score: Raw -1786397.481985 + Penalty 18775.520971 = -1767621.961013 nChanged 19 Iteration 45Q (339.392722 sec): 6 clusters Score: Raw -1786403.502549 + Penalty 18775.520971 = -1767627.981577 nChanged 23 Iteration 46Q (339.753395 sec): 6 clusters Score: Raw -1786407.520464 + Penalty 18775.520971 = -1767631.999492 nChanged 17 Iteration 47Q (340.168853 sec): 6 clusters Score: Raw -1786409.552144 + Penalty 18775.520971 = -1767634.031173 nChanged 12 Iteration 48Q (340.550064 sec): 6 clusters Score: Raw -1786411.210208 + Penalty 18775.520971 = -1767635.689237 nChanged 9 Iteration 49Q (340.923772 sec): 6 clusters Score: Raw -1786412.385569 + Penalty 18775.520971 = -1767636.864597 nChanged 5 Iteration 50Q (341.286404 sec): 6 clusters Score: Raw -1786413.591607 + Penalty 18775.520971 = -1767638.070635 nChanged 5 Iteration 51Q (341.653778 sec): 6 clusters Score: Raw -1786414.668588 + Penalty 18775.520971 = -1767639.147617 nChanged 8 Iteration 52Q (342.007496 sec): 6 clusters Score: Raw -1786417.269557 + Penalty 18775.520971 = -1767641.748586 nChanged 12 Iteration 53Q (342.390240 sec): 6 clusters Score: Raw -1786419.832658 + Penalty 18775.520971 = -1767644.311686 nChanged 6 Iteration 54Q (342.761006 sec): 6 clusters Score: Raw -1786421.527492 + Penalty 18775.520971 = -1767646.006521 nChanged 11 Iteration 55Q (343.123237 sec): 6 clusters Score: Raw -1786424.260938 + Penalty 18775.520971 = -1767648.739966 nChanged 7 Iteration 56Q (343.495137 sec): 6 clusters Score: Raw -1786426.263326 + Penalty 18775.520971 = -1767650.742355 nChanged 3 Iteration 57Q (343.878082 sec): 6 clusters Score: Raw -1786427.105825 + Penalty 18775.520971 = -1767651.584854 nChanged 2 Iteration 58Q (344.274995 sec): 6 clusters Score: Raw -1786427.727344 + Penalty 18775.520971 = -1767652.206373 nChanged 1 Writing temp clu file Because OldScore, -1767651.584854, is greater than current (better) Score,-1767652.206373 Compute initial score before splitting: Score: Raw -1786427.727344 + Penalty 18775.520971 = -1767652.206373 Trying to split cluster 1 (11703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.401897 sec): 2 clusters Score: Raw -912505.798885 + Penalty 3470.695985 = -909035.102900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.548188 sec): 3 clusters Score: Raw -906467.655279 + Penalty 6941.391969 = -899526.263309 nChanged 4749 SP:Iteration 1F (344.695500 sec): 3 clusters Score: Raw -909100.008503 + Penalty 6941.391969 = -902158.616534 nChanged 837 SP:Iteration 2F (344.839508 sec): 3 clusters Score: Raw -909629.313670 + Penalty 6941.391969 = -902687.921701 nChanged 713 SP:Iteration 3F (344.978706 sec): 3 clusters Score: Raw -910172.312148 + Penalty 6941.391969 = -903230.920179 nChanged 665 SP:Iteration 4F (345.125905 sec): 3 clusters Score: Raw -910663.281243 + Penalty 6941.391969 = -903721.889274 nChanged 604 SP:Iteration 5F (345.263458 sec): 3 clusters Score: Raw -911111.995210 + Penalty 6941.391969 = -904170.603241 nChanged 568 SP:Iteration 6Q (345.407739 sec): 3 clusters Score: Raw -911546.932569 + Penalty 6941.391969 = -904605.540600 nChanged 526 SP:Iteration 7Q (345.533463 sec): 3 clusters Score: Raw -911968.986077 + Penalty 6941.391969 = -905027.594108 nChanged 523 SP:Iteration 8Q (345.708417 sec): 3 clusters Score: Raw -912381.511417 + Penalty 6941.391969 = -905440.119447 nChanged 501 SP:Iteration 9Q (345.822709 sec): 3 clusters Score: Raw -912807.612023 + Penalty 6941.391969 = -905866.220054 nChanged 498 SP:Iteration 10Q (345.968486 sec): 3 clusters Score: Raw -913217.876433 + Penalty 6941.391969 = -906276.484464 nChanged 467 SP:Iteration 11Q (346.146682 sec): 3 clusters Score: Raw -913530.221802 + Penalty 6941.391969 = -906588.829833 nChanged 393 SP:Iteration 12Q (346.262947 sec): 3 clusters Score: Raw -913770.483719 + Penalty 6941.391969 = -906829.091750 nChanged 323 SP:Iteration 13Q (346.427698 sec): 3 clusters Score: Raw -913975.612578 + Penalty 6941.391969 = -907034.220609 nChanged 292 SP:Iteration 14Q (346.594638 sec): 3 clusters Score: Raw -914151.025220 + Penalty 6941.391969 = -907209.633251 nChanged 257 SP:Iteration 15Q (346.726325 sec): 3 clusters Score: Raw -914289.969165 + Penalty 6941.391969 = -907348.577196 nChanged 213 SP:Iteration 16Q (346.888262 sec): 3 clusters Score: Raw -914408.829099 + Penalty 6941.391969 = -907467.437129 nChanged 190 SP:Iteration 17Q (347.038502 sec): 3 clusters Score: Raw -914523.779139 + Penalty 6941.391969 = -907582.387170 nChanged 167 SP:Iteration 18Q (347.200340 sec): 3 clusters Score: Raw -914609.586248 + Penalty 6941.391969 = -907668.194279 nChanged 155 SP:Iteration 19Q (347.369058 sec): 3 clusters Score: Raw -914693.382342 + Penalty 6941.391969 = -907751.990373 nChanged 147 SP:Iteration 20F (347.524595 sec): 3 clusters Score: Raw -914766.231924 + Penalty 6941.391969 = -907824.839955 nChanged 127 SP:Iteration 21Q (347.668968 sec): 3 clusters Score: Raw -914833.695152 + Penalty 6941.391969 = -907892.303183 nChanged 119 SP:Iteration 22Q (347.809858 sec): 3 clusters Score: Raw -914895.250346 + Penalty 6941.391969 = -907953.858377 nChanged 107 SP:Iteration 23Q (347.948538 sec): 3 clusters Score: Raw -914948.096410 + Penalty 6941.391969 = -908006.704441 nChanged 80 SP:Iteration 24Q (348.087054 sec): 3 clusters Score: Raw -914984.513949 + Penalty 6941.391969 = -908043.121980 nChanged 71 SP:Iteration 25Q (348.236341 sec): 3 clusters Score: Raw -915017.976307 + Penalty 6941.391969 = -908076.584338 nChanged 67 SP:Iteration 26Q (348.384470 sec): 3 clusters Score: Raw -915052.186143 + Penalty 6941.391969 = -908110.794174 nChanged 59 SP:Iteration 27Q (348.523067 sec): 3 clusters Score: Raw -915081.727752 + Penalty 6941.391969 = -908140.335783 nChanged 60 SP:Iteration 28Q (348.674237 sec): 3 clusters Score: Raw -915115.728513 + Penalty 6941.391969 = -908174.336544 nChanged 68 SP:Iteration 29Q (348.804242 sec): 3 clusters Score: Raw -915155.697443 + Penalty 6941.391969 = -908214.305474 nChanged 64 SP:Iteration 30Q (348.932628 sec): 3 clusters Score: Raw -915188.047281 + Penalty 6941.391969 = -908246.655312 nChanged 58 SP:Iteration 31Q (349.098014 sec): 3 clusters Score: Raw -915222.151076 + Penalty 6941.391969 = -908280.759107 nChanged 48 SP:Iteration 32Q (349.244423 sec): 3 clusters Score: Raw -915248.106541 + Penalty 6941.391969 = -908306.714572 nChanged 48 SP:Iteration 33Q (349.374791 sec): 3 clusters Score: Raw -915273.280840 + Penalty 6941.391969 = -908331.888871 nChanged 49 SP:Iteration 34Q (349.527194 sec): 3 clusters Score: Raw -915300.676286 + Penalty 6941.391969 = -908359.284317 nChanged 47 SP:Iteration 35Q (349.654983 sec): 3 clusters Score: Raw -915328.408901 + Penalty 6941.391969 = -908387.016932 nChanged 42 SP:Iteration 36Q (349.763748 sec): 3 clusters Score: Raw -915350.676773 + Penalty 6941.391969 = -908409.284804 nChanged 35 SP:Iteration 37Q (349.894565 sec): 3 clusters Score: Raw -915370.147793 + Penalty 6941.391969 = -908428.755823 nChanged 34 SP:Iteration 38Q (350.035562 sec): 3 clusters Score: Raw -915388.109635 + Penalty 6941.391969 = -908446.717666 nChanged 33 SP:Iteration 39Q (350.171571 sec): 3 clusters Score: Raw -915402.951280 + Penalty 6941.391969 = -908461.559311 nChanged 19 SP:Iteration 40F (350.310044 sec): 3 clusters Score: Raw -915411.453873 + Penalty 6941.391969 = -908470.061904 nChanged 22 SP:Iteration 41Q (350.445245 sec): 3 clusters Score: Raw -915420.389407 + Penalty 6941.391969 = -908478.997437 nChanged 13 SP:Iteration 42Q (350.569401 sec): 3 clusters Score: Raw -915426.195944 + Penalty 6941.391969 = -908484.803975 nChanged 10 SP:Iteration 43Q (350.711409 sec): 3 clusters Score: Raw -915429.150967 + Penalty 6941.391969 = -908487.758998 nChanged 5 SP:Iteration 44Q (350.813971 sec): 3 clusters Score: Raw -915430.754906 + Penalty 6941.391969 = -908489.362937 nChanged 6 SP:Iteration 45Q (350.974032 sec): 3 clusters Score: Raw -915433.319183 + Penalty 6941.391969 = -908491.927214 nChanged 4 SP:Iteration 46Q (351.081601 sec): 3 clusters Score: Raw -915434.765593 + Penalty 6941.391969 = -908493.373624 nChanged 5 SP:Iteration 47Q (351.209833 sec): 3 clusters Score: Raw -915436.965459 + Penalty 6941.391969 = -908495.573489 nChanged 2 SP:Iteration 48Q (351.345121 sec): 3 clusters Score: Raw -915437.614534 + Penalty 6941.391969 = -908496.222565 nChanged 0 SP:Iteration 49F (351.508797 sec): 3 clusters Score: Raw -915437.614534 + Penalty 6941.391969 = -908496.222565 nChanged 0 Trying to split cluster 2 (5475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.571442 sec): 2 clusters Score: Raw -359485.944021 + Penalty 3189.244569 = -356296.699452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.691736 sec): 3 clusters Score: Raw -357059.344717 + Penalty 6378.489138 = -350680.855579 nChanged 2012 SP:Iteration 1F (351.816469 sec): 3 clusters Score: Raw -358355.241720 + Penalty 6378.489138 = -351976.752582 nChanged 460 SP:Iteration 2F (351.962656 sec): 3 clusters Score: Raw -358715.154609 + Penalty 6378.489138 = -352336.665471 nChanged 293 SP:Iteration 3F (352.072118 sec): 3 clusters Score: Raw -358981.320160 + Penalty 6378.489138 = -352602.831022 nChanged 279 SP:Iteration 4F (352.178329 sec): 3 clusters Score: Raw -359259.715636 + Penalty 6378.489138 = -352881.226498 nChanged 286 SP:Iteration 5F (352.306843 sec): 3 clusters Score: Raw -359543.883421 + Penalty 6378.489138 = -353165.394283 nChanged 241 SP:Iteration 6Q (352.423074 sec): 3 clusters Score: Raw -359787.878819 + Penalty 6378.489138 = -353409.389681 nChanged 242 SP:Iteration 7Q (352.514415 sec): 3 clusters Score: Raw -360030.640622 + Penalty 6378.489138 = -353652.151484 nChanged 225 SP:Iteration 8Q (352.656520 sec): 3 clusters Score: Raw -360231.411972 + Penalty 6378.489138 = -353852.922834 nChanged 174 SP:Iteration 9Q (352.783885 sec): 3 clusters Score: Raw -360377.572419 + Penalty 6378.489138 = -353999.083281 nChanged 151 SP:Iteration 10Q (352.866249 sec): 3 clusters Score: Raw -360484.374563 + Penalty 6378.489138 = -354105.885425 nChanged 111 SP:Iteration 11Q (353.015772 sec): 3 clusters Score: Raw -360558.598569 + Penalty 6378.489138 = -354180.109431 nChanged 97 SP:Iteration 12Q (353.120145 sec): 3 clusters Score: Raw -360613.221133 + Penalty 6378.489138 = -354234.731995 nChanged 83 SP:Iteration 13Q (353.234593 sec): 3 clusters Score: Raw -360653.348998 + Penalty 6378.489138 = -354274.859860 nChanged 55 SP:Iteration 14Q (353.379240 sec): 3 clusters Score: Raw -360677.006126 + Penalty 6378.489138 = -354298.516988 nChanged 42 SP:Iteration 15Q (353.506764 sec): 3 clusters Score: Raw -360699.883707 + Penalty 6378.489138 = -354321.394569 nChanged 41 SP:Iteration 16Q (353.620834 sec): 3 clusters Score: Raw -360718.208715 + Penalty 6378.489138 = -354339.719577 nChanged 30 SP:Iteration 17Q (353.744784 sec): 3 clusters Score: Raw -360730.755613 + Penalty 6378.489138 = -354352.266475 nChanged 28 SP:Iteration 18Q (353.859895 sec): 3 clusters Score: Raw -360742.688700 + Penalty 6378.489138 = -354364.199562 nChanged 31 SP:Iteration 19Q (353.973187 sec): 3 clusters Score: Raw -360756.318283 + Penalty 6378.489138 = -354377.829145 nChanged 30 SP:Iteration 20F (354.078293 sec): 3 clusters Score: Raw -360771.422790 + Penalty 6378.489138 = -354392.933652 nChanged 27 SP:Iteration 21Q (354.214247 sec): 3 clusters Score: Raw -360784.598318 + Penalty 6378.489138 = -354406.109180 nChanged 20 SP:Iteration 22Q (354.322548 sec): 3 clusters Score: Raw -360794.158517 + Penalty 6378.489138 = -354415.669379 nChanged 15 SP:Iteration 23Q (354.443446 sec): 3 clusters Score: Raw -360800.852243 + Penalty 6378.489138 = -354422.363105 nChanged 8 SP:Iteration 24Q (354.548387 sec): 3 clusters Score: Raw -360804.647419 + Penalty 6378.489138 = -354426.158281 nChanged 7 SP:Iteration 25Q (354.681011 sec): 3 clusters Score: Raw -360806.719572 + Penalty 6378.489138 = -354428.230434 nChanged 8 SP:Iteration 26Q (354.804817 sec): 3 clusters Score: Raw -360809.372143 + Penalty 6378.489138 = -354430.883005 nChanged 7 SP:Iteration 27Q (354.905023 sec): 3 clusters Score: Raw -360811.415350 + Penalty 6378.489138 = -354432.926212 nChanged 7 SP:Iteration 28Q (355.013127 sec): 3 clusters Score: Raw -360813.660393 + Penalty 6378.489138 = -354435.171255 nChanged 8 SP:Iteration 29Q (355.152800 sec): 3 clusters Score: Raw -360817.238007 + Penalty 6378.489138 = -354438.748869 nChanged 8 SP:Iteration 30Q (355.257841 sec): 3 clusters Score: Raw -360820.058008 + Penalty 6378.489138 = -354441.568870 nChanged 6 SP:Iteration 31Q (355.353965 sec): 3 clusters Score: Raw -360823.010081 + Penalty 6378.489138 = -354444.520943 nChanged 5 SP:Iteration 32Q (355.464507 sec): 3 clusters Score: Raw -360825.121538 + Penalty 6378.489138 = -354446.632400 nChanged 5 SP:Iteration 33Q (355.586781 sec): 3 clusters Score: Raw -360826.375729 + Penalty 6378.489138 = -354447.886591 nChanged 3 SP:Iteration 34Q (355.701039 sec): 3 clusters Score: Raw -360827.671693 + Penalty 6378.489138 = -354449.182555 nChanged 5 SP:Iteration 35Q (355.822916 sec): 3 clusters Score: Raw -360828.579655 + Penalty 6378.489138 = -354450.090517 nChanged 5 SP:Iteration 36Q (355.923652 sec): 3 clusters Score: Raw -360830.026152 + Penalty 6378.489138 = -354451.537014 nChanged 2 SP:Iteration 37Q (356.057065 sec): 3 clusters Score: Raw -360830.783359 + Penalty 6378.489138 = -354452.294221 nChanged 3 SP:Iteration 38Q (356.156130 sec): 3 clusters Score: Raw -360832.111648 + Penalty 6378.489138 = -354453.622510 nChanged 3 SP:Iteration 39Q (356.281111 sec): 3 clusters Score: Raw -360832.977669 + Penalty 6378.489138 = -354454.488531 nChanged 3 SP:Iteration 40F (356.390104 sec): 3 clusters Score: Raw -360834.143669 + Penalty 6378.489138 = -354455.654531 nChanged 3 SP:Iteration 41Q (356.515137 sec): 3 clusters Score: Raw -360835.244625 + Penalty 6378.489138 = -354456.755487 nChanged 7 SP:Iteration 42Q (356.642791 sec): 3 clusters Score: Raw -360837.951474 + Penalty 6378.489138 = -354459.462336 nChanged 5 SP:Iteration 43Q (356.763167 sec): 3 clusters Score: Raw -360840.459602 + Penalty 6378.489138 = -354461.970464 nChanged 12 SP:Iteration 44Q (356.866717 sec): 3 clusters Score: Raw -360845.600167 + Penalty 6378.489138 = -354467.111029 nChanged 8 SP:Iteration 45Q (356.973819 sec): 3 clusters Score: Raw -360849.131216 + Penalty 6378.489138 = -354470.642078 nChanged 10 SP:Iteration 46Q (357.078413 sec): 3 clusters Score: Raw -360851.214063 + Penalty 6378.489138 = -354472.724925 nChanged 4 SP:Iteration 47Q (357.210230 sec): 3 clusters Score: Raw -360852.497718 + Penalty 6378.489138 = -354474.008580 nChanged 2 SP:Iteration 48Q (357.326583 sec): 3 clusters Score: Raw -360853.473924 + Penalty 6378.489138 = -354474.984786 nChanged 3 SP:Iteration 49Q (357.408076 sec): 3 clusters Score: Raw -360854.031296 + Penalty 6378.489138 = -354475.542158 nChanged 3 SP:Iteration 50Q (357.520006 sec): 3 clusters Score: Raw -360855.026006 + Penalty 6378.489138 = -354476.536868 nChanged 5 SP:Iteration 51Q (357.646984 sec): 3 clusters Score: Raw -360856.780377 + Penalty 6378.489138 = -354478.291238 nChanged 6 SP:Iteration 52Q (357.756965 sec): 3 clusters Score: Raw -360858.816883 + Penalty 6378.489138 = -354480.327745 nChanged 4 SP:Iteration 53Q (357.880682 sec): 3 clusters Score: Raw -360861.129043 + Penalty 6378.489138 = -354482.639905 nChanged 4 SP:Iteration 54Q (358.007681 sec): 3 clusters Score: Raw -360862.320643 + Penalty 6378.489138 = -354483.831505 nChanged 5 SP:Iteration 55Q (358.122111 sec): 3 clusters Score: Raw -360864.712934 + Penalty 6378.489138 = -354486.223796 nChanged 4 SP:Iteration 56Q (358.238783 sec): 3 clusters Score: Raw -360865.842470 + Penalty 6378.489138 = -354487.353332 nChanged 3 SP:Iteration 57Q (358.360416 sec): 3 clusters Score: Raw -360866.532886 + Penalty 6378.489138 = -354488.043748 nChanged 3 SP:Iteration 58Q (358.453340 sec): 3 clusters Score: Raw -360868.420557 + Penalty 6378.489138 = -354489.931418 nChanged 4 SP:Iteration 59Q (358.575248 sec): 3 clusters Score: Raw -360869.616115 + Penalty 6378.489138 = -354491.126977 nChanged 4 SP:Iteration 60F (358.713612 sec): 3 clusters Score: Raw -360870.998072 + Penalty 6378.489138 = -354492.508934 nChanged 5 SP:Iteration 61Q (358.806154 sec): 3 clusters Score: Raw -360872.851896 + Penalty 6378.489138 = -354494.362758 nChanged 2 SP:Iteration 62Q (358.924654 sec): 3 clusters Score: Raw -360873.699832 + Penalty 6378.489138 = -354495.210694 nChanged 1 SP:Iteration 63Q (359.039790 sec): 3 clusters Score: Raw -360873.913089 + Penalty 6378.489138 = -354495.423951 nChanged 0 SP:Iteration 64F (359.178537 sec): 3 clusters Score: Raw -360873.913089 + Penalty 6378.489138 = -354495.423951 nChanged 0 Trying to split cluster 3 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.244930 sec): 2 clusters Score: Raw -59955.073344 + Penalty 2618.757726 = -57336.315618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.332567 sec): 3 clusters Score: Raw -59922.841240 + Penalty 5237.515452 = -54685.325787 nChanged 329 SP:Iteration 1F (359.406400 sec): 3 clusters Score: Raw -60656.594436 + Penalty 5237.515452 = -55419.078983 nChanged 123 SP:Iteration 2F (359.498883 sec): 3 clusters Score: Raw -61026.673468 + Penalty 5237.515452 = -55789.158016 nChanged 86 SP:Iteration 3F (359.611473 sec): 3 clusters Score: Raw -61342.954855 + Penalty 5237.515452 = -56105.439403 nChanged 63 SP:Iteration 4F (359.722894 sec): 3 clusters Score: Raw -61505.662409 + Penalty 5237.515452 = -56268.146957 nChanged 38 SP:Iteration 5Q (359.846878 sec): 3 clusters Score: Raw -61583.472618 + Penalty 5237.515452 = -56345.957165 nChanged 21 SP:Iteration 6Q (359.937406 sec): 3 clusters Score: Raw -61644.885592 + Penalty 5237.515452 = -56407.370140 nChanged 24 SP:Iteration 7Q (360.035893 sec): 3 clusters Score: Raw -61714.699079 + Penalty 5237.515452 = -56477.183626 nChanged 21 SP:Iteration 8Q (360.147564 sec): 3 clusters Score: Raw -61759.897965 + Penalty 5237.515452 = -56522.382513 nChanged 12 SP:Iteration 9Q (360.242196 sec): 3 clusters Score: Raw -61789.702307 + Penalty 5237.515452 = -56552.186855 nChanged 9 SP:Iteration 10Q (360.341809 sec): 3 clusters Score: Raw -61802.852733 + Penalty 5237.515452 = -56565.337280 nChanged 2 SP:Iteration 11Q (360.453795 sec): 3 clusters Score: Raw -61805.545199 + Penalty 5237.515452 = -56568.029747 nChanged 1 SP:Iteration 12Q (360.562856 sec): 3 clusters Score: Raw -61808.672341 + Penalty 5237.515452 = -56571.156889 nChanged 1 SP:Iteration 13Q (360.665512 sec): 3 clusters Score: Raw -61810.998282 + Penalty 5237.515452 = -56573.482829 nChanged 1 SP:Iteration 14Q (360.773826 sec): 3 clusters Score: Raw -61813.311840 + Penalty 5237.515452 = -56575.796387 nChanged 1 SP:Iteration 15Q (360.860261 sec): 3 clusters Score: Raw -61814.442185 + Penalty 5237.515452 = -56576.926733 nChanged 1 SP:Iteration 16Q (360.961815 sec): 3 clusters Score: Raw -61815.668410 + Penalty 5237.515452 = -56578.152958 nChanged 0 SP:Iteration 17F (361.095502 sec): 3 clusters Score: Raw -61815.668410 + Penalty 5237.515452 = -56578.152958 nChanged 0 Trying to split cluster 4 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.129001 sec): 2 clusters Score: Raw -101253.901548 + Penalty 2678.117921 = -98575.783627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.236962 sec): 3 clusters Score: Raw -100932.025889 + Penalty 5356.235843 = -95575.790046 nChanged 329 SP:Iteration 1F (361.341841 sec): 3 clusters Score: Raw -101329.321926 + Penalty 5356.235843 = -95973.086084 nChanged 83 SP:Iteration 2F (361.435112 sec): 3 clusters Score: Raw -101474.673736 + Penalty 5356.235843 = -96118.437893 nChanged 56 SP:Iteration 3Q (361.559147 sec): 3 clusters Score: Raw -101564.183046 + Penalty 5356.235843 = -96207.947204 nChanged 40 SP:Iteration 4Q (361.657554 sec): 3 clusters Score: Raw -101620.553339 + Penalty 5356.235843 = -96264.317496 nChanged 32 SP:Iteration 5Q (361.756447 sec): 3 clusters Score: Raw -101671.182355 + Penalty 5356.235843 = -96314.946512 nChanged 23 SP:Iteration 6Q (361.866866 sec): 3 clusters Score: Raw -101717.893099 + Penalty 5356.235843 = -96361.657256 nChanged 21 SP:Iteration 7Q (362.005674 sec): 3 clusters Score: Raw -101743.301596 + Penalty 5356.235843 = -96387.065753 nChanged 11 SP:Iteration 8Q (362.087449 sec): 3 clusters Score: Raw -101755.893812 + Penalty 5356.235843 = -96399.657969 nChanged 4 SP:Iteration 9Q (362.202466 sec): 3 clusters Score: Raw -101762.434388 + Penalty 5356.235843 = -96406.198545 nChanged 8 SP:Iteration 10Q (362.335742 sec): 3 clusters Score: Raw -101778.381961 + Penalty 5356.235843 = -96422.146118 nChanged 12 SP:Iteration 11Q (362.440935 sec): 3 clusters Score: Raw -101797.119659 + Penalty 5356.235843 = -96440.883816 nChanged 11 SP:Iteration 12Q (362.542278 sec): 3 clusters Score: Raw -101811.699492 + Penalty 5356.235843 = -96455.463650 nChanged 10 SP:Iteration 13Q (362.626958 sec): 3 clusters Score: Raw -101826.792015 + Penalty 5356.235843 = -96470.556173 nChanged 7 SP:Iteration 14Q (362.722627 sec): 3 clusters Score: Raw -101839.932597 + Penalty 5356.235843 = -96483.696754 nChanged 9 SP:Iteration 15Q (362.816021 sec): 3 clusters Score: Raw -101852.142467 + Penalty 5356.235843 = -96495.906625 nChanged 7 SP:Iteration 16Q (362.941652 sec): 3 clusters Score: Raw -101859.868983 + Penalty 5356.235843 = -96503.633141 nChanged 5 SP:Iteration 17Q (363.032440 sec): 3 clusters Score: Raw -101866.408632 + Penalty 5356.235843 = -96510.172790 nChanged 8 SP:Iteration 18Q (363.122191 sec): 3 clusters Score: Raw -101880.442993 + Penalty 5356.235843 = -96524.207151 nChanged 10 SP:Iteration 19Q (363.213172 sec): 3 clusters Score: Raw -101895.094166 + Penalty 5356.235843 = -96538.858324 nChanged 9 SP:Iteration 20F (363.303236 sec): 3 clusters Score: Raw -101906.635502 + Penalty 5356.235843 = -96550.399660 nChanged 5 SP:Iteration 21Q (363.374791 sec): 3 clusters Score: Raw -101913.678937 + Penalty 5356.235843 = -96557.443095 nChanged 3 SP:Iteration 22Q (363.476099 sec): 3 clusters Score: Raw -101916.621162 + Penalty 5356.235843 = -96560.385320 nChanged 3 SP:Iteration 23Q (363.577138 sec): 3 clusters Score: Raw -101918.923413 + Penalty 5356.235843 = -96562.687570 nChanged 3 SP:Iteration 24Q (363.665073 sec): 3 clusters Score: Raw -101922.097026 + Penalty 5356.235843 = -96565.861183 nChanged 2 SP:Iteration 25Q (363.766301 sec): 3 clusters Score: Raw -101923.951056 + Penalty 5356.235843 = -96567.715213 nChanged 0 SP:Iteration 26F (363.839408 sec): 3 clusters Score: Raw -101923.951056 + Penalty 5356.235843 = -96567.715213 nChanged 0 Trying to split cluster 5 (5469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.929780 sec): 2 clusters Score: Raw -386657.397575 + Penalty 3188.838319 = -383468.559256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.035975 sec): 3 clusters Score: Raw -384267.455794 + Penalty 6377.676638 = -377889.779156 nChanged 1969 SP:Iteration 1F (364.140861 sec): 3 clusters Score: Raw -385645.709921 + Penalty 6377.676638 = -379268.033283 nChanged 478 SP:Iteration 2F (364.270037 sec): 3 clusters Score: Raw -386131.471739 + Penalty 6377.676638 = -379753.795101 nChanged 366 SP:Iteration 3F (364.388447 sec): 3 clusters Score: Raw -386575.247864 + Penalty 6377.676638 = -380197.571226 nChanged 374 SP:Iteration 4F (364.532642 sec): 3 clusters Score: Raw -387046.157773 + Penalty 6377.676638 = -380668.481135 nChanged 340 SP:Iteration 5F (364.657960 sec): 3 clusters Score: Raw -387399.456176 + Penalty 6377.676638 = -381021.779538 nChanged 247 SP:Iteration 6Q (364.759657 sec): 3 clusters Score: Raw -387623.607876 + Penalty 6377.676638 = -381245.931238 nChanged 188 SP:Iteration 7Q (364.888557 sec): 3 clusters Score: Raw -387782.025909 + Penalty 6377.676638 = -381404.349271 nChanged 141 SP:Iteration 8Q (365.001006 sec): 3 clusters Score: Raw -387904.802858 + Penalty 6377.676638 = -381527.126221 nChanged 126 SP:Iteration 9Q (365.104458 sec): 3 clusters Score: Raw -388019.814472 + Penalty 6377.676638 = -381642.137834 nChanged 106 SP:Iteration 10Q (365.216650 sec): 3 clusters Score: Raw -388109.357710 + Penalty 6377.676638 = -381731.681072 nChanged 84 SP:Iteration 11Q (365.331972 sec): 3 clusters Score: Raw -388166.833711 + Penalty 6377.676638 = -381789.157073 nChanged 52 SP:Iteration 12Q (365.464746 sec): 3 clusters Score: Raw -388202.204370 + Penalty 6377.676638 = -381824.527733 nChanged 46 SP:Iteration 13Q (365.591112 sec): 3 clusters Score: Raw -388229.489495 + Penalty 6377.676638 = -381851.812857 nChanged 42 SP:Iteration 14Q (365.708608 sec): 3 clusters Score: Raw -388255.803705 + Penalty 6377.676638 = -381878.127067 nChanged 37 SP:Iteration 15Q (365.832684 sec): 3 clusters Score: Raw -388276.725305 + Penalty 6377.676638 = -381899.048667 nChanged 38 SP:Iteration 16Q (365.958741 sec): 3 clusters Score: Raw -388296.477630 + Penalty 6377.676638 = -381918.800992 nChanged 23 SP:Iteration 17Q (366.046739 sec): 3 clusters Score: Raw -388308.433698 + Penalty 6377.676638 = -381930.757060 nChanged 21 SP:Iteration 18Q (366.173893 sec): 3 clusters Score: Raw -388319.012525 + Penalty 6377.676638 = -381941.335887 nChanged 19 SP:Iteration 19Q (366.284881 sec): 3 clusters Score: Raw -388327.817609 + Penalty 6377.676638 = -381950.140971 nChanged 12 SP:Iteration 20F (366.398450 sec): 3 clusters Score: Raw -388332.788679 + Penalty 6377.676638 = -381955.112041 nChanged 6 SP:Iteration 21Q (366.543087 sec): 3 clusters Score: Raw -388335.125994 + Penalty 6377.676638 = -381957.449356 nChanged 5 SP:Iteration 22Q (366.647335 sec): 3 clusters Score: Raw -388337.471505 + Penalty 6377.676638 = -381959.794867 nChanged 6 SP:Iteration 23Q (366.752444 sec): 3 clusters Score: Raw -388339.836416 + Penalty 6377.676638 = -381962.159779 nChanged 8 SP:Iteration 24Q (366.880667 sec): 3 clusters Score: Raw -388344.461801 + Penalty 6377.676638 = -381966.785163 nChanged 16 SP:Iteration 25Q (366.992303 sec): 3 clusters Score: Raw -388352.090864 + Penalty 6377.676638 = -381974.414226 nChanged 17 SP:Iteration 26Q (367.093663 sec): 3 clusters Score: Raw -388360.005931 + Penalty 6377.676638 = -381982.329293 nChanged 13 SP:Iteration 27Q (367.201130 sec): 3 clusters Score: Raw -388366.520181 + Penalty 6377.676638 = -381988.843543 nChanged 17 SP:Iteration 28Q (367.332919 sec): 3 clusters Score: Raw -388374.462213 + Penalty 6377.676638 = -381996.785575 nChanged 12 SP:Iteration 29Q (367.458939 sec): 3 clusters Score: Raw -388379.027738 + Penalty 6377.676638 = -382001.351100 nChanged 7 SP:Iteration 30Q (367.545337 sec): 3 clusters Score: Raw -388382.252729 + Penalty 6377.676638 = -382004.576091 nChanged 9 SP:Iteration 31Q (367.681277 sec): 3 clusters Score: Raw -388384.726224 + Penalty 6377.676638 = -382007.049586 nChanged 6 SP:Iteration 32Q (367.794317 sec): 3 clusters Score: Raw -388386.210382 + Penalty 6377.676638 = -382008.533744 nChanged 2 SP:Iteration 33Q (367.913289 sec): 3 clusters Score: Raw -388387.088389 + Penalty 6377.676638 = -382009.411751 nChanged 1 SP:Iteration 34Q (367.999259 sec): 3 clusters Score: Raw -388387.740709 + Penalty 6377.676638 = -382010.064071 nChanged 6 SP:Iteration 35Q (368.135191 sec): 3 clusters Score: Raw -388390.031145 + Penalty 6377.676638 = -382012.354507 nChanged 5 SP:Iteration 36Q (368.229796 sec): 3 clusters Score: Raw -388391.872078 + Penalty 6377.676638 = -382014.195440 nChanged 1 SP:Iteration 37Q (368.347414 sec): 3 clusters Score: Raw -388391.984761 + Penalty 6377.676638 = -382014.308123 nChanged 0 SP:Iteration 38F (368.487374 sec): 3 clusters Score: Raw -388391.984761 + Penalty 6377.676638 = -382014.308123 nChanged 0 Iteration 59Q (368.801982 sec): 6 clusters Score: Raw -1786428.387710 + Penalty 18775.520971 = -1767652.866739 nChanged 1 Iteration 60F (369.228857 sec): 6 clusters Score: Raw -1786428.823622 + Penalty 18775.520971 = -1767653.302651 nChanged 0 Writing temp clu file Because OldScore, -1767652.866739, is greater than current (better) Score,-1767653.302651 Compute initial score before splitting: Score: Raw -1786428.823622 + Penalty 18775.520971 = -1767653.302651 Trying to split cluster 1 (11703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (369.346194 sec): 2 clusters Score: Raw -912505.798885 + Penalty 3470.695985 = -909035.102900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (369.487563 sec): 3 clusters Score: Raw -906501.954350 + Penalty 6941.391969 = -899560.562381 nChanged 4715 SP:Iteration 1F (369.629930 sec): 3 clusters Score: Raw -909143.672476 + Penalty 6941.391969 = -902202.280507 nChanged 892 SP:Iteration 2F (369.767021 sec): 3 clusters Score: Raw -909718.062454 + Penalty 6941.391969 = -902776.670485 nChanged 694 SP:Iteration 3F (369.918671 sec): 3 clusters Score: Raw -910189.085496 + Penalty 6941.391969 = -903247.693527 nChanged 632 SP:Iteration 4F (370.050828 sec): 3 clusters Score: Raw -910661.326933 + Penalty 6941.391969 = -903719.934963 nChanged 593 SP:Iteration 5F (370.208001 sec): 3 clusters Score: Raw -911143.522527 + Penalty 6941.391969 = -904202.130557 nChanged 565 SP:Iteration 6Q (370.327229 sec): 3 clusters Score: Raw -911553.966957 + Penalty 6941.391969 = -904612.574988 nChanged 494 SP:Iteration 7Q (370.495986 sec): 3 clusters Score: Raw -911862.863162 + Penalty 6941.391969 = -904921.471193 nChanged 439 SP:Iteration 8Q (370.626062 sec): 3 clusters Score: Raw -912121.661067 + Penalty 6941.391969 = -905180.269098 nChanged 410 SP:Iteration 9Q (370.757023 sec): 3 clusters Score: Raw -912354.809860 + Penalty 6941.391969 = -905413.417891 nChanged 376 SP:Iteration 10Q (370.903320 sec): 3 clusters Score: Raw -912564.361224 + Penalty 6941.391969 = -905622.969255 nChanged 358 SP:Iteration 11Q (371.057210 sec): 3 clusters Score: Raw -912757.593594 + Penalty 6941.391969 = -905816.201625 nChanged 316 SP:Iteration 12Q (371.215011 sec): 3 clusters Score: Raw -912946.854040 + Penalty 6941.391969 = -906005.462071 nChanged 329 SP:Iteration 13Q (371.350328 sec): 3 clusters Score: Raw -913132.415513 + Penalty 6941.391969 = -906191.023544 nChanged 330 SP:Iteration 14Q (371.481771 sec): 3 clusters Score: Raw -913301.325407 + Penalty 6941.391969 = -906359.933438 nChanged 283 SP:Iteration 15Q (371.633540 sec): 3 clusters Score: Raw -913438.910407 + Penalty 6941.391969 = -906497.518438 nChanged 250 SP:Iteration 16Q (371.776262 sec): 3 clusters Score: Raw -913559.106707 + Penalty 6941.391969 = -906617.714738 nChanged 232 SP:Iteration 17Q (371.925296 sec): 3 clusters Score: Raw -913662.788672 + Penalty 6941.391969 = -906721.396703 nChanged 203 SP:Iteration 18Q (372.045759 sec): 3 clusters Score: Raw -913757.744935 + Penalty 6941.391969 = -906816.352966 nChanged 211 SP:Iteration 19Q (372.202984 sec): 3 clusters Score: Raw -913850.760026 + Penalty 6941.391969 = -906909.368057 nChanged 200 SP:Iteration 20F (372.334096 sec): 3 clusters Score: Raw -913928.293552 + Penalty 6941.391969 = -906986.901583 nChanged 163 SP:Iteration 21Q (372.490097 sec): 3 clusters Score: Raw -913995.098285 + Penalty 6941.391969 = -907053.706315 nChanged 144 SP:Iteration 22Q (372.623914 sec): 3 clusters Score: Raw -914056.806342 + Penalty 6941.391969 = -907115.414373 nChanged 137 SP:Iteration 23Q (372.770483 sec): 3 clusters Score: Raw -914116.525432 + Penalty 6941.391969 = -907175.133463 nChanged 134 SP:Iteration 24Q (372.922958 sec): 3 clusters Score: Raw -914166.027048 + Penalty 6941.391969 = -907224.635079 nChanged 106 SP:Iteration 25Q (373.043328 sec): 3 clusters Score: Raw -914205.724480 + Penalty 6941.391969 = -907264.332511 nChanged 118 SP:Iteration 26Q (373.188984 sec): 3 clusters Score: Raw -914256.048263 + Penalty 6941.391969 = -907314.656294 nChanged 117 SP:Iteration 27Q (373.352355 sec): 3 clusters Score: Raw -914302.282976 + Penalty 6941.391969 = -907360.891007 nChanged 106 SP:Iteration 28Q (373.483280 sec): 3 clusters Score: Raw -914347.217441 + Penalty 6941.391969 = -907405.825472 nChanged 102 SP:Iteration 29Q (373.602663 sec): 3 clusters Score: Raw -914390.234884 + Penalty 6941.391969 = -907448.842915 nChanged 87 SP:Iteration 30Q (373.754324 sec): 3 clusters Score: Raw -914429.041949 + Penalty 6941.391969 = -907487.649980 nChanged 93 SP:Iteration 31Q (373.871597 sec): 3 clusters Score: Raw -914476.020340 + Penalty 6941.391969 = -907534.628370 nChanged 96 SP:Iteration 32Q (374.021735 sec): 3 clusters Score: Raw -914519.930039 + Penalty 6941.391969 = -907578.538070 nChanged 93 SP:Iteration 33Q (374.158257 sec): 3 clusters Score: Raw -914561.514523 + Penalty 6941.391969 = -907620.122554 nChanged 98 SP:Iteration 34Q (374.274037 sec): 3 clusters Score: Raw -914608.529361 + Penalty 6941.391969 = -907667.137391 nChanged 86 SP:Iteration 35Q (374.440122 sec): 3 clusters Score: Raw -914646.916699 + Penalty 6941.391969 = -907705.524730 nChanged 83 SP:Iteration 36Q (374.554988 sec): 3 clusters Score: Raw -914682.617206 + Penalty 6941.391969 = -907741.225237 nChanged 85 SP:Iteration 37Q (374.722961 sec): 3 clusters Score: Raw -914720.158130 + Penalty 6941.391969 = -907778.766161 nChanged 76 SP:Iteration 38Q (374.849845 sec): 3 clusters Score: Raw -914748.906327 + Penalty 6941.391969 = -907807.514358 nChanged 58 SP:Iteration 39Q (374.971313 sec): 3 clusters Score: Raw -914770.783003 + Penalty 6941.391969 = -907829.391034 nChanged 56 SP:Iteration 40F (375.142521 sec): 3 clusters Score: Raw -914789.926367 + Penalty 6941.391969 = -907848.534398 nChanged 42 SP:Iteration 41Q (375.259796 sec): 3 clusters Score: Raw -914804.886688 + Penalty 6941.391969 = -907863.494719 nChanged 44 SP:Iteration 42Q (375.399804 sec): 3 clusters Score: Raw -914821.905212 + Penalty 6941.391969 = -907880.513243 nChanged 41 SP:Iteration 43Q (375.548677 sec): 3 clusters Score: Raw -914835.150993 + Penalty 6941.391969 = -907893.759024 nChanged 32 SP:Iteration 44Q (375.673490 sec): 3 clusters Score: Raw -914844.958532 + Penalty 6941.391969 = -907903.566563 nChanged 32 SP:Iteration 45Q (375.815219 sec): 3 clusters Score: Raw -914855.112039 + Penalty 6941.391969 = -907913.720070 nChanged 35 SP:Iteration 46Q (375.970608 sec): 3 clusters Score: Raw -914868.112705 + Penalty 6941.391969 = -907926.720735 nChanged 26 SP:Iteration 47Q (376.113056 sec): 3 clusters Score: Raw -914874.773704 + Penalty 6941.391969 = -907933.381735 nChanged 12 SP:Iteration 48Q (376.243532 sec): 3 clusters Score: Raw -914877.494987 + Penalty 6941.391969 = -907936.103018 nChanged 10 SP:Iteration 49Q (376.405202 sec): 3 clusters Score: Raw -914879.630719 + Penalty 6941.391969 = -907938.238750 nChanged 8 SP:Iteration 50Q (376.528832 sec): 3 clusters Score: Raw -914881.289093 + Penalty 6941.391969 = -907939.897124 nChanged 4 SP:Iteration 51Q (376.659833 sec): 3 clusters Score: Raw -914882.068884 + Penalty 6941.391969 = -907940.676915 nChanged 4 SP:Iteration 52Q (376.787311 sec): 3 clusters Score: Raw -914882.627409 + Penalty 6941.391969 = -907941.235440 nChanged 5 SP:Iteration 53Q (376.923718 sec): 3 clusters Score: Raw -914884.027095 + Penalty 6941.391969 = -907942.635126 nChanged 7 SP:Iteration 54Q (377.064862 sec): 3 clusters Score: Raw -914885.969974 + Penalty 6941.391969 = -907944.578004 nChanged 5 SP:Iteration 55Q (377.231170 sec): 3 clusters Score: Raw -914887.138935 + Penalty 6941.391969 = -907945.746966 nChanged 5 SP:Iteration 56Q (377.355564 sec): 3 clusters Score: Raw -914888.420052 + Penalty 6941.391969 = -907947.028083 nChanged 11 SP:Iteration 57Q (377.494958 sec): 3 clusters Score: Raw -914890.930600 + Penalty 6941.391969 = -907949.538631 nChanged 7 SP:Iteration 58Q (377.650381 sec): 3 clusters Score: Raw -914892.728625 + Penalty 6941.391969 = -907951.336656 nChanged 6 SP:Iteration 59Q (377.795279 sec): 3 clusters Score: Raw -914894.177448 + Penalty 6941.391969 = -907952.785479 nChanged 5 SP:Iteration 60F (377.938664 sec): 3 clusters Score: Raw -914895.096345 + Penalty 6941.391969 = -907953.704376 nChanged 3 SP:Iteration 61Q (378.057480 sec): 3 clusters Score: Raw -914895.753258 + Penalty 6941.391969 = -907954.361289 nChanged 2 SP:Iteration 62Q (378.214579 sec): 3 clusters Score: Raw -914896.146704 + Penalty 6941.391969 = -907954.754734 nChanged 2 SP:Iteration 63Q (378.335722 sec): 3 clusters Score: Raw -914896.710269 + Penalty 6941.391969 = -907955.318300 nChanged 0 SP:Iteration 64F (378.491184 sec): 3 clusters Score: Raw -914896.710269 + Penalty 6941.391969 = -907955.318300 nChanged 0 Trying to split cluster 2 (5475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.556648 sec): 2 clusters Score: Raw -359485.944021 + Penalty 3189.244569 = -356296.699452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.712762 sec): 3 clusters Score: Raw -357091.540410 + Penalty 6378.489138 = -350713.051272 nChanged 2006 SP:Iteration 1F (378.805793 sec): 3 clusters Score: Raw -358447.087145 + Penalty 6378.489138 = -352068.598007 nChanged 481 SP:Iteration 2F (378.937267 sec): 3 clusters Score: Raw -358966.702624 + Penalty 6378.489138 = -352588.213486 nChanged 402 SP:Iteration 3F (379.067942 sec): 3 clusters Score: Raw -359416.351355 + Penalty 6378.489138 = -353037.862217 nChanged 337 SP:Iteration 4F (379.201239 sec): 3 clusters Score: Raw -359825.361532 + Penalty 6378.489138 = -353446.872394 nChanged 335 SP:Iteration 5F (379.310848 sec): 3 clusters Score: Raw -360197.721644 + Penalty 6378.489138 = -353819.232506 nChanged 263 SP:Iteration 6Q (379.453588 sec): 3 clusters Score: Raw -360456.365149 + Penalty 6378.489138 = -354077.876011 nChanged 228 SP:Iteration 7Q (379.570764 sec): 3 clusters Score: Raw -360645.154496 + Penalty 6378.489138 = -354266.665358 nChanged 181 SP:Iteration 8Q (379.712203 sec): 3 clusters Score: Raw -360789.855599 + Penalty 6378.489138 = -354411.366461 nChanged 149 SP:Iteration 9Q (379.829481 sec): 3 clusters Score: Raw -360889.400723 + Penalty 6378.489138 = -354510.911585 nChanged 100 SP:Iteration 10Q (379.938120 sec): 3 clusters Score: Raw -360949.790621 + Penalty 6378.489138 = -354571.301483 nChanged 62 SP:Iteration 11Q (380.059945 sec): 3 clusters Score: Raw -360977.148678 + Penalty 6378.489138 = -354598.659540 nChanged 35 SP:Iteration 12Q (380.162478 sec): 3 clusters Score: Raw -360993.875444 + Penalty 6378.489138 = -354615.386306 nChanged 25 SP:Iteration 13Q (380.301403 sec): 3 clusters Score: Raw -361006.216098 + Penalty 6378.489138 = -354627.726960 nChanged 19 SP:Iteration 14Q (380.426689 sec): 3 clusters Score: Raw -361015.588185 + Penalty 6378.489138 = -354637.099047 nChanged 19 SP:Iteration 15Q (380.523456 sec): 3 clusters Score: Raw -361025.835338 + Penalty 6378.489138 = -354647.346200 nChanged 16 SP:Iteration 16Q (380.649362 sec): 3 clusters Score: Raw -361030.945688 + Penalty 6378.489138 = -354652.456550 nChanged 10 SP:Iteration 17Q (380.772144 sec): 3 clusters Score: Raw -361034.540389 + Penalty 6378.489138 = -354656.051251 nChanged 5 SP:Iteration 18Q (380.906283 sec): 3 clusters Score: Raw -361036.737789 + Penalty 6378.489138 = -354658.248651 nChanged 6 SP:Iteration 19Q (381.007138 sec): 3 clusters Score: Raw -361039.244988 + Penalty 6378.489138 = -354660.755850 nChanged 11 SP:Iteration 20F (381.119249 sec): 3 clusters Score: Raw -361043.103843 + Penalty 6378.489138 = -354664.614705 nChanged 7 SP:Iteration 21Q (381.252126 sec): 3 clusters Score: Raw -361046.622292 + Penalty 6378.489138 = -354668.133154 nChanged 11 SP:Iteration 22Q (381.358059 sec): 3 clusters Score: Raw -361050.335181 + Penalty 6378.489138 = -354671.846043 nChanged 9 SP:Iteration 23Q (381.483157 sec): 3 clusters Score: Raw -361053.924638 + Penalty 6378.489138 = -354675.435500 nChanged 7 SP:Iteration 24Q (381.608124 sec): 3 clusters Score: Raw -361056.151359 + Penalty 6378.489138 = -354677.662221 nChanged 9 SP:Iteration 25Q (381.738338 sec): 3 clusters Score: Raw -361058.069737 + Penalty 6378.489138 = -354679.580599 nChanged 2 SP:Iteration 26Q (381.852134 sec): 3 clusters Score: Raw -361058.913920 + Penalty 6378.489138 = -354680.424782 nChanged 5 SP:Iteration 27Q (381.985119 sec): 3 clusters Score: Raw -361060.993758 + Penalty 6378.489138 = -354682.504620 nChanged 3 SP:Iteration 28Q (382.077125 sec): 3 clusters Score: Raw -361061.774153 + Penalty 6378.489138 = -354683.285015 nChanged 2 SP:Iteration 29Q (382.191996 sec): 3 clusters Score: Raw -361062.239217 + Penalty 6378.489138 = -354683.750079 nChanged 1 SP:Iteration 30Q (382.334844 sec): 3 clusters Score: Raw -361062.394882 + Penalty 6378.489138 = -354683.905744 nChanged 0 SP:Iteration 31F (382.419854 sec): 3 clusters Score: Raw -361062.394882 + Penalty 6378.489138 = -354683.905744 nChanged 0 Trying to split cluster 3 (1175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.479583 sec): 2 clusters Score: Raw -60010.116530 + Penalty 2619.073180 = -57391.043350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.586539 sec): 3 clusters Score: Raw -60004.529388 + Penalty 5238.146359 = -54766.383029 nChanged 306 SP:Iteration 1F (382.702667 sec): 3 clusters Score: Raw -60824.642343 + Penalty 5238.146359 = -55586.495983 nChanged 120 SP:Iteration 2F (382.811437 sec): 3 clusters Score: Raw -61226.774223 + Penalty 5238.146359 = -55988.627864 nChanged 88 SP:Iteration 3F (382.920384 sec): 3 clusters Score: Raw -61488.162478 + Penalty 5238.146359 = -56250.016119 nChanged 41 SP:Iteration 4Q (383.019705 sec): 3 clusters Score: Raw -61578.624516 + Penalty 5238.146359 = -56340.478157 nChanged 23 SP:Iteration 5Q (383.131454 sec): 3 clusters Score: Raw -61633.486886 + Penalty 5238.146359 = -56395.340527 nChanged 17 SP:Iteration 6Q (383.213726 sec): 3 clusters Score: Raw -61667.603478 + Penalty 5238.146359 = -56429.457118 nChanged 7 SP:Iteration 7Q (383.341835 sec): 3 clusters Score: Raw -61679.515275 + Penalty 5238.146359 = -56441.368916 nChanged 9 SP:Iteration 8Q (383.421289 sec): 3 clusters Score: Raw -61691.888348 + Penalty 5238.146359 = -56453.741989 nChanged 5 SP:Iteration 9Q (383.538503 sec): 3 clusters Score: Raw -61706.464689 + Penalty 5238.146359 = -56468.318330 nChanged 5 SP:Iteration 10Q (383.623021 sec): 3 clusters Score: Raw -61711.554589 + Penalty 5238.146359 = -56473.408230 nChanged 2 SP:Iteration 11Q (383.735185 sec): 3 clusters Score: Raw -61715.580602 + Penalty 5238.146359 = -56477.434243 nChanged 1 SP:Iteration 12Q (383.821723 sec): 3 clusters Score: Raw -61719.092505 + Penalty 5238.146359 = -56480.946146 nChanged 1 SP:Iteration 13Q (383.951687 sec): 3 clusters Score: Raw -61721.952405 + Penalty 5238.146359 = -56483.806046 nChanged 1 SP:Iteration 14Q (384.038654 sec): 3 clusters Score: Raw -61723.121115 + Penalty 5238.146359 = -56484.974756 nChanged 1 SP:Iteration 15Q (384.165656 sec): 3 clusters Score: Raw -61723.936441 + Penalty 5238.146359 = -56485.790082 nChanged 0 SP:Iteration 16F (384.257610 sec): 3 clusters Score: Raw -61723.936441 + Penalty 5238.146359 = -56485.790082 nChanged 0 Trying to split cluster 4 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.329484 sec): 2 clusters Score: Raw -101253.901548 + Penalty 2678.117921 = -98575.783627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.440690 sec): 3 clusters Score: Raw -100955.896096 + Penalty 5356.235843 = -95599.660254 nChanged 315 SP:Iteration 1F (384.546229 sec): 3 clusters Score: Raw -101332.124803 + Penalty 5356.235843 = -95975.888960 nChanged 90 SP:Iteration 2F (384.631591 sec): 3 clusters Score: Raw -101477.874131 + Penalty 5356.235843 = -96121.638289 nChanged 46 SP:Iteration 3Q (384.734987 sec): 3 clusters Score: Raw -101554.423130 + Penalty 5356.235843 = -96198.187288 nChanged 38 SP:Iteration 4Q (384.870587 sec): 3 clusters Score: Raw -101639.768257 + Penalty 5356.235843 = -96283.532414 nChanged 40 SP:Iteration 5Q (384.976512 sec): 3 clusters Score: Raw -101711.655254 + Penalty 5356.235843 = -96355.419412 nChanged 28 SP:Iteration 6Q (385.077228 sec): 3 clusters Score: Raw -101764.720551 + Penalty 5356.235843 = -96408.484708 nChanged 20 SP:Iteration 7Q (385.193274 sec): 3 clusters Score: Raw -101792.957277 + Penalty 5356.235843 = -96436.721435 nChanged 14 SP:Iteration 8Q (385.279155 sec): 3 clusters Score: Raw -101808.661321 + Penalty 5356.235843 = -96452.425478 nChanged 11 SP:Iteration 9Q (385.391359 sec): 3 clusters Score: Raw -101823.188047 + Penalty 5356.235843 = -96466.952204 nChanged 13 SP:Iteration 10Q (385.493016 sec): 3 clusters Score: Raw -101838.901657 + Penalty 5356.235843 = -96482.665814 nChanged 11 SP:Iteration 11Q (385.596865 sec): 3 clusters Score: Raw -101849.288388 + Penalty 5356.235843 = -96493.052546 nChanged 5 SP:Iteration 12Q (385.682509 sec): 3 clusters Score: Raw -101857.384234 + Penalty 5356.235843 = -96501.148391 nChanged 9 SP:Iteration 13Q (385.802336 sec): 3 clusters Score: Raw -101866.408204 + Penalty 5356.235843 = -96510.172361 nChanged 4 SP:Iteration 14Q (385.899484 sec): 3 clusters Score: Raw -101872.402832 + Penalty 5356.235843 = -96516.166990 nChanged 2 SP:Iteration 15Q (385.986993 sec): 3 clusters Score: Raw -101874.532110 + Penalty 5356.235843 = -96518.296267 nChanged 0 SP:Iteration 16F (386.121352 sec): 3 clusters Score: Raw -101874.532110 + Penalty 5356.235843 = -96518.296267 nChanged 0 Trying to split cluster 5 (5468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.201647 sec): 2 clusters Score: Raw -386604.362657 + Penalty 3188.770567 = -383415.592090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.326056 sec): 3 clusters Score: Raw -384251.241021 + Penalty 6377.541135 = -377873.699886 nChanged 1972 SP:Iteration 1F (386.446060 sec): 3 clusters Score: Raw -385518.210012 + Penalty 6377.541135 = -379140.668877 nChanged 423 SP:Iteration 2F (386.547359 sec): 3 clusters Score: Raw -385839.039425 + Penalty 6377.541135 = -379461.498290 nChanged 274 SP:Iteration 3F (386.697825 sec): 3 clusters Score: Raw -386065.324684 + Penalty 6377.541135 = -379687.783550 nChanged 252 SP:Iteration 4Q (386.808610 sec): 3 clusters Score: Raw -386305.901167 + Penalty 6377.541135 = -379928.360033 nChanged 254 SP:Iteration 5Q (386.917322 sec): 3 clusters Score: Raw -386559.602280 + Penalty 6377.541135 = -380182.061146 nChanged 257 SP:Iteration 6Q (387.047791 sec): 3 clusters Score: Raw -386856.752956 + Penalty 6377.541135 = -380479.211821 nChanged 275 SP:Iteration 7F (387.148726 sec): 3 clusters Score: Raw -387162.211092 + Penalty 6377.541135 = -380784.669957 nChanged 251 SP:Iteration 8Q (387.253469 sec): 3 clusters Score: Raw -387409.098650 + Penalty 6377.541135 = -381031.557515 nChanged 207 SP:Iteration 9Q (387.395456 sec): 3 clusters Score: Raw -387605.346282 + Penalty 6377.541135 = -381227.805148 nChanged 186 SP:Iteration 10Q (387.505886 sec): 3 clusters Score: Raw -387785.194824 + Penalty 6377.541135 = -381407.653689 nChanged 167 SP:Iteration 11Q (387.626491 sec): 3 clusters Score: Raw -387934.295684 + Penalty 6377.541135 = -381556.754550 nChanged 118 SP:Iteration 12Q (387.758755 sec): 3 clusters Score: Raw -388017.247946 + Penalty 6377.541135 = -381639.706812 nChanged 95 SP:Iteration 13Q (387.878704 sec): 3 clusters Score: Raw -388081.928999 + Penalty 6377.541135 = -381704.387864 nChanged 67 SP:Iteration 14Q (388.011925 sec): 3 clusters Score: Raw -388120.712303 + Penalty 6377.541135 = -381743.171169 nChanged 57 SP:Iteration 15Q (388.157295 sec): 3 clusters Score: Raw -388150.737173 + Penalty 6377.541135 = -381773.196039 nChanged 42 SP:Iteration 16Q (388.243974 sec): 3 clusters Score: Raw -388181.826261 + Penalty 6377.541135 = -381804.285126 nChanged 38 SP:Iteration 17Q (388.383314 sec): 3 clusters Score: Raw -388215.480117 + Penalty 6377.541135 = -381837.938982 nChanged 56 SP:Iteration 18Q (388.509982 sec): 3 clusters Score: Raw -388257.776877 + Penalty 6377.541135 = -381880.235743 nChanged 49 SP:Iteration 19Q (388.620371 sec): 3 clusters Score: Raw -388285.290295 + Penalty 6377.541135 = -381907.749160 nChanged 42 SP:Iteration 20F (388.732739 sec): 3 clusters Score: Raw -388308.806521 + Penalty 6377.541135 = -381931.265386 nChanged 35 SP:Iteration 21Q (388.863148 sec): 3 clusters Score: Raw -388326.800587 + Penalty 6377.541135 = -381949.259452 nChanged 30 SP:Iteration 22Q (388.952924 sec): 3 clusters Score: Raw -388341.031076 + Penalty 6377.541135 = -381963.489942 nChanged 19 SP:Iteration 23Q (389.075376 sec): 3 clusters Score: Raw -388351.373479 + Penalty 6377.541135 = -381973.832345 nChanged 17 SP:Iteration 24Q (389.179330 sec): 3 clusters Score: Raw -388361.467822 + Penalty 6377.541135 = -381983.926687 nChanged 13 SP:Iteration 25Q (389.310058 sec): 3 clusters Score: Raw -388366.402413 + Penalty 6377.541135 = -381988.861279 nChanged 6 SP:Iteration 26Q (389.436569 sec): 3 clusters Score: Raw -388368.557273 + Penalty 6377.541135 = -381991.016138 nChanged 6 SP:Iteration 27Q (389.563777 sec): 3 clusters Score: Raw -388371.060932 + Penalty 6377.541135 = -381993.519797 nChanged 3 SP:Iteration 28Q (389.677770 sec): 3 clusters Score: Raw -388372.742707 + Penalty 6377.541135 = -381995.201573 nChanged 5 SP:Iteration 29Q (389.782049 sec): 3 clusters Score: Raw -388374.321447 + Penalty 6377.541135 = -381996.780312 nChanged 2 SP:Iteration 30Q (389.918512 sec): 3 clusters Score: Raw -388374.730782 + Penalty 6377.541135 = -381997.189647 nChanged 1 SP:Iteration 31Q (390.023956 sec): 3 clusters Score: Raw -388375.079810 + Penalty 6377.541135 = -381997.538676 nChanged 2 SP:Iteration 32Q (390.168673 sec): 3 clusters Score: Raw -388375.744031 + Penalty 6377.541135 = -381998.202896 nChanged 2 SP:Iteration 33Q (390.260330 sec): 3 clusters Score: Raw -388376.283029 + Penalty 6377.541135 = -381998.741895 nChanged 0 SP:Iteration 34F (390.403201 sec): 3 clusters Score: Raw -388376.283029 + Penalty 6377.541135 = -381998.741895 nChanged 0 Time taken for this iteration:82.729575 seconds. 5->6 Clusters: Score -1767653.302651, best is -1767619.725357 THE BEST YET! Starting from 6 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 5 (4139 points): Lose 1406.264787 but Gain 3755.104194 Iteration 0F (390.852247 sec): 5 clusters Score: Raw -1693928.609038 + Penalty 15020.416777 = -1678908.192261 nChanged 18589 Iteration 1F (391.205280 sec): 5 clusters Score: Raw -1731311.912447 + Penalty 15020.416777 = -1716291.495670 nChanged 7208 Iteration 2F (391.546325 sec): 5 clusters Score: Raw -1756849.536923 + Penalty 15020.416777 = -1741829.120145 nChanged 5833 Iteration 3F (391.893889 sec): 5 clusters Score: Raw -1767909.302229 + Penalty 15020.416777 = -1752888.885452 nChanged 3123 Iteration 4F (392.225348 sec): 5 clusters Score: Raw -1772960.601150 + Penalty 15020.416777 = -1757940.184372 nChanged 2194 Iteration 5F (392.540847 sec): 5 clusters Score: Raw -1776736.522223 + Penalty 15020.416777 = -1761716.105446 nChanged 1685 Iteration 6F (392.904731 sec): 5 clusters Score: Raw -1779197.749002 + Penalty 15020.416777 = -1764177.332225 nChanged 1130 Iteration 7Q (393.204028 sec): 5 clusters Score: Raw -1780354.409640 + Penalty 15020.416777 = -1765333.992863 nChanged 828 Iteration 8Q (393.490500 sec): 5 clusters Score: Raw -1781002.287372 + Penalty 15020.416777 = -1765981.870595 nChanged 575 Iteration 9Q (393.800069 sec): 5 clusters Score: Raw -1781357.432276 + Penalty 15020.416777 = -1766337.015499 nChanged 451 Iteration 10Q (394.078077 sec): 5 clusters Score: Raw -1781595.484912 + Penalty 15020.416777 = -1766575.068135 nChanged 359 Iteration 11Q (394.406286 sec): 5 clusters Score: Raw -1781754.791957 + Penalty 15020.416777 = -1766734.375179 nChanged 293 Iteration 12Q (394.719269 sec): 5 clusters Score: Raw -1781876.485608 + Penalty 15020.416777 = -1766856.068830 nChanged 234 Iteration 13Q (395.039398 sec): 5 clusters Score: Raw -1781957.615948 + Penalty 15020.416777 = -1766937.199171 nChanged 199 Iteration 14Q (395.369811 sec): 5 clusters Score: Raw -1782016.892861 + Penalty 15020.416777 = -1766996.476084 nChanged 150 Iteration 15Q (395.692170 sec): 5 clusters Score: Raw -1782060.280087 + Penalty 15020.416777 = -1767039.863309 nChanged 118 Iteration 16Q (395.971379 sec): 5 clusters Score: Raw -1782089.117463 + Penalty 15020.416777 = -1767068.700685 nChanged 93 Iteration 17Q (396.311621 sec): 5 clusters Score: Raw -1782109.519950 + Penalty 15020.416777 = -1767089.103173 nChanged 65 Iteration 18Q (396.616931 sec): 5 clusters Score: Raw -1782124.613875 + Penalty 15020.416777 = -1767104.197098 nChanged 61 Iteration 19Q (396.939602 sec): 5 clusters Score: Raw -1782137.560057 + Penalty 15020.416777 = -1767117.143280 nChanged 49 Writing temp clu file Because OldScore, -1767104.197098, is greater than current (better) Score,-1767117.143280 Compute initial score before splitting: Score: Raw -1782137.560057 + Penalty 15020.416777 = -1767117.143280 Trying to split cluster 1 (1830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.054962 sec): 2 clusters Score: Raw -96565.488457 + Penalty 2783.222397 = -93782.266060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.166775 sec): 3 clusters Score: Raw -96198.352539 + Penalty 5566.444793 = -90631.907746 nChanged 552 SP:Iteration 1F (397.284802 sec): 3 clusters Score: Raw -97173.954317 + Penalty 5566.444793 = -91607.509524 nChanged 200 SP:Iteration 2F (397.391612 sec): 3 clusters Score: Raw -97626.217520 + Penalty 5566.444793 = -92059.772727 nChanged 127 SP:Iteration 3F (397.476703 sec): 3 clusters Score: Raw -97867.003250 + Penalty 5566.444793 = -92300.558457 nChanged 89 SP:Iteration 4Q (397.576232 sec): 3 clusters Score: Raw -98130.055969 + Penalty 5566.444793 = -92563.611176 nChanged 80 SP:Iteration 5Q (397.697695 sec): 3 clusters Score: Raw -98310.791132 + Penalty 5566.444793 = -92744.346339 nChanged 61 SP:Iteration 6Q (397.815469 sec): 3 clusters Score: Raw -98394.082135 + Penalty 5566.444793 = -92827.637342 nChanged 41 SP:Iteration 7Q (397.930630 sec): 3 clusters Score: Raw -98469.672844 + Penalty 5566.444793 = -92903.228051 nChanged 26 SP:Iteration 8Q (398.027465 sec): 3 clusters Score: Raw -98529.296425 + Penalty 5566.444793 = -92962.851632 nChanged 24 SP:Iteration 9Q (398.130539 sec): 3 clusters Score: Raw -98596.255924 + Penalty 5566.444793 = -93029.811131 nChanged 23 SP:Iteration 10Q (398.227819 sec): 3 clusters Score: Raw -98617.224258 + Penalty 5566.444793 = -93050.779465 nChanged 8 SP:Iteration 11Q (398.365934 sec): 3 clusters Score: Raw -98627.572430 + Penalty 5566.444793 = -93061.127637 nChanged 5 SP:Iteration 12Q (398.451478 sec): 3 clusters Score: Raw -98634.441452 + Penalty 5566.444793 = -93067.996659 nChanged 6 SP:Iteration 13Q (398.581097 sec): 3 clusters Score: Raw -98640.903600 + Penalty 5566.444793 = -93074.458807 nChanged 3 SP:Iteration 14Q (398.665263 sec): 3 clusters Score: Raw -98643.546220 + Penalty 5566.444793 = -93077.101427 nChanged 3 SP:Iteration 15Q (398.803854 sec): 3 clusters Score: Raw -98646.385758 + Penalty 5566.444793 = -93079.940965 nChanged 2 SP:Iteration 16Q (398.886784 sec): 3 clusters Score: Raw -98648.112011 + Penalty 5566.444793 = -93081.667217 nChanged 3 SP:Iteration 17Q (398.990224 sec): 3 clusters Score: Raw -98650.125247 + Penalty 5566.444793 = -93083.680454 nChanged 0 SP:Iteration 18F (399.123260 sec): 3 clusters Score: Raw -98650.125247 + Penalty 5566.444793 = -93083.680454 nChanged 0 Trying to split cluster 2 (6322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.209189 sec): 2 clusters Score: Raw -444241.023095 + Penalty 3242.538526 = -440998.484569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (399.333338 sec): 3 clusters Score: Raw -441271.631062 + Penalty 6485.077052 = -434786.554010 nChanged 2344 SP:Iteration 1F (399.431074 sec): 3 clusters Score: Raw -442710.023806 + Penalty 6485.077052 = -436224.946755 nChanged 553 SP:Iteration 2F (399.554264 sec): 3 clusters Score: Raw -443200.786347 + Penalty 6485.077052 = -436715.709296 nChanged 458 SP:Iteration 3F (399.693037 sec): 3 clusters Score: Raw -443724.886195 + Penalty 6485.077052 = -437239.809143 nChanged 428 SP:Iteration 4F (399.808411 sec): 3 clusters Score: Raw -444326.027276 + Penalty 6485.077052 = -437840.950224 nChanged 468 SP:Iteration 5F (399.930376 sec): 3 clusters Score: Raw -445026.845707 + Penalty 6485.077052 = -438541.768656 nChanged 469 SP:Iteration 6F (400.057553 sec): 3 clusters Score: Raw -445730.548541 + Penalty 6485.077052 = -439245.471490 nChanged 414 SP:Iteration 7F (400.182052 sec): 3 clusters Score: Raw -446253.962536 + Penalty 6485.077052 = -439768.885484 nChanged 287 SP:Iteration 8Q (400.329980 sec): 3 clusters Score: Raw -446537.490829 + Penalty 6485.077052 = -440052.413778 nChanged 178 SP:Iteration 9Q (400.409650 sec): 3 clusters Score: Raw -446706.864769 + Penalty 6485.077052 = -440221.787718 nChanged 124 SP:Iteration 10Q (400.537272 sec): 3 clusters Score: Raw -446792.679855 + Penalty 6485.077052 = -440307.602804 nChanged 75 SP:Iteration 11Q (400.642754 sec): 3 clusters Score: Raw -446838.199711 + Penalty 6485.077052 = -440353.122660 nChanged 51 SP:Iteration 12Q (400.780004 sec): 3 clusters Score: Raw -446868.217290 + Penalty 6485.077052 = -440383.140238 nChanged 47 SP:Iteration 13Q (400.869431 sec): 3 clusters Score: Raw -446893.442409 + Penalty 6485.077052 = -440408.365358 nChanged 36 SP:Iteration 14Q (400.992591 sec): 3 clusters Score: Raw -446912.545379 + Penalty 6485.077052 = -440427.468328 nChanged 26 SP:Iteration 15Q (401.115842 sec): 3 clusters Score: Raw -446925.543083 + Penalty 6485.077052 = -440440.466031 nChanged 19 SP:Iteration 16Q (401.261075 sec): 3 clusters Score: Raw -446934.532979 + Penalty 6485.077052 = -440449.455927 nChanged 23 SP:Iteration 17Q (401.366467 sec): 3 clusters Score: Raw -446947.030804 + Penalty 6485.077052 = -440461.953753 nChanged 15 SP:Iteration 18Q (401.501054 sec): 3 clusters Score: Raw -446955.289219 + Penalty 6485.077052 = -440470.212168 nChanged 13 SP:Iteration 19Q (401.618788 sec): 3 clusters Score: Raw -446960.069027 + Penalty 6485.077052 = -440474.991975 nChanged 4 SP:Iteration 20F (401.742934 sec): 3 clusters Score: Raw -446961.139339 + Penalty 6485.077052 = -440476.062287 nChanged 4 SP:Iteration 21Q (401.887930 sec): 3 clusters Score: Raw -446962.597360 + Penalty 6485.077052 = -440477.520308 nChanged 3 SP:Iteration 22Q (402.016332 sec): 3 clusters Score: Raw -446963.794073 + Penalty 6485.077052 = -440478.717021 nChanged 5 SP:Iteration 23Q (402.122049 sec): 3 clusters Score: Raw -446965.842905 + Penalty 6485.077052 = -440480.765853 nChanged 7 SP:Iteration 24Q (402.267223 sec): 3 clusters Score: Raw -446969.761322 + Penalty 6485.077052 = -440484.684270 nChanged 9 SP:Iteration 25Q (402.361431 sec): 3 clusters Score: Raw -446973.750629 + Penalty 6485.077052 = -440488.673578 nChanged 5 SP:Iteration 26Q (402.478772 sec): 3 clusters Score: Raw -446975.863234 + Penalty 6485.077052 = -440490.786183 nChanged 6 SP:Iteration 27Q (402.606283 sec): 3 clusters Score: Raw -446977.536801 + Penalty 6485.077052 = -440492.459750 nChanged 4 SP:Iteration 28Q (402.729259 sec): 3 clusters Score: Raw -446978.928868 + Penalty 6485.077052 = -440493.851816 nChanged 1 SP:Iteration 29Q (402.859769 sec): 3 clusters Score: Raw -446979.070611 + Penalty 6485.077052 = -440493.993560 nChanged 0 SP:Iteration 30F (402.980848 sec): 3 clusters Score: Raw -446979.070611 + Penalty 6485.077052 = -440493.993560 nChanged 0 Trying to split cluster 3 (10534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.097947 sec): 2 clusters Score: Raw -829472.827219 + Penalty 3431.705640 = -826041.121580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.242125 sec): 3 clusters Score: Raw -824190.227789 + Penalty 6863.411279 = -817326.816509 nChanged 4161 SP:Iteration 1F (403.382702 sec): 3 clusters Score: Raw -826482.072878 + Penalty 6863.411279 = -819618.661599 nChanged 773 SP:Iteration 2F (403.512542 sec): 3 clusters Score: Raw -826953.154053 + Penalty 6863.411279 = -820089.742774 nChanged 644 SP:Iteration 3F (403.655948 sec): 3 clusters Score: Raw -827402.945127 + Penalty 6863.411279 = -820539.533848 nChanged 564 SP:Iteration 4F (403.789671 sec): 3 clusters Score: Raw -827827.165756 + Penalty 6863.411279 = -820963.754477 nChanged 552 SP:Iteration 5F (403.918373 sec): 3 clusters Score: Raw -828266.775870 + Penalty 6863.411279 = -821403.364590 nChanged 541 SP:Iteration 6F (404.042171 sec): 3 clusters Score: Raw -828690.293255 + Penalty 6863.411279 = -821826.881976 nChanged 500 SP:Iteration 7Q (404.186378 sec): 3 clusters Score: Raw -829039.759202 + Penalty 6863.411279 = -822176.347922 nChanged 449 SP:Iteration 8Q (404.341879 sec): 3 clusters Score: Raw -829365.951474 + Penalty 6863.411279 = -822502.540195 nChanged 436 SP:Iteration 9Q (404.469214 sec): 3 clusters Score: Raw -829688.968380 + Penalty 6863.411279 = -822825.557101 nChanged 378 SP:Iteration 10Q (404.596521 sec): 3 clusters Score: Raw -829978.099471 + Penalty 6863.411279 = -823114.688192 nChanged 321 SP:Iteration 11Q (404.756043 sec): 3 clusters Score: Raw -830211.834884 + Penalty 6863.411279 = -823348.423604 nChanged 279 SP:Iteration 12Q (404.905177 sec): 3 clusters Score: Raw -830418.642650 + Penalty 6863.411279 = -823555.231370 nChanged 237 SP:Iteration 13Q (405.029338 sec): 3 clusters Score: Raw -830584.172733 + Penalty 6863.411279 = -823720.761454 nChanged 191 SP:Iteration 14Q (405.168246 sec): 3 clusters Score: Raw -830707.654396 + Penalty 6863.411279 = -823844.243117 nChanged 148 SP:Iteration 15Q (405.284551 sec): 3 clusters Score: Raw -830803.142450 + Penalty 6863.411279 = -823939.731171 nChanged 126 SP:Iteration 16Q (405.424801 sec): 3 clusters Score: Raw -830866.063986 + Penalty 6863.411279 = -824002.652707 nChanged 78 SP:Iteration 17Q (405.565921 sec): 3 clusters Score: Raw -830907.044981 + Penalty 6863.411279 = -824043.633701 nChanged 66 SP:Iteration 18Q (405.703297 sec): 3 clusters Score: Raw -830941.870659 + Penalty 6863.411279 = -824078.459380 nChanged 64 SP:Iteration 19Q (405.809895 sec): 3 clusters Score: Raw -830970.017764 + Penalty 6863.411279 = -824106.606485 nChanged 50 SP:Iteration 20F (405.974038 sec): 3 clusters Score: Raw -830988.400100 + Penalty 6863.411279 = -824124.988821 nChanged 45 SP:Iteration 21Q (406.123455 sec): 3 clusters Score: Raw -831007.294112 + Penalty 6863.411279 = -824143.882833 nChanged 42 SP:Iteration 22Q (406.264163 sec): 3 clusters Score: Raw -831022.372924 + Penalty 6863.411279 = -824158.961644 nChanged 34 SP:Iteration 23Q (406.371352 sec): 3 clusters Score: Raw -831035.491104 + Penalty 6863.411279 = -824172.079824 nChanged 29 SP:Iteration 24Q (406.534112 sec): 3 clusters Score: Raw -831046.368834 + Penalty 6863.411279 = -824182.957555 nChanged 28 SP:Iteration 25Q (406.653670 sec): 3 clusters Score: Raw -831055.155491 + Penalty 6863.411279 = -824191.744211 nChanged 19 SP:Iteration 26Q (406.820928 sec): 3 clusters Score: Raw -831061.179808 + Penalty 6863.411279 = -824197.768529 nChanged 14 SP:Iteration 27Q (406.965415 sec): 3 clusters Score: Raw -831065.819300 + Penalty 6863.411279 = -824202.408021 nChanged 8 SP:Iteration 28Q (407.108254 sec): 3 clusters Score: Raw -831068.030723 + Penalty 6863.411279 = -824204.619444 nChanged 3 SP:Iteration 29Q (407.249250 sec): 3 clusters Score: Raw -831069.289186 + Penalty 6863.411279 = -824205.877906 nChanged 6 SP:Iteration 30Q (407.393239 sec): 3 clusters Score: Raw -831071.311429 + Penalty 6863.411279 = -824207.900150 nChanged 5 SP:Iteration 31Q (407.508641 sec): 3 clusters Score: Raw -831072.606174 + Penalty 6863.411279 = -824209.194895 nChanged 3 SP:Iteration 32Q (407.666693 sec): 3 clusters Score: Raw -831073.227555 + Penalty 6863.411279 = -824209.816275 nChanged 4 SP:Iteration 33Q (407.801796 sec): 3 clusters Score: Raw -831074.168162 + Penalty 6863.411279 = -824210.756883 nChanged 0 SP:Iteration 34F (407.919474 sec): 3 clusters Score: Raw -831074.168162 + Penalty 6863.411279 = -824210.756883 nChanged 0 Trying to split cluster 4 (6508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.020603 sec): 2 clusters Score: Raw -443573.559826 + Penalty 3253.281757 = -440320.278069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.122666 sec): 3 clusters Score: Raw -440531.830953 + Penalty 6506.563514 = -434025.267439 nChanged 2410 SP:Iteration 1F (408.244764 sec): 3 clusters Score: Raw -442214.323206 + Penalty 6506.563514 = -435707.759692 nChanged 590 SP:Iteration 2F (408.365925 sec): 3 clusters Score: Raw -442717.903833 + Penalty 6506.563514 = -436211.340319 nChanged 404 SP:Iteration 3F (408.499065 sec): 3 clusters Score: Raw -443092.595637 + Penalty 6506.563514 = -436586.032123 nChanged 372 SP:Iteration 4F (408.623846 sec): 3 clusters Score: Raw -443522.835011 + Penalty 6506.563514 = -437016.271497 nChanged 421 SP:Iteration 5F (408.737575 sec): 3 clusters Score: Raw -444091.682396 + Penalty 6506.563514 = -437585.118882 nChanged 417 SP:Iteration 6F (408.844597 sec): 3 clusters Score: Raw -444644.810883 + Penalty 6506.563514 = -438138.247369 nChanged 379 SP:Iteration 7F (408.967897 sec): 3 clusters Score: Raw -445116.466216 + Penalty 6506.563514 = -438609.902702 nChanged 291 SP:Iteration 8Q (409.092507 sec): 3 clusters Score: Raw -445415.304842 + Penalty 6506.563514 = -438908.741328 nChanged 206 SP:Iteration 9Q (409.215417 sec): 3 clusters Score: Raw -445598.980347 + Penalty 6506.563514 = -439092.416833 nChanged 147 SP:Iteration 10Q (409.335717 sec): 3 clusters Score: Raw -445722.505087 + Penalty 6506.563514 = -439215.941573 nChanged 120 SP:Iteration 11Q (409.468039 sec): 3 clusters Score: Raw -445805.009007 + Penalty 6506.563514 = -439298.445493 nChanged 85 SP:Iteration 12Q (409.596386 sec): 3 clusters Score: Raw -445868.285617 + Penalty 6506.563514 = -439361.722103 nChanged 79 SP:Iteration 13Q (409.727020 sec): 3 clusters Score: Raw -445921.843150 + Penalty 6506.563514 = -439415.279636 nChanged 63 SP:Iteration 14Q (409.861150 sec): 3 clusters Score: Raw -445970.588731 + Penalty 6506.563514 = -439464.025217 nChanged 71 SP:Iteration 15Q (409.972798 sec): 3 clusters Score: Raw -446031.631403 + Penalty 6506.563514 = -439525.067889 nChanged 83 SP:Iteration 16Q (410.103107 sec): 3 clusters Score: Raw -446104.866833 + Penalty 6506.563514 = -439598.303319 nChanged 76 SP:Iteration 17Q (410.195920 sec): 3 clusters Score: Raw -446165.082125 + Penalty 6506.563514 = -439658.518611 nChanged 68 SP:Iteration 18Q (410.335175 sec): 3 clusters Score: Raw -446221.464858 + Penalty 6506.563514 = -439714.901344 nChanged 69 SP:Iteration 19Q (410.447192 sec): 3 clusters Score: Raw -446273.975335 + Penalty 6506.563514 = -439767.411821 nChanged 65 SP:Iteration 20F (410.569723 sec): 3 clusters Score: Raw -446327.680397 + Penalty 6506.563514 = -439821.116883 nChanged 54 SP:Iteration 21Q (410.673646 sec): 3 clusters Score: Raw -446366.492658 + Penalty 6506.563514 = -439859.929144 nChanged 45 SP:Iteration 22Q (410.802674 sec): 3 clusters Score: Raw -446395.181914 + Penalty 6506.563514 = -439888.618400 nChanged 38 SP:Iteration 23Q (410.947138 sec): 3 clusters Score: Raw -446417.504112 + Penalty 6506.563514 = -439910.940598 nChanged 32 SP:Iteration 24Q (411.049375 sec): 3 clusters Score: Raw -446434.573178 + Penalty 6506.563514 = -439928.009664 nChanged 26 SP:Iteration 25Q (411.185870 sec): 3 clusters Score: Raw -446451.819883 + Penalty 6506.563514 = -439945.256369 nChanged 32 SP:Iteration 26Q (411.286347 sec): 3 clusters Score: Raw -446475.336665 + Penalty 6506.563514 = -439968.773151 nChanged 40 SP:Iteration 27Q (411.407537 sec): 3 clusters Score: Raw -446508.003496 + Penalty 6506.563514 = -440001.439982 nChanged 47 SP:Iteration 28Q (411.540683 sec): 3 clusters Score: Raw -446550.325372 + Penalty 6506.563514 = -440043.761858 nChanged 55 SP:Iteration 29Q (411.656257 sec): 3 clusters Score: Raw -446597.706512 + Penalty 6506.563514 = -440091.142998 nChanged 54 SP:Iteration 30Q (411.783754 sec): 3 clusters Score: Raw -446660.661095 + Penalty 6506.563514 = -440154.097581 nChanged 51 SP:Iteration 31Q (411.927777 sec): 3 clusters Score: Raw -446718.598843 + Penalty 6506.563514 = -440212.035329 nChanged 52 SP:Iteration 32Q (412.048769 sec): 3 clusters Score: Raw -446768.720598 + Penalty 6506.563514 = -440262.157084 nChanged 49 SP:Iteration 33Q (412.168439 sec): 3 clusters Score: Raw -446819.072503 + Penalty 6506.563514 = -440312.508989 nChanged 46 SP:Iteration 34Q (412.267686 sec): 3 clusters Score: Raw -446859.739310 + Penalty 6506.563514 = -440353.175796 nChanged 33 SP:Iteration 35Q (412.403704 sec): 3 clusters Score: Raw -446887.660077 + Penalty 6506.563514 = -440381.096563 nChanged 30 SP:Iteration 36Q (412.530467 sec): 3 clusters Score: Raw -446917.519943 + Penalty 6506.563514 = -440410.956429 nChanged 34 SP:Iteration 37Q (412.634529 sec): 3 clusters Score: Raw -446946.586726 + Penalty 6506.563514 = -440440.023212 nChanged 25 SP:Iteration 38Q (412.747700 sec): 3 clusters Score: Raw -446975.412430 + Penalty 6506.563514 = -440468.848916 nChanged 24 SP:Iteration 39Q (412.866385 sec): 3 clusters Score: Raw -446997.641767 + Penalty 6506.563514 = -440491.078253 nChanged 21 SP:Iteration 40F (413.000817 sec): 3 clusters Score: Raw -447023.979866 + Penalty 6506.563514 = -440517.416352 nChanged 18 SP:Iteration 41Q (413.095798 sec): 3 clusters Score: Raw -447047.873496 + Penalty 6506.563514 = -440541.309982 nChanged 23 SP:Iteration 42Q (413.229610 sec): 3 clusters Score: Raw -447066.218995 + Penalty 6506.563514 = -440559.655481 nChanged 11 SP:Iteration 43Q (413.349639 sec): 3 clusters Score: Raw -447072.598918 + Penalty 6506.563514 = -440566.035403 nChanged 8 SP:Iteration 44Q (413.452128 sec): 3 clusters Score: Raw -447077.560348 + Penalty 6506.563514 = -440570.996834 nChanged 4 SP:Iteration 45Q (413.589550 sec): 3 clusters Score: Raw -447079.863802 + Penalty 6506.563514 = -440573.300288 nChanged 4 SP:Iteration 46Q (413.696957 sec): 3 clusters Score: Raw -447082.629979 + Penalty 6506.563514 = -440576.066465 nChanged 2 SP:Iteration 47Q (413.846853 sec): 3 clusters Score: Raw -447083.801270 + Penalty 6506.563514 = -440577.237756 nChanged 2 SP:Iteration 48Q (413.963019 sec): 3 clusters Score: Raw -447085.580960 + Penalty 6506.563514 = -440579.017446 nChanged 0 SP:Iteration 49F (414.053844 sec): 3 clusters Score: Raw -447085.580960 + Penalty 6506.563514 = -440579.017446 nChanged 0 Score: Raw -1785657.853097 + Penalty 18775.520971 = -1766882.332126 Splitting cluster 4 changes total score from -1767117.143280 to -1766882.332126 So it's not getting split. Iteration 20F (414.857603 sec): 5 clusters Score: Raw -1782165.640130 + Penalty 15020.416777 = -1767145.223353 nChanged 45 Iteration 21Q (415.174849 sec): 5 clusters Score: Raw -1782180.645332 + Penalty 15020.416777 = -1767160.228555 nChanged 39 Iteration 22Q (415.514575 sec): 5 clusters Score: Raw -1782189.664218 + Penalty 15020.416777 = -1767169.247441 nChanged 29 Iteration 23Q (415.824283 sec): 5 clusters Score: Raw -1782194.723858 + Penalty 15020.416777 = -1767174.307081 nChanged 18 Iteration 24Q (416.142921 sec): 5 clusters Score: Raw -1782199.627507 + Penalty 15020.416777 = -1767179.210730 nChanged 26 Iteration 25Q (416.450667 sec): 5 clusters Score: Raw -1782204.933638 + Penalty 15020.416777 = -1767184.516861 nChanged 22 Iteration 26Q (416.753950 sec): 5 clusters Score: Raw -1782209.791902 + Penalty 15020.416777 = -1767189.375125 nChanged 26 Iteration 27Q (417.088398 sec): 5 clusters Score: Raw -1782214.935931 + Penalty 15020.416777 = -1767194.519154 nChanged 29 Iteration 28Q (417.401870 sec): 5 clusters Score: Raw -1782219.906742 + Penalty 15020.416777 = -1767199.489965 nChanged 26 Iteration 29Q (417.730534 sec): 5 clusters Score: Raw -1782224.103076 + Penalty 15020.416777 = -1767203.686298 nChanged 20 Iteration 30Q (418.063817 sec): 5 clusters Score: Raw -1782227.344223 + Penalty 15020.416777 = -1767206.927446 nChanged 11 Iteration 31Q (418.396663 sec): 5 clusters Score: Raw -1782229.485703 + Penalty 15020.416777 = -1767209.068925 nChanged 13 Iteration 32Q (418.711773 sec): 5 clusters Score: Raw -1782232.261659 + Penalty 15020.416777 = -1767211.844882 nChanged 16 Iteration 33Q (419.026248 sec): 5 clusters Score: Raw -1782234.261137 + Penalty 15020.416777 = -1767213.844360 nChanged 11 Iteration 34Q (419.361475 sec): 5 clusters Score: Raw -1782235.816427 + Penalty 15020.416777 = -1767215.399649 nChanged 15 Iteration 35Q (419.674225 sec): 5 clusters Score: Raw -1782238.081727 + Penalty 15020.416777 = -1767217.664950 nChanged 8 Iteration 36Q (419.980631 sec): 5 clusters Score: Raw -1782239.720568 + Penalty 15020.416777 = -1767219.303791 nChanged 9 Iteration 37Q (420.282424 sec): 5 clusters Score: Raw -1782240.751305 + Penalty 15020.416777 = -1767220.334528 nChanged 7 Iteration 38Q (420.598710 sec): 5 clusters Score: Raw -1782241.694168 + Penalty 15020.416777 = -1767221.277391 nChanged 6 Iteration 39Q (420.922140 sec): 5 clusters Score: Raw -1782242.427116 + Penalty 15020.416777 = -1767222.010339 nChanged 3 Iteration 40F (421.245464 sec): 5 clusters Score: Raw -1782243.094571 + Penalty 15020.416777 = -1767222.677794 nChanged 4 Iteration 41Q (421.564878 sec): 5 clusters Score: Raw -1782243.874694 + Penalty 15020.416777 = -1767223.457917 nChanged 2 Iteration 42Q (421.857890 sec): 5 clusters Score: Raw -1782244.205594 + Penalty 15020.416777 = -1767223.788817 nChanged 2 Iteration 43Q (422.173511 sec): 5 clusters Score: Raw -1782244.460415 + Penalty 15020.416777 = -1767224.043638 nChanged 0 Iteration 44F (422.495742 sec): 5 clusters Score: Raw -1782244.460415 + Penalty 15020.416777 = -1767224.043638 nChanged 0 Compute initial score before splitting: Score: Raw -1782244.460415 + Penalty 15020.416777 = -1767224.043638 Trying to split cluster 1 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.599164 sec): 2 clusters Score: Raw -94393.740199 + Penalty 2775.861227 = -91617.878972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.689136 sec): 3 clusters Score: Raw -94070.393200 + Penalty 5551.722455 = -88518.670745 nChanged 519 SP:Iteration 1F (422.818839 sec): 3 clusters Score: Raw -95341.433897 + Penalty 5551.722455 = -89789.711442 nChanged 249 SP:Iteration 2F (422.926848 sec): 3 clusters Score: Raw -96224.232916 + Penalty 5551.722455 = -90672.510462 nChanged 167 SP:Iteration 3F (423.042181 sec): 3 clusters Score: Raw -96603.994233 + Penalty 5551.722455 = -91052.271778 nChanged 115 SP:Iteration 4F (423.148118 sec): 3 clusters Score: Raw -96848.113288 + Penalty 5551.722455 = -91296.390833 nChanged 66 SP:Iteration 5Q (423.243608 sec): 3 clusters Score: Raw -96980.125404 + Penalty 5551.722455 = -91428.402949 nChanged 29 SP:Iteration 6Q (423.360008 sec): 3 clusters Score: Raw -97043.628191 + Penalty 5551.722455 = -91491.905737 nChanged 22 SP:Iteration 7Q (423.462085 sec): 3 clusters Score: Raw -97079.522875 + Penalty 5551.722455 = -91527.800421 nChanged 17 SP:Iteration 8Q (423.587810 sec): 3 clusters Score: Raw -97108.302387 + Penalty 5551.722455 = -91556.579932 nChanged 12 SP:Iteration 9Q (423.685801 sec): 3 clusters Score: Raw -97130.292131 + Penalty 5551.722455 = -91578.569677 nChanged 3 SP:Iteration 10Q (423.798573 sec): 3 clusters Score: Raw -97132.554825 + Penalty 5551.722455 = -91580.832371 nChanged 3 SP:Iteration 11Q (423.894177 sec): 3 clusters Score: Raw -97135.445424 + Penalty 5551.722455 = -91583.722969 nChanged 1 SP:Iteration 12Q (423.997551 sec): 3 clusters Score: Raw -97137.337473 + Penalty 5551.722455 = -91585.615019 nChanged 3 SP:Iteration 13Q (424.101381 sec): 3 clusters Score: Raw -97140.935452 + Penalty 5551.722455 = -91589.212997 nChanged 3 SP:Iteration 14Q (424.211753 sec): 3 clusters Score: Raw -97145.282433 + Penalty 5551.722455 = -91593.559978 nChanged 0 SP:Iteration 15F (424.344099 sec): 3 clusters Score: Raw -97145.282433 + Penalty 5551.722455 = -91593.559978 nChanged 0 Trying to split cluster 2 (6312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.429724 sec): 2 clusters Score: Raw -444699.934469 + Penalty 3241.952013 = -441457.982456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.561590 sec): 3 clusters Score: Raw -441769.125016 + Penalty 6483.904026 = -435285.220990 nChanged 2374 SP:Iteration 1F (424.694585 sec): 3 clusters Score: Raw -443522.741897 + Penalty 6483.904026 = -437038.837871 nChanged 644 SP:Iteration 2F (424.823517 sec): 3 clusters Score: Raw -444211.372946 + Penalty 6483.904026 = -437727.468920 nChanged 444 SP:Iteration 3F (424.941216 sec): 3 clusters Score: Raw -444653.226159 + Penalty 6483.904026 = -438169.322133 nChanged 369 SP:Iteration 4F (425.056098 sec): 3 clusters Score: Raw -445011.606342 + Penalty 6483.904026 = -438527.702315 nChanged 318 SP:Iteration 5F (425.165431 sec): 3 clusters Score: Raw -445282.801549 + Penalty 6483.904026 = -438798.897523 nChanged 274 SP:Iteration 6Q (425.288957 sec): 3 clusters Score: Raw -445519.013869 + Penalty 6483.904026 = -439035.109843 nChanged 221 SP:Iteration 7Q (425.408358 sec): 3 clusters Score: Raw -445680.990625 + Penalty 6483.904026 = -439197.086599 nChanged 162 SP:Iteration 8Q (425.545078 sec): 3 clusters Score: Raw -445798.317737 + Penalty 6483.904026 = -439314.413711 nChanged 135 SP:Iteration 9Q (425.660656 sec): 3 clusters Score: Raw -445899.498397 + Penalty 6483.904026 = -439415.594371 nChanged 114 SP:Iteration 10Q (425.779070 sec): 3 clusters Score: Raw -445990.559457 + Penalty 6483.904026 = -439506.655431 nChanged 97 SP:Iteration 11Q (425.902072 sec): 3 clusters Score: Raw -446063.892280 + Penalty 6483.904026 = -439579.988254 nChanged 86 SP:Iteration 12Q (426.022192 sec): 3 clusters Score: Raw -446139.402997 + Penalty 6483.904026 = -439655.498971 nChanged 83 SP:Iteration 13Q (426.146454 sec): 3 clusters Score: Raw -446213.545678 + Penalty 6483.904026 = -439729.641652 nChanged 74 SP:Iteration 14Q (426.257441 sec): 3 clusters Score: Raw -446280.021481 + Penalty 6483.904026 = -439796.117455 nChanged 75 SP:Iteration 15Q (426.382114 sec): 3 clusters Score: Raw -446338.581868 + Penalty 6483.904026 = -439854.677842 nChanged 57 SP:Iteration 16Q (426.534253 sec): 3 clusters Score: Raw -446377.080210 + Penalty 6483.904026 = -439893.176184 nChanged 51 SP:Iteration 17Q (426.657573 sec): 3 clusters Score: Raw -446416.519889 + Penalty 6483.904026 = -439932.615863 nChanged 55 SP:Iteration 18Q (426.786878 sec): 3 clusters Score: Raw -446449.574747 + Penalty 6483.904026 = -439965.670721 nChanged 27 SP:Iteration 19Q (426.885876 sec): 3 clusters Score: Raw -446465.276089 + Penalty 6483.904026 = -439981.372063 nChanged 27 SP:Iteration 20F (427.040134 sec): 3 clusters Score: Raw -446481.156255 + Penalty 6483.904026 = -439997.252229 nChanged 30 SP:Iteration 21Q (427.143916 sec): 3 clusters Score: Raw -446494.368832 + Penalty 6483.904026 = -440010.464806 nChanged 14 SP:Iteration 22Q (427.260111 sec): 3 clusters Score: Raw -446502.857789 + Penalty 6483.904026 = -440018.953762 nChanged 15 SP:Iteration 23Q (427.404336 sec): 3 clusters Score: Raw -446510.221713 + Penalty 6483.904026 = -440026.317687 nChanged 9 SP:Iteration 24Q (427.536540 sec): 3 clusters Score: Raw -446512.931926 + Penalty 6483.904026 = -440029.027899 nChanged 4 SP:Iteration 25Q (427.665002 sec): 3 clusters Score: Raw -446514.544136 + Penalty 6483.904026 = -440030.640110 nChanged 4 SP:Iteration 26Q (427.786387 sec): 3 clusters Score: Raw -446515.551797 + Penalty 6483.904026 = -440031.647771 nChanged 2 SP:Iteration 27Q (427.911684 sec): 3 clusters Score: Raw -446515.997723 + Penalty 6483.904026 = -440032.093697 nChanged 1 SP:Iteration 28Q (428.023842 sec): 3 clusters Score: Raw -446516.313781 + Penalty 6483.904026 = -440032.409755 nChanged 0 SP:Iteration 29F (428.143309 sec): 3 clusters Score: Raw -446516.313781 + Penalty 6483.904026 = -440032.409755 nChanged 0 Trying to split cluster 3 (10388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.252457 sec): 2 clusters Score: Raw -818930.967147 + Penalty 3426.534635 = -815504.432512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.403697 sec): 3 clusters Score: Raw -813630.258775 + Penalty 6853.069270 = -806777.189505 nChanged 4107 SP:Iteration 1F (428.539431 sec): 3 clusters Score: Raw -815889.125520 + Penalty 6853.069270 = -809036.056250 nChanged 753 SP:Iteration 2F (428.657784 sec): 3 clusters Score: Raw -816382.821954 + Penalty 6853.069270 = -809529.752683 nChanged 612 SP:Iteration 3F (428.817148 sec): 3 clusters Score: Raw -816770.318033 + Penalty 6853.069270 = -809917.248763 nChanged 462 SP:Iteration 4Q (428.959180 sec): 3 clusters Score: Raw -817060.546242 + Penalty 6853.069270 = -810207.476972 nChanged 428 SP:Iteration 5Q (429.079842 sec): 3 clusters Score: Raw -817306.589416 + Penalty 6853.069270 = -810453.520145 nChanged 407 SP:Iteration 6Q (429.235409 sec): 3 clusters Score: Raw -817521.308341 + Penalty 6853.069270 = -810668.239070 nChanged 346 SP:Iteration 7Q (429.386599 sec): 3 clusters Score: Raw -817698.552028 + Penalty 6853.069270 = -810845.482758 nChanged 337 SP:Iteration 8Q (429.524127 sec): 3 clusters Score: Raw -817874.581387 + Penalty 6853.069270 = -811021.512116 nChanged 295 SP:Iteration 9Q (429.672804 sec): 3 clusters Score: Raw -818022.644964 + Penalty 6853.069270 = -811169.575694 nChanged 274 SP:Iteration 10Q (429.807381 sec): 3 clusters Score: Raw -818160.068470 + Penalty 6853.069270 = -811306.999199 nChanged 257 SP:Iteration 11Q (429.965825 sec): 3 clusters Score: Raw -818298.138561 + Penalty 6853.069270 = -811445.069290 nChanged 265 SP:Iteration 12Q (430.101241 sec): 3 clusters Score: Raw -818443.826315 + Penalty 6853.069270 = -811590.757044 nChanged 254 SP:Iteration 13Q (430.226929 sec): 3 clusters Score: Raw -818576.731014 + Penalty 6853.069270 = -811723.661744 nChanged 236 SP:Iteration 14Q (430.380642 sec): 3 clusters Score: Raw -818710.995342 + Penalty 6853.069270 = -811857.926072 nChanged 239 SP:Iteration 15Q (430.501560 sec): 3 clusters Score: Raw -818841.140218 + Penalty 6853.069270 = -811988.070948 nChanged 201 SP:Iteration 16Q (430.629414 sec): 3 clusters Score: Raw -818949.775677 + Penalty 6853.069270 = -812096.706407 nChanged 191 SP:Iteration 17Q (430.796798 sec): 3 clusters Score: Raw -819042.116862 + Penalty 6853.069270 = -812189.047592 nChanged 177 SP:Iteration 18Q (430.931212 sec): 3 clusters Score: Raw -819140.522489 + Penalty 6853.069270 = -812287.453218 nChanged 195 SP:Iteration 19Q (431.069955 sec): 3 clusters Score: Raw -819262.933849 + Penalty 6853.069270 = -812409.864579 nChanged 195 SP:Iteration 20F (431.208338 sec): 3 clusters Score: Raw -819386.855965 + Penalty 6853.069270 = -812533.786694 nChanged 194 SP:Iteration 21Q (431.369985 sec): 3 clusters Score: Raw -819495.844637 + Penalty 6853.069270 = -812642.775366 nChanged 174 SP:Iteration 22Q (431.507925 sec): 3 clusters Score: Raw -819576.959749 + Penalty 6853.069270 = -812723.890479 nChanged 133 SP:Iteration 23Q (431.648762 sec): 3 clusters Score: Raw -819627.230011 + Penalty 6853.069270 = -812774.160741 nChanged 114 SP:Iteration 24Q (431.779125 sec): 3 clusters Score: Raw -819668.833216 + Penalty 6853.069270 = -812815.763945 nChanged 88 SP:Iteration 25Q (431.892761 sec): 3 clusters Score: Raw -819697.065930 + Penalty 6853.069270 = -812843.996659 nChanged 75 SP:Iteration 26Q (432.025598 sec): 3 clusters Score: Raw -819719.326266 + Penalty 6853.069270 = -812866.256996 nChanged 56 SP:Iteration 27Q (432.177181 sec): 3 clusters Score: Raw -819733.646931 + Penalty 6853.069270 = -812880.577661 nChanged 43 SP:Iteration 28Q (432.305099 sec): 3 clusters Score: Raw -819745.271344 + Penalty 6853.069270 = -812892.202073 nChanged 44 SP:Iteration 29Q (432.447648 sec): 3 clusters Score: Raw -819756.205321 + Penalty 6853.069270 = -812903.136051 nChanged 35 SP:Iteration 30Q (432.590653 sec): 3 clusters Score: Raw -819764.056760 + Penalty 6853.069270 = -812910.987490 nChanged 31 SP:Iteration 31Q (432.755272 sec): 3 clusters Score: Raw -819772.841841 + Penalty 6853.069270 = -812919.772571 nChanged 33 SP:Iteration 32Q (432.892493 sec): 3 clusters Score: Raw -819782.642032 + Penalty 6853.069270 = -812929.572762 nChanged 37 SP:Iteration 33Q (433.015725 sec): 3 clusters Score: Raw -819792.979222 + Penalty 6853.069270 = -812939.909952 nChanged 31 SP:Iteration 34Q (433.141175 sec): 3 clusters Score: Raw -819801.328823 + Penalty 6853.069270 = -812948.259552 nChanged 26 SP:Iteration 35Q (433.288613 sec): 3 clusters Score: Raw -819809.068196 + Penalty 6853.069270 = -812955.998926 nChanged 38 SP:Iteration 36Q (433.435807 sec): 3 clusters Score: Raw -819820.869120 + Penalty 6853.069270 = -812967.799849 nChanged 37 SP:Iteration 37Q (433.571564 sec): 3 clusters Score: Raw -819832.430942 + Penalty 6853.069270 = -812979.361672 nChanged 37 SP:Iteration 38Q (433.716321 sec): 3 clusters Score: Raw -819843.160873 + Penalty 6853.069270 = -812990.091603 nChanged 36 SP:Iteration 39Q (433.843058 sec): 3 clusters Score: Raw -819852.845777 + Penalty 6853.069270 = -812999.776507 nChanged 31 SP:Iteration 40F (434.004382 sec): 3 clusters Score: Raw -819861.195920 + Penalty 6853.069270 = -813008.126650 nChanged 16 SP:Iteration 41Q (434.142679 sec): 3 clusters Score: Raw -819865.808601 + Penalty 6853.069270 = -813012.739330 nChanged 18 SP:Iteration 42Q (434.279225 sec): 3 clusters Score: Raw -819870.377944 + Penalty 6853.069270 = -813017.308674 nChanged 28 SP:Iteration 43Q (434.402929 sec): 3 clusters Score: Raw -819876.388298 + Penalty 6853.069270 = -813023.319027 nChanged 21 SP:Iteration 44Q (434.541864 sec): 3 clusters Score: Raw -819879.986419 + Penalty 6853.069270 = -813026.917148 nChanged 15 SP:Iteration 45Q (434.684048 sec): 3 clusters Score: Raw -819882.373931 + Penalty 6853.069270 = -813029.304660 nChanged 12 SP:Iteration 46Q (434.829583 sec): 3 clusters Score: Raw -819884.800715 + Penalty 6853.069270 = -813031.731445 nChanged 11 SP:Iteration 47Q (434.969464 sec): 3 clusters Score: Raw -819887.213245 + Penalty 6853.069270 = -813034.143975 nChanged 12 SP:Iteration 48Q (435.105939 sec): 3 clusters Score: Raw -819889.241199 + Penalty 6853.069270 = -813036.171928 nChanged 10 SP:Iteration 49Q (435.223368 sec): 3 clusters Score: Raw -819891.573808 + Penalty 6853.069270 = -813038.504537 nChanged 10 SP:Iteration 50Q (435.391229 sec): 3 clusters Score: Raw -819893.660807 + Penalty 6853.069270 = -813040.591537 nChanged 12 SP:Iteration 51Q (435.514414 sec): 3 clusters Score: Raw -819896.485448 + Penalty 6853.069270 = -813043.416178 nChanged 14 SP:Iteration 52Q (435.682987 sec): 3 clusters Score: Raw -819898.889964 + Penalty 6853.069270 = -813045.820694 nChanged 12 SP:Iteration 53Q (435.823907 sec): 3 clusters Score: Raw -819901.596426 + Penalty 6853.069270 = -813048.527155 nChanged 12 SP:Iteration 54Q (435.959766 sec): 3 clusters Score: Raw -819903.846108 + Penalty 6853.069270 = -813050.776837 nChanged 12 SP:Iteration 55Q (436.089369 sec): 3 clusters Score: Raw -819906.094304 + Penalty 6853.069270 = -813053.025034 nChanged 11 SP:Iteration 56Q (436.218766 sec): 3 clusters Score: Raw -819908.297792 + Penalty 6853.069270 = -813055.228522 nChanged 11 SP:Iteration 57Q (436.348688 sec): 3 clusters Score: Raw -819909.644825 + Penalty 6853.069270 = -813056.575555 nChanged 9 SP:Iteration 58Q (436.507572 sec): 3 clusters Score: Raw -819911.892753 + Penalty 6853.069270 = -813058.823483 nChanged 13 SP:Iteration 59Q (436.636463 sec): 3 clusters Score: Raw -819914.458273 + Penalty 6853.069270 = -813061.389003 nChanged 8 SP:Iteration 60F (436.788070 sec): 3 clusters Score: Raw -819916.086616 + Penalty 6853.069270 = -813063.017345 nChanged 6 SP:Iteration 61Q (436.898250 sec): 3 clusters Score: Raw -819917.628395 + Penalty 6853.069270 = -813064.559125 nChanged 8 SP:Iteration 62Q (437.032250 sec): 3 clusters Score: Raw -819919.192683 + Penalty 6853.069270 = -813066.123412 nChanged 10 SP:Iteration 63Q (437.166523 sec): 3 clusters Score: Raw -819921.538474 + Penalty 6853.069270 = -813068.469204 nChanged 16 SP:Iteration 64Q (437.309180 sec): 3 clusters Score: Raw -819924.994315 + Penalty 6853.069270 = -813071.925044 nChanged 14 SP:Iteration 65Q (437.462820 sec): 3 clusters Score: Raw -819927.610377 + Penalty 6853.069270 = -813074.541106 nChanged 10 SP:Iteration 66Q (437.584257 sec): 3 clusters Score: Raw -819930.095356 + Penalty 6853.069270 = -813077.026085 nChanged 11 SP:Iteration 67Q (437.709227 sec): 3 clusters Score: Raw -819932.750756 + Penalty 6853.069270 = -813079.681486 nChanged 15 SP:Iteration 68Q (437.835440 sec): 3 clusters Score: Raw -819936.166322 + Penalty 6853.069270 = -813083.097052 nChanged 11 SP:Iteration 69Q (437.995989 sec): 3 clusters Score: Raw -819937.855733 + Penalty 6853.069270 = -813084.786462 nChanged 6 SP:Iteration 70Q (438.133830 sec): 3 clusters Score: Raw -819939.449169 + Penalty 6853.069270 = -813086.379899 nChanged 12 SP:Iteration 71Q (438.249276 sec): 3 clusters Score: Raw -819941.726364 + Penalty 6853.069270 = -813088.657093 nChanged 11 SP:Iteration 72Q (438.408631 sec): 3 clusters Score: Raw -819943.971004 + Penalty 6853.069270 = -813090.901734 nChanged 11 SP:Iteration 73Q (438.546295 sec): 3 clusters Score: Raw -819946.276923 + Penalty 6853.069270 = -813093.207653 nChanged 7 SP:Iteration 74Q (438.688857 sec): 3 clusters Score: Raw -819947.159664 + Penalty 6853.069270 = -813094.090394 nChanged 8 SP:Iteration 75Q (438.814849 sec): 3 clusters Score: Raw -819948.429258 + Penalty 6853.069270 = -813095.359987 nChanged 7 SP:Iteration 76Q (438.924423 sec): 3 clusters Score: Raw -819949.937725 + Penalty 6853.069270 = -813096.868454 nChanged 11 SP:Iteration 77Q (439.056196 sec): 3 clusters Score: Raw -819952.075887 + Penalty 6853.069270 = -813099.006617 nChanged 12 SP:Iteration 78Q (439.193556 sec): 3 clusters Score: Raw -819955.205156 + Penalty 6853.069270 = -813102.135886 nChanged 11 SP:Iteration 79Q (439.360276 sec): 3 clusters Score: Raw -819956.827651 + Penalty 6853.069270 = -813103.758381 nChanged 6 SP:Iteration 80F (439.471023 sec): 3 clusters Score: Raw -819957.936320 + Penalty 6853.069270 = -813104.867049 nChanged 1 SP:Iteration 81Q (439.626293 sec): 3 clusters Score: Raw -819958.035165 + Penalty 6853.069270 = -813104.965895 nChanged 0 SP:Iteration 82F (439.748149 sec): 3 clusters Score: Raw -819958.035165 + Penalty 6853.069270 = -813104.965895 nChanged 0 Trying to split cluster 4 (6702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.854573 sec): 2 clusters Score: Raw -455935.516385 + Penalty 3264.164750 = -452671.351635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.967553 sec): 3 clusters Score: Raw -452804.003456 + Penalty 6528.329500 = -446275.673956 nChanged 2485 SP:Iteration 1F (440.093403 sec): 3 clusters Score: Raw -454459.927809 + Penalty 6528.329500 = -447931.598309 nChanged 649 SP:Iteration 2F (440.207760 sec): 3 clusters Score: Raw -455022.995120 + Penalty 6528.329500 = -448494.665620 nChanged 457 SP:Iteration 3F (440.356998 sec): 3 clusters Score: Raw -455408.403335 + Penalty 6528.329500 = -448880.073836 nChanged 401 SP:Iteration 4F (440.478337 sec): 3 clusters Score: Raw -455762.022865 + Penalty 6528.329500 = -449233.693365 nChanged 346 SP:Iteration 5F (440.596438 sec): 3 clusters Score: Raw -456071.654941 + Penalty 6528.329500 = -449543.325442 nChanged 307 SP:Iteration 6Q (440.709344 sec): 3 clusters Score: Raw -456345.922829 + Penalty 6528.329500 = -449817.593329 nChanged 268 SP:Iteration 7Q (440.832022 sec): 3 clusters Score: Raw -456587.126049 + Penalty 6528.329500 = -450058.796549 nChanged 219 SP:Iteration 8Q (440.982695 sec): 3 clusters Score: Raw -456779.531810 + Penalty 6528.329500 = -450251.202310 nChanged 197 SP:Iteration 9Q (441.087000 sec): 3 clusters Score: Raw -456919.943784 + Penalty 6528.329500 = -450391.614284 nChanged 135 SP:Iteration 10Q (441.226863 sec): 3 clusters Score: Raw -457011.234498 + Penalty 6528.329500 = -450482.904998 nChanged 105 SP:Iteration 11Q (441.324540 sec): 3 clusters Score: Raw -457069.870003 + Penalty 6528.329500 = -450541.540503 nChanged 87 SP:Iteration 12Q (441.462247 sec): 3 clusters Score: Raw -457111.932134 + Penalty 6528.329500 = -450583.602634 nChanged 63 SP:Iteration 13Q (441.598399 sec): 3 clusters Score: Raw -457139.446952 + Penalty 6528.329500 = -450611.117452 nChanged 46 SP:Iteration 14Q (441.699442 sec): 3 clusters Score: Raw -457159.789230 + Penalty 6528.329500 = -450631.459731 nChanged 32 SP:Iteration 15Q (441.825804 sec): 3 clusters Score: Raw -457178.017249 + Penalty 6528.329500 = -450649.687750 nChanged 38 SP:Iteration 16Q (441.972382 sec): 3 clusters Score: Raw -457194.533401 + Penalty 6528.329500 = -450666.203901 nChanged 35 SP:Iteration 17Q (442.089198 sec): 3 clusters Score: Raw -457210.286697 + Penalty 6528.329500 = -450681.957197 nChanged 35 SP:Iteration 18Q (442.201371 sec): 3 clusters Score: Raw -457224.435222 + Penalty 6528.329500 = -450696.105722 nChanged 26 SP:Iteration 19Q (442.327481 sec): 3 clusters Score: Raw -457233.330725 + Penalty 6528.329500 = -450705.001225 nChanged 23 SP:Iteration 20F (442.471577 sec): 3 clusters Score: Raw -457241.835749 + Penalty 6528.329500 = -450713.506249 nChanged 22 SP:Iteration 21Q (442.584953 sec): 3 clusters Score: Raw -457249.943676 + Penalty 6528.329500 = -450721.614176 nChanged 14 SP:Iteration 22Q (442.733921 sec): 3 clusters Score: Raw -457254.546706 + Penalty 6528.329500 = -450726.217207 nChanged 8 SP:Iteration 23Q (442.848885 sec): 3 clusters Score: Raw -457256.342471 + Penalty 6528.329500 = -450728.012972 nChanged 3 SP:Iteration 24Q (443.002683 sec): 3 clusters Score: Raw -457257.191340 + Penalty 6528.329500 = -450728.861840 nChanged 5 SP:Iteration 25Q (443.120660 sec): 3 clusters Score: Raw -457258.343821 + Penalty 6528.329500 = -450730.014321 nChanged 2 SP:Iteration 26Q (443.220224 sec): 3 clusters Score: Raw -457258.842744 + Penalty 6528.329500 = -450730.513244 nChanged 0 SP:Iteration 27F (443.365431 sec): 3 clusters Score: Raw -457258.842744 + Penalty 6528.329500 = -450730.513244 nChanged 0 Time taken for this iteration:52.946178 seconds. 6->5 Clusters: Score -1767224.043638, best is -1767653.302651 Starting from 7 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 3 (3056 points): Lose 1009.352961 but Gain 3755.104194 Iteration 0F (443.883188 sec): 6 clusters Score: Raw -1691608.629648 + Penalty 18775.520971 = -1672833.108676 nChanged 19281 Iteration 1F (444.308711 sec): 6 clusters Score: Raw -1729898.126698 + Penalty 18775.520971 = -1711122.605726 nChanged 7606 Iteration 2F (444.729576 sec): 6 clusters Score: Raw -1756308.471162 + Penalty 18775.520971 = -1737532.950190 nChanged 5372 Iteration 3F (445.204557 sec): 6 clusters Score: Raw -1765955.210864 + Penalty 18775.520971 = -1747179.689893 nChanged 3510 Iteration 4F (445.630982 sec): 6 clusters Score: Raw -1772349.529658 + Penalty 18775.520971 = -1753574.008687 nChanged 2953 Iteration 5F (446.040109 sec): 6 clusters Score: Raw -1777450.176190 + Penalty 18775.520971 = -1758674.655219 nChanged 2388 Iteration 6F (446.497346 sec): 6 clusters Score: Raw -1780493.474651 + Penalty 18775.520971 = -1761717.953680 nChanged 1786 Iteration 7F (446.905645 sec): 6 clusters Score: Raw -1782307.298833 + Penalty 18775.520971 = -1763531.777862 nChanged 1283 Iteration 8F (447.329038 sec): 6 clusters Score: Raw -1783313.912802 + Penalty 18775.520971 = -1764538.391831 nChanged 855 Iteration 9Q (447.712398 sec): 6 clusters Score: Raw -1783816.370093 + Penalty 18775.520971 = -1765040.849121 nChanged 560 Iteration 10Q (448.129542 sec): 6 clusters Score: Raw -1784082.252277 + Penalty 18775.520971 = -1765306.731305 nChanged 381 Iteration 11Q (448.498125 sec): 6 clusters Score: Raw -1784247.652529 + Penalty 18775.520971 = -1765472.131557 nChanged 280 Iteration 12Q (448.898672 sec): 6 clusters Score: Raw -1784371.979853 + Penalty 18775.520971 = -1765596.458881 nChanged 222 Iteration 13Q (449.253874 sec): 6 clusters Score: Raw -1784470.343089 + Penalty 18775.520971 = -1765694.822118 nChanged 201 Iteration 14Q (449.654094 sec): 6 clusters Score: Raw -1784549.603227 + Penalty 18775.520971 = -1765774.082255 nChanged 157 Iteration 15Q (449.996700 sec): 6 clusters Score: Raw -1784606.207097 + Penalty 18775.520971 = -1765830.686125 nChanged 121 Iteration 16Q (450.353179 sec): 6 clusters Score: Raw -1784648.389476 + Penalty 18775.520971 = -1765872.868505 nChanged 96 Iteration 17Q (450.739749 sec): 6 clusters Score: Raw -1784675.727856 + Penalty 18775.520971 = -1765900.206885 nChanged 84 Iteration 18Q (451.151829 sec): 6 clusters Score: Raw -1784699.781600 + Penalty 18775.520971 = -1765924.260629 nChanged 53 Iteration 19Q (451.543597 sec): 6 clusters Score: Raw -1784716.698901 + Penalty 18775.520971 = -1765941.177930 nChanged 52 Writing temp clu file Because OldScore, -1765924.260629, is greater than current (better) Score,-1765941.177930 Compute initial score before splitting: Score: Raw -1784716.698901 + Penalty 18775.520971 = -1765941.177930 Trying to split cluster 1 (5315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (451.639333 sec): 2 clusters Score: Raw -376118.978361 + Penalty 3178.255812 = -372940.722549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (451.753838 sec): 3 clusters Score: Raw -373858.249173 + Penalty 6356.511623 = -367501.737550 nChanged 1881 SP:Iteration 1F (451.897780 sec): 3 clusters Score: Raw -375104.343096 + Penalty 6356.511623 = -368747.831472 nChanged 452 SP:Iteration 2F (452.005260 sec): 3 clusters Score: Raw -375494.381565 + Penalty 6356.511623 = -369137.869941 nChanged 340 SP:Iteration 3F (452.122122 sec): 3 clusters Score: Raw -375845.511950 + Penalty 6356.511623 = -369489.000327 nChanged 320 SP:Iteration 4F (452.246181 sec): 3 clusters Score: Raw -376166.786547 + Penalty 6356.511623 = -369810.274924 nChanged 312 SP:Iteration 5F (452.380007 sec): 3 clusters Score: Raw -376489.186858 + Penalty 6356.511623 = -370132.675235 nChanged 295 SP:Iteration 6F (452.482932 sec): 3 clusters Score: Raw -376801.874967 + Penalty 6356.511623 = -370445.363343 nChanged 263 SP:Iteration 7Q (452.623562 sec): 3 clusters Score: Raw -377047.057228 + Penalty 6356.511623 = -370690.545605 nChanged 179 SP:Iteration 8Q (452.739373 sec): 3 clusters Score: Raw -377201.481751 + Penalty 6356.511623 = -370844.970128 nChanged 137 SP:Iteration 9Q (452.871773 sec): 3 clusters Score: Raw -377308.999601 + Penalty 6356.511623 = -370952.487978 nChanged 93 SP:Iteration 10Q (452.992348 sec): 3 clusters Score: Raw -377371.927774 + Penalty 6356.511623 = -371015.416151 nChanged 58 SP:Iteration 11Q (453.095049 sec): 3 clusters Score: Raw -377411.157654 + Penalty 6356.511623 = -371054.646030 nChanged 47 SP:Iteration 12Q (453.238722 sec): 3 clusters Score: Raw -377438.802045 + Penalty 6356.511623 = -371082.290422 nChanged 38 SP:Iteration 13Q (453.336262 sec): 3 clusters Score: Raw -377460.536123 + Penalty 6356.511623 = -371104.024500 nChanged 38 SP:Iteration 14Q (453.465689 sec): 3 clusters Score: Raw -377480.270484 + Penalty 6356.511623 = -371123.758860 nChanged 21 SP:Iteration 15Q (453.594997 sec): 3 clusters Score: Raw -377489.805670 + Penalty 6356.511623 = -371133.294046 nChanged 13 SP:Iteration 16Q (453.719701 sec): 3 clusters Score: Raw -377496.043699 + Penalty 6356.511623 = -371139.532075 nChanged 7 SP:Iteration 17Q (453.836756 sec): 3 clusters Score: Raw -377500.750180 + Penalty 6356.511623 = -371144.238557 nChanged 7 SP:Iteration 18Q (453.946219 sec): 3 clusters Score: Raw -377503.311911 + Penalty 6356.511623 = -371146.800287 nChanged 4 SP:Iteration 19Q (454.095185 sec): 3 clusters Score: Raw -377504.782370 + Penalty 6356.511623 = -371148.270746 nChanged 3 SP:Iteration 20F (454.200892 sec): 3 clusters Score: Raw -377506.306668 + Penalty 6356.511623 = -371149.795045 nChanged 3 SP:Iteration 21Q (454.333176 sec): 3 clusters Score: Raw -377507.706209 + Penalty 6356.511623 = -371151.194585 nChanged 2 SP:Iteration 22Q (454.446138 sec): 3 clusters Score: Raw -377509.045265 + Penalty 6356.511623 = -371152.533642 nChanged 2 SP:Iteration 23Q (454.550732 sec): 3 clusters Score: Raw -377509.973283 + Penalty 6356.511623 = -371153.461659 nChanged 2 SP:Iteration 24Q (454.667813 sec): 3 clusters Score: Raw -377510.425542 + Penalty 6356.511623 = -371153.913919 nChanged 2 SP:Iteration 25Q (454.815352 sec): 3 clusters Score: Raw -377511.614371 + Penalty 6356.511623 = -371155.102748 nChanged 2 SP:Iteration 26Q (454.923135 sec): 3 clusters Score: Raw -377512.294875 + Penalty 6356.511623 = -371155.783252 nChanged 3 SP:Iteration 27Q (455.022960 sec): 3 clusters Score: Raw -377513.028606 + Penalty 6356.511623 = -371156.516982 nChanged 2 SP:Iteration 28Q (455.132298 sec): 3 clusters Score: Raw -377513.565090 + Penalty 6356.511623 = -371157.053467 nChanged 2 SP:Iteration 29Q (455.246424 sec): 3 clusters Score: Raw -377514.143086 + Penalty 6356.511623 = -371157.631462 nChanged 0 SP:Iteration 30F (455.389039 sec): 3 clusters Score: Raw -377514.143086 + Penalty 6356.511623 = -371157.631462 nChanged 0 Trying to split cluster 2 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.463352 sec): 2 clusters Score: Raw -184005.117936 + Penalty 2899.549307 = -181105.568629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.551501 sec): 3 clusters Score: Raw -183152.711659 + Penalty 5799.098614 = -177353.613045 nChanged 765 SP:Iteration 1F (455.662185 sec): 3 clusters Score: Raw -183813.472908 + Penalty 5799.098614 = -178014.374294 nChanged 179 SP:Iteration 2F (455.786800 sec): 3 clusters Score: Raw -184011.511151 + Penalty 5799.098614 = -178212.412537 nChanged 115 SP:Iteration 3Q (455.872991 sec): 3 clusters Score: Raw -184166.146384 + Penalty 5799.098614 = -178367.047770 nChanged 102 SP:Iteration 4Q (455.992693 sec): 3 clusters Score: Raw -184299.201339 + Penalty 5799.098614 = -178500.102725 nChanged 75 SP:Iteration 5Q (456.107621 sec): 3 clusters Score: Raw -184408.825579 + Penalty 5799.098614 = -178609.726965 nChanged 68 SP:Iteration 6Q (456.226464 sec): 3 clusters Score: Raw -184496.373201 + Penalty 5799.098614 = -178697.274587 nChanged 47 SP:Iteration 7Q (456.294414 sec): 3 clusters Score: Raw -184549.681272 + Penalty 5799.098614 = -178750.582658 nChanged 36 SP:Iteration 8Q (456.396451 sec): 3 clusters Score: Raw -184589.771974 + Penalty 5799.098614 = -178790.673360 nChanged 27 SP:Iteration 9Q (456.504868 sec): 3 clusters Score: Raw -184619.203892 + Penalty 5799.098614 = -178820.105278 nChanged 25 SP:Iteration 10Q (456.624947 sec): 3 clusters Score: Raw -184647.571766 + Penalty 5799.098614 = -178848.473152 nChanged 20 SP:Iteration 11Q (456.733100 sec): 3 clusters Score: Raw -184667.274602 + Penalty 5799.098614 = -178868.175988 nChanged 21 SP:Iteration 12Q (456.849267 sec): 3 clusters Score: Raw -184684.591049 + Penalty 5799.098614 = -178885.492435 nChanged 16 SP:Iteration 13Q (456.945297 sec): 3 clusters Score: Raw -184698.625657 + Penalty 5799.098614 = -178899.527043 nChanged 17 SP:Iteration 14Q (457.056528 sec): 3 clusters Score: Raw -184712.961347 + Penalty 5799.098614 = -178913.862733 nChanged 12 SP:Iteration 15Q (457.158513 sec): 3 clusters Score: Raw -184723.145018 + Penalty 5799.098614 = -178924.046404 nChanged 16 SP:Iteration 16Q (457.267190 sec): 3 clusters Score: Raw -184741.250527 + Penalty 5799.098614 = -178942.151913 nChanged 14 SP:Iteration 17Q (457.394532 sec): 3 clusters Score: Raw -184754.017965 + Penalty 5799.098614 = -178954.919351 nChanged 12 SP:Iteration 18Q (457.485203 sec): 3 clusters Score: Raw -184764.407401 + Penalty 5799.098614 = -178965.308787 nChanged 15 SP:Iteration 19Q (457.593400 sec): 3 clusters Score: Raw -184778.851628 + Penalty 5799.098614 = -178979.753014 nChanged 19 SP:Iteration 20F (457.715762 sec): 3 clusters Score: Raw -184801.271159 + Penalty 5799.098614 = -179002.172545 nChanged 15 SP:Iteration 21Q (457.824510 sec): 3 clusters Score: Raw -184815.270869 + Penalty 5799.098614 = -179016.172255 nChanged 12 SP:Iteration 22Q (457.905354 sec): 3 clusters Score: Raw -184823.998795 + Penalty 5799.098614 = -179024.900181 nChanged 8 SP:Iteration 23Q (458.018859 sec): 3 clusters Score: Raw -184832.634587 + Penalty 5799.098614 = -179033.535973 nChanged 4 SP:Iteration 24Q (458.134288 sec): 3 clusters Score: Raw -184836.289376 + Penalty 5799.098614 = -179037.190762 nChanged 5 SP:Iteration 25Q (458.234433 sec): 3 clusters Score: Raw -184839.501212 + Penalty 5799.098614 = -179040.402598 nChanged 1 SP:Iteration 26Q (458.351152 sec): 3 clusters Score: Raw -184839.972014 + Penalty 5799.098614 = -179040.873400 nChanged 1 SP:Iteration 27Q (458.441765 sec): 3 clusters Score: Raw -184841.000461 + Penalty 5799.098614 = -179041.901847 nChanged 2 SP:Iteration 28Q (458.548737 sec): 3 clusters Score: Raw -184842.582676 + Penalty 5799.098614 = -179043.484062 nChanged 3 SP:Iteration 29Q (458.645813 sec): 3 clusters Score: Raw -184846.018088 + Penalty 5799.098614 = -179046.919474 nChanged 2 SP:Iteration 30Q (458.754394 sec): 3 clusters Score: Raw -184848.003345 + Penalty 5799.098614 = -179048.904731 nChanged 3 SP:Iteration 31Q (458.868007 sec): 3 clusters Score: Raw -184851.873239 + Penalty 5799.098614 = -179052.774625 nChanged 3 SP:Iteration 32Q (458.976730 sec): 3 clusters Score: Raw -184853.699725 + Penalty 5799.098614 = -179054.601111 nChanged 1 SP:Iteration 33Q (459.093513 sec): 3 clusters Score: Raw -184855.011078 + Penalty 5799.098614 = -179055.912464 nChanged 1 SP:Iteration 34Q (459.200029 sec): 3 clusters Score: Raw -184855.364654 + Penalty 5799.098614 = -179056.266040 nChanged 0 SP:Iteration 35F (459.300451 sec): 3 clusters Score: Raw -184855.364654 + Penalty 5799.098614 = -179056.266040 nChanged 0 Trying to split cluster 4 (9831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.390814 sec): 2 clusters Score: Raw -777690.598909 + Penalty 3406.116145 = -774284.482764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.532453 sec): 3 clusters Score: Raw -772734.956797 + Penalty 6812.232290 = -765922.724508 nChanged 3807 SP:Iteration 1F (459.674090 sec): 3 clusters Score: Raw -774842.291831 + Penalty 6812.232290 = -768030.059541 nChanged 779 SP:Iteration 2F (459.781942 sec): 3 clusters Score: Raw -775381.836642 + Penalty 6812.232290 = -768569.604353 nChanged 646 SP:Iteration 3F (459.927016 sec): 3 clusters Score: Raw -775875.032096 + Penalty 6812.232290 = -769062.799806 nChanged 583 SP:Iteration 4F (460.069550 sec): 3 clusters Score: Raw -776374.085102 + Penalty 6812.232290 = -769561.852812 nChanged 583 SP:Iteration 5F (460.173077 sec): 3 clusters Score: Raw -776919.799174 + Penalty 6812.232290 = -770107.566884 nChanged 600 SP:Iteration 6F (460.302797 sec): 3 clusters Score: Raw -777472.298483 + Penalty 6812.232290 = -770660.066193 nChanged 545 SP:Iteration 7F (460.448172 sec): 3 clusters Score: Raw -777895.387985 + Penalty 6812.232290 = -771083.155695 nChanged 454 SP:Iteration 8Q (460.584851 sec): 3 clusters Score: Raw -778201.684186 + Penalty 6812.232290 = -771389.451896 nChanged 325 SP:Iteration 9Q (460.716364 sec): 3 clusters Score: Raw -778403.190605 + Penalty 6812.232290 = -771590.958315 nChanged 251 SP:Iteration 10Q (460.872055 sec): 3 clusters Score: Raw -778542.175537 + Penalty 6812.232290 = -771729.943248 nChanged 172 SP:Iteration 11Q (461.022543 sec): 3 clusters Score: Raw -778621.805861 + Penalty 6812.232290 = -771809.573571 nChanged 131 SP:Iteration 12Q (461.163910 sec): 3 clusters Score: Raw -778684.578545 + Penalty 6812.232290 = -771872.346255 nChanged 112 SP:Iteration 13Q (461.304961 sec): 3 clusters Score: Raw -778737.749661 + Penalty 6812.232290 = -771925.517371 nChanged 109 SP:Iteration 14Q (461.435124 sec): 3 clusters Score: Raw -778782.299967 + Penalty 6812.232290 = -771970.067677 nChanged 82 SP:Iteration 15Q (461.539332 sec): 3 clusters Score: Raw -778816.520390 + Penalty 6812.232290 = -772004.288100 nChanged 64 SP:Iteration 16Q (461.680924 sec): 3 clusters Score: Raw -778841.168302 + Penalty 6812.232290 = -772028.936013 nChanged 52 SP:Iteration 17Q (461.839200 sec): 3 clusters Score: Raw -778859.143303 + Penalty 6812.232290 = -772046.911013 nChanged 30 SP:Iteration 18Q (461.978219 sec): 3 clusters Score: Raw -778869.126734 + Penalty 6812.232290 = -772056.894445 nChanged 31 SP:Iteration 19Q (462.101150 sec): 3 clusters Score: Raw -778878.895084 + Penalty 6812.232290 = -772066.662795 nChanged 31 SP:Iteration 20F (462.239570 sec): 3 clusters Score: Raw -778889.009199 + Penalty 6812.232290 = -772076.776910 nChanged 37 SP:Iteration 21Q (462.394276 sec): 3 clusters Score: Raw -778901.990763 + Penalty 6812.232290 = -772089.758474 nChanged 29 SP:Iteration 22Q (462.518345 sec): 3 clusters Score: Raw -778910.688109 + Penalty 6812.232290 = -772098.455819 nChanged 26 SP:Iteration 23Q (462.659665 sec): 3 clusters Score: Raw -778918.355898 + Penalty 6812.232290 = -772106.123609 nChanged 27 SP:Iteration 24Q (462.766720 sec): 3 clusters Score: Raw -778927.828797 + Penalty 6812.232290 = -772115.596507 nChanged 30 SP:Iteration 25Q (462.934129 sec): 3 clusters Score: Raw -778937.550759 + Penalty 6812.232290 = -772125.318469 nChanged 23 SP:Iteration 26Q (463.066946 sec): 3 clusters Score: Raw -778944.162318 + Penalty 6812.232290 = -772131.930029 nChanged 19 SP:Iteration 27Q (463.208630 sec): 3 clusters Score: Raw -778951.498361 + Penalty 6812.232290 = -772139.266071 nChanged 24 SP:Iteration 28Q (463.322549 sec): 3 clusters Score: Raw -778958.937730 + Penalty 6812.232290 = -772146.705441 nChanged 21 SP:Iteration 29Q (463.454040 sec): 3 clusters Score: Raw -778965.936901 + Penalty 6812.232290 = -772153.704611 nChanged 15 SP:Iteration 30Q (463.614201 sec): 3 clusters Score: Raw -778970.356429 + Penalty 6812.232290 = -772158.124139 nChanged 14 SP:Iteration 31Q (463.740229 sec): 3 clusters Score: Raw -778974.642364 + Penalty 6812.232290 = -772162.410074 nChanged 13 SP:Iteration 32Q (463.858064 sec): 3 clusters Score: Raw -778979.027501 + Penalty 6812.232290 = -772166.795212 nChanged 13 SP:Iteration 33Q (464.023910 sec): 3 clusters Score: Raw -778983.251734 + Penalty 6812.232290 = -772171.019444 nChanged 12 SP:Iteration 34Q (464.151385 sec): 3 clusters Score: Raw -778986.048488 + Penalty 6812.232290 = -772173.816198 nChanged 7 SP:Iteration 35Q (464.281719 sec): 3 clusters Score: Raw -778987.608420 + Penalty 6812.232290 = -772175.376131 nChanged 4 SP:Iteration 36Q (464.400017 sec): 3 clusters Score: Raw -778988.846201 + Penalty 6812.232290 = -772176.613911 nChanged 5 SP:Iteration 37Q (464.552036 sec): 3 clusters Score: Raw -778989.962156 + Penalty 6812.232290 = -772177.729866 nChanged 4 SP:Iteration 38Q (464.678011 sec): 3 clusters Score: Raw -778990.896043 + Penalty 6812.232290 = -772178.663753 nChanged 3 SP:Iteration 39Q (464.797801 sec): 3 clusters Score: Raw -778991.383467 + Penalty 6812.232290 = -772179.151177 nChanged 0 SP:Iteration 40F (464.922254 sec): 3 clusters Score: Raw -778991.383467 + Penalty 6812.232290 = -772179.151177 nChanged 0 Trying to split cluster 5 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.010476 sec): 2 clusters Score: Raw -82799.457089 + Penalty 2729.969854 = -80069.487235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.099646 sec): 3 clusters Score: Raw -82478.745575 + Penalty 5459.939708 = -77018.805867 nChanged 452 SP:Iteration 1F (465.226214 sec): 3 clusters Score: Raw -83392.544023 + Penalty 5459.939708 = -77932.604316 nChanged 161 SP:Iteration 2F (465.324054 sec): 3 clusters Score: Raw -83854.461942 + Penalty 5459.939708 = -78394.522234 nChanged 104 SP:Iteration 3F (465.433863 sec): 3 clusters Score: Raw -84118.902643 + Penalty 5459.939708 = -78658.962936 nChanged 80 SP:Iteration 4F (465.535790 sec): 3 clusters Score: Raw -84399.560537 + Penalty 5459.939708 = -78939.620830 nChanged 66 SP:Iteration 5Q (465.655443 sec): 3 clusters Score: Raw -84569.928735 + Penalty 5459.939708 = -79109.989027 nChanged 50 SP:Iteration 6Q (465.753271 sec): 3 clusters Score: Raw -84669.836168 + Penalty 5459.939708 = -79209.896460 nChanged 31 SP:Iteration 7Q (465.853603 sec): 3 clusters Score: Raw -84706.090580 + Penalty 5459.939708 = -79246.150873 nChanged 19 SP:Iteration 8Q (465.979026 sec): 3 clusters Score: Raw -84731.539941 + Penalty 5459.939708 = -79271.600234 nChanged 14 SP:Iteration 9Q (466.078322 sec): 3 clusters Score: Raw -84748.326193 + Penalty 5459.939708 = -79288.386485 nChanged 6 SP:Iteration 10Q (466.191584 sec): 3 clusters Score: Raw -84755.819746 + Penalty 5459.939708 = -79295.880038 nChanged 5 SP:Iteration 11Q (466.309002 sec): 3 clusters Score: Raw -84762.752214 + Penalty 5459.939708 = -79302.812507 nChanged 2 SP:Iteration 12Q (466.396534 sec): 3 clusters Score: Raw -84763.922212 + Penalty 5459.939708 = -79303.982504 nChanged 2 SP:Iteration 13Q (466.513732 sec): 3 clusters Score: Raw -84766.654267 + Penalty 5459.939708 = -79306.714560 nChanged 1 SP:Iteration 14Q (466.604564 sec): 3 clusters Score: Raw -84767.259833 + Penalty 5459.939708 = -79307.320125 nChanged 1 SP:Iteration 15Q (466.722311 sec): 3 clusters Score: Raw -84767.768151 + Penalty 5459.939708 = -79307.828443 nChanged 0 SP:Iteration 16F (466.811049 sec): 3 clusters Score: Raw -84767.768151 + Penalty 5459.939708 = -79307.828443 nChanged 0 Trying to split cluster 6 (5961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (466.885684 sec): 2 clusters Score: Raw -400550.430706 + Penalty 3220.754103 = -397329.676603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.020653 sec): 3 clusters Score: Raw -397878.339892 + Penalty 6441.508207 = -391436.831685 nChanged 2174 SP:Iteration 1F (467.142529 sec): 3 clusters Score: Raw -399403.850705 + Penalty 6441.508207 = -392962.342498 nChanged 606 SP:Iteration 2F (467.250730 sec): 3 clusters Score: Raw -400160.165233 + Penalty 6441.508207 = -393718.657026 nChanged 508 SP:Iteration 3F (467.379393 sec): 3 clusters Score: Raw -400834.181315 + Penalty 6441.508207 = -394392.673108 nChanged 411 SP:Iteration 4F (467.500441 sec): 3 clusters Score: Raw -401341.482336 + Penalty 6441.508207 = -394899.974129 nChanged 342 SP:Iteration 5F (467.601955 sec): 3 clusters Score: Raw -401713.513822 + Penalty 6441.508207 = -395272.005615 nChanged 294 SP:Iteration 6Q (467.723249 sec): 3 clusters Score: Raw -402021.900665 + Penalty 6441.508207 = -395580.392458 nChanged 236 SP:Iteration 7Q (467.859379 sec): 3 clusters Score: Raw -402261.783595 + Penalty 6441.508207 = -395820.275388 nChanged 201 SP:Iteration 8Q (468.010583 sec): 3 clusters Score: Raw -402439.991189 + Penalty 6441.508207 = -395998.482983 nChanged 131 SP:Iteration 9Q (468.128977 sec): 3 clusters Score: Raw -402550.190647 + Penalty 6441.508207 = -396108.682440 nChanged 103 SP:Iteration 10Q (468.248159 sec): 3 clusters Score: Raw -402626.962737 + Penalty 6441.508207 = -396185.454530 nChanged 79 SP:Iteration 11Q (468.352574 sec): 3 clusters Score: Raw -402670.397597 + Penalty 6441.508207 = -396228.889391 nChanged 68 SP:Iteration 12Q (468.502075 sec): 3 clusters Score: Raw -402713.634570 + Penalty 6441.508207 = -396272.126364 nChanged 66 SP:Iteration 13Q (468.621305 sec): 3 clusters Score: Raw -402765.983841 + Penalty 6441.508207 = -396324.475634 nChanged 68 SP:Iteration 14Q (468.717459 sec): 3 clusters Score: Raw -402812.807768 + Penalty 6441.508207 = -396371.299561 nChanged 63 SP:Iteration 15Q (468.861122 sec): 3 clusters Score: Raw -402861.840001 + Penalty 6441.508207 = -396420.331794 nChanged 58 SP:Iteration 16Q (468.990515 sec): 3 clusters Score: Raw -402898.523862 + Penalty 6441.508207 = -396457.015656 nChanged 45 SP:Iteration 17Q (469.094838 sec): 3 clusters Score: Raw -402922.240735 + Penalty 6441.508207 = -396480.732529 nChanged 41 SP:Iteration 18Q (469.229062 sec): 3 clusters Score: Raw -402948.174494 + Penalty 6441.508207 = -396506.666288 nChanged 47 SP:Iteration 19Q (469.341391 sec): 3 clusters Score: Raw -402977.515613 + Penalty 6441.508207 = -396536.007406 nChanged 50 SP:Iteration 20F (469.457220 sec): 3 clusters Score: Raw -403015.943437 + Penalty 6441.508207 = -396574.435230 nChanged 57 SP:Iteration 21Q (469.602823 sec): 3 clusters Score: Raw -403088.404774 + Penalty 6441.508207 = -396646.896567 nChanged 71 SP:Iteration 22Q (469.719325 sec): 3 clusters Score: Raw -403234.229407 + Penalty 6441.508207 = -396792.721200 nChanged 76 SP:Iteration 23Q (469.847482 sec): 3 clusters Score: Raw -403331.280768 + Penalty 6441.508207 = -396889.772561 nChanged 64 SP:Iteration 24Q (469.948206 sec): 3 clusters Score: Raw -403365.106170 + Penalty 6441.508207 = -396923.597964 nChanged 43 SP:Iteration 25Q (470.094703 sec): 3 clusters Score: Raw -403393.126111 + Penalty 6441.508207 = -396951.617904 nChanged 34 SP:Iteration 26Q (470.193339 sec): 3 clusters Score: Raw -403414.903380 + Penalty 6441.508207 = -396973.395173 nChanged 44 SP:Iteration 27Q (470.331885 sec): 3 clusters Score: Raw -403446.556379 + Penalty 6441.508207 = -397005.048173 nChanged 40 SP:Iteration 28Q (470.450373 sec): 3 clusters Score: Raw -403473.048313 + Penalty 6441.508207 = -397031.540106 nChanged 39 SP:Iteration 29Q (470.556943 sec): 3 clusters Score: Raw -403501.574696 + Penalty 6441.508207 = -397060.066489 nChanged 35 SP:Iteration 30Q (470.678361 sec): 3 clusters Score: Raw -403528.743612 + Penalty 6441.508207 = -397087.235405 nChanged 28 SP:Iteration 31Q (470.801236 sec): 3 clusters Score: Raw -403548.494872 + Penalty 6441.508207 = -397106.986665 nChanged 30 SP:Iteration 32Q (470.916559 sec): 3 clusters Score: Raw -403568.108043 + Penalty 6441.508207 = -397126.599836 nChanged 26 SP:Iteration 33Q (471.042899 sec): 3 clusters Score: Raw -403584.250740 + Penalty 6441.508207 = -397142.742534 nChanged 23 SP:Iteration 34Q (471.158434 sec): 3 clusters Score: Raw -403597.697356 + Penalty 6441.508207 = -397156.189149 nChanged 18 SP:Iteration 35Q (471.296812 sec): 3 clusters Score: Raw -403612.897351 + Penalty 6441.508207 = -397171.389144 nChanged 22 SP:Iteration 36Q (471.425655 sec): 3 clusters Score: Raw -403631.765776 + Penalty 6441.508207 = -397190.257569 nChanged 21 SP:Iteration 37Q (471.530419 sec): 3 clusters Score: Raw -403643.668732 + Penalty 6441.508207 = -397202.160525 nChanged 10 SP:Iteration 38Q (471.661195 sec): 3 clusters Score: Raw -403647.499153 + Penalty 6441.508207 = -397205.990947 nChanged 7 SP:Iteration 39Q (471.789331 sec): 3 clusters Score: Raw -403649.899663 + Penalty 6441.508207 = -397208.391456 nChanged 4 SP:Iteration 40F (471.914785 sec): 3 clusters Score: Raw -403652.996165 + Penalty 6441.508207 = -397211.487958 nChanged 3 SP:Iteration 41Q (472.007700 sec): 3 clusters Score: Raw -403654.368758 + Penalty 6441.508207 = -397212.860551 nChanged 2 SP:Iteration 42Q (472.122578 sec): 3 clusters Score: Raw -403656.206280 + Penalty 6441.508207 = -397214.698073 nChanged 3 SP:Iteration 43Q (472.277340 sec): 3 clusters Score: Raw -403658.788980 + Penalty 6441.508207 = -397217.280773 nChanged 6 SP:Iteration 44Q (472.378270 sec): 3 clusters Score: Raw -403662.137192 + Penalty 6441.508207 = -397220.628986 nChanged 4 SP:Iteration 45Q (472.499244 sec): 3 clusters Score: Raw -403665.095324 + Penalty 6441.508207 = -397223.587118 nChanged 3 SP:Iteration 46Q (472.625122 sec): 3 clusters Score: Raw -403667.432757 + Penalty 6441.508207 = -397225.924550 nChanged 5 SP:Iteration 47Q (472.753128 sec): 3 clusters Score: Raw -403669.232923 + Penalty 6441.508207 = -397227.724717 nChanged 4 SP:Iteration 48Q (472.864580 sec): 3 clusters Score: Raw -403670.930655 + Penalty 6441.508207 = -397229.422449 nChanged 4 SP:Iteration 49Q (472.995571 sec): 3 clusters Score: Raw -403673.568615 + Penalty 6441.508207 = -397232.060408 nChanged 5 SP:Iteration 50Q (473.095796 sec): 3 clusters Score: Raw -403676.962141 + Penalty 6441.508207 = -397235.453935 nChanged 3 SP:Iteration 51Q (473.223617 sec): 3 clusters Score: Raw -403678.142112 + Penalty 6441.508207 = -397236.633905 nChanged 1 SP:Iteration 52Q (473.324307 sec): 3 clusters Score: Raw -403678.513020 + Penalty 6441.508207 = -397237.004813 nChanged 1 SP:Iteration 53Q (473.465686 sec): 3 clusters Score: Raw -403678.842286 + Penalty 6441.508207 = -397237.334080 nChanged 2 SP:Iteration 54Q (473.556021 sec): 3 clusters Score: Raw -403679.899509 + Penalty 6441.508207 = -397238.391303 nChanged 1 SP:Iteration 55Q (473.695114 sec): 3 clusters Score: Raw -403680.159388 + Penalty 6441.508207 = -397238.651182 nChanged 0 SP:Iteration 56F (473.797070 sec): 3 clusters Score: Raw -403680.159388 + Penalty 6441.508207 = -397238.651182 nChanged 0 Iteration 20F (474.243276 sec): 6 clusters Score: Raw -1784734.488527 + Penalty 18775.520971 = -1765958.967555 nChanged 44 Iteration 21Q (474.603395 sec): 6 clusters Score: Raw -1784750.588329 + Penalty 18775.520971 = -1765975.067357 nChanged 39 Iteration 22Q (474.962128 sec): 6 clusters Score: Raw -1784766.666451 + Penalty 18775.520971 = -1765991.145479 nChanged 46 Iteration 23Q (475.345549 sec): 6 clusters Score: Raw -1784782.853600 + Penalty 18775.520971 = -1766007.332629 nChanged 45 Iteration 24Q (475.724596 sec): 6 clusters Score: Raw -1784798.191667 + Penalty 18775.520971 = -1766022.670695 nChanged 49 Iteration 25Q (476.058214 sec): 6 clusters Score: Raw -1784813.081475 + Penalty 18775.520971 = -1766037.560503 nChanged 34 Iteration 26Q (476.448523 sec): 6 clusters Score: Raw -1784824.285518 + Penalty 18775.520971 = -1766048.764547 nChanged 31 Iteration 27Q (476.845668 sec): 6 clusters Score: Raw -1784833.543717 + Penalty 18775.520971 = -1766058.022746 nChanged 14 Iteration 28Q (477.236174 sec): 6 clusters Score: Raw -1784836.831698 + Penalty 18775.520971 = -1766061.310726 nChanged 13 Iteration 29Q (477.596996 sec): 6 clusters Score: Raw -1784841.866921 + Penalty 18775.520971 = -1766066.345950 nChanged 23 Iteration 30Q (477.953149 sec): 6 clusters Score: Raw -1784849.814045 + Penalty 18775.520971 = -1766074.293073 nChanged 20 Iteration 31Q (478.341897 sec): 6 clusters Score: Raw -1784857.179798 + Penalty 18775.520971 = -1766081.658826 nChanged 25 Iteration 32Q (478.718062 sec): 6 clusters Score: Raw -1784865.793784 + Penalty 18775.520971 = -1766090.272812 nChanged 25 Iteration 33Q (479.084780 sec): 6 clusters Score: Raw -1784873.154160 + Penalty 18775.520971 = -1766097.633189 nChanged 31 Iteration 34Q (479.464803 sec): 6 clusters Score: Raw -1784884.325551 + Penalty 18775.520971 = -1766108.804580 nChanged 36 Iteration 35Q (479.833700 sec): 6 clusters Score: Raw -1784897.118553 + Penalty 18775.520971 = -1766121.597581 nChanged 34 Iteration 36Q (480.212837 sec): 6 clusters Score: Raw -1784907.888710 + Penalty 18775.520971 = -1766132.367739 nChanged 30 Iteration 37Q (480.607170 sec): 6 clusters Score: Raw -1784918.646610 + Penalty 18775.520971 = -1766143.125639 nChanged 27 Iteration 38Q (480.984443 sec): 6 clusters Score: Raw -1784927.874690 + Penalty 18775.520971 = -1766152.353719 nChanged 27 Iteration 39Q (481.356579 sec): 6 clusters Score: Raw -1784937.063362 + Penalty 18775.520971 = -1766161.542391 nChanged 28 Iteration 40F (481.768883 sec): 6 clusters Score: Raw -1784947.138191 + Penalty 18775.520971 = -1766171.617220 nChanged 28 Iteration 41Q (482.142589 sec): 6 clusters Score: Raw -1784957.427564 + Penalty 18775.520971 = -1766181.906592 nChanged 25 Iteration 42Q (482.537685 sec): 6 clusters Score: Raw -1784966.789143 + Penalty 18775.520971 = -1766191.268171 nChanged 24 Iteration 43Q (482.902309 sec): 6 clusters Score: Raw -1784974.605045 + Penalty 18775.520971 = -1766199.084074 nChanged 18 Iteration 44Q (483.289597 sec): 6 clusters Score: Raw -1784979.991803 + Penalty 18775.520971 = -1766204.470832 nChanged 15 Iteration 45Q (483.691046 sec): 6 clusters Score: Raw -1784983.767821 + Penalty 18775.520971 = -1766208.246849 nChanged 8 Iteration 46Q (484.081672 sec): 6 clusters Score: Raw -1784987.142255 + Penalty 18775.520971 = -1766211.621284 nChanged 10 Iteration 47Q (484.465263 sec): 6 clusters Score: Raw -1784989.748532 + Penalty 18775.520971 = -1766214.227560 nChanged 10 Iteration 48Q (484.844690 sec): 6 clusters Score: Raw -1784993.013686 + Penalty 18775.520971 = -1766217.492714 nChanged 10 Iteration 49Q (485.225293 sec): 6 clusters Score: Raw -1784996.437319 + Penalty 18775.520971 = -1766220.916348 nChanged 8 Iteration 50Q (485.621276 sec): 6 clusters Score: Raw -1784999.015521 + Penalty 18775.520971 = -1766223.494550 nChanged 11 Iteration 51Q (485.990311 sec): 6 clusters Score: Raw -1785003.453529 + Penalty 18775.520971 = -1766227.932558 nChanged 15 Iteration 52Q (486.377730 sec): 6 clusters Score: Raw -1785009.310629 + Penalty 18775.520971 = -1766233.789657 nChanged 15 Iteration 53Q (486.737432 sec): 6 clusters Score: Raw -1785014.958548 + Penalty 18775.520971 = -1766239.437576 nChanged 11 Iteration 54Q (487.113191 sec): 6 clusters Score: Raw -1785019.591189 + Penalty 18775.520971 = -1766244.070217 nChanged 20 Iteration 55Q (487.497613 sec): 6 clusters Score: Raw -1785025.554460 + Penalty 18775.520971 = -1766250.033488 nChanged 14 Iteration 56Q (487.864207 sec): 6 clusters Score: Raw -1785030.494047 + Penalty 18775.520971 = -1766254.973076 nChanged 14 Iteration 57Q (488.257033 sec): 6 clusters Score: Raw -1785035.304568 + Penalty 18775.520971 = -1766259.783596 nChanged 15 Iteration 58Q (488.615639 sec): 6 clusters Score: Raw -1785041.018986 + Penalty 18775.520971 = -1766265.498015 nChanged 13 Writing temp clu file Because OldScore, -1766259.783596, is greater than current (better) Score,-1766265.498015 Compute initial score before splitting: Score: Raw -1785041.018986 + Penalty 18775.520971 = -1766265.498015 Trying to split cluster 1 (5368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.715378 sec): 2 clusters Score: Raw -380019.555376 + Penalty 3181.932056 = -376837.623319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.823175 sec): 3 clusters Score: Raw -377686.814350 + Penalty 6363.864113 = -371322.950237 nChanged 1992 SP:Iteration 1F (488.944032 sec): 3 clusters Score: Raw -378992.747595 + Penalty 6363.864113 = -372628.883483 nChanged 475 SP:Iteration 2F (489.070813 sec): 3 clusters Score: Raw -379417.474185 + Penalty 6363.864113 = -373053.610072 nChanged 355 SP:Iteration 3F (489.210890 sec): 3 clusters Score: Raw -379731.545214 + Penalty 6363.864113 = -373367.681101 nChanged 298 SP:Iteration 4F (489.335098 sec): 3 clusters Score: Raw -380014.239046 + Penalty 6363.864113 = -373650.374933 nChanged 254 SP:Iteration 5Q (489.437949 sec): 3 clusters Score: Raw -380217.920556 + Penalty 6363.864113 = -373854.056443 nChanged 214 SP:Iteration 6Q (489.554647 sec): 3 clusters Score: Raw -380406.060971 + Penalty 6363.864113 = -374042.196858 nChanged 190 SP:Iteration 7Q (489.674116 sec): 3 clusters Score: Raw -380560.363651 + Penalty 6363.864113 = -374196.499539 nChanged 154 SP:Iteration 8Q (489.794073 sec): 3 clusters Score: Raw -380683.016782 + Penalty 6363.864113 = -374319.152669 nChanged 163 SP:Iteration 9Q (489.897041 sec): 3 clusters Score: Raw -380818.355400 + Penalty 6363.864113 = -374454.491287 nChanged 140 SP:Iteration 10Q (490.027929 sec): 3 clusters Score: Raw -380917.729984 + Penalty 6363.864113 = -374553.865871 nChanged 113 SP:Iteration 11Q (490.141790 sec): 3 clusters Score: Raw -380995.287052 + Penalty 6363.864113 = -374631.422939 nChanged 86 SP:Iteration 12Q (490.254872 sec): 3 clusters Score: Raw -381056.455661 + Penalty 6363.864113 = -374692.591548 nChanged 61 SP:Iteration 13Q (490.374435 sec): 3 clusters Score: Raw -381098.913018 + Penalty 6363.864113 = -374735.048905 nChanged 64 SP:Iteration 14Q (490.498334 sec): 3 clusters Score: Raw -381137.586576 + Penalty 6363.864113 = -374773.722464 nChanged 56 SP:Iteration 15Q (490.618704 sec): 3 clusters Score: Raw -381167.550009 + Penalty 6363.864113 = -374803.685896 nChanged 36 SP:Iteration 16Q (490.744716 sec): 3 clusters Score: Raw -381185.432861 + Penalty 6363.864113 = -374821.568749 nChanged 39 SP:Iteration 17Q (490.841731 sec): 3 clusters Score: Raw -381209.305480 + Penalty 6363.864113 = -374845.441367 nChanged 38 SP:Iteration 18Q (490.983793 sec): 3 clusters Score: Raw -381231.454937 + Penalty 6363.864113 = -374867.590824 nChanged 32 SP:Iteration 19Q (491.093853 sec): 3 clusters Score: Raw -381249.510796 + Penalty 6363.864113 = -374885.646683 nChanged 30 SP:Iteration 20F (491.205314 sec): 3 clusters Score: Raw -381265.578498 + Penalty 6363.864113 = -374901.714385 nChanged 25 SP:Iteration 21Q (491.310382 sec): 3 clusters Score: Raw -381278.375545 + Penalty 6363.864113 = -374914.511432 nChanged 21 SP:Iteration 22Q (491.427481 sec): 3 clusters Score: Raw -381287.891822 + Penalty 6363.864113 = -374924.027709 nChanged 20 SP:Iteration 23Q (491.560928 sec): 3 clusters Score: Raw -381295.790943 + Penalty 6363.864113 = -374931.926830 nChanged 11 SP:Iteration 24Q (491.691849 sec): 3 clusters Score: Raw -381300.375755 + Penalty 6363.864113 = -374936.511642 nChanged 9 SP:Iteration 25Q (491.790689 sec): 3 clusters Score: Raw -381303.129401 + Penalty 6363.864113 = -374939.265288 nChanged 9 SP:Iteration 26Q (491.929961 sec): 3 clusters Score: Raw -381306.021844 + Penalty 6363.864113 = -374942.157732 nChanged 8 SP:Iteration 27Q (492.049622 sec): 3 clusters Score: Raw -381309.473530 + Penalty 6363.864113 = -374945.609418 nChanged 5 SP:Iteration 28Q (492.177977 sec): 3 clusters Score: Raw -381311.563460 + Penalty 6363.864113 = -374947.699347 nChanged 2 SP:Iteration 29Q (492.279214 sec): 3 clusters Score: Raw -381312.601375 + Penalty 6363.864113 = -374948.737262 nChanged 3 SP:Iteration 30Q (492.401629 sec): 3 clusters Score: Raw -381313.430546 + Penalty 6363.864113 = -374949.566433 nChanged 1 SP:Iteration 31Q (492.542087 sec): 3 clusters Score: Raw -381313.848181 + Penalty 6363.864113 = -374949.984068 nChanged 1 SP:Iteration 32Q (492.646551 sec): 3 clusters Score: Raw -381314.343331 + Penalty 6363.864113 = -374950.479218 nChanged 0 SP:Iteration 33F (492.773976 sec): 3 clusters Score: Raw -381314.343331 + Penalty 6363.864113 = -374950.479218 nChanged 0 Trying to split cluster 2 (2266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.823932 sec): 2 clusters Score: Raw -166905.113016 + Penalty 2862.398319 = -164042.714697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.937287 sec): 3 clusters Score: Raw -166143.672393 + Penalty 5724.796638 = -160418.875755 nChanged 666 SP:Iteration 1F (493.086698 sec): 3 clusters Score: Raw -166710.791457 + Penalty 5724.796638 = -160985.994819 nChanged 181 SP:Iteration 2F (493.182919 sec): 3 clusters Score: Raw -166930.878152 + Penalty 5724.796638 = -161206.081514 nChanged 105 SP:Iteration 3Q (493.312558 sec): 3 clusters Score: Raw -167053.706124 + Penalty 5724.796638 = -161328.909486 nChanged 74 SP:Iteration 4Q (493.414618 sec): 3 clusters Score: Raw -167139.563934 + Penalty 5724.796638 = -161414.767296 nChanged 62 SP:Iteration 5Q (493.549094 sec): 3 clusters Score: Raw -167211.795351 + Penalty 5724.796638 = -161486.998713 nChanged 62 SP:Iteration 6Q (493.664190 sec): 3 clusters Score: Raw -167279.028944 + Penalty 5724.796638 = -161554.232305 nChanged 41 SP:Iteration 7Q (493.759792 sec): 3 clusters Score: Raw -167335.910750 + Penalty 5724.796638 = -161611.114111 nChanged 43 SP:Iteration 8Q (493.878805 sec): 3 clusters Score: Raw -167378.388592 + Penalty 5724.796638 = -161653.591954 nChanged 37 SP:Iteration 9Q (493.982296 sec): 3 clusters Score: Raw -167426.578374 + Penalty 5724.796638 = -161701.781735 nChanged 39 SP:Iteration 10Q (494.105379 sec): 3 clusters Score: Raw -167479.738253 + Penalty 5724.796638 = -161754.941615 nChanged 53 SP:Iteration 11Q (494.218530 sec): 3 clusters Score: Raw -167559.046896 + Penalty 5724.796638 = -161834.250257 nChanged 58 SP:Iteration 12Q (494.335777 sec): 3 clusters Score: Raw -167684.574830 + Penalty 5724.796638 = -161959.778192 nChanged 75 SP:Iteration 13Q (494.425091 sec): 3 clusters Score: Raw -167868.919280 + Penalty 5724.796638 = -162144.122642 nChanged 70 SP:Iteration 14Q (494.539254 sec): 3 clusters Score: Raw -167994.428051 + Penalty 5724.796638 = -162269.631412 nChanged 65 SP:Iteration 15Q (494.650681 sec): 3 clusters Score: Raw -168122.214308 + Penalty 5724.796638 = -162397.417670 nChanged 62 SP:Iteration 16Q (494.764055 sec): 3 clusters Score: Raw -168219.861270 + Penalty 5724.796638 = -162495.064632 nChanged 43 SP:Iteration 17Q (494.872022 sec): 3 clusters Score: Raw -168281.165384 + Penalty 5724.796638 = -162556.368745 nChanged 37 SP:Iteration 18Q (495.000638 sec): 3 clusters Score: Raw -168319.999323 + Penalty 5724.796638 = -162595.202685 nChanged 16 SP:Iteration 19Q (495.117843 sec): 3 clusters Score: Raw -168338.792966 + Penalty 5724.796638 = -162613.996328 nChanged 15 SP:Iteration 20F (495.217200 sec): 3 clusters Score: Raw -168359.700097 + Penalty 5724.796638 = -162634.903458 nChanged 13 SP:Iteration 21Q (495.323886 sec): 3 clusters Score: Raw -168371.244938 + Penalty 5724.796638 = -162646.448300 nChanged 9 SP:Iteration 22Q (495.426879 sec): 3 clusters Score: Raw -168381.502218 + Penalty 5724.796638 = -162656.705579 nChanged 9 SP:Iteration 23Q (495.529761 sec): 3 clusters Score: Raw -168391.037352 + Penalty 5724.796638 = -162666.240714 nChanged 5 SP:Iteration 24Q (495.654133 sec): 3 clusters Score: Raw -168396.814067 + Penalty 5724.796638 = -162672.017428 nChanged 6 SP:Iteration 25Q (495.770626 sec): 3 clusters Score: Raw -168400.829699 + Penalty 5724.796638 = -162676.033061 nChanged 3 SP:Iteration 26Q (495.860277 sec): 3 clusters Score: Raw -168402.503853 + Penalty 5724.796638 = -162677.707215 nChanged 1 SP:Iteration 27Q (495.970172 sec): 3 clusters Score: Raw -168404.440254 + Penalty 5724.796638 = -162679.643616 nChanged 0 SP:Iteration 28F (496.087369 sec): 3 clusters Score: Raw -168404.440254 + Penalty 5724.796638 = -162679.643616 nChanged 0 Trying to split cluster 4 (9851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.189661 sec): 2 clusters Score: Raw -779246.330498 + Penalty 3406.869117 = -775839.461381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.323707 sec): 3 clusters Score: Raw -774285.720941 + Penalty 6813.738235 = -767471.982706 nChanged 3889 SP:Iteration 1F (496.463652 sec): 3 clusters Score: Raw -776585.912062 + Penalty 6813.738235 = -769772.173828 nChanged 834 SP:Iteration 2F (496.593980 sec): 3 clusters Score: Raw -777303.967379 + Penalty 6813.738235 = -770490.229144 nChanged 692 SP:Iteration 3F (496.728548 sec): 3 clusters Score: Raw -777949.419861 + Penalty 6813.738235 = -771135.681627 nChanged 617 SP:Iteration 4F (496.858674 sec): 3 clusters Score: Raw -778493.927069 + Penalty 6813.738235 = -771680.188834 nChanged 548 SP:Iteration 5F (497.008875 sec): 3 clusters Score: Raw -778906.795011 + Penalty 6813.738235 = -772093.056777 nChanged 471 SP:Iteration 6Q (497.155211 sec): 3 clusters Score: Raw -779245.729113 + Penalty 6813.738235 = -772431.990878 nChanged 415 SP:Iteration 7Q (497.278956 sec): 3 clusters Score: Raw -779519.894514 + Penalty 6813.738235 = -772706.156279 nChanged 343 SP:Iteration 8Q (497.431503 sec): 3 clusters Score: Raw -779694.929349 + Penalty 6813.738235 = -772881.191114 nChanged 244 SP:Iteration 9Q (497.565946 sec): 3 clusters Score: Raw -779812.934367 + Penalty 6813.738235 = -772999.196132 nChanged 211 SP:Iteration 10Q (497.710125 sec): 3 clusters Score: Raw -779902.233543 + Penalty 6813.738235 = -773088.495308 nChanged 174 SP:Iteration 11Q (497.819917 sec): 3 clusters Score: Raw -779966.133402 + Penalty 6813.738235 = -773152.395167 nChanged 135 SP:Iteration 12Q (497.972235 sec): 3 clusters Score: Raw -780021.064844 + Penalty 6813.738235 = -773207.326610 nChanged 118 SP:Iteration 13Q (498.117537 sec): 3 clusters Score: Raw -780063.318611 + Penalty 6813.738235 = -773249.580377 nChanged 90 SP:Iteration 14Q (498.225542 sec): 3 clusters Score: Raw -780096.532155 + Penalty 6813.738235 = -773282.793920 nChanged 86 SP:Iteration 15Q (498.357401 sec): 3 clusters Score: Raw -780125.025905 + Penalty 6813.738235 = -773311.287670 nChanged 77 SP:Iteration 16Q (498.521049 sec): 3 clusters Score: Raw -780147.779545 + Penalty 6813.738235 = -773334.041311 nChanged 55 SP:Iteration 17Q (498.649297 sec): 3 clusters Score: Raw -780166.299225 + Penalty 6813.738235 = -773352.560990 nChanged 57 SP:Iteration 18Q (498.758129 sec): 3 clusters Score: Raw -780183.906285 + Penalty 6813.738235 = -773370.168051 nChanged 48 SP:Iteration 19Q (498.919787 sec): 3 clusters Score: Raw -780197.189292 + Penalty 6813.738235 = -773383.451057 nChanged 45 SP:Iteration 20F (499.059946 sec): 3 clusters Score: Raw -780213.698071 + Penalty 6813.738235 = -773399.959836 nChanged 55 SP:Iteration 21Q (499.172191 sec): 3 clusters Score: Raw -780228.608526 + Penalty 6813.738235 = -773414.870291 nChanged 50 SP:Iteration 22Q (499.296477 sec): 3 clusters Score: Raw -780242.738272 + Penalty 6813.738235 = -773429.000038 nChanged 48 SP:Iteration 23Q (499.437629 sec): 3 clusters Score: Raw -780255.547457 + Penalty 6813.738235 = -773441.809222 nChanged 31 SP:Iteration 24Q (499.581346 sec): 3 clusters Score: Raw -780263.643482 + Penalty 6813.738235 = -773449.905248 nChanged 36 SP:Iteration 25Q (499.698740 sec): 3 clusters Score: Raw -780274.399259 + Penalty 6813.738235 = -773460.661024 nChanged 39 SP:Iteration 26Q (499.836573 sec): 3 clusters Score: Raw -780285.786786 + Penalty 6813.738235 = -773472.048551 nChanged 34 SP:Iteration 27Q (499.962276 sec): 3 clusters Score: Raw -780294.254611 + Penalty 6813.738235 = -773480.516376 nChanged 30 SP:Iteration 28Q (500.120906 sec): 3 clusters Score: Raw -780301.734085 + Penalty 6813.738235 = -773487.995851 nChanged 31 SP:Iteration 29Q (500.237569 sec): 3 clusters Score: Raw -780307.788843 + Penalty 6813.738235 = -773494.050609 nChanged 21 SP:Iteration 30Q (500.382427 sec): 3 clusters Score: Raw -780311.993646 + Penalty 6813.738235 = -773498.255411 nChanged 19 SP:Iteration 31Q (500.520746 sec): 3 clusters Score: Raw -780317.804062 + Penalty 6813.738235 = -773504.065827 nChanged 19 SP:Iteration 32Q (500.661888 sec): 3 clusters Score: Raw -780324.059844 + Penalty 6813.738235 = -773510.321610 nChanged 25 SP:Iteration 33Q (500.782000 sec): 3 clusters Score: Raw -780330.217954 + Penalty 6813.738235 = -773516.479719 nChanged 23 SP:Iteration 34Q (500.932361 sec): 3 clusters Score: Raw -780335.381998 + Penalty 6813.738235 = -773521.643763 nChanged 23 SP:Iteration 35Q (501.074591 sec): 3 clusters Score: Raw -780341.346592 + Penalty 6813.738235 = -773527.608357 nChanged 21 SP:Iteration 36Q (501.212530 sec): 3 clusters Score: Raw -780347.027576 + Penalty 6813.738235 = -773533.289341 nChanged 20 SP:Iteration 37Q (501.330104 sec): 3 clusters Score: Raw -780353.590627 + Penalty 6813.738235 = -773539.852392 nChanged 25 SP:Iteration 38Q (501.481701 sec): 3 clusters Score: Raw -780360.507150 + Penalty 6813.738235 = -773546.768916 nChanged 30 SP:Iteration 39Q (501.601889 sec): 3 clusters Score: Raw -780368.326002 + Penalty 6813.738235 = -773554.587767 nChanged 23 SP:Iteration 40F (501.762333 sec): 3 clusters Score: Raw -780376.071186 + Penalty 6813.738235 = -773562.332951 nChanged 31 SP:Iteration 41Q (501.877719 sec): 3 clusters Score: Raw -780383.340525 + Penalty 6813.738235 = -773569.602291 nChanged 19 SP:Iteration 42Q (502.038141 sec): 3 clusters Score: Raw -780387.001176 + Penalty 6813.738235 = -773573.262941 nChanged 22 SP:Iteration 43Q (502.178100 sec): 3 clusters Score: Raw -780391.742297 + Penalty 6813.738235 = -773578.004062 nChanged 15 SP:Iteration 44Q (502.293249 sec): 3 clusters Score: Raw -780395.653146 + Penalty 6813.738235 = -773581.914912 nChanged 14 SP:Iteration 45Q (502.439729 sec): 3 clusters Score: Raw -780398.601981 + Penalty 6813.738235 = -773584.863747 nChanged 15 SP:Iteration 46Q (502.577200 sec): 3 clusters Score: Raw -780401.902850 + Penalty 6813.738235 = -773588.164616 nChanged 13 SP:Iteration 47Q (502.698096 sec): 3 clusters Score: Raw -780404.588283 + Penalty 6813.738235 = -773590.850048 nChanged 9 SP:Iteration 48Q (502.831977 sec): 3 clusters Score: Raw -780406.431489 + Penalty 6813.738235 = -773592.693254 nChanged 6 SP:Iteration 49Q (502.972725 sec): 3 clusters Score: Raw -780407.736465 + Penalty 6813.738235 = -773593.998231 nChanged 7 SP:Iteration 50Q (503.124729 sec): 3 clusters Score: Raw -780409.502933 + Penalty 6813.738235 = -773595.764699 nChanged 9 SP:Iteration 51Q (503.248696 sec): 3 clusters Score: Raw -780411.474935 + Penalty 6813.738235 = -773597.736701 nChanged 10 SP:Iteration 52Q (503.396598 sec): 3 clusters Score: Raw -780413.902591 + Penalty 6813.738235 = -773600.164356 nChanged 7 SP:Iteration 53Q (503.518527 sec): 3 clusters Score: Raw -780415.447323 + Penalty 6813.738235 = -773601.709088 nChanged 8 SP:Iteration 54Q (503.665745 sec): 3 clusters Score: Raw -780416.906553 + Penalty 6813.738235 = -773603.168318 nChanged 9 SP:Iteration 55Q (503.798865 sec): 3 clusters Score: Raw -780418.646703 + Penalty 6813.738235 = -773604.908468 nChanged 7 SP:Iteration 56Q (503.919273 sec): 3 clusters Score: Raw -780419.783980 + Penalty 6813.738235 = -773606.045746 nChanged 3 SP:Iteration 57Q (504.045076 sec): 3 clusters Score: Raw -780420.186711 + Penalty 6813.738235 = -773606.448476 nChanged 3 SP:Iteration 58Q (504.172832 sec): 3 clusters Score: Raw -780420.601292 + Penalty 6813.738235 = -773606.863058 nChanged 1 SP:Iteration 59Q (504.299189 sec): 3 clusters Score: Raw -780420.817245 + Penalty 6813.738235 = -773607.079010 nChanged 3 SP:Iteration 60F (504.431576 sec): 3 clusters Score: Raw -780421.517489 + Penalty 6813.738235 = -773607.779254 nChanged 5 SP:Iteration 61Q (504.575213 sec): 3 clusters Score: Raw -780422.603243 + Penalty 6813.738235 = -773608.865008 nChanged 3 SP:Iteration 62Q (504.702327 sec): 3 clusters Score: Raw -780423.191842 + Penalty 6813.738235 = -773609.453608 nChanged 3 SP:Iteration 63Q (504.817068 sec): 3 clusters Score: Raw -780424.216446 + Penalty 6813.738235 = -773610.478211 nChanged 8 SP:Iteration 64Q (504.953565 sec): 3 clusters Score: Raw -780426.213756 + Penalty 6813.738235 = -773612.475521 nChanged 4 SP:Iteration 65Q (505.084842 sec): 3 clusters Score: Raw -780427.026624 + Penalty 6813.738235 = -773613.288389 nChanged 4 SP:Iteration 66Q (505.230509 sec): 3 clusters Score: Raw -780427.929326 + Penalty 6813.738235 = -773614.191091 nChanged 3 SP:Iteration 67Q (505.340534 sec): 3 clusters Score: Raw -780428.362210 + Penalty 6813.738235 = -773614.623976 nChanged 0 SP:Iteration 68F (505.474618 sec): 3 clusters Score: Raw -780428.362210 + Penalty 6813.738235 = -773614.623976 nChanged 0 Trying to split cluster 5 (1597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.548874 sec): 2 clusters Score: Raw -83441.033097 + Penalty 2732.764336 = -80708.268762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.656277 sec): 3 clusters Score: Raw -83291.526167 + Penalty 5465.528672 = -77825.997495 nChanged 432 SP:Iteration 1F (505.755371 sec): 3 clusters Score: Raw -84205.194599 + Penalty 5465.528672 = -78739.665927 nChanged 165 SP:Iteration 2F (505.856741 sec): 3 clusters Score: Raw -84543.428653 + Penalty 5465.528672 = -79077.899981 nChanged 85 SP:Iteration 3F (505.933468 sec): 3 clusters Score: Raw -84692.790649 + Penalty 5465.528672 = -79227.261977 nChanged 46 SP:Iteration 4Q (506.040505 sec): 3 clusters Score: Raw -84766.781636 + Penalty 5465.528672 = -79301.252964 nChanged 37 SP:Iteration 5Q (506.128793 sec): 3 clusters Score: Raw -84816.074614 + Penalty 5465.528672 = -79350.545942 nChanged 24 SP:Iteration 6Q (506.251726 sec): 3 clusters Score: Raw -84852.594238 + Penalty 5465.528672 = -79387.065566 nChanged 22 SP:Iteration 7Q (506.339727 sec): 3 clusters Score: Raw -84884.955205 + Penalty 5465.528672 = -79419.426533 nChanged 21 SP:Iteration 8Q (506.453376 sec): 3 clusters Score: Raw -84914.009216 + Penalty 5465.528672 = -79448.480544 nChanged 10 SP:Iteration 9Q (506.575273 sec): 3 clusters Score: Raw -84927.653935 + Penalty 5465.528672 = -79462.125264 nChanged 6 SP:Iteration 10Q (506.670855 sec): 3 clusters Score: Raw -84935.646750 + Penalty 5465.528672 = -79470.118078 nChanged 2 SP:Iteration 11Q (506.768218 sec): 3 clusters Score: Raw -84937.078542 + Penalty 5465.528672 = -79471.549870 nChanged 1 SP:Iteration 12Q (506.882246 sec): 3 clusters Score: Raw -84937.724884 + Penalty 5465.528672 = -79472.196212 nChanged 1 SP:Iteration 13Q (506.995009 sec): 3 clusters Score: Raw -84939.395438 + Penalty 5465.528672 = -79473.866767 nChanged 1 SP:Iteration 14Q (507.111175 sec): 3 clusters Score: Raw -84939.988041 + Penalty 5465.528672 = -79474.459369 nChanged 2 SP:Iteration 15Q (507.207852 sec): 3 clusters Score: Raw -84941.294944 + Penalty 5465.528672 = -79475.766273 nChanged 2 SP:Iteration 16Q (507.313779 sec): 3 clusters Score: Raw -84943.470380 + Penalty 5465.528672 = -79477.941709 nChanged 5 SP:Iteration 17Q (507.427225 sec): 3 clusters Score: Raw -84948.154107 + Penalty 5465.528672 = -79482.625435 nChanged 3 SP:Iteration 18Q (507.534114 sec): 3 clusters Score: Raw -84951.120299 + Penalty 5465.528672 = -79485.591627 nChanged 2 SP:Iteration 19Q (507.625393 sec): 3 clusters Score: Raw -84952.136771 + Penalty 5465.528672 = -79486.608099 nChanged 1 SP:Iteration 20F (507.741757 sec): 3 clusters Score: Raw -84952.786785 + Penalty 5465.528672 = -79487.258113 nChanged 0 Trying to split cluster 6 (6115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.829749 sec): 2 clusters Score: Raw -411657.405341 + Penalty 3230.204268 = -408427.201073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.959579 sec): 3 clusters Score: Raw -408832.068942 + Penalty 6460.408536 = -402371.660406 nChanged 2289 SP:Iteration 1F (508.072810 sec): 3 clusters Score: Raw -410386.261691 + Penalty 6460.408536 = -403925.853155 nChanged 549 SP:Iteration 2F (508.205345 sec): 3 clusters Score: Raw -410808.087262 + Penalty 6460.408536 = -404347.678727 nChanged 373 SP:Iteration 3F (508.333727 sec): 3 clusters Score: Raw -411140.524762 + Penalty 6460.408536 = -404680.116226 nChanged 306 SP:Iteration 4F (508.452552 sec): 3 clusters Score: Raw -411436.971845 + Penalty 6460.408536 = -404976.563309 nChanged 313 SP:Iteration 5F (508.570745 sec): 3 clusters Score: Raw -411760.783157 + Penalty 6460.408536 = -405300.374622 nChanged 309 SP:Iteration 6F (508.725248 sec): 3 clusters Score: Raw -412090.398730 + Penalty 6460.408536 = -405629.990194 nChanged 287 SP:Iteration 7Q (508.859243 sec): 3 clusters Score: Raw -412367.848444 + Penalty 6460.408536 = -405907.439908 nChanged 247 SP:Iteration 8Q (508.977955 sec): 3 clusters Score: Raw -412599.658955 + Penalty 6460.408536 = -406139.250419 nChanged 224 SP:Iteration 9Q (509.087344 sec): 3 clusters Score: Raw -412809.794997 + Penalty 6460.408536 = -406349.386461 nChanged 196 SP:Iteration 10Q (509.224986 sec): 3 clusters Score: Raw -413019.270283 + Penalty 6460.408536 = -406558.861747 nChanged 185 SP:Iteration 11Q (509.358208 sec): 3 clusters Score: Raw -413181.493891 + Penalty 6460.408536 = -406721.085355 nChanged 149 SP:Iteration 12Q (509.448398 sec): 3 clusters Score: Raw -413290.473262 + Penalty 6460.408536 = -406830.064727 nChanged 110 SP:Iteration 13Q (509.576464 sec): 3 clusters Score: Raw -413358.656758 + Penalty 6460.408536 = -406898.248223 nChanged 68 SP:Iteration 14Q (509.686028 sec): 3 clusters Score: Raw -413397.366220 + Penalty 6460.408536 = -406936.957684 nChanged 48 SP:Iteration 15Q (509.809330 sec): 3 clusters Score: Raw -413430.479583 + Penalty 6460.408536 = -406970.071047 nChanged 45 SP:Iteration 16Q (509.945942 sec): 3 clusters Score: Raw -413463.277940 + Penalty 6460.408536 = -407002.869405 nChanged 51 SP:Iteration 17Q (510.053242 sec): 3 clusters Score: Raw -413492.535842 + Penalty 6460.408536 = -407032.127307 nChanged 38 SP:Iteration 18Q (510.179834 sec): 3 clusters Score: Raw -413514.913908 + Penalty 6460.408536 = -407054.505372 nChanged 21 SP:Iteration 19Q (510.288445 sec): 3 clusters Score: Raw -413523.786572 + Penalty 6460.408536 = -407063.378037 nChanged 12 SP:Iteration 20F (510.428041 sec): 3 clusters Score: Raw -413528.289110 + Penalty 6460.408536 = -407067.880574 nChanged 8 SP:Iteration 21Q (510.532536 sec): 3 clusters Score: Raw -413529.709798 + Penalty 6460.408536 = -407069.301263 nChanged 3 SP:Iteration 22Q (510.666012 sec): 3 clusters Score: Raw -413530.198964 + Penalty 6460.408536 = -407069.790428 nChanged 4 SP:Iteration 23Q (510.784126 sec): 3 clusters Score: Raw -413531.374176 + Penalty 6460.408536 = -407070.965640 nChanged 2 SP:Iteration 24Q (510.902411 sec): 3 clusters Score: Raw -413532.277439 + Penalty 6460.408536 = -407071.868903 nChanged 3 SP:Iteration 25Q (511.027403 sec): 3 clusters Score: Raw -413533.466823 + Penalty 6460.408536 = -407073.058287 nChanged 2 SP:Iteration 26Q (511.139444 sec): 3 clusters Score: Raw -413534.182337 + Penalty 6460.408536 = -407073.773802 nChanged 1 SP:Iteration 27Q (511.250921 sec): 3 clusters Score: Raw -413534.506640 + Penalty 6460.408536 = -407074.098104 nChanged 0 SP:Iteration 28F (511.395352 sec): 3 clusters Score: Raw -413534.506640 + Penalty 6460.408536 = -407074.098104 nChanged 0 Iteration 59Q (511.761573 sec): 6 clusters Score: Raw -1785045.348769 + Penalty 18775.520971 = -1766269.827797 nChanged 18 Iteration 60F (512.216324 sec): 6 clusters Score: Raw -1785051.371823 + Penalty 18775.520971 = -1766275.850852 nChanged 11 Iteration 61Q (512.587620 sec): 6 clusters Score: Raw -1785055.143191 + Penalty 18775.520971 = -1766279.622219 nChanged 9 Iteration 62Q (512.973679 sec): 6 clusters Score: Raw -1785058.066400 + Penalty 18775.520971 = -1766282.545428 nChanged 9 Iteration 63Q (513.345563 sec): 6 clusters Score: Raw -1785060.690011 + Penalty 18775.520971 = -1766285.169039 nChanged 8 Iteration 64Q (513.721579 sec): 6 clusters Score: Raw -1785063.129268 + Penalty 18775.520971 = -1766287.608297 nChanged 9 Iteration 65Q (514.107186 sec): 6 clusters Score: Raw -1785066.475698 + Penalty 18775.520971 = -1766290.954726 nChanged 14 Iteration 66Q (514.471070 sec): 6 clusters Score: Raw -1785070.757038 + Penalty 18775.520971 = -1766295.236067 nChanged 12 Iteration 67Q (514.856252 sec): 6 clusters Score: Raw -1785072.928780 + Penalty 18775.520971 = -1766297.407809 nChanged 4 Iteration 68Q (515.228137 sec): 6 clusters Score: Raw -1785073.692470 + Penalty 18775.520971 = -1766298.171499 nChanged 4 Iteration 69Q (515.626694 sec): 6 clusters Score: Raw -1785074.629800 + Penalty 18775.520971 = -1766299.108829 nChanged 3 Iteration 70Q (515.987832 sec): 6 clusters Score: Raw -1785075.093951 + Penalty 18775.520971 = -1766299.572980 nChanged 2 Iteration 71Q (516.397854 sec): 6 clusters Score: Raw -1785075.453171 + Penalty 18775.520971 = -1766299.932200 nChanged 2 Iteration 72Q (516.768148 sec): 6 clusters Score: Raw -1785075.829062 + Penalty 18775.520971 = -1766300.308090 nChanged 5 Iteration 73Q (517.125721 sec): 6 clusters Score: Raw -1785077.651686 + Penalty 18775.520971 = -1766302.130715 nChanged 3 Iteration 74Q (517.505652 sec): 6 clusters Score: Raw -1785078.452892 + Penalty 18775.520971 = -1766302.931921 nChanged 6 Iteration 75Q (517.879802 sec): 6 clusters Score: Raw -1785080.272265 + Penalty 18775.520971 = -1766304.751293 nChanged 5 Iteration 76Q (518.244423 sec): 6 clusters Score: Raw -1785082.044022 + Penalty 18775.520971 = -1766306.523051 nChanged 10 Iteration 77Q (518.622741 sec): 6 clusters Score: Raw -1785085.469431 + Penalty 18775.520971 = -1766309.948460 nChanged 8 Iteration 78Q (519.014673 sec): 6 clusters Score: Raw -1785088.043938 + Penalty 18775.520971 = -1766312.522966 nChanged 10 Iteration 79Q (519.370071 sec): 6 clusters Score: Raw -1785090.614896 + Penalty 18775.520971 = -1766315.093924 nChanged 10 Iteration 80F (519.812476 sec): 6 clusters Score: Raw -1785094.173965 + Penalty 18775.520971 = -1766318.652993 nChanged 8 Iteration 81Q (520.194395 sec): 6 clusters Score: Raw -1785097.180171 + Penalty 18775.520971 = -1766321.659200 nChanged 4 Iteration 82Q (520.589801 sec): 6 clusters Score: Raw -1785098.333729 + Penalty 18775.520971 = -1766322.812758 nChanged 12 Iteration 83Q (520.968829 sec): 6 clusters Score: Raw -1785102.399360 + Penalty 18775.520971 = -1766326.878388 nChanged 15 Iteration 84Q (521.373857 sec): 6 clusters Score: Raw -1785107.968501 + Penalty 18775.520971 = -1766332.447530 nChanged 14 Iteration 85Q (521.752903 sec): 6 clusters Score: Raw -1785112.875418 + Penalty 18775.520971 = -1766337.354447 nChanged 10 Iteration 86Q (522.135226 sec): 6 clusters Score: Raw -1785115.501968 + Penalty 18775.520971 = -1766339.980997 nChanged 8 Iteration 87Q (522.530523 sec): 6 clusters Score: Raw -1785119.438194 + Penalty 18775.520971 = -1766343.917222 nChanged 11 Iteration 88Q (522.884805 sec): 6 clusters Score: Raw -1785123.232736 + Penalty 18775.520971 = -1766347.711765 nChanged 12 Iteration 89Q (523.261080 sec): 6 clusters Score: Raw -1785127.860457 + Penalty 18775.520971 = -1766352.339486 nChanged 11 Iteration 90Q (523.628472 sec): 6 clusters Score: Raw -1785131.807524 + Penalty 18775.520971 = -1766356.286553 nChanged 9 Iteration 91Q (524.020490 sec): 6 clusters Score: Raw -1785134.422817 + Penalty 18775.520971 = -1766358.901845 nChanged 12 Iteration 92Q (524.416841 sec): 6 clusters Score: Raw -1785137.622055 + Penalty 18775.520971 = -1766362.101084 nChanged 12 Iteration 93Q (524.801029 sec): 6 clusters Score: Raw -1785140.298220 + Penalty 18775.520971 = -1766364.777249 nChanged 10 Iteration 94Q (525.166503 sec): 6 clusters Score: Raw -1785141.891586 + Penalty 18775.520971 = -1766366.370615 nChanged 10 Iteration 95Q (525.562984 sec): 6 clusters Score: Raw -1785144.897075 + Penalty 18775.520971 = -1766369.376104 nChanged 12 Iteration 96Q (525.948127 sec): 6 clusters Score: Raw -1785149.181780 + Penalty 18775.520971 = -1766373.660808 nChanged 16 Iteration 97Q (526.326930 sec): 6 clusters Score: Raw -1785155.049135 + Penalty 18775.520971 = -1766379.528163 nChanged 18 Iteration 98Q (526.680365 sec): 6 clusters Score: Raw -1785160.097261 + Penalty 18775.520971 = -1766384.576289 nChanged 14 Writing temp clu file Because OldScore, -1766379.528163, is greater than current (better) Score,-1766384.576289 Compute initial score before splitting: Score: Raw -1785160.097261 + Penalty 18775.520971 = -1766384.576289 Trying to split cluster 1 (5393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.787914 sec): 2 clusters Score: Raw -381846.537949 + Penalty 3183.653554 = -378662.884395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.898449 sec): 3 clusters Score: Raw -379543.204714 + Penalty 6367.307108 = -373175.897606 nChanged 1896 SP:Iteration 1F (527.035246 sec): 3 clusters Score: Raw -380774.238496 + Penalty 6367.307108 = -374406.931388 nChanged 412 SP:Iteration 2F (527.161987 sec): 3 clusters Score: Raw -381073.387733 + Penalty 6367.307108 = -374706.080626 nChanged 277 SP:Iteration 3F (527.278468 sec): 3 clusters Score: Raw -381262.762158 + Penalty 6367.307108 = -374895.455051 nChanged 209 SP:Iteration 4Q (527.397582 sec): 3 clusters Score: Raw -381407.893119 + Penalty 6367.307108 = -375040.586012 nChanged 186 SP:Iteration 5Q (527.515813 sec): 3 clusters Score: Raw -381558.101038 + Penalty 6367.307108 = -375190.793931 nChanged 182 SP:Iteration 6Q (527.624303 sec): 3 clusters Score: Raw -381714.630465 + Penalty 6367.307108 = -375347.323357 nChanged 180 SP:Iteration 7Q (527.763917 sec): 3 clusters Score: Raw -381887.748907 + Penalty 6367.307108 = -375520.441799 nChanged 215 SP:Iteration 8Q (527.885596 sec): 3 clusters Score: Raw -382088.000468 + Penalty 6367.307108 = -375720.693361 nChanged 200 SP:Iteration 9Q (528.000891 sec): 3 clusters Score: Raw -382257.001915 + Penalty 6367.307108 = -375889.694807 nChanged 183 SP:Iteration 10Q (528.119769 sec): 3 clusters Score: Raw -382432.140598 + Penalty 6367.307108 = -376064.833490 nChanged 188 SP:Iteration 11Q (528.221302 sec): 3 clusters Score: Raw -382588.251463 + Penalty 6367.307108 = -376220.944356 nChanged 151 SP:Iteration 12Q (528.345288 sec): 3 clusters Score: Raw -382704.156288 + Penalty 6367.307108 = -376336.849180 nChanged 124 SP:Iteration 13Q (528.462230 sec): 3 clusters Score: Raw -382807.057909 + Penalty 6367.307108 = -376439.750802 nChanged 118 SP:Iteration 14Q (528.579742 sec): 3 clusters Score: Raw -382901.621784 + Penalty 6367.307108 = -376534.314676 nChanged 112 SP:Iteration 15Q (528.695358 sec): 3 clusters Score: Raw -382971.540789 + Penalty 6367.307108 = -376604.233682 nChanged 76 SP:Iteration 16Q (528.810426 sec): 3 clusters Score: Raw -383014.191561 + Penalty 6367.307108 = -376646.884453 nChanged 55 SP:Iteration 17Q (528.937862 sec): 3 clusters Score: Raw -383044.020128 + Penalty 6367.307108 = -376676.713020 nChanged 45 SP:Iteration 18Q (529.073845 sec): 3 clusters Score: Raw -383065.567399 + Penalty 6367.307108 = -376698.260291 nChanged 35 SP:Iteration 19Q (529.185061 sec): 3 clusters Score: Raw -383079.615554 + Penalty 6367.307108 = -376712.308446 nChanged 28 SP:Iteration 20F (529.313221 sec): 3 clusters Score: Raw -383092.622581 + Penalty 6367.307108 = -376725.315473 nChanged 29 SP:Iteration 21Q (529.433861 sec): 3 clusters Score: Raw -383105.451691 + Penalty 6367.307108 = -376738.144584 nChanged 22 SP:Iteration 22Q (529.557349 sec): 3 clusters Score: Raw -383115.151818 + Penalty 6367.307108 = -376747.844711 nChanged 19 SP:Iteration 23Q (529.694387 sec): 3 clusters Score: Raw -383123.776423 + Penalty 6367.307108 = -376756.469315 nChanged 18 SP:Iteration 24Q (529.797316 sec): 3 clusters Score: Raw -383132.506720 + Penalty 6367.307108 = -376765.199612 nChanged 22 SP:Iteration 25Q (529.927139 sec): 3 clusters Score: Raw -383149.343933 + Penalty 6367.307108 = -376782.036825 nChanged 20 SP:Iteration 26Q (530.027991 sec): 3 clusters Score: Raw -383161.079927 + Penalty 6367.307108 = -376793.772820 nChanged 22 SP:Iteration 27Q (530.135663 sec): 3 clusters Score: Raw -383169.275127 + Penalty 6367.307108 = -376801.968019 nChanged 20 SP:Iteration 28Q (530.256256 sec): 3 clusters Score: Raw -383177.595032 + Penalty 6367.307108 = -376810.287925 nChanged 14 SP:Iteration 29Q (530.375864 sec): 3 clusters Score: Raw -383184.424196 + Penalty 6367.307108 = -376817.117088 nChanged 11 SP:Iteration 30Q (530.494750 sec): 3 clusters Score: Raw -383187.798003 + Penalty 6367.307108 = -376820.490895 nChanged 9 SP:Iteration 31Q (530.623689 sec): 3 clusters Score: Raw -383192.152982 + Penalty 6367.307108 = -376824.845875 nChanged 11 SP:Iteration 32Q (530.744549 sec): 3 clusters Score: Raw -383198.309652 + Penalty 6367.307108 = -376831.002544 nChanged 9 SP:Iteration 33Q (530.848519 sec): 3 clusters Score: Raw -383201.782907 + Penalty 6367.307108 = -376834.475799 nChanged 7 SP:Iteration 34Q (530.987198 sec): 3 clusters Score: Raw -383204.393460 + Penalty 6367.307108 = -376837.086352 nChanged 7 SP:Iteration 35Q (531.095612 sec): 3 clusters Score: Raw -383207.992418 + Penalty 6367.307108 = -376840.685311 nChanged 8 SP:Iteration 36Q (531.220717 sec): 3 clusters Score: Raw -383210.974597 + Penalty 6367.307108 = -376843.667489 nChanged 6 SP:Iteration 37Q (531.344953 sec): 3 clusters Score: Raw -383214.409178 + Penalty 6367.307108 = -376847.102071 nChanged 8 SP:Iteration 38Q (531.472000 sec): 3 clusters Score: Raw -383218.480561 + Penalty 6367.307108 = -376851.173454 nChanged 11 SP:Iteration 39Q (531.611056 sec): 3 clusters Score: Raw -383225.167669 + Penalty 6367.307108 = -376857.860561 nChanged 11 SP:Iteration 40F (531.720327 sec): 3 clusters Score: Raw -383231.006939 + Penalty 6367.307108 = -376863.699832 nChanged 19 SP:Iteration 41Q (531.847189 sec): 3 clusters Score: Raw -383240.707756 + Penalty 6367.307108 = -376873.400648 nChanged 13 SP:Iteration 42Q (531.967084 sec): 3 clusters Score: Raw -383246.272152 + Penalty 6367.307108 = -376878.965044 nChanged 11 SP:Iteration 43Q (532.077685 sec): 3 clusters Score: Raw -383250.440598 + Penalty 6367.307108 = -376883.133490 nChanged 7 SP:Iteration 44Q (532.199412 sec): 3 clusters Score: Raw -383253.072780 + Penalty 6367.307108 = -376885.765673 nChanged 5 SP:Iteration 45Q (532.315174 sec): 3 clusters Score: Raw -383254.431743 + Penalty 6367.307108 = -376887.124635 nChanged 4 SP:Iteration 46Q (532.454540 sec): 3 clusters Score: Raw -383255.835520 + Penalty 6367.307108 = -376888.528412 nChanged 6 SP:Iteration 47Q (532.566882 sec): 3 clusters Score: Raw -383259.040257 + Penalty 6367.307108 = -376891.733150 nChanged 6 SP:Iteration 48Q (532.666381 sec): 3 clusters Score: Raw -383261.335467 + Penalty 6367.307108 = -376894.028359 nChanged 5 SP:Iteration 49Q (532.784664 sec): 3 clusters Score: Raw -383262.909833 + Penalty 6367.307108 = -376895.602725 nChanged 5 SP:Iteration 50Q (532.905551 sec): 3 clusters Score: Raw -383264.667819 + Penalty 6367.307108 = -376897.360712 nChanged 3 SP:Iteration 51Q (533.041956 sec): 3 clusters Score: Raw -383265.392811 + Penalty 6367.307108 = -376898.085703 nChanged 2 SP:Iteration 52Q (533.153575 sec): 3 clusters Score: Raw -383265.959112 + Penalty 6367.307108 = -376898.652004 nChanged 2 SP:Iteration 53Q (533.282271 sec): 3 clusters Score: Raw -383266.686695 + Penalty 6367.307108 = -376899.379587 nChanged 2 SP:Iteration 54Q (533.412513 sec): 3 clusters Score: Raw -383267.690825 + Penalty 6367.307108 = -376900.383718 nChanged 3 SP:Iteration 55Q (533.520694 sec): 3 clusters Score: Raw -383268.982779 + Penalty 6367.307108 = -376901.675671 nChanged 4 SP:Iteration 56Q (533.638162 sec): 3 clusters Score: Raw -383271.252921 + Penalty 6367.307108 = -376903.945813 nChanged 5 SP:Iteration 57Q (533.784908 sec): 3 clusters Score: Raw -383272.927626 + Penalty 6367.307108 = -376905.620518 nChanged 2 SP:Iteration 58Q (533.875162 sec): 3 clusters Score: Raw -383273.597758 + Penalty 6367.307108 = -376906.290651 nChanged 1 SP:Iteration 59Q (534.025377 sec): 3 clusters Score: Raw -383273.846965 + Penalty 6367.307108 = -376906.539858 nChanged 1 SP:Iteration 60F (534.163201 sec): 3 clusters Score: Raw -383274.105124 + Penalty 6367.307108 = -376906.798016 nChanged 2 SP:Iteration 61Q (534.259353 sec): 3 clusters Score: Raw -383274.874644 + Penalty 6367.307108 = -376907.567536 nChanged 3 SP:Iteration 62Q (534.390794 sec): 3 clusters Score: Raw -383275.815707 + Penalty 6367.307108 = -376908.508599 nChanged 1 SP:Iteration 63Q (534.510846 sec): 3 clusters Score: Raw -383276.086359 + Penalty 6367.307108 = -376908.779252 nChanged 0 SP:Iteration 64F (534.619486 sec): 3 clusters Score: Raw -383276.086359 + Penalty 6367.307108 = -376908.779252 nChanged 0 Trying to split cluster 2 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.696921 sec): 2 clusters Score: Raw -158807.970001 + Penalty 2843.101452 = -155964.868549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.820060 sec): 3 clusters Score: Raw -158164.113629 + Penalty 5686.202904 = -152477.910726 nChanged 635 SP:Iteration 1F (534.905018 sec): 3 clusters Score: Raw -158817.676344 + Penalty 5686.202904 = -153131.473440 nChanged 170 SP:Iteration 2F (535.039762 sec): 3 clusters Score: Raw -159052.229472 + Penalty 5686.202904 = -153366.026568 nChanged 119 SP:Iteration 3F (535.122425 sec): 3 clusters Score: Raw -159227.456251 + Penalty 5686.202904 = -153541.253347 nChanged 96 SP:Iteration 4Q (535.235093 sec): 3 clusters Score: Raw -159384.267145 + Penalty 5686.202904 = -153698.064242 nChanged 81 SP:Iteration 5Q (535.374397 sec): 3 clusters Score: Raw -159529.011041 + Penalty 5686.202904 = -153842.808137 nChanged 62 SP:Iteration 6Q (535.464441 sec): 3 clusters Score: Raw -159649.346902 + Penalty 5686.202904 = -153963.143998 nChanged 59 SP:Iteration 7Q (535.595003 sec): 3 clusters Score: Raw -159742.924702 + Penalty 5686.202904 = -154056.721799 nChanged 54 SP:Iteration 8Q (535.696730 sec): 3 clusters Score: Raw -159814.565359 + Penalty 5686.202904 = -154128.362456 nChanged 43 SP:Iteration 9Q (535.830720 sec): 3 clusters Score: Raw -159871.779948 + Penalty 5686.202904 = -154185.577044 nChanged 34 SP:Iteration 10Q (535.939197 sec): 3 clusters Score: Raw -159920.624898 + Penalty 5686.202904 = -154234.421994 nChanged 25 SP:Iteration 11Q (536.027534 sec): 3 clusters Score: Raw -159959.271826 + Penalty 5686.202904 = -154273.068923 nChanged 25 SP:Iteration 12Q (536.138120 sec): 3 clusters Score: Raw -159996.702333 + Penalty 5686.202904 = -154310.499430 nChanged 27 SP:Iteration 13Q (536.252701 sec): 3 clusters Score: Raw -160037.073489 + Penalty 5686.202904 = -154350.870585 nChanged 32 SP:Iteration 14Q (536.385068 sec): 3 clusters Score: Raw -160075.881263 + Penalty 5686.202904 = -154389.678359 nChanged 25 SP:Iteration 15Q (536.468418 sec): 3 clusters Score: Raw -160101.991112 + Penalty 5686.202904 = -154415.788209 nChanged 19 SP:Iteration 16Q (536.592948 sec): 3 clusters Score: Raw -160119.531026 + Penalty 5686.202904 = -154433.328122 nChanged 12 SP:Iteration 17Q (536.711190 sec): 3 clusters Score: Raw -160133.026635 + Penalty 5686.202904 = -154446.823731 nChanged 17 SP:Iteration 18Q (536.814838 sec): 3 clusters Score: Raw -160155.204858 + Penalty 5686.202904 = -154469.001955 nChanged 15 SP:Iteration 19Q (536.912447 sec): 3 clusters Score: Raw -160169.635850 + Penalty 5686.202904 = -154483.432946 nChanged 13 SP:Iteration 20F (537.032808 sec): 3 clusters Score: Raw -160182.359540 + Penalty 5686.202904 = -154496.156636 nChanged 11 SP:Iteration 21Q (537.148049 sec): 3 clusters Score: Raw -160191.505512 + Penalty 5686.202904 = -154505.302608 nChanged 5 SP:Iteration 22Q (537.253754 sec): 3 clusters Score: Raw -160195.871586 + Penalty 5686.202904 = -154509.668682 nChanged 5 SP:Iteration 23Q (537.341360 sec): 3 clusters Score: Raw -160201.770692 + Penalty 5686.202904 = -154515.567788 nChanged 7 SP:Iteration 24Q (537.472138 sec): 3 clusters Score: Raw -160208.308031 + Penalty 5686.202904 = -154522.105127 nChanged 6 SP:Iteration 25Q (537.576608 sec): 3 clusters Score: Raw -160213.411268 + Penalty 5686.202904 = -154527.208364 nChanged 7 SP:Iteration 26Q (537.694516 sec): 3 clusters Score: Raw -160219.860980 + Penalty 5686.202904 = -154533.658076 nChanged 5 SP:Iteration 27Q (537.794366 sec): 3 clusters Score: Raw -160223.756020 + Penalty 5686.202904 = -154537.553116 nChanged 3 SP:Iteration 28Q (537.916520 sec): 3 clusters Score: Raw -160226.188981 + Penalty 5686.202904 = -154539.986077 nChanged 5 SP:Iteration 29Q (538.025739 sec): 3 clusters Score: Raw -160232.352078 + Penalty 5686.202904 = -154546.149174 nChanged 6 SP:Iteration 30Q (538.132611 sec): 3 clusters Score: Raw -160237.487592 + Penalty 5686.202904 = -154551.284688 nChanged 3 SP:Iteration 31Q (538.258406 sec): 3 clusters Score: Raw -160241.776278 + Penalty 5686.202904 = -154555.573374 nChanged 4 SP:Iteration 32Q (538.352140 sec): 3 clusters Score: Raw -160245.069757 + Penalty 5686.202904 = -154558.866853 nChanged 4 SP:Iteration 33Q (538.461548 sec): 3 clusters Score: Raw -160248.878000 + Penalty 5686.202904 = -154562.675096 nChanged 4 SP:Iteration 34Q (538.586518 sec): 3 clusters Score: Raw -160252.175921 + Penalty 5686.202904 = -154565.973017 nChanged 0 SP:Iteration 35F (538.709832 sec): 3 clusters Score: Raw -160252.175921 + Penalty 5686.202904 = -154565.973017 nChanged 0 Trying to split cluster 4 (9858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.803395 sec): 2 clusters Score: Raw -779658.552682 + Penalty 3407.132297 = -776251.420385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.944715 sec): 3 clusters Score: Raw -774666.996291 + Penalty 6814.264593 = -767852.731698 nChanged 3852 SP:Iteration 1F (539.084140 sec): 3 clusters Score: Raw -776952.887764 + Penalty 6814.264593 = -770138.623171 nChanged 827 SP:Iteration 2F (539.215890 sec): 3 clusters Score: Raw -777564.756394 + Penalty 6814.264593 = -770750.491801 nChanged 646 SP:Iteration 3F (539.330597 sec): 3 clusters Score: Raw -778099.929638 + Penalty 6814.264593 = -771285.665045 nChanged 591 SP:Iteration 4F (539.478525 sec): 3 clusters Score: Raw -778647.569698 + Penalty 6814.264593 = -771833.305104 nChanged 617 SP:Iteration 5F (539.627257 sec): 3 clusters Score: Raw -779207.480249 + Penalty 6814.264593 = -772393.215656 nChanged 553 SP:Iteration 6F (539.745307 sec): 3 clusters Score: Raw -779645.423729 + Penalty 6814.264593 = -772831.159136 nChanged 462 SP:Iteration 7Q (539.892937 sec): 3 clusters Score: Raw -779959.264644 + Penalty 6814.264593 = -773145.000051 nChanged 371 SP:Iteration 8Q (540.004855 sec): 3 clusters Score: Raw -780183.337513 + Penalty 6814.264593 = -773369.072920 nChanged 278 SP:Iteration 9Q (540.173759 sec): 3 clusters Score: Raw -780337.408397 + Penalty 6814.264593 = -773523.143803 nChanged 217 SP:Iteration 10Q (540.293467 sec): 3 clusters Score: Raw -780436.524884 + Penalty 6814.264593 = -773622.260291 nChanged 161 SP:Iteration 11Q (540.443603 sec): 3 clusters Score: Raw -780516.367324 + Penalty 6814.264593 = -773702.102731 nChanged 139 SP:Iteration 12Q (540.568326 sec): 3 clusters Score: Raw -780582.106455 + Penalty 6814.264593 = -773767.841862 nChanged 106 SP:Iteration 13Q (540.732953 sec): 3 clusters Score: Raw -780635.051609 + Penalty 6814.264593 = -773820.787016 nChanged 106 SP:Iteration 14Q (540.867491 sec): 3 clusters Score: Raw -780689.747892 + Penalty 6814.264593 = -773875.483299 nChanged 106 SP:Iteration 15Q (541.032400 sec): 3 clusters Score: Raw -780741.147985 + Penalty 6814.264593 = -773926.883392 nChanged 94 SP:Iteration 16Q (541.167552 sec): 3 clusters Score: Raw -780779.827729 + Penalty 6814.264593 = -773965.563135 nChanged 77 SP:Iteration 17Q (541.298583 sec): 3 clusters Score: Raw -780810.605390 + Penalty 6814.264593 = -773996.340797 nChanged 74 SP:Iteration 18Q (541.434060 sec): 3 clusters Score: Raw -780843.483905 + Penalty 6814.264593 = -774029.219312 nChanged 60 SP:Iteration 19Q (541.553999 sec): 3 clusters Score: Raw -780867.062138 + Penalty 6814.264593 = -774052.797544 nChanged 55 SP:Iteration 20F (541.716088 sec): 3 clusters Score: Raw -780888.936766 + Penalty 6814.264593 = -774074.672173 nChanged 38 SP:Iteration 21Q (541.844446 sec): 3 clusters Score: Raw -780904.441629 + Penalty 6814.264593 = -774090.177035 nChanged 34 SP:Iteration 22Q (542.003034 sec): 3 clusters Score: Raw -780914.976085 + Penalty 6814.264593 = -774100.711492 nChanged 38 SP:Iteration 23Q (542.108651 sec): 3 clusters Score: Raw -780927.161221 + Penalty 6814.264593 = -774112.896628 nChanged 39 SP:Iteration 24Q (542.264602 sec): 3 clusters Score: Raw -780940.320771 + Penalty 6814.264593 = -774126.056178 nChanged 30 SP:Iteration 25Q (542.408375 sec): 3 clusters Score: Raw -780948.848931 + Penalty 6814.264593 = -774134.584338 nChanged 20 SP:Iteration 26Q (542.543316 sec): 3 clusters Score: Raw -780955.334869 + Penalty 6814.264593 = -774141.070276 nChanged 24 SP:Iteration 27Q (542.678757 sec): 3 clusters Score: Raw -780962.419994 + Penalty 6814.264593 = -774148.155401 nChanged 19 SP:Iteration 28Q (542.792971 sec): 3 clusters Score: Raw -780968.668161 + Penalty 6814.264593 = -774154.403568 nChanged 16 SP:Iteration 29Q (542.910789 sec): 3 clusters Score: Raw -780974.542428 + Penalty 6814.264593 = -774160.277835 nChanged 15 SP:Iteration 30Q (543.070963 sec): 3 clusters Score: Raw -780981.116311 + Penalty 6814.264593 = -774166.851718 nChanged 15 SP:Iteration 31Q (543.196699 sec): 3 clusters Score: Raw -780985.929175 + Penalty 6814.264593 = -774171.664582 nChanged 19 SP:Iteration 32Q (543.337317 sec): 3 clusters Score: Raw -780992.341802 + Penalty 6814.264593 = -774178.077209 nChanged 20 SP:Iteration 33Q (543.461337 sec): 3 clusters Score: Raw -780997.874056 + Penalty 6814.264593 = -774183.609463 nChanged 14 SP:Iteration 34Q (543.590904 sec): 3 clusters Score: Raw -781002.701902 + Penalty 6814.264593 = -774188.437309 nChanged 9 SP:Iteration 35Q (543.748782 sec): 3 clusters Score: Raw -781004.988091 + Penalty 6814.264593 = -774190.723498 nChanged 5 SP:Iteration 36Q (543.876548 sec): 3 clusters Score: Raw -781006.547995 + Penalty 6814.264593 = -774192.283401 nChanged 6 SP:Iteration 37Q (544.021063 sec): 3 clusters Score: Raw -781007.863952 + Penalty 6814.264593 = -774193.599359 nChanged 5 SP:Iteration 38Q (544.159230 sec): 3 clusters Score: Raw -781009.022241 + Penalty 6814.264593 = -774194.757648 nChanged 2 SP:Iteration 39Q (544.304843 sec): 3 clusters Score: Raw -781009.707758 + Penalty 6814.264593 = -774195.443165 nChanged 2 SP:Iteration 40F (544.445284 sec): 3 clusters Score: Raw -781010.179022 + Penalty 6814.264593 = -774195.914429 nChanged 3 SP:Iteration 41Q (544.573973 sec): 3 clusters Score: Raw -781011.555168 + Penalty 6814.264593 = -774197.290574 nChanged 7 SP:Iteration 42Q (544.704255 sec): 3 clusters Score: Raw -781013.071453 + Penalty 6814.264593 = -774198.806860 nChanged 1 SP:Iteration 43Q (544.854207 sec): 3 clusters Score: Raw -781013.355803 + Penalty 6814.264593 = -774199.091210 nChanged 1 SP:Iteration 44Q (544.969682 sec): 3 clusters Score: Raw -781013.606118 + Penalty 6814.264593 = -774199.341524 nChanged 0 SP:Iteration 45F (545.131679 sec): 3 clusters Score: Raw -781013.606118 + Penalty 6814.264593 = -774199.341524 nChanged 0 Trying to split cluster 5 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.195923 sec): 2 clusters Score: Raw -83522.176733 + Penalty 2732.996261 = -80789.180472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.289673 sec): 3 clusters Score: Raw -83232.823334 + Penalty 5465.992522 = -77766.830812 nChanged 452 SP:Iteration 1F (545.400115 sec): 3 clusters Score: Raw -84346.192177 + Penalty 5465.992522 = -78880.199655 nChanged 184 SP:Iteration 2F (545.503931 sec): 3 clusters Score: Raw -84942.703706 + Penalty 5465.992522 = -79476.711184 nChanged 124 SP:Iteration 3F (545.616655 sec): 3 clusters Score: Raw -85263.353627 + Penalty 5465.992522 = -79797.361106 nChanged 83 SP:Iteration 4F (545.707861 sec): 3 clusters Score: Raw -85477.800436 + Penalty 5465.992522 = -80011.807915 nChanged 56 SP:Iteration 5Q (545.837442 sec): 3 clusters Score: Raw -85728.011301 + Penalty 5465.992522 = -80262.018779 nChanged 50 SP:Iteration 6Q (545.925870 sec): 3 clusters Score: Raw -85842.281126 + Penalty 5465.992522 = -80376.288604 nChanged 38 SP:Iteration 7Q (546.035975 sec): 3 clusters Score: Raw -85915.778277 + Penalty 5465.992522 = -80449.785755 nChanged 20 SP:Iteration 8Q (546.135806 sec): 3 clusters Score: Raw -85962.144658 + Penalty 5465.992522 = -80496.152137 nChanged 25 SP:Iteration 9Q (546.254739 sec): 3 clusters Score: Raw -85997.179968 + Penalty 5465.992522 = -80531.187447 nChanged 15 SP:Iteration 10Q (546.360805 sec): 3 clusters Score: Raw -86050.932183 + Penalty 5465.992522 = -80584.939662 nChanged 15 SP:Iteration 11Q (546.450376 sec): 3 clusters Score: Raw -86094.403089 + Penalty 5465.992522 = -80628.410568 nChanged 12 SP:Iteration 12Q (546.560662 sec): 3 clusters Score: Raw -86125.243511 + Penalty 5465.992522 = -80659.250989 nChanged 13 SP:Iteration 13Q (546.666210 sec): 3 clusters Score: Raw -86147.125327 + Penalty 5465.992522 = -80681.132805 nChanged 6 SP:Iteration 14Q (546.775953 sec): 3 clusters Score: Raw -86156.452701 + Penalty 5465.992522 = -80690.460179 nChanged 2 SP:Iteration 15Q (546.872777 sec): 3 clusters Score: Raw -86158.500392 + Penalty 5465.992522 = -80692.507870 nChanged 1 SP:Iteration 16Q (546.975372 sec): 3 clusters Score: Raw -86159.288833 + Penalty 5465.992522 = -80693.296311 nChanged 0 SP:Iteration 17F (547.069375 sec): 3 clusters Score: Raw -86159.288833 + Penalty 5465.992522 = -80693.296311 nChanged 0 Trying to split cluster 6 (6197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.129661 sec): 2 clusters Score: Raw -417436.658781 + Penalty 3235.139526 = -414201.519255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.273678 sec): 3 clusters Score: Raw -414657.558417 + Penalty 6470.279052 = -408187.279365 nChanged 2310 SP:Iteration 1F (547.406360 sec): 3 clusters Score: Raw -416145.296805 + Penalty 6470.279052 = -409675.017753 nChanged 494 SP:Iteration 2F (547.503923 sec): 3 clusters Score: Raw -416545.320620 + Penalty 6470.279052 = -410075.041568 nChanged 367 SP:Iteration 3F (547.634578 sec): 3 clusters Score: Raw -416840.113048 + Penalty 6470.279052 = -410369.833996 nChanged 316 SP:Iteration 4F (547.758391 sec): 3 clusters Score: Raw -417111.456079 + Penalty 6470.279052 = -410641.177027 nChanged 277 SP:Iteration 5Q (547.909685 sec): 3 clusters Score: Raw -417349.115325 + Penalty 6470.279052 = -410878.836273 nChanged 272 SP:Iteration 6Q (548.018384 sec): 3 clusters Score: Raw -417590.625817 + Penalty 6470.279052 = -411120.346765 nChanged 250 SP:Iteration 7Q (548.149365 sec): 3 clusters Score: Raw -417811.039104 + Penalty 6470.279052 = -411340.760052 nChanged 225 SP:Iteration 8Q (548.290775 sec): 3 clusters Score: Raw -418009.694250 + Penalty 6470.279052 = -411539.415198 nChanged 200 SP:Iteration 9Q (548.400045 sec): 3 clusters Score: Raw -418176.336191 + Penalty 6470.279052 = -411706.057139 nChanged 178 SP:Iteration 10Q (548.527953 sec): 3 clusters Score: Raw -418329.641870 + Penalty 6470.279052 = -411859.362818 nChanged 165 SP:Iteration 11Q (548.674835 sec): 3 clusters Score: Raw -418464.586318 + Penalty 6470.279052 = -411994.307266 nChanged 146 SP:Iteration 12Q (548.771733 sec): 3 clusters Score: Raw -418572.665048 + Penalty 6470.279052 = -412102.385996 nChanged 129 SP:Iteration 13Q (548.900453 sec): 3 clusters Score: Raw -418654.600570 + Penalty 6470.279052 = -412184.321518 nChanged 77 SP:Iteration 14Q (549.045516 sec): 3 clusters Score: Raw -418697.493600 + Penalty 6470.279052 = -412227.214549 nChanged 51 SP:Iteration 15Q (549.166335 sec): 3 clusters Score: Raw -418718.087843 + Penalty 6470.279052 = -412247.808791 nChanged 34 SP:Iteration 16Q (549.291672 sec): 3 clusters Score: Raw -418733.403715 + Penalty 6470.279052 = -412263.124664 nChanged 26 SP:Iteration 17Q (549.423637 sec): 3 clusters Score: Raw -418743.409907 + Penalty 6470.279052 = -412273.130855 nChanged 22 SP:Iteration 18Q (549.530403 sec): 3 clusters Score: Raw -418749.991133 + Penalty 6470.279052 = -412279.712081 nChanged 13 SP:Iteration 19Q (549.633976 sec): 3 clusters Score: Raw -418755.141178 + Penalty 6470.279052 = -412284.862126 nChanged 11 SP:Iteration 20F (549.762110 sec): 3 clusters Score: Raw -418758.837836 + Penalty 6470.279052 = -412288.558784 nChanged 9 SP:Iteration 21Q (549.888999 sec): 3 clusters Score: Raw -418762.209200 + Penalty 6470.279052 = -412291.930148 nChanged 9 SP:Iteration 22Q (550.018383 sec): 3 clusters Score: Raw -418766.516163 + Penalty 6470.279052 = -412296.237111 nChanged 11 SP:Iteration 23Q (550.162073 sec): 3 clusters Score: Raw -418769.889874 + Penalty 6470.279052 = -412299.610822 nChanged 13 SP:Iteration 24Q (550.276116 sec): 3 clusters Score: Raw -418775.250484 + Penalty 6470.279052 = -412304.971432 nChanged 17 SP:Iteration 25Q (550.392838 sec): 3 clusters Score: Raw -418780.174576 + Penalty 6470.279052 = -412309.895524 nChanged 15 SP:Iteration 26Q (550.530248 sec): 3 clusters Score: Raw -418785.334314 + Penalty 6470.279052 = -412315.055262 nChanged 14 SP:Iteration 27Q (550.637002 sec): 3 clusters Score: Raw -418789.212092 + Penalty 6470.279052 = -412318.933040 nChanged 9 SP:Iteration 28Q (550.752725 sec): 3 clusters Score: Raw -418791.973808 + Penalty 6470.279052 = -412321.694756 nChanged 9 SP:Iteration 29Q (550.877981 sec): 3 clusters Score: Raw -418795.431579 + Penalty 6470.279052 = -412325.152527 nChanged 18 SP:Iteration 30Q (550.970135 sec): 3 clusters Score: Raw -418802.161935 + Penalty 6470.279052 = -412331.882883 nChanged 16 SP:Iteration 31Q (551.100054 sec): 3 clusters Score: Raw -418809.356139 + Penalty 6470.279052 = -412339.077087 nChanged 15 SP:Iteration 32Q (551.217482 sec): 3 clusters Score: Raw -418815.075283 + Penalty 6470.279052 = -412344.796231 nChanged 16 SP:Iteration 33Q (551.355518 sec): 3 clusters Score: Raw -418819.722788 + Penalty 6470.279052 = -412349.443736 nChanged 13 SP:Iteration 34Q (551.460102 sec): 3 clusters Score: Raw -418824.121112 + Penalty 6470.279052 = -412353.842060 nChanged 9 SP:Iteration 35Q (551.611841 sec): 3 clusters Score: Raw -418828.464847 + Penalty 6470.279052 = -412358.185795 nChanged 9 SP:Iteration 36Q (551.716052 sec): 3 clusters Score: Raw -418832.789095 + Penalty 6470.279052 = -412362.510043 nChanged 14 SP:Iteration 37Q (551.854653 sec): 3 clusters Score: Raw -418837.472879 + Penalty 6470.279052 = -412367.193827 nChanged 11 SP:Iteration 38Q (551.990244 sec): 3 clusters Score: Raw -418841.170536 + Penalty 6470.279052 = -412370.891484 nChanged 10 SP:Iteration 39Q (552.105498 sec): 3 clusters Score: Raw -418844.808953 + Penalty 6470.279052 = -412374.529901 nChanged 16 SP:Iteration 40F (552.220833 sec): 3 clusters Score: Raw -418851.291296 + Penalty 6470.279052 = -412381.012244 nChanged 20 SP:Iteration 41Q (552.364572 sec): 3 clusters Score: Raw -418861.279458 + Penalty 6470.279052 = -412391.000406 nChanged 28 SP:Iteration 42Q (552.484540 sec): 3 clusters Score: Raw -418874.657227 + Penalty 6470.279052 = -412404.378175 nChanged 36 SP:Iteration 43Q (552.599474 sec): 3 clusters Score: Raw -418889.177089 + Penalty 6470.279052 = -412418.898037 nChanged 24 SP:Iteration 44Q (552.749044 sec): 3 clusters Score: Raw -418898.618583 + Penalty 6470.279052 = -412428.339531 nChanged 21 SP:Iteration 45Q (552.845806 sec): 3 clusters Score: Raw -418906.985495 + Penalty 6470.279052 = -412436.706443 nChanged 18 SP:Iteration 46Q (552.961903 sec): 3 clusters Score: Raw -418914.108177 + Penalty 6470.279052 = -412443.829125 nChanged 14 SP:Iteration 47Q (553.088121 sec): 3 clusters Score: Raw -418919.952427 + Penalty 6470.279052 = -412449.673375 nChanged 18 SP:Iteration 48Q (553.232088 sec): 3 clusters Score: Raw -418926.843416 + Penalty 6470.279052 = -412456.564364 nChanged 12 SP:Iteration 49Q (553.323200 sec): 3 clusters Score: Raw -418931.356818 + Penalty 6470.279052 = -412461.077766 nChanged 10 SP:Iteration 50Q (553.443843 sec): 3 clusters Score: Raw -418934.612523 + Penalty 6470.279052 = -412464.333471 nChanged 7 SP:Iteration 51Q (553.572148 sec): 3 clusters Score: Raw -418937.244059 + Penalty 6470.279052 = -412466.965007 nChanged 6 SP:Iteration 52Q (553.729750 sec): 3 clusters Score: Raw -418939.359925 + Penalty 6470.279052 = -412469.080873 nChanged 6 SP:Iteration 53Q (553.849967 sec): 3 clusters Score: Raw -418941.851108 + Penalty 6470.279052 = -412471.572056 nChanged 11 SP:Iteration 54Q (553.962813 sec): 3 clusters Score: Raw -418944.784945 + Penalty 6470.279052 = -412474.505893 nChanged 6 SP:Iteration 55Q (554.086923 sec): 3 clusters Score: Raw -418946.417163 + Penalty 6470.279052 = -412476.138111 nChanged 4 SP:Iteration 56Q (554.214757 sec): 3 clusters Score: Raw -418948.065789 + Penalty 6470.279052 = -412477.786737 nChanged 2 SP:Iteration 57Q (554.345174 sec): 3 clusters Score: Raw -418948.774340 + Penalty 6470.279052 = -412478.495288 nChanged 2 SP:Iteration 58Q (554.448566 sec): 3 clusters Score: Raw -418949.688076 + Penalty 6470.279052 = -412479.409024 nChanged 2 SP:Iteration 59Q (554.584119 sec): 3 clusters Score: Raw -418950.117467 + Penalty 6470.279052 = -412479.838415 nChanged 0 SP:Iteration 60F (554.699017 sec): 3 clusters Score: Raw -418950.117467 + Penalty 6470.279052 = -412479.838415 nChanged 0 Iteration 99Q (555.054322 sec): 6 clusters Score: Raw -1785164.330908 + Penalty 18775.520971 = -1766388.809936 nChanged 24 Iteration 100F (555.474040 sec): 6 clusters Score: Raw -1785171.814149 + Penalty 18775.520971 = -1766396.293178 nChanged 17 Iteration 101Q (555.851940 sec): 6 clusters Score: Raw -1785177.679683 + Penalty 18775.520971 = -1766402.158712 nChanged 25 Iteration 102Q (556.255069 sec): 6 clusters Score: Raw -1785185.084445 + Penalty 18775.520971 = -1766409.563474 nChanged 23 Iteration 103Q (556.631271 sec): 6 clusters Score: Raw -1785191.539475 + Penalty 18775.520971 = -1766416.018503 nChanged 14 Iteration 104Q (557.011528 sec): 6 clusters Score: Raw -1785196.813073 + Penalty 18775.520971 = -1766421.292102 nChanged 14 Iteration 105Q (557.376064 sec): 6 clusters Score: Raw -1785200.336470 + Penalty 18775.520971 = -1766424.815499 nChanged 20 Iteration 106Q (557.778342 sec): 6 clusters Score: Raw -1785207.000675 + Penalty 18775.520971 = -1766431.479703 nChanged 18 Iteration 107Q (558.153701 sec): 6 clusters Score: Raw -1785212.942426 + Penalty 18775.520971 = -1766437.421455 nChanged 21 Iteration 108Q (558.548094 sec): 6 clusters Score: Raw -1785219.850399 + Penalty 18775.520971 = -1766444.329427 nChanged 20 Iteration 109Q (558.943072 sec): 6 clusters Score: Raw -1785226.577467 + Penalty 18775.520971 = -1766451.056496 nChanged 12 Iteration 110Q (559.308073 sec): 6 clusters Score: Raw -1785229.569812 + Penalty 18775.520971 = -1766454.048841 nChanged 9 Iteration 111Q (559.701105 sec): 6 clusters Score: Raw -1785231.631737 + Penalty 18775.520971 = -1766456.110765 nChanged 5 Iteration 112Q (560.105866 sec): 6 clusters Score: Raw -1785233.031206 + Penalty 18775.520971 = -1766457.510235 nChanged 3 Iteration 113Q (560.474516 sec): 6 clusters Score: Raw -1785233.582764 + Penalty 18775.520971 = -1766458.061793 nChanged 3 Iteration 114Q (560.855247 sec): 6 clusters Score: Raw -1785234.101875 + Penalty 18775.520971 = -1766458.580903 nChanged 4 Iteration 115Q (561.223922 sec): 6 clusters Score: Raw -1785234.859165 + Penalty 18775.520971 = -1766459.338194 nChanged 3 Iteration 116Q (561.630332 sec): 6 clusters Score: Raw -1785235.725429 + Penalty 18775.520971 = -1766460.204458 nChanged 3 Iteration 117Q (562.027435 sec): 6 clusters Score: Raw -1785236.216787 + Penalty 18775.520971 = -1766460.695816 nChanged 1 Iteration 118Q (562.400672 sec): 6 clusters Score: Raw -1785236.508302 + Penalty 18775.520971 = -1766460.987331 nChanged 1 Iteration 119Q (562.775163 sec): 6 clusters Score: Raw -1785236.796333 + Penalty 18775.520971 = -1766461.275361 nChanged 1 Iteration 120F (563.201984 sec): 6 clusters Score: Raw -1785237.240145 + Penalty 18775.520971 = -1766461.719173 nChanged 1 Iteration 121Q (563.572126 sec): 6 clusters Score: Raw -1785237.395612 + Penalty 18775.520971 = -1766461.874640 nChanged 0 Iteration 122F (564.022428 sec): 6 clusters Score: Raw -1785237.395612 + Penalty 18775.520971 = -1766461.874640 nChanged 0 Compute initial score before splitting: Score: Raw -1785237.395612 + Penalty 18775.520971 = -1766461.874640 Trying to split cluster 1 (5382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (564.088272 sec): 2 clusters Score: Raw -381133.353824 + Penalty 3182.897080 = -377950.456744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (564.230396 sec): 3 clusters Score: Raw -378738.493536 + Penalty 6365.794160 = -372372.699375 nChanged 1951 SP:Iteration 1F (564.348844 sec): 3 clusters Score: Raw -380140.373376 + Penalty 6365.794160 = -373774.579215 nChanged 526 SP:Iteration 2F (564.484783 sec): 3 clusters Score: Raw -380631.289323 + Penalty 6365.794160 = -374265.495163 nChanged 349 SP:Iteration 3F (564.587800 sec): 3 clusters Score: Raw -380962.405413 + Penalty 6365.794160 = -374596.611253 nChanged 286 SP:Iteration 4F (564.702962 sec): 3 clusters Score: Raw -381205.621017 + Penalty 6365.794160 = -374839.826857 nChanged 198 SP:Iteration 5Q (564.839363 sec): 3 clusters Score: Raw -381354.542725 + Penalty 6365.794160 = -374988.748564 nChanged 147 SP:Iteration 6Q (564.959506 sec): 3 clusters Score: Raw -381451.767369 + Penalty 6365.794160 = -375085.973208 nChanged 123 SP:Iteration 7Q (565.070157 sec): 3 clusters Score: Raw -381540.280912 + Penalty 6365.794160 = -375174.486752 nChanged 125 SP:Iteration 8Q (565.215446 sec): 3 clusters Score: Raw -381624.029792 + Penalty 6365.794160 = -375258.235631 nChanged 116 SP:Iteration 9Q (565.320496 sec): 3 clusters Score: Raw -381720.573582 + Penalty 6365.794160 = -375354.779421 nChanged 129 SP:Iteration 10Q (565.453485 sec): 3 clusters Score: Raw -381803.343438 + Penalty 6365.794160 = -375437.549278 nChanged 119 SP:Iteration 11Q (565.577516 sec): 3 clusters Score: Raw -381896.389586 + Penalty 6365.794160 = -375530.595426 nChanged 110 SP:Iteration 12Q (565.678853 sec): 3 clusters Score: Raw -381977.243014 + Penalty 6365.794160 = -375611.448853 nChanged 99 SP:Iteration 13Q (565.815271 sec): 3 clusters Score: Raw -382043.096488 + Penalty 6365.794160 = -375677.302327 nChanged 85 SP:Iteration 14Q (565.943576 sec): 3 clusters Score: Raw -382102.422871 + Penalty 6365.794160 = -375736.628710 nChanged 66 SP:Iteration 15Q (566.052361 sec): 3 clusters Score: Raw -382137.649634 + Penalty 6365.794160 = -375771.855473 nChanged 31 SP:Iteration 16Q (566.182823 sec): 3 clusters Score: Raw -382152.863041 + Penalty 6365.794160 = -375787.068881 nChanged 34 SP:Iteration 17Q (566.311865 sec): 3 clusters Score: Raw -382168.185423 + Penalty 6365.794160 = -375802.391262 nChanged 41 SP:Iteration 18Q (566.443277 sec): 3 clusters Score: Raw -382185.733314 + Penalty 6365.794160 = -375819.939154 nChanged 28 SP:Iteration 19Q (566.540799 sec): 3 clusters Score: Raw -382196.814006 + Penalty 6365.794160 = -375831.019846 nChanged 21 SP:Iteration 20F (566.671505 sec): 3 clusters Score: Raw -382206.057800 + Penalty 6365.794160 = -375840.263639 nChanged 18 SP:Iteration 21Q (566.788390 sec): 3 clusters Score: Raw -382215.208292 + Penalty 6365.794160 = -375849.414132 nChanged 17 SP:Iteration 22Q (566.941385 sec): 3 clusters Score: Raw -382225.076898 + Penalty 6365.794160 = -375859.282738 nChanged 19 SP:Iteration 23Q (567.055213 sec): 3 clusters Score: Raw -382234.533932 + Penalty 6365.794160 = -375868.739771 nChanged 13 SP:Iteration 24Q (567.189802 sec): 3 clusters Score: Raw -382240.590686 + Penalty 6365.794160 = -375874.796526 nChanged 18 SP:Iteration 25Q (567.299920 sec): 3 clusters Score: Raw -382250.980500 + Penalty 6365.794160 = -375885.186340 nChanged 23 SP:Iteration 26Q (567.412588 sec): 3 clusters Score: Raw -382260.179971 + Penalty 6365.794160 = -375894.385811 nChanged 21 SP:Iteration 27Q (567.530790 sec): 3 clusters Score: Raw -382268.309987 + Penalty 6365.794160 = -375902.515827 nChanged 13 SP:Iteration 28Q (567.661453 sec): 3 clusters Score: Raw -382273.113160 + Penalty 6365.794160 = -375907.319000 nChanged 11 SP:Iteration 29Q (567.804904 sec): 3 clusters Score: Raw -382277.336162 + Penalty 6365.794160 = -375911.542002 nChanged 8 SP:Iteration 30Q (567.928395 sec): 3 clusters Score: Raw -382279.776179 + Penalty 6365.794160 = -375913.982018 nChanged 6 SP:Iteration 31Q (568.037535 sec): 3 clusters Score: Raw -382281.966667 + Penalty 6365.794160 = -375916.172506 nChanged 4 SP:Iteration 32Q (568.177513 sec): 3 clusters Score: Raw -382283.016043 + Penalty 6365.794160 = -375917.221882 nChanged 3 SP:Iteration 33Q (568.300688 sec): 3 clusters Score: Raw -382283.794192 + Penalty 6365.794160 = -375918.000031 nChanged 1 SP:Iteration 34Q (568.397029 sec): 3 clusters Score: Raw -382284.492844 + Penalty 6365.794160 = -375918.698683 nChanged 0 SP:Iteration 35F (568.501039 sec): 3 clusters Score: Raw -382284.492844 + Penalty 6365.794160 = -375918.698683 nChanged 0 Trying to split cluster 2 (2131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.564284 sec): 2 clusters Score: Raw -157486.025511 + Penalty 2839.640427 = -154646.385084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.676801 sec): 3 clusters Score: Raw -156812.853877 + Penalty 5679.280854 = -151133.573023 nChanged 598 SP:Iteration 1F (568.786679 sec): 3 clusters Score: Raw -157357.501076 + Penalty 5679.280854 = -151678.220222 nChanged 148 SP:Iteration 2F (568.924143 sec): 3 clusters Score: Raw -157520.423579 + Penalty 5679.280854 = -151841.142725 nChanged 93 SP:Iteration 3Q (569.011664 sec): 3 clusters Score: Raw -157623.712848 + Penalty 5679.280854 = -151944.431994 nChanged 61 SP:Iteration 4Q (569.118233 sec): 3 clusters Score: Raw -157684.398505 + Penalty 5679.280854 = -152005.117651 nChanged 30 SP:Iteration 5Q (569.232860 sec): 3 clusters Score: Raw -157715.606972 + Penalty 5679.280854 = -152036.326117 nChanged 20 SP:Iteration 6Q (569.361761 sec): 3 clusters Score: Raw -157735.588528 + Penalty 5679.280854 = -152056.307674 nChanged 18 SP:Iteration 7Q (569.465272 sec): 3 clusters Score: Raw -157753.111123 + Penalty 5679.280854 = -152073.830269 nChanged 18 SP:Iteration 8Q (569.590920 sec): 3 clusters Score: Raw -157768.017807 + Penalty 5679.280854 = -152088.736953 nChanged 16 SP:Iteration 9Q (569.697131 sec): 3 clusters Score: Raw -157782.114150 + Penalty 5679.280854 = -152102.833295 nChanged 14 SP:Iteration 10Q (569.803720 sec): 3 clusters Score: Raw -157793.544196 + Penalty 5679.280854 = -152114.263341 nChanged 7 SP:Iteration 11Q (569.925906 sec): 3 clusters Score: Raw -157799.414978 + Penalty 5679.280854 = -152120.134123 nChanged 10 SP:Iteration 12Q (570.016644 sec): 3 clusters Score: Raw -157808.603936 + Penalty 5679.280854 = -152129.323082 nChanged 8 SP:Iteration 13Q (570.144134 sec): 3 clusters Score: Raw -157813.409159 + Penalty 5679.280854 = -152134.128304 nChanged 3 SP:Iteration 14Q (570.236526 sec): 3 clusters Score: Raw -157815.330306 + Penalty 5679.280854 = -152136.049451 nChanged 1 SP:Iteration 15Q (570.362538 sec): 3 clusters Score: Raw -157816.330319 + Penalty 5679.280854 = -152137.049465 nChanged 1 SP:Iteration 16Q (570.488874 sec): 3 clusters Score: Raw -157818.071265 + Penalty 5679.280854 = -152138.790410 nChanged 2 SP:Iteration 17Q (570.576811 sec): 3 clusters Score: Raw -157819.188382 + Penalty 5679.280854 = -152139.907527 nChanged 5 SP:Iteration 18Q (570.697329 sec): 3 clusters Score: Raw -157823.369818 + Penalty 5679.280854 = -152144.088964 nChanged 6 SP:Iteration 19Q (570.805055 sec): 3 clusters Score: Raw -157828.499229 + Penalty 5679.280854 = -152149.218374 nChanged 5 SP:Iteration 20F (570.925495 sec): 3 clusters Score: Raw -157832.646497 + Penalty 5679.280854 = -152153.365642 nChanged 6 SP:Iteration 21Q (571.037754 sec): 3 clusters Score: Raw -157837.272908 + Penalty 5679.280854 = -152157.992053 nChanged 2 SP:Iteration 22Q (571.150067 sec): 3 clusters Score: Raw -157839.501788 + Penalty 5679.280854 = -152160.220934 nChanged 4 SP:Iteration 23Q (571.239985 sec): 3 clusters Score: Raw -157841.896733 + Penalty 5679.280854 = -152162.615879 nChanged 5 SP:Iteration 24Q (571.339589 sec): 3 clusters Score: Raw -157847.364179 + Penalty 5679.280854 = -152168.083325 nChanged 1 SP:Iteration 25Q (571.445540 sec): 3 clusters Score: Raw -157847.928358 + Penalty 5679.280854 = -152168.647503 nChanged 2 SP:Iteration 26Q (571.556013 sec): 3 clusters Score: Raw -157848.812060 + Penalty 5679.280854 = -152169.531206 nChanged 2 SP:Iteration 27Q (571.674351 sec): 3 clusters Score: Raw -157850.565639 + Penalty 5679.280854 = -152171.284785 nChanged 4 SP:Iteration 28Q (571.777583 sec): 3 clusters Score: Raw -157853.566468 + Penalty 5679.280854 = -152174.285614 nChanged 3 SP:Iteration 29Q (571.890469 sec): 3 clusters Score: Raw -157855.723004 + Penalty 5679.280854 = -152176.442149 nChanged 0 SP:Iteration 30F (571.982986 sec): 3 clusters Score: Raw -157855.723004 + Penalty 5679.280854 = -152176.442149 nChanged 0 Trying to split cluster 4 (9865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (572.092870 sec): 2 clusters Score: Raw -780153.737127 + Penalty 3407.395289 = -776746.341838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (572.223582 sec): 3 clusters Score: Raw -775134.410364 + Penalty 6814.790578 = -768319.619786 nChanged 3865 SP:Iteration 1F (572.358054 sec): 3 clusters Score: Raw -777304.464140 + Penalty 6814.790578 = -770489.673561 nChanged 748 SP:Iteration 2F (572.502917 sec): 3 clusters Score: Raw -777740.284664 + Penalty 6814.790578 = -770925.494086 nChanged 549 SP:Iteration 3F (572.633078 sec): 3 clusters Score: Raw -778041.139434 + Penalty 6814.790578 = -771226.348856 nChanged 406 SP:Iteration 4Q (572.759524 sec): 3 clusters Score: Raw -778291.274661 + Penalty 6814.790578 = -771476.484083 nChanged 392 SP:Iteration 5Q (572.908682 sec): 3 clusters Score: Raw -778559.693792 + Penalty 6814.790578 = -771744.903213 nChanged 422 SP:Iteration 6Q (573.037956 sec): 3 clusters Score: Raw -778872.619721 + Penalty 6814.790578 = -772057.829143 nChanged 399 SP:Iteration 7Q (573.164430 sec): 3 clusters Score: Raw -779153.897667 + Penalty 6814.790578 = -772339.107089 nChanged 370 SP:Iteration 8Q (573.311756 sec): 3 clusters Score: Raw -779394.311878 + Penalty 6814.790578 = -772579.521300 nChanged 352 SP:Iteration 9Q (573.450465 sec): 3 clusters Score: Raw -779620.847103 + Penalty 6814.790578 = -772806.056525 nChanged 300 SP:Iteration 10Q (573.604404 sec): 3 clusters Score: Raw -779791.877188 + Penalty 6814.790578 = -772977.086610 nChanged 267 SP:Iteration 11Q (573.734952 sec): 3 clusters Score: Raw -779947.236348 + Penalty 6814.790578 = -773132.445770 nChanged 246 SP:Iteration 12Q (573.867267 sec): 3 clusters Score: Raw -780077.939030 + Penalty 6814.790578 = -773263.148452 nChanged 202 SP:Iteration 13Q (574.018489 sec): 3 clusters Score: Raw -780171.700666 + Penalty 6814.790578 = -773356.910088 nChanged 159 SP:Iteration 14Q (574.129530 sec): 3 clusters Score: Raw -780248.052794 + Penalty 6814.790578 = -773433.262216 nChanged 147 SP:Iteration 15Q (574.264615 sec): 3 clusters Score: Raw -780315.579123 + Penalty 6814.790578 = -773500.788545 nChanged 136 SP:Iteration 16Q (574.402663 sec): 3 clusters Score: Raw -780380.724946 + Penalty 6814.790578 = -773565.934368 nChanged 139 SP:Iteration 17Q (574.561567 sec): 3 clusters Score: Raw -780438.256905 + Penalty 6814.790578 = -773623.466327 nChanged 116 SP:Iteration 18Q (574.681222 sec): 3 clusters Score: Raw -780484.130110 + Penalty 6814.790578 = -773669.339532 nChanged 107 SP:Iteration 19Q (574.832878 sec): 3 clusters Score: Raw -780527.423230 + Penalty 6814.790578 = -773712.632652 nChanged 88 SP:Iteration 20F (574.974930 sec): 3 clusters Score: Raw -780555.574705 + Penalty 6814.790578 = -773740.784127 nChanged 74 SP:Iteration 21Q (575.089280 sec): 3 clusters Score: Raw -780580.779196 + Penalty 6814.790578 = -773765.988618 nChanged 76 SP:Iteration 22Q (575.244309 sec): 3 clusters Score: Raw -780610.584989 + Penalty 6814.790578 = -773795.794411 nChanged 77 SP:Iteration 23Q (575.383723 sec): 3 clusters Score: Raw -780636.426843 + Penalty 6814.790578 = -773821.636265 nChanged 68 SP:Iteration 24Q (575.530584 sec): 3 clusters Score: Raw -780658.059751 + Penalty 6814.790578 = -773843.269173 nChanged 56 SP:Iteration 25Q (575.647947 sec): 3 clusters Score: Raw -780673.858562 + Penalty 6814.790578 = -773859.067984 nChanged 44 SP:Iteration 26Q (575.781656 sec): 3 clusters Score: Raw -780686.061791 + Penalty 6814.790578 = -773871.271213 nChanged 44 SP:Iteration 27Q (575.917085 sec): 3 clusters Score: Raw -780700.315145 + Penalty 6814.790578 = -773885.524567 nChanged 46 SP:Iteration 28Q (576.061929 sec): 3 clusters Score: Raw -780716.014220 + Penalty 6814.790578 = -773901.223641 nChanged 45 SP:Iteration 29Q (576.198653 sec): 3 clusters Score: Raw -780728.355319 + Penalty 6814.790578 = -773913.564741 nChanged 34 SP:Iteration 30Q (576.327688 sec): 3 clusters Score: Raw -780737.700420 + Penalty 6814.790578 = -773922.909842 nChanged 28 SP:Iteration 31Q (576.446840 sec): 3 clusters Score: Raw -780744.484149 + Penalty 6814.790578 = -773929.693571 nChanged 19 SP:Iteration 32Q (576.608123 sec): 3 clusters Score: Raw -780748.236518 + Penalty 6814.790578 = -773933.445940 nChanged 11 SP:Iteration 33Q (576.723966 sec): 3 clusters Score: Raw -780750.522159 + Penalty 6814.790578 = -773935.731581 nChanged 11 SP:Iteration 34Q (576.881153 sec): 3 clusters Score: Raw -780752.913543 + Penalty 6814.790578 = -773938.122965 nChanged 11 SP:Iteration 35Q (577.006982 sec): 3 clusters Score: Raw -780755.933994 + Penalty 6814.790578 = -773941.143416 nChanged 9 SP:Iteration 36Q (577.126174 sec): 3 clusters Score: Raw -780758.405720 + Penalty 6814.790578 = -773943.615142 nChanged 7 SP:Iteration 37Q (577.287974 sec): 3 clusters Score: Raw -780759.908098 + Penalty 6814.790578 = -773945.117520 nChanged 12 SP:Iteration 38Q (577.425881 sec): 3 clusters Score: Raw -780762.807535 + Penalty 6814.790578 = -773948.016956 nChanged 14 SP:Iteration 39Q (577.559352 sec): 3 clusters Score: Raw -780766.334881 + Penalty 6814.790578 = -773951.544303 nChanged 22 SP:Iteration 40F (577.704689 sec): 3 clusters Score: Raw -780770.864423 + Penalty 6814.790578 = -773956.073844 nChanged 13 SP:Iteration 41Q (577.851798 sec): 3 clusters Score: Raw -780773.564010 + Penalty 6814.790578 = -773958.773431 nChanged 12 SP:Iteration 42Q (577.972629 sec): 3 clusters Score: Raw -780775.568484 + Penalty 6814.790578 = -773960.777906 nChanged 5 SP:Iteration 43Q (578.093108 sec): 3 clusters Score: Raw -780776.300821 + Penalty 6814.790578 = -773961.510243 nChanged 3 SP:Iteration 44Q (578.238579 sec): 3 clusters Score: Raw -780776.828138 + Penalty 6814.790578 = -773962.037560 nChanged 0 SP:Iteration 45F (578.380842 sec): 3 clusters Score: Raw -780776.828138 + Penalty 6814.790578 = -773962.037560 nChanged 0 Trying to split cluster 5 (1608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.453782 sec): 2 clusters Score: Raw -84089.734531 + Penalty 2735.307560 = -81354.426972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (578.535163 sec): 3 clusters Score: Raw -83862.982135 + Penalty 5470.615119 = -78392.367015 nChanged 456 SP:Iteration 1F (578.660250 sec): 3 clusters Score: Raw -84760.213407 + Penalty 5470.615119 = -79289.598287 nChanged 183 SP:Iteration 2F (578.764594 sec): 3 clusters Score: Raw -85220.417060 + Penalty 5470.615119 = -79749.801941 nChanged 119 SP:Iteration 3F (578.874650 sec): 3 clusters Score: Raw -85441.728987 + Penalty 5470.615119 = -79971.113867 nChanged 61 SP:Iteration 4Q (578.993481 sec): 3 clusters Score: Raw -85549.613100 + Penalty 5470.615119 = -80078.997981 nChanged 41 SP:Iteration 5Q (579.087394 sec): 3 clusters Score: Raw -85621.618769 + Penalty 5470.615119 = -80151.003650 nChanged 29 SP:Iteration 6Q (579.182186 sec): 3 clusters Score: Raw -85664.606609 + Penalty 5470.615119 = -80193.991490 nChanged 22 SP:Iteration 7Q (579.296984 sec): 3 clusters Score: Raw -85693.655456 + Penalty 5470.615119 = -80223.040337 nChanged 18 SP:Iteration 8Q (579.418434 sec): 3 clusters Score: Raw -85716.452825 + Penalty 5470.615119 = -80245.837706 nChanged 13 SP:Iteration 9Q (579.528952 sec): 3 clusters Score: Raw -85736.610806 + Penalty 5470.615119 = -80265.995686 nChanged 18 SP:Iteration 10Q (579.624164 sec): 3 clusters Score: Raw -85769.509890 + Penalty 5470.615119 = -80298.894771 nChanged 20 SP:Iteration 11Q (579.739080 sec): 3 clusters Score: Raw -85798.576763 + Penalty 5470.615119 = -80327.961644 nChanged 12 SP:Iteration 12Q (579.857474 sec): 3 clusters Score: Raw -85814.375384 + Penalty 5470.615119 = -80343.760265 nChanged 11 SP:Iteration 13Q (579.969154 sec): 3 clusters Score: Raw -85828.177628 + Penalty 5470.615119 = -80357.562508 nChanged 6 SP:Iteration 14Q (580.084423 sec): 3 clusters Score: Raw -85836.221830 + Penalty 5470.615119 = -80365.606711 nChanged 6 SP:Iteration 15Q (580.199828 sec): 3 clusters Score: Raw -85845.374620 + Penalty 5470.615119 = -80374.759501 nChanged 6 SP:Iteration 16Q (580.308004 sec): 3 clusters Score: Raw -85854.885423 + Penalty 5470.615119 = -80384.270304 nChanged 8 SP:Iteration 17Q (580.429518 sec): 3 clusters Score: Raw -85863.396764 + Penalty 5470.615119 = -80392.781644 nChanged 8 SP:Iteration 18Q (580.544342 sec): 3 clusters Score: Raw -85872.165986 + Penalty 5470.615119 = -80401.550867 nChanged 3 SP:Iteration 19Q (580.670114 sec): 3 clusters Score: Raw -85874.794376 + Penalty 5470.615119 = -80404.179257 nChanged 0 SP:Iteration 20F (580.791915 sec): 3 clusters Score: Raw -85874.794376 + Penalty 5470.615119 = -80404.179257 nChanged 0 Trying to split cluster 6 (6211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (580.871254 sec): 2 clusters Score: Raw -418470.463141 + Penalty 3235.975600 = -415234.487541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (580.995870 sec): 3 clusters Score: Raw -415598.739116 + Penalty 6471.951200 = -409126.787917 nChanged 2334 SP:Iteration 1F (581.130055 sec): 3 clusters Score: Raw -417188.673936 + Penalty 6471.951200 = -410716.722737 nChanged 627 SP:Iteration 2F (581.236151 sec): 3 clusters Score: Raw -417869.998004 + Penalty 6471.951200 = -411398.046805 nChanged 495 SP:Iteration 3F (581.399905 sec): 3 clusters Score: Raw -418434.547622 + Penalty 6471.951200 = -411962.596422 nChanged 424 SP:Iteration 4F (581.517665 sec): 3 clusters Score: Raw -418874.036369 + Penalty 6471.951200 = -412402.085170 nChanged 360 SP:Iteration 5F (581.665407 sec): 3 clusters Score: Raw -419268.354054 + Penalty 6471.951200 = -412796.402854 nChanged 302 SP:Iteration 6Q (581.769897 sec): 3 clusters Score: Raw -419604.338953 + Penalty 6471.951200 = -413132.387753 nChanged 247 SP:Iteration 7Q (581.894394 sec): 3 clusters Score: Raw -419846.723467 + Penalty 6471.951200 = -413374.772267 nChanged 214 SP:Iteration 8Q (582.023463 sec): 3 clusters Score: Raw -420028.785818 + Penalty 6471.951200 = -413556.834618 nChanged 155 SP:Iteration 9Q (582.157752 sec): 3 clusters Score: Raw -420132.668163 + Penalty 6471.951200 = -413660.716963 nChanged 125 SP:Iteration 10Q (582.286742 sec): 3 clusters Score: Raw -420208.579687 + Penalty 6471.951200 = -413736.628488 nChanged 92 SP:Iteration 11Q (582.442143 sec): 3 clusters Score: Raw -420264.518011 + Penalty 6471.951200 = -413792.566812 nChanged 85 SP:Iteration 12Q (582.578882 sec): 3 clusters Score: Raw -420324.742994 + Penalty 6471.951200 = -413852.791794 nChanged 83 SP:Iteration 13Q (582.705157 sec): 3 clusters Score: Raw -420381.535182 + Penalty 6471.951200 = -413909.583982 nChanged 71 SP:Iteration 14Q (582.819822 sec): 3 clusters Score: Raw -420425.888375 + Penalty 6471.951200 = -413953.937175 nChanged 86 SP:Iteration 15Q (582.945480 sec): 3 clusters Score: Raw -420479.569722 + Penalty 6471.951200 = -414007.618522 nChanged 78 SP:Iteration 16Q (583.098193 sec): 3 clusters Score: Raw -420527.896421 + Penalty 6471.951200 = -414055.945221 nChanged 70 SP:Iteration 17Q (583.217081 sec): 3 clusters Score: Raw -420561.884420 + Penalty 6471.951200 = -414089.933220 nChanged 52 SP:Iteration 18Q (583.350366 sec): 3 clusters Score: Raw -420583.549011 + Penalty 6471.951200 = -414111.597812 nChanged 48 SP:Iteration 19Q (583.487006 sec): 3 clusters Score: Raw -420608.141339 + Penalty 6471.951200 = -414136.190140 nChanged 47 SP:Iteration 20F (583.607996 sec): 3 clusters Score: Raw -420628.437726 + Penalty 6471.951200 = -414156.486526 nChanged 31 SP:Iteration 21Q (583.737078 sec): 3 clusters Score: Raw -420643.248294 + Penalty 6471.951200 = -414171.297094 nChanged 38 SP:Iteration 22Q (583.876002 sec): 3 clusters Score: Raw -420661.384657 + Penalty 6471.951200 = -414189.433458 nChanged 42 SP:Iteration 23Q (583.978374 sec): 3 clusters Score: Raw -420677.779736 + Penalty 6471.951200 = -414205.828537 nChanged 33 SP:Iteration 24Q (584.100091 sec): 3 clusters Score: Raw -420692.513780 + Penalty 6471.951200 = -414220.562580 nChanged 32 SP:Iteration 25Q (584.210740 sec): 3 clusters Score: Raw -420704.932378 + Penalty 6471.951200 = -414232.981178 nChanged 24 SP:Iteration 26Q (584.355314 sec): 3 clusters Score: Raw -420713.715644 + Penalty 6471.951200 = -414241.764444 nChanged 19 SP:Iteration 27Q (584.492138 sec): 3 clusters Score: Raw -420720.373038 + Penalty 6471.951200 = -414248.421839 nChanged 20 SP:Iteration 28Q (584.597395 sec): 3 clusters Score: Raw -420726.454561 + Penalty 6471.951200 = -414254.503362 nChanged 13 SP:Iteration 29Q (584.753539 sec): 3 clusters Score: Raw -420730.187283 + Penalty 6471.951200 = -414258.236083 nChanged 14 SP:Iteration 30Q (584.878663 sec): 3 clusters Score: Raw -420735.469529 + Penalty 6471.951200 = -414263.518329 nChanged 16 SP:Iteration 31Q (585.008525 sec): 3 clusters Score: Raw -420740.513836 + Penalty 6471.951200 = -414268.562636 nChanged 10 SP:Iteration 32Q (585.134002 sec): 3 clusters Score: Raw -420743.859946 + Penalty 6471.951200 = -414271.908747 nChanged 12 SP:Iteration 33Q (585.266128 sec): 3 clusters Score: Raw -420747.370664 + Penalty 6471.951200 = -414275.419464 nChanged 12 SP:Iteration 34Q (585.369358 sec): 3 clusters Score: Raw -420752.356508 + Penalty 6471.951200 = -414280.405309 nChanged 16 SP:Iteration 35Q (585.518602 sec): 3 clusters Score: Raw -420758.112354 + Penalty 6471.951200 = -414286.161154 nChanged 20 SP:Iteration 36Q (585.643476 sec): 3 clusters Score: Raw -420768.648075 + Penalty 6471.951200 = -414296.696876 nChanged 24 SP:Iteration 37Q (585.760363 sec): 3 clusters Score: Raw -420778.949098 + Penalty 6471.951200 = -414306.997899 nChanged 16 SP:Iteration 38Q (585.900570 sec): 3 clusters Score: Raw -420784.574913 + Penalty 6471.951200 = -414312.623713 nChanged 13 SP:Iteration 39Q (586.037592 sec): 3 clusters Score: Raw -420789.833081 + Penalty 6471.951200 = -414317.881881 nChanged 17 SP:Iteration 40F (586.166394 sec): 3 clusters Score: Raw -420798.394954 + Penalty 6471.951200 = -414326.443754 nChanged 15 SP:Iteration 41Q (586.280693 sec): 3 clusters Score: Raw -420805.634978 + Penalty 6471.951200 = -414333.683779 nChanged 11 SP:Iteration 42Q (586.413528 sec): 3 clusters Score: Raw -420809.789512 + Penalty 6471.951200 = -414337.838312 nChanged 7 SP:Iteration 43Q (586.540404 sec): 3 clusters Score: Raw -420811.918461 + Penalty 6471.951200 = -414339.967262 nChanged 8 SP:Iteration 44Q (586.674566 sec): 3 clusters Score: Raw -420814.381795 + Penalty 6471.951200 = -414342.430595 nChanged 6 SP:Iteration 45Q (586.815384 sec): 3 clusters Score: Raw -420816.140490 + Penalty 6471.951200 = -414344.189290 nChanged 7 SP:Iteration 46Q (586.933687 sec): 3 clusters Score: Raw -420817.893108 + Penalty 6471.951200 = -414345.941908 nChanged 6 SP:Iteration 47Q (587.081870 sec): 3 clusters Score: Raw -420819.696505 + Penalty 6471.951200 = -414347.745306 nChanged 5 SP:Iteration 48Q (587.193253 sec): 3 clusters Score: Raw -420821.698697 + Penalty 6471.951200 = -414349.747498 nChanged 6 SP:Iteration 49Q (587.338152 sec): 3 clusters Score: Raw -420823.453902 + Penalty 6471.951200 = -414351.502703 nChanged 6 SP:Iteration 50Q (587.472742 sec): 3 clusters Score: Raw -420825.307770 + Penalty 6471.951200 = -414353.356570 nChanged 5 SP:Iteration 51Q (587.603639 sec): 3 clusters Score: Raw -420827.069455 + Penalty 6471.951200 = -414355.118255 nChanged 5 SP:Iteration 52Q (587.746032 sec): 3 clusters Score: Raw -420828.386156 + Penalty 6471.951200 = -414356.434956 nChanged 3 SP:Iteration 53Q (587.885719 sec): 3 clusters Score: Raw -420829.113837 + Penalty 6471.951200 = -414357.162638 nChanged 4 SP:Iteration 54Q (588.017682 sec): 3 clusters Score: Raw -420831.190334 + Penalty 6471.951200 = -414359.239134 nChanged 6 SP:Iteration 55Q (588.131011 sec): 3 clusters Score: Raw -420833.729405 + Penalty 6471.951200 = -414361.778206 nChanged 9 SP:Iteration 56Q (588.271020 sec): 3 clusters Score: Raw -420837.553206 + Penalty 6471.951200 = -414365.602006 nChanged 9 SP:Iteration 57Q (588.423199 sec): 3 clusters Score: Raw -420840.701617 + Penalty 6471.951200 = -414368.750417 nChanged 8 SP:Iteration 58Q (588.555756 sec): 3 clusters Score: Raw -420842.806041 + Penalty 6471.951200 = -414370.854842 nChanged 7 SP:Iteration 59Q (588.660546 sec): 3 clusters Score: Raw -420844.805013 + Penalty 6471.951200 = -414372.853813 nChanged 4 SP:Iteration 60F (588.797907 sec): 3 clusters Score: Raw -420845.657255 + Penalty 6471.951200 = -414373.706055 nChanged 1 SP:Iteration 61Q (588.924227 sec): 3 clusters Score: Raw -420845.816035 + Penalty 6471.951200 = -414373.864836 nChanged 1 SP:Iteration 62Q (589.055496 sec): 3 clusters Score: Raw -420846.093348 + Penalty 6471.951200 = -414374.142149 nChanged 3 SP:Iteration 63Q (589.211732 sec): 3 clusters Score: Raw -420846.575627 + Penalty 6471.951200 = -414374.624428 nChanged 1 SP:Iteration 64Q (589.311153 sec): 3 clusters Score: Raw -420846.877141 + Penalty 6471.951200 = -414374.925942 nChanged 3 SP:Iteration 65Q (589.432620 sec): 3 clusters Score: Raw -420847.746169 + Penalty 6471.951200 = -414375.794969 nChanged 5 SP:Iteration 66Q (589.587919 sec): 3 clusters Score: Raw -420849.063726 + Penalty 6471.951200 = -414377.112526 nChanged 4 SP:Iteration 67Q (589.697384 sec): 3 clusters Score: Raw -420849.776292 + Penalty 6471.951200 = -414377.825093 nChanged 3 SP:Iteration 68Q (589.846685 sec): 3 clusters Score: Raw -420850.292647 + Penalty 6471.951200 = -414378.341447 nChanged 1 SP:Iteration 69Q (589.960815 sec): 3 clusters Score: Raw -420850.621026 + Penalty 6471.951200 = -414378.669827 nChanged 3 SP:Iteration 70Q (590.052503 sec): 3 clusters Score: Raw -420851.676886 + Penalty 6471.951200 = -414379.725687 nChanged 3 SP:Iteration 71Q (590.178678 sec): 3 clusters Score: Raw -420852.717049 + Penalty 6471.951200 = -414380.765849 nChanged 2 SP:Iteration 72Q (590.283538 sec): 3 clusters Score: Raw -420853.392158 + Penalty 6471.951200 = -414381.440958 nChanged 3 SP:Iteration 73Q (590.414362 sec): 3 clusters Score: Raw -420854.030882 + Penalty 6471.951200 = -414382.079683 nChanged 3 SP:Iteration 74Q (590.517752 sec): 3 clusters Score: Raw -420854.827056 + Penalty 6471.951200 = -414382.875857 nChanged 3 SP:Iteration 75Q (590.624898 sec): 3 clusters Score: Raw -420855.633563 + Penalty 6471.951200 = -414383.682363 nChanged 5 SP:Iteration 76Q (590.748064 sec): 3 clusters Score: Raw -420857.606522 + Penalty 6471.951200 = -414385.655322 nChanged 6 SP:Iteration 77Q (590.869551 sec): 3 clusters Score: Raw -420859.020652 + Penalty 6471.951200 = -414387.069453 nChanged 2 SP:Iteration 78Q (591.005472 sec): 3 clusters Score: Raw -420859.550450 + Penalty 6471.951200 = -414387.599251 nChanged 3 SP:Iteration 79Q (591.092299 sec): 3 clusters Score: Raw -420860.275726 + Penalty 6471.951200 = -414388.324526 nChanged 2 SP:Iteration 80F (591.224311 sec): 3 clusters Score: Raw -420860.767745 + Penalty 6471.951200 = -414388.816545 nChanged 1 SP:Iteration 81Q (591.358842 sec): 3 clusters Score: Raw -420860.943289 + Penalty 6471.951200 = -414388.992089 nChanged 1 SP:Iteration 82Q (591.459010 sec): 3 clusters Score: Raw -420861.397358 + Penalty 6471.951200 = -414389.446159 nChanged 5 SP:Iteration 83Q (591.576179 sec): 3 clusters Score: Raw -420862.722607 + Penalty 6471.951200 = -414390.771407 nChanged 4 SP:Iteration 84Q (591.706957 sec): 3 clusters Score: Raw -420864.029098 + Penalty 6471.951200 = -414392.077899 nChanged 4 SP:Iteration 85Q (591.835984 sec): 3 clusters Score: Raw -420865.102559 + Penalty 6471.951200 = -414393.151360 nChanged 2 SP:Iteration 86Q (591.964008 sec): 3 clusters Score: Raw -420865.500985 + Penalty 6471.951200 = -414393.549786 nChanged 1 SP:Iteration 87Q (592.054379 sec): 3 clusters Score: Raw -420865.841361 + Penalty 6471.951200 = -414393.890162 nChanged 1 SP:Iteration 88Q (592.172271 sec): 3 clusters Score: Raw -420866.235934 + Penalty 6471.951200 = -414394.284734 nChanged 1 SP:Iteration 89Q (592.294000 sec): 3 clusters Score: Raw -420866.555418 + Penalty 6471.951200 = -414394.604218 nChanged 1 SP:Iteration 90Q (592.407132 sec): 3 clusters Score: Raw -420866.731491 + Penalty 6471.951200 = -414394.780292 nChanged 1 SP:Iteration 91Q (592.531996 sec): 3 clusters Score: Raw -420867.029646 + Penalty 6471.951200 = -414395.078446 nChanged 1 SP:Iteration 92Q (592.646741 sec): 3 clusters Score: Raw -420867.266121 + Penalty 6471.951200 = -414395.314921 nChanged 2 SP:Iteration 93Q (592.767397 sec): 3 clusters Score: Raw -420867.986096 + Penalty 6471.951200 = -414396.034897 nChanged 2 SP:Iteration 94Q (592.882673 sec): 3 clusters Score: Raw -420868.574982 + Penalty 6471.951200 = -414396.623783 nChanged 1 SP:Iteration 95Q (592.997054 sec): 3 clusters Score: Raw -420868.746576 + Penalty 6471.951200 = -414396.795377 nChanged 1 SP:Iteration 96Q (593.103467 sec): 3 clusters Score: Raw -420868.989342 + Penalty 6471.951200 = -414397.038143 nChanged 3 SP:Iteration 97Q (593.230678 sec): 3 clusters Score: Raw -420869.844494 + Penalty 6471.951200 = -414397.893294 nChanged 4 SP:Iteration 98Q (593.335356 sec): 3 clusters Score: Raw -420870.857074 + Penalty 6471.951200 = -414398.905874 nChanged 3 SP:Iteration 99Q (593.464328 sec): 3 clusters Score: Raw -420871.642271 + Penalty 6471.951200 = -414399.691072 nChanged 3 SP:Iteration 100F (593.581078 sec): 3 clusters Score: Raw -420872.711634 + Penalty 6471.951200 = -414400.760435 nChanged 3 SP:Iteration 101Q (593.700807 sec): 3 clusters Score: Raw -420873.425849 + Penalty 6471.951200 = -414401.474649 nChanged 4 SP:Iteration 102Q (593.819262 sec): 3 clusters Score: Raw -420874.712450 + Penalty 6471.951200 = -414402.761251 nChanged 3 SP:Iteration 103Q (593.940940 sec): 3 clusters Score: Raw -420876.161386 + Penalty 6471.951200 = -414404.210186 nChanged 5 SP:Iteration 104Q (594.070461 sec): 3 clusters Score: Raw -420878.540405 + Penalty 6471.951200 = -414406.589206 nChanged 4 SP:Iteration 105Q (594.169385 sec): 3 clusters Score: Raw -420879.937068 + Penalty 6471.951200 = -414407.985868 nChanged 3 SP:Iteration 106Q (594.278412 sec): 3 clusters Score: Raw -420880.933117 + Penalty 6471.951200 = -414408.981917 nChanged 5 SP:Iteration 107Q (594.408344 sec): 3 clusters Score: Raw -420883.797194 + Penalty 6471.951200 = -414411.845994 nChanged 8 SP:Iteration 108Q (594.512145 sec): 3 clusters Score: Raw -420886.795186 + Penalty 6471.951200 = -414414.843986 nChanged 8 SP:Iteration 109Q (594.620839 sec): 3 clusters Score: Raw -420890.033103 + Penalty 6471.951200 = -414418.081904 nChanged 5 SP:Iteration 110Q (594.751518 sec): 3 clusters Score: Raw -420892.000794 + Penalty 6471.951200 = -414420.049595 nChanged 5 SP:Iteration 111Q (594.877656 sec): 3 clusters Score: Raw -420893.989727 + Penalty 6471.951200 = -414422.038528 nChanged 6 SP:Iteration 112Q (594.969342 sec): 3 clusters Score: Raw -420896.417784 + Penalty 6471.951200 = -414424.466584 nChanged 5 SP:Iteration 113Q (595.096859 sec): 3 clusters Score: Raw -420898.533328 + Penalty 6471.951200 = -414426.582129 nChanged 8 SP:Iteration 114Q (595.192193 sec): 3 clusters Score: Raw -420901.403828 + Penalty 6471.951200 = -414429.452629 nChanged 6 SP:Iteration 115Q (595.295293 sec): 3 clusters Score: Raw -420903.739916 + Penalty 6471.951200 = -414431.788716 nChanged 7 SP:Iteration 116Q (595.412290 sec): 3 clusters Score: Raw -420906.366876 + Penalty 6471.951200 = -414434.415677 nChanged 13 SP:Iteration 117Q (595.523171 sec): 3 clusters Score: Raw -420911.908812 + Penalty 6471.951200 = -414439.957612 nChanged 11 SP:Iteration 118Q (595.648168 sec): 3 clusters Score: Raw -420916.186456 + Penalty 6471.951200 = -414444.235256 nChanged 10 SP:Iteration 119Q (595.773415 sec): 3 clusters Score: Raw -420919.992865 + Penalty 6471.951200 = -414448.041665 nChanged 11 SP:Iteration 120F (595.855786 sec): 3 clusters Score: Raw -420925.670212 + Penalty 6471.951200 = -414453.719012 nChanged 17 SP:Iteration 121Q (595.977410 sec): 3 clusters Score: Raw -420930.724061 + Penalty 6471.951200 = -414458.772862 nChanged 9 SP:Iteration 122Q (596.078884 sec): 3 clusters Score: Raw -420933.363329 + Penalty 6471.951200 = -414461.412130 nChanged 5 SP:Iteration 123Q (596.208414 sec): 3 clusters Score: Raw -420935.389804 + Penalty 6471.951200 = -414463.438604 nChanged 7 SP:Iteration 124Q (596.300306 sec): 3 clusters Score: Raw -420938.716407 + Penalty 6471.951200 = -414466.765207 nChanged 11 SP:Iteration 125Q (596.412662 sec): 3 clusters Score: Raw -420943.445755 + Penalty 6471.951200 = -414471.494555 nChanged 8 SP:Iteration 126Q (596.527721 sec): 3 clusters Score: Raw -420946.632386 + Penalty 6471.951200 = -414474.681186 nChanged 11 SP:Iteration 127Q (596.633021 sec): 3 clusters Score: Raw -420951.586982 + Penalty 6471.951200 = -414479.635782 nChanged 8 SP:Iteration 128Q (596.769822 sec): 3 clusters Score: Raw -420954.367902 + Penalty 6471.951200 = -414482.416702 nChanged 5 SP:Iteration 129Q (596.881372 sec): 3 clusters Score: Raw -420956.079385 + Penalty 6471.951200 = -414484.128186 nChanged 7 SP:Iteration 130Q (596.999842 sec): 3 clusters Score: Raw -420958.756973 + Penalty 6471.951200 = -414486.805774 nChanged 10 SP:Iteration 131Q (597.146465 sec): 3 clusters Score: Raw -420963.078902 + Penalty 6471.951200 = -414491.127703 nChanged 6 SP:Iteration 132Q (597.239370 sec): 3 clusters Score: Raw -420965.614813 + Penalty 6471.951200 = -414493.663614 nChanged 6 SP:Iteration 133Q (597.356183 sec): 3 clusters Score: Raw -420967.513678 + Penalty 6471.951200 = -414495.562479 nChanged 5 SP:Iteration 134Q (597.469378 sec): 3 clusters Score: Raw -420968.972098 + Penalty 6471.951200 = -414497.020898 nChanged 5 SP:Iteration 135Q (597.585832 sec): 3 clusters Score: Raw -420971.269859 + Penalty 6471.951200 = -414499.318659 nChanged 5 SP:Iteration 136Q (597.721811 sec): 3 clusters Score: Raw -420972.516024 + Penalty 6471.951200 = -414500.564824 nChanged 5 SP:Iteration 137Q (597.835764 sec): 3 clusters Score: Raw -420974.959644 + Penalty 6471.951200 = -414503.008444 nChanged 3 SP:Iteration 138Q (597.964798 sec): 3 clusters Score: Raw -420976.769941 + Penalty 6471.951200 = -414504.818741 nChanged 3 SP:Iteration 139Q (598.077342 sec): 3 clusters Score: Raw -420980.178904 + Penalty 6471.951200 = -414508.227704 nChanged 7 SP:Iteration 140F (598.199375 sec): 3 clusters Score: Raw -420992.132347 + Penalty 6471.951200 = -414520.181148 nChanged 17 SP:Iteration 141Q (598.321186 sec): 3 clusters Score: Raw -421058.482580 + Penalty 6471.951200 = -414586.531381 nChanged 40 SP:Iteration 142Q (598.439074 sec): 3 clusters Score: Raw -421200.290198 + Penalty 6471.951200 = -414728.338998 nChanged 60 SP:Iteration 143Q (598.580066 sec): 3 clusters Score: Raw -421254.043853 + Penalty 6471.951200 = -414782.092653 nChanged 66 SP:Iteration 144Q (598.702211 sec): 3 clusters Score: Raw -421293.249250 + Penalty 6471.951200 = -414821.298050 nChanged 38 SP:Iteration 145Q (598.820004 sec): 3 clusters Score: Raw -421318.668519 + Penalty 6471.951200 = -414846.717319 nChanged 31 SP:Iteration 146Q (598.942729 sec): 3 clusters Score: Raw -421341.905679 + Penalty 6471.951200 = -414869.954479 nChanged 32 SP:Iteration 147Q (599.025678 sec): 3 clusters Score: Raw -421364.323371 + Penalty 6471.951200 = -414892.372172 nChanged 25 SP:Iteration 148Q (599.135425 sec): 3 clusters Score: Raw -421381.565666 + Penalty 6471.951200 = -414909.614467 nChanged 22 SP:Iteration 149Q (599.250246 sec): 3 clusters Score: Raw -421397.791330 + Penalty 6471.951200 = -414925.840130 nChanged 23 SP:Iteration 150Q (599.350709 sec): 3 clusters Score: Raw -421411.267491 + Penalty 6471.951200 = -414939.316292 nChanged 23 SP:Iteration 151Q (599.498502 sec): 3 clusters Score: Raw -421423.895143 + Penalty 6471.951200 = -414951.943943 nChanged 22 SP:Iteration 152Q (599.607453 sec): 3 clusters Score: Raw -421436.056491 + Penalty 6471.951200 = -414964.105291 nChanged 18 SP:Iteration 153Q (599.704153 sec): 3 clusters Score: Raw -421445.003469 + Penalty 6471.951200 = -414973.052270 nChanged 10 SP:Iteration 154Q (599.824040 sec): 3 clusters Score: Raw -421451.344521 + Penalty 6471.951200 = -414979.393322 nChanged 12 SP:Iteration 155Q (599.942515 sec): 3 clusters Score: Raw -421458.175741 + Penalty 6471.951200 = -414986.224542 nChanged 6 SP:Iteration 156Q (600.055242 sec): 3 clusters Score: Raw -421462.116491 + Penalty 6471.951200 = -414990.165292 nChanged 4 SP:Iteration 157Q (600.164373 sec): 3 clusters Score: Raw -421465.690239 + Penalty 6471.951200 = -414993.739039 nChanged 4 SP:Iteration 158Q (600.274439 sec): 3 clusters Score: Raw -421466.750963 + Penalty 6471.951200 = -414994.799763 nChanged 2 SP:Iteration 159Q (600.396555 sec): 3 clusters Score: Raw -421467.600778 + Penalty 6471.951200 = -414995.649579 nChanged 1 SP:Iteration 160F (600.531001 sec): 3 clusters Score: Raw -421467.970224 + Penalty 6471.951200 = -414996.019024 nChanged 2 SP:Iteration 161Q (600.642011 sec): 3 clusters Score: Raw -421468.430519 + Penalty 6471.951200 = -414996.479320 nChanged 0 SP:Iteration 162F (600.753470 sec): 3 clusters Score: Raw -421468.430519 + Penalty 6471.951200 = -414996.479320 nChanged 0 Time taken for this iteration:157.386314 seconds. 7->6 Clusters: Score -1766461.874640, best is -1767653.302651 Starting from 8 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 5 (3697 points): Lose 990.842272 but Gain 3755.104194 Iteration 0F (601.359739 sec): 7 clusters Score: Raw -1689679.354735 + Penalty 22530.625166 = -1667148.729569 nChanged 20092 Iteration 1F (601.828831 sec): 7 clusters Score: Raw -1737076.149610 + Penalty 22530.625166 = -1714545.524444 nChanged 8832 Iteration 2F (602.331225 sec): 7 clusters Score: Raw -1763529.493232 + Penalty 22530.625166 = -1740998.868067 nChanged 5418 Iteration 3F (602.845882 sec): 7 clusters Score: Raw -1772752.798602 + Penalty 22530.625166 = -1750222.173437 nChanged 3104 Iteration 4F (603.312790 sec): 7 clusters Score: Raw -1777995.089954 + Penalty 22530.625166 = -1755464.464789 nChanged 2349 Iteration 5F (603.798079 sec): 7 clusters Score: Raw -1781462.073412 + Penalty 22530.625166 = -1758931.448246 nChanged 1889 Iteration 6F (604.291571 sec): 7 clusters Score: Raw -1783887.746891 + Penalty 22530.625166 = -1761357.121726 nChanged 1454 Iteration 7F (604.782562 sec): 7 clusters Score: Raw -1785558.335057 + Penalty 22530.625166 = -1763027.709891 nChanged 1054 Iteration 8Q (605.201188 sec): 7 clusters Score: Raw -1786641.662696 + Penalty 22530.625166 = -1764111.037531 nChanged 804 Iteration 9Q (605.636345 sec): 7 clusters Score: Raw -1787237.886823 + Penalty 22530.625166 = -1764707.261657 nChanged 552 Iteration 10Q (606.041421 sec): 7 clusters Score: Raw -1787582.212208 + Penalty 22530.625166 = -1765051.587042 nChanged 441 Iteration 11Q (606.443469 sec): 7 clusters Score: Raw -1787837.765500 + Penalty 22530.625166 = -1765307.140334 nChanged 326 Iteration 12Q (606.858033 sec): 7 clusters Score: Raw -1788021.481585 + Penalty 22530.625166 = -1765490.856419 nChanged 280 Iteration 13Q (607.267365 sec): 7 clusters Score: Raw -1788169.759947 + Penalty 22530.625166 = -1765639.134781 nChanged 250 Iteration 14Q (607.700520 sec): 7 clusters Score: Raw -1788310.060154 + Penalty 22530.625166 = -1765779.434989 nChanged 225 Iteration 15Q (608.113135 sec): 7 clusters Score: Raw -1788431.113005 + Penalty 22530.625166 = -1765900.487840 nChanged 211 Iteration 16Q (608.528356 sec): 7 clusters Score: Raw -1788539.131860 + Penalty 22530.625166 = -1766008.506694 nChanged 178 Iteration 17Q (608.963016 sec): 7 clusters Score: Raw -1788617.926171 + Penalty 22530.625166 = -1766087.301006 nChanged 160 Iteration 18Q (609.369267 sec): 7 clusters Score: Raw -1788698.592099 + Penalty 22530.625166 = -1766167.966933 nChanged 150 Iteration 19Q (609.788629 sec): 7 clusters Score: Raw -1788769.579538 + Penalty 22530.625166 = -1766238.954372 nChanged 113 Writing temp clu file Because OldScore, -1766167.966933, is greater than current (better) Score,-1766238.954372 Compute initial score before splitting: Score: Raw -1788769.579538 + Penalty 22530.625166 = -1766238.954372 Trying to split cluster 1 (4537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.881429 sec): 2 clusters Score: Raw -323410.258247 + Penalty 3119.617884 = -320290.640363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.994150 sec): 3 clusters Score: Raw -321474.487607 + Penalty 6239.235768 = -315235.251838 nChanged 1571 SP:Iteration 1F (610.094754 sec): 3 clusters Score: Raw -322566.103307 + Penalty 6239.235768 = -316326.867539 nChanged 422 SP:Iteration 2F (610.219852 sec): 3 clusters Score: Raw -322977.787690 + Penalty 6239.235768 = -316738.551922 nChanged 289 SP:Iteration 3F (610.316969 sec): 3 clusters Score: Raw -323233.568644 + Penalty 6239.235768 = -316994.332876 nChanged 196 SP:Iteration 4Q (610.430449 sec): 3 clusters Score: Raw -323425.722792 + Penalty 6239.235768 = -317186.487024 nChanged 190 SP:Iteration 5Q (610.553796 sec): 3 clusters Score: Raw -323599.615252 + Penalty 6239.235768 = -317360.379484 nChanged 168 SP:Iteration 6Q (610.686980 sec): 3 clusters Score: Raw -323749.211755 + Penalty 6239.235768 = -317509.975987 nChanged 137 SP:Iteration 7Q (610.782924 sec): 3 clusters Score: Raw -323862.612730 + Penalty 6239.235768 = -317623.376962 nChanged 118 SP:Iteration 8Q (610.904897 sec): 3 clusters Score: Raw -323948.693601 + Penalty 6239.235768 = -317709.457832 nChanged 103 SP:Iteration 9Q (611.021417 sec): 3 clusters Score: Raw -324027.543145 + Penalty 6239.235768 = -317788.307377 nChanged 92 SP:Iteration 10Q (611.124632 sec): 3 clusters Score: Raw -324087.182699 + Penalty 6239.235768 = -317847.946931 nChanged 69 SP:Iteration 11Q (611.263272 sec): 3 clusters Score: Raw -324131.955881 + Penalty 6239.235768 = -317892.720113 nChanged 60 SP:Iteration 12Q (611.382069 sec): 3 clusters Score: Raw -324169.420076 + Penalty 6239.235768 = -317930.184308 nChanged 49 SP:Iteration 13Q (611.481057 sec): 3 clusters Score: Raw -324196.639110 + Penalty 6239.235768 = -317957.403342 nChanged 37 SP:Iteration 14Q (611.602475 sec): 3 clusters Score: Raw -324218.127047 + Penalty 6239.235768 = -317978.891279 nChanged 35 SP:Iteration 15Q (611.691349 sec): 3 clusters Score: Raw -324237.582822 + Penalty 6239.235768 = -317998.347054 nChanged 34 SP:Iteration 16Q (611.790951 sec): 3 clusters Score: Raw -324258.425314 + Penalty 6239.235768 = -318019.189546 nChanged 25 SP:Iteration 17Q (611.897915 sec): 3 clusters Score: Raw -324273.116551 + Penalty 6239.235768 = -318033.880783 nChanged 20 SP:Iteration 18Q (612.025304 sec): 3 clusters Score: Raw -324284.399719 + Penalty 6239.235768 = -318045.163951 nChanged 14 SP:Iteration 19Q (612.132535 sec): 3 clusters Score: Raw -324290.715496 + Penalty 6239.235768 = -318051.479728 nChanged 11 SP:Iteration 20F (612.257131 sec): 3 clusters Score: Raw -324298.565947 + Penalty 6239.235768 = -318059.330179 nChanged 15 SP:Iteration 21Q (612.374328 sec): 3 clusters Score: Raw -324307.237289 + Penalty 6239.235768 = -318068.001521 nChanged 13 SP:Iteration 22Q (612.518392 sec): 3 clusters Score: Raw -324313.566122 + Penalty 6239.235768 = -318074.330353 nChanged 6 SP:Iteration 23Q (612.610132 sec): 3 clusters Score: Raw -324316.040069 + Penalty 6239.235768 = -318076.804301 nChanged 6 SP:Iteration 24Q (612.731982 sec): 3 clusters Score: Raw -324319.268603 + Penalty 6239.235768 = -318080.032835 nChanged 6 SP:Iteration 25Q (612.823651 sec): 3 clusters Score: Raw -324322.202188 + Penalty 6239.235768 = -318082.966420 nChanged 8 SP:Iteration 26Q (612.958366 sec): 3 clusters Score: Raw -324325.912560 + Penalty 6239.235768 = -318086.676792 nChanged 15 SP:Iteration 27Q (613.065093 sec): 3 clusters Score: Raw -324332.766245 + Penalty 6239.235768 = -318093.530477 nChanged 6 SP:Iteration 28Q (613.202128 sec): 3 clusters Score: Raw -324335.191458 + Penalty 6239.235768 = -318095.955690 nChanged 3 SP:Iteration 29Q (613.290071 sec): 3 clusters Score: Raw -324336.736095 + Penalty 6239.235768 = -318097.500327 nChanged 2 SP:Iteration 30Q (613.391965 sec): 3 clusters Score: Raw -324337.573164 + Penalty 6239.235768 = -318098.337396 nChanged 3 SP:Iteration 31Q (613.517607 sec): 3 clusters Score: Raw -324338.743782 + Penalty 6239.235768 = -318099.508014 nChanged 1 SP:Iteration 32Q (613.632897 sec): 3 clusters Score: Raw -324339.059041 + Penalty 6239.235768 = -318099.823272 nChanged 0 SP:Iteration 33F (613.758914 sec): 3 clusters Score: Raw -324339.059041 + Penalty 6239.235768 = -318099.823272 nChanged 0 Trying to split cluster 2 (5215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (613.834970 sec): 2 clusters Score: Raw -365276.145675 + Penalty 3171.218563 = -362104.927112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (613.970874 sec): 3 clusters Score: Raw -362946.869199 + Penalty 6342.437126 = -356604.432072 nChanged 1886 SP:Iteration 1F (614.089514 sec): 3 clusters Score: Raw -364174.431849 + Penalty 6342.437126 = -357831.994722 nChanged 429 SP:Iteration 2F (614.192046 sec): 3 clusters Score: Raw -364563.349191 + Penalty 6342.437126 = -358220.912065 nChanged 308 SP:Iteration 3F (614.304128 sec): 3 clusters Score: Raw -364903.864676 + Penalty 6342.437126 = -358561.427549 nChanged 305 SP:Iteration 4F (614.437383 sec): 3 clusters Score: Raw -365262.423445 + Penalty 6342.437126 = -358919.986319 nChanged 290 SP:Iteration 5F (614.547974 sec): 3 clusters Score: Raw -365591.768787 + Penalty 6342.437126 = -359249.331661 nChanged 282 SP:Iteration 6F (614.667628 sec): 3 clusters Score: Raw -365886.700364 + Penalty 6342.437126 = -359544.263238 nChanged 235 SP:Iteration 7Q (614.749449 sec): 3 clusters Score: Raw -366172.665375 + Penalty 6342.437126 = -359830.228249 nChanged 226 SP:Iteration 8Q (614.864649 sec): 3 clusters Score: Raw -366413.798446 + Penalty 6342.437126 = -360071.361320 nChanged 193 SP:Iteration 9Q (614.976761 sec): 3 clusters Score: Raw -366605.475690 + Penalty 6342.437126 = -360263.038564 nChanged 183 SP:Iteration 10Q (615.092536 sec): 3 clusters Score: Raw -366774.773700 + Penalty 6342.437126 = -360432.336574 nChanged 154 SP:Iteration 11Q (615.217625 sec): 3 clusters Score: Raw -366917.534825 + Penalty 6342.437126 = -360575.097699 nChanged 139 SP:Iteration 12Q (615.346667 sec): 3 clusters Score: Raw -367061.060513 + Penalty 6342.437126 = -360718.623387 nChanged 132 SP:Iteration 13Q (615.448214 sec): 3 clusters Score: Raw -367176.191825 + Penalty 6342.437126 = -360833.754699 nChanged 104 SP:Iteration 14Q (615.563033 sec): 3 clusters Score: Raw -367265.832366 + Penalty 6342.437126 = -360923.395240 nChanged 90 SP:Iteration 15Q (615.693305 sec): 3 clusters Score: Raw -367340.708021 + Penalty 6342.437126 = -360998.270895 nChanged 88 SP:Iteration 16Q (615.817867 sec): 3 clusters Score: Raw -367412.368491 + Penalty 6342.437126 = -361069.931365 nChanged 81 SP:Iteration 17Q (615.918744 sec): 3 clusters Score: Raw -367483.717358 + Penalty 6342.437126 = -361141.280231 nChanged 82 SP:Iteration 18Q (616.044257 sec): 3 clusters Score: Raw -367570.007839 + Penalty 6342.437126 = -361227.570713 nChanged 77 SP:Iteration 19Q (616.168101 sec): 3 clusters Score: Raw -367668.225687 + Penalty 6342.437126 = -361325.788561 nChanged 70 SP:Iteration 20F (616.285777 sec): 3 clusters Score: Raw -367750.594131 + Penalty 6342.437126 = -361408.157004 nChanged 63 SP:Iteration 21Q (616.413110 sec): 3 clusters Score: Raw -367817.378747 + Penalty 6342.437126 = -361474.941620 nChanged 53 SP:Iteration 22Q (616.530912 sec): 3 clusters Score: Raw -367865.456649 + Penalty 6342.437126 = -361523.019523 nChanged 40 SP:Iteration 23Q (616.650575 sec): 3 clusters Score: Raw -367897.229249 + Penalty 6342.437126 = -361554.792123 nChanged 35 SP:Iteration 24Q (616.738908 sec): 3 clusters Score: Raw -367927.868321 + Penalty 6342.437126 = -361585.431195 nChanged 26 SP:Iteration 25Q (616.835518 sec): 3 clusters Score: Raw -367951.574871 + Penalty 6342.437126 = -361609.137745 nChanged 21 SP:Iteration 26Q (616.982214 sec): 3 clusters Score: Raw -367969.751150 + Penalty 6342.437126 = -361627.314024 nChanged 25 SP:Iteration 27Q (617.080570 sec): 3 clusters Score: Raw -367987.946583 + Penalty 6342.437126 = -361645.509457 nChanged 15 SP:Iteration 28Q (617.197711 sec): 3 clusters Score: Raw -367998.222407 + Penalty 6342.437126 = -361655.785281 nChanged 18 SP:Iteration 29Q (617.308921 sec): 3 clusters Score: Raw -368013.865252 + Penalty 6342.437126 = -361671.428126 nChanged 22 SP:Iteration 30Q (617.420458 sec): 3 clusters Score: Raw -368032.725283 + Penalty 6342.437126 = -361690.288157 nChanged 18 SP:Iteration 31Q (617.538135 sec): 3 clusters Score: Raw -368049.896846 + Penalty 6342.437126 = -361707.459720 nChanged 18 SP:Iteration 32Q (617.653938 sec): 3 clusters Score: Raw -368065.206334 + Penalty 6342.437126 = -361722.769208 nChanged 20 SP:Iteration 33Q (617.769617 sec): 3 clusters Score: Raw -368083.365420 + Penalty 6342.437126 = -361740.928294 nChanged 13 SP:Iteration 34Q (617.882328 sec): 3 clusters Score: Raw -368097.172149 + Penalty 6342.437126 = -361754.735023 nChanged 12 SP:Iteration 35Q (618.001681 sec): 3 clusters Score: Raw -368107.148433 + Penalty 6342.437126 = -361764.711306 nChanged 10 SP:Iteration 36Q (618.133820 sec): 3 clusters Score: Raw -368118.617393 + Penalty 6342.437126 = -361776.180267 nChanged 11 SP:Iteration 37Q (618.247235 sec): 3 clusters Score: Raw -368127.765764 + Penalty 6342.437126 = -361785.328638 nChanged 9 SP:Iteration 38Q (618.329110 sec): 3 clusters Score: Raw -368136.595642 + Penalty 6342.437126 = -361794.158516 nChanged 10 SP:Iteration 39Q (618.456270 sec): 3 clusters Score: Raw -368146.405947 + Penalty 6342.437126 = -361803.968821 nChanged 13 SP:Iteration 40F (618.573223 sec): 3 clusters Score: Raw -368155.907695 + Penalty 6342.437126 = -361813.470569 nChanged 10 SP:Iteration 41Q (618.682200 sec): 3 clusters Score: Raw -368163.219186 + Penalty 6342.437126 = -361820.782060 nChanged 6 SP:Iteration 42Q (618.811954 sec): 3 clusters Score: Raw -368168.125589 + Penalty 6342.437126 = -361825.688463 nChanged 4 SP:Iteration 43Q (618.904648 sec): 3 clusters Score: Raw -368171.163495 + Penalty 6342.437126 = -361828.726368 nChanged 6 SP:Iteration 44Q (619.019541 sec): 3 clusters Score: Raw -368177.811473 + Penalty 6342.437126 = -361835.374347 nChanged 4 SP:Iteration 45Q (619.132892 sec): 3 clusters Score: Raw -368182.350775 + Penalty 6342.437126 = -361839.913648 nChanged 3 SP:Iteration 46Q (619.266805 sec): 3 clusters Score: Raw -368186.564823 + Penalty 6342.437126 = -361844.127697 nChanged 5 SP:Iteration 47Q (619.391198 sec): 3 clusters Score: Raw -368191.846614 + Penalty 6342.437126 = -361849.409488 nChanged 5 SP:Iteration 48Q (619.518072 sec): 3 clusters Score: Raw -368195.351455 + Penalty 6342.437126 = -361852.914329 nChanged 5 SP:Iteration 49Q (619.619479 sec): 3 clusters Score: Raw -368199.291124 + Penalty 6342.437126 = -361856.853998 nChanged 2 SP:Iteration 50Q (619.741395 sec): 3 clusters Score: Raw -368200.896595 + Penalty 6342.437126 = -361858.459469 nChanged 4 SP:Iteration 51Q (619.840555 sec): 3 clusters Score: Raw -368202.863155 + Penalty 6342.437126 = -361860.426029 nChanged 2 SP:Iteration 52Q (619.981937 sec): 3 clusters Score: Raw -368204.008884 + Penalty 6342.437126 = -361861.571758 nChanged 1 SP:Iteration 53Q (620.089576 sec): 3 clusters Score: Raw -368204.475425 + Penalty 6342.437126 = -361862.038299 nChanged 0 SP:Iteration 54F (620.228981 sec): 3 clusters Score: Raw -368204.475425 + Penalty 6342.437126 = -361862.038299 nChanged 0 Trying to split cluster 3 (2511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.293015 sec): 2 clusters Score: Raw -146566.771641 + Penalty 2900.435671 = -143666.335970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.421414 sec): 3 clusters Score: Raw -145815.643148 + Penalty 5800.871342 = -140014.771805 nChanged 781 SP:Iteration 1F (620.506712 sec): 3 clusters Score: Raw -146589.571777 + Penalty 5800.871342 = -140788.700435 nChanged 209 SP:Iteration 2F (620.609259 sec): 3 clusters Score: Raw -146871.856192 + Penalty 5800.871342 = -141070.984850 nChanged 147 SP:Iteration 3F (620.719183 sec): 3 clusters Score: Raw -147073.838139 + Penalty 5800.871342 = -141272.966797 nChanged 117 SP:Iteration 4Q (620.847008 sec): 3 clusters Score: Raw -147229.742584 + Penalty 5800.871342 = -141428.871242 nChanged 92 SP:Iteration 5Q (620.941609 sec): 3 clusters Score: Raw -147353.424218 + Penalty 5800.871342 = -141552.552876 nChanged 74 SP:Iteration 6Q (621.062038 sec): 3 clusters Score: Raw -147455.553639 + Penalty 5800.871342 = -141654.682297 nChanged 65 SP:Iteration 7Q (621.165330 sec): 3 clusters Score: Raw -147530.614987 + Penalty 5800.871342 = -141729.743645 nChanged 39 SP:Iteration 8Q (621.270703 sec): 3 clusters Score: Raw -147569.891329 + Penalty 5800.871342 = -141769.019987 nChanged 32 SP:Iteration 9Q (621.391603 sec): 3 clusters Score: Raw -147604.893336 + Penalty 5800.871342 = -141804.021994 nChanged 18 SP:Iteration 10Q (621.508168 sec): 3 clusters Score: Raw -147622.341434 + Penalty 5800.871342 = -141821.470091 nChanged 14 SP:Iteration 11Q (621.620908 sec): 3 clusters Score: Raw -147630.347168 + Penalty 5800.871342 = -141829.475826 nChanged 11 SP:Iteration 12Q (621.722866 sec): 3 clusters Score: Raw -147636.240222 + Penalty 5800.871342 = -141835.368880 nChanged 8 SP:Iteration 13Q (621.846469 sec): 3 clusters Score: Raw -147640.212649 + Penalty 5800.871342 = -141839.341307 nChanged 8 SP:Iteration 14Q (621.928523 sec): 3 clusters Score: Raw -147644.761279 + Penalty 5800.871342 = -141843.889937 nChanged 3 SP:Iteration 15Q (622.042174 sec): 3 clusters Score: Raw -147646.171230 + Penalty 5800.871342 = -141845.299887 nChanged 5 SP:Iteration 16Q (622.152190 sec): 3 clusters Score: Raw -147650.680378 + Penalty 5800.871342 = -141849.809036 nChanged 4 SP:Iteration 17Q (622.272958 sec): 3 clusters Score: Raw -147653.793287 + Penalty 5800.871342 = -141852.921945 nChanged 5 SP:Iteration 18Q (622.403893 sec): 3 clusters Score: Raw -147659.595869 + Penalty 5800.871342 = -141858.724526 nChanged 7 SP:Iteration 19Q (622.505211 sec): 3 clusters Score: Raw -147663.585913 + Penalty 5800.871342 = -141862.714571 nChanged 2 SP:Iteration 20F (622.597919 sec): 3 clusters Score: Raw -147665.062017 + Penalty 5800.871342 = -141864.190675 nChanged 2 SP:Iteration 21Q (622.696903 sec): 3 clusters Score: Raw -147667.779857 + Penalty 5800.871342 = -141866.908515 nChanged 3 SP:Iteration 22Q (622.809503 sec): 3 clusters Score: Raw -147671.442175 + Penalty 5800.871342 = -141870.570833 nChanged 3 SP:Iteration 23Q (622.919274 sec): 3 clusters Score: Raw -147672.815629 + Penalty 5800.871342 = -141871.944287 nChanged 2 SP:Iteration 24Q (623.038500 sec): 3 clusters Score: Raw -147673.863367 + Penalty 5800.871342 = -141872.992024 nChanged 3 SP:Iteration 25Q (623.126084 sec): 3 clusters Score: Raw -147676.333821 + Penalty 5800.871342 = -141875.462478 nChanged 4 SP:Iteration 26Q (623.227478 sec): 3 clusters Score: Raw -147682.530086 + Penalty 5800.871342 = -141881.658744 nChanged 4 SP:Iteration 27Q (623.337239 sec): 3 clusters Score: Raw -147686.647461 + Penalty 5800.871342 = -141885.776119 nChanged 8 SP:Iteration 28Q (623.459754 sec): 3 clusters Score: Raw -147700.575284 + Penalty 5800.871342 = -141899.703942 nChanged 11 SP:Iteration 29Q (623.565833 sec): 3 clusters Score: Raw -147709.602050 + Penalty 5800.871342 = -141908.730708 nChanged 9 SP:Iteration 30Q (623.667818 sec): 3 clusters Score: Raw -147714.580468 + Penalty 5800.871342 = -141913.709126 nChanged 3 SP:Iteration 31Q (623.780099 sec): 3 clusters Score: Raw -147716.571535 + Penalty 5800.871342 = -141915.700193 nChanged 2 SP:Iteration 32Q (623.891246 sec): 3 clusters Score: Raw -147717.732647 + Penalty 5800.871342 = -141916.861305 nChanged 1 SP:Iteration 33Q (623.994818 sec): 3 clusters Score: Raw -147718.993754 + Penalty 5800.871342 = -141918.122412 nChanged 3 SP:Iteration 34Q (624.098372 sec): 3 clusters Score: Raw -147720.875343 + Penalty 5800.871342 = -141920.004001 nChanged 2 SP:Iteration 35Q (624.217959 sec): 3 clusters Score: Raw -147722.900876 + Penalty 5800.871342 = -141922.029533 nChanged 0 SP:Iteration 36F (624.318037 sec): 3 clusters Score: Raw -147722.900876 + Penalty 5800.871342 = -141922.029533 nChanged 0 Trying to split cluster 4 (2634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.379648 sec): 2 clusters Score: Raw -191411.586260 + Penalty 2918.153916 = -188493.432344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.495488 sec): 3 clusters Score: Raw -190535.720207 + Penalty 5836.307832 = -184699.412375 nChanged 790 SP:Iteration 1F (624.604137 sec): 3 clusters Score: Raw -191196.448935 + Penalty 5836.307832 = -185360.141103 nChanged 213 SP:Iteration 2F (624.722187 sec): 3 clusters Score: Raw -191448.491661 + Penalty 5836.307832 = -185612.183829 nChanged 130 SP:Iteration 3Q (624.823473 sec): 3 clusters Score: Raw -191570.850670 + Penalty 5836.307832 = -185734.542839 nChanged 89 SP:Iteration 4Q (624.937406 sec): 3 clusters Score: Raw -191669.170151 + Penalty 5836.307832 = -185832.862319 nChanged 70 SP:Iteration 5Q (625.053077 sec): 3 clusters Score: Raw -191748.416361 + Penalty 5836.307832 = -185912.108529 nChanged 57 SP:Iteration 6Q (625.164685 sec): 3 clusters Score: Raw -191810.998816 + Penalty 5836.307832 = -185974.690984 nChanged 58 SP:Iteration 7Q (625.271109 sec): 3 clusters Score: Raw -191869.835828 + Penalty 5836.307832 = -186033.527996 nChanged 53 SP:Iteration 8Q (625.395802 sec): 3 clusters Score: Raw -191929.803549 + Penalty 5836.307832 = -186093.495717 nChanged 52 SP:Iteration 9Q (625.499842 sec): 3 clusters Score: Raw -191983.885257 + Penalty 5836.307832 = -186147.577425 nChanged 39 SP:Iteration 10Q (625.576464 sec): 3 clusters Score: Raw -192013.206003 + Penalty 5836.307832 = -186176.898171 nChanged 20 SP:Iteration 11Q (625.701872 sec): 3 clusters Score: Raw -192031.347310 + Penalty 5836.307832 = -186195.039478 nChanged 21 SP:Iteration 12Q (625.790168 sec): 3 clusters Score: Raw -192048.321568 + Penalty 5836.307832 = -186212.013736 nChanged 16 SP:Iteration 13Q (625.890069 sec): 3 clusters Score: Raw -192064.821444 + Penalty 5836.307832 = -186228.513612 nChanged 25 SP:Iteration 14Q (626.007697 sec): 3 clusters Score: Raw -192088.309346 + Penalty 5836.307832 = -186252.001514 nChanged 20 SP:Iteration 15Q (626.108562 sec): 3 clusters Score: Raw -192109.126199 + Penalty 5836.307832 = -186272.818367 nChanged 25 SP:Iteration 16Q (626.207908 sec): 3 clusters Score: Raw -192132.499602 + Penalty 5836.307832 = -186296.191770 nChanged 15 SP:Iteration 17Q (626.336254 sec): 3 clusters Score: Raw -192149.173712 + Penalty 5836.307832 = -186312.865881 nChanged 20 SP:Iteration 18Q (626.441017 sec): 3 clusters Score: Raw -192166.712165 + Penalty 5836.307832 = -186330.404333 nChanged 12 SP:Iteration 19Q (626.547144 sec): 3 clusters Score: Raw -192176.173023 + Penalty 5836.307832 = -186339.865191 nChanged 7 SP:Iteration 20F (626.676556 sec): 3 clusters Score: Raw -192181.014979 + Penalty 5836.307832 = -186344.707147 nChanged 3 SP:Iteration 21Q (626.791977 sec): 3 clusters Score: Raw -192183.980408 + Penalty 5836.307832 = -186347.672576 nChanged 3 SP:Iteration 22Q (626.882104 sec): 3 clusters Score: Raw -192187.163597 + Penalty 5836.307832 = -186350.855765 nChanged 3 SP:Iteration 23Q (626.997197 sec): 3 clusters Score: Raw -192189.425415 + Penalty 5836.307832 = -186353.117583 nChanged 2 SP:Iteration 24Q (627.110783 sec): 3 clusters Score: Raw -192192.682511 + Penalty 5836.307832 = -186356.374679 nChanged 5 SP:Iteration 25Q (627.208970 sec): 3 clusters Score: Raw -192197.615686 + Penalty 5836.307832 = -186361.307854 nChanged 2 SP:Iteration 26Q (627.321959 sec): 3 clusters Score: Raw -192199.213063 + Penalty 5836.307832 = -186362.905231 nChanged 2 SP:Iteration 27Q (627.436320 sec): 3 clusters Score: Raw -192201.241010 + Penalty 5836.307832 = -186364.933178 nChanged 2 SP:Iteration 28Q (627.529144 sec): 3 clusters Score: Raw -192203.264765 + Penalty 5836.307832 = -186366.956934 nChanged 2 SP:Iteration 29Q (627.649151 sec): 3 clusters Score: Raw -192205.025266 + Penalty 5836.307832 = -186368.717434 nChanged 2 SP:Iteration 30Q (627.760070 sec): 3 clusters Score: Raw -192206.198881 + Penalty 5836.307832 = -186369.891050 nChanged 1 SP:Iteration 31Q (627.883673 sec): 3 clusters Score: Raw -192206.683405 + Penalty 5836.307832 = -186370.375573 nChanged 0 SP:Iteration 32F (627.970009 sec): 3 clusters Score: Raw -192206.683405 + Penalty 5836.307832 = -186370.375573 nChanged 0 Trying to split cluster 6 (9776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.083070 sec): 2 clusters Score: Raw -773268.849984 + Penalty 3404.037545 = -769864.812439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (628.212412 sec): 3 clusters Score: Raw -768342.785173 + Penalty 6808.075090 = -761534.710083 nChanged 3840 SP:Iteration 1F (628.369851 sec): 3 clusters Score: Raw -770398.873629 + Penalty 6808.075090 = -763590.798539 nChanged 744 SP:Iteration 2F (628.497312 sec): 3 clusters Score: Raw -770834.584460 + Penalty 6808.075090 = -764026.509370 nChanged 551 SP:Iteration 3F (628.643067 sec): 3 clusters Score: Raw -771150.428995 + Penalty 6808.075090 = -764342.353905 nChanged 427 SP:Iteration 4Q (628.754973 sec): 3 clusters Score: Raw -771406.850504 + Penalty 6808.075090 = -764598.775414 nChanged 410 SP:Iteration 5Q (628.891561 sec): 3 clusters Score: Raw -771642.874229 + Penalty 6808.075090 = -764834.799139 nChanged 401 SP:Iteration 6Q (629.040724 sec): 3 clusters Score: Raw -771891.946429 + Penalty 6808.075090 = -765083.871339 nChanged 378 SP:Iteration 7Q (629.157536 sec): 3 clusters Score: Raw -772152.084234 + Penalty 6808.075090 = -765344.009144 nChanged 379 SP:Iteration 8Q (629.294424 sec): 3 clusters Score: Raw -772421.453134 + Penalty 6808.075090 = -765613.378044 nChanged 380 SP:Iteration 9Q (629.424719 sec): 3 clusters Score: Raw -772692.660776 + Penalty 6808.075090 = -765884.585686 nChanged 356 SP:Iteration 10Q (629.585934 sec): 3 clusters Score: Raw -772928.407952 + Penalty 6808.075090 = -766120.332862 nChanged 316 SP:Iteration 11Q (629.697387 sec): 3 clusters Score: Raw -773140.862450 + Penalty 6808.075090 = -766332.787360 nChanged 281 SP:Iteration 12Q (629.861562 sec): 3 clusters Score: Raw -773311.748195 + Penalty 6808.075090 = -766503.673105 nChanged 255 SP:Iteration 13Q (629.996279 sec): 3 clusters Score: Raw -773471.473739 + Penalty 6808.075090 = -766663.398650 nChanged 238 SP:Iteration 14Q (630.122460 sec): 3 clusters Score: Raw -773624.020052 + Penalty 6808.075090 = -766815.944962 nChanged 218 SP:Iteration 15Q (630.271203 sec): 3 clusters Score: Raw -773762.552888 + Penalty 6808.075090 = -766954.477798 nChanged 200 SP:Iteration 16Q (630.404733 sec): 3 clusters Score: Raw -773892.901498 + Penalty 6808.075090 = -767084.826408 nChanged 188 SP:Iteration 17Q (630.534321 sec): 3 clusters Score: Raw -774015.276894 + Penalty 6808.075090 = -767207.201804 nChanged 162 SP:Iteration 18Q (630.667165 sec): 3 clusters Score: Raw -774112.597144 + Penalty 6808.075090 = -767304.522054 nChanged 135 SP:Iteration 19Q (630.782832 sec): 3 clusters Score: Raw -774199.805775 + Penalty 6808.075090 = -767391.730685 nChanged 136 SP:Iteration 20F (630.923610 sec): 3 clusters Score: Raw -774282.779254 + Penalty 6808.075090 = -767474.704164 nChanged 120 SP:Iteration 21Q (631.070643 sec): 3 clusters Score: Raw -774371.577625 + Penalty 6808.075090 = -767563.502536 nChanged 136 SP:Iteration 22Q (631.196632 sec): 3 clusters Score: Raw -774480.237747 + Penalty 6808.075090 = -767672.162657 nChanged 141 SP:Iteration 23Q (631.331547 sec): 3 clusters Score: Raw -774596.619348 + Penalty 6808.075090 = -767788.544258 nChanged 143 SP:Iteration 24Q (631.446374 sec): 3 clusters Score: Raw -774723.880990 + Penalty 6808.075090 = -767915.805900 nChanged 144 SP:Iteration 25Q (631.594298 sec): 3 clusters Score: Raw -774879.886555 + Penalty 6808.075090 = -768071.811465 nChanged 142 SP:Iteration 26Q (631.711063 sec): 3 clusters Score: Raw -775043.728169 + Penalty 6808.075090 = -768235.653079 nChanged 150 SP:Iteration 27Q (631.837673 sec): 3 clusters Score: Raw -775227.151178 + Penalty 6808.075090 = -768419.076088 nChanged 134 SP:Iteration 28Q (631.970908 sec): 3 clusters Score: Raw -775357.091200 + Penalty 6808.075090 = -768549.016111 nChanged 104 SP:Iteration 29Q (632.117829 sec): 3 clusters Score: Raw -775435.412584 + Penalty 6808.075090 = -768627.337494 nChanged 93 SP:Iteration 30Q (632.217079 sec): 3 clusters Score: Raw -775498.023684 + Penalty 6808.075090 = -768689.948594 nChanged 79 SP:Iteration 31Q (632.364057 sec): 3 clusters Score: Raw -775544.866910 + Penalty 6808.075090 = -768736.791820 nChanged 59 SP:Iteration 32Q (632.483039 sec): 3 clusters Score: Raw -775579.397098 + Penalty 6808.075090 = -768771.322008 nChanged 43 SP:Iteration 33Q (632.623344 sec): 3 clusters Score: Raw -775598.244920 + Penalty 6808.075090 = -768790.169830 nChanged 20 SP:Iteration 34Q (632.759594 sec): 3 clusters Score: Raw -775605.368276 + Penalty 6808.075090 = -768797.293186 nChanged 14 SP:Iteration 35Q (632.895883 sec): 3 clusters Score: Raw -775609.323247 + Penalty 6808.075090 = -768801.248157 nChanged 10 SP:Iteration 36Q (633.013567 sec): 3 clusters Score: Raw -775612.682353 + Penalty 6808.075090 = -768804.607263 nChanged 11 SP:Iteration 37Q (633.163561 sec): 3 clusters Score: Raw -775615.353884 + Penalty 6808.075090 = -768807.278794 nChanged 6 SP:Iteration 38Q (633.285900 sec): 3 clusters Score: Raw -775616.997713 + Penalty 6808.075090 = -768808.922623 nChanged 5 SP:Iteration 39Q (633.419632 sec): 3 clusters Score: Raw -775618.385820 + Penalty 6808.075090 = -768810.310730 nChanged 4 SP:Iteration 40F (633.540264 sec): 3 clusters Score: Raw -775628.311694 + Penalty 6808.075090 = -768820.236604 nChanged 13 SP:Iteration 41Q (633.692805 sec): 3 clusters Score: Raw -775638.213268 + Penalty 6808.075090 = -768830.138178 nChanged 19 SP:Iteration 42Q (633.811902 sec): 3 clusters Score: Raw -775648.101649 + Penalty 6808.075090 = -768840.026559 nChanged 16 SP:Iteration 43Q (633.964535 sec): 3 clusters Score: Raw -775653.476124 + Penalty 6808.075090 = -768845.401035 nChanged 9 SP:Iteration 44Q (634.075177 sec): 3 clusters Score: Raw -775657.149829 + Penalty 6808.075090 = -768849.074739 nChanged 9 SP:Iteration 45Q (634.234217 sec): 3 clusters Score: Raw -775660.656081 + Penalty 6808.075090 = -768852.580991 nChanged 9 SP:Iteration 46Q (634.337978 sec): 3 clusters Score: Raw -775663.711861 + Penalty 6808.075090 = -768855.636771 nChanged 9 SP:Iteration 47Q (634.496645 sec): 3 clusters Score: Raw -775666.525759 + Penalty 6808.075090 = -768858.450669 nChanged 8 SP:Iteration 48Q (634.614069 sec): 3 clusters Score: Raw -775669.253827 + Penalty 6808.075090 = -768861.178737 nChanged 8 SP:Iteration 49Q (634.768403 sec): 3 clusters Score: Raw -775672.810461 + Penalty 6808.075090 = -768864.735371 nChanged 6 SP:Iteration 50Q (634.889987 sec): 3 clusters Score: Raw -775675.006453 + Penalty 6808.075090 = -768866.931363 nChanged 10 SP:Iteration 51Q (635.020285 sec): 3 clusters Score: Raw -775679.080714 + Penalty 6808.075090 = -768871.005624 nChanged 9 SP:Iteration 52Q (635.140032 sec): 3 clusters Score: Raw -775683.425023 + Penalty 6808.075090 = -768875.349933 nChanged 9 SP:Iteration 53Q (635.288496 sec): 3 clusters Score: Raw -775687.374757 + Penalty 6808.075090 = -768879.299667 nChanged 8 SP:Iteration 54Q (635.414496 sec): 3 clusters Score: Raw -775691.633709 + Penalty 6808.075090 = -768883.558619 nChanged 8 SP:Iteration 55Q (635.576269 sec): 3 clusters Score: Raw -775694.869314 + Penalty 6808.075090 = -768886.794224 nChanged 6 SP:Iteration 56Q (635.678995 sec): 3 clusters Score: Raw -775696.772442 + Penalty 6808.075090 = -768888.697352 nChanged 3 SP:Iteration 57Q (635.809055 sec): 3 clusters Score: Raw -775698.065767 + Penalty 6808.075090 = -768889.990677 nChanged 7 SP:Iteration 58Q (635.955954 sec): 3 clusters Score: Raw -775701.100120 + Penalty 6808.075090 = -768893.025030 nChanged 9 SP:Iteration 59Q (636.117644 sec): 3 clusters Score: Raw -775704.347445 + Penalty 6808.075090 = -768896.272356 nChanged 11 SP:Iteration 60F (636.228737 sec): 3 clusters Score: Raw -775707.185259 + Penalty 6808.075090 = -768899.110169 nChanged 4 SP:Iteration 61Q (636.357797 sec): 3 clusters Score: Raw -775708.035738 + Penalty 6808.075090 = -768899.960648 nChanged 4 SP:Iteration 62Q (636.502827 sec): 3 clusters Score: Raw -775708.821753 + Penalty 6808.075090 = -768900.746663 nChanged 1 SP:Iteration 63Q (636.624253 sec): 3 clusters Score: Raw -775708.966064 + Penalty 6808.075090 = -768900.890974 nChanged 1 SP:Iteration 64Q (636.746285 sec): 3 clusters Score: Raw -775709.390444 + Penalty 6808.075090 = -768901.315354 nChanged 3 SP:Iteration 65Q (636.874636 sec): 3 clusters Score: Raw -775710.150309 + Penalty 6808.075090 = -768902.075219 nChanged 2 SP:Iteration 66Q (637.011808 sec): 3 clusters Score: Raw -775710.610427 + Penalty 6808.075090 = -768902.535337 nChanged 0 SP:Iteration 67F (637.128448 sec): 3 clusters Score: Raw -775710.610427 + Penalty 6808.075090 = -768902.535337 nChanged 0 Trying to split cluster 7 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.189358 sec): 2 clusters Score: Raw -27994.986315 + Penalty 2327.579830 = -25667.406485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.294341 sec): 3 clusters Score: Raw -28187.996896 + Penalty 4655.159659 = -23532.837236 nChanged 75 SP:Iteration 1F (637.396865 sec): 3 clusters Score: Raw -28391.668161 + Penalty 4655.159659 = -23736.508501 nChanged 33 SP:Iteration 2F (637.489984 sec): 3 clusters Score: Raw -28521.531402 + Penalty 4655.159659 = -23866.371743 nChanged 18 SP:Iteration 3Q (637.620193 sec): 3 clusters Score: Raw -28582.781565 + Penalty 4655.159659 = -23927.621906 nChanged 10 SP:Iteration 4Q (637.702580 sec): 3 clusters Score: Raw -28623.122782 + Penalty 4655.159659 = -23967.963123 nChanged 4 SP:Iteration 5Q (637.806875 sec): 3 clusters Score: Raw -28632.091714 + Penalty 4655.159659 = -23976.932054 nChanged 2 SP:Iteration 6Q (637.936047 sec): 3 clusters Score: Raw -28639.596793 + Penalty 4655.159659 = -23984.437134 nChanged 0 SP:Iteration 7F (638.025818 sec): 3 clusters Score: Raw -28639.596793 + Penalty 4655.159659 = -23984.437134 nChanged 0 Iteration 20F (638.552248 sec): 7 clusters Score: Raw -1788855.019887 + Penalty 22530.625166 = -1766324.394721 nChanged 134 Iteration 21Q (638.995101 sec): 7 clusters Score: Raw -1788933.791660 + Penalty 22530.625166 = -1766403.166495 nChanged 119 Iteration 22Q (639.432070 sec): 7 clusters Score: Raw -1788997.159228 + Penalty 22530.625166 = -1766466.534062 nChanged 133 Iteration 23Q (639.889823 sec): 7 clusters Score: Raw -1789069.126261 + Penalty 22530.625166 = -1766538.501095 nChanged 138 Iteration 24Q (640.366577 sec): 7 clusters Score: Raw -1789142.604095 + Penalty 22530.625166 = -1766611.978929 nChanged 131 Iteration 25Q (640.792158 sec): 7 clusters Score: Raw -1789214.583421 + Penalty 22530.625166 = -1766683.958256 nChanged 138 Iteration 26Q (641.244952 sec): 7 clusters Score: Raw -1789277.392561 + Penalty 22530.625166 = -1766746.767395 nChanged 121 Iteration 27Q (641.647593 sec): 7 clusters Score: Raw -1789332.548164 + Penalty 22530.625166 = -1766801.922998 nChanged 116 Iteration 28Q (642.094505 sec): 7 clusters Score: Raw -1789382.161588 + Penalty 22530.625166 = -1766851.536422 nChanged 124 Iteration 29Q (642.561426 sec): 7 clusters Score: Raw -1789435.348574 + Penalty 22530.625166 = -1766904.723409 nChanged 115 Iteration 30Q (642.965852 sec): 7 clusters Score: Raw -1789486.224700 + Penalty 22530.625166 = -1766955.599535 nChanged 106 Iteration 31Q (643.422657 sec): 7 clusters Score: Raw -1789528.776298 + Penalty 22530.625166 = -1766998.151132 nChanged 108 Iteration 32Q (643.832411 sec): 7 clusters Score: Raw -1789565.910693 + Penalty 22530.625166 = -1767035.285527 nChanged 84 Iteration 33Q (644.257246 sec): 7 clusters Score: Raw -1789595.445597 + Penalty 22530.625166 = -1767064.820431 nChanged 85 Iteration 34Q (644.691318 sec): 7 clusters Score: Raw -1789625.668683 + Penalty 22530.625166 = -1767095.043518 nChanged 72 Iteration 35Q (645.097024 sec): 7 clusters Score: Raw -1789649.834520 + Penalty 22530.625166 = -1767119.209354 nChanged 51 Iteration 36Q (645.490823 sec): 7 clusters Score: Raw -1789664.079919 + Penalty 22530.625166 = -1767133.454753 nChanged 36 Iteration 37Q (645.915017 sec): 7 clusters Score: Raw -1789675.812414 + Penalty 22530.625166 = -1767145.187248 nChanged 34 Iteration 38Q (646.345684 sec): 7 clusters Score: Raw -1789684.794614 + Penalty 22530.625166 = -1767154.169448 nChanged 28 Iteration 39Q (646.774595 sec): 7 clusters Score: Raw -1789691.421004 + Penalty 22530.625166 = -1767160.795838 nChanged 22 Iteration 40F (647.248381 sec): 7 clusters Score: Raw -1789697.983224 + Penalty 22530.625166 = -1767167.358058 nChanged 20 Iteration 41Q (647.684968 sec): 7 clusters Score: Raw -1789703.807215 + Penalty 22530.625166 = -1767173.182049 nChanged 16 Iteration 42Q (648.089436 sec): 7 clusters Score: Raw -1789707.550455 + Penalty 22530.625166 = -1767176.925290 nChanged 13 Iteration 43Q (648.513828 sec): 7 clusters Score: Raw -1789710.326536 + Penalty 22530.625166 = -1767179.701370 nChanged 8 Iteration 44Q (648.949152 sec): 7 clusters Score: Raw -1789711.489573 + Penalty 22530.625166 = -1767180.864407 nChanged 6 Iteration 45Q (649.369009 sec): 7 clusters Score: Raw -1789712.824723 + Penalty 22530.625166 = -1767182.199557 nChanged 4 Iteration 46Q (649.786277 sec): 7 clusters Score: Raw -1789713.407035 + Penalty 22530.625166 = -1767182.781869 nChanged 1 Iteration 47Q (650.212504 sec): 7 clusters Score: Raw -1789713.581265 + Penalty 22530.625166 = -1767182.956099 nChanged 2 Iteration 48Q (650.632779 sec): 7 clusters Score: Raw -1789713.944537 + Penalty 22530.625166 = -1767183.319371 nChanged 4 Iteration 49Q (651.061349 sec): 7 clusters Score: Raw -1789714.683775 + Penalty 22530.625166 = -1767184.058609 nChanged 1 Iteration 50Q (651.479073 sec): 7 clusters Score: Raw -1789714.941273 + Penalty 22530.625166 = -1767184.316107 nChanged 3 Iteration 51Q (651.892882 sec): 7 clusters Score: Raw -1789715.379970 + Penalty 22530.625166 = -1767184.754805 nChanged 1 Iteration 52Q (652.314934 sec): 7 clusters Score: Raw -1789715.660540 + Penalty 22530.625166 = -1767185.035374 nChanged 0 Iteration 53F (652.848373 sec): 7 clusters Score: Raw -1789715.660540 + Penalty 22530.625166 = -1767185.035374 nChanged 0 Compute initial score before splitting: Score: Raw -1789715.660540 + Penalty 22530.625166 = -1767185.035374 Trying to split cluster 1 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.942321 sec): 2 clusters Score: Raw -337989.487863 + Penalty 3135.600522 = -334853.887341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.071566 sec): 3 clusters Score: Raw -335914.091841 + Penalty 6271.201043 = -329642.890797 nChanged 1688 SP:Iteration 1F (653.159614 sec): 3 clusters Score: Raw -337031.289996 + Penalty 6271.201043 = -330760.088953 nChanged 354 SP:Iteration 2F (653.301359 sec): 3 clusters Score: Raw -337294.722795 + Penalty 6271.201043 = -331023.521752 nChanged 245 SP:Iteration 3F (653.397750 sec): 3 clusters Score: Raw -337466.596058 + Penalty 6271.201043 = -331195.395014 nChanged 176 SP:Iteration 4Q (653.536377 sec): 3 clusters Score: Raw -337607.845467 + Penalty 6271.201043 = -331336.644423 nChanged 170 SP:Iteration 5Q (653.645079 sec): 3 clusters Score: Raw -337749.722824 + Penalty 6271.201043 = -331478.521780 nChanged 177 SP:Iteration 6Q (653.758159 sec): 3 clusters Score: Raw -337904.106603 + Penalty 6271.201043 = -331632.905559 nChanged 170 SP:Iteration 7Q (653.887144 sec): 3 clusters Score: Raw -338048.740282 + Penalty 6271.201043 = -331777.539239 nChanged 159 SP:Iteration 8Q (654.001164 sec): 3 clusters Score: Raw -338181.486871 + Penalty 6271.201043 = -331910.285828 nChanged 138 SP:Iteration 9Q (654.127985 sec): 3 clusters Score: Raw -338296.780440 + Penalty 6271.201043 = -332025.579396 nChanged 133 SP:Iteration 10Q (654.238073 sec): 3 clusters Score: Raw -338396.903759 + Penalty 6271.201043 = -332125.702715 nChanged 105 SP:Iteration 11Q (654.353985 sec): 3 clusters Score: Raw -338473.667139 + Penalty 6271.201043 = -332202.466096 nChanged 80 SP:Iteration 12Q (654.484655 sec): 3 clusters Score: Raw -338527.961213 + Penalty 6271.201043 = -332256.760170 nChanged 60 SP:Iteration 13Q (654.607366 sec): 3 clusters Score: Raw -338562.466807 + Penalty 6271.201043 = -332291.265763 nChanged 46 SP:Iteration 14Q (654.715088 sec): 3 clusters Score: Raw -338589.094374 + Penalty 6271.201043 = -332317.893330 nChanged 38 SP:Iteration 15Q (654.826528 sec): 3 clusters Score: Raw -338616.987888 + Penalty 6271.201043 = -332345.786845 nChanged 40 SP:Iteration 16Q (654.937637 sec): 3 clusters Score: Raw -338644.977158 + Penalty 6271.201043 = -332373.776115 nChanged 38 SP:Iteration 17Q (655.056757 sec): 3 clusters Score: Raw -338669.792238 + Penalty 6271.201043 = -332398.591195 nChanged 28 SP:Iteration 18Q (655.194178 sec): 3 clusters Score: Raw -338688.911697 + Penalty 6271.201043 = -332417.710653 nChanged 29 SP:Iteration 19Q (655.289542 sec): 3 clusters Score: Raw -338707.688972 + Penalty 6271.201043 = -332436.487929 nChanged 26 SP:Iteration 20F (655.404599 sec): 3 clusters Score: Raw -338723.630729 + Penalty 6271.201043 = -332452.429686 nChanged 17 SP:Iteration 21Q (655.526607 sec): 3 clusters Score: Raw -338731.634098 + Penalty 6271.201043 = -332460.433055 nChanged 14 SP:Iteration 22Q (655.648837 sec): 3 clusters Score: Raw -338738.883959 + Penalty 6271.201043 = -332467.682916 nChanged 10 SP:Iteration 23Q (655.797040 sec): 3 clusters Score: Raw -338743.051972 + Penalty 6271.201043 = -332471.850929 nChanged 5 SP:Iteration 24Q (655.898736 sec): 3 clusters Score: Raw -338745.419323 + Penalty 6271.201043 = -332474.218280 nChanged 9 SP:Iteration 25Q (656.015552 sec): 3 clusters Score: Raw -338748.973410 + Penalty 6271.201043 = -332477.772367 nChanged 9 SP:Iteration 26Q (656.129689 sec): 3 clusters Score: Raw -338755.278835 + Penalty 6271.201043 = -332484.077791 nChanged 8 SP:Iteration 27Q (656.234515 sec): 3 clusters Score: Raw -338758.240906 + Penalty 6271.201043 = -332487.039863 nChanged 7 SP:Iteration 28Q (656.359693 sec): 3 clusters Score: Raw -338760.933840 + Penalty 6271.201043 = -332489.732797 nChanged 10 SP:Iteration 29Q (656.489490 sec): 3 clusters Score: Raw -338765.043156 + Penalty 6271.201043 = -332493.842112 nChanged 4 SP:Iteration 30Q (656.607934 sec): 3 clusters Score: Raw -338766.808451 + Penalty 6271.201043 = -332495.607407 nChanged 2 SP:Iteration 31Q (656.719689 sec): 3 clusters Score: Raw -338767.674554 + Penalty 6271.201043 = -332496.473510 nChanged 2 SP:Iteration 32Q (656.841213 sec): 3 clusters Score: Raw -338768.552811 + Penalty 6271.201043 = -332497.351767 nChanged 1 SP:Iteration 33Q (656.958550 sec): 3 clusters Score: Raw -338768.773418 + Penalty 6271.201043 = -332497.572375 nChanged 1 SP:Iteration 34Q (657.058285 sec): 3 clusters Score: Raw -338769.349065 + Penalty 6271.201043 = -332498.148022 nChanged 1 SP:Iteration 35Q (657.190598 sec): 3 clusters Score: Raw -338770.091270 + Penalty 6271.201043 = -332498.890227 nChanged 2 SP:Iteration 36Q (657.281062 sec): 3 clusters Score: Raw -338771.102642 + Penalty 6271.201043 = -332499.901598 nChanged 3 SP:Iteration 37Q (657.397163 sec): 3 clusters Score: Raw -338772.293618 + Penalty 6271.201043 = -332501.092575 nChanged 0 SP:Iteration 38F (657.511044 sec): 3 clusters Score: Raw -338772.293618 + Penalty 6271.201043 = -332501.092575 nChanged 0 Trying to split cluster 2 (5591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.604960 sec): 2 clusters Score: Raw -390142.707430 + Penalty 3197.012430 = -386945.695000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.711749 sec): 3 clusters Score: Raw -387688.577853 + Penalty 6394.024860 = -381294.552993 nChanged 2063 SP:Iteration 1F (657.840827 sec): 3 clusters Score: Raw -389012.613667 + Penalty 6394.024860 = -382618.588807 nChanged 426 SP:Iteration 2F (657.955008 sec): 3 clusters Score: Raw -389332.943935 + Penalty 6394.024860 = -382938.919075 nChanged 278 SP:Iteration 3Q (658.075170 sec): 3 clusters Score: Raw -389548.916360 + Penalty 6394.024860 = -383154.891500 nChanged 246 SP:Iteration 4Q (658.199515 sec): 3 clusters Score: Raw -389771.103067 + Penalty 6394.024860 = -383377.078207 nChanged 232 SP:Iteration 5Q (658.330930 sec): 3 clusters Score: Raw -390043.391425 + Penalty 6394.024860 = -383649.366565 nChanged 243 SP:Iteration 6Q (658.444137 sec): 3 clusters Score: Raw -390313.146613 + Penalty 6394.024860 = -383919.121754 nChanged 217 SP:Iteration 7Q (658.570376 sec): 3 clusters Score: Raw -390507.695725 + Penalty 6394.024860 = -384113.670866 nChanged 198 SP:Iteration 8Q (658.685637 sec): 3 clusters Score: Raw -390694.876931 + Penalty 6394.024860 = -384300.852071 nChanged 167 SP:Iteration 9Q (658.816042 sec): 3 clusters Score: Raw -390868.765265 + Penalty 6394.024860 = -384474.740405 nChanged 182 SP:Iteration 10Q (658.927180 sec): 3 clusters Score: Raw -391038.455021 + Penalty 6394.024860 = -384644.430161 nChanged 158 SP:Iteration 11Q (659.025208 sec): 3 clusters Score: Raw -391184.980176 + Penalty 6394.024860 = -384790.955316 nChanged 128 SP:Iteration 12Q (659.153255 sec): 3 clusters Score: Raw -391293.368618 + Penalty 6394.024860 = -384899.343758 nChanged 121 SP:Iteration 13Q (659.296871 sec): 3 clusters Score: Raw -391389.060754 + Penalty 6394.024860 = -384995.035895 nChanged 114 SP:Iteration 14Q (659.421956 sec): 3 clusters Score: Raw -391475.452368 + Penalty 6394.024860 = -385081.427508 nChanged 120 SP:Iteration 15Q (659.523846 sec): 3 clusters Score: Raw -391572.513921 + Penalty 6394.024860 = -385178.489062 nChanged 115 SP:Iteration 16Q (659.636291 sec): 3 clusters Score: Raw -391682.105471 + Penalty 6394.024860 = -385288.080611 nChanged 124 SP:Iteration 17Q (659.769087 sec): 3 clusters Score: Raw -391797.387285 + Penalty 6394.024860 = -385403.362425 nChanged 127 SP:Iteration 18Q (659.869785 sec): 3 clusters Score: Raw -391918.082280 + Penalty 6394.024860 = -385524.057420 nChanged 122 SP:Iteration 19Q (659.988027 sec): 3 clusters Score: Raw -392030.138649 + Penalty 6394.024860 = -385636.113789 nChanged 113 SP:Iteration 20F (660.102783 sec): 3 clusters Score: Raw -392130.767202 + Penalty 6394.024860 = -385736.742343 nChanged 98 SP:Iteration 21Q (660.229356 sec): 3 clusters Score: Raw -392232.070464 + Penalty 6394.024860 = -385838.045605 nChanged 107 SP:Iteration 22Q (660.342924 sec): 3 clusters Score: Raw -392357.690769 + Penalty 6394.024860 = -385963.665909 nChanged 111 SP:Iteration 23Q (660.470935 sec): 3 clusters Score: Raw -392504.788815 + Penalty 6394.024860 = -386110.763955 nChanged 121 SP:Iteration 24Q (660.595013 sec): 3 clusters Score: Raw -392662.993852 + Penalty 6394.024860 = -386268.968992 nChanged 92 SP:Iteration 25Q (660.693062 sec): 3 clusters Score: Raw -392816.742105 + Penalty 6394.024860 = -386422.717245 nChanged 85 SP:Iteration 26Q (660.835669 sec): 3 clusters Score: Raw -392935.774179 + Penalty 6394.024860 = -386541.749319 nChanged 70 SP:Iteration 27Q (660.949018 sec): 3 clusters Score: Raw -393019.873761 + Penalty 6394.024860 = -386625.848901 nChanged 60 SP:Iteration 28Q (661.048697 sec): 3 clusters Score: Raw -393112.911503 + Penalty 6394.024860 = -386718.886643 nChanged 51 SP:Iteration 29Q (661.172734 sec): 3 clusters Score: Raw -393173.871839 + Penalty 6394.024860 = -386779.846979 nChanged 28 SP:Iteration 30Q (661.280369 sec): 3 clusters Score: Raw -393204.076590 + Penalty 6394.024860 = -386810.051730 nChanged 17 SP:Iteration 31Q (661.393950 sec): 3 clusters Score: Raw -393219.811662 + Penalty 6394.024860 = -386825.786802 nChanged 13 SP:Iteration 32Q (661.520868 sec): 3 clusters Score: Raw -393226.674074 + Penalty 6394.024860 = -386832.649214 nChanged 5 SP:Iteration 33Q (661.640754 sec): 3 clusters Score: Raw -393229.002973 + Penalty 6394.024860 = -386834.978114 nChanged 4 SP:Iteration 34Q (661.744174 sec): 3 clusters Score: Raw -393230.415954 + Penalty 6394.024860 = -386836.391094 nChanged 0 SP:Iteration 35F (661.884808 sec): 3 clusters Score: Raw -393230.415954 + Penalty 6394.024860 = -386836.391094 nChanged 0 Trying to split cluster 3 (2430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.954247 sec): 2 clusters Score: Raw -140908.114257 + Penalty 2888.287042 = -138019.827216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.069356 sec): 3 clusters Score: Raw -140118.502516 + Penalty 5776.574083 = -134341.928433 nChanged 744 SP:Iteration 1F (662.154235 sec): 3 clusters Score: Raw -140794.207925 + Penalty 5776.574083 = -135017.633841 nChanged 196 SP:Iteration 2F (662.291626 sec): 3 clusters Score: Raw -141034.801562 + Penalty 5776.574083 = -135258.227478 nChanged 119 SP:Iteration 3Q (662.402025 sec): 3 clusters Score: Raw -141200.840896 + Penalty 5776.574083 = -135424.266813 nChanged 98 SP:Iteration 4Q (662.502938 sec): 3 clusters Score: Raw -141336.548196 + Penalty 5776.574083 = -135559.974113 nChanged 78 SP:Iteration 5Q (662.596285 sec): 3 clusters Score: Raw -141463.826283 + Penalty 5776.574083 = -135687.252199 nChanged 93 SP:Iteration 6Q (662.709002 sec): 3 clusters Score: Raw -141589.181689 + Penalty 5776.574083 = -135812.607605 nChanged 76 SP:Iteration 7Q (662.793992 sec): 3 clusters Score: Raw -141676.342385 + Penalty 5776.574083 = -135899.768301 nChanged 57 SP:Iteration 8Q (662.910153 sec): 3 clusters Score: Raw -141742.035191 + Penalty 5776.574083 = -135965.461107 nChanged 59 SP:Iteration 9Q (663.024279 sec): 3 clusters Score: Raw -141810.931024 + Penalty 5776.574083 = -136034.356941 nChanged 54 SP:Iteration 10Q (663.142333 sec): 3 clusters Score: Raw -141882.814933 + Penalty 5776.574083 = -136106.240849 nChanged 57 SP:Iteration 11Q (663.224760 sec): 3 clusters Score: Raw -141943.582064 + Penalty 5776.574083 = -136167.007980 nChanged 36 SP:Iteration 12Q (663.349505 sec): 3 clusters Score: Raw -141985.747119 + Penalty 5776.574083 = -136209.173035 nChanged 37 SP:Iteration 13Q (663.458438 sec): 3 clusters Score: Raw -142019.281132 + Penalty 5776.574083 = -136242.707048 nChanged 28 SP:Iteration 14Q (663.581818 sec): 3 clusters Score: Raw -142043.740895 + Penalty 5776.574083 = -136267.166812 nChanged 19 SP:Iteration 15Q (663.691856 sec): 3 clusters Score: Raw -142071.327583 + Penalty 5776.574083 = -136294.753500 nChanged 22 SP:Iteration 16Q (663.805884 sec): 3 clusters Score: Raw -142089.684450 + Penalty 5776.574083 = -136313.110366 nChanged 17 SP:Iteration 17Q (663.920101 sec): 3 clusters Score: Raw -142110.014603 + Penalty 5776.574083 = -136333.440519 nChanged 25 SP:Iteration 18Q (664.011127 sec): 3 clusters Score: Raw -142136.978885 + Penalty 5776.574083 = -136360.404801 nChanged 21 SP:Iteration 19Q (664.120337 sec): 3 clusters Score: Raw -142160.707696 + Penalty 5776.574083 = -136384.133612 nChanged 24 SP:Iteration 20F (664.236267 sec): 3 clusters Score: Raw -142183.395008 + Penalty 5776.574083 = -136406.820924 nChanged 13 SP:Iteration 21Q (664.336455 sec): 3 clusters Score: Raw -142196.995958 + Penalty 5776.574083 = -136420.421874 nChanged 15 SP:Iteration 22Q (664.451468 sec): 3 clusters Score: Raw -142208.194124 + Penalty 5776.574083 = -136431.620041 nChanged 11 SP:Iteration 23Q (664.553125 sec): 3 clusters Score: Raw -142218.376481 + Penalty 5776.574083 = -136441.802398 nChanged 14 SP:Iteration 24Q (664.664833 sec): 3 clusters Score: Raw -142230.057763 + Penalty 5776.574083 = -136453.483680 nChanged 8 SP:Iteration 25Q (664.795914 sec): 3 clusters Score: Raw -142236.861526 + Penalty 5776.574083 = -136460.287442 nChanged 8 SP:Iteration 26Q (664.896408 sec): 3 clusters Score: Raw -142243.184826 + Penalty 5776.574083 = -136466.610743 nChanged 5 SP:Iteration 27Q (665.024601 sec): 3 clusters Score: Raw -142246.266148 + Penalty 5776.574083 = -136469.692065 nChanged 4 SP:Iteration 28Q (665.136021 sec): 3 clusters Score: Raw -142252.554876 + Penalty 5776.574083 = -136475.980793 nChanged 6 SP:Iteration 29Q (665.232748 sec): 3 clusters Score: Raw -142261.111527 + Penalty 5776.574083 = -136484.537443 nChanged 8 SP:Iteration 30Q (665.367430 sec): 3 clusters Score: Raw -142268.694672 + Penalty 5776.574083 = -136492.120589 nChanged 5 SP:Iteration 31Q (665.458942 sec): 3 clusters Score: Raw -142274.670062 + Penalty 5776.574083 = -136498.095978 nChanged 8 SP:Iteration 32Q (665.554387 sec): 3 clusters Score: Raw -142280.962052 + Penalty 5776.574083 = -136504.387969 nChanged 6 SP:Iteration 33Q (665.661326 sec): 3 clusters Score: Raw -142284.749874 + Penalty 5776.574083 = -136508.175790 nChanged 3 SP:Iteration 34Q (665.765241 sec): 3 clusters Score: Raw -142288.856699 + Penalty 5776.574083 = -136512.282616 nChanged 6 SP:Iteration 35Q (665.872252 sec): 3 clusters Score: Raw -142293.004918 + Penalty 5776.574083 = -136516.430834 nChanged 6 SP:Iteration 36Q (665.951494 sec): 3 clusters Score: Raw -142297.235722 + Penalty 5776.574083 = -136520.661638 nChanged 2 SP:Iteration 37Q (666.066746 sec): 3 clusters Score: Raw -142298.138113 + Penalty 5776.574083 = -136521.564029 nChanged 1 SP:Iteration 38Q (666.159750 sec): 3 clusters Score: Raw -142298.421166 + Penalty 5776.574083 = -136521.847082 nChanged 0 SP:Iteration 39F (666.253504 sec): 3 clusters Score: Raw -142298.421166 + Penalty 5776.574083 = -136521.847082 nChanged 0 Trying to split cluster 4 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.330447 sec): 2 clusters Score: Raw -200079.354852 + Penalty 2928.556059 = -197150.798793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.438932 sec): 3 clusters Score: Raw -199133.546672 + Penalty 5857.112118 = -193276.434554 nChanged 811 SP:Iteration 1F (666.534241 sec): 3 clusters Score: Raw -199829.946288 + Penalty 5857.112118 = -193972.834170 nChanged 220 SP:Iteration 2F (666.648875 sec): 3 clusters Score: Raw -200053.867576 + Penalty 5857.112118 = -194196.755458 nChanged 117 SP:Iteration 3Q (666.755198 sec): 3 clusters Score: Raw -200160.091525 + Penalty 5857.112118 = -194302.979407 nChanged 82 SP:Iteration 4Q (666.875305 sec): 3 clusters Score: Raw -200250.448047 + Penalty 5857.112118 = -194393.335929 nChanged 53 SP:Iteration 5Q (666.963887 sec): 3 clusters Score: Raw -200303.772223 + Penalty 5857.112118 = -194446.660105 nChanged 42 SP:Iteration 6Q (667.097870 sec): 3 clusters Score: Raw -200344.047377 + Penalty 5857.112118 = -194486.935259 nChanged 42 SP:Iteration 7Q (667.199474 sec): 3 clusters Score: Raw -200380.541512 + Penalty 5857.112118 = -194523.429394 nChanged 35 SP:Iteration 8Q (667.297708 sec): 3 clusters Score: Raw -200405.192044 + Penalty 5857.112118 = -194548.079926 nChanged 29 SP:Iteration 9Q (667.417383 sec): 3 clusters Score: Raw -200426.973426 + Penalty 5857.112118 = -194569.861308 nChanged 24 SP:Iteration 10Q (667.518107 sec): 3 clusters Score: Raw -200445.323774 + Penalty 5857.112118 = -194588.211656 nChanged 31 SP:Iteration 11Q (667.607094 sec): 3 clusters Score: Raw -200465.142163 + Penalty 5857.112118 = -194608.030045 nChanged 25 SP:Iteration 12Q (667.717618 sec): 3 clusters Score: Raw -200485.487518 + Penalty 5857.112118 = -194628.375400 nChanged 27 SP:Iteration 13Q (667.824677 sec): 3 clusters Score: Raw -200508.212694 + Penalty 5857.112118 = -194651.100576 nChanged 33 SP:Iteration 14Q (667.914536 sec): 3 clusters Score: Raw -200532.729625 + Penalty 5857.112118 = -194675.617507 nChanged 37 SP:Iteration 15Q (668.038978 sec): 3 clusters Score: Raw -200561.313673 + Penalty 5857.112118 = -194704.201555 nChanged 47 SP:Iteration 16Q (668.138560 sec): 3 clusters Score: Raw -200597.040177 + Penalty 5857.112118 = -194739.928059 nChanged 39 SP:Iteration 17Q (668.275123 sec): 3 clusters Score: Raw -200627.945126 + Penalty 5857.112118 = -194770.833008 nChanged 24 SP:Iteration 18Q (668.374367 sec): 3 clusters Score: Raw -200644.348224 + Penalty 5857.112118 = -194787.236106 nChanged 25 SP:Iteration 19Q (668.487154 sec): 3 clusters Score: Raw -200662.761800 + Penalty 5857.112118 = -194805.649682 nChanged 26 SP:Iteration 20F (668.591058 sec): 3 clusters Score: Raw -200684.782025 + Penalty 5857.112118 = -194827.669907 nChanged 28 SP:Iteration 21Q (668.711924 sec): 3 clusters Score: Raw -200712.756507 + Penalty 5857.112118 = -194855.644389 nChanged 37 SP:Iteration 22Q (668.802288 sec): 3 clusters Score: Raw -200749.633506 + Penalty 5857.112118 = -194892.521388 nChanged 41 SP:Iteration 23Q (668.924353 sec): 3 clusters Score: Raw -200792.518952 + Penalty 5857.112118 = -194935.406834 nChanged 37 SP:Iteration 24Q (669.054116 sec): 3 clusters Score: Raw -200824.988501 + Penalty 5857.112118 = -194967.876383 nChanged 24 SP:Iteration 25Q (669.130058 sec): 3 clusters Score: Raw -200842.677056 + Penalty 5857.112118 = -194985.564938 nChanged 21 SP:Iteration 26Q (669.239322 sec): 3 clusters Score: Raw -200860.334710 + Penalty 5857.112118 = -195003.222592 nChanged 14 SP:Iteration 27Q (669.345315 sec): 3 clusters Score: Raw -200876.324985 + Penalty 5857.112118 = -195019.212867 nChanged 18 SP:Iteration 28Q (669.459576 sec): 3 clusters Score: Raw -200893.423084 + Penalty 5857.112118 = -195036.310966 nChanged 21 SP:Iteration 29Q (669.591820 sec): 3 clusters Score: Raw -200913.422318 + Penalty 5857.112118 = -195056.310200 nChanged 22 SP:Iteration 30Q (669.696955 sec): 3 clusters Score: Raw -200930.997398 + Penalty 5857.112118 = -195073.885280 nChanged 12 SP:Iteration 31Q (669.801445 sec): 3 clusters Score: Raw -200942.041421 + Penalty 5857.112118 = -195084.929303 nChanged 9 SP:Iteration 32Q (669.890144 sec): 3 clusters Score: Raw -200948.832323 + Penalty 5857.112118 = -195091.720205 nChanged 3 SP:Iteration 33Q (670.016640 sec): 3 clusters Score: Raw -200950.744110 + Penalty 5857.112118 = -195093.631992 nChanged 2 SP:Iteration 34Q (670.094197 sec): 3 clusters Score: Raw -200952.267263 + Penalty 5857.112118 = -195095.155145 nChanged 3 SP:Iteration 35Q (670.195874 sec): 3 clusters Score: Raw -200954.848197 + Penalty 5857.112118 = -195097.736079 nChanged 2 SP:Iteration 36Q (670.305324 sec): 3 clusters Score: Raw -200956.796889 + Penalty 5857.112118 = -195099.684771 nChanged 3 SP:Iteration 37Q (670.425102 sec): 3 clusters Score: Raw -200958.750865 + Penalty 5857.112118 = -195101.638747 nChanged 2 SP:Iteration 38Q (670.518612 sec): 3 clusters Score: Raw -200960.181809 + Penalty 5857.112118 = -195103.069691 nChanged 3 SP:Iteration 39Q (670.620747 sec): 3 clusters Score: Raw -200961.637296 + Penalty 5857.112118 = -195104.525178 nChanged 2 SP:Iteration 40F (670.723372 sec): 3 clusters Score: Raw -200962.719165 + Penalty 5857.112118 = -195105.607047 nChanged 3 SP:Iteration 41Q (670.823271 sec): 3 clusters Score: Raw -200964.338945 + Penalty 5857.112118 = -195107.226827 nChanged 2 SP:Iteration 42Q (670.932124 sec): 3 clusters Score: Raw -200965.774430 + Penalty 5857.112118 = -195108.662312 nChanged 3 SP:Iteration 43Q (671.034701 sec): 3 clusters Score: Raw -200967.984212 + Penalty 5857.112118 = -195110.872094 nChanged 6 SP:Iteration 44Q (671.145979 sec): 3 clusters Score: Raw -200974.918481 + Penalty 5857.112118 = -195117.806363 nChanged 5 SP:Iteration 45Q (671.236595 sec): 3 clusters Score: Raw -200978.732067 + Penalty 5857.112118 = -195121.619949 nChanged 3 SP:Iteration 46Q (671.348931 sec): 3 clusters Score: Raw -200981.438329 + Penalty 5857.112118 = -195124.326211 nChanged 2 SP:Iteration 47Q (671.457730 sec): 3 clusters Score: Raw -200982.731959 + Penalty 5857.112118 = -195125.619841 nChanged 1 SP:Iteration 48Q (671.563973 sec): 3 clusters Score: Raw -200984.376833 + Penalty 5857.112118 = -195127.264715 nChanged 2 SP:Iteration 49Q (671.674076 sec): 3 clusters Score: Raw -200985.168867 + Penalty 5857.112118 = -195128.056749 nChanged 1 SP:Iteration 50Q (671.780145 sec): 3 clusters Score: Raw -200985.681808 + Penalty 5857.112118 = -195128.569690 nChanged 1 SP:Iteration 51Q (671.875203 sec): 3 clusters Score: Raw -200986.417799 + Penalty 5857.112118 = -195129.305681 nChanged 0 SP:Iteration 52F (671.960918 sec): 3 clusters Score: Raw -200986.417799 + Penalty 5857.112118 = -195129.305681 nChanged 0 Trying to split cluster 6 (9233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (672.060981 sec): 2 clusters Score: Raw -733349.950617 + Penalty 3382.864811 = -729967.085806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (672.166469 sec): 3 clusters Score: Raw -728756.344453 + Penalty 6765.729623 = -721990.614831 nChanged 3591 SP:Iteration 1F (672.304270 sec): 3 clusters Score: Raw -730807.126194 + Penalty 6765.729623 = -724041.396571 nChanged 680 SP:Iteration 2F (672.420859 sec): 3 clusters Score: Raw -731282.614750 + Penalty 6765.729623 = -724516.885128 nChanged 565 SP:Iteration 3F (672.578594 sec): 3 clusters Score: Raw -731672.488070 + Penalty 6765.729623 = -724906.758448 nChanged 507 SP:Iteration 4F (672.709319 sec): 3 clusters Score: Raw -732020.196446 + Penalty 6765.729623 = -725254.466823 nChanged 449 SP:Iteration 5Q (672.833626 sec): 3 clusters Score: Raw -732316.047771 + Penalty 6765.729623 = -725550.318148 nChanged 413 SP:Iteration 6Q (672.961715 sec): 3 clusters Score: Raw -732585.323166 + Penalty 6765.729623 = -725819.593543 nChanged 366 SP:Iteration 7Q (673.085505 sec): 3 clusters Score: Raw -732810.081160 + Penalty 6765.729623 = -726044.351537 nChanged 340 SP:Iteration 8Q (673.228896 sec): 3 clusters Score: Raw -733039.050983 + Penalty 6765.729623 = -726273.321360 nChanged 318 SP:Iteration 9Q (673.355042 sec): 3 clusters Score: Raw -733252.533598 + Penalty 6765.729623 = -726486.803975 nChanged 280 SP:Iteration 10Q (673.489455 sec): 3 clusters Score: Raw -733460.594186 + Penalty 6765.729623 = -726694.864563 nChanged 284 SP:Iteration 11Q (673.636136 sec): 3 clusters Score: Raw -733656.051151 + Penalty 6765.729623 = -726890.321528 nChanged 229 SP:Iteration 12Q (673.760922 sec): 3 clusters Score: Raw -733799.019131 + Penalty 6765.729623 = -727033.289508 nChanged 185 SP:Iteration 13Q (673.871170 sec): 3 clusters Score: Raw -733935.389149 + Penalty 6765.729623 = -727169.659526 nChanged 153 SP:Iteration 14Q (674.018176 sec): 3 clusters Score: Raw -734047.783097 + Penalty 6765.729623 = -727282.053475 nChanged 141 SP:Iteration 15Q (674.144522 sec): 3 clusters Score: Raw -734138.067534 + Penalty 6765.729623 = -727372.337911 nChanged 111 SP:Iteration 16Q (674.280094 sec): 3 clusters Score: Raw -734200.850080 + Penalty 6765.729623 = -727435.120458 nChanged 76 SP:Iteration 17Q (674.387367 sec): 3 clusters Score: Raw -734244.530497 + Penalty 6765.729623 = -727478.800874 nChanged 77 SP:Iteration 18Q (674.519107 sec): 3 clusters Score: Raw -734286.896725 + Penalty 6765.729623 = -727521.167102 nChanged 58 SP:Iteration 19Q (674.645974 sec): 3 clusters Score: Raw -734315.922936 + Penalty 6765.729623 = -727550.193314 nChanged 47 SP:Iteration 20F (674.776396 sec): 3 clusters Score: Raw -734336.370598 + Penalty 6765.729623 = -727570.640976 nChanged 34 SP:Iteration 21Q (674.882739 sec): 3 clusters Score: Raw -734350.989294 + Penalty 6765.729623 = -727585.259671 nChanged 20 SP:Iteration 22Q (674.996921 sec): 3 clusters Score: Raw -734358.255235 + Penalty 6765.729623 = -727592.525612 nChanged 18 SP:Iteration 23Q (675.147171 sec): 3 clusters Score: Raw -734365.514359 + Penalty 6765.729623 = -727599.784736 nChanged 17 SP:Iteration 24Q (675.275409 sec): 3 clusters Score: Raw -734371.204621 + Penalty 6765.729623 = -727605.474998 nChanged 7 SP:Iteration 25Q (675.394907 sec): 3 clusters Score: Raw -734373.157906 + Penalty 6765.729623 = -727607.428284 nChanged 8 SP:Iteration 26Q (675.529527 sec): 3 clusters Score: Raw -734375.744982 + Penalty 6765.729623 = -727610.015360 nChanged 6 SP:Iteration 27Q (675.640404 sec): 3 clusters Score: Raw -734377.769846 + Penalty 6765.729623 = -727612.040224 nChanged 3 SP:Iteration 28Q (675.802422 sec): 3 clusters Score: Raw -734379.519788 + Penalty 6765.729623 = -727613.790165 nChanged 5 SP:Iteration 29Q (675.941944 sec): 3 clusters Score: Raw -734381.510817 + Penalty 6765.729623 = -727615.781195 nChanged 4 SP:Iteration 30Q (676.046278 sec): 3 clusters Score: Raw -734382.871984 + Penalty 6765.729623 = -727617.142361 nChanged 4 SP:Iteration 31Q (676.175254 sec): 3 clusters Score: Raw -734384.434924 + Penalty 6765.729623 = -727618.705301 nChanged 2 SP:Iteration 32Q (676.310074 sec): 3 clusters Score: Raw -734385.334580 + Penalty 6765.729623 = -727619.604957 nChanged 2 SP:Iteration 33Q (676.405574 sec): 3 clusters Score: Raw -734386.189264 + Penalty 6765.729623 = -727620.459642 nChanged 3 SP:Iteration 34Q (676.529150 sec): 3 clusters Score: Raw -734387.537029 + Penalty 6765.729623 = -727621.807407 nChanged 3 SP:Iteration 35Q (676.642041 sec): 3 clusters Score: Raw -734389.233272 + Penalty 6765.729623 = -727623.503649 nChanged 4 SP:Iteration 36Q (676.764642 sec): 3 clusters Score: Raw -734390.523816 + Penalty 6765.729623 = -727624.794194 nChanged 4 SP:Iteration 37Q (676.903826 sec): 3 clusters Score: Raw -734391.827773 + Penalty 6765.729623 = -727626.098150 nChanged 4 SP:Iteration 38Q (677.041353 sec): 3 clusters Score: Raw -734393.093738 + Penalty 6765.729623 = -727627.364115 nChanged 3 SP:Iteration 39Q (677.198212 sec): 3 clusters Score: Raw -734393.751022 + Penalty 6765.729623 = -727628.021400 nChanged 1 SP:Iteration 40F (677.306538 sec): 3 clusters Score: Raw -734393.889523 + Penalty 6765.729623 = -727628.159901 nChanged 0 Trying to split cluster 7 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.370403 sec): 2 clusters Score: Raw -26627.108337 + Penalty 2309.849174 = -24317.259163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.490836 sec): 3 clusters Score: Raw -26816.458109 + Penalty 4619.698348 = -22196.759761 nChanged 72 SP:Iteration 1F (677.608983 sec): 3 clusters Score: Raw -27028.894428 + Penalty 4619.698348 = -22409.196080 nChanged 27 SP:Iteration 2F (677.717455 sec): 3 clusters Score: Raw -27189.537921 + Penalty 4619.698348 = -22569.839573 nChanged 26 SP:Iteration 3F (677.813085 sec): 3 clusters Score: Raw -27301.366820 + Penalty 4619.698348 = -22681.668472 nChanged 17 SP:Iteration 4Q (677.898849 sec): 3 clusters Score: Raw -27419.519489 + Penalty 4619.698348 = -22799.821142 nChanged 12 SP:Iteration 5Q (678.003228 sec): 3 clusters Score: Raw -27463.132553 + Penalty 4619.698348 = -22843.434205 nChanged 4 SP:Iteration 6Q (678.106796 sec): 3 clusters Score: Raw -27474.176348 + Penalty 4619.698348 = -22854.478000 nChanged 0 SP:Iteration 7F (678.208266 sec): 3 clusters Score: Raw -27474.176348 + Penalty 4619.698348 = -22854.478000 nChanged 0 Time taken for this iteration:77.454678 seconds. 8->7 Clusters: Score -1767185.035374, best is -1767653.302651 Starting from 9 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 1 (2191 points): Lose 793.537507 but Gain 3755.104194 Iteration 0F (678.851645 sec): 8 clusters Score: Raw -1689507.442871 + Penalty 26285.729360 = -1663221.713511 nChanged 20357 Deleting Class 6 (2260 points): Lose 2659.380989 but Gain 3755.104194 Iteration 1F (679.409259 sec): 7 clusters Score: Raw -1739124.786062 + Penalty 22530.625166 = -1716594.160896 nChanged 10210 Iteration 2F (679.893118 sec): 7 clusters Score: Raw -1764993.871448 + Penalty 22530.625166 = -1742463.246282 nChanged 5391 Iteration 3F (680.349060 sec): 7 clusters Score: Raw -1774042.688267 + Penalty 22530.625166 = -1751512.063101 nChanged 3423 Iteration 4F (680.879753 sec): 7 clusters Score: Raw -1778819.098724 + Penalty 22530.625166 = -1756288.473559 nChanged 2134 Iteration 5F (681.366908 sec): 7 clusters Score: Raw -1781324.549204 + Penalty 22530.625166 = -1758793.924039 nChanged 1372 Iteration 6F (681.854428 sec): 7 clusters Score: Raw -1782860.392094 + Penalty 22530.625166 = -1760329.766929 nChanged 1012 Iteration 7Q (682.285461 sec): 7 clusters Score: Raw -1783906.960740 + Penalty 22530.625166 = -1761376.335574 nChanged 806 Iteration 8Q (682.707117 sec): 7 clusters Score: Raw -1784681.645909 + Penalty 22530.625166 = -1762151.020743 nChanged 659 Iteration 9Q (683.168503 sec): 7 clusters Score: Raw -1785288.568904 + Penalty 22530.625166 = -1762757.943739 nChanged 579 Iteration 10Q (683.594820 sec): 7 clusters Score: Raw -1785819.961300 + Penalty 22530.625166 = -1763289.336134 nChanged 492 Iteration 11Q (684.011639 sec): 7 clusters Score: Raw -1786233.801078 + Penalty 22530.625166 = -1763703.175912 nChanged 443 Iteration 12Q (684.435250 sec): 7 clusters Score: Raw -1786553.968432 + Penalty 22530.625166 = -1764023.343266 nChanged 355 Iteration 13Q (684.849483 sec): 7 clusters Score: Raw -1786756.404675 + Penalty 22530.625166 = -1764225.779509 nChanged 259 Iteration 14Q (685.242896 sec): 7 clusters Score: Raw -1786877.765732 + Penalty 22530.625166 = -1764347.140566 nChanged 182 Iteration 15Q (685.691947 sec): 7 clusters Score: Raw -1786958.292622 + Penalty 22530.625166 = -1764427.667456 nChanged 147 Iteration 16Q (686.108198 sec): 7 clusters Score: Raw -1787017.922019 + Penalty 22530.625166 = -1764487.296854 nChanged 131 Iteration 17Q (686.562975 sec): 7 clusters Score: Raw -1787076.738004 + Penalty 22530.625166 = -1764546.112838 nChanged 98 Iteration 18Q (686.979569 sec): 7 clusters Score: Raw -1787113.633087 + Penalty 22530.625166 = -1764583.007921 nChanged 70 Iteration 19Q (687.421844 sec): 7 clusters Score: Raw -1787140.221966 + Penalty 22530.625166 = -1764609.596801 nChanged 64 Writing temp clu file Because OldScore, -1764583.007921, is greater than current (better) Score,-1764609.596801 Compute initial score before splitting: Score: Raw -1787140.221966 + Penalty 22530.625166 = -1764609.596801 Trying to split cluster 2 (1344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.487945 sec): 2 clusters Score: Raw -73487.985284 + Penalty 2668.861746 = -70819.123539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.596102 sec): 3 clusters Score: Raw -73291.766010 + Penalty 5337.723491 = -67954.042519 nChanged 299 SP:Iteration 1F (687.704553 sec): 3 clusters Score: Raw -73726.120021 + Penalty 5337.723491 = -68388.396530 nChanged 97 SP:Iteration 2F (687.809391 sec): 3 clusters Score: Raw -73919.540906 + Penalty 5337.723491 = -68581.817415 nChanged 51 SP:Iteration 3Q (687.904213 sec): 3 clusters Score: Raw -74031.768481 + Penalty 5337.723491 = -68694.044990 nChanged 39 SP:Iteration 4Q (688.019200 sec): 3 clusters Score: Raw -74102.019690 + Penalty 5337.723491 = -68764.296199 nChanged 35 SP:Iteration 5Q (688.148544 sec): 3 clusters Score: Raw -74161.884693 + Penalty 5337.723491 = -68824.161202 nChanged 26 SP:Iteration 6Q (688.254878 sec): 3 clusters Score: Raw -74200.936284 + Penalty 5337.723491 = -68863.212793 nChanged 27 SP:Iteration 7Q (688.340576 sec): 3 clusters Score: Raw -74247.797962 + Penalty 5337.723491 = -68910.074470 nChanged 19 SP:Iteration 8Q (688.457285 sec): 3 clusters Score: Raw -74278.640213 + Penalty 5337.723491 = -68940.916722 nChanged 12 SP:Iteration 9Q (688.527779 sec): 3 clusters Score: Raw -74303.746603 + Penalty 5337.723491 = -68966.023111 nChanged 13 SP:Iteration 10Q (688.640055 sec): 3 clusters Score: Raw -74337.802678 + Penalty 5337.723491 = -69000.079187 nChanged 17 SP:Iteration 11Q (688.732382 sec): 3 clusters Score: Raw -74374.705707 + Penalty 5337.723491 = -69036.982216 nChanged 16 SP:Iteration 12Q (688.825488 sec): 3 clusters Score: Raw -74395.805421 + Penalty 5337.723491 = -69058.081930 nChanged 10 SP:Iteration 13Q (688.955212 sec): 3 clusters Score: Raw -74412.496585 + Penalty 5337.723491 = -69074.773094 nChanged 13 SP:Iteration 14Q (689.052079 sec): 3 clusters Score: Raw -74426.440030 + Penalty 5337.723491 = -69088.716539 nChanged 12 SP:Iteration 15Q (689.162509 sec): 3 clusters Score: Raw -74440.135933 + Penalty 5337.723491 = -69102.412442 nChanged 8 SP:Iteration 16Q (689.252496 sec): 3 clusters Score: Raw -74452.522903 + Penalty 5337.723491 = -69114.799412 nChanged 8 SP:Iteration 17Q (689.358783 sec): 3 clusters Score: Raw -74464.096608 + Penalty 5337.723491 = -69126.373117 nChanged 5 SP:Iteration 18Q (689.464355 sec): 3 clusters Score: Raw -74470.143836 + Penalty 5337.723491 = -69132.420345 nChanged 2 SP:Iteration 19Q (689.559184 sec): 3 clusters Score: Raw -74471.685492 + Penalty 5337.723491 = -69133.962001 nChanged 3 SP:Iteration 20F (689.654258 sec): 3 clusters Score: Raw -74476.221907 + Penalty 5337.723491 = -69138.498416 nChanged 2 SP:Iteration 21Q (689.763328 sec): 3 clusters Score: Raw -74479.759784 + Penalty 5337.723491 = -69142.036293 nChanged 2 SP:Iteration 22Q (689.884030 sec): 3 clusters Score: Raw -74481.780371 + Penalty 5337.723491 = -69144.056880 nChanged 1 SP:Iteration 23Q (689.976570 sec): 3 clusters Score: Raw -74482.081028 + Penalty 5337.723491 = -69144.357537 nChanged 0 SP:Iteration 24F (690.086623 sec): 3 clusters Score: Raw -74482.081028 + Penalty 5337.723491 = -69144.357537 nChanged 0 Trying to split cluster 3 (3350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.135372 sec): 2 clusters Score: Raw -234753.580115 + Penalty 3007.243139 = -231746.336976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.252693 sec): 3 clusters Score: Raw -233483.974341 + Penalty 6014.486278 = -227469.488063 nChanged 1117 SP:Iteration 1F (690.351506 sec): 3 clusters Score: Raw -234361.657887 + Penalty 6014.486278 = -228347.171609 nChanged 264 SP:Iteration 2F (690.483363 sec): 3 clusters Score: Raw -234615.545806 + Penalty 6014.486278 = -228601.059528 nChanged 174 SP:Iteration 3F (690.592206 sec): 3 clusters Score: Raw -234811.915751 + Penalty 6014.486278 = -228797.429473 nChanged 131 SP:Iteration 4Q (690.719639 sec): 3 clusters Score: Raw -234941.469276 + Penalty 6014.486278 = -228926.982998 nChanged 116 SP:Iteration 5Q (690.805353 sec): 3 clusters Score: Raw -235060.317694 + Penalty 6014.486278 = -229045.831416 nChanged 109 SP:Iteration 6Q (690.933826 sec): 3 clusters Score: Raw -235166.456082 + Penalty 6014.486278 = -229151.969804 nChanged 86 SP:Iteration 7Q (691.036087 sec): 3 clusters Score: Raw -235236.470612 + Penalty 6014.486278 = -229221.984334 nChanged 66 SP:Iteration 8Q (691.135942 sec): 3 clusters Score: Raw -235300.711208 + Penalty 6014.486278 = -229286.224930 nChanged 64 SP:Iteration 9Q (691.263249 sec): 3 clusters Score: Raw -235360.197557 + Penalty 6014.486278 = -229345.711279 nChanged 42 SP:Iteration 10Q (691.372692 sec): 3 clusters Score: Raw -235395.350575 + Penalty 6014.486278 = -229380.864297 nChanged 29 SP:Iteration 11Q (691.476885 sec): 3 clusters Score: Raw -235418.118606 + Penalty 6014.486278 = -229403.632328 nChanged 21 SP:Iteration 12Q (691.586721 sec): 3 clusters Score: Raw -235434.066336 + Penalty 6014.486278 = -229419.580058 nChanged 17 SP:Iteration 13Q (691.703183 sec): 3 clusters Score: Raw -235445.694077 + Penalty 6014.486278 = -229431.207799 nChanged 18 SP:Iteration 14Q (691.797533 sec): 3 clusters Score: Raw -235459.725225 + Penalty 6014.486278 = -229445.238947 nChanged 25 SP:Iteration 15Q (691.921110 sec): 3 clusters Score: Raw -235476.319137 + Penalty 6014.486278 = -229461.832859 nChanged 17 SP:Iteration 16Q (692.026481 sec): 3 clusters Score: Raw -235490.967379 + Penalty 6014.486278 = -229476.481101 nChanged 21 SP:Iteration 17Q (692.144362 sec): 3 clusters Score: Raw -235503.448060 + Penalty 6014.486278 = -229488.961782 nChanged 21 SP:Iteration 18Q (692.256415 sec): 3 clusters Score: Raw -235519.663875 + Penalty 6014.486278 = -229505.177597 nChanged 17 SP:Iteration 19Q (692.359957 sec): 3 clusters Score: Raw -235534.615402 + Penalty 6014.486278 = -229520.129124 nChanged 14 SP:Iteration 20F (692.465807 sec): 3 clusters Score: Raw -235544.896882 + Penalty 6014.486278 = -229530.410604 nChanged 22 SP:Iteration 21Q (692.575817 sec): 3 clusters Score: Raw -235556.154815 + Penalty 6014.486278 = -229541.668537 nChanged 10 SP:Iteration 22Q (692.689907 sec): 3 clusters Score: Raw -235564.030775 + Penalty 6014.486278 = -229549.544497 nChanged 12 SP:Iteration 23Q (692.793909 sec): 3 clusters Score: Raw -235572.144477 + Penalty 6014.486278 = -229557.658199 nChanged 15 SP:Iteration 24Q (692.916437 sec): 3 clusters Score: Raw -235582.022736 + Penalty 6014.486278 = -229567.536458 nChanged 12 SP:Iteration 25Q (692.999190 sec): 3 clusters Score: Raw -235589.635388 + Penalty 6014.486278 = -229575.149110 nChanged 10 SP:Iteration 26Q (693.100019 sec): 3 clusters Score: Raw -235596.353631 + Penalty 6014.486278 = -229581.867353 nChanged 3 SP:Iteration 27Q (693.209675 sec): 3 clusters Score: Raw -235598.142759 + Penalty 6014.486278 = -229583.656481 nChanged 4 SP:Iteration 28Q (693.335697 sec): 3 clusters Score: Raw -235601.131409 + Penalty 6014.486278 = -229586.645131 nChanged 4 SP:Iteration 29Q (693.438206 sec): 3 clusters Score: Raw -235604.396595 + Penalty 6014.486278 = -229589.910317 nChanged 3 SP:Iteration 30Q (693.549106 sec): 3 clusters Score: Raw -235606.822915 + Penalty 6014.486278 = -229592.336637 nChanged 5 SP:Iteration 31Q (693.680626 sec): 3 clusters Score: Raw -235612.204937 + Penalty 6014.486278 = -229597.718659 nChanged 12 SP:Iteration 32Q (693.760395 sec): 3 clusters Score: Raw -235620.579773 + Penalty 6014.486278 = -229606.093495 nChanged 6 SP:Iteration 33Q (693.879591 sec): 3 clusters Score: Raw -235625.064475 + Penalty 6014.486278 = -229610.578197 nChanged 6 SP:Iteration 34Q (693.989129 sec): 3 clusters Score: Raw -235629.583213 + Penalty 6014.486278 = -229615.096935 nChanged 10 SP:Iteration 35Q (694.104592 sec): 3 clusters Score: Raw -235637.240040 + Penalty 6014.486278 = -229622.753762 nChanged 13 SP:Iteration 36Q (694.187154 sec): 3 clusters Score: Raw -235646.320149 + Penalty 6014.486278 = -229631.833871 nChanged 8 SP:Iteration 37Q (694.283759 sec): 3 clusters Score: Raw -235652.320356 + Penalty 6014.486278 = -229637.834078 nChanged 6 SP:Iteration 38Q (694.387054 sec): 3 clusters Score: Raw -235656.029398 + Penalty 6014.486278 = -229641.543120 nChanged 5 SP:Iteration 39Q (694.492965 sec): 3 clusters Score: Raw -235659.338274 + Penalty 6014.486278 = -229644.851996 nChanged 4 SP:Iteration 40F (694.615925 sec): 3 clusters Score: Raw -235661.038973 + Penalty 6014.486278 = -229646.552695 nChanged 1 SP:Iteration 41Q (694.724087 sec): 3 clusters Score: Raw -235661.849457 + Penalty 6014.486278 = -229647.363179 nChanged 0 SP:Iteration 42F (694.830211 sec): 3 clusters Score: Raw -235661.849457 + Penalty 6014.486278 = -229647.363179 nChanged 0 Trying to split cluster 4 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.909972 sec): 2 clusters Score: Raw -52649.964851 + Penalty 2531.638257 = -50118.326594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (695.001586 sec): 3 clusters Score: Raw -52699.980530 + Penalty 5063.276514 = -47636.704016 nChanged 203 SP:Iteration 1F (695.099003 sec): 3 clusters Score: Raw -53183.997835 + Penalty 5063.276514 = -48120.721321 nChanged 71 SP:Iteration 2F (695.218078 sec): 3 clusters Score: Raw -53400.588743 + Penalty 5063.276514 = -48337.312229 nChanged 47 SP:Iteration 3F (695.284967 sec): 3 clusters Score: Raw -53534.154174 + Penalty 5063.276514 = -48470.877660 nChanged 31 SP:Iteration 4Q (695.416304 sec): 3 clusters Score: Raw -53617.426502 + Penalty 5063.276514 = -48554.149988 nChanged 22 SP:Iteration 5Q (695.529104 sec): 3 clusters Score: Raw -53679.854000 + Penalty 5063.276514 = -48616.577486 nChanged 12 SP:Iteration 6Q (695.597665 sec): 3 clusters Score: Raw -53706.648499 + Penalty 5063.276514 = -48643.371985 nChanged 8 SP:Iteration 7Q (695.701995 sec): 3 clusters Score: Raw -53748.680275 + Penalty 5063.276514 = -48685.403761 nChanged 8 SP:Iteration 8Q (695.801161 sec): 3 clusters Score: Raw -53760.434887 + Penalty 5063.276514 = -48697.158373 nChanged 3 SP:Iteration 9Q (695.894185 sec): 3 clusters Score: Raw -53767.178397 + Penalty 5063.276514 = -48703.901883 nChanged 5 SP:Iteration 10Q (695.992410 sec): 3 clusters Score: Raw -53778.761171 + Penalty 5063.276514 = -48715.484657 nChanged 4 SP:Iteration 11Q (696.102430 sec): 3 clusters Score: Raw -53785.455481 + Penalty 5063.276514 = -48722.178967 nChanged 2 SP:Iteration 12Q (696.190870 sec): 3 clusters Score: Raw -53791.191099 + Penalty 5063.276514 = -48727.914585 nChanged 1 SP:Iteration 13Q (696.292455 sec): 3 clusters Score: Raw -53793.028919 + Penalty 5063.276514 = -48729.752405 nChanged 2 SP:Iteration 14Q (696.401487 sec): 3 clusters Score: Raw -53800.105382 + Penalty 5063.276514 = -48736.828868 nChanged 1 SP:Iteration 15Q (696.485926 sec): 3 clusters Score: Raw -53801.547549 + Penalty 5063.276514 = -48738.271035 nChanged 0 SP:Iteration 16F (696.602661 sec): 3 clusters Score: Raw -53801.547549 + Penalty 5063.276514 = -48738.271035 nChanged 0 Trying to split cluster 5 (3968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.661423 sec): 2 clusters Score: Raw -276323.171029 + Penalty 3069.969472 = -273253.201557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.796402 sec): 3 clusters Score: Raw -274697.707271 + Penalty 6139.938944 = -268557.768327 nChanged 1321 SP:Iteration 1F (696.894412 sec): 3 clusters Score: Raw -275601.969266 + Penalty 6139.938944 = -269462.030322 nChanged 323 SP:Iteration 2F (697.014733 sec): 3 clusters Score: Raw -275892.623718 + Penalty 6139.938944 = -269752.684774 nChanged 215 SP:Iteration 3F (697.100698 sec): 3 clusters Score: Raw -276091.042606 + Penalty 6139.938944 = -269951.103662 nChanged 188 SP:Iteration 4Q (697.240748 sec): 3 clusters Score: Raw -276289.423391 + Penalty 6139.938944 = -270149.484447 nChanged 178 SP:Iteration 5Q (697.361417 sec): 3 clusters Score: Raw -276494.277826 + Penalty 6139.938944 = -270354.338881 nChanged 159 SP:Iteration 6Q (697.469574 sec): 3 clusters Score: Raw -276680.708759 + Penalty 6139.938944 = -270540.769815 nChanged 156 SP:Iteration 7Q (697.580745 sec): 3 clusters Score: Raw -276880.346008 + Penalty 6139.938944 = -270740.407064 nChanged 142 SP:Iteration 8Q (697.721549 sec): 3 clusters Score: Raw -277054.803103 + Penalty 6139.938944 = -270914.864159 nChanged 136 SP:Iteration 9Q (697.831007 sec): 3 clusters Score: Raw -277199.140200 + Penalty 6139.938944 = -271059.201256 nChanged 98 SP:Iteration 10Q (697.931834 sec): 3 clusters Score: Raw -277292.651718 + Penalty 6139.938944 = -271152.712774 nChanged 84 SP:Iteration 11Q (698.056977 sec): 3 clusters Score: Raw -277360.147902 + Penalty 6139.938944 = -271220.208958 nChanged 68 SP:Iteration 12Q (698.170663 sec): 3 clusters Score: Raw -277414.921564 + Penalty 6139.938944 = -271274.982620 nChanged 63 SP:Iteration 13Q (698.287631 sec): 3 clusters Score: Raw -277459.681201 + Penalty 6139.938944 = -271319.742257 nChanged 62 SP:Iteration 14Q (698.388494 sec): 3 clusters Score: Raw -277503.169601 + Penalty 6139.938944 = -271363.230657 nChanged 60 SP:Iteration 15Q (698.515727 sec): 3 clusters Score: Raw -277549.026282 + Penalty 6139.938944 = -271409.087338 nChanged 60 SP:Iteration 16Q (698.650685 sec): 3 clusters Score: Raw -277599.177586 + Penalty 6139.938944 = -271459.238642 nChanged 59 SP:Iteration 17Q (698.761900 sec): 3 clusters Score: Raw -277643.745320 + Penalty 6139.938944 = -271503.806376 nChanged 51 SP:Iteration 18Q (698.878381 sec): 3 clusters Score: Raw -277677.857854 + Penalty 6139.938944 = -271537.918909 nChanged 48 SP:Iteration 19Q (698.978922 sec): 3 clusters Score: Raw -277715.093436 + Penalty 6139.938944 = -271575.154492 nChanged 40 SP:Iteration 20F (699.103670 sec): 3 clusters Score: Raw -277751.990598 + Penalty 6139.938944 = -271612.051654 nChanged 49 SP:Iteration 21Q (699.237130 sec): 3 clusters Score: Raw -277793.650664 + Penalty 6139.938944 = -271653.711720 nChanged 36 SP:Iteration 22Q (699.341850 sec): 3 clusters Score: Raw -277828.193340 + Penalty 6139.938944 = -271688.254396 nChanged 32 SP:Iteration 23Q (699.456782 sec): 3 clusters Score: Raw -277858.521841 + Penalty 6139.938944 = -271718.582897 nChanged 33 SP:Iteration 24Q (699.571179 sec): 3 clusters Score: Raw -277887.007797 + Penalty 6139.938944 = -271747.068853 nChanged 41 SP:Iteration 25Q (699.715637 sec): 3 clusters Score: Raw -277925.263646 + Penalty 6139.938944 = -271785.324701 nChanged 34 SP:Iteration 26Q (699.799645 sec): 3 clusters Score: Raw -277953.726180 + Penalty 6139.938944 = -271813.787236 nChanged 32 SP:Iteration 27Q (699.914972 sec): 3 clusters Score: Raw -277983.300182 + Penalty 6139.938944 = -271843.361238 nChanged 36 SP:Iteration 28Q (700.017040 sec): 3 clusters Score: Raw -278015.844609 + Penalty 6139.938944 = -271875.905665 nChanged 38 SP:Iteration 29Q (700.145061 sec): 3 clusters Score: Raw -278049.152690 + Penalty 6139.938944 = -271909.213746 nChanged 29 SP:Iteration 30Q (700.256516 sec): 3 clusters Score: Raw -278076.293099 + Penalty 6139.938944 = -271936.354155 nChanged 28 SP:Iteration 31Q (700.377965 sec): 3 clusters Score: Raw -278102.070222 + Penalty 6139.938944 = -271962.131278 nChanged 28 SP:Iteration 32Q (700.468070 sec): 3 clusters Score: Raw -278135.810556 + Penalty 6139.938944 = -271995.871612 nChanged 31 SP:Iteration 33Q (700.581861 sec): 3 clusters Score: Raw -278166.144780 + Penalty 6139.938944 = -272026.205836 nChanged 27 SP:Iteration 34Q (700.697237 sec): 3 clusters Score: Raw -278188.242757 + Penalty 6139.938944 = -272048.303813 nChanged 19 SP:Iteration 35Q (700.833193 sec): 3 clusters Score: Raw -278214.301029 + Penalty 6139.938944 = -272074.362085 nChanged 30 SP:Iteration 36Q (700.937383 sec): 3 clusters Score: Raw -278245.366734 + Penalty 6139.938944 = -272105.427790 nChanged 26 SP:Iteration 37Q (701.053917 sec): 3 clusters Score: Raw -278272.969489 + Penalty 6139.938944 = -272133.030545 nChanged 25 SP:Iteration 38Q (701.173171 sec): 3 clusters Score: Raw -278306.162011 + Penalty 6139.938944 = -272166.223067 nChanged 26 SP:Iteration 39Q (701.284114 sec): 3 clusters Score: Raw -278344.817283 + Penalty 6139.938944 = -272204.878339 nChanged 26 SP:Iteration 40F (701.389398 sec): 3 clusters Score: Raw -278381.647904 + Penalty 6139.938944 = -272241.708960 nChanged 26 SP:Iteration 41Q (701.508821 sec): 3 clusters Score: Raw -278414.294469 + Penalty 6139.938944 = -272274.355525 nChanged 19 SP:Iteration 42Q (701.634596 sec): 3 clusters Score: Raw -278435.668906 + Penalty 6139.938944 = -272295.729962 nChanged 18 SP:Iteration 43Q (701.748590 sec): 3 clusters Score: Raw -278452.973448 + Penalty 6139.938944 = -272313.034504 nChanged 17 SP:Iteration 44Q (701.842301 sec): 3 clusters Score: Raw -278471.699339 + Penalty 6139.938944 = -272331.760395 nChanged 5 SP:Iteration 45Q (701.985180 sec): 3 clusters Score: Raw -278477.124193 + Penalty 6139.938944 = -272337.185249 nChanged 5 SP:Iteration 46Q (702.111735 sec): 3 clusters Score: Raw -278482.249366 + Penalty 6139.938944 = -272342.310422 nChanged 4 SP:Iteration 47Q (702.220980 sec): 3 clusters Score: Raw -278486.915491 + Penalty 6139.938944 = -272346.976547 nChanged 5 SP:Iteration 48Q (702.347821 sec): 3 clusters Score: Raw -278492.019309 + Penalty 6139.938944 = -272352.080365 nChanged 5 SP:Iteration 49Q (702.469734 sec): 3 clusters Score: Raw -278496.905432 + Penalty 6139.938944 = -272356.966488 nChanged 4 SP:Iteration 50Q (702.593620 sec): 3 clusters Score: Raw -278501.652663 + Penalty 6139.938944 = -272361.713719 nChanged 6 SP:Iteration 51Q (702.689407 sec): 3 clusters Score: Raw -278507.721838 + Penalty 6139.938944 = -272367.782894 nChanged 8 SP:Iteration 52Q (702.832880 sec): 3 clusters Score: Raw -278515.876924 + Penalty 6139.938944 = -272375.937980 nChanged 9 SP:Iteration 53Q (702.916113 sec): 3 clusters Score: Raw -278525.454318 + Penalty 6139.938944 = -272385.515374 nChanged 9 SP:Iteration 54Q (703.056451 sec): 3 clusters Score: Raw -278536.020940 + Penalty 6139.938944 = -272396.081996 nChanged 15 SP:Iteration 55Q (703.167723 sec): 3 clusters Score: Raw -278556.550048 + Penalty 6139.938944 = -272416.611104 nChanged 12 SP:Iteration 56Q (703.260176 sec): 3 clusters Score: Raw -278569.600298 + Penalty 6139.938944 = -272429.661354 nChanged 7 SP:Iteration 57Q (703.376355 sec): 3 clusters Score: Raw -278576.512620 + Penalty 6139.938944 = -272436.573676 nChanged 6 SP:Iteration 58Q (703.499466 sec): 3 clusters Score: Raw -278583.275705 + Penalty 6139.938944 = -272443.336761 nChanged 7 SP:Iteration 59Q (703.613905 sec): 3 clusters Score: Raw -278592.845660 + Penalty 6139.938944 = -272452.906716 nChanged 8 SP:Iteration 60F (703.745063 sec): 3 clusters Score: Raw -278607.558092 + Penalty 6139.938944 = -272467.619148 nChanged 6 SP:Iteration 61Q (703.829474 sec): 3 clusters Score: Raw -278617.396873 + Penalty 6139.938944 = -272477.457929 nChanged 10 SP:Iteration 62Q (703.926124 sec): 3 clusters Score: Raw -278635.711605 + Penalty 6139.938944 = -272495.772661 nChanged 9 SP:Iteration 63Q (704.063403 sec): 3 clusters Score: Raw -278653.764481 + Penalty 6139.938944 = -272513.825537 nChanged 6 SP:Iteration 64Q (704.176905 sec): 3 clusters Score: Raw -278660.332798 + Penalty 6139.938944 = -272520.393854 nChanged 3 SP:Iteration 65Q (704.281560 sec): 3 clusters Score: Raw -278662.842832 + Penalty 6139.938944 = -272522.903888 nChanged 3 SP:Iteration 66Q (704.359672 sec): 3 clusters Score: Raw -278665.311604 + Penalty 6139.938944 = -272525.372660 nChanged 2 SP:Iteration 67Q (704.468666 sec): 3 clusters Score: Raw -278668.909906 + Penalty 6139.938944 = -272528.970962 nChanged 2 SP:Iteration 68Q (704.584800 sec): 3 clusters Score: Raw -278670.918396 + Penalty 6139.938944 = -272530.979452 nChanged 0 SP:Iteration 69F (704.689689 sec): 3 clusters Score: Raw -278670.918396 + Penalty 6139.938944 = -272530.979452 nChanged 0 Trying to split cluster 7 (9865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (704.781485 sec): 2 clusters Score: Raw -779578.079302 + Penalty 3407.395289 = -776170.684013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (704.909969 sec): 3 clusters Score: Raw -774647.413598 + Penalty 6814.790578 = -767832.623020 nChanged 3930 SP:Iteration 1F (705.022866 sec): 3 clusters Score: Raw -776985.582674 + Penalty 6814.790578 = -770170.792096 nChanged 767 SP:Iteration 2F (705.163330 sec): 3 clusters Score: Raw -777446.822733 + Penalty 6814.790578 = -770632.032155 nChanged 544 SP:Iteration 3F (705.313712 sec): 3 clusters Score: Raw -777794.479693 + Penalty 6814.790578 = -770979.689115 nChanged 501 SP:Iteration 4F (705.432283 sec): 3 clusters Score: Raw -778135.224017 + Penalty 6814.790578 = -771320.433439 nChanged 499 SP:Iteration 5F (705.563306 sec): 3 clusters Score: Raw -778490.295818 + Penalty 6814.790578 = -771675.505240 nChanged 522 SP:Iteration 6F (705.721116 sec): 3 clusters Score: Raw -778897.821177 + Penalty 6814.790578 = -772083.030599 nChanged 510 SP:Iteration 7F (705.853870 sec): 3 clusters Score: Raw -779272.192697 + Penalty 6814.790578 = -772457.402118 nChanged 433 SP:Iteration 8Q (705.945089 sec): 3 clusters Score: Raw -779565.051574 + Penalty 6814.790578 = -772750.260996 nChanged 357 SP:Iteration 9Q (706.100238 sec): 3 clusters Score: Raw -779799.917935 + Penalty 6814.790578 = -772985.127357 nChanged 324 SP:Iteration 10Q (706.221028 sec): 3 clusters Score: Raw -780002.329097 + Penalty 6814.790578 = -773187.538519 nChanged 273 SP:Iteration 11Q (706.350704 sec): 3 clusters Score: Raw -780179.695826 + Penalty 6814.790578 = -773364.905248 nChanged 245 SP:Iteration 12Q (706.499141 sec): 3 clusters Score: Raw -780361.455329 + Penalty 6814.790578 = -773546.664751 nChanged 224 SP:Iteration 13Q (706.624482 sec): 3 clusters Score: Raw -780520.446688 + Penalty 6814.790578 = -773705.656110 nChanged 192 SP:Iteration 14Q (706.758344 sec): 3 clusters Score: Raw -780655.573780 + Penalty 6814.790578 = -773840.783202 nChanged 161 SP:Iteration 15Q (706.890883 sec): 3 clusters Score: Raw -780765.990056 + Penalty 6814.790578 = -773951.199478 nChanged 130 SP:Iteration 16Q (707.004516 sec): 3 clusters Score: Raw -780844.894117 + Penalty 6814.790578 = -774030.103539 nChanged 107 SP:Iteration 17Q (707.136486 sec): 3 clusters Score: Raw -780906.291192 + Penalty 6814.790578 = -774091.500614 nChanged 78 SP:Iteration 18Q (707.265605 sec): 3 clusters Score: Raw -780952.668135 + Penalty 6814.790578 = -774137.877556 nChanged 82 SP:Iteration 19Q (707.390060 sec): 3 clusters Score: Raw -780989.727958 + Penalty 6814.790578 = -774174.937380 nChanged 69 SP:Iteration 20F (707.543350 sec): 3 clusters Score: Raw -781018.419692 + Penalty 6814.790578 = -774203.629114 nChanged 55 SP:Iteration 21Q (707.646070 sec): 3 clusters Score: Raw -781040.730478 + Penalty 6814.790578 = -774225.939900 nChanged 52 SP:Iteration 22Q (707.782484 sec): 3 clusters Score: Raw -781059.306826 + Penalty 6814.790578 = -774244.516248 nChanged 51 SP:Iteration 23Q (707.910464 sec): 3 clusters Score: Raw -781079.080539 + Penalty 6814.790578 = -774264.289961 nChanged 42 SP:Iteration 24Q (708.043955 sec): 3 clusters Score: Raw -781094.965161 + Penalty 6814.790578 = -774280.174583 nChanged 39 SP:Iteration 25Q (708.201212 sec): 3 clusters Score: Raw -781115.094712 + Penalty 6814.790578 = -774300.304134 nChanged 43 SP:Iteration 26Q (708.322551 sec): 3 clusters Score: Raw -781139.989389 + Penalty 6814.790578 = -774325.198811 nChanged 43 SP:Iteration 27Q (708.495912 sec): 3 clusters Score: Raw -781160.445643 + Penalty 6814.790578 = -774345.655065 nChanged 43 SP:Iteration 28Q (708.611885 sec): 3 clusters Score: Raw -781181.338184 + Penalty 6814.790578 = -774366.547606 nChanged 40 SP:Iteration 29Q (708.749260 sec): 3 clusters Score: Raw -781201.479586 + Penalty 6814.790578 = -774386.689008 nChanged 40 SP:Iteration 30Q (708.884876 sec): 3 clusters Score: Raw -781221.000507 + Penalty 6814.790578 = -774406.209929 nChanged 35 SP:Iteration 31Q (709.004037 sec): 3 clusters Score: Raw -781233.668046 + Penalty 6814.790578 = -774418.877468 nChanged 21 SP:Iteration 32Q (709.119751 sec): 3 clusters Score: Raw -781243.251972 + Penalty 6814.790578 = -774428.461394 nChanged 27 SP:Iteration 33Q (709.257798 sec): 3 clusters Score: Raw -781253.036350 + Penalty 6814.790578 = -774438.245772 nChanged 20 SP:Iteration 34Q (709.391566 sec): 3 clusters Score: Raw -781259.561846 + Penalty 6814.790578 = -774444.771268 nChanged 15 SP:Iteration 35Q (709.529676 sec): 3 clusters Score: Raw -781265.465430 + Penalty 6814.790578 = -774450.674852 nChanged 17 SP:Iteration 36Q (709.656876 sec): 3 clusters Score: Raw -781272.251222 + Penalty 6814.790578 = -774457.460644 nChanged 17 SP:Iteration 37Q (709.789444 sec): 3 clusters Score: Raw -781277.530826 + Penalty 6814.790578 = -774462.740248 nChanged 14 SP:Iteration 38Q (709.923116 sec): 3 clusters Score: Raw -781281.280009 + Penalty 6814.790578 = -774466.489431 nChanged 7 SP:Iteration 39Q (710.049855 sec): 3 clusters Score: Raw -781283.561904 + Penalty 6814.790578 = -774468.771326 nChanged 6 SP:Iteration 40F (710.165125 sec): 3 clusters Score: Raw -781285.553624 + Penalty 6814.790578 = -774470.763046 nChanged 7 SP:Iteration 41Q (710.309916 sec): 3 clusters Score: Raw -781287.818085 + Penalty 6814.790578 = -774473.027506 nChanged 5 SP:Iteration 42Q (710.443488 sec): 3 clusters Score: Raw -781289.443070 + Penalty 6814.790578 = -774474.652492 nChanged 6 SP:Iteration 43Q (710.588295 sec): 3 clusters Score: Raw -781292.563796 + Penalty 6814.790578 = -774477.773218 nChanged 10 SP:Iteration 44Q (710.683132 sec): 3 clusters Score: Raw -781297.100487 + Penalty 6814.790578 = -774482.309909 nChanged 12 SP:Iteration 45Q (710.843470 sec): 3 clusters Score: Raw -781302.091459 + Penalty 6814.790578 = -774487.300881 nChanged 11 SP:Iteration 46Q (710.957949 sec): 3 clusters Score: Raw -781306.649067 + Penalty 6814.790578 = -774491.858489 nChanged 7 SP:Iteration 47Q (711.088612 sec): 3 clusters Score: Raw -781310.110066 + Penalty 6814.790578 = -774495.319488 nChanged 7 SP:Iteration 48Q (711.213142 sec): 3 clusters Score: Raw -781313.796247 + Penalty 6814.790578 = -774499.005669 nChanged 6 SP:Iteration 49Q (711.360880 sec): 3 clusters Score: Raw -781316.381050 + Penalty 6814.790578 = -774501.590472 nChanged 6 SP:Iteration 50Q (711.475683 sec): 3 clusters Score: Raw -781318.924956 + Penalty 6814.790578 = -774504.134378 nChanged 2 SP:Iteration 51Q (711.613179 sec): 3 clusters Score: Raw -781319.769496 + Penalty 6814.790578 = -774504.978918 nChanged 5 SP:Iteration 52Q (711.738470 sec): 3 clusters Score: Raw -781322.071273 + Penalty 6814.790578 = -774507.280695 nChanged 7 SP:Iteration 53Q (711.873217 sec): 3 clusters Score: Raw -781324.802062 + Penalty 6814.790578 = -774510.011483 nChanged 11 SP:Iteration 54Q (711.999232 sec): 3 clusters Score: Raw -781328.616563 + Penalty 6814.790578 = -774513.825985 nChanged 6 SP:Iteration 55Q (712.155160 sec): 3 clusters Score: Raw -781331.024100 + Penalty 6814.790578 = -774516.233522 nChanged 1 SP:Iteration 56Q (712.284961 sec): 3 clusters Score: Raw -781331.369123 + Penalty 6814.790578 = -774516.578545 nChanged 1 SP:Iteration 57Q (712.390534 sec): 3 clusters Score: Raw -781331.636183 + Penalty 6814.790578 = -774516.845605 nChanged 1 SP:Iteration 58Q (712.541161 sec): 3 clusters Score: Raw -781331.946660 + Penalty 6814.790578 = -774517.156082 nChanged 0 SP:Iteration 59F (712.653554 sec): 3 clusters Score: Raw -781331.946660 + Penalty 6814.790578 = -774517.156082 nChanged 0 Trying to split cluster 8 (5742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.746643 sec): 2 clusters Score: Raw -409358.881449 + Penalty 3206.886040 = -406151.995409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.875772 sec): 3 clusters Score: Raw -406750.544276 + Penalty 6413.772080 = -400336.772197 nChanged 2085 SP:Iteration 1F (712.975646 sec): 3 clusters Score: Raw -408104.657041 + Penalty 6413.772080 = -401690.884961 nChanged 493 SP:Iteration 2F (713.128191 sec): 3 clusters Score: Raw -408446.439456 + Penalty 6413.772080 = -402032.667376 nChanged 289 SP:Iteration 3F (713.236777 sec): 3 clusters Score: Raw -408659.197345 + Penalty 6413.772080 = -402245.425265 nChanged 245 SP:Iteration 4Q (713.363950 sec): 3 clusters Score: Raw -408831.116353 + Penalty 6413.772080 = -402417.344273 nChanged 218 SP:Iteration 5Q (713.489081 sec): 3 clusters Score: Raw -409001.127306 + Penalty 6413.772080 = -402587.355226 nChanged 199 SP:Iteration 6Q (713.619531 sec): 3 clusters Score: Raw -409148.829208 + Penalty 6413.772080 = -402735.057128 nChanged 170 SP:Iteration 7Q (713.727981 sec): 3 clusters Score: Raw -409282.801786 + Penalty 6413.772080 = -402869.029706 nChanged 140 SP:Iteration 8Q (713.856070 sec): 3 clusters Score: Raw -409388.522282 + Penalty 6413.772080 = -402974.750202 nChanged 128 SP:Iteration 9Q (713.990325 sec): 3 clusters Score: Raw -409479.777357 + Penalty 6413.772080 = -403066.005277 nChanged 147 SP:Iteration 10Q (714.093456 sec): 3 clusters Score: Raw -409602.415735 + Penalty 6413.772080 = -403188.643655 nChanged 151 SP:Iteration 11Q (714.243470 sec): 3 clusters Score: Raw -409735.939734 + Penalty 6413.772080 = -403322.167654 nChanged 148 SP:Iteration 12Q (714.364732 sec): 3 clusters Score: Raw -409859.811179 + Penalty 6413.772080 = -403446.039099 nChanged 149 SP:Iteration 13Q (714.458910 sec): 3 clusters Score: Raw -409966.770372 + Penalty 6413.772080 = -403552.998292 nChanged 134 SP:Iteration 14Q (714.595324 sec): 3 clusters Score: Raw -410088.297789 + Penalty 6413.772080 = -403674.525709 nChanged 143 SP:Iteration 15Q (714.729651 sec): 3 clusters Score: Raw -410201.964474 + Penalty 6413.772080 = -403788.192395 nChanged 128 SP:Iteration 16Q (714.843048 sec): 3 clusters Score: Raw -410304.559796 + Penalty 6413.772080 = -403890.787716 nChanged 139 SP:Iteration 17Q (714.955297 sec): 3 clusters Score: Raw -410418.059857 + Penalty 6413.772080 = -404004.287777 nChanged 131 SP:Iteration 18Q (715.085176 sec): 3 clusters Score: Raw -410508.605382 + Penalty 6413.772080 = -404094.833302 nChanged 103 SP:Iteration 19Q (715.204271 sec): 3 clusters Score: Raw -410575.480551 + Penalty 6413.772080 = -404161.708471 nChanged 81 SP:Iteration 20F (715.342105 sec): 3 clusters Score: Raw -410619.018283 + Penalty 6413.772080 = -404205.246203 nChanged 50 SP:Iteration 21Q (715.449465 sec): 3 clusters Score: Raw -410642.022570 + Penalty 6413.772080 = -404228.250490 nChanged 32 SP:Iteration 22Q (715.587454 sec): 3 clusters Score: Raw -410656.895236 + Penalty 6413.772080 = -404243.123157 nChanged 32 SP:Iteration 23Q (715.715198 sec): 3 clusters Score: Raw -410668.115946 + Penalty 6413.772080 = -404254.343866 nChanged 21 SP:Iteration 24Q (715.828214 sec): 3 clusters Score: Raw -410674.644349 + Penalty 6413.772080 = -404260.872269 nChanged 12 SP:Iteration 25Q (715.957073 sec): 3 clusters Score: Raw -410679.058741 + Penalty 6413.772080 = -404265.286661 nChanged 12 SP:Iteration 26Q (716.093398 sec): 3 clusters Score: Raw -410685.328090 + Penalty 6413.772080 = -404271.556010 nChanged 11 SP:Iteration 27Q (716.220254 sec): 3 clusters Score: Raw -410690.556392 + Penalty 6413.772080 = -404276.784312 nChanged 15 SP:Iteration 28Q (716.344323 sec): 3 clusters Score: Raw -410695.862967 + Penalty 6413.772080 = -404282.090888 nChanged 11 SP:Iteration 29Q (716.481068 sec): 3 clusters Score: Raw -410700.419012 + Penalty 6413.772080 = -404286.646932 nChanged 16 SP:Iteration 30Q (716.595037 sec): 3 clusters Score: Raw -410707.676256 + Penalty 6413.772080 = -404293.904176 nChanged 17 SP:Iteration 31Q (716.721634 sec): 3 clusters Score: Raw -410714.132585 + Penalty 6413.772080 = -404300.360506 nChanged 13 SP:Iteration 32Q (716.837589 sec): 3 clusters Score: Raw -410718.346233 + Penalty 6413.772080 = -404304.574153 nChanged 14 SP:Iteration 33Q (716.949082 sec): 3 clusters Score: Raw -410724.804664 + Penalty 6413.772080 = -404311.032584 nChanged 13 SP:Iteration 34Q (717.084148 sec): 3 clusters Score: Raw -410729.674767 + Penalty 6413.772080 = -404315.902687 nChanged 8 SP:Iteration 35Q (717.200119 sec): 3 clusters Score: Raw -410733.286489 + Penalty 6413.772080 = -404319.514409 nChanged 8 SP:Iteration 36Q (717.322857 sec): 3 clusters Score: Raw -410735.200678 + Penalty 6413.772080 = -404321.428598 nChanged 8 SP:Iteration 37Q (717.442988 sec): 3 clusters Score: Raw -410738.498762 + Penalty 6413.772080 = -404324.726682 nChanged 14 SP:Iteration 38Q (717.554187 sec): 3 clusters Score: Raw -410743.503274 + Penalty 6413.772080 = -404329.731195 nChanged 14 SP:Iteration 39Q (717.690369 sec): 3 clusters Score: Raw -410748.231434 + Penalty 6413.772080 = -404334.459354 nChanged 11 SP:Iteration 40F (717.809474 sec): 3 clusters Score: Raw -410751.983996 + Penalty 6413.772080 = -404338.211916 nChanged 4 SP:Iteration 41Q (717.919109 sec): 3 clusters Score: Raw -410753.979695 + Penalty 6413.772080 = -404340.207616 nChanged 7 SP:Iteration 42Q (718.048065 sec): 3 clusters Score: Raw -410757.086613 + Penalty 6413.772080 = -404343.314533 nChanged 11 SP:Iteration 43Q (718.166930 sec): 3 clusters Score: Raw -410761.287937 + Penalty 6413.772080 = -404347.515857 nChanged 10 SP:Iteration 44Q (718.271538 sec): 3 clusters Score: Raw -410764.129047 + Penalty 6413.772080 = -404350.356967 nChanged 6 SP:Iteration 45Q (718.422459 sec): 3 clusters Score: Raw -410766.395351 + Penalty 6413.772080 = -404352.623271 nChanged 5 SP:Iteration 46Q (718.533495 sec): 3 clusters Score: Raw -410767.949702 + Penalty 6413.772080 = -404354.177622 nChanged 5 SP:Iteration 47Q (718.639081 sec): 3 clusters Score: Raw -410769.691856 + Penalty 6413.772080 = -404355.919776 nChanged 6 SP:Iteration 48Q (718.757998 sec): 3 clusters Score: Raw -410772.745578 + Penalty 6413.772080 = -404358.973499 nChanged 6 SP:Iteration 49Q (718.891137 sec): 3 clusters Score: Raw -410775.051404 + Penalty 6413.772080 = -404361.279324 nChanged 1 SP:Iteration 50Q (719.001409 sec): 3 clusters Score: Raw -410775.455612 + Penalty 6413.772080 = -404361.683533 nChanged 2 SP:Iteration 51Q (719.117196 sec): 3 clusters Score: Raw -410776.093701 + Penalty 6413.772080 = -404362.321622 nChanged 1 SP:Iteration 52Q (719.234796 sec): 3 clusters Score: Raw -410776.326759 + Penalty 6413.772080 = -404362.554680 nChanged 1 SP:Iteration 53Q (719.355921 sec): 3 clusters Score: Raw -410776.580286 + Penalty 6413.772080 = -404362.808206 nChanged 4 SP:Iteration 54Q (719.473229 sec): 3 clusters Score: Raw -410777.583593 + Penalty 6413.772080 = -404363.811513 nChanged 2 SP:Iteration 55Q (719.622927 sec): 3 clusters Score: Raw -410777.988495 + Penalty 6413.772080 = -404364.216415 nChanged 0 SP:Iteration 56F (719.745242 sec): 3 clusters Score: Raw -410777.988495 + Penalty 6413.772080 = -404364.216415 nChanged 0 Iteration 20F (720.248543 sec): 7 clusters Score: Raw -1787204.040469 + Penalty 22530.625166 = -1764673.415303 nChanged 83 Iteration 21Q (720.700412 sec): 7 clusters Score: Raw -1787278.154063 + Penalty 22530.625166 = -1764747.528897 nChanged 91 Iteration 22Q (721.141137 sec): 7 clusters Score: Raw -1787325.226188 + Penalty 22530.625166 = -1764794.601023 nChanged 88 Iteration 23Q (721.577504 sec): 7 clusters Score: Raw -1787360.058936 + Penalty 22530.625166 = -1764829.433770 nChanged 71 Iteration 24Q (722.026225 sec): 7 clusters Score: Raw -1787390.469527 + Penalty 22530.625166 = -1764859.844362 nChanged 83 Iteration 25Q (722.470626 sec): 7 clusters Score: Raw -1787428.648548 + Penalty 22530.625166 = -1764898.023382 nChanged 84 Iteration 26Q (722.927329 sec): 7 clusters Score: Raw -1787470.996060 + Penalty 22530.625166 = -1764940.370895 nChanged 80 Iteration 27Q (723.402605 sec): 7 clusters Score: Raw -1787514.859175 + Penalty 22530.625166 = -1764984.234010 nChanged 93 Iteration 28Q (723.859640 sec): 7 clusters Score: Raw -1787562.732372 + Penalty 22530.625166 = -1765032.107206 nChanged 93 Iteration 29Q (724.320300 sec): 7 clusters Score: Raw -1787611.608065 + Penalty 22530.625166 = -1765080.982900 nChanged 115 Iteration 30Q (724.760571 sec): 7 clusters Score: Raw -1787667.920896 + Penalty 22530.625166 = -1765137.295731 nChanged 125 Iteration 31Q (725.223989 sec): 7 clusters Score: Raw -1787715.837904 + Penalty 22530.625166 = -1765185.212739 nChanged 81 Iteration 32Q (725.662703 sec): 7 clusters Score: Raw -1787742.934908 + Penalty 22530.625166 = -1765212.309742 nChanged 71 Iteration 33Q (726.113675 sec): 7 clusters Score: Raw -1787767.930909 + Penalty 22530.625166 = -1765237.305743 nChanged 83 Iteration 34Q (726.569000 sec): 7 clusters Score: Raw -1787796.517300 + Penalty 22530.625166 = -1765265.892135 nChanged 62 Iteration 35Q (727.025080 sec): 7 clusters Score: Raw -1787816.098611 + Penalty 22530.625166 = -1765285.473446 nChanged 52 Iteration 36Q (727.480494 sec): 7 clusters Score: Raw -1787834.020077 + Penalty 22530.625166 = -1765303.394911 nChanged 39 Iteration 37Q (727.929464 sec): 7 clusters Score: Raw -1787845.365637 + Penalty 22530.625166 = -1765314.740471 nChanged 32 Iteration 38Q (728.388441 sec): 7 clusters Score: Raw -1787857.569793 + Penalty 22530.625166 = -1765326.944628 nChanged 31 Iteration 39Q (728.814351 sec): 7 clusters Score: Raw -1787868.610638 + Penalty 22530.625166 = -1765337.985472 nChanged 27 Iteration 40F (729.328498 sec): 7 clusters Score: Raw -1787890.744606 + Penalty 22530.625166 = -1765360.119440 nChanged 34 Iteration 41Q (729.782552 sec): 7 clusters Score: Raw -1787908.831218 + Penalty 22530.625166 = -1765378.206052 nChanged 35 Iteration 42Q (730.231690 sec): 7 clusters Score: Raw -1787921.070613 + Penalty 22530.625166 = -1765390.445447 nChanged 27 Iteration 43Q (730.670018 sec): 7 clusters Score: Raw -1787929.693699 + Penalty 22530.625166 = -1765399.068533 nChanged 17 Iteration 44Q (731.091254 sec): 7 clusters Score: Raw -1787934.244042 + Penalty 22530.625166 = -1765403.618877 nChanged 16 Iteration 45Q (731.525117 sec): 7 clusters Score: Raw -1787938.723539 + Penalty 22530.625166 = -1765408.098373 nChanged 10 Iteration 46Q (731.956509 sec): 7 clusters Score: Raw -1787942.229636 + Penalty 22530.625166 = -1765411.604470 nChanged 13 Iteration 47Q (732.394221 sec): 7 clusters Score: Raw -1787946.838113 + Penalty 22530.625166 = -1765416.212948 nChanged 19 Iteration 48Q (732.833958 sec): 7 clusters Score: Raw -1787951.699953 + Penalty 22530.625166 = -1765421.074787 nChanged 13 Iteration 49Q (733.246768 sec): 7 clusters Score: Raw -1787954.891460 + Penalty 22530.625166 = -1765424.266295 nChanged 8 Iteration 50Q (733.681638 sec): 7 clusters Score: Raw -1787956.774818 + Penalty 22530.625166 = -1765426.149652 nChanged 13 Iteration 51Q (734.113847 sec): 7 clusters Score: Raw -1787963.486671 + Penalty 22530.625166 = -1765432.861505 nChanged 14 Iteration 52Q (734.564617 sec): 7 clusters Score: Raw -1787972.796709 + Penalty 22530.625166 = -1765442.171543 nChanged 10 Iteration 53Q (735.021185 sec): 7 clusters Score: Raw -1787981.555459 + Penalty 22530.625166 = -1765450.930294 nChanged 12 Iteration 54Q (735.463558 sec): 7 clusters Score: Raw -1787993.954534 + Penalty 22530.625166 = -1765463.329368 nChanged 15 Iteration 55Q (735.915240 sec): 7 clusters Score: Raw -1788006.861086 + Penalty 22530.625166 = -1765476.235920 nChanged 19 Iteration 56Q (736.362597 sec): 7 clusters Score: Raw -1788026.176312 + Penalty 22530.625166 = -1765495.551147 nChanged 20 Iteration 57Q (736.805532 sec): 7 clusters Score: Raw -1788053.256921 + Penalty 22530.625166 = -1765522.631756 nChanged 23 Iteration 58Q (737.260665 sec): 7 clusters Score: Raw -1788074.508089 + Penalty 22530.625166 = -1765543.882923 nChanged 22 Writing temp clu file Because OldScore, -1765522.631756, is greater than current (better) Score,-1765543.882923 Compute initial score before splitting: Score: Raw -1788074.508089 + Penalty 22530.625166 = -1765543.882923 Trying to split cluster 2 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.354384 sec): 2 clusters Score: Raw -84489.587808 + Penalty 2719.539222 = -81770.048585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.466762 sec): 3 clusters Score: Raw -84234.982838 + Penalty 5439.078445 = -78795.904393 nChanged 427 SP:Iteration 1F (737.581601 sec): 3 clusters Score: Raw -84973.593007 + Penalty 5439.078445 = -79534.514562 nChanged 150 SP:Iteration 2F (737.683342 sec): 3 clusters Score: Raw -85254.074519 + Penalty 5439.078445 = -79814.996074 nChanged 99 SP:Iteration 3F (737.802078 sec): 3 clusters Score: Raw -85458.178015 + Penalty 5439.078445 = -80019.099570 nChanged 79 SP:Iteration 4F (737.889297 sec): 3 clusters Score: Raw -85613.138739 + Penalty 5439.078445 = -80174.060294 nChanged 38 SP:Iteration 5Q (737.996283 sec): 3 clusters Score: Raw -85690.129167 + Penalty 5439.078445 = -80251.050722 nChanged 19 SP:Iteration 6Q (738.101783 sec): 3 clusters Score: Raw -85728.827052 + Penalty 5439.078445 = -80289.748607 nChanged 18 SP:Iteration 7Q (738.215535 sec): 3 clusters Score: Raw -85771.493455 + Penalty 5439.078445 = -80332.415010 nChanged 18 SP:Iteration 8Q (738.345172 sec): 3 clusters Score: Raw -85810.768974 + Penalty 5439.078445 = -80371.690529 nChanged 19 SP:Iteration 9Q (738.436851 sec): 3 clusters Score: Raw -85847.286413 + Penalty 5439.078445 = -80408.207968 nChanged 18 SP:Iteration 10Q (738.527535 sec): 3 clusters Score: Raw -85877.789410 + Penalty 5439.078445 = -80438.710965 nChanged 13 SP:Iteration 11Q (738.615364 sec): 3 clusters Score: Raw -85899.789397 + Penalty 5439.078445 = -80460.710952 nChanged 11 SP:Iteration 12Q (738.727885 sec): 3 clusters Score: Raw -85917.588304 + Penalty 5439.078445 = -80478.509859 nChanged 13 SP:Iteration 13Q (738.850179 sec): 3 clusters Score: Raw -85932.128325 + Penalty 5439.078445 = -80493.049880 nChanged 10 SP:Iteration 14Q (738.944918 sec): 3 clusters Score: Raw -85947.935429 + Penalty 5439.078445 = -80508.856984 nChanged 8 SP:Iteration 15Q (739.052416 sec): 3 clusters Score: Raw -85957.031630 + Penalty 5439.078445 = -80517.953185 nChanged 11 SP:Iteration 16Q (739.181882 sec): 3 clusters Score: Raw -85979.987504 + Penalty 5439.078445 = -80540.909059 nChanged 6 SP:Iteration 17Q (739.277530 sec): 3 clusters Score: Raw -85990.018882 + Penalty 5439.078445 = -80550.940437 nChanged 3 SP:Iteration 18Q (739.373408 sec): 3 clusters Score: Raw -85992.553180 + Penalty 5439.078445 = -80553.474735 nChanged 1 SP:Iteration 19Q (739.467236 sec): 3 clusters Score: Raw -85993.046130 + Penalty 5439.078445 = -80553.967685 nChanged 0 SP:Iteration 20F (739.566469 sec): 3 clusters Score: Raw -85993.046130 + Penalty 5439.078445 = -80553.967685 nChanged 0 Trying to split cluster 3 (3898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.658471 sec): 2 clusters Score: Raw -275205.454632 + Penalty 3063.375095 = -272142.079537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (739.760472 sec): 3 clusters Score: Raw -273684.750612 + Penalty 6126.750190 = -267558.000422 nChanged 1309 SP:Iteration 1F (739.875802 sec): 3 clusters Score: Raw -274646.657170 + Penalty 6126.750190 = -268519.906980 nChanged 324 SP:Iteration 2F (739.998239 sec): 3 clusters Score: Raw -274962.109221 + Penalty 6126.750190 = -268835.359031 nChanged 195 SP:Iteration 3F (740.116835 sec): 3 clusters Score: Raw -275175.993625 + Penalty 6126.750190 = -269049.243435 nChanged 174 SP:Iteration 4Q (740.240137 sec): 3 clusters Score: Raw -275357.076634 + Penalty 6126.750190 = -269230.326444 nChanged 147 SP:Iteration 5Q (740.325818 sec): 3 clusters Score: Raw -275507.191004 + Penalty 6126.750190 = -269380.440814 nChanged 143 SP:Iteration 6Q (740.444541 sec): 3 clusters Score: Raw -275643.216667 + Penalty 6126.750190 = -269516.466477 nChanged 122 SP:Iteration 7Q (740.565416 sec): 3 clusters Score: Raw -275770.436886 + Penalty 6126.750190 = -269643.686696 nChanged 112 SP:Iteration 8Q (740.686801 sec): 3 clusters Score: Raw -275876.113517 + Penalty 6126.750190 = -269749.363327 nChanged 104 SP:Iteration 9Q (740.783858 sec): 3 clusters Score: Raw -275970.088791 + Penalty 6126.750190 = -269843.338601 nChanged 77 SP:Iteration 10Q (740.886433 sec): 3 clusters Score: Raw -276052.344556 + Penalty 6126.750190 = -269925.594366 nChanged 74 SP:Iteration 11Q (740.996167 sec): 3 clusters Score: Raw -276123.419640 + Penalty 6126.750190 = -269996.669449 nChanged 66 SP:Iteration 12Q (741.121754 sec): 3 clusters Score: Raw -276193.727171 + Penalty 6126.750190 = -270066.976981 nChanged 72 SP:Iteration 13Q (741.214256 sec): 3 clusters Score: Raw -276282.957822 + Penalty 6126.750190 = -270156.207632 nChanged 79 SP:Iteration 14Q (741.332630 sec): 3 clusters Score: Raw -276387.219797 + Penalty 6126.750190 = -270260.469607 nChanged 80 SP:Iteration 15Q (741.449304 sec): 3 clusters Score: Raw -276490.007911 + Penalty 6126.750190 = -270363.257721 nChanged 74 SP:Iteration 16Q (741.562338 sec): 3 clusters Score: Raw -276566.589335 + Penalty 6126.750190 = -270439.839145 nChanged 52 SP:Iteration 17Q (741.673807 sec): 3 clusters Score: Raw -276616.938380 + Penalty 6126.750190 = -270490.188190 nChanged 37 SP:Iteration 18Q (741.799037 sec): 3 clusters Score: Raw -276652.937057 + Penalty 6126.750190 = -270526.186867 nChanged 34 SP:Iteration 19Q (741.903420 sec): 3 clusters Score: Raw -276684.678771 + Penalty 6126.750190 = -270557.928581 nChanged 30 SP:Iteration 20F (742.014874 sec): 3 clusters Score: Raw -276714.880246 + Penalty 6126.750190 = -270588.130055 nChanged 24 SP:Iteration 21Q (742.123228 sec): 3 clusters Score: Raw -276742.480525 + Penalty 6126.750190 = -270615.730335 nChanged 32 SP:Iteration 22Q (742.258819 sec): 3 clusters Score: Raw -276774.296223 + Penalty 6126.750190 = -270647.546033 nChanged 27 SP:Iteration 23Q (742.371177 sec): 3 clusters Score: Raw -276798.503656 + Penalty 6126.750190 = -270671.753466 nChanged 26 SP:Iteration 24Q (742.494315 sec): 3 clusters Score: Raw -276821.383744 + Penalty 6126.750190 = -270694.633554 nChanged 13 SP:Iteration 25Q (742.589583 sec): 3 clusters Score: Raw -276832.063280 + Penalty 6126.750190 = -270705.313090 nChanged 11 SP:Iteration 26Q (742.714743 sec): 3 clusters Score: Raw -276839.560402 + Penalty 6126.750190 = -270712.810212 nChanged 9 SP:Iteration 27Q (742.837416 sec): 3 clusters Score: Raw -276846.086039 + Penalty 6126.750190 = -270719.335849 nChanged 7 SP:Iteration 28Q (742.943481 sec): 3 clusters Score: Raw -276850.715001 + Penalty 6126.750190 = -270723.964811 nChanged 1 SP:Iteration 29Q (743.044942 sec): 3 clusters Score: Raw -276850.884205 + Penalty 6126.750190 = -270724.134015 nChanged 0 SP:Iteration 30F (743.190371 sec): 3 clusters Score: Raw -276850.884205 + Penalty 6126.750190 = -270724.134015 nChanged 0 Trying to split cluster 4 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (743.236147 sec): 2 clusters Score: Raw -34602.371308 + Penalty 2382.808166 = -32219.563142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (743.317513 sec): 3 clusters Score: Raw -34754.229149 + Penalty 4765.616332 = -29988.612817 nChanged 101 SP:Iteration 1F (743.425254 sec): 3 clusters Score: Raw -35080.032433 + Penalty 4765.616332 = -30314.416102 nChanged 42 SP:Iteration 2F (743.525161 sec): 3 clusters Score: Raw -35235.079497 + Penalty 4765.616332 = -30469.463165 nChanged 24 SP:Iteration 3Q (743.614827 sec): 3 clusters Score: Raw -35350.200607 + Penalty 4765.616332 = -30584.584275 nChanged 11 SP:Iteration 4Q (743.733317 sec): 3 clusters Score: Raw -35392.724387 + Penalty 4765.616332 = -30627.108056 nChanged 5 SP:Iteration 5Q (743.806703 sec): 3 clusters Score: Raw -35403.169206 + Penalty 4765.616332 = -30637.552874 nChanged 2 SP:Iteration 6Q (743.929802 sec): 3 clusters Score: Raw -35414.983369 + Penalty 4765.616332 = -30649.367037 nChanged 0 SP:Iteration 7F (744.032157 sec): 3 clusters Score: Raw -35414.983369 + Penalty 4765.616332 = -30649.367037 nChanged 0 Trying to split cluster 5 (3998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (744.094390 sec): 2 clusters Score: Raw -278094.496419 + Penalty 3072.760095 = -275021.736324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (744.216091 sec): 3 clusters Score: Raw -276450.168281 + Penalty 6145.520191 = -270304.648090 nChanged 1346 SP:Iteration 1F (744.327969 sec): 3 clusters Score: Raw -277442.296506 + Penalty 6145.520191 = -271296.776316 nChanged 300 SP:Iteration 2F (744.425639 sec): 3 clusters Score: Raw -277705.736183 + Penalty 6145.520191 = -271560.215992 nChanged 187 SP:Iteration 3Q (744.539395 sec): 3 clusters Score: Raw -277884.162065 + Penalty 6145.520191 = -271738.641875 nChanged 152 SP:Iteration 4Q (744.658455 sec): 3 clusters Score: Raw -278044.554725 + Penalty 6145.520191 = -271899.034535 nChanged 151 SP:Iteration 5Q (744.792724 sec): 3 clusters Score: Raw -278200.883608 + Penalty 6145.520191 = -272055.363417 nChanged 157 SP:Iteration 6Q (744.900835 sec): 3 clusters Score: Raw -278371.614617 + Penalty 6145.520191 = -272226.094426 nChanged 151 SP:Iteration 7Q (745.017230 sec): 3 clusters Score: Raw -278571.268190 + Penalty 6145.520191 = -272425.747999 nChanged 162 SP:Iteration 8Q (745.139061 sec): 3 clusters Score: Raw -278774.644105 + Penalty 6145.520191 = -272629.123914 nChanged 154 SP:Iteration 9Q (745.234861 sec): 3 clusters Score: Raw -278952.516129 + Penalty 6145.520191 = -272806.995939 nChanged 130 SP:Iteration 10Q (745.349730 sec): 3 clusters Score: Raw -279078.111847 + Penalty 6145.520191 = -272932.591657 nChanged 116 SP:Iteration 11Q (745.457781 sec): 3 clusters Score: Raw -279210.083045 + Penalty 6145.520191 = -273064.562854 nChanged 116 SP:Iteration 12Q (745.577311 sec): 3 clusters Score: Raw -279354.729468 + Penalty 6145.520191 = -273209.209277 nChanged 115 SP:Iteration 13Q (745.701307 sec): 3 clusters Score: Raw -279496.001233 + Penalty 6145.520191 = -273350.481042 nChanged 96 SP:Iteration 14Q (745.810295 sec): 3 clusters Score: Raw -279622.521457 + Penalty 6145.520191 = -273477.001266 nChanged 94 SP:Iteration 15Q (745.908682 sec): 3 clusters Score: Raw -279747.965446 + Penalty 6145.520191 = -273602.445255 nChanged 86 SP:Iteration 16Q (746.046398 sec): 3 clusters Score: Raw -279874.587456 + Penalty 6145.520191 = -273729.067265 nChanged 76 SP:Iteration 17Q (746.158505 sec): 3 clusters Score: Raw -279961.351427 + Penalty 6145.520191 = -273815.831236 nChanged 50 SP:Iteration 18Q (746.274525 sec): 3 clusters Score: Raw -280017.806187 + Penalty 6145.520191 = -273872.285997 nChanged 40 SP:Iteration 19Q (746.364855 sec): 3 clusters Score: Raw -280061.368097 + Penalty 6145.520191 = -273915.847906 nChanged 37 SP:Iteration 20F (746.488251 sec): 3 clusters Score: Raw -280099.133190 + Penalty 6145.520191 = -273953.612999 nChanged 39 SP:Iteration 21Q (746.582647 sec): 3 clusters Score: Raw -280138.662038 + Penalty 6145.520191 = -273993.141847 nChanged 29 SP:Iteration 22Q (746.715344 sec): 3 clusters Score: Raw -280167.370480 + Penalty 6145.520191 = -274021.850289 nChanged 28 SP:Iteration 23Q (746.810250 sec): 3 clusters Score: Raw -280198.758146 + Penalty 6145.520191 = -274053.237955 nChanged 29 SP:Iteration 24Q (746.927371 sec): 3 clusters Score: Raw -280231.331725 + Penalty 6145.520191 = -274085.811535 nChanged 26 SP:Iteration 25Q (747.073749 sec): 3 clusters Score: Raw -280265.891227 + Penalty 6145.520191 = -274120.371036 nChanged 23 SP:Iteration 26Q (747.172743 sec): 3 clusters Score: Raw -280290.043785 + Penalty 6145.520191 = -274144.523594 nChanged 11 SP:Iteration 27Q (747.282375 sec): 3 clusters Score: Raw -280301.268104 + Penalty 6145.520191 = -274155.747913 nChanged 7 SP:Iteration 28Q (747.413145 sec): 3 clusters Score: Raw -280309.880932 + Penalty 6145.520191 = -274164.360741 nChanged 14 SP:Iteration 29Q (747.510316 sec): 3 clusters Score: Raw -280325.452267 + Penalty 6145.520191 = -274179.932076 nChanged 11 SP:Iteration 30Q (747.621124 sec): 3 clusters Score: Raw -280335.215580 + Penalty 6145.520191 = -274189.695389 nChanged 9 SP:Iteration 31Q (747.746705 sec): 3 clusters Score: Raw -280343.702523 + Penalty 6145.520191 = -274198.182332 nChanged 10 SP:Iteration 32Q (747.853354 sec): 3 clusters Score: Raw -280353.847799 + Penalty 6145.520191 = -274208.327608 nChanged 7 SP:Iteration 33Q (747.968570 sec): 3 clusters Score: Raw -280359.799300 + Penalty 6145.520191 = -274214.279109 nChanged 4 SP:Iteration 34Q (748.087923 sec): 3 clusters Score: Raw -280363.792208 + Penalty 6145.520191 = -274218.272017 nChanged 3 SP:Iteration 35Q (748.215737 sec): 3 clusters Score: Raw -280366.740816 + Penalty 6145.520191 = -274221.220626 nChanged 3 SP:Iteration 36Q (748.315035 sec): 3 clusters Score: Raw -280370.210093 + Penalty 6145.520191 = -274224.689902 nChanged 4 SP:Iteration 37Q (748.446855 sec): 3 clusters Score: Raw -280373.502630 + Penalty 6145.520191 = -274227.982440 nChanged 7 SP:Iteration 38Q (748.561717 sec): 3 clusters Score: Raw -280381.981368 + Penalty 6145.520191 = -274236.461178 nChanged 7 SP:Iteration 39Q (748.661888 sec): 3 clusters Score: Raw -280388.600592 + Penalty 6145.520191 = -274243.080401 nChanged 3 SP:Iteration 40F (748.781923 sec): 3 clusters Score: Raw -280393.510973 + Penalty 6145.520191 = -274247.990782 nChanged 2 SP:Iteration 41Q (748.900236 sec): 3 clusters Score: Raw -280396.440152 + Penalty 6145.520191 = -274250.919961 nChanged 2 SP:Iteration 42Q (749.033795 sec): 3 clusters Score: Raw -280398.820345 + Penalty 6145.520191 = -274253.300154 nChanged 1 SP:Iteration 43Q (749.158741 sec): 3 clusters Score: Raw -280399.400855 + Penalty 6145.520191 = -274253.880664 nChanged 0 SP:Iteration 44F (749.271493 sec): 3 clusters Score: Raw -280399.400855 + Penalty 6145.520191 = -274253.880664 nChanged 0 Trying to split cluster 7 (9430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.365788 sec): 2 clusters Score: Raw -748863.187105 + Penalty 3390.686835 = -745472.500270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.468040 sec): 3 clusters Score: Raw -744134.290031 + Penalty 6781.373669 = -737352.916361 nChanged 3741 SP:Iteration 1F (749.602865 sec): 3 clusters Score: Raw -746333.901426 + Penalty 6781.373669 = -739552.527757 nChanged 784 SP:Iteration 2F (749.730675 sec): 3 clusters Score: Raw -746876.148846 + Penalty 6781.373669 = -740094.775176 nChanged 616 SP:Iteration 3F (749.865116 sec): 3 clusters Score: Raw -747299.969524 + Penalty 6781.373669 = -740518.595854 nChanged 467 SP:Iteration 4Q (750.009893 sec): 3 clusters Score: Raw -747630.708892 + Penalty 6781.373669 = -740849.335223 nChanged 424 SP:Iteration 5Q (750.134946 sec): 3 clusters Score: Raw -747922.594596 + Penalty 6781.373669 = -741141.220927 nChanged 364 SP:Iteration 6Q (750.260706 sec): 3 clusters Score: Raw -748144.712297 + Penalty 6781.373669 = -741363.338628 nChanged 329 SP:Iteration 7Q (750.410858 sec): 3 clusters Score: Raw -748341.218744 + Penalty 6781.373669 = -741559.845075 nChanged 296 SP:Iteration 8Q (750.569542 sec): 3 clusters Score: Raw -748501.712859 + Penalty 6781.373669 = -741720.339190 nChanged 275 SP:Iteration 9Q (750.710123 sec): 3 clusters Score: Raw -748649.139112 + Penalty 6781.373669 = -741867.765443 nChanged 225 SP:Iteration 10Q (750.837474 sec): 3 clusters Score: Raw -748752.485615 + Penalty 6781.373669 = -741971.111946 nChanged 191 SP:Iteration 11Q (750.975088 sec): 3 clusters Score: Raw -748845.818835 + Penalty 6781.373669 = -742064.445166 nChanged 185 SP:Iteration 12Q (751.090173 sec): 3 clusters Score: Raw -748932.705522 + Penalty 6781.373669 = -742151.331853 nChanged 153 SP:Iteration 13Q (751.247496 sec): 3 clusters Score: Raw -749003.264832 + Penalty 6781.373669 = -742221.891163 nChanged 143 SP:Iteration 14Q (751.396194 sec): 3 clusters Score: Raw -749070.963161 + Penalty 6781.373669 = -742289.589492 nChanged 147 SP:Iteration 15Q (751.517681 sec): 3 clusters Score: Raw -749137.880154 + Penalty 6781.373669 = -742356.506485 nChanged 136 SP:Iteration 16Q (751.659645 sec): 3 clusters Score: Raw -749200.209145 + Penalty 6781.373669 = -742418.835476 nChanged 118 SP:Iteration 17Q (751.762986 sec): 3 clusters Score: Raw -749237.488096 + Penalty 6781.373669 = -742456.114427 nChanged 71 SP:Iteration 18Q (751.924548 sec): 3 clusters Score: Raw -749259.907445 + Penalty 6781.373669 = -742478.533775 nChanged 52 SP:Iteration 19Q (752.050327 sec): 3 clusters Score: Raw -749276.020475 + Penalty 6781.373669 = -742494.646806 nChanged 61 SP:Iteration 20F (752.170334 sec): 3 clusters Score: Raw -749293.873437 + Penalty 6781.373669 = -742512.499768 nChanged 55 SP:Iteration 21Q (752.295242 sec): 3 clusters Score: Raw -749310.091222 + Penalty 6781.373669 = -742528.717553 nChanged 39 SP:Iteration 22Q (752.419691 sec): 3 clusters Score: Raw -749320.994654 + Penalty 6781.373669 = -742539.620985 nChanged 36 SP:Iteration 23Q (752.569774 sec): 3 clusters Score: Raw -749329.807535 + Penalty 6781.373669 = -742548.433866 nChanged 30 SP:Iteration 24Q (752.717968 sec): 3 clusters Score: Raw -749336.435918 + Penalty 6781.373669 = -742555.062249 nChanged 20 SP:Iteration 25Q (752.836312 sec): 3 clusters Score: Raw -749340.909189 + Penalty 6781.373669 = -742559.535519 nChanged 19 SP:Iteration 26Q (752.973235 sec): 3 clusters Score: Raw -749346.954604 + Penalty 6781.373669 = -742565.580935 nChanged 23 SP:Iteration 27Q (753.113856 sec): 3 clusters Score: Raw -749353.928785 + Penalty 6781.373669 = -742572.555116 nChanged 33 SP:Iteration 28Q (753.234371 sec): 3 clusters Score: Raw -749361.213112 + Penalty 6781.373669 = -742579.839443 nChanged 29 SP:Iteration 29Q (753.408941 sec): 3 clusters Score: Raw -749368.292655 + Penalty 6781.373669 = -742586.918986 nChanged 25 SP:Iteration 30Q (753.542051 sec): 3 clusters Score: Raw -749374.504141 + Penalty 6781.373669 = -742593.130472 nChanged 17 SP:Iteration 31Q (753.682769 sec): 3 clusters Score: Raw -749377.849486 + Penalty 6781.373669 = -742596.475816 nChanged 11 SP:Iteration 32Q (753.799517 sec): 3 clusters Score: Raw -749380.488396 + Penalty 6781.373669 = -742599.114726 nChanged 10 SP:Iteration 33Q (753.940313 sec): 3 clusters Score: Raw -749383.136461 + Penalty 6781.373669 = -742601.762791 nChanged 11 SP:Iteration 34Q (754.096382 sec): 3 clusters Score: Raw -749385.922626 + Penalty 6781.373669 = -742604.548957 nChanged 10 SP:Iteration 35Q (754.235565 sec): 3 clusters Score: Raw -749387.909364 + Penalty 6781.373669 = -742606.535695 nChanged 10 SP:Iteration 36Q (754.385553 sec): 3 clusters Score: Raw -749390.354311 + Penalty 6781.373669 = -742608.980642 nChanged 12 SP:Iteration 37Q (754.521942 sec): 3 clusters Score: Raw -749392.569730 + Penalty 6781.373669 = -742611.196061 nChanged 11 SP:Iteration 38Q (754.627942 sec): 3 clusters Score: Raw -749394.780329 + Penalty 6781.373669 = -742613.406660 nChanged 13 SP:Iteration 39Q (754.780973 sec): 3 clusters Score: Raw -749397.062723 + Penalty 6781.373669 = -742615.689054 nChanged 8 SP:Iteration 40F (754.913770 sec): 3 clusters Score: Raw -749399.050956 + Penalty 6781.373669 = -742617.677287 nChanged 6 SP:Iteration 41Q (755.030496 sec): 3 clusters Score: Raw -749400.448933 + Penalty 6781.373669 = -742619.075264 nChanged 6 SP:Iteration 42Q (755.194037 sec): 3 clusters Score: Raw -749401.362857 + Penalty 6781.373669 = -742619.989187 nChanged 2 SP:Iteration 43Q (755.323639 sec): 3 clusters Score: Raw -749401.725085 + Penalty 6781.373669 = -742620.351416 nChanged 2 SP:Iteration 44Q (755.455863 sec): 3 clusters Score: Raw -749402.090276 + Penalty 6781.373669 = -742620.716607 nChanged 1 SP:Iteration 45Q (755.584011 sec): 3 clusters Score: Raw -749402.414862 + Penalty 6781.373669 = -742621.041193 nChanged 2 SP:Iteration 46Q (755.732522 sec): 3 clusters Score: Raw -749402.825415 + Penalty 6781.373669 = -742621.451746 nChanged 2 SP:Iteration 47Q (755.864710 sec): 3 clusters Score: Raw -749403.204983 + Penalty 6781.373669 = -742621.831314 nChanged 2 SP:Iteration 48Q (755.991053 sec): 3 clusters Score: Raw -749403.777338 + Penalty 6781.373669 = -742622.403668 nChanged 2 SP:Iteration 49Q (756.113479 sec): 3 clusters Score: Raw -749404.031782 + Penalty 6781.373669 = -742622.658112 nChanged 0 SP:Iteration 50F (756.261290 sec): 3 clusters Score: Raw -749404.031782 + Penalty 6781.373669 = -742622.658112 nChanged 0 Trying to split cluster 8 (5716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (756.307100 sec): 2 clusters Score: Raw -405925.114371 + Penalty 3205.204592 = -402719.909780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (756.431463 sec): 3 clusters Score: Raw -403289.189541 + Penalty 6410.409183 = -396878.780357 nChanged 2115 SP:Iteration 1F (756.573993 sec): 3 clusters Score: Raw -404650.996109 + Penalty 6410.409183 = -398240.586926 nChanged 475 SP:Iteration 2F (756.694288 sec): 3 clusters Score: Raw -405015.514116 + Penalty 6410.409183 = -398605.104933 nChanged 337 SP:Iteration 3F (756.806535 sec): 3 clusters Score: Raw -405327.078763 + Penalty 6410.409183 = -398916.669580 nChanged 350 SP:Iteration 4F (756.931679 sec): 3 clusters Score: Raw -405685.751684 + Penalty 6410.409183 = -399275.342500 nChanged 343 SP:Iteration 5F (757.064617 sec): 3 clusters Score: Raw -406019.526389 + Penalty 6410.409183 = -399609.117205 nChanged 313 SP:Iteration 6F (757.191075 sec): 3 clusters Score: Raw -406370.127403 + Penalty 6410.409183 = -399959.718219 nChanged 285 SP:Iteration 7Q (757.313894 sec): 3 clusters Score: Raw -406703.233720 + Penalty 6410.409183 = -400292.824536 nChanged 255 SP:Iteration 8Q (757.444553 sec): 3 clusters Score: Raw -406943.442565 + Penalty 6410.409183 = -400533.033382 nChanged 179 SP:Iteration 9Q (757.569685 sec): 3 clusters Score: Raw -407070.955704 + Penalty 6410.409183 = -400660.546521 nChanged 130 SP:Iteration 10Q (757.672173 sec): 3 clusters Score: Raw -407172.213057 + Penalty 6410.409183 = -400761.803873 nChanged 107 SP:Iteration 11Q (757.783292 sec): 3 clusters Score: Raw -407248.032938 + Penalty 6410.409183 = -400837.623755 nChanged 98 SP:Iteration 12Q (757.921262 sec): 3 clusters Score: Raw -407310.349808 + Penalty 6410.409183 = -400899.940624 nChanged 71 SP:Iteration 13Q (758.053051 sec): 3 clusters Score: Raw -407351.286592 + Penalty 6410.409183 = -400940.877409 nChanged 51 SP:Iteration 14Q (758.159341 sec): 3 clusters Score: Raw -407379.146632 + Penalty 6410.409183 = -400968.737449 nChanged 38 SP:Iteration 15Q (758.281310 sec): 3 clusters Score: Raw -407400.476193 + Penalty 6410.409183 = -400990.067009 nChanged 36 SP:Iteration 16Q (758.427211 sec): 3 clusters Score: Raw -407418.082590 + Penalty 6410.409183 = -401007.673406 nChanged 40 SP:Iteration 17Q (758.527323 sec): 3 clusters Score: Raw -407438.489822 + Penalty 6410.409183 = -401028.080638 nChanged 43 SP:Iteration 18Q (758.655980 sec): 3 clusters Score: Raw -407458.350377 + Penalty 6410.409183 = -401047.941194 nChanged 30 SP:Iteration 19Q (758.784691 sec): 3 clusters Score: Raw -407472.361532 + Penalty 6410.409183 = -401061.952349 nChanged 30 SP:Iteration 20F (758.903503 sec): 3 clusters Score: Raw -407485.467143 + Penalty 6410.409183 = -401075.057960 nChanged 18 SP:Iteration 21Q (759.044073 sec): 3 clusters Score: Raw -407493.571276 + Penalty 6410.409183 = -401083.162092 nChanged 13 SP:Iteration 22Q (759.148856 sec): 3 clusters Score: Raw -407499.926831 + Penalty 6410.409183 = -401089.517648 nChanged 16 SP:Iteration 23Q (759.262575 sec): 3 clusters Score: Raw -407505.264458 + Penalty 6410.409183 = -401094.855274 nChanged 10 SP:Iteration 24Q (759.403457 sec): 3 clusters Score: Raw -407509.300967 + Penalty 6410.409183 = -401098.891784 nChanged 7 SP:Iteration 25Q (759.488403 sec): 3 clusters Score: Raw -407512.196122 + Penalty 6410.409183 = -401101.786938 nChanged 6 SP:Iteration 26Q (759.612543 sec): 3 clusters Score: Raw -407514.443907 + Penalty 6410.409183 = -401104.034723 nChanged 5 SP:Iteration 27Q (759.732721 sec): 3 clusters Score: Raw -407516.320506 + Penalty 6410.409183 = -401105.911323 nChanged 1 SP:Iteration 28Q (759.867051 sec): 3 clusters Score: Raw -407516.542651 + Penalty 6410.409183 = -401106.133467 nChanged 0 SP:Iteration 29F (759.975746 sec): 3 clusters Score: Raw -407516.542651 + Penalty 6410.409183 = -401106.133467 nChanged 0 Iteration 59Q (760.457591 sec): 7 clusters Score: Raw -1788091.174296 + Penalty 22530.625166 = -1765560.549130 nChanged 24 Iteration 60F (760.997486 sec): 7 clusters Score: Raw -1788113.604544 + Penalty 22530.625166 = -1765582.979379 nChanged 17 Iteration 61Q (761.431049 sec): 7 clusters Score: Raw -1788127.006709 + Penalty 22530.625166 = -1765596.381543 nChanged 17 Iteration 62Q (761.897070 sec): 7 clusters Score: Raw -1788141.334087 + Penalty 22530.625166 = -1765610.708921 nChanged 13 Iteration 63Q (762.328275 sec): 7 clusters Score: Raw -1788150.115392 + Penalty 22530.625166 = -1765619.490226 nChanged 15 Iteration 64Q (762.782956 sec): 7 clusters Score: Raw -1788161.753048 + Penalty 22530.625166 = -1765631.127883 nChanged 18 Iteration 65Q (763.223497 sec): 7 clusters Score: Raw -1788192.231623 + Penalty 22530.625166 = -1765661.606458 nChanged 26 Iteration 66Q (763.677684 sec): 7 clusters Score: Raw -1788234.492361 + Penalty 22530.625166 = -1765703.867195 nChanged 21 Iteration 67Q (764.131843 sec): 7 clusters Score: Raw -1788269.913134 + Penalty 22530.625166 = -1765739.287968 nChanged 28 Iteration 68Q (764.566746 sec): 7 clusters Score: Raw -1788308.449361 + Penalty 22530.625166 = -1765777.824196 nChanged 23 Iteration 69Q (765.004068 sec): 7 clusters Score: Raw -1788353.715468 + Penalty 22530.625166 = -1765823.090302 nChanged 27 Iteration 70Q (765.312639 sec): 7 clusters Score: Raw -1788372.573212 + Penalty 22530.625166 = -1765841.948046 nChanged 23 Iteration 71Q (765.812461 sec): 7 clusters Score: Raw -1788396.142294 + Penalty 22530.625166 = -1765865.517128 nChanged 25 Iteration 72Q (766.231943 sec): 7 clusters Score: Raw -1788411.526811 + Penalty 22530.625166 = -1765880.901646 nChanged 16 Iteration 73Q (766.694029 sec): 7 clusters Score: Raw -1788421.688553 + Penalty 22530.625166 = -1765891.063387 nChanged 15 Iteration 74Q (767.147959 sec): 7 clusters Score: Raw -1788435.368045 + Penalty 22530.625166 = -1765904.742879 nChanged 19 Iteration 75Q (767.599783 sec): 7 clusters Score: Raw -1788444.275741 + Penalty 22530.625166 = -1765913.650576 nChanged 11 Iteration 76Q (768.027514 sec): 7 clusters Score: Raw -1788447.932694 + Penalty 22530.625166 = -1765917.307528 nChanged 8 Iteration 77Q (768.489733 sec): 7 clusters Score: Raw -1788450.153859 + Penalty 22530.625166 = -1765919.528693 nChanged 7 Iteration 78Q (768.939645 sec): 7 clusters Score: Raw -1788451.199953 + Penalty 22530.625166 = -1765920.574787 nChanged 10 Iteration 79Q (769.370720 sec): 7 clusters Score: Raw -1788453.584314 + Penalty 22530.625166 = -1765922.959149 nChanged 10 Iteration 80F (769.899778 sec): 7 clusters Score: Raw -1788455.226513 + Penalty 22530.625166 = -1765924.601348 nChanged 9 Iteration 81Q (770.348693 sec): 7 clusters Score: Raw -1788457.459863 + Penalty 22530.625166 = -1765926.834697 nChanged 4 Iteration 82Q (770.787970 sec): 7 clusters Score: Raw -1788458.547660 + Penalty 22530.625166 = -1765927.922494 nChanged 3 Iteration 83Q (771.240360 sec): 7 clusters Score: Raw -1788458.810056 + Penalty 22530.625166 = -1765928.184890 nChanged 2 Iteration 84Q (771.668962 sec): 7 clusters Score: Raw -1788459.044732 + Penalty 22530.625166 = -1765928.419566 nChanged 2 Iteration 85Q (772.113799 sec): 7 clusters Score: Raw -1788459.573408 + Penalty 22530.625166 = -1765928.948242 nChanged 2 Iteration 86Q (772.553895 sec): 7 clusters Score: Raw -1788460.280345 + Penalty 22530.625166 = -1765929.655180 nChanged 0 Iteration 87F (773.094008 sec): 7 clusters Score: Raw -1788460.280345 + Penalty 22530.625166 = -1765929.655180 nChanged 0 Compute initial score before splitting: Score: Raw -1788460.280345 + Penalty 22530.625166 = -1765929.655180 Trying to split cluster 2 (1691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.174496 sec): 2 clusters Score: Raw -92753.485285 + Penalty 2753.954417 = -89999.530869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.278503 sec): 3 clusters Score: Raw -92464.686358 + Penalty 5507.908834 = -86956.777524 nChanged 481 SP:Iteration 1F (773.408454 sec): 3 clusters Score: Raw -93262.128414 + Penalty 5507.908834 = -87754.219581 nChanged 153 SP:Iteration 2F (773.493679 sec): 3 clusters Score: Raw -93532.532792 + Penalty 5507.908834 = -88024.623959 nChanged 88 SP:Iteration 3F (773.611478 sec): 3 clusters Score: Raw -93683.953515 + Penalty 5507.908834 = -88176.044681 nChanged 53 SP:Iteration 4Q (773.718301 sec): 3 clusters Score: Raw -93764.702222 + Penalty 5507.908834 = -88256.793389 nChanged 44 SP:Iteration 5Q (773.807455 sec): 3 clusters Score: Raw -93818.704196 + Penalty 5507.908834 = -88310.795363 nChanged 27 SP:Iteration 6Q (773.917310 sec): 3 clusters Score: Raw -93861.193619 + Penalty 5507.908834 = -88353.284785 nChanged 18 SP:Iteration 7Q (774.024854 sec): 3 clusters Score: Raw -93898.116852 + Penalty 5507.908834 = -88390.208019 nChanged 12 SP:Iteration 8Q (774.121781 sec): 3 clusters Score: Raw -93927.116374 + Penalty 5507.908834 = -88419.207541 nChanged 17 SP:Iteration 9Q (774.260954 sec): 3 clusters Score: Raw -93961.636647 + Penalty 5507.908834 = -88453.727814 nChanged 19 SP:Iteration 10Q (774.340231 sec): 3 clusters Score: Raw -93994.412888 + Penalty 5507.908834 = -88486.504055 nChanged 12 SP:Iteration 11Q (774.465233 sec): 3 clusters Score: Raw -94005.866626 + Penalty 5507.908834 = -88497.957792 nChanged 3 SP:Iteration 12Q (774.576333 sec): 3 clusters Score: Raw -94010.157952 + Penalty 5507.908834 = -88502.249118 nChanged 0 SP:Iteration 13F (774.688237 sec): 3 clusters Score: Raw -94010.157952 + Penalty 5507.908834 = -88502.249118 nChanged 0 Trying to split cluster 3 (3933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.739512 sec): 2 clusters Score: Raw -278440.952681 + Penalty 3066.686955 = -275374.265726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.885887 sec): 3 clusters Score: Raw -276823.664606 + Penalty 6133.373909 = -270690.290697 nChanged 1357 SP:Iteration 1F (774.983326 sec): 3 clusters Score: Raw -277780.829701 + Penalty 6133.373909 = -271647.455792 nChanged 297 SP:Iteration 2F (775.089739 sec): 3 clusters Score: Raw -278041.716857 + Penalty 6133.373909 = -271908.342947 nChanged 201 SP:Iteration 3F (775.205070 sec): 3 clusters Score: Raw -278205.967155 + Penalty 6133.373909 = -272072.593245 nChanged 145 SP:Iteration 4Q (775.311903 sec): 3 clusters Score: Raw -278325.872872 + Penalty 6133.373909 = -272192.498962 nChanged 134 SP:Iteration 5Q (775.439829 sec): 3 clusters Score: Raw -278455.621726 + Penalty 6133.373909 = -272322.247817 nChanged 122 SP:Iteration 6Q (775.535779 sec): 3 clusters Score: Raw -278575.856861 + Penalty 6133.373909 = -272442.482952 nChanged 140 SP:Iteration 7Q (775.652581 sec): 3 clusters Score: Raw -278709.367694 + Penalty 6133.373909 = -272575.993785 nChanged 135 SP:Iteration 8Q (775.777915 sec): 3 clusters Score: Raw -278862.560742 + Penalty 6133.373909 = -272729.186832 nChanged 129 SP:Iteration 9Q (775.894436 sec): 3 clusters Score: Raw -279018.114016 + Penalty 6133.373909 = -272884.740107 nChanged 157 SP:Iteration 10Q (775.999864 sec): 3 clusters Score: Raw -279220.815200 + Penalty 6133.373909 = -273087.441291 nChanged 173 SP:Iteration 11Q (776.120484 sec): 3 clusters Score: Raw -279454.686329 + Penalty 6133.373909 = -273321.312420 nChanged 164 SP:Iteration 12Q (776.236132 sec): 3 clusters Score: Raw -279700.156549 + Penalty 6133.373909 = -273566.782640 nChanged 159 SP:Iteration 13Q (776.353757 sec): 3 clusters Score: Raw -279911.639428 + Penalty 6133.373909 = -273778.265519 nChanged 120 SP:Iteration 14Q (776.455719 sec): 3 clusters Score: Raw -280050.474913 + Penalty 6133.373909 = -273917.101004 nChanged 95 SP:Iteration 15Q (776.568268 sec): 3 clusters Score: Raw -280149.731925 + Penalty 6133.373909 = -274016.358015 nChanged 84 SP:Iteration 16Q (776.698618 sec): 3 clusters Score: Raw -280233.119539 + Penalty 6133.373909 = -274099.745630 nChanged 67 SP:Iteration 17Q (776.789312 sec): 3 clusters Score: Raw -280289.605138 + Penalty 6133.373909 = -274156.231228 nChanged 39 SP:Iteration 18Q (776.924464 sec): 3 clusters Score: Raw -280313.912144 + Penalty 6133.373909 = -274180.538235 nChanged 27 SP:Iteration 19Q (777.030762 sec): 3 clusters Score: Raw -280333.927785 + Penalty 6133.373909 = -274200.553875 nChanged 14 SP:Iteration 20F (777.168314 sec): 3 clusters Score: Raw -280343.950126 + Penalty 6133.373909 = -274210.576216 nChanged 10 SP:Iteration 21Q (777.287536 sec): 3 clusters Score: Raw -280352.160508 + Penalty 6133.373909 = -274218.786598 nChanged 13 SP:Iteration 22Q (777.371094 sec): 3 clusters Score: Raw -280362.884539 + Penalty 6133.373909 = -274229.510630 nChanged 8 SP:Iteration 23Q (777.486227 sec): 3 clusters Score: Raw -280367.086887 + Penalty 6133.373909 = -274233.712978 nChanged 5 SP:Iteration 24Q (777.620785 sec): 3 clusters Score: Raw -280369.414788 + Penalty 6133.373909 = -274236.040879 nChanged 2 SP:Iteration 25Q (777.722035 sec): 3 clusters Score: Raw -280370.530780 + Penalty 6133.373909 = -274237.156870 nChanged 5 SP:Iteration 26Q (777.828923 sec): 3 clusters Score: Raw -280374.409695 + Penalty 6133.373909 = -274241.035785 nChanged 2 SP:Iteration 27Q (777.949313 sec): 3 clusters Score: Raw -280375.071910 + Penalty 6133.373909 = -274241.698001 nChanged 0 SP:Iteration 28F (778.068207 sec): 3 clusters Score: Raw -280375.071910 + Penalty 6133.373909 = -274241.698001 nChanged 0 Trying to split cluster 4 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (778.123218 sec): 2 clusters Score: Raw -26907.842519 + Penalty 2286.615071 = -24621.227447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.228624 sec): 3 clusters Score: Raw -27174.815883 + Penalty 4573.230143 = -22601.585740 nChanged 76 SP:Iteration 1F (778.352977 sec): 3 clusters Score: Raw -27440.958291 + Penalty 4573.230143 = -22867.728148 nChanged 32 SP:Iteration 2F (778.440113 sec): 3 clusters Score: Raw -27587.886842 + Penalty 4573.230143 = -23014.656699 nChanged 11 SP:Iteration 3Q (778.549661 sec): 3 clusters Score: Raw -27649.469988 + Penalty 4573.230143 = -23076.239846 nChanged 10 SP:Iteration 4Q (778.618320 sec): 3 clusters Score: Raw -27722.633677 + Penalty 4573.230143 = -23149.403535 nChanged 6 SP:Iteration 5Q (778.741959 sec): 3 clusters Score: Raw -27745.230009 + Penalty 4573.230143 = -23171.999867 nChanged 2 SP:Iteration 6Q (778.835111 sec): 3 clusters Score: Raw -27752.412774 + Penalty 4573.230143 = -23179.182631 nChanged 1 SP:Iteration 7Q (778.948351 sec): 3 clusters Score: Raw -27756.099230 + Penalty 4573.230143 = -23182.869087 nChanged 1 SP:Iteration 8Q (779.060096 sec): 3 clusters Score: Raw -27757.849122 + Penalty 4573.230143 = -23184.618979 nChanged 1 SP:Iteration 9Q (779.144003 sec): 3 clusters Score: Raw -27760.660678 + Penalty 4573.230143 = -23187.430535 nChanged 0 SP:Iteration 10F (779.254919 sec): 3 clusters Score: Raw -27760.660678 + Penalty 4573.230143 = -23187.430535 nChanged 0 Trying to split cluster 5 (3991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (779.342990 sec): 2 clusters Score: Raw -277293.980939 + Penalty 3072.110827 = -274221.870112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (779.447767 sec): 3 clusters Score: Raw -275646.334243 + Penalty 6144.221655 = -269502.112588 nChanged 1356 SP:Iteration 1F (779.561808 sec): 3 clusters Score: Raw -276566.485969 + Penalty 6144.221655 = -270422.264314 nChanged 332 SP:Iteration 2F (779.678194 sec): 3 clusters Score: Raw -276877.126719 + Penalty 6144.221655 = -270732.905064 nChanged 251 SP:Iteration 3F (779.814911 sec): 3 clusters Score: Raw -277153.402453 + Penalty 6144.221655 = -271009.180798 nChanged 206 SP:Iteration 4F (779.913112 sec): 3 clusters Score: Raw -277413.865117 + Penalty 6144.221655 = -271269.643462 nChanged 208 SP:Iteration 5F (780.013149 sec): 3 clusters Score: Raw -277709.930280 + Penalty 6144.221655 = -271565.708625 nChanged 183 SP:Iteration 6Q (780.142902 sec): 3 clusters Score: Raw -277957.750464 + Penalty 6144.221655 = -271813.528809 nChanged 167 SP:Iteration 7Q (780.251820 sec): 3 clusters Score: Raw -278128.058108 + Penalty 6144.221655 = -271983.836453 nChanged 139 SP:Iteration 8Q (780.367427 sec): 3 clusters Score: Raw -278273.354258 + Penalty 6144.221655 = -272129.132603 nChanged 120 SP:Iteration 9Q (780.500746 sec): 3 clusters Score: Raw -278402.551645 + Penalty 6144.221655 = -272258.329990 nChanged 95 SP:Iteration 10Q (780.588993 sec): 3 clusters Score: Raw -278496.596741 + Penalty 6144.221655 = -272352.375086 nChanged 83 SP:Iteration 11Q (780.709582 sec): 3 clusters Score: Raw -278568.561592 + Penalty 6144.221655 = -272424.339937 nChanged 64 SP:Iteration 12Q (780.823231 sec): 3 clusters Score: Raw -278623.446176 + Penalty 6144.221655 = -272479.224522 nChanged 60 SP:Iteration 13Q (780.951566 sec): 3 clusters Score: Raw -278673.737415 + Penalty 6144.221655 = -272529.515760 nChanged 66 SP:Iteration 14Q (781.054411 sec): 3 clusters Score: Raw -278736.436906 + Penalty 6144.221655 = -272592.215252 nChanged 79 SP:Iteration 15Q (781.185765 sec): 3 clusters Score: Raw -278832.116512 + Penalty 6144.221655 = -272687.894857 nChanged 87 SP:Iteration 16Q (781.298631 sec): 3 clusters Score: Raw -278943.990272 + Penalty 6144.221655 = -272799.768617 nChanged 81 SP:Iteration 17Q (781.394337 sec): 3 clusters Score: Raw -279044.997613 + Penalty 6144.221655 = -272900.775958 nChanged 71 SP:Iteration 18Q (781.514874 sec): 3 clusters Score: Raw -279128.686608 + Penalty 6144.221655 = -272984.464953 nChanged 55 SP:Iteration 19Q (781.631976 sec): 3 clusters Score: Raw -279196.258711 + Penalty 6144.221655 = -273052.037056 nChanged 52 SP:Iteration 20F (781.743440 sec): 3 clusters Score: Raw -279256.326651 + Penalty 6144.221655 = -273112.104996 nChanged 50 SP:Iteration 21Q (781.858169 sec): 3 clusters Score: Raw -279316.409521 + Penalty 6144.221655 = -273172.187866 nChanged 43 SP:Iteration 22Q (781.989131 sec): 3 clusters Score: Raw -279369.297691 + Penalty 6144.221655 = -273225.076036 nChanged 43 SP:Iteration 23Q (782.105408 sec): 3 clusters Score: Raw -279422.756545 + Penalty 6144.221655 = -273278.534890 nChanged 33 SP:Iteration 24Q (782.200428 sec): 3 clusters Score: Raw -279456.434179 + Penalty 6144.221655 = -273312.212524 nChanged 17 SP:Iteration 25Q (782.317351 sec): 3 clusters Score: Raw -279475.420945 + Penalty 6144.221655 = -273331.199290 nChanged 8 SP:Iteration 26Q (782.445560 sec): 3 clusters Score: Raw -279484.291401 + Penalty 6144.221655 = -273340.069746 nChanged 10 SP:Iteration 27Q (782.555294 sec): 3 clusters Score: Raw -279492.911751 + Penalty 6144.221655 = -273348.690096 nChanged 14 SP:Iteration 28Q (782.660322 sec): 3 clusters Score: Raw -279506.927667 + Penalty 6144.221655 = -273362.706012 nChanged 7 SP:Iteration 29Q (782.793955 sec): 3 clusters Score: Raw -279512.015060 + Penalty 6144.221655 = -273367.793405 nChanged 1 SP:Iteration 30Q (782.903166 sec): 3 clusters Score: Raw -279512.913214 + Penalty 6144.221655 = -273368.691559 nChanged 3 SP:Iteration 31Q (783.014693 sec): 3 clusters Score: Raw -279515.074124 + Penalty 6144.221655 = -273370.852469 nChanged 0 SP:Iteration 32F (783.106995 sec): 3 clusters Score: Raw -279515.074124 + Penalty 6144.221655 = -273370.852469 nChanged 0 Trying to split cluster 7 (9429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.212890 sec): 2 clusters Score: Raw -748763.848995 + Penalty 3390.647543 = -745373.201452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.363286 sec): 3 clusters Score: Raw -744033.339094 + Penalty 6781.295086 = -737252.044007 nChanged 3712 SP:Iteration 1F (783.471141 sec): 3 clusters Score: Raw -746165.221096 + Penalty 6781.295086 = -739383.926010 nChanged 728 SP:Iteration 2F (783.620365 sec): 3 clusters Score: Raw -746627.212701 + Penalty 6781.295086 = -739845.917614 nChanged 533 SP:Iteration 3F (783.725438 sec): 3 clusters Score: Raw -746935.713304 + Penalty 6781.295086 = -740154.418218 nChanged 451 SP:Iteration 4Q (783.869261 sec): 3 clusters Score: Raw -747185.843325 + Penalty 6781.295086 = -740404.548239 nChanged 365 SP:Iteration 5Q (784.019579 sec): 3 clusters Score: Raw -747397.084966 + Penalty 6781.295086 = -740615.789880 nChanged 361 SP:Iteration 6Q (784.132980 sec): 3 clusters Score: Raw -747642.380662 + Penalty 6781.295086 = -740861.085576 nChanged 383 SP:Iteration 7Q (784.271588 sec): 3 clusters Score: Raw -747933.679242 + Penalty 6781.295086 = -741152.384155 nChanged 370 SP:Iteration 8Q (784.412229 sec): 3 clusters Score: Raw -748181.502696 + Penalty 6781.295086 = -741400.207610 nChanged 340 SP:Iteration 9Q (784.543303 sec): 3 clusters Score: Raw -748395.568525 + Penalty 6781.295086 = -741614.273439 nChanged 293 SP:Iteration 10Q (784.682760 sec): 3 clusters Score: Raw -748610.043700 + Penalty 6781.295086 = -741828.748614 nChanged 309 SP:Iteration 11Q (784.808456 sec): 3 clusters Score: Raw -748838.569602 + Penalty 6781.295086 = -742057.274515 nChanged 300 SP:Iteration 12Q (784.939805 sec): 3 clusters Score: Raw -749053.715023 + Penalty 6781.295086 = -742272.419937 nChanged 250 SP:Iteration 13Q (785.080703 sec): 3 clusters Score: Raw -749234.401270 + Penalty 6781.295086 = -742453.106184 nChanged 229 SP:Iteration 14Q (785.194952 sec): 3 clusters Score: Raw -749397.025089 + Penalty 6781.295086 = -742615.730003 nChanged 207 SP:Iteration 15Q (785.338148 sec): 3 clusters Score: Raw -749524.266943 + Penalty 6781.295086 = -742742.971857 nChanged 163 SP:Iteration 16Q (785.478881 sec): 3 clusters Score: Raw -749619.925665 + Penalty 6781.295086 = -742838.630579 nChanged 120 SP:Iteration 17Q (785.599428 sec): 3 clusters Score: Raw -749689.195093 + Penalty 6781.295086 = -742907.900007 nChanged 115 SP:Iteration 18Q (785.762833 sec): 3 clusters Score: Raw -749739.635248 + Penalty 6781.295086 = -742958.340161 nChanged 80 SP:Iteration 19Q (785.852731 sec): 3 clusters Score: Raw -749772.795090 + Penalty 6781.295086 = -742991.500004 nChanged 67 SP:Iteration 20F (786.016849 sec): 3 clusters Score: Raw -749800.745704 + Penalty 6781.295086 = -743019.450618 nChanged 57 SP:Iteration 21Q (786.146510 sec): 3 clusters Score: Raw -749824.826208 + Penalty 6781.295086 = -743043.531121 nChanged 36 SP:Iteration 22Q (786.284252 sec): 3 clusters Score: Raw -749837.167445 + Penalty 6781.295086 = -743055.872359 nChanged 27 SP:Iteration 23Q (786.393996 sec): 3 clusters Score: Raw -749846.040326 + Penalty 6781.295086 = -743064.745240 nChanged 21 SP:Iteration 24Q (786.527692 sec): 3 clusters Score: Raw -749854.312092 + Penalty 6781.295086 = -743073.017006 nChanged 22 SP:Iteration 25Q (786.667243 sec): 3 clusters Score: Raw -749860.462393 + Penalty 6781.295086 = -743079.167307 nChanged 20 SP:Iteration 26Q (786.824527 sec): 3 clusters Score: Raw -749866.708408 + Penalty 6781.295086 = -743085.413321 nChanged 18 SP:Iteration 27Q (786.933955 sec): 3 clusters Score: Raw -749872.478943 + Penalty 6781.295086 = -743091.183857 nChanged 16 SP:Iteration 28Q (787.082657 sec): 3 clusters Score: Raw -749877.303808 + Penalty 6781.295086 = -743096.008722 nChanged 15 SP:Iteration 29Q (787.238232 sec): 3 clusters Score: Raw -749881.508001 + Penalty 6781.295086 = -743100.212915 nChanged 14 SP:Iteration 30Q (787.381288 sec): 3 clusters Score: Raw -749886.057024 + Penalty 6781.295086 = -743104.761938 nChanged 13 SP:Iteration 31Q (787.511882 sec): 3 clusters Score: Raw -749890.000384 + Penalty 6781.295086 = -743108.705298 nChanged 10 SP:Iteration 32Q (787.616207 sec): 3 clusters Score: Raw -749892.928706 + Penalty 6781.295086 = -743111.633620 nChanged 11 SP:Iteration 33Q (787.756981 sec): 3 clusters Score: Raw -749894.948810 + Penalty 6781.295086 = -743113.653723 nChanged 6 SP:Iteration 34Q (787.889396 sec): 3 clusters Score: Raw -749896.598365 + Penalty 6781.295086 = -743115.303279 nChanged 6 SP:Iteration 35Q (788.025485 sec): 3 clusters Score: Raw -749898.907667 + Penalty 6781.295086 = -743117.612581 nChanged 6 SP:Iteration 36Q (788.150017 sec): 3 clusters Score: Raw -749900.418263 + Penalty 6781.295086 = -743119.123176 nChanged 1 SP:Iteration 37Q (788.260953 sec): 3 clusters Score: Raw -749900.612640 + Penalty 6781.295086 = -743119.317554 nChanged 1 SP:Iteration 38Q (788.422235 sec): 3 clusters Score: Raw -749900.847617 + Penalty 6781.295086 = -743119.552531 nChanged 2 SP:Iteration 39Q (788.551636 sec): 3 clusters Score: Raw -749901.399429 + Penalty 6781.295086 = -743120.104343 nChanged 1 SP:Iteration 40F (788.665917 sec): 3 clusters Score: Raw -749901.628408 + Penalty 6781.295086 = -743120.333322 nChanged 0 Trying to split cluster 8 (5682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.745972 sec): 2 clusters Score: Raw -403254.555629 + Penalty 3202.994197 = -400051.561432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.876104 sec): 3 clusters Score: Raw -400759.272119 + Penalty 6405.988395 = -394353.283724 nChanged 2011 SP:Iteration 1F (789.002771 sec): 3 clusters Score: Raw -402151.323088 + Penalty 6405.988395 = -395745.334694 nChanged 533 SP:Iteration 2F (789.105431 sec): 3 clusters Score: Raw -402683.451122 + Penalty 6405.988395 = -396277.462727 nChanged 420 SP:Iteration 3F (789.257031 sec): 3 clusters Score: Raw -403111.080529 + Penalty 6405.988395 = -396705.092135 nChanged 368 SP:Iteration 4F (789.349120 sec): 3 clusters Score: Raw -403495.755505 + Penalty 6405.988395 = -397089.767110 nChanged 329 SP:Iteration 5F (789.469864 sec): 3 clusters Score: Raw -403874.483973 + Penalty 6405.988395 = -397468.495579 nChanged 299 SP:Iteration 6F (789.599504 sec): 3 clusters Score: Raw -404212.470797 + Penalty 6405.988395 = -397806.482402 nChanged 243 SP:Iteration 7Q (789.712547 sec): 3 clusters Score: Raw -404465.126909 + Penalty 6405.988395 = -398059.138515 nChanged 183 SP:Iteration 8Q (789.839601 sec): 3 clusters Score: Raw -404639.214297 + Penalty 6405.988395 = -398233.225902 nChanged 126 SP:Iteration 9Q (789.958236 sec): 3 clusters Score: Raw -404726.521853 + Penalty 6405.988395 = -398320.533459 nChanged 65 SP:Iteration 10Q (790.085356 sec): 3 clusters Score: Raw -404763.395757 + Penalty 6405.988395 = -398357.407362 nChanged 47 SP:Iteration 11Q (790.211237 sec): 3 clusters Score: Raw -404786.975136 + Penalty 6405.988395 = -398380.986741 nChanged 33 SP:Iteration 12Q (790.340607 sec): 3 clusters Score: Raw -404805.946799 + Penalty 6405.988395 = -398399.958404 nChanged 31 SP:Iteration 13Q (790.440676 sec): 3 clusters Score: Raw -404822.401870 + Penalty 6405.988395 = -398416.413475 nChanged 20 SP:Iteration 14Q (790.557115 sec): 3 clusters Score: Raw -404832.297605 + Penalty 6405.988395 = -398426.309210 nChanged 21 SP:Iteration 15Q (790.687544 sec): 3 clusters Score: Raw -404839.835316 + Penalty 6405.988395 = -398433.846922 nChanged 13 SP:Iteration 16Q (790.804245 sec): 3 clusters Score: Raw -404844.049175 + Penalty 6405.988395 = -398438.060780 nChanged 8 SP:Iteration 17Q (790.934516 sec): 3 clusters Score: Raw -404846.819620 + Penalty 6405.988395 = -398440.831225 nChanged 6 SP:Iteration 18Q (791.042056 sec): 3 clusters Score: Raw -404849.171497 + Penalty 6405.988395 = -398443.183102 nChanged 4 SP:Iteration 19Q (791.163381 sec): 3 clusters Score: Raw -404850.970790 + Penalty 6405.988395 = -398444.982395 nChanged 4 SP:Iteration 20F (791.275738 sec): 3 clusters Score: Raw -404852.248200 + Penalty 6405.988395 = -398446.259805 nChanged 1 SP:Iteration 21Q (791.382035 sec): 3 clusters Score: Raw -404852.676780 + Penalty 6405.988395 = -398446.688386 nChanged 2 SP:Iteration 22Q (791.520154 sec): 3 clusters Score: Raw -404853.383779 + Penalty 6405.988395 = -398447.395385 nChanged 2 SP:Iteration 23Q (791.626294 sec): 3 clusters Score: Raw -404853.844775 + Penalty 6405.988395 = -398447.856380 nChanged 1 SP:Iteration 24Q (791.741874 sec): 3 clusters Score: Raw -404854.038837 + Penalty 6405.988395 = -398448.050442 nChanged 0 SP:Iteration 25F (791.880333 sec): 3 clusters Score: Raw -404854.038837 + Penalty 6405.988395 = -398448.050442 nChanged 0 Time taken for this iteration:113.687595 seconds. 9->7 Clusters: Score -1765929.655180, best is -1767653.302651 Starting from 10 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 9 (2046 points): Lose 696.119017 but Gain 3755.104194 Iteration 0F (792.664869 sec): 9 clusters Score: Raw -1688031.534173 + Penalty 30040.833554 = -1657990.700619 nChanged 20547 Deleting Class 6 (1800 points): Lose 3046.399314 but Gain 3755.104194 Iteration 1F (793.327099 sec): 8 clusters Score: Raw -1734550.985362 + Penalty 26285.729360 = -1708265.256002 nChanged 9552 Iteration 2F (793.880969 sec): 8 clusters Score: Raw -1760747.474399 + Penalty 26285.729360 = -1734461.745039 nChanged 5534 Iteration 3F (794.468420 sec): 8 clusters Score: Raw -1771978.585262 + Penalty 26285.729360 = -1745692.855902 nChanged 4339 Iteration 4F (795.061682 sec): 8 clusters Score: Raw -1779498.449929 + Penalty 26285.729360 = -1753212.720569 nChanged 3227 Iteration 5F (795.664799 sec): 8 clusters Score: Raw -1783977.227123 + Penalty 26285.729360 = -1757691.497763 nChanged 2257 Iteration 6F (796.265818 sec): 8 clusters Score: Raw -1786776.181430 + Penalty 26285.729360 = -1760490.452070 nChanged 1662 Iteration 7F (796.875929 sec): 8 clusters Score: Raw -1788676.450634 + Penalty 26285.729360 = -1762390.721274 nChanged 1205 Iteration 8Q (797.387828 sec): 8 clusters Score: Raw -1789876.101922 + Penalty 26285.729360 = -1763590.372562 nChanged 905 Iteration 9Q (797.906138 sec): 8 clusters Score: Raw -1790627.183375 + Penalty 26285.729360 = -1764341.454015 nChanged 620 Iteration 10Q (798.431429 sec): 8 clusters Score: Raw -1791079.218467 + Penalty 26285.729360 = -1764793.489107 nChanged 498 Iteration 11Q (798.935184 sec): 8 clusters Score: Raw -1791372.708048 + Penalty 26285.729360 = -1765086.978688 nChanged 343 Iteration 12Q (799.453077 sec): 8 clusters Score: Raw -1791548.896831 + Penalty 26285.729360 = -1765263.167471 nChanged 251 Iteration 13Q (799.991676 sec): 8 clusters Score: Raw -1791662.137887 + Penalty 26285.729360 = -1765376.408527 nChanged 192 Iteration 14Q (800.499279 sec): 8 clusters Score: Raw -1791752.708786 + Penalty 26285.729360 = -1765466.979426 nChanged 164 Iteration 15Q (801.004777 sec): 8 clusters Score: Raw -1791826.352871 + Penalty 26285.729360 = -1765540.623511 nChanged 128 Iteration 16Q (801.503069 sec): 8 clusters Score: Raw -1791885.371634 + Penalty 26285.729360 = -1765599.642274 nChanged 96 Iteration 17Q (802.046598 sec): 8 clusters Score: Raw -1791928.144510 + Penalty 26285.729360 = -1765642.415150 nChanged 96 Iteration 18Q (802.539854 sec): 8 clusters Score: Raw -1791959.903623 + Penalty 26285.729360 = -1765674.174263 nChanged 68 Iteration 19Q (803.062693 sec): 8 clusters Score: Raw -1791984.923407 + Penalty 26285.729360 = -1765699.194047 nChanged 66 Writing temp clu file Because OldScore, -1765674.174263, is greater than current (better) Score,-1765699.194047 Compute initial score before splitting: Score: Raw -1791984.923407 + Penalty 26285.729360 = -1765699.194047 Trying to split cluster 1 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (803.130363 sec): 2 clusters Score: Raw -36466.713015 + Penalty 2439.153117 = -34027.559899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (803.242503 sec): 3 clusters Score: Raw -36517.822723 + Penalty 4878.306234 = -31639.516489 nChanged 139 SP:Iteration 1F (803.344109 sec): 3 clusters Score: Raw -36865.125091 + Penalty 4878.306234 = -31986.818857 nChanged 59 SP:Iteration 2F (803.432952 sec): 3 clusters Score: Raw -37073.283247 + Penalty 4878.306234 = -32194.977013 nChanged 35 SP:Iteration 3Q (803.528589 sec): 3 clusters Score: Raw -37216.227405 + Penalty 4878.306234 = -32337.921172 nChanged 31 SP:Iteration 4Q (803.618176 sec): 3 clusters Score: Raw -37343.153604 + Penalty 4878.306234 = -32464.847371 nChanged 18 SP:Iteration 5Q (803.756654 sec): 3 clusters Score: Raw -37413.048294 + Penalty 4878.306234 = -32534.742060 nChanged 15 SP:Iteration 6Q (803.834196 sec): 3 clusters Score: Raw -37479.659818 + Penalty 4878.306234 = -32601.353584 nChanged 16 SP:Iteration 7Q (803.925948 sec): 3 clusters Score: Raw -37532.422544 + Penalty 4878.306234 = -32654.116310 nChanged 8 SP:Iteration 8Q (804.023700 sec): 3 clusters Score: Raw -37555.073335 + Penalty 4878.306234 = -32676.767101 nChanged 8 SP:Iteration 9Q (804.146268 sec): 3 clusters Score: Raw -37580.834434 + Penalty 4878.306234 = -32702.528200 nChanged 6 SP:Iteration 10Q (804.228950 sec): 3 clusters Score: Raw -37596.563902 + Penalty 4878.306234 = -32718.257668 nChanged 3 SP:Iteration 11Q (804.346628 sec): 3 clusters Score: Raw -37604.362700 + Penalty 4878.306234 = -32726.056466 nChanged 1 SP:Iteration 12Q (804.450763 sec): 3 clusters Score: Raw -37606.240867 + Penalty 4878.306234 = -32727.934633 nChanged 3 SP:Iteration 13Q (804.549730 sec): 3 clusters Score: Raw -37610.449430 + Penalty 4878.306234 = -32732.143197 nChanged 1 SP:Iteration 14Q (804.643961 sec): 3 clusters Score: Raw -37612.968670 + Penalty 4878.306234 = -32734.662436 nChanged 0 SP:Iteration 15F (804.763556 sec): 3 clusters Score: Raw -37620.108414 + Penalty 4878.306234 = -32741.802180 nChanged 1 SP:Iteration 16Q (804.855264 sec): 3 clusters Score: Raw -37642.603713 + Penalty 4878.306234 = -32764.297480 nChanged 2 SP:Iteration 17Q (804.968036 sec): 3 clusters Score: Raw -37648.436193 + Penalty 4878.306234 = -32770.129959 nChanged 1 SP:Iteration 18Q (805.063959 sec): 3 clusters Score: Raw -37651.380889 + Penalty 4878.306234 = -32773.074655 nChanged 1 SP:Iteration 19Q (805.154774 sec): 3 clusters Score: Raw -37656.154204 + Penalty 4878.306234 = -32777.847970 nChanged 1 SP:Iteration 20F (805.269971 sec): 3 clusters Score: Raw -37657.748465 + Penalty 4878.306234 = -32779.442232 nChanged 0 Trying to split cluster 2 (2528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (805.341199 sec): 2 clusters Score: Raw -152041.374741 + Penalty 2902.935581 = -149138.439159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (805.453471 sec): 3 clusters Score: Raw -151227.523571 + Penalty 5805.871163 = -145421.652409 nChanged 778 SP:Iteration 1F (805.536689 sec): 3 clusters Score: Raw -151879.764004 + Penalty 5805.871163 = -146073.892841 nChanged 203 SP:Iteration 2F (805.652492 sec): 3 clusters Score: Raw -152094.256767 + Penalty 5805.871163 = -146288.385604 nChanged 95 SP:Iteration 3Q (805.775623 sec): 3 clusters Score: Raw -152197.594219 + Penalty 5805.871163 = -146391.723056 nChanged 71 SP:Iteration 4Q (805.894428 sec): 3 clusters Score: Raw -152272.505237 + Penalty 5805.871163 = -146466.634074 nChanged 62 SP:Iteration 5Q (806.002654 sec): 3 clusters Score: Raw -152329.908007 + Penalty 5805.871163 = -146524.036844 nChanged 36 SP:Iteration 6Q (806.108538 sec): 3 clusters Score: Raw -152367.370995 + Penalty 5805.871163 = -146561.499832 nChanged 35 SP:Iteration 7Q (806.196604 sec): 3 clusters Score: Raw -152399.695335 + Penalty 5805.871163 = -146593.824173 nChanged 23 SP:Iteration 8Q (806.320483 sec): 3 clusters Score: Raw -152415.952071 + Penalty 5805.871163 = -146610.080909 nChanged 23 SP:Iteration 9Q (806.400977 sec): 3 clusters Score: Raw -152437.526257 + Penalty 5805.871163 = -146631.655094 nChanged 17 SP:Iteration 10Q (806.518302 sec): 3 clusters Score: Raw -152452.009206 + Penalty 5805.871163 = -146646.138043 nChanged 17 SP:Iteration 11Q (806.626604 sec): 3 clusters Score: Raw -152469.396874 + Penalty 5805.871163 = -146663.525711 nChanged 17 SP:Iteration 12Q (806.741075 sec): 3 clusters Score: Raw -152487.152442 + Penalty 5805.871163 = -146681.281280 nChanged 13 SP:Iteration 13Q (806.848556 sec): 3 clusters Score: Raw -152502.834159 + Penalty 5805.871163 = -146696.962996 nChanged 15 SP:Iteration 14Q (806.967790 sec): 3 clusters Score: Raw -152517.337813 + Penalty 5805.871163 = -146711.466650 nChanged 21 SP:Iteration 15Q (807.070609 sec): 3 clusters Score: Raw -152543.560054 + Penalty 5805.871163 = -146737.688891 nChanged 14 SP:Iteration 16Q (807.182968 sec): 3 clusters Score: Raw -152556.670556 + Penalty 5805.871163 = -146750.799393 nChanged 20 SP:Iteration 17Q (807.286820 sec): 3 clusters Score: Raw -152574.476374 + Penalty 5805.871163 = -146768.605211 nChanged 13 SP:Iteration 18Q (807.403623 sec): 3 clusters Score: Raw -152589.813005 + Penalty 5805.871163 = -146783.941843 nChanged 15 SP:Iteration 19Q (807.499552 sec): 3 clusters Score: Raw -152601.846693 + Penalty 5805.871163 = -146795.975530 nChanged 11 SP:Iteration 20F (807.626512 sec): 3 clusters Score: Raw -152609.593167 + Penalty 5805.871163 = -146803.722004 nChanged 13 SP:Iteration 21Q (807.741782 sec): 3 clusters Score: Raw -152621.051050 + Penalty 5805.871163 = -146815.179887 nChanged 20 SP:Iteration 22Q (807.863080 sec): 3 clusters Score: Raw -152637.443653 + Penalty 5805.871163 = -146831.572490 nChanged 15 SP:Iteration 23Q (807.953457 sec): 3 clusters Score: Raw -152649.933669 + Penalty 5805.871163 = -146844.062507 nChanged 6 SP:Iteration 24Q (808.047944 sec): 3 clusters Score: Raw -152655.391225 + Penalty 5805.871163 = -146849.520063 nChanged 13 SP:Iteration 25Q (808.148453 sec): 3 clusters Score: Raw -152666.736126 + Penalty 5805.871163 = -146860.864963 nChanged 9 SP:Iteration 26Q (808.258799 sec): 3 clusters Score: Raw -152677.480392 + Penalty 5805.871163 = -146871.609229 nChanged 12 SP:Iteration 27Q (808.376200 sec): 3 clusters Score: Raw -152695.873572 + Penalty 5805.871163 = -146890.002410 nChanged 10 SP:Iteration 28Q (808.510629 sec): 3 clusters Score: Raw -152707.605229 + Penalty 5805.871163 = -146901.734066 nChanged 17 SP:Iteration 29Q (808.622012 sec): 3 clusters Score: Raw -152731.041813 + Penalty 5805.871163 = -146925.170650 nChanged 19 SP:Iteration 30Q (808.726333 sec): 3 clusters Score: Raw -152748.763994 + Penalty 5805.871163 = -146942.892832 nChanged 18 SP:Iteration 31Q (808.831875 sec): 3 clusters Score: Raw -152768.883689 + Penalty 5805.871163 = -146963.012527 nChanged 19 SP:Iteration 32Q (808.946885 sec): 3 clusters Score: Raw -152787.007976 + Penalty 5805.871163 = -146981.136813 nChanged 22 SP:Iteration 33Q (809.042092 sec): 3 clusters Score: Raw -152808.566528 + Penalty 5805.871163 = -147002.695366 nChanged 22 SP:Iteration 34Q (809.148799 sec): 3 clusters Score: Raw -152826.097502 + Penalty 5805.871163 = -147020.226339 nChanged 17 SP:Iteration 35Q (809.253369 sec): 3 clusters Score: Raw -152839.049760 + Penalty 5805.871163 = -147033.178597 nChanged 10 SP:Iteration 36Q (809.354301 sec): 3 clusters Score: Raw -152845.332295 + Penalty 5805.871163 = -147039.461132 nChanged 3 SP:Iteration 37Q (809.485970 sec): 3 clusters Score: Raw -152847.973708 + Penalty 5805.871163 = -147042.102545 nChanged 5 SP:Iteration 38Q (809.588775 sec): 3 clusters Score: Raw -152851.701153 + Penalty 5805.871163 = -147045.829991 nChanged 4 SP:Iteration 39Q (809.692494 sec): 3 clusters Score: Raw -152856.720131 + Penalty 5805.871163 = -147050.848969 nChanged 8 SP:Iteration 40F (809.817382 sec): 3 clusters Score: Raw -152865.295296 + Penalty 5805.871163 = -147059.424134 nChanged 14 SP:Iteration 41Q (809.917781 sec): 3 clusters Score: Raw -152876.140693 + Penalty 5805.871163 = -147070.269530 nChanged 11 SP:Iteration 42Q (810.036226 sec): 3 clusters Score: Raw -152886.556870 + Penalty 5805.871163 = -147080.685707 nChanged 12 SP:Iteration 43Q (810.135726 sec): 3 clusters Score: Raw -152897.487233 + Penalty 5805.871163 = -147091.616070 nChanged 16 SP:Iteration 44Q (810.263263 sec): 3 clusters Score: Raw -152907.992085 + Penalty 5805.871163 = -147102.120922 nChanged 15 SP:Iteration 45Q (810.359740 sec): 3 clusters Score: Raw -152917.990048 + Penalty 5805.871163 = -147112.118885 nChanged 15 SP:Iteration 46Q (810.475731 sec): 3 clusters Score: Raw -152932.803427 + Penalty 5805.871163 = -147126.932264 nChanged 18 SP:Iteration 47Q (810.590490 sec): 3 clusters Score: Raw -152958.344830 + Penalty 5805.871163 = -147152.473668 nChanged 23 SP:Iteration 48Q (810.697739 sec): 3 clusters Score: Raw -152976.875001 + Penalty 5805.871163 = -147171.003839 nChanged 22 SP:Iteration 49Q (810.814678 sec): 3 clusters Score: Raw -153000.908849 + Penalty 5805.871163 = -147195.037686 nChanged 21 SP:Iteration 50Q (810.945845 sec): 3 clusters Score: Raw -153018.762324 + Penalty 5805.871163 = -147212.891161 nChanged 11 SP:Iteration 51Q (811.053637 sec): 3 clusters Score: Raw -153028.375661 + Penalty 5805.871163 = -147222.504498 nChanged 12 SP:Iteration 52Q (811.148263 sec): 3 clusters Score: Raw -153038.768460 + Penalty 5805.871163 = -147232.897298 nChanged 10 SP:Iteration 53Q (811.274645 sec): 3 clusters Score: Raw -153049.244188 + Penalty 5805.871163 = -147243.373025 nChanged 8 SP:Iteration 54Q (811.359177 sec): 3 clusters Score: Raw -153057.708205 + Penalty 5805.871163 = -147251.837042 nChanged 6 SP:Iteration 55Q (811.480149 sec): 3 clusters Score: Raw -153062.422607 + Penalty 5805.871163 = -147256.551444 nChanged 5 SP:Iteration 56Q (811.564499 sec): 3 clusters Score: Raw -153065.899390 + Penalty 5805.871163 = -147260.028227 nChanged 2 SP:Iteration 57Q (811.660223 sec): 3 clusters Score: Raw -153067.987184 + Penalty 5805.871163 = -147262.116022 nChanged 3 SP:Iteration 58Q (811.782504 sec): 3 clusters Score: Raw -153069.820867 + Penalty 5805.871163 = -147263.949704 nChanged 1 SP:Iteration 59Q (811.908744 sec): 3 clusters Score: Raw -153070.003260 + Penalty 5805.871163 = -147264.132098 nChanged 0 SP:Iteration 60F (812.021306 sec): 3 clusters Score: Raw -153070.003260 + Penalty 5805.871163 = -147264.132098 nChanged 0 Trying to split cluster 3 (2422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (812.095642 sec): 2 clusters Score: Raw -182282.052905 + Penalty 2887.065276 = -179394.987629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (812.207359 sec): 3 clusters Score: Raw -181489.046590 + Penalty 5774.130553 = -175714.916037 nChanged 724 SP:Iteration 1F (812.292756 sec): 3 clusters Score: Raw -182130.541562 + Penalty 5774.130553 = -176356.411010 nChanged 186 SP:Iteration 2F (812.393116 sec): 3 clusters Score: Raw -182329.598246 + Penalty 5774.130553 = -176555.467694 nChanged 108 SP:Iteration 3Q (812.536160 sec): 3 clusters Score: Raw -182459.217464 + Penalty 5774.130553 = -176685.086912 nChanged 82 SP:Iteration 4Q (812.633275 sec): 3 clusters Score: Raw -182558.288973 + Penalty 5774.130553 = -176784.158420 nChanged 66 SP:Iteration 5Q (812.746642 sec): 3 clusters Score: Raw -182652.352006 + Penalty 5774.130553 = -176878.221453 nChanged 59 SP:Iteration 6Q (812.859216 sec): 3 clusters Score: Raw -182753.133220 + Penalty 5774.130553 = -176979.002668 nChanged 60 SP:Iteration 7Q (812.951136 sec): 3 clusters Score: Raw -182846.204823 + Penalty 5774.130553 = -177072.074271 nChanged 61 SP:Iteration 8Q (813.085302 sec): 3 clusters Score: Raw -182922.832562 + Penalty 5774.130553 = -177148.702009 nChanged 57 SP:Iteration 9Q (813.176879 sec): 3 clusters Score: Raw -182984.714260 + Penalty 5774.130553 = -177210.583707 nChanged 52 SP:Iteration 10Q (813.296382 sec): 3 clusters Score: Raw -183038.891062 + Penalty 5774.130553 = -177264.760509 nChanged 45 SP:Iteration 11Q (813.423725 sec): 3 clusters Score: Raw -183084.748031 + Penalty 5774.130553 = -177310.617478 nChanged 39 SP:Iteration 12Q (813.506936 sec): 3 clusters Score: Raw -183135.027912 + Penalty 5774.130553 = -177360.897359 nChanged 38 SP:Iteration 13Q (813.621959 sec): 3 clusters Score: Raw -183176.638607 + Penalty 5774.130553 = -177402.508054 nChanged 37 SP:Iteration 14Q (813.728686 sec): 3 clusters Score: Raw -183214.202528 + Penalty 5774.130553 = -177440.071976 nChanged 32 SP:Iteration 15Q (813.833472 sec): 3 clusters Score: Raw -183248.499640 + Penalty 5774.130553 = -177474.369088 nChanged 32 SP:Iteration 16Q (813.928166 sec): 3 clusters Score: Raw -183284.123022 + Penalty 5774.130553 = -177509.992469 nChanged 27 SP:Iteration 17Q (814.036416 sec): 3 clusters Score: Raw -183312.121912 + Penalty 5774.130553 = -177537.991360 nChanged 18 SP:Iteration 18Q (814.177119 sec): 3 clusters Score: Raw -183340.242931 + Penalty 5774.130553 = -177566.112378 nChanged 26 SP:Iteration 19Q (814.288968 sec): 3 clusters Score: Raw -183373.638803 + Penalty 5774.130553 = -177599.508250 nChanged 29 SP:Iteration 20F (814.397217 sec): 3 clusters Score: Raw -183408.329996 + Penalty 5774.130553 = -177634.199443 nChanged 28 SP:Iteration 21Q (814.506621 sec): 3 clusters Score: Raw -183437.992500 + Penalty 5774.130553 = -177663.861947 nChanged 16 SP:Iteration 22Q (814.626033 sec): 3 clusters Score: Raw -183455.464485 + Penalty 5774.130553 = -177681.333933 nChanged 8 SP:Iteration 23Q (814.715710 sec): 3 clusters Score: Raw -183463.493433 + Penalty 5774.130553 = -177689.362880 nChanged 11 SP:Iteration 24Q (814.825176 sec): 3 clusters Score: Raw -183472.340761 + Penalty 5774.130553 = -177698.210209 nChanged 6 SP:Iteration 25Q (814.917857 sec): 3 clusters Score: Raw -183478.428170 + Penalty 5774.130553 = -177704.297617 nChanged 7 SP:Iteration 26Q (815.008475 sec): 3 clusters Score: Raw -183485.506131 + Penalty 5774.130553 = -177711.375579 nChanged 9 SP:Iteration 27Q (815.105381 sec): 3 clusters Score: Raw -183492.447143 + Penalty 5774.130553 = -177718.316591 nChanged 7 SP:Iteration 28Q (815.200581 sec): 3 clusters Score: Raw -183504.178928 + Penalty 5774.130553 = -177730.048375 nChanged 7 SP:Iteration 29Q (815.318525 sec): 3 clusters Score: Raw -183510.495163 + Penalty 5774.130553 = -177736.364611 nChanged 7 SP:Iteration 30Q (815.435719 sec): 3 clusters Score: Raw -183515.447893 + Penalty 5774.130553 = -177741.317340 nChanged 6 SP:Iteration 31Q (815.523235 sec): 3 clusters Score: Raw -183522.232442 + Penalty 5774.130553 = -177748.101889 nChanged 9 SP:Iteration 32Q (815.655469 sec): 3 clusters Score: Raw -183533.711728 + Penalty 5774.130553 = -177759.581175 nChanged 9 SP:Iteration 33Q (815.753430 sec): 3 clusters Score: Raw -183543.302643 + Penalty 5774.130553 = -177769.172090 nChanged 13 SP:Iteration 34Q (815.880734 sec): 3 clusters Score: Raw -183558.713900 + Penalty 5774.130553 = -177784.583347 nChanged 9 SP:Iteration 35Q (815.980618 sec): 3 clusters Score: Raw -183566.359739 + Penalty 5774.130553 = -177792.229186 nChanged 2 SP:Iteration 36Q (816.079684 sec): 3 clusters Score: Raw -183567.989480 + Penalty 5774.130553 = -177793.858927 nChanged 1 SP:Iteration 37Q (816.167970 sec): 3 clusters Score: Raw -183569.203107 + Penalty 5774.130553 = -177795.072554 nChanged 1 SP:Iteration 38Q (816.279520 sec): 3 clusters Score: Raw -183569.814677 + Penalty 5774.130553 = -177795.684124 nChanged 3 SP:Iteration 39Q (816.397105 sec): 3 clusters Score: Raw -183572.268637 + Penalty 5774.130553 = -177798.138084 nChanged 4 SP:Iteration 40F (816.523449 sec): 3 clusters Score: Raw -183574.555053 + Penalty 5774.130553 = -177800.424500 nChanged 5 SP:Iteration 41Q (816.616528 sec): 3 clusters Score: Raw -183577.984636 + Penalty 5774.130553 = -177803.854083 nChanged 1 SP:Iteration 42Q (816.742869 sec): 3 clusters Score: Raw -183578.401534 + Penalty 5774.130553 = -177804.270982 nChanged 0 SP:Iteration 43F (816.848262 sec): 3 clusters Score: Raw -183578.401534 + Penalty 5774.130553 = -177804.270982 nChanged 0 Trying to split cluster 4 (4092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (816.907711 sec): 2 clusters Score: Raw -301534.314159 + Penalty 3081.370372 = -298452.943787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (817.039309 sec): 3 clusters Score: Raw -299853.748035 + Penalty 6162.740743 = -293691.007292 nChanged 1401 SP:Iteration 1F (817.188849 sec): 3 clusters Score: Raw -300795.321064 + Penalty 6162.740743 = -294632.580321 nChanged 291 SP:Iteration 2F (817.317888 sec): 3 clusters Score: Raw -301030.186841 + Penalty 6162.740743 = -294867.446098 nChanged 192 SP:Iteration 3Q (817.437913 sec): 3 clusters Score: Raw -301186.086002 + Penalty 6162.740743 = -295023.345259 nChanged 136 SP:Iteration 4Q (817.545311 sec): 3 clusters Score: Raw -301287.111446 + Penalty 6162.740743 = -295124.370703 nChanged 129 SP:Iteration 5Q (817.673541 sec): 3 clusters Score: Raw -301378.918969 + Penalty 6162.740743 = -295216.178226 nChanged 105 SP:Iteration 6Q (817.787918 sec): 3 clusters Score: Raw -301462.942123 + Penalty 6162.740743 = -295300.201380 nChanged 94 SP:Iteration 7Q (817.895580 sec): 3 clusters Score: Raw -301525.902326 + Penalty 6162.740743 = -295363.161583 nChanged 78 SP:Iteration 8Q (818.012306 sec): 3 clusters Score: Raw -301576.147923 + Penalty 6162.740743 = -295413.407180 nChanged 65 SP:Iteration 9Q (818.126214 sec): 3 clusters Score: Raw -301625.070724 + Penalty 6162.740743 = -295462.329981 nChanged 69 SP:Iteration 10Q (818.268663 sec): 3 clusters Score: Raw -301667.253171 + Penalty 6162.740743 = -295504.512428 nChanged 64 SP:Iteration 11Q (818.367104 sec): 3 clusters Score: Raw -301706.848532 + Penalty 6162.740743 = -295544.107789 nChanged 52 SP:Iteration 12Q (818.484728 sec): 3 clusters Score: Raw -301741.423001 + Penalty 6162.740743 = -295578.682257 nChanged 49 SP:Iteration 13Q (818.594371 sec): 3 clusters Score: Raw -301775.526699 + Penalty 6162.740743 = -295612.785956 nChanged 49 SP:Iteration 14Q (818.724961 sec): 3 clusters Score: Raw -301804.733258 + Penalty 6162.740743 = -295641.992515 nChanged 37 SP:Iteration 15Q (818.847633 sec): 3 clusters Score: Raw -301826.548611 + Penalty 6162.740743 = -295663.807868 nChanged 36 SP:Iteration 16Q (818.941094 sec): 3 clusters Score: Raw -301848.305873 + Penalty 6162.740743 = -295685.565130 nChanged 34 SP:Iteration 17Q (819.066117 sec): 3 clusters Score: Raw -301867.646965 + Penalty 6162.740743 = -295704.906221 nChanged 33 SP:Iteration 18Q (819.186339 sec): 3 clusters Score: Raw -301887.361991 + Penalty 6162.740743 = -295724.621248 nChanged 27 SP:Iteration 19Q (819.278395 sec): 3 clusters Score: Raw -301903.263462 + Penalty 6162.740743 = -295740.522719 nChanged 22 SP:Iteration 20F (819.400573 sec): 3 clusters Score: Raw -301916.237884 + Penalty 6162.740743 = -295753.497141 nChanged 21 SP:Iteration 21Q (819.512397 sec): 3 clusters Score: Raw -301927.199101 + Penalty 6162.740743 = -295764.458358 nChanged 19 SP:Iteration 22Q (819.654079 sec): 3 clusters Score: Raw -301937.277894 + Penalty 6162.740743 = -295774.537151 nChanged 18 SP:Iteration 23Q (819.745439 sec): 3 clusters Score: Raw -301945.867567 + Penalty 6162.740743 = -295783.126824 nChanged 4 SP:Iteration 24Q (819.861729 sec): 3 clusters Score: Raw -301948.122448 + Penalty 6162.740743 = -295785.381705 nChanged 7 SP:Iteration 25Q (819.978447 sec): 3 clusters Score: Raw -301951.898839 + Penalty 6162.740743 = -295789.158096 nChanged 8 SP:Iteration 26Q (820.106656 sec): 3 clusters Score: Raw -301956.412607 + Penalty 6162.740743 = -295793.671864 nChanged 4 SP:Iteration 27Q (820.234658 sec): 3 clusters Score: Raw -301959.150943 + Penalty 6162.740743 = -295796.410200 nChanged 8 SP:Iteration 28Q (820.337373 sec): 3 clusters Score: Raw -301963.416727 + Penalty 6162.740743 = -295800.675983 nChanged 7 SP:Iteration 29Q (820.479089 sec): 3 clusters Score: Raw -301966.887322 + Penalty 6162.740743 = -295804.146579 nChanged 8 SP:Iteration 30Q (820.576709 sec): 3 clusters Score: Raw -301969.940467 + Penalty 6162.740743 = -295807.199724 nChanged 7 SP:Iteration 31Q (820.678413 sec): 3 clusters Score: Raw -301972.974721 + Penalty 6162.740743 = -295810.233977 nChanged 5 SP:Iteration 32Q (820.817758 sec): 3 clusters Score: Raw -301975.910245 + Penalty 6162.740743 = -295813.169502 nChanged 4 SP:Iteration 33Q (820.941047 sec): 3 clusters Score: Raw -301977.721459 + Penalty 6162.740743 = -295814.980716 nChanged 4 SP:Iteration 34Q (821.050301 sec): 3 clusters Score: Raw -301979.273843 + Penalty 6162.740743 = -295816.533099 nChanged 1 SP:Iteration 35Q (821.150465 sec): 3 clusters Score: Raw -301980.088176 + Penalty 6162.740743 = -295817.347433 nChanged 3 SP:Iteration 36Q (821.267436 sec): 3 clusters Score: Raw -301981.506163 + Penalty 6162.740743 = -295818.765420 nChanged 3 SP:Iteration 37Q (821.393635 sec): 3 clusters Score: Raw -301982.678862 + Penalty 6162.740743 = -295819.938119 nChanged 2 SP:Iteration 38Q (821.496218 sec): 3 clusters Score: Raw -301983.809753 + Penalty 6162.740743 = -295821.069010 nChanged 5 SP:Iteration 39Q (821.625998 sec): 3 clusters Score: Raw -301986.709318 + Penalty 6162.740743 = -295823.968575 nChanged 9 SP:Iteration 40F (821.725397 sec): 3 clusters Score: Raw -301991.126118 + Penalty 6162.740743 = -295828.385375 nChanged 6 SP:Iteration 41Q (821.850343 sec): 3 clusters Score: Raw -301993.580763 + Penalty 6162.740743 = -295830.840020 nChanged 10 SP:Iteration 42Q (821.945391 sec): 3 clusters Score: Raw -301997.811763 + Penalty 6162.740743 = -295835.071020 nChanged 4 SP:Iteration 43Q (822.086266 sec): 3 clusters Score: Raw -301999.858030 + Penalty 6162.740743 = -295837.117287 nChanged 3 SP:Iteration 44Q (822.198894 sec): 3 clusters Score: Raw -302001.234334 + Penalty 6162.740743 = -295838.493590 nChanged 2 SP:Iteration 45Q (822.315928 sec): 3 clusters Score: Raw -302002.936056 + Penalty 6162.740743 = -295840.195313 nChanged 5 SP:Iteration 46Q (822.417672 sec): 3 clusters Score: Raw -302005.731378 + Penalty 6162.740743 = -295842.990635 nChanged 6 SP:Iteration 47Q (822.558770 sec): 3 clusters Score: Raw -302009.310003 + Penalty 6162.740743 = -295846.569260 nChanged 5 SP:Iteration 48Q (822.664458 sec): 3 clusters Score: Raw -302012.695806 + Penalty 6162.740743 = -295849.955063 nChanged 6 SP:Iteration 49Q (822.766417 sec): 3 clusters Score: Raw -302015.058180 + Penalty 6162.740743 = -295852.317437 nChanged 4 SP:Iteration 50Q (822.894043 sec): 3 clusters Score: Raw -302017.006103 + Penalty 6162.740743 = -295854.265360 nChanged 6 SP:Iteration 51Q (822.998252 sec): 3 clusters Score: Raw -302021.243340 + Penalty 6162.740743 = -295858.502597 nChanged 12 SP:Iteration 52Q (823.104393 sec): 3 clusters Score: Raw -302028.214544 + Penalty 6162.740743 = -295865.473800 nChanged 13 SP:Iteration 53Q (823.216389 sec): 3 clusters Score: Raw -302034.917025 + Penalty 6162.740743 = -295872.176282 nChanged 10 SP:Iteration 54Q (823.336929 sec): 3 clusters Score: Raw -302038.704353 + Penalty 6162.740743 = -295875.963609 nChanged 8 SP:Iteration 55Q (823.448679 sec): 3 clusters Score: Raw -302043.077561 + Penalty 6162.740743 = -295880.336818 nChanged 6 SP:Iteration 56Q (823.562482 sec): 3 clusters Score: Raw -302046.458262 + Penalty 6162.740743 = -295883.717519 nChanged 6 SP:Iteration 57Q (823.693521 sec): 3 clusters Score: Raw -302049.229928 + Penalty 6162.740743 = -295886.489184 nChanged 2 SP:Iteration 58Q (823.801321 sec): 3 clusters Score: Raw -302049.913986 + Penalty 6162.740743 = -295887.173242 nChanged 2 SP:Iteration 59Q (823.920231 sec): 3 clusters Score: Raw -302050.724524 + Penalty 6162.740743 = -295887.983781 nChanged 1 SP:Iteration 60F (824.034446 sec): 3 clusters Score: Raw -302051.375342 + Penalty 6162.740743 = -295888.634598 nChanged 1 SP:Iteration 61Q (824.148557 sec): 3 clusters Score: Raw -302051.745471 + Penalty 6162.740743 = -295889.004728 nChanged 3 SP:Iteration 62Q (824.246495 sec): 3 clusters Score: Raw -302053.196661 + Penalty 6162.740743 = -295890.455918 nChanged 1 SP:Iteration 63Q (824.385113 sec): 3 clusters Score: Raw -302053.626669 + Penalty 6162.740743 = -295890.885926 nChanged 2 SP:Iteration 64Q (824.509950 sec): 3 clusters Score: Raw -302054.376213 + Penalty 6162.740743 = -295891.635469 nChanged 1 SP:Iteration 65Q (824.609391 sec): 3 clusters Score: Raw -302054.591297 + Penalty 6162.740743 = -295891.850554 nChanged 0 SP:Iteration 66F (824.749611 sec): 3 clusters Score: Raw -302054.591297 + Penalty 6162.740743 = -295891.850554 nChanged 0 Trying to split cluster 5 (4934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (824.815235 sec): 2 clusters Score: Raw -348899.851345 + Penalty 3150.696913 = -345749.154433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (824.937692 sec): 3 clusters Score: Raw -346746.020255 + Penalty 6301.393825 = -340444.626430 nChanged 1762 SP:Iteration 1F (825.060259 sec): 3 clusters Score: Raw -347839.405222 + Penalty 6301.393825 = -341538.011397 nChanged 392 SP:Iteration 2F (825.178072 sec): 3 clusters Score: Raw -348151.189283 + Penalty 6301.393825 = -341849.795458 nChanged 282 SP:Iteration 3F (825.291969 sec): 3 clusters Score: Raw -348417.765909 + Penalty 6301.393825 = -342116.372084 nChanged 279 SP:Iteration 4F (825.409554 sec): 3 clusters Score: Raw -348697.971420 + Penalty 6301.393825 = -342396.577594 nChanged 275 SP:Iteration 5F (825.517377 sec): 3 clusters Score: Raw -348974.395492 + Penalty 6301.393825 = -342673.001667 nChanged 264 SP:Iteration 6F (825.620232 sec): 3 clusters Score: Raw -349242.811674 + Penalty 6301.393825 = -342941.417849 nChanged 245 SP:Iteration 7Q (825.758979 sec): 3 clusters Score: Raw -349454.360615 + Penalty 6301.393825 = -343152.966790 nChanged 205 SP:Iteration 8Q (825.872684 sec): 3 clusters Score: Raw -349648.613598 + Penalty 6301.393825 = -343347.219773 nChanged 172 SP:Iteration 9Q (825.973009 sec): 3 clusters Score: Raw -349810.121438 + Penalty 6301.393825 = -343508.727613 nChanged 147 SP:Iteration 10Q (826.074989 sec): 3 clusters Score: Raw -349938.266252 + Penalty 6301.393825 = -343636.872427 nChanged 126 SP:Iteration 11Q (826.191848 sec): 3 clusters Score: Raw -350038.820362 + Penalty 6301.393825 = -343737.426537 nChanged 90 SP:Iteration 12Q (826.306895 sec): 3 clusters Score: Raw -350105.387735 + Penalty 6301.393825 = -343803.993910 nChanged 59 SP:Iteration 13Q (826.412251 sec): 3 clusters Score: Raw -350145.180649 + Penalty 6301.393825 = -343843.786824 nChanged 51 SP:Iteration 14Q (826.545027 sec): 3 clusters Score: Raw -350180.794040 + Penalty 6301.393825 = -343879.400215 nChanged 39 SP:Iteration 15Q (826.650610 sec): 3 clusters Score: Raw -350202.979561 + Penalty 6301.393825 = -343901.585736 nChanged 28 SP:Iteration 16Q (826.763098 sec): 3 clusters Score: Raw -350216.755950 + Penalty 6301.393825 = -343915.362125 nChanged 22 SP:Iteration 17Q (826.876960 sec): 3 clusters Score: Raw -350226.601028 + Penalty 6301.393825 = -343925.207203 nChanged 22 SP:Iteration 18Q (826.982680 sec): 3 clusters Score: Raw -350237.710565 + Penalty 6301.393825 = -343936.316740 nChanged 17 SP:Iteration 19Q (827.095193 sec): 3 clusters Score: Raw -350245.465302 + Penalty 6301.393825 = -343944.071476 nChanged 16 SP:Iteration 20F (827.216330 sec): 3 clusters Score: Raw -350252.246863 + Penalty 6301.393825 = -343950.853037 nChanged 13 SP:Iteration 21Q (827.352707 sec): 3 clusters Score: Raw -350258.683230 + Penalty 6301.393825 = -343957.289405 nChanged 11 SP:Iteration 22Q (827.481543 sec): 3 clusters Score: Raw -350265.964552 + Penalty 6301.393825 = -343964.570727 nChanged 12 SP:Iteration 23Q (827.586354 sec): 3 clusters Score: Raw -350272.983873 + Penalty 6301.393825 = -343971.590048 nChanged 13 SP:Iteration 24Q (827.679689 sec): 3 clusters Score: Raw -350281.189584 + Penalty 6301.393825 = -343979.795759 nChanged 15 SP:Iteration 25Q (827.806449 sec): 3 clusters Score: Raw -350288.416080 + Penalty 6301.393825 = -343987.022255 nChanged 11 SP:Iteration 26Q (827.931510 sec): 3 clusters Score: Raw -350294.849537 + Penalty 6301.393825 = -343993.455712 nChanged 9 SP:Iteration 27Q (828.045147 sec): 3 clusters Score: Raw -350300.285040 + Penalty 6301.393825 = -343998.891215 nChanged 6 SP:Iteration 28Q (828.172093 sec): 3 clusters Score: Raw -350304.442040 + Penalty 6301.393825 = -344003.048214 nChanged 6 SP:Iteration 29Q (828.299369 sec): 3 clusters Score: Raw -350306.449469 + Penalty 6301.393825 = -344005.055644 nChanged 2 SP:Iteration 30Q (828.409077 sec): 3 clusters Score: Raw -350307.593778 + Penalty 6301.393825 = -344006.199953 nChanged 3 SP:Iteration 31Q (828.538818 sec): 3 clusters Score: Raw -350308.626493 + Penalty 6301.393825 = -344007.232668 nChanged 2 SP:Iteration 32Q (828.665891 sec): 3 clusters Score: Raw -350309.882202 + Penalty 6301.393825 = -344008.488377 nChanged 2 SP:Iteration 33Q (828.774836 sec): 3 clusters Score: Raw -350311.489498 + Penalty 6301.393825 = -344010.095673 nChanged 4 SP:Iteration 34Q (828.908291 sec): 3 clusters Score: Raw -350313.675649 + Penalty 6301.393825 = -344012.281824 nChanged 2 SP:Iteration 35Q (829.007104 sec): 3 clusters Score: Raw -350314.261826 + Penalty 6301.393825 = -344012.868000 nChanged 0 SP:Iteration 36F (829.129983 sec): 3 clusters Score: Raw -350314.261826 + Penalty 6301.393825 = -344012.868000 nChanged 0 Trying to split cluster 7 (8087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (829.226075 sec): 2 clusters Score: Raw -646959.027570 + Penalty 3333.763858 = -643625.263711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (829.364661 sec): 3 clusters Score: Raw -643057.117436 + Penalty 6667.527717 = -636389.589719 nChanged 3070 SP:Iteration 1F (829.496453 sec): 3 clusters Score: Raw -644833.522068 + Penalty 6667.527717 = -638165.994351 nChanged 613 SP:Iteration 2F (829.602374 sec): 3 clusters Score: Raw -645185.303698 + Penalty 6667.527717 = -638517.775981 nChanged 394 SP:Iteration 3Q (829.733871 sec): 3 clusters Score: Raw -645401.661885 + Penalty 6667.527717 = -638734.134169 nChanged 296 SP:Iteration 4Q (829.864325 sec): 3 clusters Score: Raw -645557.588458 + Penalty 6667.527717 = -638890.060741 nChanged 250 SP:Iteration 5Q (829.994175 sec): 3 clusters Score: Raw -645687.606816 + Penalty 6667.527717 = -639020.079100 nChanged 214 SP:Iteration 6Q (830.142126 sec): 3 clusters Score: Raw -645799.711750 + Penalty 6667.527717 = -639132.184033 nChanged 194 SP:Iteration 7Q (830.273501 sec): 3 clusters Score: Raw -645891.727339 + Penalty 6667.527717 = -639224.199622 nChanged 188 SP:Iteration 8Q (830.408348 sec): 3 clusters Score: Raw -645975.800995 + Penalty 6667.527717 = -639308.273278 nChanged 172 SP:Iteration 9Q (830.544787 sec): 3 clusters Score: Raw -646056.576033 + Penalty 6667.527717 = -639389.048316 nChanged 159 SP:Iteration 10Q (830.676020 sec): 3 clusters Score: Raw -646130.981557 + Penalty 6667.527717 = -639463.453840 nChanged 156 SP:Iteration 11Q (830.791845 sec): 3 clusters Score: Raw -646209.764507 + Penalty 6667.527717 = -639542.236790 nChanged 148 SP:Iteration 12Q (830.908474 sec): 3 clusters Score: Raw -646284.182580 + Penalty 6667.527717 = -639616.654863 nChanged 152 SP:Iteration 13Q (831.049817 sec): 3 clusters Score: Raw -646363.612206 + Penalty 6667.527717 = -639696.084490 nChanged 164 SP:Iteration 14Q (831.185224 sec): 3 clusters Score: Raw -646443.647959 + Penalty 6667.527717 = -639776.120242 nChanged 143 SP:Iteration 15Q (831.321607 sec): 3 clusters Score: Raw -646509.028929 + Penalty 6667.527717 = -639841.501213 nChanged 118 SP:Iteration 16Q (831.485960 sec): 3 clusters Score: Raw -646555.039642 + Penalty 6667.527717 = -639887.511925 nChanged 104 SP:Iteration 17Q (831.624733 sec): 3 clusters Score: Raw -646597.057207 + Penalty 6667.527717 = -639929.529490 nChanged 112 SP:Iteration 18Q (831.743114 sec): 3 clusters Score: Raw -646643.802077 + Penalty 6667.527717 = -639976.274360 nChanged 111 SP:Iteration 19Q (831.868579 sec): 3 clusters Score: Raw -646684.699832 + Penalty 6667.527717 = -640017.172115 nChanged 96 SP:Iteration 20F (832.015115 sec): 3 clusters Score: Raw -646720.857254 + Penalty 6667.527717 = -640053.329537 nChanged 97 SP:Iteration 21Q (832.120470 sec): 3 clusters Score: Raw -646757.111422 + Penalty 6667.527717 = -640089.583705 nChanged 74 SP:Iteration 22Q (832.253298 sec): 3 clusters Score: Raw -646784.424242 + Penalty 6667.527717 = -640116.896525 nChanged 74 SP:Iteration 23Q (832.369144 sec): 3 clusters Score: Raw -646809.222925 + Penalty 6667.527717 = -640141.695208 nChanged 67 SP:Iteration 24Q (832.519201 sec): 3 clusters Score: Raw -646836.500875 + Penalty 6667.527717 = -640168.973158 nChanged 74 SP:Iteration 25Q (832.641939 sec): 3 clusters Score: Raw -646866.555242 + Penalty 6667.527717 = -640199.027525 nChanged 85 SP:Iteration 26Q (832.784786 sec): 3 clusters Score: Raw -646903.408888 + Penalty 6667.527717 = -640235.881171 nChanged 94 SP:Iteration 27Q (832.908635 sec): 3 clusters Score: Raw -646945.082639 + Penalty 6667.527717 = -640277.554922 nChanged 92 SP:Iteration 28Q (833.036720 sec): 3 clusters Score: Raw -646981.806042 + Penalty 6667.527717 = -640314.278325 nChanged 81 SP:Iteration 29Q (833.176382 sec): 3 clusters Score: Raw -647009.214574 + Penalty 6667.527717 = -640341.686857 nChanged 73 SP:Iteration 30Q (833.293329 sec): 3 clusters Score: Raw -647038.822038 + Penalty 6667.527717 = -640371.294321 nChanged 78 SP:Iteration 31Q (833.444616 sec): 3 clusters Score: Raw -647067.056466 + Penalty 6667.527717 = -640399.528749 nChanged 66 SP:Iteration 32Q (833.581020 sec): 3 clusters Score: Raw -647090.479385 + Penalty 6667.527717 = -640422.951669 nChanged 48 SP:Iteration 33Q (833.702195 sec): 3 clusters Score: Raw -647107.278254 + Penalty 6667.527717 = -640439.750537 nChanged 51 SP:Iteration 34Q (833.854180 sec): 3 clusters Score: Raw -647124.045982 + Penalty 6667.527717 = -640456.518265 nChanged 47 SP:Iteration 35Q (833.975764 sec): 3 clusters Score: Raw -647140.561217 + Penalty 6667.527717 = -640473.033500 nChanged 44 SP:Iteration 36Q (834.096423 sec): 3 clusters Score: Raw -647154.331923 + Penalty 6667.527717 = -640486.804206 nChanged 39 SP:Iteration 37Q (834.245660 sec): 3 clusters Score: Raw -647169.615985 + Penalty 6667.527717 = -640502.088268 nChanged 36 SP:Iteration 38Q (834.347783 sec): 3 clusters Score: Raw -647182.602268 + Penalty 6667.527717 = -640515.074551 nChanged 36 SP:Iteration 39Q (834.512443 sec): 3 clusters Score: Raw -647196.118197 + Penalty 6667.527717 = -640528.590480 nChanged 35 SP:Iteration 40F (834.628301 sec): 3 clusters Score: Raw -647208.197319 + Penalty 6667.527717 = -640540.669602 nChanged 35 SP:Iteration 41Q (834.776028 sec): 3 clusters Score: Raw -647217.419412 + Penalty 6667.527717 = -640549.891695 nChanged 24 SP:Iteration 42Q (834.917697 sec): 3 clusters Score: Raw -647223.263579 + Penalty 6667.527717 = -640555.735862 nChanged 27 SP:Iteration 43Q (835.017417 sec): 3 clusters Score: Raw -647231.906305 + Penalty 6667.527717 = -640564.378588 nChanged 25 SP:Iteration 44Q (835.142686 sec): 3 clusters Score: Raw -647239.633283 + Penalty 6667.527717 = -640572.105566 nChanged 18 SP:Iteration 45Q (835.287969 sec): 3 clusters Score: Raw -647246.149421 + Penalty 6667.527717 = -640578.621704 nChanged 20 SP:Iteration 46Q (835.398695 sec): 3 clusters Score: Raw -647252.830366 + Penalty 6667.527717 = -640585.302649 nChanged 23 SP:Iteration 47Q (835.537802 sec): 3 clusters Score: Raw -647260.848400 + Penalty 6667.527717 = -640593.320684 nChanged 32 SP:Iteration 48Q (835.674289 sec): 3 clusters Score: Raw -647274.570922 + Penalty 6667.527717 = -640607.043205 nChanged 36 SP:Iteration 49Q (835.789884 sec): 3 clusters Score: Raw -647287.191011 + Penalty 6667.527717 = -640619.663295 nChanged 34 SP:Iteration 50Q (835.940519 sec): 3 clusters Score: Raw -647300.515828 + Penalty 6667.527717 = -640632.988111 nChanged 37 SP:Iteration 51Q (836.055874 sec): 3 clusters Score: Raw -647314.956182 + Penalty 6667.527717 = -640647.428466 nChanged 30 SP:Iteration 52Q (836.218915 sec): 3 clusters Score: Raw -647326.212972 + Penalty 6667.527717 = -640658.685255 nChanged 40 SP:Iteration 53Q (836.313050 sec): 3 clusters Score: Raw -647341.607532 + Penalty 6667.527717 = -640674.079815 nChanged 29 SP:Iteration 54Q (836.433774 sec): 3 clusters Score: Raw -647349.958741 + Penalty 6667.527717 = -640682.431024 nChanged 17 SP:Iteration 55Q (836.559520 sec): 3 clusters Score: Raw -647356.428670 + Penalty 6667.527717 = -640688.900954 nChanged 19 SP:Iteration 56Q (836.698248 sec): 3 clusters Score: Raw -647364.354557 + Penalty 6667.527717 = -640696.826840 nChanged 23 SP:Iteration 57Q (836.824690 sec): 3 clusters Score: Raw -647372.669444 + Penalty 6667.527717 = -640705.141727 nChanged 16 SP:Iteration 58Q (836.957242 sec): 3 clusters Score: Raw -647376.912072 + Penalty 6667.527717 = -640709.384355 nChanged 13 SP:Iteration 59Q (837.101111 sec): 3 clusters Score: Raw -647381.094649 + Penalty 6667.527717 = -640713.566933 nChanged 15 SP:Iteration 60F (837.233535 sec): 3 clusters Score: Raw -647386.754149 + Penalty 6667.527717 = -640719.226432 nChanged 19 SP:Iteration 61Q (837.361141 sec): 3 clusters Score: Raw -647393.130972 + Penalty 6667.527717 = -640725.603255 nChanged 17 SP:Iteration 62Q (837.489884 sec): 3 clusters Score: Raw -647398.664480 + Penalty 6667.527717 = -640731.136764 nChanged 19 SP:Iteration 63Q (837.623430 sec): 3 clusters Score: Raw -647404.400555 + Penalty 6667.527717 = -640736.872839 nChanged 11 SP:Iteration 64Q (837.730496 sec): 3 clusters Score: Raw -647407.894579 + Penalty 6667.527717 = -640740.366862 nChanged 14 SP:Iteration 65Q (837.871020 sec): 3 clusters Score: Raw -647411.850418 + Penalty 6667.527717 = -640744.322701 nChanged 13 SP:Iteration 66Q (838.002955 sec): 3 clusters Score: Raw -647416.089708 + Penalty 6667.527717 = -640748.561991 nChanged 17 SP:Iteration 67Q (838.143778 sec): 3 clusters Score: Raw -647422.064022 + Penalty 6667.527717 = -640754.536305 nChanged 17 SP:Iteration 68Q (838.274706 sec): 3 clusters Score: Raw -647429.034389 + Penalty 6667.527717 = -640761.506672 nChanged 28 SP:Iteration 69Q (838.389858 sec): 3 clusters Score: Raw -647440.982496 + Penalty 6667.527717 = -640773.454779 nChanged 32 SP:Iteration 70Q (838.534498 sec): 3 clusters Score: Raw -647454.738362 + Penalty 6667.527717 = -640787.210646 nChanged 25 SP:Iteration 71Q (838.669639 sec): 3 clusters Score: Raw -647465.644279 + Penalty 6667.527717 = -640798.116563 nChanged 20 SP:Iteration 72Q (838.800102 sec): 3 clusters Score: Raw -647471.886683 + Penalty 6667.527717 = -640804.358966 nChanged 17 SP:Iteration 73Q (838.926467 sec): 3 clusters Score: Raw -647478.823339 + Penalty 6667.527717 = -640811.295622 nChanged 16 SP:Iteration 74Q (839.075100 sec): 3 clusters Score: Raw -647484.067087 + Penalty 6667.527717 = -640816.539371 nChanged 19 SP:Iteration 75Q (839.197551 sec): 3 clusters Score: Raw -647491.306157 + Penalty 6667.527717 = -640823.778440 nChanged 22 SP:Iteration 76Q (839.300849 sec): 3 clusters Score: Raw -647500.416033 + Penalty 6667.527717 = -640832.888316 nChanged 21 SP:Iteration 77Q (839.428844 sec): 3 clusters Score: Raw -647507.409214 + Penalty 6667.527717 = -640839.881497 nChanged 17 SP:Iteration 78Q (839.573621 sec): 3 clusters Score: Raw -647513.328322 + Penalty 6667.527717 = -640845.800605 nChanged 13 SP:Iteration 79Q (839.686984 sec): 3 clusters Score: Raw -647517.752531 + Penalty 6667.527717 = -640850.224814 nChanged 9 SP:Iteration 80F (839.814286 sec): 3 clusters Score: Raw -647520.693103 + Penalty 6667.527717 = -640853.165386 nChanged 5 SP:Iteration 81Q (839.953459 sec): 3 clusters Score: Raw -647522.101469 + Penalty 6667.527717 = -640854.573753 nChanged 2 SP:Iteration 82Q (840.101348 sec): 3 clusters Score: Raw -647522.492505 + Penalty 6667.527717 = -640854.964788 nChanged 1 SP:Iteration 83Q (840.194660 sec): 3 clusters Score: Raw -647522.891151 + Penalty 6667.527717 = -640855.363434 nChanged 1 SP:Iteration 84Q (840.319709 sec): 3 clusters Score: Raw -647523.174824 + Penalty 6667.527717 = -640855.647107 nChanged 2 SP:Iteration 85Q (840.463117 sec): 3 clusters Score: Raw -647523.918584 + Penalty 6667.527717 = -640856.390867 nChanged 3 SP:Iteration 86Q (840.593659 sec): 3 clusters Score: Raw -647524.663016 + Penalty 6667.527717 = -640857.135299 nChanged 2 SP:Iteration 87Q (840.718745 sec): 3 clusters Score: Raw -647525.246015 + Penalty 6667.527717 = -640857.718298 nChanged 2 SP:Iteration 88Q (840.828792 sec): 3 clusters Score: Raw -647526.316377 + Penalty 6667.527717 = -640858.788661 nChanged 5 SP:Iteration 89Q (840.963979 sec): 3 clusters Score: Raw -647528.335106 + Penalty 6667.527717 = -640860.807389 nChanged 6 SP:Iteration 90Q (841.078135 sec): 3 clusters Score: Raw -647530.959763 + Penalty 6667.527717 = -640863.432046 nChanged 9 SP:Iteration 91Q (841.203525 sec): 3 clusters Score: Raw -647533.943930 + Penalty 6667.527717 = -640866.416213 nChanged 8 SP:Iteration 92Q (841.337441 sec): 3 clusters Score: Raw -647536.192794 + Penalty 6667.527717 = -640868.665077 nChanged 8 SP:Iteration 93Q (841.486814 sec): 3 clusters Score: Raw -647538.489539 + Penalty 6667.527717 = -640870.961822 nChanged 7 SP:Iteration 94Q (841.617362 sec): 3 clusters Score: Raw -647540.363034 + Penalty 6667.527717 = -640872.835317 nChanged 4 SP:Iteration 95Q (841.760200 sec): 3 clusters Score: Raw -647541.260290 + Penalty 6667.527717 = -640873.732574 nChanged 2 SP:Iteration 96Q (841.864471 sec): 3 clusters Score: Raw -647542.117947 + Penalty 6667.527717 = -640874.590230 nChanged 0 SP:Iteration 97F (842.003009 sec): 3 clusters Score: Raw -647542.117947 + Penalty 6667.527717 = -640874.590230 nChanged 0 Trying to split cluster 8 (2422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.084571 sec): 2 clusters Score: Raw -168296.908184 + Penalty 2887.065276 = -165409.842908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.196563 sec): 3 clusters Score: Raw -167519.094194 + Penalty 5774.130553 = -161744.963641 nChanged 708 SP:Iteration 1F (842.286492 sec): 3 clusters Score: Raw -168188.267214 + Penalty 5774.130553 = -162414.136662 nChanged 186 SP:Iteration 2F (842.401341 sec): 3 clusters Score: Raw -168410.392361 + Penalty 5774.130553 = -162636.261808 nChanged 101 SP:Iteration 3Q (842.503156 sec): 3 clusters Score: Raw -168528.969996 + Penalty 5774.130553 = -162754.839444 nChanged 67 SP:Iteration 4Q (842.616214 sec): 3 clusters Score: Raw -168608.300942 + Penalty 5774.130553 = -162834.170389 nChanged 62 SP:Iteration 5Q (842.739428 sec): 3 clusters Score: Raw -168678.613975 + Penalty 5774.130553 = -162904.483422 nChanged 61 SP:Iteration 6Q (842.861808 sec): 3 clusters Score: Raw -168748.444596 + Penalty 5774.130553 = -162974.314043 nChanged 45 SP:Iteration 7Q (842.960996 sec): 3 clusters Score: Raw -168784.322486 + Penalty 5774.130553 = -163010.191933 nChanged 23 SP:Iteration 8Q (843.094729 sec): 3 clusters Score: Raw -168803.025079 + Penalty 5774.130553 = -163028.894526 nChanged 20 SP:Iteration 9Q (843.184858 sec): 3 clusters Score: Raw -168824.547595 + Penalty 5774.130553 = -163050.417042 nChanged 28 SP:Iteration 10Q (843.312376 sec): 3 clusters Score: Raw -168850.882973 + Penalty 5774.130553 = -163076.752420 nChanged 22 SP:Iteration 11Q (843.414901 sec): 3 clusters Score: Raw -168869.433282 + Penalty 5774.130553 = -163095.302729 nChanged 19 SP:Iteration 12Q (843.530247 sec): 3 clusters Score: Raw -168883.501867 + Penalty 5774.130553 = -163109.371314 nChanged 13 SP:Iteration 13Q (843.659072 sec): 3 clusters Score: Raw -168894.349928 + Penalty 5774.130553 = -163120.219375 nChanged 12 SP:Iteration 14Q (843.752886 sec): 3 clusters Score: Raw -168903.413001 + Penalty 5774.130553 = -163129.282448 nChanged 5 SP:Iteration 15Q (843.886944 sec): 3 clusters Score: Raw -168909.456755 + Penalty 5774.130553 = -163135.326202 nChanged 9 SP:Iteration 16Q (844.001218 sec): 3 clusters Score: Raw -168916.481120 + Penalty 5774.130553 = -163142.350567 nChanged 8 SP:Iteration 17Q (844.094656 sec): 3 clusters Score: Raw -168923.038885 + Penalty 5774.130553 = -163148.908332 nChanged 11 SP:Iteration 18Q (844.208724 sec): 3 clusters Score: Raw -168932.211958 + Penalty 5774.130553 = -163158.081405 nChanged 12 SP:Iteration 19Q (844.332925 sec): 3 clusters Score: Raw -168942.134754 + Penalty 5774.130553 = -163168.004201 nChanged 11 SP:Iteration 20F (844.430081 sec): 3 clusters Score: Raw -168951.430056 + Penalty 5774.130553 = -163177.299504 nChanged 7 SP:Iteration 21Q (844.539785 sec): 3 clusters Score: Raw -168958.578511 + Penalty 5774.130553 = -163184.447959 nChanged 14 SP:Iteration 22Q (844.646107 sec): 3 clusters Score: Raw -168971.778426 + Penalty 5774.130553 = -163197.647873 nChanged 15 SP:Iteration 23Q (844.768121 sec): 3 clusters Score: Raw -168983.432448 + Penalty 5774.130553 = -163209.301895 nChanged 11 SP:Iteration 24Q (844.876438 sec): 3 clusters Score: Raw -168990.107389 + Penalty 5774.130553 = -163215.976836 nChanged 8 SP:Iteration 25Q (844.976388 sec): 3 clusters Score: Raw -168996.585658 + Penalty 5774.130553 = -163222.455105 nChanged 7 SP:Iteration 26Q (845.108747 sec): 3 clusters Score: Raw -169002.323241 + Penalty 5774.130553 = -163228.192688 nChanged 6 SP:Iteration 27Q (845.227074 sec): 3 clusters Score: Raw -169006.037969 + Penalty 5774.130553 = -163231.907416 nChanged 0 SP:Iteration 28F (845.326057 sec): 3 clusters Score: Raw -169006.037969 + Penalty 5774.130553 = -163231.907416 nChanged 0 Iteration 20F (845.944270 sec): 8 clusters Score: Raw -1792028.088370 + Penalty 26285.729360 = -1765742.359010 nChanged 55 Iteration 21Q (846.424406 sec): 8 clusters Score: Raw -1792060.895213 + Penalty 26285.729360 = -1765775.165853 nChanged 45 Iteration 22Q (846.956567 sec): 8 clusters Score: Raw -1792078.767472 + Penalty 26285.729360 = -1765793.038112 nChanged 41 Iteration 23Q (847.490935 sec): 8 clusters Score: Raw -1792096.792699 + Penalty 26285.729360 = -1765811.063339 nChanged 47 Iteration 24Q (848.022149 sec): 8 clusters Score: Raw -1792117.329300 + Penalty 26285.729360 = -1765831.599940 nChanged 36 Iteration 25Q (848.507286 sec): 8 clusters Score: Raw -1792132.177060 + Penalty 26285.729360 = -1765846.447700 nChanged 29 Iteration 26Q (849.049062 sec): 8 clusters Score: Raw -1792156.347749 + Penalty 26285.729360 = -1765870.618389 nChanged 28 Iteration 27Q (849.576889 sec): 8 clusters Score: Raw -1792181.529641 + Penalty 26285.729360 = -1765895.800281 nChanged 29 Iteration 28Q (850.091321 sec): 8 clusters Score: Raw -1792200.252019 + Penalty 26285.729360 = -1765914.522659 nChanged 28 Iteration 29Q (850.565163 sec): 8 clusters Score: Raw -1792213.067570 + Penalty 26285.729360 = -1765927.338210 nChanged 21 Iteration 30Q (851.093068 sec): 8 clusters Score: Raw -1792222.984479 + Penalty 26285.729360 = -1765937.255119 nChanged 16 Iteration 31Q (851.607281 sec): 8 clusters Score: Raw -1792233.916788 + Penalty 26285.729360 = -1765948.187428 nChanged 16 Iteration 32Q (852.136721 sec): 8 clusters Score: Raw -1792247.336064 + Penalty 26285.729360 = -1765961.606704 nChanged 16 Iteration 33Q (852.621027 sec): 8 clusters Score: Raw -1792257.360385 + Penalty 26285.729360 = -1765971.631025 nChanged 10 Iteration 34Q (853.119510 sec): 8 clusters Score: Raw -1792260.513915 + Penalty 26285.729360 = -1765974.784555 nChanged 7 Iteration 35Q (853.617316 sec): 8 clusters Score: Raw -1792262.785159 + Penalty 26285.729360 = -1765977.055799 nChanged 12 Iteration 36Q (854.108832 sec): 8 clusters Score: Raw -1792265.887531 + Penalty 26285.729360 = -1765980.158171 nChanged 14 Iteration 37Q (854.597261 sec): 8 clusters Score: Raw -1792269.957394 + Penalty 26285.729360 = -1765984.228034 nChanged 6 Iteration 38Q (855.096048 sec): 8 clusters Score: Raw -1792271.173118 + Penalty 26285.729360 = -1765985.443758 nChanged 4 Iteration 39Q (855.581470 sec): 8 clusters Score: Raw -1792272.362707 + Penalty 26285.729360 = -1765986.633347 nChanged 6 Iteration 40F (856.199804 sec): 8 clusters Score: Raw -1792274.806032 + Penalty 26285.729360 = -1765989.076672 nChanged 9 Iteration 41Q (856.693395 sec): 8 clusters Score: Raw -1792278.598494 + Penalty 26285.729360 = -1765992.869134 nChanged 10 Iteration 42Q (857.219360 sec): 8 clusters Score: Raw -1792282.766196 + Penalty 26285.729360 = -1765997.036836 nChanged 9 Iteration 43Q (857.701482 sec): 8 clusters Score: Raw -1792285.061665 + Penalty 26285.729360 = -1765999.332305 nChanged 7 Iteration 44Q (858.205751 sec): 8 clusters Score: Raw -1792287.124306 + Penalty 26285.729360 = -1766001.394946 nChanged 7 Iteration 45Q (858.721090 sec): 8 clusters Score: Raw -1792289.423531 + Penalty 26285.729360 = -1766003.694171 nChanged 7 Iteration 46Q (859.202383 sec): 8 clusters Score: Raw -1792290.938757 + Penalty 26285.729360 = -1766005.209397 nChanged 5 Iteration 47Q (859.731019 sec): 8 clusters Score: Raw -1792292.222564 + Penalty 26285.729360 = -1766006.493204 nChanged 2 Iteration 48Q (860.245175 sec): 8 clusters Score: Raw -1792292.998677 + Penalty 26285.729360 = -1766007.269317 nChanged 4 Iteration 49Q (860.727732 sec): 8 clusters Score: Raw -1792294.326631 + Penalty 26285.729360 = -1766008.597271 nChanged 5 Iteration 50Q (861.259070 sec): 8 clusters Score: Raw -1792295.815040 + Penalty 26285.729360 = -1766010.085680 nChanged 3 Iteration 51Q (861.774818 sec): 8 clusters Score: Raw -1792296.849850 + Penalty 26285.729360 = -1766011.120490 nChanged 1 Iteration 52Q (862.290149 sec): 8 clusters Score: Raw -1792297.222958 + Penalty 26285.729360 = -1766011.493598 nChanged 1 Iteration 53Q (862.799464 sec): 8 clusters Score: Raw -1792297.497823 + Penalty 26285.729360 = -1766011.768463 nChanged 1 Iteration 54Q (863.338243 sec): 8 clusters Score: Raw -1792297.884251 + Penalty 26285.729360 = -1766012.154891 nChanged 2 Iteration 55Q (863.864081 sec): 8 clusters Score: Raw -1792298.583706 + Penalty 26285.729360 = -1766012.854346 nChanged 0 Iteration 56F (864.500060 sec): 8 clusters Score: Raw -1792298.583706 + Penalty 26285.729360 = -1766012.854346 nChanged 0 Compute initial score before splitting: Score: Raw -1792298.583706 + Penalty 26285.729360 = -1766012.854346 Trying to split cluster 1 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.562704 sec): 2 clusters Score: Raw -33910.274255 + Penalty 2413.701052 = -31496.573203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.672751 sec): 3 clusters Score: Raw -34113.101657 + Penalty 4827.402104 = -29285.699553 nChanged 149 SP:Iteration 1F (864.795401 sec): 3 clusters Score: Raw -34604.182074 + Penalty 4827.402104 = -29776.779971 nChanged 48 SP:Iteration 2F (864.890790 sec): 3 clusters Score: Raw -34808.408186 + Penalty 4827.402104 = -29981.006082 nChanged 31 SP:Iteration 3Q (864.994528 sec): 3 clusters Score: Raw -34920.769335 + Penalty 4827.402104 = -30093.367231 nChanged 16 SP:Iteration 4Q (865.081187 sec): 3 clusters Score: Raw -34988.095157 + Penalty 4827.402104 = -30160.693053 nChanged 11 SP:Iteration 5Q (865.180407 sec): 3 clusters Score: Raw -35026.052733 + Penalty 4827.402104 = -30198.650629 nChanged 14 SP:Iteration 6Q (865.293770 sec): 3 clusters Score: Raw -35084.495912 + Penalty 4827.402104 = -30257.093808 nChanged 20 SP:Iteration 7Q (865.381404 sec): 3 clusters Score: Raw -35161.083767 + Penalty 4827.402104 = -30333.681663 nChanged 11 SP:Iteration 8Q (865.481014 sec): 3 clusters Score: Raw -35206.953605 + Penalty 4827.402104 = -30379.551501 nChanged 8 SP:Iteration 9Q (865.589789 sec): 3 clusters Score: Raw -35237.518895 + Penalty 4827.402104 = -30410.116792 nChanged 4 SP:Iteration 10Q (865.694022 sec): 3 clusters Score: Raw -35250.430944 + Penalty 4827.402104 = -30423.028841 nChanged 4 SP:Iteration 11Q (865.794315 sec): 3 clusters Score: Raw -35261.314281 + Penalty 4827.402104 = -30433.912177 nChanged 2 SP:Iteration 12Q (865.913556 sec): 3 clusters Score: Raw -35272.100810 + Penalty 4827.402104 = -30444.698706 nChanged 2 SP:Iteration 13Q (866.005499 sec): 3 clusters Score: Raw -35281.256901 + Penalty 4827.402104 = -30453.854797 nChanged 1 SP:Iteration 14Q (866.123923 sec): 3 clusters Score: Raw -35286.526039 + Penalty 4827.402104 = -30459.123935 nChanged 2 SP:Iteration 15Q (866.248766 sec): 3 clusters Score: Raw -35297.906726 + Penalty 4827.402104 = -30470.504622 nChanged 2 SP:Iteration 16Q (866.340355 sec): 3 clusters Score: Raw -35304.596494 + Penalty 4827.402104 = -30477.194391 nChanged 1 SP:Iteration 17Q (866.425238 sec): 3 clusters Score: Raw -35306.636794 + Penalty 4827.402104 = -30479.234690 nChanged 1 SP:Iteration 18Q (866.550847 sec): 3 clusters Score: Raw -35310.552031 + Penalty 4827.402104 = -30483.149927 nChanged 1 SP:Iteration 19Q (866.629888 sec): 3 clusters Score: Raw -35312.527452 + Penalty 4827.402104 = -30485.125348 nChanged 1 SP:Iteration 20F (866.725621 sec): 3 clusters Score: Raw -35314.069938 + Penalty 4827.402104 = -30486.667834 nChanged 2 SP:Iteration 21Q (866.826487 sec): 3 clusters Score: Raw -35319.905170 + Penalty 4827.402104 = -30492.503066 nChanged 1 SP:Iteration 22Q (866.932085 sec): 3 clusters Score: Raw -35320.776929 + Penalty 4827.402104 = -30493.374825 nChanged 1 SP:Iteration 23Q (867.048471 sec): 3 clusters Score: Raw -35323.829814 + Penalty 4827.402104 = -30496.427710 nChanged 0 SP:Iteration 24F (867.144517 sec): 3 clusters Score: Raw -35323.829814 + Penalty 4827.402104 = -30496.427710 nChanged 0 Trying to split cluster 2 (2638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.225732 sec): 2 clusters Score: Raw -158629.507786 + Penalty 2918.716131 = -155710.791655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.321340 sec): 3 clusters Score: Raw -157768.257840 + Penalty 5837.432263 = -151930.825577 nChanged 829 SP:Iteration 1F (867.432363 sec): 3 clusters Score: Raw -158540.114970 + Penalty 5837.432263 = -152702.682707 nChanged 233 SP:Iteration 2F (867.549166 sec): 3 clusters Score: Raw -158818.133870 + Penalty 5837.432263 = -152980.701607 nChanged 153 SP:Iteration 3F (867.666255 sec): 3 clusters Score: Raw -159009.676091 + Penalty 5837.432263 = -153172.243828 nChanged 116 SP:Iteration 4Q (867.769500 sec): 3 clusters Score: Raw -159137.857805 + Penalty 5837.432263 = -153300.425542 nChanged 64 SP:Iteration 5Q (867.882699 sec): 3 clusters Score: Raw -159208.476985 + Penalty 5837.432263 = -153371.044722 nChanged 54 SP:Iteration 6Q (867.992408 sec): 3 clusters Score: Raw -159259.837419 + Penalty 5837.432263 = -153422.405156 nChanged 42 SP:Iteration 7Q (868.114093 sec): 3 clusters Score: Raw -159307.116735 + Penalty 5837.432263 = -153469.684472 nChanged 38 SP:Iteration 8Q (868.228572 sec): 3 clusters Score: Raw -159345.106504 + Penalty 5837.432263 = -153507.674241 nChanged 28 SP:Iteration 9Q (868.346842 sec): 3 clusters Score: Raw -159372.045410 + Penalty 5837.432263 = -153534.613147 nChanged 19 SP:Iteration 10Q (868.427105 sec): 3 clusters Score: Raw -159388.766245 + Penalty 5837.432263 = -153551.333982 nChanged 12 SP:Iteration 11Q (868.532884 sec): 3 clusters Score: Raw -159397.032777 + Penalty 5837.432263 = -153559.600514 nChanged 8 SP:Iteration 12Q (868.633433 sec): 3 clusters Score: Raw -159405.013284 + Penalty 5837.432263 = -153567.581021 nChanged 7 SP:Iteration 13Q (868.747682 sec): 3 clusters Score: Raw -159408.751043 + Penalty 5837.432263 = -153571.318780 nChanged 7 SP:Iteration 14Q (868.864368 sec): 3 clusters Score: Raw -159412.590152 + Penalty 5837.432263 = -153575.157889 nChanged 2 SP:Iteration 15Q (868.959598 sec): 3 clusters Score: Raw -159414.345662 + Penalty 5837.432263 = -153576.913399 nChanged 2 SP:Iteration 16Q (869.071306 sec): 3 clusters Score: Raw -159415.220736 + Penalty 5837.432263 = -153577.788474 nChanged 1 SP:Iteration 17Q (869.208181 sec): 3 clusters Score: Raw -159416.518781 + Penalty 5837.432263 = -153579.086518 nChanged 3 SP:Iteration 18Q (869.323703 sec): 3 clusters Score: Raw -159418.125728 + Penalty 5837.432263 = -153580.693465 nChanged 3 SP:Iteration 19Q (869.450047 sec): 3 clusters Score: Raw -159419.347777 + Penalty 5837.432263 = -153581.915514 nChanged 1 SP:Iteration 20F (869.557547 sec): 3 clusters Score: Raw -159419.827750 + Penalty 5837.432263 = -153582.395487 nChanged 0 Trying to split cluster 3 (2391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.625520 sec): 2 clusters Score: Raw -180086.651942 + Penalty 2882.292511 = -177204.359431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.738365 sec): 3 clusters Score: Raw -179284.827540 + Penalty 5764.585023 = -173520.242518 nChanged 695 SP:Iteration 1F (869.853247 sec): 3 clusters Score: Raw -179819.655252 + Penalty 5764.585023 = -174055.070229 nChanged 162 SP:Iteration 2F (869.954773 sec): 3 clusters Score: Raw -179983.677337 + Penalty 5764.585023 = -174219.092314 nChanged 101 SP:Iteration 3Q (870.052684 sec): 3 clusters Score: Raw -180076.083174 + Penalty 5764.585023 = -174311.498151 nChanged 52 SP:Iteration 4Q (870.154275 sec): 3 clusters Score: Raw -180125.537806 + Penalty 5764.585023 = -174360.952783 nChanged 41 SP:Iteration 5Q (870.278896 sec): 3 clusters Score: Raw -180160.060132 + Penalty 5764.585023 = -174395.475109 nChanged 39 SP:Iteration 6Q (870.380110 sec): 3 clusters Score: Raw -180196.637660 + Penalty 5764.585023 = -174432.052637 nChanged 27 SP:Iteration 7Q (870.485332 sec): 3 clusters Score: Raw -180219.935862 + Penalty 5764.585023 = -174455.350839 nChanged 20 SP:Iteration 8Q (870.600040 sec): 3 clusters Score: Raw -180236.922906 + Penalty 5764.585023 = -174472.337883 nChanged 18 SP:Iteration 9Q (870.720689 sec): 3 clusters Score: Raw -180253.235653 + Penalty 5764.585023 = -174488.650630 nChanged 16 SP:Iteration 10Q (870.855384 sec): 3 clusters Score: Raw -180269.633103 + Penalty 5764.585023 = -174505.048080 nChanged 13 SP:Iteration 11Q (870.964044 sec): 3 clusters Score: Raw -180277.919147 + Penalty 5764.585023 = -174513.334124 nChanged 4 SP:Iteration 12Q (871.058501 sec): 3 clusters Score: Raw -180282.510246 + Penalty 5764.585023 = -174517.925223 nChanged 11 SP:Iteration 13Q (871.169862 sec): 3 clusters Score: Raw -180292.211128 + Penalty 5764.585023 = -174527.626105 nChanged 7 SP:Iteration 14Q (871.295468 sec): 3 clusters Score: Raw -180297.663783 + Penalty 5764.585023 = -174533.078760 nChanged 8 SP:Iteration 15Q (871.384051 sec): 3 clusters Score: Raw -180304.373866 + Penalty 5764.585023 = -174539.788843 nChanged 6 SP:Iteration 16Q (871.484161 sec): 3 clusters Score: Raw -180307.645504 + Penalty 5764.585023 = -174543.060481 nChanged 4 SP:Iteration 17Q (871.590925 sec): 3 clusters Score: Raw -180309.735999 + Penalty 5764.585023 = -174545.150976 nChanged 2 SP:Iteration 18Q (871.705298 sec): 3 clusters Score: Raw -180311.001758 + Penalty 5764.585023 = -174546.416735 nChanged 2 SP:Iteration 19Q (871.816558 sec): 3 clusters Score: Raw -180312.821324 + Penalty 5764.585023 = -174548.236301 nChanged 4 SP:Iteration 20F (871.937416 sec): 3 clusters Score: Raw -180315.157542 + Penalty 5764.585023 = -174550.572520 nChanged 5 SP:Iteration 21Q (872.047118 sec): 3 clusters Score: Raw -180317.433782 + Penalty 5764.585023 = -174552.848759 nChanged 1 SP:Iteration 22Q (872.153499 sec): 3 clusters Score: Raw -180318.622638 + Penalty 5764.585023 = -174554.037615 nChanged 2 SP:Iteration 23Q (872.266100 sec): 3 clusters Score: Raw -180319.304337 + Penalty 5764.585023 = -174554.719314 nChanged 0 SP:Iteration 24F (872.376102 sec): 3 clusters Score: Raw -180319.304337 + Penalty 5764.585023 = -174554.719314 nChanged 0 Trying to split cluster 4 (4097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.465035 sec): 2 clusters Score: Raw -301902.581946 + Penalty 3081.822808 = -298820.759138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.588697 sec): 3 clusters Score: Raw -300236.355480 + Penalty 6163.645616 = -294072.709864 nChanged 1366 SP:Iteration 1F (872.710789 sec): 3 clusters Score: Raw -301151.076542 + Penalty 6163.645616 = -294987.430926 nChanged 315 SP:Iteration 2F (872.820177 sec): 3 clusters Score: Raw -301412.663445 + Penalty 6163.645616 = -295249.017830 nChanged 195 SP:Iteration 3Q (872.918865 sec): 3 clusters Score: Raw -301557.649279 + Penalty 6163.645616 = -295394.003664 nChanged 127 SP:Iteration 4Q (873.039022 sec): 3 clusters Score: Raw -301668.283513 + Penalty 6163.645616 = -295504.637897 nChanged 103 SP:Iteration 5Q (873.173599 sec): 3 clusters Score: Raw -301744.167216 + Penalty 6163.645616 = -295580.521601 nChanged 96 SP:Iteration 6Q (873.278987 sec): 3 clusters Score: Raw -301812.600347 + Penalty 6163.645616 = -295648.954731 nChanged 83 SP:Iteration 7Q (873.407106 sec): 3 clusters Score: Raw -301867.494689 + Penalty 6163.645616 = -295703.849074 nChanged 66 SP:Iteration 8Q (873.501952 sec): 3 clusters Score: Raw -301912.574364 + Penalty 6163.645616 = -295748.928748 nChanged 70 SP:Iteration 9Q (873.631553 sec): 3 clusters Score: Raw -301953.754566 + Penalty 6163.645616 = -295790.108950 nChanged 55 SP:Iteration 10Q (873.737259 sec): 3 clusters Score: Raw -301988.897341 + Penalty 6163.645616 = -295825.251725 nChanged 45 SP:Iteration 11Q (873.862836 sec): 3 clusters Score: Raw -302021.816626 + Penalty 6163.645616 = -295858.171011 nChanged 48 SP:Iteration 12Q (873.977625 sec): 3 clusters Score: Raw -302056.226625 + Penalty 6163.645616 = -295892.581010 nChanged 57 SP:Iteration 13Q (874.084893 sec): 3 clusters Score: Raw -302096.042989 + Penalty 6163.645616 = -295932.397373 nChanged 51 SP:Iteration 14Q (874.205312 sec): 3 clusters Score: Raw -302125.795331 + Penalty 6163.645616 = -295962.149715 nChanged 35 SP:Iteration 15Q (874.336474 sec): 3 clusters Score: Raw -302145.528637 + Penalty 6163.645616 = -295981.883021 nChanged 32 SP:Iteration 16Q (874.445958 sec): 3 clusters Score: Raw -302163.551032 + Penalty 6163.645616 = -295999.905417 nChanged 26 SP:Iteration 17Q (874.556316 sec): 3 clusters Score: Raw -302177.833029 + Penalty 6163.645616 = -296014.187414 nChanged 30 SP:Iteration 18Q (874.693966 sec): 3 clusters Score: Raw -302193.578577 + Penalty 6163.645616 = -296029.932961 nChanged 23 SP:Iteration 19Q (874.818736 sec): 3 clusters Score: Raw -302205.584760 + Penalty 6163.645616 = -296041.939144 nChanged 23 SP:Iteration 20F (874.922852 sec): 3 clusters Score: Raw -302220.162081 + Penalty 6163.645616 = -296056.516465 nChanged 29 SP:Iteration 21Q (875.051030 sec): 3 clusters Score: Raw -302238.075302 + Penalty 6163.645616 = -296074.429686 nChanged 27 SP:Iteration 22Q (875.159781 sec): 3 clusters Score: Raw -302253.153864 + Penalty 6163.645616 = -296089.508248 nChanged 26 SP:Iteration 23Q (875.257736 sec): 3 clusters Score: Raw -302266.138258 + Penalty 6163.645616 = -296102.492642 nChanged 25 SP:Iteration 24Q (875.377189 sec): 3 clusters Score: Raw -302280.416244 + Penalty 6163.645616 = -296116.770628 nChanged 27 SP:Iteration 25Q (875.488046 sec): 3 clusters Score: Raw -302294.539547 + Penalty 6163.645616 = -296130.893932 nChanged 29 SP:Iteration 26Q (875.603242 sec): 3 clusters Score: Raw -302312.175823 + Penalty 6163.645616 = -296148.530207 nChanged 33 SP:Iteration 27Q (875.735687 sec): 3 clusters Score: Raw -302330.798161 + Penalty 6163.645616 = -296167.152546 nChanged 20 SP:Iteration 28Q (875.821359 sec): 3 clusters Score: Raw -302341.120814 + Penalty 6163.645616 = -296177.475198 nChanged 19 SP:Iteration 29Q (875.949002 sec): 3 clusters Score: Raw -302352.352703 + Penalty 6163.645616 = -296188.707088 nChanged 23 SP:Iteration 30Q (876.039254 sec): 3 clusters Score: Raw -302363.493436 + Penalty 6163.645616 = -296199.847820 nChanged 15 SP:Iteration 31Q (876.155877 sec): 3 clusters Score: Raw -302370.756622 + Penalty 6163.645616 = -296207.111007 nChanged 12 SP:Iteration 32Q (876.272755 sec): 3 clusters Score: Raw -302375.066749 + Penalty 6163.645616 = -296211.421133 nChanged 10 SP:Iteration 33Q (876.374869 sec): 3 clusters Score: Raw -302379.928638 + Penalty 6163.645616 = -296216.283022 nChanged 9 SP:Iteration 34Q (876.506090 sec): 3 clusters Score: Raw -302385.562579 + Penalty 6163.645616 = -296221.916964 nChanged 5 SP:Iteration 35Q (876.608086 sec): 3 clusters Score: Raw -302388.005268 + Penalty 6163.645616 = -296224.359652 nChanged 3 SP:Iteration 36Q (876.731037 sec): 3 clusters Score: Raw -302389.121339 + Penalty 6163.645616 = -296225.475723 nChanged 1 SP:Iteration 37Q (876.837190 sec): 3 clusters Score: Raw -302389.767267 + Penalty 6163.645616 = -296226.121651 nChanged 1 SP:Iteration 38Q (876.956033 sec): 3 clusters Score: Raw -302390.796215 + Penalty 6163.645616 = -296227.150599 nChanged 2 SP:Iteration 39Q (877.092251 sec): 3 clusters Score: Raw -302391.345587 + Penalty 6163.645616 = -296227.699971 nChanged 1 SP:Iteration 40F (877.189268 sec): 3 clusters Score: Raw -302391.741666 + Penalty 6163.645616 = -296228.096050 nChanged 0 Trying to split cluster 5 (4976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.264058 sec): 2 clusters Score: Raw -351996.151935 + Penalty 3153.837396 = -348842.314539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.411876 sec): 3 clusters Score: Raw -349757.492216 + Penalty 6307.674791 = -343449.817425 nChanged 1805 SP:Iteration 1F (877.504319 sec): 3 clusters Score: Raw -350893.146732 + Penalty 6307.674791 = -344585.471941 nChanged 428 SP:Iteration 2F (877.609645 sec): 3 clusters Score: Raw -351260.217799 + Penalty 6307.674791 = -344952.543008 nChanged 306 SP:Iteration 3F (877.742893 sec): 3 clusters Score: Raw -351560.233770 + Penalty 6307.674791 = -345252.558979 nChanged 274 SP:Iteration 4F (877.840454 sec): 3 clusters Score: Raw -351836.976024 + Penalty 6307.674791 = -345529.301233 nChanged 270 SP:Iteration 5F (877.966404 sec): 3 clusters Score: Raw -352101.205889 + Penalty 6307.674791 = -345793.531098 nChanged 255 SP:Iteration 6F (878.099993 sec): 3 clusters Score: Raw -352356.246605 + Penalty 6307.674791 = -346048.571814 nChanged 211 SP:Iteration 7Q (878.229458 sec): 3 clusters Score: Raw -352566.858260 + Penalty 6307.674791 = -346259.183469 nChanged 187 SP:Iteration 8Q (878.329705 sec): 3 clusters Score: Raw -352741.439647 + Penalty 6307.674791 = -346433.764856 nChanged 132 SP:Iteration 9Q (878.432090 sec): 3 clusters Score: Raw -352852.975705 + Penalty 6307.674791 = -346545.300914 nChanged 130 SP:Iteration 10Q (878.555208 sec): 3 clusters Score: Raw -352965.881844 + Penalty 6307.674791 = -346658.207053 nChanged 105 SP:Iteration 11Q (878.647378 sec): 3 clusters Score: Raw -353049.138327 + Penalty 6307.674791 = -346741.463536 nChanged 89 SP:Iteration 12Q (878.770503 sec): 3 clusters Score: Raw -353114.413593 + Penalty 6307.674791 = -346806.738802 nChanged 65 SP:Iteration 13Q (878.887651 sec): 3 clusters Score: Raw -353168.060706 + Penalty 6307.674791 = -346860.385915 nChanged 64 SP:Iteration 14Q (879.023202 sec): 3 clusters Score: Raw -353211.224015 + Penalty 6307.674791 = -346903.549223 nChanged 44 SP:Iteration 15Q (879.142175 sec): 3 clusters Score: Raw -353239.926377 + Penalty 6307.674791 = -346932.251586 nChanged 37 SP:Iteration 16Q (879.263093 sec): 3 clusters Score: Raw -353257.349796 + Penalty 6307.674791 = -346949.675005 nChanged 27 SP:Iteration 17Q (879.405570 sec): 3 clusters Score: Raw -353270.446801 + Penalty 6307.674791 = -346962.772010 nChanged 19 SP:Iteration 18Q (879.499612 sec): 3 clusters Score: Raw -353279.178020 + Penalty 6307.674791 = -346971.503229 nChanged 17 SP:Iteration 19Q (879.640090 sec): 3 clusters Score: Raw -353286.908197 + Penalty 6307.674791 = -346979.233406 nChanged 7 SP:Iteration 20F (879.759310 sec): 3 clusters Score: Raw -353289.961345 + Penalty 6307.674791 = -346982.286554 nChanged 7 SP:Iteration 21Q (879.875689 sec): 3 clusters Score: Raw -353292.708512 + Penalty 6307.674791 = -346985.033721 nChanged 7 SP:Iteration 22Q (879.982459 sec): 3 clusters Score: Raw -353296.009663 + Penalty 6307.674791 = -346988.334872 nChanged 6 SP:Iteration 23Q (880.110208 sec): 3 clusters Score: Raw -353299.155330 + Penalty 6307.674791 = -346991.480539 nChanged 8 SP:Iteration 24Q (880.228079 sec): 3 clusters Score: Raw -353301.781335 + Penalty 6307.674791 = -346994.106544 nChanged 7 SP:Iteration 25Q (880.377206 sec): 3 clusters Score: Raw -353304.956144 + Penalty 6307.674791 = -346997.281353 nChanged 5 SP:Iteration 26Q (880.478603 sec): 3 clusters Score: Raw -353307.521584 + Penalty 6307.674791 = -346999.846793 nChanged 5 SP:Iteration 27Q (880.607636 sec): 3 clusters Score: Raw -353309.497587 + Penalty 6307.674791 = -347001.822796 nChanged 3 SP:Iteration 28Q (880.747627 sec): 3 clusters Score: Raw -353310.917229 + Penalty 6307.674791 = -347003.242437 nChanged 3 SP:Iteration 29Q (880.880117 sec): 3 clusters Score: Raw -353312.440349 + Penalty 6307.674791 = -347004.765558 nChanged 0 SP:Iteration 30F (880.977939 sec): 3 clusters Score: Raw -353312.440349 + Penalty 6307.674791 = -347004.765558 nChanged 0 Trying to split cluster 7 (8075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.086266 sec): 2 clusters Score: Raw -645983.613958 + Penalty 3333.213679 = -642650.400279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (881.215792 sec): 3 clusters Score: Raw -642010.491963 + Penalty 6666.427358 = -635344.064605 nChanged 3160 SP:Iteration 1F (881.342007 sec): 3 clusters Score: Raw -643868.492135 + Penalty 6666.427358 = -637202.064778 nChanged 563 SP:Iteration 2F (881.512264 sec): 3 clusters Score: Raw -644185.638252 + Penalty 6666.427358 = -637519.210894 nChanged 413 SP:Iteration 3F (881.637492 sec): 3 clusters Score: Raw -644412.318539 + Penalty 6666.427358 = -637745.891181 nChanged 318 SP:Iteration 4Q (881.750365 sec): 3 clusters Score: Raw -644587.594403 + Penalty 6666.427358 = -637921.167045 nChanged 271 SP:Iteration 5Q (881.913908 sec): 3 clusters Score: Raw -644716.263715 + Penalty 6666.427358 = -638049.836358 nChanged 215 SP:Iteration 6Q (882.061296 sec): 3 clusters Score: Raw -644811.186749 + Penalty 6666.427358 = -638144.759391 nChanged 155 SP:Iteration 7Q (882.185837 sec): 3 clusters Score: Raw -644876.606629 + Penalty 6666.427358 = -638210.179272 nChanged 137 SP:Iteration 8Q (882.316219 sec): 3 clusters Score: Raw -644931.430910 + Penalty 6666.427358 = -638265.003552 nChanged 116 SP:Iteration 9Q (882.461691 sec): 3 clusters Score: Raw -644980.870017 + Penalty 6666.427358 = -638314.442659 nChanged 117 SP:Iteration 10Q (882.595110 sec): 3 clusters Score: Raw -645033.845428 + Penalty 6666.427358 = -638367.418070 nChanged 133 SP:Iteration 11Q (882.726013 sec): 3 clusters Score: Raw -645096.625357 + Penalty 6666.427358 = -638430.197999 nChanged 132 SP:Iteration 12Q (882.861886 sec): 3 clusters Score: Raw -645161.831137 + Penalty 6666.427358 = -638495.403780 nChanged 138 SP:Iteration 13Q (882.998896 sec): 3 clusters Score: Raw -645224.638898 + Penalty 6666.427358 = -638558.211540 nChanged 130 SP:Iteration 14Q (883.150823 sec): 3 clusters Score: Raw -645277.825854 + Penalty 6666.427358 = -638611.398496 nChanged 124 SP:Iteration 15Q (883.272845 sec): 3 clusters Score: Raw -645327.043947 + Penalty 6666.427358 = -638660.616589 nChanged 123 SP:Iteration 16Q (883.428981 sec): 3 clusters Score: Raw -645378.600139 + Penalty 6666.427358 = -638712.172781 nChanged 115 SP:Iteration 17Q (883.544913 sec): 3 clusters Score: Raw -645424.722371 + Penalty 6666.427358 = -638758.295013 nChanged 105 SP:Iteration 18Q (883.706701 sec): 3 clusters Score: Raw -645467.014137 + Penalty 6666.427358 = -638800.586779 nChanged 105 SP:Iteration 19Q (883.813220 sec): 3 clusters Score: Raw -645509.714784 + Penalty 6666.427358 = -638843.287426 nChanged 97 SP:Iteration 20F (883.944531 sec): 3 clusters Score: Raw -645551.819724 + Penalty 6666.427358 = -638885.392367 nChanged 101 SP:Iteration 21Q (884.078283 sec): 3 clusters Score: Raw -645591.457952 + Penalty 6666.427358 = -638925.030594 nChanged 84 SP:Iteration 22Q (884.219218 sec): 3 clusters Score: Raw -645626.124651 + Penalty 6666.427358 = -638959.697294 nChanged 90 SP:Iteration 23Q (884.393321 sec): 3 clusters Score: Raw -645662.603152 + Penalty 6666.427358 = -638996.175794 nChanged 86 SP:Iteration 24Q (884.520583 sec): 3 clusters Score: Raw -645691.832530 + Penalty 6666.427358 = -639025.405172 nChanged 69 SP:Iteration 25Q (884.643127 sec): 3 clusters Score: Raw -645716.413692 + Penalty 6666.427358 = -639049.986334 nChanged 68 SP:Iteration 26Q (884.795337 sec): 3 clusters Score: Raw -645746.676421 + Penalty 6666.427358 = -639080.249064 nChanged 80 SP:Iteration 27Q (884.930523 sec): 3 clusters Score: Raw -645782.669665 + Penalty 6666.427358 = -639116.242308 nChanged 78 SP:Iteration 28Q (885.063699 sec): 3 clusters Score: Raw -645812.660687 + Penalty 6666.427358 = -639146.233329 nChanged 62 SP:Iteration 29Q (885.202564 sec): 3 clusters Score: Raw -645837.296969 + Penalty 6666.427358 = -639170.869611 nChanged 59 SP:Iteration 30Q (885.336361 sec): 3 clusters Score: Raw -645859.041856 + Penalty 6666.427358 = -639192.614498 nChanged 46 SP:Iteration 31Q (885.487674 sec): 3 clusters Score: Raw -645875.386201 + Penalty 6666.427358 = -639208.958843 nChanged 43 SP:Iteration 32Q (885.633504 sec): 3 clusters Score: Raw -645891.357343 + Penalty 6666.427358 = -639224.929986 nChanged 41 SP:Iteration 33Q (885.777761 sec): 3 clusters Score: Raw -645908.853004 + Penalty 6666.427358 = -639242.425647 nChanged 41 SP:Iteration 34Q (885.913208 sec): 3 clusters Score: Raw -645927.075633 + Penalty 6666.427358 = -639260.648275 nChanged 47 SP:Iteration 35Q (886.040738 sec): 3 clusters Score: Raw -645946.614134 + Penalty 6666.427358 = -639280.186776 nChanged 52 SP:Iteration 36Q (886.188673 sec): 3 clusters Score: Raw -645970.388882 + Penalty 6666.427358 = -639303.961524 nChanged 50 SP:Iteration 37Q (886.313807 sec): 3 clusters Score: Raw -645991.264858 + Penalty 6666.427358 = -639324.837500 nChanged 39 SP:Iteration 38Q (886.471292 sec): 3 clusters Score: Raw -646011.795072 + Penalty 6666.427358 = -639345.367714 nChanged 44 SP:Iteration 39Q (886.609141 sec): 3 clusters Score: Raw -646028.043013 + Penalty 6666.427358 = -639361.615655 nChanged 34 SP:Iteration 40F (886.735059 sec): 3 clusters Score: Raw -646043.606188 + Penalty 6666.427358 = -639377.178830 nChanged 40 SP:Iteration 41Q (886.889131 sec): 3 clusters Score: Raw -646059.350629 + Penalty 6666.427358 = -639392.923271 nChanged 34 SP:Iteration 42Q (887.021336 sec): 3 clusters Score: Raw -646074.235762 + Penalty 6666.427358 = -639407.808404 nChanged 34 SP:Iteration 43Q (887.159732 sec): 3 clusters Score: Raw -646086.894056 + Penalty 6666.427358 = -639420.466698 nChanged 34 SP:Iteration 44Q (887.313401 sec): 3 clusters Score: Raw -646098.202781 + Penalty 6666.427358 = -639431.775423 nChanged 32 SP:Iteration 45Q (887.436010 sec): 3 clusters Score: Raw -646110.684765 + Penalty 6666.427358 = -639444.257407 nChanged 31 SP:Iteration 46Q (887.590310 sec): 3 clusters Score: Raw -646123.173814 + Penalty 6666.427358 = -639456.746457 nChanged 35 SP:Iteration 47Q (887.719544 sec): 3 clusters Score: Raw -646137.572770 + Penalty 6666.427358 = -639471.145413 nChanged 32 SP:Iteration 48Q (887.855356 sec): 3 clusters Score: Raw -646150.844015 + Penalty 6666.427358 = -639484.416657 nChanged 24 SP:Iteration 49Q (887.972714 sec): 3 clusters Score: Raw -646159.860765 + Penalty 6666.427358 = -639493.433407 nChanged 22 SP:Iteration 50Q (888.118964 sec): 3 clusters Score: Raw -646167.964347 + Penalty 6666.427358 = -639501.536989 nChanged 23 SP:Iteration 51Q (888.287948 sec): 3 clusters Score: Raw -646176.615767 + Penalty 6666.427358 = -639510.188410 nChanged 25 SP:Iteration 52Q (888.418368 sec): 3 clusters Score: Raw -646185.800013 + Penalty 6666.427358 = -639519.372655 nChanged 26 SP:Iteration 53Q (888.537417 sec): 3 clusters Score: Raw -646195.479111 + Penalty 6666.427358 = -639529.051753 nChanged 23 SP:Iteration 54Q (888.666310 sec): 3 clusters Score: Raw -646203.482266 + Penalty 6666.427358 = -639537.054908 nChanged 14 SP:Iteration 55Q (888.807324 sec): 3 clusters Score: Raw -646209.599377 + Penalty 6666.427358 = -639543.172020 nChanged 20 SP:Iteration 56Q (888.947546 sec): 3 clusters Score: Raw -646216.938759 + Penalty 6666.427358 = -639550.511402 nChanged 14 SP:Iteration 57Q (889.086989 sec): 3 clusters Score: Raw -646222.790632 + Penalty 6666.427358 = -639556.363274 nChanged 16 SP:Iteration 58Q (889.231396 sec): 3 clusters Score: Raw -646227.459339 + Penalty 6666.427358 = -639561.031981 nChanged 13 SP:Iteration 59Q (889.366852 sec): 3 clusters Score: Raw -646232.769492 + Penalty 6666.427358 = -639566.342134 nChanged 13 SP:Iteration 60F (889.500975 sec): 3 clusters Score: Raw -646237.385646 + Penalty 6666.427358 = -639570.958289 nChanged 7 SP:Iteration 61Q (889.632198 sec): 3 clusters Score: Raw -646240.062803 + Penalty 6666.427358 = -639573.635445 nChanged 6 SP:Iteration 62Q (889.790052 sec): 3 clusters Score: Raw -646242.201776 + Penalty 6666.427358 = -639575.774418 nChanged 8 SP:Iteration 63Q (889.914660 sec): 3 clusters Score: Raw -646244.413542 + Penalty 6666.427358 = -639577.986184 nChanged 6 SP:Iteration 64Q (890.039418 sec): 3 clusters Score: Raw -646246.542124 + Penalty 6666.427358 = -639580.114767 nChanged 5 SP:Iteration 65Q (890.189476 sec): 3 clusters Score: Raw -646248.304584 + Penalty 6666.427358 = -639581.877227 nChanged 6 SP:Iteration 66Q (890.294255 sec): 3 clusters Score: Raw -646250.367885 + Penalty 6666.427358 = -639583.940527 nChanged 6 SP:Iteration 67Q (890.449958 sec): 3 clusters Score: Raw -646252.054805 + Penalty 6666.427358 = -639585.627447 nChanged 5 SP:Iteration 68Q (890.571314 sec): 3 clusters Score: Raw -646253.591244 + Penalty 6666.427358 = -639587.163886 nChanged 5 SP:Iteration 69Q (890.702023 sec): 3 clusters Score: Raw -646254.938295 + Penalty 6666.427358 = -639588.510938 nChanged 4 SP:Iteration 70Q (890.822327 sec): 3 clusters Score: Raw -646256.242935 + Penalty 6666.427358 = -639589.815577 nChanged 3 SP:Iteration 71Q (890.964971 sec): 3 clusters Score: Raw -646257.343468 + Penalty 6666.427358 = -639590.916110 nChanged 6 SP:Iteration 72Q (891.084207 sec): 3 clusters Score: Raw -646259.421777 + Penalty 6666.427358 = -639592.994419 nChanged 11 SP:Iteration 73Q (891.214011 sec): 3 clusters Score: Raw -646262.232722 + Penalty 6666.427358 = -639595.805364 nChanged 8 SP:Iteration 74Q (891.350809 sec): 3 clusters Score: Raw -646265.810304 + Penalty 6666.427358 = -639599.382947 nChanged 12 SP:Iteration 75Q (891.440842 sec): 3 clusters Score: Raw -646272.313878 + Penalty 6666.427358 = -639605.886520 nChanged 15 SP:Iteration 76Q (891.587273 sec): 3 clusters Score: Raw -646277.845554 + Penalty 6666.427358 = -639611.418197 nChanged 7 SP:Iteration 77Q (891.691843 sec): 3 clusters Score: Raw -646281.285626 + Penalty 6666.427358 = -639614.858268 nChanged 9 SP:Iteration 78Q (891.825731 sec): 3 clusters Score: Raw -646283.812487 + Penalty 6666.427358 = -639617.385130 nChanged 12 SP:Iteration 79Q (891.930801 sec): 3 clusters Score: Raw -646289.035613 + Penalty 6666.427358 = -639622.608255 nChanged 18 SP:Iteration 80F (892.041703 sec): 3 clusters Score: Raw -646296.367061 + Penalty 6666.427358 = -639629.939704 nChanged 14 SP:Iteration 81Q (892.150559 sec): 3 clusters Score: Raw -646301.163553 + Penalty 6666.427358 = -639634.736195 nChanged 9 SP:Iteration 82Q (892.280154 sec): 3 clusters Score: Raw -646304.979723 + Penalty 6666.427358 = -639638.552365 nChanged 8 SP:Iteration 83Q (892.404646 sec): 3 clusters Score: Raw -646308.255921 + Penalty 6666.427358 = -639641.828563 nChanged 12 SP:Iteration 84Q (892.532219 sec): 3 clusters Score: Raw -646312.963002 + Penalty 6666.427358 = -639646.535644 nChanged 6 SP:Iteration 85Q (892.670142 sec): 3 clusters Score: Raw -646314.924203 + Penalty 6666.427358 = -639648.496846 nChanged 7 SP:Iteration 86Q (892.774541 sec): 3 clusters Score: Raw -646317.454833 + Penalty 6666.427358 = -639651.027476 nChanged 6 SP:Iteration 87Q (892.913503 sec): 3 clusters Score: Raw -646319.152018 + Penalty 6666.427358 = -639652.724661 nChanged 3 SP:Iteration 88Q (893.015598 sec): 3 clusters Score: Raw -646320.778297 + Penalty 6666.427358 = -639654.350940 nChanged 3 SP:Iteration 89Q (893.159897 sec): 3 clusters Score: Raw -646321.855356 + Penalty 6666.427358 = -639655.427998 nChanged 4 SP:Iteration 90Q (893.293862 sec): 3 clusters Score: Raw -646323.923733 + Penalty 6666.427358 = -639657.496375 nChanged 7 SP:Iteration 91Q (893.422704 sec): 3 clusters Score: Raw -646326.887925 + Penalty 6666.427358 = -639660.460567 nChanged 5 SP:Iteration 92Q (893.531127 sec): 3 clusters Score: Raw -646328.586435 + Penalty 6666.427358 = -639662.159078 nChanged 3 SP:Iteration 93Q (893.639431 sec): 3 clusters Score: Raw -646329.577630 + Penalty 6666.427358 = -639663.150272 nChanged 3 SP:Iteration 94Q (893.764910 sec): 3 clusters Score: Raw -646330.370971 + Penalty 6666.427358 = -639663.943613 nChanged 2 SP:Iteration 95Q (893.888908 sec): 3 clusters Score: Raw -646331.006292 + Penalty 6666.427358 = -639664.578934 nChanged 0 SP:Iteration 96F (894.027277 sec): 3 clusters Score: Raw -646331.006292 + Penalty 6666.427358 = -639664.578934 nChanged 0 Trying to split cluster 8 (2358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (894.119216 sec): 2 clusters Score: Raw -164167.802036 + Penalty 2877.143345 = -161290.658691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (894.223063 sec): 3 clusters Score: Raw -163392.735371 + Penalty 5754.286689 = -157638.448682 nChanged 690 SP:Iteration 1F (894.319836 sec): 3 clusters Score: Raw -164002.513706 + Penalty 5754.286689 = -158248.227017 nChanged 189 SP:Iteration 2F (894.431445 sec): 3 clusters Score: Raw -164264.416443 + Penalty 5754.286689 = -158510.129754 nChanged 121 SP:Iteration 3F (894.551261 sec): 3 clusters Score: Raw -164399.631434 + Penalty 5754.286689 = -158645.344745 nChanged 76 SP:Iteration 4Q (894.645464 sec): 3 clusters Score: Raw -164484.964764 + Penalty 5754.286689 = -158730.678075 nChanged 56 SP:Iteration 5Q (894.768978 sec): 3 clusters Score: Raw -164546.183212 + Penalty 5754.286689 = -158791.896523 nChanged 53 SP:Iteration 6Q (894.874731 sec): 3 clusters Score: Raw -164604.939700 + Penalty 5754.286689 = -158850.653011 nChanged 54 SP:Iteration 7Q (894.994539 sec): 3 clusters Score: Raw -164658.545520 + Penalty 5754.286689 = -158904.258831 nChanged 50 SP:Iteration 8Q (895.092297 sec): 3 clusters Score: Raw -164714.415721 + Penalty 5754.286689 = -158960.129032 nChanged 49 SP:Iteration 9Q (895.208008 sec): 3 clusters Score: Raw -164774.251300 + Penalty 5754.286689 = -159019.964611 nChanged 42 SP:Iteration 10Q (895.320516 sec): 3 clusters Score: Raw -164818.874940 + Penalty 5754.286689 = -159064.588251 nChanged 41 SP:Iteration 11Q (895.433748 sec): 3 clusters Score: Raw -164866.167338 + Penalty 5754.286689 = -159111.880649 nChanged 29 SP:Iteration 12Q (895.536424 sec): 3 clusters Score: Raw -164900.737947 + Penalty 5754.286689 = -159146.451257 nChanged 36 SP:Iteration 13Q (895.654726 sec): 3 clusters Score: Raw -164947.282207 + Penalty 5754.286689 = -159192.995518 nChanged 38 SP:Iteration 14Q (895.788292 sec): 3 clusters Score: Raw -164996.055272 + Penalty 5754.286689 = -159241.768583 nChanged 32 SP:Iteration 15Q (895.898714 sec): 3 clusters Score: Raw -165034.390933 + Penalty 5754.286689 = -159280.104244 nChanged 34 SP:Iteration 16Q (895.997500 sec): 3 clusters Score: Raw -165081.172699 + Penalty 5754.286689 = -159326.886010 nChanged 46 SP:Iteration 17Q (896.094330 sec): 3 clusters Score: Raw -165158.747134 + Penalty 5754.286689 = -159404.460445 nChanged 53 SP:Iteration 18Q (896.211860 sec): 3 clusters Score: Raw -165246.994976 + Penalty 5754.286689 = -159492.708287 nChanged 46 SP:Iteration 19Q (896.311733 sec): 3 clusters Score: Raw -165338.988332 + Penalty 5754.286689 = -159584.701643 nChanged 51 SP:Iteration 20F (896.419482 sec): 3 clusters Score: Raw -165433.915802 + Penalty 5754.286689 = -159679.629113 nChanged 37 SP:Iteration 21Q (896.531295 sec): 3 clusters Score: Raw -165495.820281 + Penalty 5754.286689 = -159741.533592 nChanged 25 SP:Iteration 22Q (896.648262 sec): 3 clusters Score: Raw -165539.634975 + Penalty 5754.286689 = -159785.348285 nChanged 20 SP:Iteration 23Q (896.753331 sec): 3 clusters Score: Raw -165566.578214 + Penalty 5754.286689 = -159812.291525 nChanged 13 SP:Iteration 24Q (896.848620 sec): 3 clusters Score: Raw -165585.959014 + Penalty 5754.286689 = -159831.672325 nChanged 13 SP:Iteration 25Q (896.955086 sec): 3 clusters Score: Raw -165602.469651 + Penalty 5754.286689 = -159848.182962 nChanged 15 SP:Iteration 26Q (897.046978 sec): 3 clusters Score: Raw -165620.784141 + Penalty 5754.286689 = -159866.497452 nChanged 10 SP:Iteration 27Q (897.157634 sec): 3 clusters Score: Raw -165632.930741 + Penalty 5754.286689 = -159878.644052 nChanged 6 SP:Iteration 28Q (897.276766 sec): 3 clusters Score: Raw -165637.892423 + Penalty 5754.286689 = -159883.605734 nChanged 4 SP:Iteration 29Q (897.361934 sec): 3 clusters Score: Raw -165642.683436 + Penalty 5754.286689 = -159888.396747 nChanged 1 SP:Iteration 30Q (897.482957 sec): 3 clusters Score: Raw -165644.195789 + Penalty 5754.286689 = -159889.909100 nChanged 0 SP:Iteration 31F (897.559698 sec): 3 clusters Score: Raw -165644.195789 + Penalty 5754.286689 = -159889.909100 nChanged 0 Time taken for this iteration:105.663823 seconds. 10->8 Clusters: Score -1766012.854346, best is -1767653.302651 Starting from 11 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 7 (1800 points): Lose 672.696505 but Gain 3755.104194 Iteration 0F (898.386223 sec): 10 clusters Score: Raw -1687268.226441 + Penalty 33795.937749 = -1653472.288693 nChanged 20984 Deleting Class 5 (1431 points): Lose 2472.168105 but Gain 3755.104194 Iteration 1F (899.117986 sec): 9 clusters Score: Raw -1741474.762800 + Penalty 30040.833554 = -1711433.929245 nChanged 9807 Deleting Class 10 (1970 points): Lose 3241.842770 but Gain 3755.104194 Iteration 2F (899.787985 sec): 8 clusters Score: Raw -1764343.697701 + Penalty 26285.729360 = -1738057.968341 nChanged 6467 Iteration 3F (900.357445 sec): 8 clusters Score: Raw -1776176.117973 + Penalty 26285.729360 = -1749890.388613 nChanged 3564 Iteration 4F (900.978418 sec): 8 clusters Score: Raw -1781754.205397 + Penalty 26285.729360 = -1755468.476037 nChanged 2541 Iteration 5F (901.559228 sec): 8 clusters Score: Raw -1785132.648270 + Penalty 26285.729360 = -1758846.918910 nChanged 1849 Iteration 6F (902.189719 sec): 8 clusters Score: Raw -1787407.260025 + Penalty 26285.729360 = -1761121.530665 nChanged 1403 Iteration 7F (902.781129 sec): 8 clusters Score: Raw -1788913.131763 + Penalty 26285.729360 = -1762627.402403 nChanged 1012 Iteration 8Q (903.300043 sec): 8 clusters Score: Raw -1789706.025699 + Penalty 26285.729360 = -1763420.296339 nChanged 733 Iteration 9Q (903.811647 sec): 8 clusters Score: Raw -1790236.356686 + Penalty 26285.729360 = -1763950.627326 nChanged 581 Iteration 10Q (904.325343 sec): 8 clusters Score: Raw -1790653.159802 + Penalty 26285.729360 = -1764367.430442 nChanged 469 Iteration 11Q (904.820545 sec): 8 clusters Score: Raw -1790977.242381 + Penalty 26285.729360 = -1764691.513021 nChanged 391 Iteration 12Q (905.337944 sec): 8 clusters Score: Raw -1791235.710230 + Penalty 26285.729360 = -1764949.980870 nChanged 355 Iteration 13Q (905.859673 sec): 8 clusters Score: Raw -1791442.466996 + Penalty 26285.729360 = -1765156.737636 nChanged 285 Iteration 14Q (906.354876 sec): 8 clusters Score: Raw -1791578.457337 + Penalty 26285.729360 = -1765292.727977 nChanged 229 Iteration 15Q (906.863132 sec): 8 clusters Score: Raw -1791678.844759 + Penalty 26285.729360 = -1765393.115399 nChanged 179 Iteration 16Q (907.372588 sec): 8 clusters Score: Raw -1791747.580019 + Penalty 26285.729360 = -1765461.850659 nChanged 135 Iteration 17Q (907.868241 sec): 8 clusters Score: Raw -1791799.937721 + Penalty 26285.729360 = -1765514.208361 nChanged 114 Iteration 18Q (908.360687 sec): 8 clusters Score: Raw -1791846.697179 + Penalty 26285.729360 = -1765560.967819 nChanged 93 Iteration 19Q (908.856041 sec): 8 clusters Score: Raw -1791880.863586 + Penalty 26285.729360 = -1765595.134226 nChanged 73 Writing temp clu file Because OldScore, -1765560.967819, is greater than current (better) Score,-1765595.134226 Compute initial score before splitting: Score: Raw -1791880.863586 + Penalty 26285.729360 = -1765595.134226 Trying to split cluster 1 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.927939 sec): 2 clusters Score: Raw -120929.595055 + Penalty 2769.192881 = -118160.402174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.053909 sec): 3 clusters Score: Raw -120479.707498 + Penalty 5538.385762 = -114941.321737 nChanged 475 SP:Iteration 1F (909.178218 sec): 3 clusters Score: Raw -121026.715900 + Penalty 5538.385762 = -115488.330138 nChanged 139 SP:Iteration 2F (909.263142 sec): 3 clusters Score: Raw -121283.318856 + Penalty 5538.385762 = -115744.933095 nChanged 96 SP:Iteration 3F (909.372097 sec): 3 clusters Score: Raw -121413.085772 + Penalty 5538.385762 = -115874.700010 nChanged 64 SP:Iteration 4Q (909.485440 sec): 3 clusters Score: Raw -121510.583427 + Penalty 5538.385762 = -115972.197665 nChanged 64 SP:Iteration 5Q (909.580286 sec): 3 clusters Score: Raw -121601.820319 + Penalty 5538.385762 = -116063.434557 nChanged 62 SP:Iteration 6Q (909.674469 sec): 3 clusters Score: Raw -121703.387536 + Penalty 5538.385762 = -116165.001775 nChanged 69 SP:Iteration 7Q (909.810449 sec): 3 clusters Score: Raw -121813.099991 + Penalty 5538.385762 = -116274.714229 nChanged 47 SP:Iteration 8Q (909.893054 sec): 3 clusters Score: Raw -121890.584427 + Penalty 5538.385762 = -116352.198665 nChanged 42 SP:Iteration 9Q (910.010525 sec): 3 clusters Score: Raw -121953.631827 + Penalty 5538.385762 = -116415.246065 nChanged 28 SP:Iteration 10Q (910.117364 sec): 3 clusters Score: Raw -121996.604851 + Penalty 5538.385762 = -116458.219089 nChanged 26 SP:Iteration 11Q (910.239266 sec): 3 clusters Score: Raw -122031.312610 + Penalty 5538.385762 = -116492.926849 nChanged 18 SP:Iteration 12Q (910.328783 sec): 3 clusters Score: Raw -122052.469289 + Penalty 5538.385762 = -116514.083527 nChanged 9 SP:Iteration 13Q (910.423002 sec): 3 clusters Score: Raw -122063.603384 + Penalty 5538.385762 = -116525.217622 nChanged 8 SP:Iteration 14Q (910.514543 sec): 3 clusters Score: Raw -122075.818627 + Penalty 5538.385762 = -116537.432865 nChanged 14 SP:Iteration 15Q (910.622037 sec): 3 clusters Score: Raw -122100.956379 + Penalty 5538.385762 = -116562.570617 nChanged 14 SP:Iteration 16Q (910.734375 sec): 3 clusters Score: Raw -122119.654282 + Penalty 5538.385762 = -116581.268520 nChanged 10 SP:Iteration 17Q (910.837926 sec): 3 clusters Score: Raw -122134.092246 + Penalty 5538.385762 = -116595.706485 nChanged 6 SP:Iteration 18Q (910.946860 sec): 3 clusters Score: Raw -122141.357473 + Penalty 5538.385762 = -116602.971711 nChanged 4 SP:Iteration 19Q (911.033862 sec): 3 clusters Score: Raw -122146.250288 + Penalty 5538.385762 = -116607.864526 nChanged 3 SP:Iteration 20F (911.163618 sec): 3 clusters Score: Raw -122149.800679 + Penalty 5538.385762 = -116611.414917 nChanged 0 Trying to split cluster 2 (1851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.219915 sec): 2 clusters Score: Raw -129036.748131 + Penalty 2787.449826 = -126249.298305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.348934 sec): 3 clusters Score: Raw -128492.398423 + Penalty 5574.899653 = -122917.498771 nChanged 512 SP:Iteration 1F (911.456152 sec): 3 clusters Score: Raw -128963.747906 + Penalty 5574.899653 = -123388.848253 nChanged 113 SP:Iteration 2F (911.554624 sec): 3 clusters Score: Raw -129090.451532 + Penalty 5574.899653 = -123515.551879 nChanged 58 SP:Iteration 3Q (911.656256 sec): 3 clusters Score: Raw -129151.926610 + Penalty 5574.899653 = -123577.026958 nChanged 43 SP:Iteration 4Q (911.772042 sec): 3 clusters Score: Raw -129202.203737 + Penalty 5574.899653 = -123627.304085 nChanged 36 SP:Iteration 5Q (911.889832 sec): 3 clusters Score: Raw -129242.173721 + Penalty 5574.899653 = -123667.274068 nChanged 23 SP:Iteration 6Q (911.984169 sec): 3 clusters Score: Raw -129258.570658 + Penalty 5574.899653 = -123683.671006 nChanged 10 SP:Iteration 7Q (912.109000 sec): 3 clusters Score: Raw -129269.717875 + Penalty 5574.899653 = -123694.818223 nChanged 9 SP:Iteration 8Q (912.225255 sec): 3 clusters Score: Raw -129276.137888 + Penalty 5574.899653 = -123701.238236 nChanged 5 SP:Iteration 9Q (912.334618 sec): 3 clusters Score: Raw -129279.571533 + Penalty 5574.899653 = -123704.671880 nChanged 2 SP:Iteration 10Q (912.429128 sec): 3 clusters Score: Raw -129283.164055 + Penalty 5574.899653 = -123708.264403 nChanged 4 SP:Iteration 11Q (912.534329 sec): 3 clusters Score: Raw -129285.303718 + Penalty 5574.899653 = -123710.404065 nChanged 1 SP:Iteration 12Q (912.651887 sec): 3 clusters Score: Raw -129286.529900 + Penalty 5574.899653 = -123711.630248 nChanged 0 SP:Iteration 13F (912.747567 sec): 3 clusters Score: Raw -129286.529900 + Penalty 5574.899653 = -123711.630248 nChanged 0 Trying to split cluster 3 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.807765 sec): 2 clusters Score: Raw -55598.194526 + Penalty 2595.308777 = -53002.885748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.927893 sec): 3 clusters Score: Raw -55636.192780 + Penalty 5190.617554 = -50445.575226 nChanged 278 SP:Iteration 1F (913.014213 sec): 3 clusters Score: Raw -56382.630985 + Penalty 5190.617554 = -51192.013431 nChanged 127 SP:Iteration 2F (913.131240 sec): 3 clusters Score: Raw -56820.606875 + Penalty 5190.617554 = -51629.989320 nChanged 68 SP:Iteration 3F (913.226767 sec): 3 clusters Score: Raw -57030.393144 + Penalty 5190.617554 = -51839.775589 nChanged 48 SP:Iteration 4Q (913.331183 sec): 3 clusters Score: Raw -57145.129581 + Penalty 5190.617554 = -51954.512027 nChanged 20 SP:Iteration 5Q (913.432911 sec): 3 clusters Score: Raw -57195.932163 + Penalty 5190.617554 = -52005.314608 nChanged 17 SP:Iteration 6Q (913.553261 sec): 3 clusters Score: Raw -57256.699840 + Penalty 5190.617554 = -52066.082286 nChanged 17 SP:Iteration 7Q (913.662140 sec): 3 clusters Score: Raw -57326.881222 + Penalty 5190.617554 = -52136.263668 nChanged 18 SP:Iteration 8Q (913.744811 sec): 3 clusters Score: Raw -57360.114367 + Penalty 5190.617554 = -52169.496812 nChanged 9 SP:Iteration 9Q (913.860624 sec): 3 clusters Score: Raw -57375.016319 + Penalty 5190.617554 = -52184.398765 nChanged 4 SP:Iteration 10Q (913.965024 sec): 3 clusters Score: Raw -57380.894103 + Penalty 5190.617554 = -52190.276549 nChanged 1 SP:Iteration 11Q (914.065398 sec): 3 clusters Score: Raw -57382.794172 + Penalty 5190.617554 = -52192.176617 nChanged 2 SP:Iteration 12Q (914.179572 sec): 3 clusters Score: Raw -57389.523418 + Penalty 5190.617554 = -52198.905864 nChanged 0 SP:Iteration 13F (914.281548 sec): 3 clusters Score: Raw -57389.523418 + Penalty 5190.617554 = -52198.905864 nChanged 0 Trying to split cluster 4 (4700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.350787 sec): 2 clusters Score: Raw -355768.008974 + Penalty 3132.695240 = -352635.313734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.493952 sec): 3 clusters Score: Raw -353777.211665 + Penalty 6265.390481 = -347511.821184 nChanged 1670 SP:Iteration 1F (914.595386 sec): 3 clusters Score: Raw -354908.647699 + Penalty 6265.390481 = -348643.257218 nChanged 364 SP:Iteration 2F (914.713670 sec): 3 clusters Score: Raw -355163.628261 + Penalty 6265.390481 = -348898.237780 nChanged 203 SP:Iteration 3Q (914.827615 sec): 3 clusters Score: Raw -355299.165461 + Penalty 6265.390481 = -349033.774980 nChanged 144 SP:Iteration 4Q (914.949345 sec): 3 clusters Score: Raw -355387.643910 + Penalty 6265.390481 = -349122.253430 nChanged 113 SP:Iteration 5Q (915.071018 sec): 3 clusters Score: Raw -355464.017737 + Penalty 6265.390481 = -349198.627256 nChanged 107 SP:Iteration 6Q (915.196831 sec): 3 clusters Score: Raw -355523.202560 + Penalty 6265.390481 = -349257.812079 nChanged 76 SP:Iteration 7Q (915.308199 sec): 3 clusters Score: Raw -355561.590187 + Penalty 6265.390481 = -349296.199706 nChanged 56 SP:Iteration 8Q (915.432780 sec): 3 clusters Score: Raw -355593.497642 + Penalty 6265.390481 = -349328.107162 nChanged 65 SP:Iteration 9Q (915.573108 sec): 3 clusters Score: Raw -355631.392144 + Penalty 6265.390481 = -349366.001663 nChanged 69 SP:Iteration 10Q (915.710235 sec): 3 clusters Score: Raw -355671.761644 + Penalty 6265.390481 = -349406.371163 nChanged 61 SP:Iteration 11Q (915.825783 sec): 3 clusters Score: Raw -355703.334289 + Penalty 6265.390481 = -349437.943808 nChanged 46 SP:Iteration 12Q (915.933639 sec): 3 clusters Score: Raw -355724.049295 + Penalty 6265.390481 = -349458.658814 nChanged 36 SP:Iteration 13Q (916.061439 sec): 3 clusters Score: Raw -355745.435073 + Penalty 6265.390481 = -349480.044592 nChanged 31 SP:Iteration 14Q (916.162825 sec): 3 clusters Score: Raw -355762.419451 + Penalty 6265.390481 = -349497.028970 nChanged 36 SP:Iteration 15Q (916.288119 sec): 3 clusters Score: Raw -355780.391259 + Penalty 6265.390481 = -349515.000778 nChanged 36 SP:Iteration 16Q (916.428726 sec): 3 clusters Score: Raw -355799.693445 + Penalty 6265.390481 = -349534.302964 nChanged 34 SP:Iteration 17Q (916.544776 sec): 3 clusters Score: Raw -355817.189356 + Penalty 6265.390481 = -349551.798875 nChanged 39 SP:Iteration 18Q (916.658354 sec): 3 clusters Score: Raw -355837.659488 + Penalty 6265.390481 = -349572.269008 nChanged 38 SP:Iteration 19Q (916.780292 sec): 3 clusters Score: Raw -355857.562613 + Penalty 6265.390481 = -349592.172133 nChanged 34 SP:Iteration 20F (916.911478 sec): 3 clusters Score: Raw -355877.504018 + Penalty 6265.390481 = -349612.113537 nChanged 41 SP:Iteration 21Q (917.010828 sec): 3 clusters Score: Raw -355902.527350 + Penalty 6265.390481 = -349637.136870 nChanged 35 SP:Iteration 22Q (917.143635 sec): 3 clusters Score: Raw -355927.876173 + Penalty 6265.390481 = -349662.485692 nChanged 52 SP:Iteration 23Q (917.284080 sec): 3 clusters Score: Raw -355960.622950 + Penalty 6265.390481 = -349695.232469 nChanged 48 SP:Iteration 24Q (917.394133 sec): 3 clusters Score: Raw -355992.865528 + Penalty 6265.390481 = -349727.475047 nChanged 41 SP:Iteration 25Q (917.499204 sec): 3 clusters Score: Raw -356014.064371 + Penalty 6265.390481 = -349748.673890 nChanged 30 SP:Iteration 26Q (917.625516 sec): 3 clusters Score: Raw -356030.436144 + Penalty 6265.390481 = -349765.045663 nChanged 25 SP:Iteration 27Q (917.760760 sec): 3 clusters Score: Raw -356046.244867 + Penalty 6265.390481 = -349780.854387 nChanged 23 SP:Iteration 28Q (917.856075 sec): 3 clusters Score: Raw -356062.030299 + Penalty 6265.390481 = -349796.639818 nChanged 20 SP:Iteration 29Q (917.971336 sec): 3 clusters Score: Raw -356076.214808 + Penalty 6265.390481 = -349810.824327 nChanged 41 SP:Iteration 30Q (918.093929 sec): 3 clusters Score: Raw -356101.070257 + Penalty 6265.390481 = -349835.679776 nChanged 38 SP:Iteration 31Q (918.238110 sec): 3 clusters Score: Raw -356122.621895 + Penalty 6265.390481 = -349857.231414 nChanged 34 SP:Iteration 32Q (918.358323 sec): 3 clusters Score: Raw -356142.533125 + Penalty 6265.390481 = -349877.142644 nChanged 35 SP:Iteration 33Q (918.482509 sec): 3 clusters Score: Raw -356167.577359 + Penalty 6265.390481 = -349902.186878 nChanged 36 SP:Iteration 34Q (918.596791 sec): 3 clusters Score: Raw -356189.950372 + Penalty 6265.390481 = -349924.559891 nChanged 36 SP:Iteration 35Q (918.705500 sec): 3 clusters Score: Raw -356206.367741 + Penalty 6265.390481 = -349940.977261 nChanged 30 SP:Iteration 36Q (918.846623 sec): 3 clusters Score: Raw -356223.179232 + Penalty 6265.390481 = -349957.788751 nChanged 21 SP:Iteration 37Q (918.945234 sec): 3 clusters Score: Raw -356234.889191 + Penalty 6265.390481 = -349969.498710 nChanged 22 SP:Iteration 38Q (919.071446 sec): 3 clusters Score: Raw -356245.409036 + Penalty 6265.390481 = -349980.018556 nChanged 16 SP:Iteration 39Q (919.190559 sec): 3 clusters Score: Raw -356255.663500 + Penalty 6265.390481 = -349990.273020 nChanged 24 SP:Iteration 40F (919.322090 sec): 3 clusters Score: Raw -356265.360688 + Penalty 6265.390481 = -349999.970208 nChanged 13 SP:Iteration 41Q (919.439220 sec): 3 clusters Score: Raw -356271.443387 + Penalty 6265.390481 = -350006.052907 nChanged 14 SP:Iteration 42Q (919.556269 sec): 3 clusters Score: Raw -356278.304320 + Penalty 6265.390481 = -350012.913840 nChanged 11 SP:Iteration 43Q (919.654658 sec): 3 clusters Score: Raw -356284.185488 + Penalty 6265.390481 = -350018.795007 nChanged 14 SP:Iteration 44Q (919.772918 sec): 3 clusters Score: Raw -356293.875507 + Penalty 6265.390481 = -350028.485026 nChanged 22 SP:Iteration 45Q (919.877456 sec): 3 clusters Score: Raw -356306.349235 + Penalty 6265.390481 = -350040.958754 nChanged 23 SP:Iteration 46Q (920.000923 sec): 3 clusters Score: Raw -356319.958203 + Penalty 6265.390481 = -350054.567722 nChanged 23 SP:Iteration 47Q (920.088965 sec): 3 clusters Score: Raw -356334.366862 + Penalty 6265.390481 = -350068.976381 nChanged 22 SP:Iteration 48Q (920.188221 sec): 3 clusters Score: Raw -356345.139039 + Penalty 6265.390481 = -350079.748558 nChanged 22 SP:Iteration 49Q (920.311111 sec): 3 clusters Score: Raw -356357.019509 + Penalty 6265.390481 = -350091.629029 nChanged 27 SP:Iteration 50Q (920.415588 sec): 3 clusters Score: Raw -356372.340208 + Penalty 6265.390481 = -350106.949727 nChanged 29 SP:Iteration 51Q (920.535565 sec): 3 clusters Score: Raw -356386.265874 + Penalty 6265.390481 = -350120.875394 nChanged 32 SP:Iteration 52Q (920.669821 sec): 3 clusters Score: Raw -356402.756302 + Penalty 6265.390481 = -350137.365821 nChanged 32 SP:Iteration 53Q (920.783715 sec): 3 clusters Score: Raw -356420.896135 + Penalty 6265.390481 = -350155.505654 nChanged 38 SP:Iteration 54Q (920.909012 sec): 3 clusters Score: Raw -356442.205394 + Penalty 6265.390481 = -350176.814914 nChanged 31 SP:Iteration 55Q (921.032367 sec): 3 clusters Score: Raw -356459.646266 + Penalty 6265.390481 = -350194.255786 nChanged 27 SP:Iteration 56Q (921.151267 sec): 3 clusters Score: Raw -356473.916593 + Penalty 6265.390481 = -350208.526113 nChanged 25 SP:Iteration 57Q (921.260557 sec): 3 clusters Score: Raw -356488.572072 + Penalty 6265.390481 = -350223.181592 nChanged 23 SP:Iteration 58Q (921.347302 sec): 3 clusters Score: Raw -356499.433760 + Penalty 6265.390481 = -350234.043280 nChanged 22 SP:Iteration 59Q (921.464004 sec): 3 clusters Score: Raw -356511.310332 + Penalty 6265.390481 = -350245.919851 nChanged 19 SP:Iteration 60F (921.596802 sec): 3 clusters Score: Raw -356520.292491 + Penalty 6265.390481 = -350254.902010 nChanged 20 SP:Iteration 61Q (921.721702 sec): 3 clusters Score: Raw -356530.860489 + Penalty 6265.390481 = -350265.470009 nChanged 21 SP:Iteration 62Q (921.844945 sec): 3 clusters Score: Raw -356541.566863 + Penalty 6265.390481 = -350276.176382 nChanged 17 SP:Iteration 63Q (921.951286 sec): 3 clusters Score: Raw -356549.116307 + Penalty 6265.390481 = -350283.725826 nChanged 14 SP:Iteration 64Q (922.067494 sec): 3 clusters Score: Raw -356558.499379 + Penalty 6265.390481 = -350293.108898 nChanged 13 SP:Iteration 65Q (922.187446 sec): 3 clusters Score: Raw -356565.751875 + Penalty 6265.390481 = -350300.361394 nChanged 14 SP:Iteration 66Q (922.294440 sec): 3 clusters Score: Raw -356571.957485 + Penalty 6265.390481 = -350306.567004 nChanged 15 SP:Iteration 67Q (922.396492 sec): 3 clusters Score: Raw -356581.646581 + Penalty 6265.390481 = -350316.256100 nChanged 15 SP:Iteration 68Q (922.496439 sec): 3 clusters Score: Raw -356590.227294 + Penalty 6265.390481 = -350324.836813 nChanged 11 SP:Iteration 69Q (922.612566 sec): 3 clusters Score: Raw -356595.238852 + Penalty 6265.390481 = -350329.848372 nChanged 12 SP:Iteration 70Q (922.720273 sec): 3 clusters Score: Raw -356601.189406 + Penalty 6265.390481 = -350335.798925 nChanged 15 SP:Iteration 71Q (922.829276 sec): 3 clusters Score: Raw -356607.690561 + Penalty 6265.390481 = -350342.300080 nChanged 16 SP:Iteration 72Q (922.948389 sec): 3 clusters Score: Raw -356618.231597 + Penalty 6265.390481 = -350352.841116 nChanged 23 SP:Iteration 73Q (923.039894 sec): 3 clusters Score: Raw -356637.419010 + Penalty 6265.390481 = -350372.028530 nChanged 33 SP:Iteration 74Q (923.159907 sec): 3 clusters Score: Raw -356659.799662 + Penalty 6265.390481 = -350394.409181 nChanged 32 SP:Iteration 75Q (923.261515 sec): 3 clusters Score: Raw -356680.967256 + Penalty 6265.390481 = -350415.576775 nChanged 31 SP:Iteration 76Q (923.396133 sec): 3 clusters Score: Raw -356698.766707 + Penalty 6265.390481 = -350433.376227 nChanged 28 SP:Iteration 77Q (923.490860 sec): 3 clusters Score: Raw -356719.647562 + Penalty 6265.390481 = -350454.257081 nChanged 31 SP:Iteration 78Q (923.608942 sec): 3 clusters Score: Raw -356739.092103 + Penalty 6265.390481 = -350473.701622 nChanged 21 SP:Iteration 79Q (923.726029 sec): 3 clusters Score: Raw -356748.805449 + Penalty 6265.390481 = -350483.414968 nChanged 19 SP:Iteration 80F (923.837023 sec): 3 clusters Score: Raw -356761.961469 + Penalty 6265.390481 = -350496.570988 nChanged 20 SP:Iteration 81Q (923.961046 sec): 3 clusters Score: Raw -356772.357377 + Penalty 6265.390481 = -350506.966896 nChanged 11 SP:Iteration 82Q (924.089365 sec): 3 clusters Score: Raw -356776.883569 + Penalty 6265.390481 = -350511.493088 nChanged 9 SP:Iteration 83Q (924.205849 sec): 3 clusters Score: Raw -356781.104319 + Penalty 6265.390481 = -350515.713838 nChanged 10 SP:Iteration 84Q (924.311430 sec): 3 clusters Score: Raw -356787.374845 + Penalty 6265.390481 = -350521.984364 nChanged 11 SP:Iteration 85Q (924.417293 sec): 3 clusters Score: Raw -356791.500551 + Penalty 6265.390481 = -350526.110071 nChanged 11 SP:Iteration 86Q (924.513388 sec): 3 clusters Score: Raw -356797.048393 + Penalty 6265.390481 = -350531.657912 nChanged 9 SP:Iteration 87Q (924.646406 sec): 3 clusters Score: Raw -356801.047034 + Penalty 6265.390481 = -350535.656554 nChanged 11 SP:Iteration 88Q (924.758633 sec): 3 clusters Score: Raw -356809.415940 + Penalty 6265.390481 = -350544.025459 nChanged 15 SP:Iteration 89Q (924.864599 sec): 3 clusters Score: Raw -356816.923442 + Penalty 6265.390481 = -350551.532961 nChanged 13 SP:Iteration 90Q (924.963495 sec): 3 clusters Score: Raw -356824.028430 + Penalty 6265.390481 = -350558.637949 nChanged 18 SP:Iteration 91Q (925.077078 sec): 3 clusters Score: Raw -356833.746944 + Penalty 6265.390481 = -350568.356463 nChanged 18 SP:Iteration 92Q (925.196951 sec): 3 clusters Score: Raw -356841.854180 + Penalty 6265.390481 = -350576.463699 nChanged 11 SP:Iteration 93Q (925.305076 sec): 3 clusters Score: Raw -356848.949489 + Penalty 6265.390481 = -350583.559008 nChanged 10 SP:Iteration 94Q (925.415070 sec): 3 clusters Score: Raw -356855.347925 + Penalty 6265.390481 = -350589.957445 nChanged 10 SP:Iteration 95Q (925.524905 sec): 3 clusters Score: Raw -356861.677785 + Penalty 6265.390481 = -350596.287304 nChanged 17 SP:Iteration 96Q (925.638282 sec): 3 clusters Score: Raw -356871.202187 + Penalty 6265.390481 = -350605.811707 nChanged 12 SP:Iteration 97Q (925.777030 sec): 3 clusters Score: Raw -356877.683337 + Penalty 6265.390481 = -350612.292856 nChanged 15 SP:Iteration 98Q (925.891376 sec): 3 clusters Score: Raw -356886.782627 + Penalty 6265.390481 = -350621.392147 nChanged 14 SP:Iteration 99Q (926.001015 sec): 3 clusters Score: Raw -356895.536312 + Penalty 6265.390481 = -350630.145831 nChanged 11 SP:Iteration 100F (926.104703 sec): 3 clusters Score: Raw -356902.705947 + Penalty 6265.390481 = -350637.315467 nChanged 15 SP:Iteration 101Q (926.214827 sec): 3 clusters Score: Raw -356909.420542 + Penalty 6265.390481 = -350644.030061 nChanged 12 SP:Iteration 102Q (926.317062 sec): 3 clusters Score: Raw -356915.518519 + Penalty 6265.390481 = -350650.128038 nChanged 8 SP:Iteration 103Q (926.450943 sec): 3 clusters Score: Raw -356918.451520 + Penalty 6265.390481 = -350653.061039 nChanged 4 SP:Iteration 104Q (926.557736 sec): 3 clusters Score: Raw -356920.654068 + Penalty 6265.390481 = -350655.263587 nChanged 2 SP:Iteration 105Q (926.684814 sec): 3 clusters Score: Raw -356921.575372 + Penalty 6265.390481 = -350656.184891 nChanged 1 SP:Iteration 106Q (926.775563 sec): 3 clusters Score: Raw -356922.123809 + Penalty 6265.390481 = -350656.733329 nChanged 2 SP:Iteration 107Q (926.881707 sec): 3 clusters Score: Raw -356923.067567 + Penalty 6265.390481 = -350657.677086 nChanged 4 SP:Iteration 108Q (927.024981 sec): 3 clusters Score: Raw -356925.114035 + Penalty 6265.390481 = -350659.723554 nChanged 2 SP:Iteration 109Q (927.136524 sec): 3 clusters Score: Raw -356925.986706 + Penalty 6265.390481 = -350660.596226 nChanged 1 SP:Iteration 110Q (927.237439 sec): 3 clusters Score: Raw -356926.482382 + Penalty 6265.390481 = -350661.091901 nChanged 1 SP:Iteration 111Q (927.355825 sec): 3 clusters Score: Raw -356927.035737 + Penalty 6265.390481 = -350661.645256 nChanged 1 SP:Iteration 112Q (927.483903 sec): 3 clusters Score: Raw -356927.459741 + Penalty 6265.390481 = -350662.069261 nChanged 2 SP:Iteration 113Q (927.584269 sec): 3 clusters Score: Raw -356928.203458 + Penalty 6265.390481 = -350662.812978 nChanged 3 SP:Iteration 114Q (927.681694 sec): 3 clusters Score: Raw -356929.877037 + Penalty 6265.390481 = -350664.486556 nChanged 4 SP:Iteration 115Q (927.815371 sec): 3 clusters Score: Raw -356931.813812 + Penalty 6265.390481 = -350666.423331 nChanged 4 SP:Iteration 116Q (927.938014 sec): 3 clusters Score: Raw -356933.905530 + Penalty 6265.390481 = -350668.515049 nChanged 2 SP:Iteration 117Q (928.035970 sec): 3 clusters Score: Raw -356934.588680 + Penalty 6265.390481 = -350669.198199 nChanged 3 SP:Iteration 118Q (928.159936 sec): 3 clusters Score: Raw -356936.235052 + Penalty 6265.390481 = -350670.844571 nChanged 1 SP:Iteration 119Q (928.302557 sec): 3 clusters Score: Raw -356936.533053 + Penalty 6265.390481 = -350671.142572 nChanged 0 SP:Iteration 120F (928.415227 sec): 3 clusters Score: Raw -356936.533053 + Penalty 6265.390481 = -350671.142572 nChanged 0 Trying to split cluster 6 (2678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.472345 sec): 2 clusters Score: Raw -198949.026769 + Penalty 2924.291857 = -196024.734911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.569741 sec): 3 clusters Score: Raw -198049.824690 + Penalty 5848.583715 = -192201.240975 nChanged 830 SP:Iteration 1F (928.690398 sec): 3 clusters Score: Raw -198724.196192 + Penalty 5848.583715 = -192875.612477 nChanged 168 SP:Iteration 2F (928.797840 sec): 3 clusters Score: Raw -198875.678066 + Penalty 5848.583715 = -193027.094351 nChanged 103 SP:Iteration 3Q (928.904508 sec): 3 clusters Score: Raw -198971.765096 + Penalty 5848.583715 = -193123.181381 nChanged 99 SP:Iteration 4Q (929.009007 sec): 3 clusters Score: Raw -199068.570387 + Penalty 5848.583715 = -193219.986673 nChanged 84 SP:Iteration 5Q (929.127745 sec): 3 clusters Score: Raw -199168.103192 + Penalty 5848.583715 = -193319.519477 nChanged 70 SP:Iteration 6Q (929.236453 sec): 3 clusters Score: Raw -199246.820664 + Penalty 5848.583715 = -193398.236949 nChanged 58 SP:Iteration 7Q (929.364760 sec): 3 clusters Score: Raw -199322.538976 + Penalty 5848.583715 = -193473.955261 nChanged 66 SP:Iteration 8Q (929.450483 sec): 3 clusters Score: Raw -199404.547998 + Penalty 5848.583715 = -193555.964283 nChanged 59 SP:Iteration 9Q (929.555367 sec): 3 clusters Score: Raw -199484.074364 + Penalty 5848.583715 = -193635.490649 nChanged 57 SP:Iteration 10Q (929.659292 sec): 3 clusters Score: Raw -199562.687831 + Penalty 5848.583715 = -193714.104116 nChanged 60 SP:Iteration 11Q (929.772023 sec): 3 clusters Score: Raw -199651.386311 + Penalty 5848.583715 = -193802.802596 nChanged 64 SP:Iteration 12Q (929.884511 sec): 3 clusters Score: Raw -199733.138799 + Penalty 5848.583715 = -193884.555084 nChanged 56 SP:Iteration 13Q (930.003174 sec): 3 clusters Score: Raw -199789.644125 + Penalty 5848.583715 = -193941.060410 nChanged 38 SP:Iteration 14Q (930.097948 sec): 3 clusters Score: Raw -199834.336814 + Penalty 5848.583715 = -193985.753099 nChanged 47 SP:Iteration 15Q (930.219392 sec): 3 clusters Score: Raw -199901.573930 + Penalty 5848.583715 = -194052.990215 nChanged 54 SP:Iteration 16Q (930.317278 sec): 3 clusters Score: Raw -199978.392335 + Penalty 5848.583715 = -194129.808620 nChanged 54 SP:Iteration 17Q (930.428924 sec): 3 clusters Score: Raw -200035.477844 + Penalty 5848.583715 = -194186.894129 nChanged 44 SP:Iteration 18Q (930.538356 sec): 3 clusters Score: Raw -200097.080786 + Penalty 5848.583715 = -194248.497071 nChanged 33 SP:Iteration 19Q (930.647612 sec): 3 clusters Score: Raw -200136.198018 + Penalty 5848.583715 = -194287.614303 nChanged 28 SP:Iteration 20F (930.764321 sec): 3 clusters Score: Raw -200177.235600 + Penalty 5848.583715 = -194328.651885 nChanged 30 SP:Iteration 21Q (930.883717 sec): 3 clusters Score: Raw -200207.913871 + Penalty 5848.583715 = -194359.330156 nChanged 19 SP:Iteration 22Q (930.984915 sec): 3 clusters Score: Raw -200230.088888 + Penalty 5848.583715 = -194381.505173 nChanged 19 SP:Iteration 23Q (931.073075 sec): 3 clusters Score: Raw -200255.114302 + Penalty 5848.583715 = -194406.530587 nChanged 21 SP:Iteration 24Q (931.182131 sec): 3 clusters Score: Raw -200278.338341 + Penalty 5848.583715 = -194429.754626 nChanged 26 SP:Iteration 25Q (931.309545 sec): 3 clusters Score: Raw -200306.566025 + Penalty 5848.583715 = -194457.982310 nChanged 16 SP:Iteration 26Q (931.405578 sec): 3 clusters Score: Raw -200321.989269 + Penalty 5848.583715 = -194473.405554 nChanged 19 SP:Iteration 27Q (931.490145 sec): 3 clusters Score: Raw -200339.712432 + Penalty 5848.583715 = -194491.128717 nChanged 13 SP:Iteration 28Q (931.590714 sec): 3 clusters Score: Raw -200352.002527 + Penalty 5848.583715 = -194503.418813 nChanged 12 SP:Iteration 29Q (931.698366 sec): 3 clusters Score: Raw -200363.954655 + Penalty 5848.583715 = -194515.370940 nChanged 8 SP:Iteration 30Q (931.800479 sec): 3 clusters Score: Raw -200371.882060 + Penalty 5848.583715 = -194523.298345 nChanged 7 SP:Iteration 31Q (931.934866 sec): 3 clusters Score: Raw -200378.590085 + Penalty 5848.583715 = -194530.006370 nChanged 6 SP:Iteration 32Q (932.028857 sec): 3 clusters Score: Raw -200384.767974 + Penalty 5848.583715 = -194536.184259 nChanged 6 SP:Iteration 33Q (932.128073 sec): 3 clusters Score: Raw -200390.085516 + Penalty 5848.583715 = -194541.501801 nChanged 5 SP:Iteration 34Q (932.236390 sec): 3 clusters Score: Raw -200394.757637 + Penalty 5848.583715 = -194546.173922 nChanged 5 SP:Iteration 35Q (932.346269 sec): 3 clusters Score: Raw -200400.087034 + Penalty 5848.583715 = -194551.503319 nChanged 6 SP:Iteration 36Q (932.455533 sec): 3 clusters Score: Raw -200405.365417 + Penalty 5848.583715 = -194556.781702 nChanged 5 SP:Iteration 37Q (932.594903 sec): 3 clusters Score: Raw -200408.430172 + Penalty 5848.583715 = -194559.846457 nChanged 7 SP:Iteration 38Q (932.684507 sec): 3 clusters Score: Raw -200413.745522 + Penalty 5848.583715 = -194565.161807 nChanged 4 SP:Iteration 39Q (932.805926 sec): 3 clusters Score: Raw -200416.326704 + Penalty 5848.583715 = -194567.742989 nChanged 2 SP:Iteration 40F (932.905909 sec): 3 clusters Score: Raw -200417.693498 + Penalty 5848.583715 = -194569.109783 nChanged 4 SP:Iteration 41Q (933.029755 sec): 3 clusters Score: Raw -200421.550532 + Penalty 5848.583715 = -194572.966817 nChanged 4 SP:Iteration 42Q (933.150222 sec): 3 clusters Score: Raw -200425.837400 + Penalty 5848.583715 = -194577.253685 nChanged 1 SP:Iteration 43Q (933.231004 sec): 3 clusters Score: Raw -200426.161220 + Penalty 5848.583715 = -194577.577505 nChanged 1 SP:Iteration 44Q (933.354831 sec): 3 clusters Score: Raw -200426.836966 + Penalty 5848.583715 = -194578.253251 nChanged 3 SP:Iteration 45Q (933.477895 sec): 3 clusters Score: Raw -200428.899816 + Penalty 5848.583715 = -194580.316101 nChanged 6 SP:Iteration 46Q (933.579892 sec): 3 clusters Score: Raw -200432.862022 + Penalty 5848.583715 = -194584.278307 nChanged 6 SP:Iteration 47Q (933.688991 sec): 3 clusters Score: Raw -200435.946839 + Penalty 5848.583715 = -194587.363124 nChanged 4 SP:Iteration 48Q (933.776451 sec): 3 clusters Score: Raw -200439.208865 + Penalty 5848.583715 = -194590.625150 nChanged 4 SP:Iteration 49Q (933.911755 sec): 3 clusters Score: Raw -200443.680019 + Penalty 5848.583715 = -194595.096304 nChanged 9 SP:Iteration 50Q (934.007505 sec): 3 clusters Score: Raw -200451.200267 + Penalty 5848.583715 = -194602.616552 nChanged 12 SP:Iteration 51Q (934.093262 sec): 3 clusters Score: Raw -200463.187222 + Penalty 5848.583715 = -194614.603507 nChanged 20 SP:Iteration 52Q (934.197042 sec): 3 clusters Score: Raw -200481.775674 + Penalty 5848.583715 = -194633.191959 nChanged 15 SP:Iteration 53Q (934.302088 sec): 3 clusters Score: Raw -200504.338229 + Penalty 5848.583715 = -194655.754514 nChanged 27 SP:Iteration 54Q (934.398516 sec): 3 clusters Score: Raw -200556.224305 + Penalty 5848.583715 = -194707.640590 nChanged 38 SP:Iteration 55Q (934.512783 sec): 3 clusters Score: Raw -200636.976193 + Penalty 5848.583715 = -194788.392479 nChanged 53 SP:Iteration 56Q (934.608721 sec): 3 clusters Score: Raw -200729.759658 + Penalty 5848.583715 = -194881.175943 nChanged 31 SP:Iteration 57Q (934.728124 sec): 3 clusters Score: Raw -200773.684464 + Penalty 5848.583715 = -194925.100749 nChanged 20 SP:Iteration 58Q (934.829470 sec): 3 clusters Score: Raw -200797.661987 + Penalty 5848.583715 = -194949.078273 nChanged 10 SP:Iteration 59Q (934.925350 sec): 3 clusters Score: Raw -200808.821510 + Penalty 5848.583715 = -194960.237795 nChanged 6 SP:Iteration 60F (935.052944 sec): 3 clusters Score: Raw -200816.337371 + Penalty 5848.583715 = -194967.753656 nChanged 3 SP:Iteration 61Q (935.149107 sec): 3 clusters Score: Raw -200819.354021 + Penalty 5848.583715 = -194970.770306 nChanged 1 SP:Iteration 62Q (935.236653 sec): 3 clusters Score: Raw -200819.847990 + Penalty 5848.583715 = -194971.264275 nChanged 1 SP:Iteration 63Q (935.339437 sec): 3 clusters Score: Raw -200820.231674 + Penalty 5848.583715 = -194971.647959 nChanged 1 SP:Iteration 64Q (935.451899 sec): 3 clusters Score: Raw -200821.053468 + Penalty 5848.583715 = -194972.469753 nChanged 1 SP:Iteration 65Q (935.537720 sec): 3 clusters Score: Raw -200821.724840 + Penalty 5848.583715 = -194973.141125 nChanged 0 SP:Iteration 66F (935.681544 sec): 3 clusters Score: Raw -200821.724840 + Penalty 5848.583715 = -194973.141125 nChanged 0 Trying to split cluster 8 (5059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.724302 sec): 2 clusters Score: Raw -333408.178576 + Penalty 3159.966384 = -330248.212192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.863111 sec): 3 clusters Score: Raw -331192.117837 + Penalty 6319.932769 = -324872.185068 nChanged 1853 SP:Iteration 1F (935.959163 sec): 3 clusters Score: Raw -332412.806616 + Penalty 6319.932769 = -326092.873847 nChanged 418 SP:Iteration 2F (936.074413 sec): 3 clusters Score: Raw -332746.996012 + Penalty 6319.932769 = -326427.063243 nChanged 281 SP:Iteration 3F (936.194953 sec): 3 clusters Score: Raw -332979.997073 + Penalty 6319.932769 = -326660.064304 nChanged 218 SP:Iteration 4Q (936.286101 sec): 3 clusters Score: Raw -333165.238683 + Penalty 6319.932769 = -326845.305914 nChanged 220 SP:Iteration 5Q (936.399370 sec): 3 clusters Score: Raw -333349.096485 + Penalty 6319.932769 = -327029.163717 nChanged 194 SP:Iteration 6Q (936.519546 sec): 3 clusters Score: Raw -333515.033494 + Penalty 6319.932769 = -327195.100725 nChanged 188 SP:Iteration 7Q (936.651082 sec): 3 clusters Score: Raw -333678.596321 + Penalty 6319.932769 = -327358.663553 nChanged 177 SP:Iteration 8Q (936.741043 sec): 3 clusters Score: Raw -333817.475820 + Penalty 6319.932769 = -327497.543051 nChanged 149 SP:Iteration 9Q (936.850877 sec): 3 clusters Score: Raw -333956.857589 + Penalty 6319.932769 = -327636.924820 nChanged 169 SP:Iteration 10Q (936.951458 sec): 3 clusters Score: Raw -334118.801357 + Penalty 6319.932769 = -327798.868588 nChanged 134 SP:Iteration 11Q (937.076357 sec): 3 clusters Score: Raw -334241.052216 + Penalty 6319.932769 = -327921.119447 nChanged 106 SP:Iteration 12Q (937.203001 sec): 3 clusters Score: Raw -334322.869913 + Penalty 6319.932769 = -328002.937145 nChanged 108 SP:Iteration 13Q (937.310542 sec): 3 clusters Score: Raw -334396.267660 + Penalty 6319.932769 = -328076.334891 nChanged 96 SP:Iteration 14Q (937.402016 sec): 3 clusters Score: Raw -334466.561454 + Penalty 6319.932769 = -328146.628685 nChanged 89 SP:Iteration 15Q (937.515380 sec): 3 clusters Score: Raw -334526.012196 + Penalty 6319.932769 = -328206.079428 nChanged 83 SP:Iteration 16Q (937.626349 sec): 3 clusters Score: Raw -334581.146919 + Penalty 6319.932769 = -328261.214150 nChanged 78 SP:Iteration 17Q (937.763712 sec): 3 clusters Score: Raw -334633.643254 + Penalty 6319.932769 = -328313.710485 nChanged 70 SP:Iteration 18Q (937.865846 sec): 3 clusters Score: Raw -334675.464484 + Penalty 6319.932769 = -328355.531715 nChanged 61 SP:Iteration 19Q (937.988683 sec): 3 clusters Score: Raw -334712.513242 + Penalty 6319.932769 = -328392.580474 nChanged 54 SP:Iteration 20F (938.073736 sec): 3 clusters Score: Raw -334745.458663 + Penalty 6319.932769 = -328425.525894 nChanged 55 SP:Iteration 21Q (938.183676 sec): 3 clusters Score: Raw -334777.998456 + Penalty 6319.932769 = -328458.065688 nChanged 51 SP:Iteration 22Q (938.277150 sec): 3 clusters Score: Raw -334804.780499 + Penalty 6319.932769 = -328484.847730 nChanged 31 SP:Iteration 23Q (938.408273 sec): 3 clusters Score: Raw -334818.290300 + Penalty 6319.932769 = -328498.357532 nChanged 32 SP:Iteration 24Q (938.506489 sec): 3 clusters Score: Raw -334831.242786 + Penalty 6319.932769 = -328511.310017 nChanged 27 SP:Iteration 25Q (938.612245 sec): 3 clusters Score: Raw -334841.205135 + Penalty 6319.932769 = -328521.272366 nChanged 12 SP:Iteration 26Q (938.723407 sec): 3 clusters Score: Raw -334846.267737 + Penalty 6319.932769 = -328526.334968 nChanged 11 SP:Iteration 27Q (938.854409 sec): 3 clusters Score: Raw -334852.842515 + Penalty 6319.932769 = -328532.909746 nChanged 10 SP:Iteration 28Q (938.978285 sec): 3 clusters Score: Raw -334856.198763 + Penalty 6319.932769 = -328536.265994 nChanged 7 SP:Iteration 29Q (939.102927 sec): 3 clusters Score: Raw -334858.826687 + Penalty 6319.932769 = -328538.893918 nChanged 6 SP:Iteration 30Q (939.182181 sec): 3 clusters Score: Raw -334860.947527 + Penalty 6319.932769 = -328541.014758 nChanged 9 SP:Iteration 31Q (939.304994 sec): 3 clusters Score: Raw -334864.098782 + Penalty 6319.932769 = -328544.166013 nChanged 9 SP:Iteration 32Q (939.410174 sec): 3 clusters Score: Raw -334867.126495 + Penalty 6319.932769 = -328547.193726 nChanged 9 SP:Iteration 33Q (939.537066 sec): 3 clusters Score: Raw -334870.439241 + Penalty 6319.932769 = -328550.506472 nChanged 6 SP:Iteration 34Q (939.666263 sec): 3 clusters Score: Raw -334872.719218 + Penalty 6319.932769 = -328552.786449 nChanged 12 SP:Iteration 35Q (939.746571 sec): 3 clusters Score: Raw -334876.656199 + Penalty 6319.932769 = -328556.723430 nChanged 8 SP:Iteration 36Q (939.867743 sec): 3 clusters Score: Raw -334879.738684 + Penalty 6319.932769 = -328559.805915 nChanged 10 SP:Iteration 37Q (939.972420 sec): 3 clusters Score: Raw -334883.708146 + Penalty 6319.932769 = -328563.775377 nChanged 11 SP:Iteration 38Q (940.098273 sec): 3 clusters Score: Raw -334887.287828 + Penalty 6319.932769 = -328567.355059 nChanged 7 SP:Iteration 39Q (940.204075 sec): 3 clusters Score: Raw -334889.088505 + Penalty 6319.932769 = -328569.155736 nChanged 1 SP:Iteration 40F (940.305400 sec): 3 clusters Score: Raw -334889.282545 + Penalty 6319.932769 = -328569.349776 nChanged 2 SP:Iteration 41Q (940.434775 sec): 3 clusters Score: Raw -334890.310689 + Penalty 6319.932769 = -328570.377921 nChanged 4 SP:Iteration 42Q (940.574786 sec): 3 clusters Score: Raw -334891.740637 + Penalty 6319.932769 = -328571.807868 nChanged 7 SP:Iteration 43Q (940.672037 sec): 3 clusters Score: Raw -334893.925588 + Penalty 6319.932769 = -328573.992819 nChanged 3 SP:Iteration 44Q (940.810029 sec): 3 clusters Score: Raw -334894.896248 + Penalty 6319.932769 = -328574.963479 nChanged 4 SP:Iteration 45Q (940.915208 sec): 3 clusters Score: Raw -334896.650558 + Penalty 6319.932769 = -328576.717790 nChanged 4 SP:Iteration 46Q (941.017175 sec): 3 clusters Score: Raw -334898.350476 + Penalty 6319.932769 = -328578.417707 nChanged 7 SP:Iteration 47Q (941.134304 sec): 3 clusters Score: Raw -334900.793755 + Penalty 6319.932769 = -328580.860986 nChanged 6 SP:Iteration 48Q (941.256257 sec): 3 clusters Score: Raw -334903.073144 + Penalty 6319.932769 = -328583.140375 nChanged 6 SP:Iteration 49Q (941.379456 sec): 3 clusters Score: Raw -334904.911560 + Penalty 6319.932769 = -328584.978791 nChanged 6 SP:Iteration 50Q (941.508512 sec): 3 clusters Score: Raw -334906.806223 + Penalty 6319.932769 = -328586.873454 nChanged 6 SP:Iteration 51Q (941.603368 sec): 3 clusters Score: Raw -334909.071559 + Penalty 6319.932769 = -328589.138790 nChanged 5 SP:Iteration 52Q (941.726483 sec): 3 clusters Score: Raw -334911.258153 + Penalty 6319.932769 = -328591.325384 nChanged 6 SP:Iteration 53Q (941.844924 sec): 3 clusters Score: Raw -334913.366984 + Penalty 6319.932769 = -328593.434215 nChanged 5 SP:Iteration 54Q (941.961869 sec): 3 clusters Score: Raw -334914.681665 + Penalty 6319.932769 = -328594.748896 nChanged 3 SP:Iteration 55Q (942.095385 sec): 3 clusters Score: Raw -334915.365337 + Penalty 6319.932769 = -328595.432568 nChanged 3 SP:Iteration 56Q (942.217777 sec): 3 clusters Score: Raw -334916.239720 + Penalty 6319.932769 = -328596.306951 nChanged 8 SP:Iteration 57Q (942.343742 sec): 3 clusters Score: Raw -334920.142800 + Penalty 6319.932769 = -328600.210031 nChanged 9 SP:Iteration 58Q (942.467422 sec): 3 clusters Score: Raw -334923.441540 + Penalty 6319.932769 = -328603.508771 nChanged 10 SP:Iteration 59Q (942.578458 sec): 3 clusters Score: Raw -334928.653100 + Penalty 6319.932769 = -328608.720332 nChanged 11 SP:Iteration 60F (942.689865 sec): 3 clusters Score: Raw -334934.252147 + Penalty 6319.932769 = -328614.319378 nChanged 10 SP:Iteration 61Q (942.812142 sec): 3 clusters Score: Raw -334937.800451 + Penalty 6319.932769 = -328617.867682 nChanged 8 SP:Iteration 62Q (942.930480 sec): 3 clusters Score: Raw -334941.206717 + Penalty 6319.932769 = -328621.273948 nChanged 9 SP:Iteration 63Q (943.038755 sec): 3 clusters Score: Raw -334944.418898 + Penalty 6319.932769 = -328624.486129 nChanged 8 SP:Iteration 64Q (943.166385 sec): 3 clusters Score: Raw -334947.366349 + Penalty 6319.932769 = -328627.433580 nChanged 6 SP:Iteration 65Q (943.273783 sec): 3 clusters Score: Raw -334949.669915 + Penalty 6319.932769 = -328629.737146 nChanged 4 SP:Iteration 66Q (943.406216 sec): 3 clusters Score: Raw -334951.724548 + Penalty 6319.932769 = -328631.791779 nChanged 3 SP:Iteration 67Q (943.497857 sec): 3 clusters Score: Raw -334952.643456 + Penalty 6319.932769 = -328632.710688 nChanged 0 SP:Iteration 68F (943.627341 sec): 3 clusters Score: Raw -334952.643456 + Penalty 6319.932769 = -328632.710688 nChanged 0 Trying to split cluster 9 (8052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (943.698072 sec): 2 clusters Score: Raw -642491.044059 + Penalty 3332.156879 = -639158.887180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (943.818247 sec): 3 clusters Score: Raw -638495.958461 + Penalty 6664.313758 = -631831.644703 nChanged 3170 SP:Iteration 1F (943.965994 sec): 3 clusters Score: Raw -640416.836829 + Penalty 6664.313758 = -633752.523071 nChanged 646 SP:Iteration 2F (944.060942 sec): 3 clusters Score: Raw -640828.752520 + Penalty 6664.313758 = -634164.438762 nChanged 464 SP:Iteration 3F (944.177190 sec): 3 clusters Score: Raw -641150.826137 + Penalty 6664.313758 = -634486.512379 nChanged 409 SP:Iteration 4F (944.314837 sec): 3 clusters Score: Raw -641427.762131 + Penalty 6664.313758 = -634763.448373 nChanged 364 SP:Iteration 5Q (944.430012 sec): 3 clusters Score: Raw -641655.927046 + Penalty 6664.313758 = -634991.613288 nChanged 301 SP:Iteration 6Q (944.572293 sec): 3 clusters Score: Raw -641841.906073 + Penalty 6664.313758 = -635177.592315 nChanged 261 SP:Iteration 7Q (944.699214 sec): 3 clusters Score: Raw -642002.593940 + Penalty 6664.313758 = -635338.280182 nChanged 240 SP:Iteration 8Q (944.818137 sec): 3 clusters Score: Raw -642133.450171 + Penalty 6664.313758 = -635469.136413 nChanged 196 SP:Iteration 9Q (944.931886 sec): 3 clusters Score: Raw -642236.337661 + Penalty 6664.313758 = -635572.023903 nChanged 156 SP:Iteration 10Q (945.064740 sec): 3 clusters Score: Raw -642324.297623 + Penalty 6664.313758 = -635659.983865 nChanged 133 SP:Iteration 11Q (945.216276 sec): 3 clusters Score: Raw -642387.918350 + Penalty 6664.313758 = -635723.604592 nChanged 100 SP:Iteration 12Q (945.352008 sec): 3 clusters Score: Raw -642432.919992 + Penalty 6664.313758 = -635768.606234 nChanged 85 SP:Iteration 13Q (945.480688 sec): 3 clusters Score: Raw -642473.990464 + Penalty 6664.313758 = -635809.676706 nChanged 89 SP:Iteration 14Q (945.613076 sec): 3 clusters Score: Raw -642517.198989 + Penalty 6664.313758 = -635852.885231 nChanged 87 SP:Iteration 15Q (945.753016 sec): 3 clusters Score: Raw -642553.551268 + Penalty 6664.313758 = -635889.237510 nChanged 61 SP:Iteration 16Q (945.875975 sec): 3 clusters Score: Raw -642581.751496 + Penalty 6664.313758 = -635917.437738 nChanged 62 SP:Iteration 17Q (946.000545 sec): 3 clusters Score: Raw -642609.465842 + Penalty 6664.313758 = -635945.152084 nChanged 56 SP:Iteration 18Q (946.108899 sec): 3 clusters Score: Raw -642630.864747 + Penalty 6664.313758 = -635966.550989 nChanged 40 SP:Iteration 19Q (946.217802 sec): 3 clusters Score: Raw -642646.602871 + Penalty 6664.313758 = -635982.289113 nChanged 28 SP:Iteration 20F (946.370699 sec): 3 clusters Score: Raw -642657.764777 + Penalty 6664.313758 = -635993.451019 nChanged 23 SP:Iteration 21Q (946.487802 sec): 3 clusters Score: Raw -642666.515616 + Penalty 6664.313758 = -636002.201858 nChanged 20 SP:Iteration 22Q (946.597199 sec): 3 clusters Score: Raw -642674.970528 + Penalty 6664.313758 = -636010.656771 nChanged 23 SP:Iteration 23Q (946.723933 sec): 3 clusters Score: Raw -642684.498395 + Penalty 6664.313758 = -636020.184637 nChanged 17 SP:Iteration 24Q (946.863578 sec): 3 clusters Score: Raw -642691.746626 + Penalty 6664.313758 = -636027.432868 nChanged 20 SP:Iteration 25Q (946.991387 sec): 3 clusters Score: Raw -642700.267632 + Penalty 6664.313758 = -636035.953874 nChanged 17 SP:Iteration 26Q (947.125436 sec): 3 clusters Score: Raw -642707.013278 + Penalty 6664.313758 = -636042.699520 nChanged 12 SP:Iteration 27Q (947.248265 sec): 3 clusters Score: Raw -642711.468892 + Penalty 6664.313758 = -636047.155134 nChanged 14 SP:Iteration 28Q (947.376801 sec): 3 clusters Score: Raw -642717.318489 + Penalty 6664.313758 = -636053.004731 nChanged 20 SP:Iteration 29Q (947.493808 sec): 3 clusters Score: Raw -642724.419320 + Penalty 6664.313758 = -636060.105562 nChanged 12 SP:Iteration 30Q (947.618485 sec): 3 clusters Score: Raw -642728.099961 + Penalty 6664.313758 = -636063.786203 nChanged 9 SP:Iteration 31Q (947.764190 sec): 3 clusters Score: Raw -642731.384949 + Penalty 6664.313758 = -636067.071191 nChanged 18 SP:Iteration 32Q (947.892232 sec): 3 clusters Score: Raw -642738.241616 + Penalty 6664.313758 = -636073.927858 nChanged 15 SP:Iteration 33Q (947.995259 sec): 3 clusters Score: Raw -642743.912215 + Penalty 6664.313758 = -636079.598457 nChanged 14 SP:Iteration 34Q (948.142960 sec): 3 clusters Score: Raw -642748.915278 + Penalty 6664.313758 = -636084.601520 nChanged 13 SP:Iteration 35Q (948.272169 sec): 3 clusters Score: Raw -642753.148787 + Penalty 6664.313758 = -636088.835029 nChanged 11 SP:Iteration 36Q (948.382737 sec): 3 clusters Score: Raw -642756.952574 + Penalty 6664.313758 = -636092.638816 nChanged 9 SP:Iteration 37Q (948.524595 sec): 3 clusters Score: Raw -642761.223638 + Penalty 6664.313758 = -636096.909880 nChanged 16 SP:Iteration 38Q (948.668339 sec): 3 clusters Score: Raw -642768.026905 + Penalty 6664.313758 = -636103.713147 nChanged 17 SP:Iteration 39Q (948.786384 sec): 3 clusters Score: Raw -642776.699500 + Penalty 6664.313758 = -636112.385742 nChanged 21 SP:Iteration 40F (948.909016 sec): 3 clusters Score: Raw -642786.240763 + Penalty 6664.313758 = -636121.927005 nChanged 22 SP:Iteration 41Q (949.066541 sec): 3 clusters Score: Raw -642793.944240 + Penalty 6664.313758 = -636129.630482 nChanged 20 SP:Iteration 42Q (949.167259 sec): 3 clusters Score: Raw -642802.643899 + Penalty 6664.313758 = -636138.330141 nChanged 18 SP:Iteration 43Q (949.308497 sec): 3 clusters Score: Raw -642810.888995 + Penalty 6664.313758 = -636146.575237 nChanged 20 SP:Iteration 44Q (949.437718 sec): 3 clusters Score: Raw -642821.613350 + Penalty 6664.313758 = -636157.299592 nChanged 24 SP:Iteration 45Q (949.569761 sec): 3 clusters Score: Raw -642831.938892 + Penalty 6664.313758 = -636167.625134 nChanged 20 SP:Iteration 46Q (949.710430 sec): 3 clusters Score: Raw -642840.847418 + Penalty 6664.313758 = -636176.533660 nChanged 16 SP:Iteration 47Q (949.824139 sec): 3 clusters Score: Raw -642846.389182 + Penalty 6664.313758 = -636182.075424 nChanged 15 SP:Iteration 48Q (949.972466 sec): 3 clusters Score: Raw -642852.395172 + Penalty 6664.313758 = -636188.081414 nChanged 12 SP:Iteration 49Q (950.082251 sec): 3 clusters Score: Raw -642857.201906 + Penalty 6664.313758 = -636192.888148 nChanged 12 SP:Iteration 50Q (950.225082 sec): 3 clusters Score: Raw -642861.692710 + Penalty 6664.313758 = -636197.378952 nChanged 10 SP:Iteration 51Q (950.362661 sec): 3 clusters Score: Raw -642865.096107 + Penalty 6664.313758 = -636200.782349 nChanged 8 SP:Iteration 52Q (950.492377 sec): 3 clusters Score: Raw -642867.184870 + Penalty 6664.313758 = -636202.871112 nChanged 4 SP:Iteration 53Q (950.638669 sec): 3 clusters Score: Raw -642868.734743 + Penalty 6664.313758 = -636204.420985 nChanged 7 SP:Iteration 54Q (950.759164 sec): 3 clusters Score: Raw -642870.508475 + Penalty 6664.313758 = -636206.194717 nChanged 4 SP:Iteration 55Q (950.898152 sec): 3 clusters Score: Raw -642871.881682 + Penalty 6664.313758 = -636207.567924 nChanged 5 SP:Iteration 56Q (951.021500 sec): 3 clusters Score: Raw -642874.168422 + Penalty 6664.313758 = -636209.854664 nChanged 6 SP:Iteration 57Q (951.177127 sec): 3 clusters Score: Raw -642876.093220 + Penalty 6664.313758 = -636211.779462 nChanged 7 SP:Iteration 58Q (951.286004 sec): 3 clusters Score: Raw -642877.767677 + Penalty 6664.313758 = -636213.453919 nChanged 3 SP:Iteration 59Q (951.434557 sec): 3 clusters Score: Raw -642879.172008 + Penalty 6664.313758 = -636214.858250 nChanged 2 SP:Iteration 60F (951.540373 sec): 3 clusters Score: Raw -642880.164163 + Penalty 6664.313758 = -636215.850405 nChanged 2 SP:Iteration 61Q (951.677637 sec): 3 clusters Score: Raw -642881.218737 + Penalty 6664.313758 = -636216.904979 nChanged 7 SP:Iteration 62Q (951.807571 sec): 3 clusters Score: Raw -642883.077067 + Penalty 6664.313758 = -636218.763309 nChanged 4 SP:Iteration 63Q (951.960094 sec): 3 clusters Score: Raw -642884.741242 + Penalty 6664.313758 = -636220.427484 nChanged 4 SP:Iteration 64Q (952.103936 sec): 3 clusters Score: Raw -642886.358233 + Penalty 6664.313758 = -636222.044475 nChanged 3 SP:Iteration 65Q (952.241552 sec): 3 clusters Score: Raw -642887.728034 + Penalty 6664.313758 = -636223.414276 nChanged 3 SP:Iteration 66Q (952.351545 sec): 3 clusters Score: Raw -642889.261184 + Penalty 6664.313758 = -636224.947426 nChanged 4 SP:Iteration 67Q (952.472465 sec): 3 clusters Score: Raw -642890.555690 + Penalty 6664.313758 = -636226.241932 nChanged 2 SP:Iteration 68Q (952.598847 sec): 3 clusters Score: Raw -642890.994969 + Penalty 6664.313758 = -636226.681211 nChanged 0 SP:Iteration 69F (952.731645 sec): 3 clusters Score: Raw -642890.994969 + Penalty 6664.313758 = -636226.681211 nChanged 0 Iteration 20F (953.360661 sec): 8 clusters Score: Raw -1791912.445058 + Penalty 26285.729360 = -1765626.715698 nChanged 72 Iteration 21Q (953.880998 sec): 8 clusters Score: Raw -1791939.505907 + Penalty 26285.729360 = -1765653.776547 nChanged 68 Iteration 22Q (954.365748 sec): 8 clusters Score: Raw -1791962.633556 + Penalty 26285.729360 = -1765676.904196 nChanged 52 Iteration 23Q (954.865506 sec): 8 clusters Score: Raw -1791982.203250 + Penalty 26285.729360 = -1765696.473890 nChanged 50 Iteration 24Q (955.356731 sec): 8 clusters Score: Raw -1792001.519715 + Penalty 26285.729360 = -1765715.790355 nChanged 56 Iteration 25Q (955.869778 sec): 8 clusters Score: Raw -1792021.495466 + Penalty 26285.729360 = -1765735.766106 nChanged 48 Iteration 26Q (956.362000 sec): 8 clusters Score: Raw -1792038.171382 + Penalty 26285.729360 = -1765752.442022 nChanged 44 Iteration 27Q (956.841925 sec): 8 clusters Score: Raw -1792053.501594 + Penalty 26285.729360 = -1765767.772234 nChanged 46 Iteration 28Q (957.335002 sec): 8 clusters Score: Raw -1792068.177309 + Penalty 26285.729360 = -1765782.447949 nChanged 42 Iteration 29Q (957.832994 sec): 8 clusters Score: Raw -1792079.510797 + Penalty 26285.729360 = -1765793.781437 nChanged 33 Iteration 30Q (958.341814 sec): 8 clusters Score: Raw -1792096.088578 + Penalty 26285.729360 = -1765810.359218 nChanged 35 Iteration 31Q (958.812209 sec): 8 clusters Score: Raw -1792107.890537 + Penalty 26285.729360 = -1765822.161177 nChanged 27 Iteration 32Q (959.306826 sec): 8 clusters Score: Raw -1792115.895734 + Penalty 26285.729360 = -1765830.166374 nChanged 24 Iteration 33Q (959.827379 sec): 8 clusters Score: Raw -1792124.890496 + Penalty 26285.729360 = -1765839.161136 nChanged 29 Iteration 34Q (960.347699 sec): 8 clusters Score: Raw -1792134.728039 + Penalty 26285.729360 = -1765848.998679 nChanged 26 Iteration 35Q (960.877995 sec): 8 clusters Score: Raw -1792144.006895 + Penalty 26285.729360 = -1765858.277535 nChanged 16 Iteration 36Q (961.381937 sec): 8 clusters Score: Raw -1792149.848999 + Penalty 26285.729360 = -1765864.119639 nChanged 19 Iteration 37Q (961.881196 sec): 8 clusters Score: Raw -1792163.024460 + Penalty 26285.729360 = -1765877.295100 nChanged 16 Iteration 38Q (962.346539 sec): 8 clusters Score: Raw -1792173.333219 + Penalty 26285.729360 = -1765887.603859 nChanged 21 Iteration 39Q (962.782679 sec): 8 clusters Score: Raw -1792179.065442 + Penalty 26285.729360 = -1765893.336082 nChanged 19 Iteration 40F (963.369086 sec): 8 clusters Score: Raw -1792186.061171 + Penalty 26285.729360 = -1765900.331811 nChanged 14 Iteration 41Q (963.862458 sec): 8 clusters Score: Raw -1792189.185100 + Penalty 26285.729360 = -1765903.455740 nChanged 13 Iteration 42Q (964.319981 sec): 8 clusters Score: Raw -1792193.175369 + Penalty 26285.729360 = -1765907.446009 nChanged 17 Iteration 43Q (964.809814 sec): 8 clusters Score: Raw -1792199.267551 + Penalty 26285.729360 = -1765913.538191 nChanged 16 Iteration 44Q (965.261540 sec): 8 clusters Score: Raw -1792205.376149 + Penalty 26285.729360 = -1765919.646789 nChanged 18 Iteration 45Q (965.737587 sec): 8 clusters Score: Raw -1792213.073943 + Penalty 26285.729360 = -1765927.344583 nChanged 13 Iteration 46Q (966.223895 sec): 8 clusters Score: Raw -1792219.433264 + Penalty 26285.729360 = -1765933.703904 nChanged 19 Iteration 47Q (966.582339 sec): 8 clusters Score: Raw -1792231.997652 + Penalty 26285.729360 = -1765946.268292 nChanged 26 Iteration 48Q (967.065596 sec): 8 clusters Score: Raw -1792245.863895 + Penalty 26285.729360 = -1765960.134535 nChanged 18 Iteration 49Q (967.525525 sec): 8 clusters Score: Raw -1792255.772283 + Penalty 26285.729360 = -1765970.042923 nChanged 27 Iteration 50Q (968.014122 sec): 8 clusters Score: Raw -1792267.524727 + Penalty 26285.729360 = -1765981.795367 nChanged 25 Iteration 51Q (968.478661 sec): 8 clusters Score: Raw -1792275.733540 + Penalty 26285.729360 = -1765990.004180 nChanged 21 Iteration 52Q (968.965265 sec): 8 clusters Score: Raw -1792282.484653 + Penalty 26285.729360 = -1765996.755294 nChanged 19 Iteration 53Q (969.420806 sec): 8 clusters Score: Raw -1792287.397833 + Penalty 26285.729360 = -1766001.668473 nChanged 11 Iteration 54Q (969.886219 sec): 8 clusters Score: Raw -1792290.472804 + Penalty 26285.729360 = -1766004.743444 nChanged 14 Iteration 55Q (970.395507 sec): 8 clusters Score: Raw -1792294.284599 + Penalty 26285.729360 = -1766008.555240 nChanged 8 Iteration 56Q (970.872301 sec): 8 clusters Score: Raw -1792297.294723 + Penalty 26285.729360 = -1766011.565363 nChanged 9 Iteration 57Q (971.351826 sec): 8 clusters Score: Raw -1792300.604369 + Penalty 26285.729360 = -1766014.875009 nChanged 10 Iteration 58Q (971.842864 sec): 8 clusters Score: Raw -1792304.956146 + Penalty 26285.729360 = -1766019.226786 nChanged 10 Writing temp clu file Because OldScore, -1766014.875009, is greater than current (better) Score,-1766019.226786 Compute initial score before splitting: Score: Raw -1792304.956146 + Penalty 26285.729360 = -1766019.226786 Trying to split cluster 1 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (971.900030 sec): 2 clusters Score: Raw -105667.600107 + Penalty 2724.791243 = -102942.808863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (972.014363 sec): 3 clusters Score: Raw -105349.205952 + Penalty 5449.582487 = -99899.623465 nChanged 368 SP:Iteration 1F (972.102717 sec): 3 clusters Score: Raw -105779.847786 + Penalty 5449.582487 = -100330.265299 nChanged 100 SP:Iteration 2F (972.226496 sec): 3 clusters Score: Raw -105950.782005 + Penalty 5449.582487 = -100501.199518 nChanged 66 SP:Iteration 3Q (972.313356 sec): 3 clusters Score: Raw -106060.535746 + Penalty 5449.582487 = -100610.953259 nChanged 47 SP:Iteration 4Q (972.427674 sec): 3 clusters Score: Raw -106133.938355 + Penalty 5449.582487 = -100684.355868 nChanged 45 SP:Iteration 5Q (972.519798 sec): 3 clusters Score: Raw -106194.158528 + Penalty 5449.582487 = -100744.576041 nChanged 31 SP:Iteration 6Q (972.622452 sec): 3 clusters Score: Raw -106233.615775 + Penalty 5449.582487 = -100784.033288 nChanged 25 SP:Iteration 7Q (972.723842 sec): 3 clusters Score: Raw -106261.941791 + Penalty 5449.582487 = -100812.359304 nChanged 12 SP:Iteration 8Q (972.826619 sec): 3 clusters Score: Raw -106280.890454 + Penalty 5449.582487 = -100831.307967 nChanged 17 SP:Iteration 9Q (972.914981 sec): 3 clusters Score: Raw -106303.173636 + Penalty 5449.582487 = -100853.591149 nChanged 12 SP:Iteration 10Q (973.017001 sec): 3 clusters Score: Raw -106316.244267 + Penalty 5449.582487 = -100866.661780 nChanged 11 SP:Iteration 11Q (973.109251 sec): 3 clusters Score: Raw -106326.231461 + Penalty 5449.582487 = -100876.648974 nChanged 13 SP:Iteration 12Q (973.218303 sec): 3 clusters Score: Raw -106340.769340 + Penalty 5449.582487 = -100891.186853 nChanged 9 SP:Iteration 13Q (973.306687 sec): 3 clusters Score: Raw -106349.135884 + Penalty 5449.582487 = -100899.553397 nChanged 8 SP:Iteration 14Q (973.410053 sec): 3 clusters Score: Raw -106357.444970 + Penalty 5449.582487 = -100907.862483 nChanged 6 SP:Iteration 15Q (973.519905 sec): 3 clusters Score: Raw -106363.869129 + Penalty 5449.582487 = -100914.286642 nChanged 10 SP:Iteration 16Q (973.617581 sec): 3 clusters Score: Raw -106375.456070 + Penalty 5449.582487 = -100925.873583 nChanged 11 SP:Iteration 17Q (973.738424 sec): 3 clusters Score: Raw -106386.556085 + Penalty 5449.582487 = -100936.973598 nChanged 7 SP:Iteration 18Q (973.846986 sec): 3 clusters Score: Raw -106394.048907 + Penalty 5449.582487 = -100944.466421 nChanged 6 SP:Iteration 19Q (973.933889 sec): 3 clusters Score: Raw -106400.279959 + Penalty 5449.582487 = -100950.697472 nChanged 5 SP:Iteration 20F (974.043147 sec): 3 clusters Score: Raw -106406.796925 + Penalty 5449.582487 = -100957.214439 nChanged 9 SP:Iteration 21Q (974.128641 sec): 3 clusters Score: Raw -106415.069725 + Penalty 5449.582487 = -100965.487239 nChanged 10 SP:Iteration 22Q (974.231744 sec): 3 clusters Score: Raw -106428.150958 + Penalty 5449.582487 = -100978.568471 nChanged 8 SP:Iteration 23Q (974.344094 sec): 3 clusters Score: Raw -106438.000688 + Penalty 5449.582487 = -100988.418201 nChanged 10 SP:Iteration 24Q (974.427673 sec): 3 clusters Score: Raw -106449.774249 + Penalty 5449.582487 = -101000.191762 nChanged 10 SP:Iteration 25Q (974.535721 sec): 3 clusters Score: Raw -106460.902175 + Penalty 5449.582487 = -101011.319688 nChanged 10 SP:Iteration 26Q (974.633762 sec): 3 clusters Score: Raw -106475.039699 + Penalty 5449.582487 = -101025.457212 nChanged 7 SP:Iteration 27Q (974.741457 sec): 3 clusters Score: Raw -106485.164218 + Penalty 5449.582487 = -101035.581731 nChanged 6 SP:Iteration 28Q (974.832172 sec): 3 clusters Score: Raw -106495.504647 + Penalty 5449.582487 = -101045.922160 nChanged 5 SP:Iteration 29Q (974.964061 sec): 3 clusters Score: Raw -106500.149254 + Penalty 5449.582487 = -101050.566767 nChanged 7 SP:Iteration 30Q (975.060314 sec): 3 clusters Score: Raw -106508.398527 + Penalty 5449.582487 = -101058.816041 nChanged 5 SP:Iteration 31Q (975.160993 sec): 3 clusters Score: Raw -106512.383463 + Penalty 5449.582487 = -101062.800976 nChanged 2 SP:Iteration 32Q (975.263128 sec): 3 clusters Score: Raw -106513.722269 + Penalty 5449.582487 = -101064.139783 nChanged 1 SP:Iteration 33Q (975.353006 sec): 3 clusters Score: Raw -106515.094739 + Penalty 5449.582487 = -101065.512252 nChanged 2 SP:Iteration 34Q (975.457819 sec): 3 clusters Score: Raw -106517.032214 + Penalty 5449.582487 = -101067.449728 nChanged 4 SP:Iteration 35Q (975.535553 sec): 3 clusters Score: Raw -106520.773891 + Penalty 5449.582487 = -101071.191405 nChanged 2 SP:Iteration 36Q (975.675552 sec): 3 clusters Score: Raw -106522.993528 + Penalty 5449.582487 = -101073.411041 nChanged 2 SP:Iteration 37Q (975.756425 sec): 3 clusters Score: Raw -106527.553895 + Penalty 5449.582487 = -101077.971408 nChanged 2 SP:Iteration 38Q (975.865380 sec): 3 clusters Score: Raw -106530.786891 + Penalty 5449.582487 = -101081.204404 nChanged 2 SP:Iteration 39Q (975.984358 sec): 3 clusters Score: Raw -106532.841748 + Penalty 5449.582487 = -101083.259261 nChanged 3 SP:Iteration 40F (976.073221 sec): 3 clusters Score: Raw -106535.768004 + Penalty 5449.582487 = -101086.185517 nChanged 3 SP:Iteration 41Q (976.167671 sec): 3 clusters Score: Raw -106540.229889 + Penalty 5449.582487 = -101090.647402 nChanged 3 SP:Iteration 42Q (976.259137 sec): 3 clusters Score: Raw -106544.296475 + Penalty 5449.582487 = -101094.713988 nChanged 2 SP:Iteration 43Q (976.347059 sec): 3 clusters Score: Raw -106546.119035 + Penalty 5449.582487 = -101096.536548 nChanged 1 SP:Iteration 44Q (976.461446 sec): 3 clusters Score: Raw -106547.822980 + Penalty 5449.582487 = -101098.240493 nChanged 1 SP:Iteration 45Q (976.560813 sec): 3 clusters Score: Raw -106550.551459 + Penalty 5449.582487 = -101100.968972 nChanged 4 SP:Iteration 46Q (976.639369 sec): 3 clusters Score: Raw -106557.024212 + Penalty 5449.582487 = -101107.441726 nChanged 4 SP:Iteration 47Q (976.724319 sec): 3 clusters Score: Raw -106563.517385 + Penalty 5449.582487 = -101113.934898 nChanged 8 SP:Iteration 48Q (976.841255 sec): 3 clusters Score: Raw -106577.924730 + Penalty 5449.582487 = -101128.342244 nChanged 6 SP:Iteration 49Q (976.930022 sec): 3 clusters Score: Raw -106583.668312 + Penalty 5449.582487 = -101134.085825 nChanged 2 SP:Iteration 50Q (977.045802 sec): 3 clusters Score: Raw -106586.134882 + Penalty 5449.582487 = -101136.552395 nChanged 1 SP:Iteration 51Q (977.151230 sec): 3 clusters Score: Raw -106587.138392 + Penalty 5449.582487 = -101137.555906 nChanged 1 SP:Iteration 52Q (977.228245 sec): 3 clusters Score: Raw -106587.859039 + Penalty 5449.582487 = -101138.276552 nChanged 0 SP:Iteration 53F (977.345787 sec): 3 clusters Score: Raw -106587.859039 + Penalty 5449.582487 = -101138.276552 nChanged 0 Trying to split cluster 2 (1963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (977.416841 sec): 2 clusters Score: Raw -137334.326676 + Penalty 2809.215916 = -134525.110759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (977.505430 sec): 3 clusters Score: Raw -136736.995695 + Penalty 5618.431833 = -131118.563862 nChanged 540 SP:Iteration 1F (977.627916 sec): 3 clusters Score: Raw -137212.924417 + Penalty 5618.431833 = -131594.492584 nChanged 140 SP:Iteration 2F (977.701037 sec): 3 clusters Score: Raw -137399.229069 + Penalty 5618.431833 = -131780.797236 nChanged 69 SP:Iteration 3Q (977.802670 sec): 3 clusters Score: Raw -137477.352562 + Penalty 5618.431833 = -131858.920729 nChanged 45 SP:Iteration 4Q (977.932648 sec): 3 clusters Score: Raw -137527.040669 + Penalty 5618.431833 = -131908.608836 nChanged 42 SP:Iteration 5Q (978.032825 sec): 3 clusters Score: Raw -137576.378516 + Penalty 5618.431833 = -131957.946683 nChanged 38 SP:Iteration 6Q (978.134584 sec): 3 clusters Score: Raw -137619.270842 + Penalty 5618.431833 = -132000.839009 nChanged 24 SP:Iteration 7Q (978.236786 sec): 3 clusters Score: Raw -137642.875670 + Penalty 5618.431833 = -132024.443837 nChanged 20 SP:Iteration 8Q (978.344910 sec): 3 clusters Score: Raw -137663.321838 + Penalty 5618.431833 = -132044.890005 nChanged 16 SP:Iteration 9Q (978.471815 sec): 3 clusters Score: Raw -137681.419171 + Penalty 5618.431833 = -132062.987338 nChanged 9 SP:Iteration 10Q (978.546912 sec): 3 clusters Score: Raw -137694.011871 + Penalty 5618.431833 = -132075.580038 nChanged 12 SP:Iteration 11Q (978.650265 sec): 3 clusters Score: Raw -137708.228488 + Penalty 5618.431833 = -132089.796655 nChanged 11 SP:Iteration 12Q (978.764158 sec): 3 clusters Score: Raw -137719.800559 + Penalty 5618.431833 = -132101.368726 nChanged 9 SP:Iteration 13Q (978.876358 sec): 3 clusters Score: Raw -137728.113053 + Penalty 5618.431833 = -132109.681220 nChanged 5 SP:Iteration 14Q (978.992378 sec): 3 clusters Score: Raw -137731.485563 + Penalty 5618.431833 = -132113.053730 nChanged 6 SP:Iteration 15Q (979.089162 sec): 3 clusters Score: Raw -137736.673319 + Penalty 5618.431833 = -132118.241486 nChanged 8 SP:Iteration 16Q (979.189040 sec): 3 clusters Score: Raw -137744.798860 + Penalty 5618.431833 = -132126.367027 nChanged 6 SP:Iteration 17Q (979.285617 sec): 3 clusters Score: Raw -137750.410716 + Penalty 5618.431833 = -132131.978883 nChanged 6 SP:Iteration 18Q (979.391556 sec): 3 clusters Score: Raw -137757.335639 + Penalty 5618.431833 = -132138.903806 nChanged 5 SP:Iteration 19Q (979.515575 sec): 3 clusters Score: Raw -137760.405351 + Penalty 5618.431833 = -132141.973518 nChanged 4 SP:Iteration 20F (979.598175 sec): 3 clusters Score: Raw -137762.790623 + Penalty 5618.431833 = -132144.358790 nChanged 3 SP:Iteration 21Q (979.725631 sec): 3 clusters Score: Raw -137766.665925 + Penalty 5618.431833 = -132148.234092 nChanged 1 SP:Iteration 22Q (979.818494 sec): 3 clusters Score: Raw -137767.272141 + Penalty 5618.431833 = -132148.840308 nChanged 1 SP:Iteration 23Q (979.911096 sec): 3 clusters Score: Raw -137768.942175 + Penalty 5618.431833 = -132150.510343 nChanged 1 SP:Iteration 24Q (980.039652 sec): 3 clusters Score: Raw -137770.377009 + Penalty 5618.431833 = -132151.945176 nChanged 0 SP:Iteration 25F (980.124211 sec): 3 clusters Score: Raw -137770.377009 + Penalty 5618.431833 = -132151.945176 nChanged 0 Trying to split cluster 3 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.183909 sec): 2 clusters Score: Raw -53855.446345 + Penalty 2585.428192 = -51270.018153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (980.279253 sec): 3 clusters Score: Raw -53929.623742 + Penalty 5170.856383 = -48758.767358 nChanged 268 SP:Iteration 1F (980.394369 sec): 3 clusters Score: Raw -54777.434990 + Penalty 5170.856383 = -49606.578607 nChanged 128 SP:Iteration 2F (980.492525 sec): 3 clusters Score: Raw -55125.417530 + Penalty 5170.856383 = -49954.561147 nChanged 63 SP:Iteration 3F (980.604461 sec): 3 clusters Score: Raw -55298.097972 + Penalty 5170.856383 = -50127.241588 nChanged 45 SP:Iteration 4Q (980.689052 sec): 3 clusters Score: Raw -55403.914013 + Penalty 5170.856383 = -50233.057629 nChanged 16 SP:Iteration 5Q (980.787353 sec): 3 clusters Score: Raw -55457.106473 + Penalty 5170.856383 = -50286.250090 nChanged 14 SP:Iteration 6Q (980.885797 sec): 3 clusters Score: Raw -55504.758351 + Penalty 5170.856383 = -50333.901967 nChanged 10 SP:Iteration 7Q (980.973994 sec): 3 clusters Score: Raw -55540.727655 + Penalty 5170.856383 = -50369.871271 nChanged 10 SP:Iteration 8Q (981.094202 sec): 3 clusters Score: Raw -55572.043496 + Penalty 5170.856383 = -50401.187112 nChanged 7 SP:Iteration 9Q (981.181839 sec): 3 clusters Score: Raw -55592.908574 + Penalty 5170.856383 = -50422.052191 nChanged 6 SP:Iteration 10Q (981.264345 sec): 3 clusters Score: Raw -55603.787369 + Penalty 5170.856383 = -50432.930986 nChanged 0 SP:Iteration 11F (981.371477 sec): 3 clusters Score: Raw -55603.787369 + Penalty 5170.856383 = -50432.930986 nChanged 0 Trying to split cluster 4 (4631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.445600 sec): 2 clusters Score: Raw -350941.151125 + Penalty 3127.215663 = -347813.935461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.566072 sec): 3 clusters Score: Raw -348949.959212 + Penalty 6254.431327 = -342695.527885 nChanged 1593 SP:Iteration 1F (981.664035 sec): 3 clusters Score: Raw -349977.433306 + Penalty 6254.431327 = -343723.001979 nChanged 383 SP:Iteration 2F (981.789333 sec): 3 clusters Score: Raw -350248.171868 + Penalty 6254.431327 = -343993.740541 nChanged 220 SP:Iteration 3Q (981.917452 sec): 3 clusters Score: Raw -350400.173494 + Penalty 6254.431327 = -344145.742167 nChanged 168 SP:Iteration 4Q (982.019124 sec): 3 clusters Score: Raw -350511.984590 + Penalty 6254.431327 = -344257.553263 nChanged 119 SP:Iteration 5Q (982.135862 sec): 3 clusters Score: Raw -350589.416920 + Penalty 6254.431327 = -344334.985594 nChanged 101 SP:Iteration 6Q (982.247577 sec): 3 clusters Score: Raw -350662.914755 + Penalty 6254.431327 = -344408.483429 nChanged 117 SP:Iteration 7Q (982.368519 sec): 3 clusters Score: Raw -350739.308392 + Penalty 6254.431327 = -344484.877065 nChanged 82 SP:Iteration 8Q (982.474983 sec): 3 clusters Score: Raw -350786.907143 + Penalty 6254.431327 = -344532.475817 nChanged 66 SP:Iteration 9Q (982.591500 sec): 3 clusters Score: Raw -350827.309275 + Penalty 6254.431327 = -344572.877948 nChanged 62 SP:Iteration 10Q (982.690173 sec): 3 clusters Score: Raw -350868.107500 + Penalty 6254.431327 = -344613.676173 nChanged 65 SP:Iteration 11Q (982.829947 sec): 3 clusters Score: Raw -350912.751051 + Penalty 6254.431327 = -344658.319724 nChanged 71 SP:Iteration 12Q (982.910407 sec): 3 clusters Score: Raw -350958.547246 + Penalty 6254.431327 = -344704.115919 nChanged 64 SP:Iteration 13Q (983.048035 sec): 3 clusters Score: Raw -351008.299525 + Penalty 6254.431327 = -344753.868198 nChanged 81 SP:Iteration 14Q (983.156684 sec): 3 clusters Score: Raw -351068.175623 + Penalty 6254.431327 = -344813.744296 nChanged 93 SP:Iteration 15Q (983.246210 sec): 3 clusters Score: Raw -351139.041114 + Penalty 6254.431327 = -344884.609787 nChanged 83 SP:Iteration 16Q (983.371888 sec): 3 clusters Score: Raw -351199.484971 + Penalty 6254.431327 = -344945.053644 nChanged 82 SP:Iteration 17Q (983.477452 sec): 3 clusters Score: Raw -351260.238950 + Penalty 6254.431327 = -345005.807623 nChanged 86 SP:Iteration 18Q (983.591016 sec): 3 clusters Score: Raw -351324.432093 + Penalty 6254.431327 = -345070.000766 nChanged 76 SP:Iteration 19Q (983.720238 sec): 3 clusters Score: Raw -351381.972245 + Penalty 6254.431327 = -345127.540918 nChanged 76 SP:Iteration 20F (983.825622 sec): 3 clusters Score: Raw -351439.917733 + Penalty 6254.431327 = -345185.486406 nChanged 69 SP:Iteration 21Q (983.924537 sec): 3 clusters Score: Raw -351491.586803 + Penalty 6254.431327 = -345237.155476 nChanged 69 SP:Iteration 22Q (984.055131 sec): 3 clusters Score: Raw -351548.189181 + Penalty 6254.431327 = -345293.757854 nChanged 77 SP:Iteration 23Q (984.163839 sec): 3 clusters Score: Raw -351614.197432 + Penalty 6254.431327 = -345359.766105 nChanged 75 SP:Iteration 24Q (984.284304 sec): 3 clusters Score: Raw -351684.264041 + Penalty 6254.431327 = -345429.832714 nChanged 77 SP:Iteration 25Q (984.378978 sec): 3 clusters Score: Raw -351749.157648 + Penalty 6254.431327 = -345494.726321 nChanged 72 SP:Iteration 26Q (984.517565 sec): 3 clusters Score: Raw -351803.366236 + Penalty 6254.431327 = -345548.934909 nChanged 50 SP:Iteration 27Q (984.641437 sec): 3 clusters Score: Raw -351844.947737 + Penalty 6254.431327 = -345590.516410 nChanged 39 SP:Iteration 28Q (984.756377 sec): 3 clusters Score: Raw -351872.811397 + Penalty 6254.431327 = -345618.380070 nChanged 33 SP:Iteration 29Q (984.864858 sec): 3 clusters Score: Raw -351892.903207 + Penalty 6254.431327 = -345638.471880 nChanged 24 SP:Iteration 30Q (984.986885 sec): 3 clusters Score: Raw -351908.275678 + Penalty 6254.431327 = -345653.844351 nChanged 22 SP:Iteration 31Q (985.113376 sec): 3 clusters Score: Raw -351921.716921 + Penalty 6254.431327 = -345667.285594 nChanged 12 SP:Iteration 32Q (985.210613 sec): 3 clusters Score: Raw -351929.814728 + Penalty 6254.431327 = -345675.383401 nChanged 19 SP:Iteration 33Q (985.327188 sec): 3 clusters Score: Raw -351944.089888 + Penalty 6254.431327 = -345689.658561 nChanged 18 SP:Iteration 34Q (985.448825 sec): 3 clusters Score: Raw -351954.439095 + Penalty 6254.431327 = -345700.007768 nChanged 11 SP:Iteration 35Q (985.575696 sec): 3 clusters Score: Raw -351960.085811 + Penalty 6254.431327 = -345705.654484 nChanged 5 SP:Iteration 36Q (985.684478 sec): 3 clusters Score: Raw -351963.260606 + Penalty 6254.431327 = -345708.829279 nChanged 7 SP:Iteration 37Q (985.802501 sec): 3 clusters Score: Raw -351966.631841 + Penalty 6254.431327 = -345712.200514 nChanged 6 SP:Iteration 38Q (985.923498 sec): 3 clusters Score: Raw -351969.558913 + Penalty 6254.431327 = -345715.127586 nChanged 5 SP:Iteration 39Q (986.046848 sec): 3 clusters Score: Raw -351971.799641 + Penalty 6254.431327 = -345717.368314 nChanged 3 SP:Iteration 40F (986.150571 sec): 3 clusters Score: Raw -351973.665144 + Penalty 6254.431327 = -345719.233817 nChanged 6 SP:Iteration 41Q (986.279476 sec): 3 clusters Score: Raw -351978.138588 + Penalty 6254.431327 = -345723.707261 nChanged 9 SP:Iteration 42Q (986.404027 sec): 3 clusters Score: Raw -351982.928872 + Penalty 6254.431327 = -345728.497545 nChanged 2 SP:Iteration 43Q (986.508119 sec): 3 clusters Score: Raw -351983.835939 + Penalty 6254.431327 = -345729.404612 nChanged 3 SP:Iteration 44Q (986.623132 sec): 3 clusters Score: Raw -351985.158272 + Penalty 6254.431327 = -345730.726945 nChanged 2 SP:Iteration 45Q (986.769919 sec): 3 clusters Score: Raw -351986.088934 + Penalty 6254.431327 = -345731.657607 nChanged 1 SP:Iteration 46Q (986.872856 sec): 3 clusters Score: Raw -351986.629465 + Penalty 6254.431327 = -345732.198138 nChanged 2 SP:Iteration 47Q (987.011718 sec): 3 clusters Score: Raw -351988.355946 + Penalty 6254.431327 = -345733.924619 nChanged 3 SP:Iteration 48Q (987.105757 sec): 3 clusters Score: Raw -351989.411513 + Penalty 6254.431327 = -345734.980186 nChanged 0 SP:Iteration 49F (987.225987 sec): 3 clusters Score: Raw -351989.411513 + Penalty 6254.431327 = -345734.980186 nChanged 0 Trying to split cluster 6 (2595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (987.310652 sec): 2 clusters Score: Raw -193075.070878 + Penalty 2912.627135 = -190162.443743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (987.415214 sec): 3 clusters Score: Raw -192178.078383 + Penalty 5825.254271 = -186352.824113 nChanged 766 SP:Iteration 1F (987.538032 sec): 3 clusters Score: Raw -192805.719649 + Penalty 5825.254271 = -186980.465379 nChanged 201 SP:Iteration 2F (987.657702 sec): 3 clusters Score: Raw -193023.887953 + Penalty 5825.254271 = -187198.633682 nChanged 119 SP:Iteration 3Q (987.767786 sec): 3 clusters Score: Raw -193151.995922 + Penalty 5825.254271 = -187326.741651 nChanged 92 SP:Iteration 4Q (987.874181 sec): 3 clusters Score: Raw -193256.979434 + Penalty 5825.254271 = -187431.725164 nChanged 81 SP:Iteration 5Q (987.973026 sec): 3 clusters Score: Raw -193341.956070 + Penalty 5825.254271 = -187516.701800 nChanged 79 SP:Iteration 6Q (988.124617 sec): 3 clusters Score: Raw -193443.432837 + Penalty 5825.254271 = -187618.178566 nChanged 71 SP:Iteration 7Q (988.222228 sec): 3 clusters Score: Raw -193540.639728 + Penalty 5825.254271 = -187715.385458 nChanged 79 SP:Iteration 8Q (988.320558 sec): 3 clusters Score: Raw -193629.874545 + Penalty 5825.254271 = -187804.620274 nChanged 62 SP:Iteration 9Q (988.447377 sec): 3 clusters Score: Raw -193703.394488 + Penalty 5825.254271 = -187878.140218 nChanged 56 SP:Iteration 10Q (988.542604 sec): 3 clusters Score: Raw -193767.863569 + Penalty 5825.254271 = -187942.609298 nChanged 63 SP:Iteration 11Q (988.660533 sec): 3 clusters Score: Raw -193850.702801 + Penalty 5825.254271 = -188025.448531 nChanged 63 SP:Iteration 12Q (988.773100 sec): 3 clusters Score: Raw -193938.928356 + Penalty 5825.254271 = -188113.674085 nChanged 57 SP:Iteration 13Q (988.874695 sec): 3 clusters Score: Raw -194021.983791 + Penalty 5825.254271 = -188196.729521 nChanged 67 SP:Iteration 14Q (988.992263 sec): 3 clusters Score: Raw -194126.638003 + Penalty 5825.254271 = -188301.383732 nChanged 69 SP:Iteration 15Q (989.092507 sec): 3 clusters Score: Raw -194220.044914 + Penalty 5825.254271 = -188394.790643 nChanged 61 SP:Iteration 16Q (989.206327 sec): 3 clusters Score: Raw -194315.195985 + Penalty 5825.254271 = -188489.941715 nChanged 44 SP:Iteration 17Q (989.298559 sec): 3 clusters Score: Raw -194364.928268 + Penalty 5825.254271 = -188539.673997 nChanged 34 SP:Iteration 18Q (989.392467 sec): 3 clusters Score: Raw -194402.811599 + Penalty 5825.254271 = -188577.557329 nChanged 37 SP:Iteration 19Q (989.510885 sec): 3 clusters Score: Raw -194440.524398 + Penalty 5825.254271 = -188615.270128 nChanged 33 SP:Iteration 20F (989.618981 sec): 3 clusters Score: Raw -194482.600027 + Penalty 5825.254271 = -188657.345757 nChanged 31 SP:Iteration 21Q (989.746197 sec): 3 clusters Score: Raw -194521.185914 + Penalty 5825.254271 = -188695.931644 nChanged 30 SP:Iteration 22Q (989.840693 sec): 3 clusters Score: Raw -194554.215207 + Penalty 5825.254271 = -188728.960937 nChanged 24 SP:Iteration 23Q (989.951127 sec): 3 clusters Score: Raw -194581.631171 + Penalty 5825.254271 = -188756.376900 nChanged 16 SP:Iteration 24Q (990.074787 sec): 3 clusters Score: Raw -194598.229463 + Penalty 5825.254271 = -188772.975192 nChanged 17 SP:Iteration 25Q (990.168410 sec): 3 clusters Score: Raw -194624.015343 + Penalty 5825.254271 = -188798.761072 nChanged 18 SP:Iteration 26Q (990.273437 sec): 3 clusters Score: Raw -194648.594148 + Penalty 5825.254271 = -188823.339877 nChanged 19 SP:Iteration 27Q (990.381250 sec): 3 clusters Score: Raw -194669.078115 + Penalty 5825.254271 = -188843.823844 nChanged 13 SP:Iteration 28Q (990.489898 sec): 3 clusters Score: Raw -194682.511324 + Penalty 5825.254271 = -188857.257054 nChanged 7 SP:Iteration 29Q (990.605088 sec): 3 clusters Score: Raw -194688.794599 + Penalty 5825.254271 = -188863.540329 nChanged 6 SP:Iteration 30Q (990.714704 sec): 3 clusters Score: Raw -194693.472625 + Penalty 5825.254271 = -188868.218354 nChanged 3 SP:Iteration 31Q (990.831547 sec): 3 clusters Score: Raw -194697.047963 + Penalty 5825.254271 = -188871.793693 nChanged 2 SP:Iteration 32Q (990.959815 sec): 3 clusters Score: Raw -194697.666481 + Penalty 5825.254271 = -188872.412210 nChanged 0 SP:Iteration 33F (991.080421 sec): 3 clusters Score: Raw -194697.666481 + Penalty 5825.254271 = -188872.412210 nChanged 0 Trying to split cluster 8 (5283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.144253 sec): 2 clusters Score: Raw -349355.306287 + Penalty 3176.018402 = -346179.287885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.281728 sec): 3 clusters Score: Raw -346998.361445 + Penalty 6352.036803 = -340646.324642 nChanged 1960 SP:Iteration 1F (991.392510 sec): 3 clusters Score: Raw -348229.637114 + Penalty 6352.036803 = -341877.600310 nChanged 448 SP:Iteration 2F (991.513304 sec): 3 clusters Score: Raw -348558.388492 + Penalty 6352.036803 = -342206.351688 nChanged 300 SP:Iteration 3F (991.629386 sec): 3 clusters Score: Raw -348751.873939 + Penalty 6352.036803 = -342399.837136 nChanged 217 SP:Iteration 4Q (991.761186 sec): 3 clusters Score: Raw -348916.312905 + Penalty 6352.036803 = -342564.276102 nChanged 204 SP:Iteration 5Q (991.886048 sec): 3 clusters Score: Raw -349090.615194 + Penalty 6352.036803 = -342738.578391 nChanged 176 SP:Iteration 6Q (991.998342 sec): 3 clusters Score: Raw -349229.305614 + Penalty 6352.036803 = -342877.268811 nChanged 170 SP:Iteration 7Q (992.105267 sec): 3 clusters Score: Raw -349372.720163 + Penalty 6352.036803 = -343020.683360 nChanged 163 SP:Iteration 8Q (992.222660 sec): 3 clusters Score: Raw -349518.881538 + Penalty 6352.036803 = -343166.844735 nChanged 167 SP:Iteration 9Q (992.356838 sec): 3 clusters Score: Raw -349661.003721 + Penalty 6352.036803 = -343308.966918 nChanged 173 SP:Iteration 10Q (992.480887 sec): 3 clusters Score: Raw -349805.689290 + Penalty 6352.036803 = -343453.652486 nChanged 139 SP:Iteration 11Q (992.598045 sec): 3 clusters Score: Raw -349924.921349 + Penalty 6352.036803 = -343572.884545 nChanged 143 SP:Iteration 12Q (992.723463 sec): 3 clusters Score: Raw -350017.699817 + Penalty 6352.036803 = -343665.663014 nChanged 98 SP:Iteration 13Q (992.856156 sec): 3 clusters Score: Raw -350075.224225 + Penalty 6352.036803 = -343723.187422 nChanged 92 SP:Iteration 14Q (992.962146 sec): 3 clusters Score: Raw -350126.596209 + Penalty 6352.036803 = -343774.559406 nChanged 75 SP:Iteration 15Q (993.079947 sec): 3 clusters Score: Raw -350173.143701 + Penalty 6352.036803 = -343821.106897 nChanged 67 SP:Iteration 16Q (993.194847 sec): 3 clusters Score: Raw -350217.383833 + Penalty 6352.036803 = -343865.347030 nChanged 80 SP:Iteration 17Q (993.327360 sec): 3 clusters Score: Raw -350269.923919 + Penalty 6352.036803 = -343917.887116 nChanged 66 SP:Iteration 18Q (993.440431 sec): 3 clusters Score: Raw -350304.007129 + Penalty 6352.036803 = -343951.970325 nChanged 50 SP:Iteration 19Q (993.577138 sec): 3 clusters Score: Raw -350329.490113 + Penalty 6352.036803 = -343977.453310 nChanged 43 SP:Iteration 20F (993.692794 sec): 3 clusters Score: Raw -350353.477878 + Penalty 6352.036803 = -344001.441075 nChanged 44 SP:Iteration 21Q (993.798463 sec): 3 clusters Score: Raw -350373.745296 + Penalty 6352.036803 = -344021.708493 nChanged 26 SP:Iteration 22Q (993.917520 sec): 3 clusters Score: Raw -350389.400843 + Penalty 6352.036803 = -344037.364040 nChanged 44 SP:Iteration 23Q (994.043601 sec): 3 clusters Score: Raw -350414.706323 + Penalty 6352.036803 = -344062.669520 nChanged 36 SP:Iteration 24Q (994.150191 sec): 3 clusters Score: Raw -350432.487548 + Penalty 6352.036803 = -344080.450744 nChanged 33 SP:Iteration 25Q (994.261655 sec): 3 clusters Score: Raw -350452.979217 + Penalty 6352.036803 = -344100.942414 nChanged 47 SP:Iteration 26Q (994.387282 sec): 3 clusters Score: Raw -350476.367909 + Penalty 6352.036803 = -344124.331105 nChanged 35 SP:Iteration 27Q (994.517827 sec): 3 clusters Score: Raw -350491.428755 + Penalty 6352.036803 = -344139.391952 nChanged 35 SP:Iteration 28Q (994.638365 sec): 3 clusters Score: Raw -350507.547071 + Penalty 6352.036803 = -344155.510267 nChanged 36 SP:Iteration 29Q (994.758602 sec): 3 clusters Score: Raw -350522.682366 + Penalty 6352.036803 = -344170.645563 nChanged 31 SP:Iteration 30Q (994.874694 sec): 3 clusters Score: Raw -350537.475583 + Penalty 6352.036803 = -344185.438779 nChanged 40 SP:Iteration 31Q (994.993651 sec): 3 clusters Score: Raw -350557.524405 + Penalty 6352.036803 = -344205.487602 nChanged 22 SP:Iteration 32Q (995.117697 sec): 3 clusters Score: Raw -350567.545660 + Penalty 6352.036803 = -344215.508856 nChanged 27 SP:Iteration 33Q (995.258082 sec): 3 clusters Score: Raw -350577.802056 + Penalty 6352.036803 = -344225.765253 nChanged 21 SP:Iteration 34Q (995.379610 sec): 3 clusters Score: Raw -350585.748830 + Penalty 6352.036803 = -344233.712026 nChanged 12 SP:Iteration 35Q (995.485279 sec): 3 clusters Score: Raw -350590.197807 + Penalty 6352.036803 = -344238.161004 nChanged 12 SP:Iteration 36Q (995.618806 sec): 3 clusters Score: Raw -350594.753956 + Penalty 6352.036803 = -344242.717152 nChanged 8 SP:Iteration 37Q (995.731855 sec): 3 clusters Score: Raw -350596.744164 + Penalty 6352.036803 = -344244.707361 nChanged 5 SP:Iteration 38Q (995.883036 sec): 3 clusters Score: Raw -350598.355791 + Penalty 6352.036803 = -344246.318988 nChanged 3 SP:Iteration 39Q (995.988527 sec): 3 clusters Score: Raw -350599.674070 + Penalty 6352.036803 = -344247.637267 nChanged 7 SP:Iteration 40F (996.114206 sec): 3 clusters Score: Raw -350602.870609 + Penalty 6352.036803 = -344250.833805 nChanged 10 SP:Iteration 41Q (996.227607 sec): 3 clusters Score: Raw -350606.469624 + Penalty 6352.036803 = -344254.432821 nChanged 12 SP:Iteration 42Q (996.347709 sec): 3 clusters Score: Raw -350610.937449 + Penalty 6352.036803 = -344258.900645 nChanged 10 SP:Iteration 43Q (996.474139 sec): 3 clusters Score: Raw -350614.759783 + Penalty 6352.036803 = -344262.722980 nChanged 4 SP:Iteration 44Q (996.582360 sec): 3 clusters Score: Raw -350616.957359 + Penalty 6352.036803 = -344264.920555 nChanged 9 SP:Iteration 45Q (996.716708 sec): 3 clusters Score: Raw -350620.496817 + Penalty 6352.036803 = -344268.460013 nChanged 10 SP:Iteration 46Q (996.820761 sec): 3 clusters Score: Raw -350625.325729 + Penalty 6352.036803 = -344273.288925 nChanged 8 SP:Iteration 47Q (996.931763 sec): 3 clusters Score: Raw -350627.727484 + Penalty 6352.036803 = -344275.690681 nChanged 8 SP:Iteration 48Q (997.062216 sec): 3 clusters Score: Raw -350630.159021 + Penalty 6352.036803 = -344278.122218 nChanged 3 SP:Iteration 49Q (997.182811 sec): 3 clusters Score: Raw -350630.955298 + Penalty 6352.036803 = -344278.918495 nChanged 3 SP:Iteration 50Q (997.287458 sec): 3 clusters Score: Raw -350631.947766 + Penalty 6352.036803 = -344279.910963 nChanged 6 SP:Iteration 51Q (997.425314 sec): 3 clusters Score: Raw -350635.537213 + Penalty 6352.036803 = -344283.500410 nChanged 7 SP:Iteration 52Q (997.529839 sec): 3 clusters Score: Raw -350638.479645 + Penalty 6352.036803 = -344286.442842 nChanged 5 SP:Iteration 53Q (997.653367 sec): 3 clusters Score: Raw -350640.920303 + Penalty 6352.036803 = -344288.883500 nChanged 5 SP:Iteration 54Q (997.764975 sec): 3 clusters Score: Raw -350642.753896 + Penalty 6352.036803 = -344290.717093 nChanged 3 SP:Iteration 55Q (997.883991 sec): 3 clusters Score: Raw -350643.654302 + Penalty 6352.036803 = -344291.617498 nChanged 1 SP:Iteration 56Q (998.012174 sec): 3 clusters Score: Raw -350643.996362 + Penalty 6352.036803 = -344291.959559 nChanged 1 SP:Iteration 57Q (998.145867 sec): 3 clusters Score: Raw -350644.144618 + Penalty 6352.036803 = -344292.107814 nChanged 0 SP:Iteration 58F (998.255618 sec): 3 clusters Score: Raw -350644.144618 + Penalty 6352.036803 = -344292.107814 nChanged 0 Trying to split cluster 9 (8099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (998.326716 sec): 2 clusters Score: Raw -646093.892518 + Penalty 3334.313222 = -642759.579296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (998.452139 sec): 3 clusters Score: Raw -642186.388691 + Penalty 6668.626444 = -635517.762247 nChanged 3076 SP:Iteration 1F (998.604326 sec): 3 clusters Score: Raw -643970.847972 + Penalty 6668.626444 = -637302.221528 nChanged 618 SP:Iteration 2F (998.714384 sec): 3 clusters Score: Raw -644327.137026 + Penalty 6668.626444 = -637658.510581 nChanged 421 SP:Iteration 3F (998.857697 sec): 3 clusters Score: Raw -644575.230258 + Penalty 6668.626444 = -637906.603814 nChanged 314 SP:Iteration 4Q (998.995846 sec): 3 clusters Score: Raw -644778.511030 + Penalty 6668.626444 = -638109.884586 nChanged 295 SP:Iteration 5Q (999.120494 sec): 3 clusters Score: Raw -644960.169189 + Penalty 6668.626444 = -638291.542744 nChanged 239 SP:Iteration 6Q (999.264668 sec): 3 clusters Score: Raw -645115.391650 + Penalty 6668.626444 = -638446.765205 nChanged 244 SP:Iteration 7Q (999.375002 sec): 3 clusters Score: Raw -645279.884521 + Penalty 6668.626444 = -638611.258077 nChanged 246 SP:Iteration 8Q (999.527832 sec): 3 clusters Score: Raw -645429.465269 + Penalty 6668.626444 = -638760.838825 nChanged 219 SP:Iteration 9Q (999.653037 sec): 3 clusters Score: Raw -645552.976380 + Penalty 6668.626444 = -638884.349936 nChanged 193 SP:Iteration 10Q (999.792724 sec): 3 clusters Score: Raw -645655.146802 + Penalty 6668.626444 = -638986.520358 nChanged 155 SP:Iteration 11Q (999.935555 sec): 3 clusters Score: Raw -645732.489959 + Penalty 6668.626444 = -639063.863515 nChanged 126 SP:Iteration 12Q (1000.041344 sec): 3 clusters Score: Raw -645790.544994 + Penalty 6668.626444 = -639121.918549 nChanged 111 SP:Iteration 13Q (1000.189549 sec): 3 clusters Score: Raw -645841.458469 + Penalty 6668.626444 = -639172.832025 nChanged 100 SP:Iteration 14Q (1000.308363 sec): 3 clusters Score: Raw -645888.578026 + Penalty 6668.626444 = -639219.951582 nChanged 91 SP:Iteration 15Q (1000.420409 sec): 3 clusters Score: Raw -645927.933720 + Penalty 6668.626444 = -639259.307275 nChanged 90 SP:Iteration 16Q (1000.566302 sec): 3 clusters Score: Raw -645966.036084 + Penalty 6668.626444 = -639297.409639 nChanged 82 SP:Iteration 17Q (1000.701008 sec): 3 clusters Score: Raw -645995.711927 + Penalty 6668.626444 = -639327.085482 nChanged 58 SP:Iteration 18Q (1000.817573 sec): 3 clusters Score: Raw -646017.433716 + Penalty 6668.626444 = -639348.807272 nChanged 55 SP:Iteration 19Q (1000.943610 sec): 3 clusters Score: Raw -646036.563688 + Penalty 6668.626444 = -639367.937243 nChanged 42 SP:Iteration 20F (1001.080064 sec): 3 clusters Score: Raw -646051.633774 + Penalty 6668.626444 = -639383.007329 nChanged 31 SP:Iteration 21Q (1001.207447 sec): 3 clusters Score: Raw -646061.093017 + Penalty 6668.626444 = -639392.466572 nChanged 16 SP:Iteration 22Q (1001.349262 sec): 3 clusters Score: Raw -646066.408276 + Penalty 6668.626444 = -639397.781832 nChanged 19 SP:Iteration 23Q (1001.493812 sec): 3 clusters Score: Raw -646072.004275 + Penalty 6668.626444 = -639403.377831 nChanged 24 SP:Iteration 24Q (1001.607129 sec): 3 clusters Score: Raw -646081.234415 + Penalty 6668.626444 = -639412.607971 nChanged 34 SP:Iteration 25Q (1001.736510 sec): 3 clusters Score: Raw -646093.191467 + Penalty 6668.626444 = -639424.565022 nChanged 32 SP:Iteration 26Q (1001.870223 sec): 3 clusters Score: Raw -646102.658413 + Penalty 6668.626444 = -639434.031969 nChanged 18 SP:Iteration 27Q (1002.013635 sec): 3 clusters Score: Raw -646107.921452 + Penalty 6668.626444 = -639439.295007 nChanged 16 SP:Iteration 28Q (1002.141919 sec): 3 clusters Score: Raw -646112.952900 + Penalty 6668.626444 = -639444.326455 nChanged 14 SP:Iteration 29Q (1002.260866 sec): 3 clusters Score: Raw -646117.393286 + Penalty 6668.626444 = -639448.766842 nChanged 16 SP:Iteration 30Q (1002.407952 sec): 3 clusters Score: Raw -646122.240329 + Penalty 6668.626444 = -639453.613884 nChanged 14 SP:Iteration 31Q (1002.549978 sec): 3 clusters Score: Raw -646125.919778 + Penalty 6668.626444 = -639457.293334 nChanged 9 SP:Iteration 32Q (1002.652436 sec): 3 clusters Score: Raw -646128.491436 + Penalty 6668.626444 = -639459.864991 nChanged 11 SP:Iteration 33Q (1002.788974 sec): 3 clusters Score: Raw -646131.647035 + Penalty 6668.626444 = -639463.020591 nChanged 13 SP:Iteration 34Q (1002.908388 sec): 3 clusters Score: Raw -646135.887451 + Penalty 6668.626444 = -639467.261007 nChanged 15 SP:Iteration 35Q (1003.023641 sec): 3 clusters Score: Raw -646141.531515 + Penalty 6668.626444 = -639472.905071 nChanged 13 SP:Iteration 36Q (1003.142338 sec): 3 clusters Score: Raw -646146.122499 + Penalty 6668.626444 = -639477.496055 nChanged 11 SP:Iteration 37Q (1003.271089 sec): 3 clusters Score: Raw -646150.416549 + Penalty 6668.626444 = -639481.790105 nChanged 11 SP:Iteration 38Q (1003.403419 sec): 3 clusters Score: Raw -646154.878523 + Penalty 6668.626444 = -639486.252078 nChanged 19 SP:Iteration 39Q (1003.530169 sec): 3 clusters Score: Raw -646161.584323 + Penalty 6668.626444 = -639492.957879 nChanged 18 SP:Iteration 40F (1003.693289 sec): 3 clusters Score: Raw -646168.433582 + Penalty 6668.626444 = -639499.807138 nChanged 25 SP:Iteration 41Q (1003.818302 sec): 3 clusters Score: Raw -646177.329980 + Penalty 6668.626444 = -639508.703536 nChanged 16 SP:Iteration 42Q (1003.956902 sec): 3 clusters Score: Raw -646183.785945 + Penalty 6668.626444 = -639515.159500 nChanged 13 SP:Iteration 43Q (1004.077641 sec): 3 clusters Score: Raw -646187.981802 + Penalty 6668.626444 = -639519.355358 nChanged 10 SP:Iteration 44Q (1004.214106 sec): 3 clusters Score: Raw -646191.201471 + Penalty 6668.626444 = -639522.575026 nChanged 8 SP:Iteration 45Q (1004.335454 sec): 3 clusters Score: Raw -646192.880414 + Penalty 6668.626444 = -639524.253970 nChanged 10 SP:Iteration 46Q (1004.458450 sec): 3 clusters Score: Raw -646195.626403 + Penalty 6668.626444 = -639526.999958 nChanged 8 SP:Iteration 47Q (1004.607943 sec): 3 clusters Score: Raw -646198.383203 + Penalty 6668.626444 = -639529.756759 nChanged 8 SP:Iteration 48Q (1004.734994 sec): 3 clusters Score: Raw -646200.418095 + Penalty 6668.626444 = -639531.791651 nChanged 7 SP:Iteration 49Q (1004.862165 sec): 3 clusters Score: Raw -646202.359834 + Penalty 6668.626444 = -639533.733390 nChanged 6 SP:Iteration 50Q (1004.988484 sec): 3 clusters Score: Raw -646204.597195 + Penalty 6668.626444 = -639535.970751 nChanged 6 SP:Iteration 51Q (1005.093091 sec): 3 clusters Score: Raw -646206.044668 + Penalty 6668.626444 = -639537.418224 nChanged 7 SP:Iteration 52Q (1005.228110 sec): 3 clusters Score: Raw -646208.511647 + Penalty 6668.626444 = -639539.885203 nChanged 5 SP:Iteration 53Q (1005.354781 sec): 3 clusters Score: Raw -646209.965751 + Penalty 6668.626444 = -639541.339307 nChanged 5 SP:Iteration 54Q (1005.482121 sec): 3 clusters Score: Raw -646211.011571 + Penalty 6668.626444 = -639542.385127 nChanged 3 SP:Iteration 55Q (1005.625677 sec): 3 clusters Score: Raw -646211.980317 + Penalty 6668.626444 = -639543.353873 nChanged 1 SP:Iteration 56Q (1005.759633 sec): 3 clusters Score: Raw -646212.152092 + Penalty 6668.626444 = -639543.525648 nChanged 1 SP:Iteration 57Q (1005.898088 sec): 3 clusters Score: Raw -646212.509430 + Penalty 6668.626444 = -639543.882986 nChanged 2 SP:Iteration 58Q (1005.999795 sec): 3 clusters Score: Raw -646212.770588 + Penalty 6668.626444 = -639544.144144 nChanged 3 SP:Iteration 59Q (1006.141228 sec): 3 clusters Score: Raw -646213.545728 + Penalty 6668.626444 = -639544.919284 nChanged 5 SP:Iteration 60F (1006.266043 sec): 3 clusters Score: Raw -646215.902804 + Penalty 6668.626444 = -639547.276360 nChanged 7 SP:Iteration 61Q (1006.411759 sec): 3 clusters Score: Raw -646218.358720 + Penalty 6668.626444 = -639549.732276 nChanged 8 SP:Iteration 62Q (1006.525947 sec): 3 clusters Score: Raw -646221.889472 + Penalty 6668.626444 = -639553.263028 nChanged 9 SP:Iteration 63Q (1006.659705 sec): 3 clusters Score: Raw -646224.703667 + Penalty 6668.626444 = -639556.077223 nChanged 7 SP:Iteration 64Q (1006.784363 sec): 3 clusters Score: Raw -646226.371917 + Penalty 6668.626444 = -639557.745472 nChanged 10 SP:Iteration 65Q (1006.906921 sec): 3 clusters Score: Raw -646229.210948 + Penalty 6668.626444 = -639560.584503 nChanged 7 SP:Iteration 66Q (1007.045998 sec): 3 clusters Score: Raw -646230.995212 + Penalty 6668.626444 = -639562.368767 nChanged 5 SP:Iteration 67Q (1007.168191 sec): 3 clusters Score: Raw -646232.139159 + Penalty 6668.626444 = -639563.512714 nChanged 3 SP:Iteration 68Q (1007.317075 sec): 3 clusters Score: Raw -646232.690127 + Penalty 6668.626444 = -639564.063683 nChanged 5 SP:Iteration 69Q (1007.408744 sec): 3 clusters Score: Raw -646234.467578 + Penalty 6668.626444 = -639565.841134 nChanged 6 SP:Iteration 70Q (1007.541364 sec): 3 clusters Score: Raw -646235.951955 + Penalty 6668.626444 = -639567.325510 nChanged 3 SP:Iteration 71Q (1007.668613 sec): 3 clusters Score: Raw -646236.610205 + Penalty 6668.626444 = -639567.983761 nChanged 3 SP:Iteration 72Q (1007.821273 sec): 3 clusters Score: Raw -646237.547943 + Penalty 6668.626444 = -639568.921499 nChanged 2 SP:Iteration 73Q (1007.956581 sec): 3 clusters Score: Raw -646238.023035 + Penalty 6668.626444 = -639569.396591 nChanged 2 SP:Iteration 74Q (1008.054557 sec): 3 clusters Score: Raw -646238.738459 + Penalty 6668.626444 = -639570.112015 nChanged 3 SP:Iteration 75Q (1008.200767 sec): 3 clusters Score: Raw -646239.945904 + Penalty 6668.626444 = -639571.319459 nChanged 6 SP:Iteration 76Q (1008.336756 sec): 3 clusters Score: Raw -646241.247119 + Penalty 6668.626444 = -639572.620675 nChanged 5 SP:Iteration 77Q (1008.448557 sec): 3 clusters Score: Raw -646242.460554 + Penalty 6668.626444 = -639573.834110 nChanged 4 SP:Iteration 78Q (1008.568744 sec): 3 clusters Score: Raw -646244.111696 + Penalty 6668.626444 = -639575.485252 nChanged 10 SP:Iteration 79Q (1008.693910 sec): 3 clusters Score: Raw -646247.225943 + Penalty 6668.626444 = -639578.599499 nChanged 8 SP:Iteration 80F (1008.825719 sec): 3 clusters Score: Raw -646250.850077 + Penalty 6668.626444 = -639582.223633 nChanged 12 SP:Iteration 81Q (1008.964430 sec): 3 clusters Score: Raw -646255.405146 + Penalty 6668.626444 = -639586.778702 nChanged 9 SP:Iteration 82Q (1009.085504 sec): 3 clusters Score: Raw -646258.619051 + Penalty 6668.626444 = -639589.992607 nChanged 16 SP:Iteration 83Q (1009.210927 sec): 3 clusters Score: Raw -646264.498312 + Penalty 6668.626444 = -639595.871868 nChanged 19 SP:Iteration 84Q (1009.339981 sec): 3 clusters Score: Raw -646271.569455 + Penalty 6668.626444 = -639602.943011 nChanged 17 SP:Iteration 85Q (1009.471572 sec): 3 clusters Score: Raw -646277.686973 + Penalty 6668.626444 = -639609.060528 nChanged 19 SP:Iteration 86Q (1009.615471 sec): 3 clusters Score: Raw -646283.801277 + Penalty 6668.626444 = -639615.174833 nChanged 19 SP:Iteration 87Q (1009.748945 sec): 3 clusters Score: Raw -646290.842384 + Penalty 6668.626444 = -639622.215940 nChanged 13 SP:Iteration 88Q (1009.885382 sec): 3 clusters Score: Raw -646294.453671 + Penalty 6668.626444 = -639625.827226 nChanged 14 SP:Iteration 89Q (1010.015315 sec): 3 clusters Score: Raw -646298.743390 + Penalty 6668.626444 = -639630.116946 nChanged 8 SP:Iteration 90Q (1010.153045 sec): 3 clusters Score: Raw -646300.949734 + Penalty 6668.626444 = -639632.323290 nChanged 6 SP:Iteration 91Q (1010.274646 sec): 3 clusters Score: Raw -646302.348801 + Penalty 6668.626444 = -639633.722357 nChanged 2 SP:Iteration 92Q (1010.394260 sec): 3 clusters Score: Raw -646303.069928 + Penalty 6668.626444 = -639634.443484 nChanged 1 SP:Iteration 93Q (1010.513455 sec): 3 clusters Score: Raw -646303.375933 + Penalty 6668.626444 = -639634.749488 nChanged 1 SP:Iteration 94Q (1010.666251 sec): 3 clusters Score: Raw -646303.516178 + Penalty 6668.626444 = -639634.889733 nChanged 2 SP:Iteration 95Q (1010.803619 sec): 3 clusters Score: Raw -646303.835964 + Penalty 6668.626444 = -639635.209520 nChanged 2 SP:Iteration 96Q (1010.938392 sec): 3 clusters Score: Raw -646304.450497 + Penalty 6668.626444 = -639635.824053 nChanged 0 SP:Iteration 97F (1011.055098 sec): 3 clusters Score: Raw -646304.450497 + Penalty 6668.626444 = -639635.824053 nChanged 0 Iteration 59Q (1011.569630 sec): 8 clusters Score: Raw -1792308.978698 + Penalty 26285.729360 = -1766023.249338 nChanged 22 Iteration 60F (1012.134445 sec): 8 clusters Score: Raw -1792316.555376 + Penalty 26285.729360 = -1766030.826016 nChanged 17 Iteration 61Q (1012.630251 sec): 8 clusters Score: Raw -1792324.631642 + Penalty 26285.729360 = -1766038.902282 nChanged 21 Iteration 62Q (1013.128649 sec): 8 clusters Score: Raw -1792330.695289 + Penalty 26285.729360 = -1766044.965929 nChanged 13 Iteration 63Q (1013.619611 sec): 8 clusters Score: Raw -1792335.626168 + Penalty 26285.729360 = -1766049.896808 nChanged 16 Iteration 64Q (1014.124749 sec): 8 clusters Score: Raw -1792342.007038 + Penalty 26285.729360 = -1766056.277678 nChanged 12 Iteration 65Q (1014.618233 sec): 8 clusters Score: Raw -1792345.674254 + Penalty 26285.729360 = -1766059.944894 nChanged 9 Iteration 66Q (1015.104122 sec): 8 clusters Score: Raw -1792348.789695 + Penalty 26285.729360 = -1766063.060335 nChanged 8 Iteration 67Q (1015.593169 sec): 8 clusters Score: Raw -1792351.623436 + Penalty 26285.729360 = -1766065.894076 nChanged 10 Iteration 68Q (1016.110048 sec): 8 clusters Score: Raw -1792355.927595 + Penalty 26285.729360 = -1766070.198235 nChanged 7 Iteration 69Q (1016.612688 sec): 8 clusters Score: Raw -1792358.293309 + Penalty 26285.729360 = -1766072.563949 nChanged 3 Iteration 70Q (1017.116723 sec): 8 clusters Score: Raw -1792359.001575 + Penalty 26285.729360 = -1766073.272215 nChanged 1 Iteration 71Q (1017.630539 sec): 8 clusters Score: Raw -1792359.104901 + Penalty 26285.729360 = -1766073.375541 nChanged 0 Iteration 72F (1018.234104 sec): 8 clusters Score: Raw -1792359.104901 + Penalty 26285.729360 = -1766073.375541 nChanged 0 Compute initial score before splitting: Score: Raw -1792359.104901 + Penalty 26285.729360 = -1766073.375541 Trying to split cluster 1 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1018.320502 sec): 2 clusters Score: Raw -103021.392627 + Penalty 2716.157843 = -100305.234784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1018.405918 sec): 3 clusters Score: Raw -102708.640367 + Penalty 5432.315686 = -97276.324681 nChanged 379 SP:Iteration 1F (1018.536833 sec): 3 clusters Score: Raw -103212.208671 + Penalty 5432.315686 = -97779.892985 nChanged 107 SP:Iteration 2F (1018.627606 sec): 3 clusters Score: Raw -103387.792763 + Penalty 5432.315686 = -97955.477077 nChanged 67 SP:Iteration 3Q (1018.733608 sec): 3 clusters Score: Raw -103493.953876 + Penalty 5432.315686 = -98061.638190 nChanged 43 SP:Iteration 4Q (1018.828674 sec): 3 clusters Score: Raw -103552.329048 + Penalty 5432.315686 = -98120.013362 nChanged 32 SP:Iteration 5Q (1018.935955 sec): 3 clusters Score: Raw -103607.734915 + Penalty 5432.315686 = -98175.419229 nChanged 28 SP:Iteration 6Q (1019.067925 sec): 3 clusters Score: Raw -103652.376758 + Penalty 5432.315686 = -98220.061071 nChanged 24 SP:Iteration 7Q (1019.167518 sec): 3 clusters Score: Raw -103680.819682 + Penalty 5432.315686 = -98248.503996 nChanged 16 SP:Iteration 8Q (1019.260258 sec): 3 clusters Score: Raw -103706.050518 + Penalty 5432.315686 = -98273.734831 nChanged 16 SP:Iteration 9Q (1019.358138 sec): 3 clusters Score: Raw -103725.091786 + Penalty 5432.315686 = -98292.776100 nChanged 14 SP:Iteration 10Q (1019.485046 sec): 3 clusters Score: Raw -103741.302813 + Penalty 5432.315686 = -98308.987127 nChanged 10 SP:Iteration 11Q (1019.566317 sec): 3 clusters Score: Raw -103754.667583 + Penalty 5432.315686 = -98322.351897 nChanged 8 SP:Iteration 12Q (1019.680391 sec): 3 clusters Score: Raw -103761.960962 + Penalty 5432.315686 = -98329.645275 nChanged 7 SP:Iteration 13Q (1019.801672 sec): 3 clusters Score: Raw -103771.139154 + Penalty 5432.315686 = -98338.823468 nChanged 6 SP:Iteration 14Q (1019.917600 sec): 3 clusters Score: Raw -103776.340266 + Penalty 5432.315686 = -98344.024580 nChanged 2 SP:Iteration 15Q (1020.000594 sec): 3 clusters Score: Raw -103780.137509 + Penalty 5432.315686 = -98347.821823 nChanged 4 SP:Iteration 16Q (1020.123741 sec): 3 clusters Score: Raw -103786.093995 + Penalty 5432.315686 = -98353.778309 nChanged 4 SP:Iteration 17Q (1020.208818 sec): 3 clusters Score: Raw -103790.253712 + Penalty 5432.315686 = -98357.938026 nChanged 2 SP:Iteration 18Q (1020.330491 sec): 3 clusters Score: Raw -103792.380269 + Penalty 5432.315686 = -98360.064583 nChanged 3 SP:Iteration 19Q (1020.436526 sec): 3 clusters Score: Raw -103794.700590 + Penalty 5432.315686 = -98362.384904 nChanged 3 SP:Iteration 20F (1020.552606 sec): 3 clusters Score: Raw -103797.345372 + Penalty 5432.315686 = -98365.029686 nChanged 4 SP:Iteration 21Q (1020.639277 sec): 3 clusters Score: Raw -103803.708023 + Penalty 5432.315686 = -98371.392337 nChanged 3 SP:Iteration 22Q (1020.754534 sec): 3 clusters Score: Raw -103807.283293 + Penalty 5432.315686 = -98374.967607 nChanged 0 SP:Iteration 23F (1020.879085 sec): 3 clusters Score: Raw -103807.283293 + Penalty 5432.315686 = -98374.967607 nChanged 0 Trying to split cluster 2 (1994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.929257 sec): 2 clusters Score: Raw -139562.846408 + Penalty 2815.021191 = -136747.825217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.037610 sec): 3 clusters Score: Raw -138941.496297 + Penalty 5630.042381 = -133311.453916 nChanged 565 SP:Iteration 1F (1021.131545 sec): 3 clusters Score: Raw -139437.025363 + Penalty 5630.042381 = -133806.982982 nChanged 129 SP:Iteration 2F (1021.231016 sec): 3 clusters Score: Raw -139584.454409 + Penalty 5630.042381 = -133954.412028 nChanged 75 SP:Iteration 3Q (1021.356480 sec): 3 clusters Score: Raw -139676.026252 + Penalty 5630.042381 = -134045.983871 nChanged 44 SP:Iteration 4Q (1021.451586 sec): 3 clusters Score: Raw -139723.285506 + Penalty 5630.042381 = -134093.243124 nChanged 35 SP:Iteration 5Q (1021.559491 sec): 3 clusters Score: Raw -139763.203838 + Penalty 5630.042381 = -134133.161457 nChanged 26 SP:Iteration 6Q (1021.663350 sec): 3 clusters Score: Raw -139784.330533 + Penalty 5630.042381 = -134154.288151 nChanged 9 SP:Iteration 7Q (1021.777358 sec): 3 clusters Score: Raw -139795.447889 + Penalty 5630.042381 = -134165.405508 nChanged 9 SP:Iteration 8Q (1021.868873 sec): 3 clusters Score: Raw -139803.978616 + Penalty 5630.042381 = -134173.936235 nChanged 12 SP:Iteration 9Q (1021.977501 sec): 3 clusters Score: Raw -139815.458148 + Penalty 5630.042381 = -134185.415766 nChanged 14 SP:Iteration 10Q (1022.100338 sec): 3 clusters Score: Raw -139828.904602 + Penalty 5630.042381 = -134198.862220 nChanged 9 SP:Iteration 11Q (1022.223228 sec): 3 clusters Score: Raw -139839.231349 + Penalty 5630.042381 = -134209.188968 nChanged 11 SP:Iteration 12Q (1022.311739 sec): 3 clusters Score: Raw -139851.974353 + Penalty 5630.042381 = -134221.931971 nChanged 11 SP:Iteration 13Q (1022.423567 sec): 3 clusters Score: Raw -139865.410490 + Penalty 5630.042381 = -134235.368109 nChanged 10 SP:Iteration 14Q (1022.550556 sec): 3 clusters Score: Raw -139872.970443 + Penalty 5630.042381 = -134242.928062 nChanged 4 SP:Iteration 15Q (1022.678696 sec): 3 clusters Score: Raw -139877.685936 + Penalty 5630.042381 = -134247.643555 nChanged 6 SP:Iteration 16Q (1022.778802 sec): 3 clusters Score: Raw -139882.281475 + Penalty 5630.042381 = -134252.239093 nChanged 3 SP:Iteration 17Q (1022.871701 sec): 3 clusters Score: Raw -139884.955700 + Penalty 5630.042381 = -134254.913318 nChanged 3 SP:Iteration 18Q (1023.000930 sec): 3 clusters Score: Raw -139889.011221 + Penalty 5630.042381 = -134258.968840 nChanged 3 SP:Iteration 19Q (1023.108265 sec): 3 clusters Score: Raw -139892.415434 + Penalty 5630.042381 = -134262.373053 nChanged 6 SP:Iteration 20F (1023.209759 sec): 3 clusters Score: Raw -139898.943620 + Penalty 5630.042381 = -134268.901239 nChanged 9 SP:Iteration 21Q (1023.317676 sec): 3 clusters Score: Raw -139906.841536 + Penalty 5630.042381 = -134276.799154 nChanged 6 SP:Iteration 22Q (1023.442611 sec): 3 clusters Score: Raw -139913.550762 + Penalty 5630.042381 = -134283.508381 nChanged 8 SP:Iteration 23Q (1023.559019 sec): 3 clusters Score: Raw -139921.854967 + Penalty 5630.042381 = -134291.812586 nChanged 11 SP:Iteration 24Q (1023.650132 sec): 3 clusters Score: Raw -139930.471979 + Penalty 5630.042381 = -134300.429597 nChanged 7 SP:Iteration 25Q (1023.770366 sec): 3 clusters Score: Raw -139935.434897 + Penalty 5630.042381 = -134305.392516 nChanged 6 SP:Iteration 26Q (1023.854526 sec): 3 clusters Score: Raw -139941.869434 + Penalty 5630.042381 = -134311.827052 nChanged 6 SP:Iteration 27Q (1023.960315 sec): 3 clusters Score: Raw -139944.408126 + Penalty 5630.042381 = -134314.365745 nChanged 1 SP:Iteration 28Q (1024.057847 sec): 3 clusters Score: Raw -139945.087647 + Penalty 5630.042381 = -134315.045265 nChanged 0 SP:Iteration 29F (1024.166382 sec): 3 clusters Score: Raw -139945.087647 + Penalty 5630.042381 = -134315.045265 nChanged 0 Trying to split cluster 3 (1067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1024.240972 sec): 2 clusters Score: Raw -53549.025445 + Penalty 2583.350616 = -50965.674829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1024.352869 sec): 3 clusters Score: Raw -53462.807197 + Penalty 5166.701232 = -48296.105965 nChanged 286 SP:Iteration 1F (1024.452070 sec): 3 clusters Score: Raw -54166.717849 + Penalty 5166.701232 = -49000.016617 nChanged 125 SP:Iteration 2F (1024.536842 sec): 3 clusters Score: Raw -54677.494701 + Penalty 5166.701232 = -49510.793469 nChanged 90 SP:Iteration 3F (1024.652448 sec): 3 clusters Score: Raw -55151.080769 + Penalty 5166.701232 = -49984.379537 nChanged 71 SP:Iteration 4F (1024.737979 sec): 3 clusters Score: Raw -55388.338766 + Penalty 5166.701232 = -50221.637534 nChanged 46 SP:Iteration 5Q (1024.856264 sec): 3 clusters Score: Raw -55521.318274 + Penalty 5166.701232 = -50354.617041 nChanged 25 SP:Iteration 6Q (1024.943260 sec): 3 clusters Score: Raw -55597.494712 + Penalty 5166.701232 = -50430.793480 nChanged 17 SP:Iteration 7Q (1025.030528 sec): 3 clusters Score: Raw -55640.039016 + Penalty 5166.701232 = -50473.337783 nChanged 12 SP:Iteration 8Q (1025.131014 sec): 3 clusters Score: Raw -55666.200364 + Penalty 5166.701232 = -50499.499132 nChanged 6 SP:Iteration 9Q (1025.235792 sec): 3 clusters Score: Raw -55678.959090 + Penalty 5166.701232 = -50512.257858 nChanged 3 SP:Iteration 10Q (1025.358232 sec): 3 clusters Score: Raw -55683.180389 + Penalty 5166.701232 = -50516.479157 nChanged 1 SP:Iteration 11Q (1025.447155 sec): 3 clusters Score: Raw -55686.889048 + Penalty 5166.701232 = -50520.187816 nChanged 1 SP:Iteration 12Q (1025.539653 sec): 3 clusters Score: Raw -55688.850220 + Penalty 5166.701232 = -50522.148988 nChanged 0 SP:Iteration 13F (1025.670644 sec): 3 clusters Score: Raw -55688.850220 + Penalty 5166.701232 = -50522.148988 nChanged 0 Trying to split cluster 4 (4638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1025.734751 sec): 2 clusters Score: Raw -351380.484407 + Penalty 3127.775271 = -348252.709136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1025.845964 sec): 3 clusters Score: Raw -349373.850352 + Penalty 6255.550542 = -343118.299810 nChanged 1581 SP:Iteration 1F (1025.985181 sec): 3 clusters Score: Raw -350433.556706 + Penalty 6255.550542 = -344178.006164 nChanged 377 SP:Iteration 2F (1026.110199 sec): 3 clusters Score: Raw -350720.617254 + Penalty 6255.550542 = -344465.066712 nChanged 257 SP:Iteration 3F (1026.224680 sec): 3 clusters Score: Raw -350899.916009 + Penalty 6255.550542 = -344644.365467 nChanged 173 SP:Iteration 4Q (1026.315157 sec): 3 clusters Score: Raw -351007.868470 + Penalty 6255.550542 = -344752.317928 nChanged 123 SP:Iteration 5Q (1026.442060 sec): 3 clusters Score: Raw -351092.797535 + Penalty 6255.550542 = -344837.246994 nChanged 96 SP:Iteration 6Q (1026.554497 sec): 3 clusters Score: Raw -351158.804340 + Penalty 6255.550542 = -344903.253799 nChanged 79 SP:Iteration 7Q (1026.669271 sec): 3 clusters Score: Raw -351207.801322 + Penalty 6255.550542 = -344952.250781 nChanged 81 SP:Iteration 8Q (1026.793962 sec): 3 clusters Score: Raw -351253.387213 + Penalty 6255.550542 = -344997.836671 nChanged 59 SP:Iteration 9Q (1026.913757 sec): 3 clusters Score: Raw -351285.722988 + Penalty 6255.550542 = -345030.172447 nChanged 57 SP:Iteration 10Q (1027.001548 sec): 3 clusters Score: Raw -351328.151496 + Penalty 6255.550542 = -345072.600954 nChanged 64 SP:Iteration 11Q (1027.133128 sec): 3 clusters Score: Raw -351373.335178 + Penalty 6255.550542 = -345117.784636 nChanged 67 SP:Iteration 12Q (1027.256029 sec): 3 clusters Score: Raw -351418.339358 + Penalty 6255.550542 = -345162.788817 nChanged 68 SP:Iteration 13Q (1027.390606 sec): 3 clusters Score: Raw -351466.484911 + Penalty 6255.550542 = -345210.934369 nChanged 72 SP:Iteration 14Q (1027.501118 sec): 3 clusters Score: Raw -351508.979696 + Penalty 6255.550542 = -345253.429155 nChanged 65 SP:Iteration 15Q (1027.613496 sec): 3 clusters Score: Raw -351548.975691 + Penalty 6255.550542 = -345293.425149 nChanged 65 SP:Iteration 16Q (1027.735464 sec): 3 clusters Score: Raw -351593.230967 + Penalty 6255.550542 = -345337.680425 nChanged 64 SP:Iteration 17Q (1027.841577 sec): 3 clusters Score: Raw -351634.327289 + Penalty 6255.550542 = -345378.776747 nChanged 59 SP:Iteration 18Q (1027.979453 sec): 3 clusters Score: Raw -351668.920485 + Penalty 6255.550542 = -345413.369943 nChanged 46 SP:Iteration 19Q (1028.079658 sec): 3 clusters Score: Raw -351694.340735 + Penalty 6255.550542 = -345438.790194 nChanged 41 SP:Iteration 20F (1028.202851 sec): 3 clusters Score: Raw -351718.926740 + Penalty 6255.550542 = -345463.376198 nChanged 43 SP:Iteration 21Q (1028.336659 sec): 3 clusters Score: Raw -351741.303173 + Penalty 6255.550542 = -345485.752632 nChanged 33 SP:Iteration 22Q (1028.447641 sec): 3 clusters Score: Raw -351764.687584 + Penalty 6255.550542 = -345509.137043 nChanged 43 SP:Iteration 23Q (1028.551000 sec): 3 clusters Score: Raw -351792.633703 + Penalty 6255.550542 = -345537.083161 nChanged 45 SP:Iteration 24Q (1028.677683 sec): 3 clusters Score: Raw -351817.482225 + Penalty 6255.550542 = -345561.931683 nChanged 30 SP:Iteration 25Q (1028.784648 sec): 3 clusters Score: Raw -351835.233397 + Penalty 6255.550542 = -345579.682855 nChanged 38 SP:Iteration 26Q (1028.904631 sec): 3 clusters Score: Raw -351858.431097 + Penalty 6255.550542 = -345602.880555 nChanged 39 SP:Iteration 27Q (1029.031304 sec): 3 clusters Score: Raw -351884.754562 + Penalty 6255.550542 = -345629.204021 nChanged 37 SP:Iteration 28Q (1029.152120 sec): 3 clusters Score: Raw -351912.737162 + Penalty 6255.550542 = -345657.186620 nChanged 42 SP:Iteration 29Q (1029.273474 sec): 3 clusters Score: Raw -351940.347861 + Penalty 6255.550542 = -345684.797319 nChanged 50 SP:Iteration 30Q (1029.360914 sec): 3 clusters Score: Raw -351969.160666 + Penalty 6255.550542 = -345713.610124 nChanged 35 SP:Iteration 31Q (1029.475588 sec): 3 clusters Score: Raw -351987.482509 + Penalty 6255.550542 = -345731.931967 nChanged 40 SP:Iteration 32Q (1029.589562 sec): 3 clusters Score: Raw -352009.356842 + Penalty 6255.550542 = -345753.806300 nChanged 27 SP:Iteration 33Q (1029.696665 sec): 3 clusters Score: Raw -352025.518724 + Penalty 6255.550542 = -345769.968183 nChanged 29 SP:Iteration 34Q (1029.818937 sec): 3 clusters Score: Raw -352042.267695 + Penalty 6255.550542 = -345786.717153 nChanged 31 SP:Iteration 35Q (1029.937106 sec): 3 clusters Score: Raw -352062.963497 + Penalty 6255.550542 = -345807.412955 nChanged 30 SP:Iteration 36Q (1030.051699 sec): 3 clusters Score: Raw -352078.580437 + Penalty 6255.550542 = -345823.029895 nChanged 25 SP:Iteration 37Q (1030.196659 sec): 3 clusters Score: Raw -352094.228977 + Penalty 6255.550542 = -345838.678435 nChanged 27 SP:Iteration 38Q (1030.313788 sec): 3 clusters Score: Raw -352108.050826 + Penalty 6255.550542 = -345852.500284 nChanged 29 SP:Iteration 39Q (1030.413957 sec): 3 clusters Score: Raw -352127.845137 + Penalty 6255.550542 = -345872.294595 nChanged 35 SP:Iteration 40F (1030.545228 sec): 3 clusters Score: Raw -352149.008034 + Penalty 6255.550542 = -345893.457492 nChanged 35 SP:Iteration 41Q (1030.666635 sec): 3 clusters Score: Raw -352168.931557 + Penalty 6255.550542 = -345913.381015 nChanged 29 SP:Iteration 42Q (1030.786749 sec): 3 clusters Score: Raw -352188.300321 + Penalty 6255.550542 = -345932.749779 nChanged 26 SP:Iteration 43Q (1030.913742 sec): 3 clusters Score: Raw -352202.109301 + Penalty 6255.550542 = -345946.558759 nChanged 25 SP:Iteration 44Q (1031.013550 sec): 3 clusters Score: Raw -352213.558489 + Penalty 6255.550542 = -345958.007947 nChanged 25 SP:Iteration 45Q (1031.156818 sec): 3 clusters Score: Raw -352225.233095 + Penalty 6255.550542 = -345969.682553 nChanged 20 SP:Iteration 46Q (1031.263147 sec): 3 clusters Score: Raw -352236.808927 + Penalty 6255.550542 = -345981.258385 nChanged 22 SP:Iteration 47Q (1031.400193 sec): 3 clusters Score: Raw -352247.961397 + Penalty 6255.550542 = -345992.410855 nChanged 20 SP:Iteration 48Q (1031.526322 sec): 3 clusters Score: Raw -352259.605445 + Penalty 6255.550542 = -346004.054904 nChanged 16 SP:Iteration 49Q (1031.625813 sec): 3 clusters Score: Raw -352267.109830 + Penalty 6255.550542 = -346011.559288 nChanged 14 SP:Iteration 50Q (1031.738093 sec): 3 clusters Score: Raw -352274.585953 + Penalty 6255.550542 = -346019.035412 nChanged 20 SP:Iteration 51Q (1031.865157 sec): 3 clusters Score: Raw -352287.221799 + Penalty 6255.550542 = -346031.671257 nChanged 23 SP:Iteration 52Q (1031.993319 sec): 3 clusters Score: Raw -352297.661181 + Penalty 6255.550542 = -346042.110639 nChanged 20 SP:Iteration 53Q (1032.113764 sec): 3 clusters Score: Raw -352310.111177 + Penalty 6255.550542 = -346054.560636 nChanged 16 SP:Iteration 54Q (1032.207407 sec): 3 clusters Score: Raw -352318.207181 + Penalty 6255.550542 = -346062.656639 nChanged 16 SP:Iteration 55Q (1032.340512 sec): 3 clusters Score: Raw -352328.110761 + Penalty 6255.550542 = -346072.560220 nChanged 15 SP:Iteration 56Q (1032.446544 sec): 3 clusters Score: Raw -352335.446191 + Penalty 6255.550542 = -346079.895650 nChanged 8 SP:Iteration 57Q (1032.576474 sec): 3 clusters Score: Raw -352338.995151 + Penalty 6255.550542 = -346083.444609 nChanged 6 SP:Iteration 58Q (1032.695821 sec): 3 clusters Score: Raw -352342.181975 + Penalty 6255.550542 = -346086.631433 nChanged 5 SP:Iteration 59Q (1032.812964 sec): 3 clusters Score: Raw -352344.266173 + Penalty 6255.550542 = -346088.715631 nChanged 4 SP:Iteration 60F (1032.913701 sec): 3 clusters Score: Raw -352345.845045 + Penalty 6255.550542 = -346090.294503 nChanged 2 SP:Iteration 61Q (1033.056006 sec): 3 clusters Score: Raw -352346.562169 + Penalty 6255.550542 = -346091.011627 nChanged 1 SP:Iteration 62Q (1033.165834 sec): 3 clusters Score: Raw -352346.970367 + Penalty 6255.550542 = -346091.419825 nChanged 0 SP:Iteration 63F (1033.268438 sec): 3 clusters Score: Raw -352346.970367 + Penalty 6255.550542 = -346091.419825 nChanged 0 Trying to split cluster 6 (2572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.341116 sec): 2 clusters Score: Raw -191393.940185 + Penalty 2909.328681 = -188484.611504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.425831 sec): 3 clusters Score: Raw -190457.715984 + Penalty 5818.657362 = -184639.058622 nChanged 807 SP:Iteration 1F (1033.529804 sec): 3 clusters Score: Raw -191106.709983 + Penalty 5818.657362 = -185288.052621 nChanged 212 SP:Iteration 2F (1033.627557 sec): 3 clusters Score: Raw -191307.179843 + Penalty 5818.657362 = -185488.522481 nChanged 112 SP:Iteration 3Q (1033.736442 sec): 3 clusters Score: Raw -191414.997587 + Penalty 5818.657362 = -185596.340225 nChanged 72 SP:Iteration 4Q (1033.872613 sec): 3 clusters Score: Raw -191489.034807 + Penalty 5818.657362 = -185670.377445 nChanged 61 SP:Iteration 5Q (1033.959133 sec): 3 clusters Score: Raw -191542.588932 + Penalty 5818.657362 = -185723.931570 nChanged 52 SP:Iteration 6Q (1034.060068 sec): 3 clusters Score: Raw -191593.287681 + Penalty 5818.657362 = -185774.630318 nChanged 43 SP:Iteration 7Q (1034.152076 sec): 3 clusters Score: Raw -191634.439050 + Penalty 5818.657362 = -185815.781688 nChanged 59 SP:Iteration 8Q (1034.265650 sec): 3 clusters Score: Raw -191694.745268 + Penalty 5818.657362 = -185876.087905 nChanged 53 SP:Iteration 9Q (1034.368149 sec): 3 clusters Score: Raw -191746.797754 + Penalty 5818.657362 = -185928.140392 nChanged 53 SP:Iteration 10Q (1034.481658 sec): 3 clusters Score: Raw -191816.103176 + Penalty 5818.657362 = -185997.445814 nChanged 72 SP:Iteration 11Q (1034.584470 sec): 3 clusters Score: Raw -191906.962945 + Penalty 5818.657362 = -186088.305582 nChanged 74 SP:Iteration 12Q (1034.717840 sec): 3 clusters Score: Raw -191997.927745 + Penalty 5818.657362 = -186179.270383 nChanged 81 SP:Iteration 13Q (1034.821650 sec): 3 clusters Score: Raw -192100.800858 + Penalty 5818.657362 = -186282.143496 nChanged 74 SP:Iteration 14Q (1034.929450 sec): 3 clusters Score: Raw -192202.400263 + Penalty 5818.657362 = -186383.742900 nChanged 62 SP:Iteration 15Q (1035.032539 sec): 3 clusters Score: Raw -192273.656712 + Penalty 5818.657362 = -186454.999350 nChanged 49 SP:Iteration 16Q (1035.134033 sec): 3 clusters Score: Raw -192334.925600 + Penalty 5818.657362 = -186516.268238 nChanged 43 SP:Iteration 17Q (1035.254764 sec): 3 clusters Score: Raw -192389.806783 + Penalty 5818.657362 = -186571.149421 nChanged 35 SP:Iteration 18Q (1035.386310 sec): 3 clusters Score: Raw -192423.228651 + Penalty 5818.657362 = -186604.571289 nChanged 26 SP:Iteration 19Q (1035.471346 sec): 3 clusters Score: Raw -192452.881921 + Penalty 5818.657362 = -186634.224559 nChanged 19 SP:Iteration 20F (1035.606075 sec): 3 clusters Score: Raw -192467.511104 + Penalty 5818.657362 = -186648.853741 nChanged 12 SP:Iteration 21Q (1035.711025 sec): 3 clusters Score: Raw -192483.282966 + Penalty 5818.657362 = -186664.625604 nChanged 13 SP:Iteration 22Q (1035.805957 sec): 3 clusters Score: Raw -192500.592497 + Penalty 5818.657362 = -186681.935135 nChanged 10 SP:Iteration 23Q (1035.914822 sec): 3 clusters Score: Raw -192512.126337 + Penalty 5818.657362 = -186693.468975 nChanged 5 SP:Iteration 24Q (1036.028122 sec): 3 clusters Score: Raw -192518.924466 + Penalty 5818.657362 = -186700.267104 nChanged 6 SP:Iteration 25Q (1036.123426 sec): 3 clusters Score: Raw -192525.377988 + Penalty 5818.657362 = -186706.720626 nChanged 2 SP:Iteration 26Q (1036.247362 sec): 3 clusters Score: Raw -192527.704599 + Penalty 5818.657362 = -186709.047237 nChanged 3 SP:Iteration 27Q (1036.358088 sec): 3 clusters Score: Raw -192531.236973 + Penalty 5818.657362 = -186712.579611 nChanged 3 SP:Iteration 28Q (1036.459059 sec): 3 clusters Score: Raw -192533.443512 + Penalty 5818.657362 = -186714.786150 nChanged 1 SP:Iteration 29Q (1036.576646 sec): 3 clusters Score: Raw -192535.919933 + Penalty 5818.657362 = -186717.262571 nChanged 4 SP:Iteration 30Q (1036.683681 sec): 3 clusters Score: Raw -192539.146588 + Penalty 5818.657362 = -186720.489225 nChanged 4 SP:Iteration 31Q (1036.810654 sec): 3 clusters Score: Raw -192543.197626 + Penalty 5818.657362 = -186724.540264 nChanged 5 SP:Iteration 32Q (1036.905426 sec): 3 clusters Score: Raw -192545.954859 + Penalty 5818.657362 = -186727.297496 nChanged 0 SP:Iteration 33F (1037.014057 sec): 3 clusters Score: Raw -192545.954859 + Penalty 5818.657362 = -186727.297496 nChanged 0 Trying to split cluster 8 (5311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1037.100654 sec): 2 clusters Score: Raw -351345.388273 + Penalty 3177.976873 = -348167.411400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1037.228444 sec): 3 clusters Score: Raw -349065.880943 + Penalty 6355.953747 = -342709.927197 nChanged 1872 SP:Iteration 1F (1037.341497 sec): 3 clusters Score: Raw -350409.504730 + Penalty 6355.953747 = -344053.550984 nChanged 512 SP:Iteration 2F (1037.468749 sec): 3 clusters Score: Raw -350910.304488 + Penalty 6355.953747 = -344554.350741 nChanged 331 SP:Iteration 3F (1037.590705 sec): 3 clusters Score: Raw -351190.570447 + Penalty 6355.953747 = -344834.616701 nChanged 223 SP:Iteration 4Q (1037.710719 sec): 3 clusters Score: Raw -351347.891599 + Penalty 6355.953747 = -344991.937853 nChanged 180 SP:Iteration 5Q (1037.811809 sec): 3 clusters Score: Raw -351508.670513 + Penalty 6355.953747 = -345152.716767 nChanged 167 SP:Iteration 6Q (1037.946739 sec): 3 clusters Score: Raw -351643.722248 + Penalty 6355.953747 = -345287.768501 nChanged 158 SP:Iteration 7Q (1038.040597 sec): 3 clusters Score: Raw -351757.395769 + Penalty 6355.953747 = -345401.442022 nChanged 136 SP:Iteration 8Q (1038.192197 sec): 3 clusters Score: Raw -351852.416364 + Penalty 6355.953747 = -345496.462617 nChanged 122 SP:Iteration 9Q (1038.316203 sec): 3 clusters Score: Raw -351949.564644 + Penalty 6355.953747 = -345593.610897 nChanged 136 SP:Iteration 10Q (1038.414967 sec): 3 clusters Score: Raw -352065.023991 + Penalty 6355.953747 = -345709.070244 nChanged 119 SP:Iteration 11Q (1038.525476 sec): 3 clusters Score: Raw -352148.490959 + Penalty 6355.953747 = -345792.537212 nChanged 106 SP:Iteration 12Q (1038.637064 sec): 3 clusters Score: Raw -352224.392826 + Penalty 6355.953747 = -345868.439079 nChanged 88 SP:Iteration 13Q (1038.791261 sec): 3 clusters Score: Raw -352277.053227 + Penalty 6355.953747 = -345921.099480 nChanged 63 SP:Iteration 14Q (1038.913840 sec): 3 clusters Score: Raw -352310.464470 + Penalty 6355.953747 = -345954.510723 nChanged 56 SP:Iteration 15Q (1039.028086 sec): 3 clusters Score: Raw -352341.650736 + Penalty 6355.953747 = -345985.696989 nChanged 47 SP:Iteration 16Q (1039.167835 sec): 3 clusters Score: Raw -352367.342656 + Penalty 6355.953747 = -346011.388910 nChanged 35 SP:Iteration 17Q (1039.275329 sec): 3 clusters Score: Raw -352381.642465 + Penalty 6355.953747 = -346025.688719 nChanged 37 SP:Iteration 18Q (1039.404353 sec): 3 clusters Score: Raw -352398.998285 + Penalty 6355.953747 = -346043.044538 nChanged 32 SP:Iteration 19Q (1039.525171 sec): 3 clusters Score: Raw -352414.355295 + Penalty 6355.953747 = -346058.401548 nChanged 32 SP:Iteration 20F (1039.662456 sec): 3 clusters Score: Raw -352427.193092 + Penalty 6355.953747 = -346071.239346 nChanged 27 SP:Iteration 21Q (1039.780238 sec): 3 clusters Score: Raw -352439.086228 + Penalty 6355.953747 = -346083.132481 nChanged 27 SP:Iteration 22Q (1039.910860 sec): 3 clusters Score: Raw -352452.930375 + Penalty 6355.953747 = -346096.976629 nChanged 26 SP:Iteration 23Q (1040.025178 sec): 3 clusters Score: Raw -352465.208866 + Penalty 6355.953747 = -346109.255119 nChanged 19 SP:Iteration 24Q (1040.125575 sec): 3 clusters Score: Raw -352475.726965 + Penalty 6355.953747 = -346119.773218 nChanged 20 SP:Iteration 25Q (1040.259089 sec): 3 clusters Score: Raw -352483.051094 + Penalty 6355.953747 = -346127.097348 nChanged 13 SP:Iteration 26Q (1040.385080 sec): 3 clusters Score: Raw -352487.645276 + Penalty 6355.953747 = -346131.691529 nChanged 10 SP:Iteration 27Q (1040.500760 sec): 3 clusters Score: Raw -352491.382690 + Penalty 6355.953747 = -346135.428944 nChanged 13 SP:Iteration 28Q (1040.638230 sec): 3 clusters Score: Raw -352497.625605 + Penalty 6355.953747 = -346141.671858 nChanged 18 SP:Iteration 29Q (1040.727288 sec): 3 clusters Score: Raw -352504.087502 + Penalty 6355.953747 = -346148.133755 nChanged 13 SP:Iteration 30Q (1040.837438 sec): 3 clusters Score: Raw -352509.624617 + Penalty 6355.953747 = -346153.670870 nChanged 18 SP:Iteration 31Q (1040.958775 sec): 3 clusters Score: Raw -352519.490324 + Penalty 6355.953747 = -346163.536578 nChanged 19 SP:Iteration 32Q (1041.093211 sec): 3 clusters Score: Raw -352527.994045 + Penalty 6355.953747 = -346172.040299 nChanged 15 SP:Iteration 33Q (1041.219537 sec): 3 clusters Score: Raw -352534.719907 + Penalty 6355.953747 = -346178.766161 nChanged 9 SP:Iteration 34Q (1041.322385 sec): 3 clusters Score: Raw -352538.690207 + Penalty 6355.953747 = -346182.736461 nChanged 11 SP:Iteration 35Q (1041.438944 sec): 3 clusters Score: Raw -352544.934806 + Penalty 6355.953747 = -346188.981060 nChanged 13 SP:Iteration 36Q (1041.583667 sec): 3 clusters Score: Raw -352549.565178 + Penalty 6355.953747 = -346193.611431 nChanged 7 SP:Iteration 37Q (1041.676877 sec): 3 clusters Score: Raw -352552.276519 + Penalty 6355.953747 = -346196.322772 nChanged 8 SP:Iteration 38Q (1041.797267 sec): 3 clusters Score: Raw -352555.472645 + Penalty 6355.953747 = -346199.518898 nChanged 4 SP:Iteration 39Q (1041.923637 sec): 3 clusters Score: Raw -352556.761661 + Penalty 6355.953747 = -346200.807914 nChanged 1 SP:Iteration 40F (1042.030510 sec): 3 clusters Score: Raw -352557.064304 + Penalty 6355.953747 = -346201.110558 nChanged 1 SP:Iteration 41Q (1042.159393 sec): 3 clusters Score: Raw -352557.393250 + Penalty 6355.953747 = -346201.439504 nChanged 1 SP:Iteration 42Q (1042.270593 sec): 3 clusters Score: Raw -352557.788101 + Penalty 6355.953747 = -346201.834354 nChanged 2 SP:Iteration 43Q (1042.402565 sec): 3 clusters Score: Raw -352558.289656 + Penalty 6355.953747 = -346202.335909 nChanged 1 SP:Iteration 44Q (1042.529856 sec): 3 clusters Score: Raw -352558.635431 + Penalty 6355.953747 = -346202.681685 nChanged 0 SP:Iteration 45F (1042.660252 sec): 3 clusters Score: Raw -352558.635431 + Penalty 6355.953747 = -346202.681685 nChanged 0 Trying to split cluster 9 (8098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1042.739238 sec): 2 clusters Score: Raw -646082.001403 + Penalty 3334.267473 = -642747.733930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1042.874795 sec): 3 clusters Score: Raw -642189.966259 + Penalty 6668.534946 = -635521.431314 nChanged 3113 SP:Iteration 1F (1043.001545 sec): 3 clusters Score: Raw -643989.340330 + Penalty 6668.534946 = -637320.805384 nChanged 614 SP:Iteration 2F (1043.141047 sec): 3 clusters Score: Raw -644364.790148 + Penalty 6668.534946 = -637696.255202 nChanged 413 SP:Iteration 3F (1043.271490 sec): 3 clusters Score: Raw -644609.867128 + Penalty 6668.534946 = -637941.332182 nChanged 334 SP:Iteration 4Q (1043.386803 sec): 3 clusters Score: Raw -644806.539090 + Penalty 6668.534946 = -638138.004144 nChanged 294 SP:Iteration 5Q (1043.524858 sec): 3 clusters Score: Raw -644990.272984 + Penalty 6668.534946 = -638321.738039 nChanged 273 SP:Iteration 6Q (1043.642110 sec): 3 clusters Score: Raw -645170.262326 + Penalty 6668.534946 = -638501.727380 nChanged 260 SP:Iteration 7Q (1043.781539 sec): 3 clusters Score: Raw -645330.547028 + Penalty 6668.534946 = -638662.012082 nChanged 249 SP:Iteration 8Q (1043.899361 sec): 3 clusters Score: Raw -645483.564867 + Penalty 6668.534946 = -638815.029921 nChanged 239 SP:Iteration 9Q (1044.045222 sec): 3 clusters Score: Raw -645612.764885 + Penalty 6668.534946 = -638944.229939 nChanged 194 SP:Iteration 10Q (1044.183706 sec): 3 clusters Score: Raw -645716.056646 + Penalty 6668.534946 = -639047.521700 nChanged 170 SP:Iteration 11Q (1044.318992 sec): 3 clusters Score: Raw -645808.622146 + Penalty 6668.534946 = -639140.087200 nChanged 173 SP:Iteration 12Q (1044.448330 sec): 3 clusters Score: Raw -645901.543804 + Penalty 6668.534946 = -639233.008858 nChanged 165 SP:Iteration 13Q (1044.554202 sec): 3 clusters Score: Raw -645989.839748 + Penalty 6668.534946 = -639321.304802 nChanged 149 SP:Iteration 14Q (1044.685757 sec): 3 clusters Score: Raw -646088.439629 + Penalty 6668.534946 = -639419.904683 nChanged 142 SP:Iteration 15Q (1044.813273 sec): 3 clusters Score: Raw -646171.878159 + Penalty 6668.534946 = -639503.343213 nChanged 133 SP:Iteration 16Q (1044.933914 sec): 3 clusters Score: Raw -646251.517950 + Penalty 6668.534946 = -639582.983004 nChanged 121 SP:Iteration 17Q (1045.073444 sec): 3 clusters Score: Raw -646312.260275 + Penalty 6668.534946 = -639643.725329 nChanged 111 SP:Iteration 18Q (1045.185347 sec): 3 clusters Score: Raw -646376.931448 + Penalty 6668.534946 = -639708.396503 nChanged 94 SP:Iteration 19Q (1045.331002 sec): 3 clusters Score: Raw -646435.242362 + Penalty 6668.534946 = -639766.707416 nChanged 103 SP:Iteration 20F (1045.458940 sec): 3 clusters Score: Raw -646493.923622 + Penalty 6668.534946 = -639825.388676 nChanged 90 SP:Iteration 21Q (1045.579751 sec): 3 clusters Score: Raw -646544.269267 + Penalty 6668.534946 = -639875.734321 nChanged 77 SP:Iteration 22Q (1045.734269 sec): 3 clusters Score: Raw -646582.082431 + Penalty 6668.534946 = -639913.547485 nChanged 70 SP:Iteration 23Q (1045.852946 sec): 3 clusters Score: Raw -646619.216468 + Penalty 6668.534946 = -639950.681523 nChanged 73 SP:Iteration 24Q (1045.988371 sec): 3 clusters Score: Raw -646659.093464 + Penalty 6668.534946 = -639990.558519 nChanged 62 SP:Iteration 25Q (1046.099602 sec): 3 clusters Score: Raw -646694.269978 + Penalty 6668.534946 = -640025.735032 nChanged 56 SP:Iteration 26Q (1046.239521 sec): 3 clusters Score: Raw -646724.560700 + Penalty 6668.534946 = -640056.025754 nChanged 51 SP:Iteration 27Q (1046.364374 sec): 3 clusters Score: Raw -646749.241228 + Penalty 6668.534946 = -640080.706282 nChanged 45 SP:Iteration 28Q (1046.487569 sec): 3 clusters Score: Raw -646773.086825 + Penalty 6668.534946 = -640104.551879 nChanged 57 SP:Iteration 29Q (1046.635768 sec): 3 clusters Score: Raw -646798.965509 + Penalty 6668.534946 = -640130.430563 nChanged 45 SP:Iteration 30Q (1046.732120 sec): 3 clusters Score: Raw -646818.224929 + Penalty 6668.534946 = -640149.689983 nChanged 39 SP:Iteration 31Q (1046.879639 sec): 3 clusters Score: Raw -646841.879453 + Penalty 6668.534946 = -640173.344507 nChanged 53 SP:Iteration 32Q (1046.990193 sec): 3 clusters Score: Raw -646882.174758 + Penalty 6668.534946 = -640213.639812 nChanged 68 SP:Iteration 33Q (1047.120341 sec): 3 clusters Score: Raw -646936.070380 + Penalty 6668.534946 = -640267.535434 nChanged 75 SP:Iteration 34Q (1047.278250 sec): 3 clusters Score: Raw -646991.978488 + Penalty 6668.534946 = -640323.443542 nChanged 67 SP:Iteration 35Q (1047.404827 sec): 3 clusters Score: Raw -647049.832063 + Penalty 6668.534946 = -640381.297117 nChanged 78 SP:Iteration 36Q (1047.531237 sec): 3 clusters Score: Raw -647133.026350 + Penalty 6668.534946 = -640464.491404 nChanged 95 SP:Iteration 37Q (1047.639355 sec): 3 clusters Score: Raw -647245.319244 + Penalty 6668.534946 = -640576.784298 nChanged 117 SP:Iteration 38Q (1047.769407 sec): 3 clusters Score: Raw -647396.796205 + Penalty 6668.534946 = -640728.261259 nChanged 142 SP:Iteration 39Q (1047.900954 sec): 3 clusters Score: Raw -647591.703634 + Penalty 6668.534946 = -640923.168688 nChanged 138 SP:Iteration 40F (1048.013797 sec): 3 clusters Score: Raw -647759.120223 + Penalty 6668.534946 = -641090.585277 nChanged 122 SP:Iteration 41Q (1048.172495 sec): 3 clusters Score: Raw -647875.020407 + Penalty 6668.534946 = -641206.485461 nChanged 93 SP:Iteration 42Q (1048.303105 sec): 3 clusters Score: Raw -647947.559841 + Penalty 6668.534946 = -641279.024895 nChanged 80 SP:Iteration 43Q (1048.405294 sec): 3 clusters Score: Raw -647999.254067 + Penalty 6668.534946 = -641330.719121 nChanged 51 SP:Iteration 44Q (1048.545697 sec): 3 clusters Score: Raw -648032.085524 + Penalty 6668.534946 = -641363.550578 nChanged 41 SP:Iteration 45Q (1048.665960 sec): 3 clusters Score: Raw -648054.630759 + Penalty 6668.534946 = -641386.095814 nChanged 23 SP:Iteration 46Q (1048.792578 sec): 3 clusters Score: Raw -648065.078056 + Penalty 6668.534946 = -641396.543110 nChanged 19 SP:Iteration 47Q (1048.922461 sec): 3 clusters Score: Raw -648074.963654 + Penalty 6668.534946 = -641406.428708 nChanged 26 SP:Iteration 48Q (1049.047555 sec): 3 clusters Score: Raw -648087.129996 + Penalty 6668.534946 = -641418.595051 nChanged 22 SP:Iteration 49Q (1049.168477 sec): 3 clusters Score: Raw -648096.668890 + Penalty 6668.534946 = -641428.133944 nChanged 19 SP:Iteration 50Q (1049.290636 sec): 3 clusters Score: Raw -648105.099498 + Penalty 6668.534946 = -641436.564552 nChanged 15 SP:Iteration 51Q (1049.424311 sec): 3 clusters Score: Raw -648111.994126 + Penalty 6668.534946 = -641443.459180 nChanged 10 SP:Iteration 52Q (1049.563211 sec): 3 clusters Score: Raw -648116.150640 + Penalty 6668.534946 = -641447.615695 nChanged 7 SP:Iteration 53Q (1049.681994 sec): 3 clusters Score: Raw -648118.620686 + Penalty 6668.534946 = -641450.085740 nChanged 4 SP:Iteration 54Q (1049.813524 sec): 3 clusters Score: Raw -648119.710262 + Penalty 6668.534946 = -641451.175316 nChanged 4 SP:Iteration 55Q (1049.953145 sec): 3 clusters Score: Raw -648121.688154 + Penalty 6668.534946 = -641453.153208 nChanged 3 SP:Iteration 56Q (1050.073085 sec): 3 clusters Score: Raw -648123.299163 + Penalty 6668.534946 = -641454.764218 nChanged 3 SP:Iteration 57Q (1050.196144 sec): 3 clusters Score: Raw -648124.162876 + Penalty 6668.534946 = -641455.627930 nChanged 2 SP:Iteration 58Q (1050.317889 sec): 3 clusters Score: Raw -648124.899911 + Penalty 6668.534946 = -641456.364965 nChanged 4 SP:Iteration 59Q (1050.456370 sec): 3 clusters Score: Raw -648126.520323 + Penalty 6668.534946 = -641457.985377 nChanged 4 SP:Iteration 60F (1050.562492 sec): 3 clusters Score: Raw -648127.977952 + Penalty 6668.534946 = -641459.443006 nChanged 3 SP:Iteration 61Q (1050.711874 sec): 3 clusters Score: Raw -648129.120940 + Penalty 6668.534946 = -641460.585994 nChanged 5 SP:Iteration 62Q (1050.823214 sec): 3 clusters Score: Raw -648130.838505 + Penalty 6668.534946 = -641462.303559 nChanged 5 SP:Iteration 63Q (1050.961188 sec): 3 clusters Score: Raw -648132.107473 + Penalty 6668.534946 = -641463.572528 nChanged 4 SP:Iteration 64Q (1051.069800 sec): 3 clusters Score: Raw -648133.153981 + Penalty 6668.534946 = -641464.619035 nChanged 2 SP:Iteration 65Q (1051.210473 sec): 3 clusters Score: Raw -648133.851373 + Penalty 6668.534946 = -641465.316427 nChanged 3 SP:Iteration 66Q (1051.321134 sec): 3 clusters Score: Raw -648135.085693 + Penalty 6668.534946 = -641466.550747 nChanged 2 SP:Iteration 67Q (1051.467604 sec): 3 clusters Score: Raw -648135.646018 + Penalty 6668.534946 = -641467.111072 nChanged 0 SP:Iteration 68F (1051.609052 sec): 3 clusters Score: Raw -648135.646018 + Penalty 6668.534946 = -641467.111072 nChanged 0 Time taken for this iteration:154.048772 seconds. 11->8 Clusters: Score -1766073.375541, best is -1767653.302651 Starting from 12 clusters... ------ Clustering full data set of 25216 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 1 (1797 points): Lose 627.348348 but Gain 3755.104194 Iteration 0F (1052.546618 sec): 11 clusters Score: Raw -1686373.095720 + Penalty 37551.041943 = -1648822.053777 nChanged 21180 Deleting Class 7 (1621 points): Lose 2333.951782 but Gain 3755.104194 Iteration 1F (1053.414063 sec): 10 clusters Score: Raw -1740350.988619 + Penalty 33795.937749 = -1706555.050870 nChanged 9733 Deleting Class 3 (1712 points): Lose 3262.930601 but Gain 3755.104194 Iteration 2F (1054.153827 sec): 9 clusters Score: Raw -1760070.105539 + Penalty 30040.833554 = -1730029.271985 nChanged 6342 Iteration 3F (1054.855666 sec): 9 clusters Score: Raw -1771341.947769 + Penalty 30040.833554 = -1741301.114215 nChanged 3816 Iteration 4F (1055.553440 sec): 9 clusters Score: Raw -1777076.235836 + Penalty 30040.833554 = -1747035.402282 nChanged 3097 Iteration 5F (1056.242855 sec): 9 clusters Score: Raw -1781195.148818 + Penalty 30040.833554 = -1751154.315263 nChanged 2367 Iteration 6F (1056.921694 sec): 9 clusters Score: Raw -1783810.419294 + Penalty 30040.833554 = -1753769.585740 nChanged 1715 Iteration 7F (1057.587157 sec): 9 clusters Score: Raw -1785847.101590 + Penalty 30040.833554 = -1755806.268036 nChanged 1376 Iteration 8F (1058.208296 sec): 9 clusters Score: Raw -1787112.976420 + Penalty 30040.833554 = -1757072.142866 nChanged 1082 Iteration 9Q (1058.766771 sec): 9 clusters Score: Raw -1787956.819897 + Penalty 30040.833554 = -1757915.986343 nChanged 831 Iteration 10Q (1059.319189 sec): 9 clusters Score: Raw -1788541.064204 + Penalty 30040.833554 = -1758500.230650 nChanged 729 Iteration 11Q (1059.864218 sec): 9 clusters Score: Raw -1789017.335789 + Penalty 30040.833554 = -1758976.502234 nChanged 627 Iteration 12Q (1060.404769 sec): 9 clusters Score: Raw -1789420.763443 + Penalty 30040.833554 = -1759379.929889 nChanged 552 Iteration 13Q (1060.956918 sec): 9 clusters Score: Raw -1789739.250863 + Penalty 30040.833554 = -1759698.417308 nChanged 478 Iteration 14Q (1061.519165 sec): 9 clusters Score: Raw -1789993.320756 + Penalty 30040.833554 = -1759952.487201 nChanged 388 Iteration 15Q (1062.050245 sec): 9 clusters Score: Raw -1790203.970073 + Penalty 30040.833554 = -1760163.136519 nChanged 388 Iteration 16Q (1062.617485 sec): 9 clusters Score: Raw -1790442.929924 + Penalty 30040.833554 = -1760402.096370 nChanged 367 Iteration 17Q (1063.194607 sec): 9 clusters Score: Raw -1790666.512853 + Penalty 30040.833554 = -1760625.679298 nChanged 348 Iteration 18Q (1063.788587 sec): 9 clusters Score: Raw -1790895.960900 + Penalty 30040.833554 = -1760855.127346 nChanged 366 Iteration 19Q (1064.358749 sec): 9 clusters Score: Raw -1791113.598263 + Penalty 30040.833554 = -1761072.764709 nChanged 337 Writing temp clu file Because OldScore, -1760855.127346, is greater than current (better) Score,-1761072.764709 Compute initial score before splitting: Score: Raw -1791113.598263 + Penalty 30040.833554 = -1761072.764709 Trying to split cluster 2 (4552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1064.470721 sec): 2 clusters Score: Raw -361023.920085 + Penalty 3120.840792 = -357903.079293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1064.591243 sec): 3 clusters Score: Raw -359065.213669 + Penalty 6241.681584 = -352823.532085 nChanged 1575 SP:Iteration 1F (1064.712765 sec): 3 clusters Score: Raw -360130.737883 + Penalty 6241.681584 = -353889.056299 nChanged 378 SP:Iteration 2F (1064.828591 sec): 3 clusters Score: Raw -360429.821006 + Penalty 6241.681584 = -354188.139422 nChanged 223 SP:Iteration 3Q (1064.934046 sec): 3 clusters Score: Raw -360586.249839 + Penalty 6241.681584 = -354344.568255 nChanged 160 SP:Iteration 4Q (1065.050008 sec): 3 clusters Score: Raw -360721.391333 + Penalty 6241.681584 = -354479.709749 nChanged 147 SP:Iteration 5Q (1065.183500 sec): 3 clusters Score: Raw -360838.294850 + Penalty 6241.681584 = -354596.613266 nChanged 117 SP:Iteration 6Q (1065.288337 sec): 3 clusters Score: Raw -360914.599480 + Penalty 6241.681584 = -354672.917896 nChanged 93 SP:Iteration 7Q (1065.426027 sec): 3 clusters Score: Raw -360989.656284 + Penalty 6241.681584 = -354747.974700 nChanged 108 SP:Iteration 8Q (1065.537670 sec): 3 clusters Score: Raw -361067.198369 + Penalty 6241.681584 = -354825.516785 nChanged 83 SP:Iteration 9Q (1065.650509 sec): 3 clusters Score: Raw -361130.888181 + Penalty 6241.681584 = -354889.206597 nChanged 92 SP:Iteration 10Q (1065.779415 sec): 3 clusters Score: Raw -361195.665928 + Penalty 6241.681584 = -354953.984344 nChanged 95 SP:Iteration 11Q (1065.886721 sec): 3 clusters Score: Raw -361253.378905 + Penalty 6241.681584 = -355011.697321 nChanged 72 SP:Iteration 12Q (1066.005641 sec): 3 clusters Score: Raw -361299.921377 + Penalty 6241.681584 = -355058.239793 nChanged 68 SP:Iteration 13Q (1066.120514 sec): 3 clusters Score: Raw -361347.505222 + Penalty 6241.681584 = -355105.823638 nChanged 55 SP:Iteration 14Q (1066.245825 sec): 3 clusters Score: Raw -361378.336731 + Penalty 6241.681584 = -355136.655147 nChanged 45 SP:Iteration 15Q (1066.367284 sec): 3 clusters Score: Raw -361406.712691 + Penalty 6241.681584 = -355165.031107 nChanged 47 SP:Iteration 16Q (1066.473104 sec): 3 clusters Score: Raw -361436.305339 + Penalty 6241.681584 = -355194.623754 nChanged 38 SP:Iteration 17Q (1066.595827 sec): 3 clusters Score: Raw -361461.683636 + Penalty 6241.681584 = -355220.002052 nChanged 50 SP:Iteration 18Q (1066.713519 sec): 3 clusters Score: Raw -361493.026649 + Penalty 6241.681584 = -355251.345065 nChanged 42 SP:Iteration 19Q (1066.831745 sec): 3 clusters Score: Raw -361519.029277 + Penalty 6241.681584 = -355277.347693 nChanged 40 SP:Iteration 20F (1066.952030 sec): 3 clusters Score: Raw -361540.824451 + Penalty 6241.681584 = -355299.142867 nChanged 40 SP:Iteration 21Q (1067.090505 sec): 3 clusters Score: Raw -361558.359055 + Penalty 6241.681584 = -355316.677470 nChanged 20 SP:Iteration 22Q (1067.191392 sec): 3 clusters Score: Raw -361568.857299 + Penalty 6241.681584 = -355327.175715 nChanged 15 SP:Iteration 23Q (1067.312266 sec): 3 clusters Score: Raw -361576.379867 + Penalty 6241.681584 = -355334.698283 nChanged 16 SP:Iteration 24Q (1067.444632 sec): 3 clusters Score: Raw -361586.135138 + Penalty 6241.681584 = -355344.453554 nChanged 22 SP:Iteration 25Q (1067.569407 sec): 3 clusters Score: Raw -361596.907755 + Penalty 6241.681584 = -355355.226171 nChanged 17 SP:Iteration 26Q (1067.668490 sec): 3 clusters Score: Raw -361605.371811 + Penalty 6241.681584 = -355363.690227 nChanged 21 SP:Iteration 27Q (1067.792732 sec): 3 clusters Score: Raw -361616.181772 + Penalty 6241.681584 = -355374.500188 nChanged 21 SP:Iteration 28Q (1067.897961 sec): 3 clusters Score: Raw -361626.479614 + Penalty 6241.681584 = -355384.798030 nChanged 14 SP:Iteration 29Q (1068.025090 sec): 3 clusters Score: Raw -361632.538013 + Penalty 6241.681584 = -355390.856429 nChanged 6 SP:Iteration 30Q (1068.155410 sec): 3 clusters Score: Raw -361634.183950 + Penalty 6241.681584 = -355392.502366 nChanged 4 SP:Iteration 31Q (1068.275585 sec): 3 clusters Score: Raw -361635.749697 + Penalty 6241.681584 = -355394.068113 nChanged 4 SP:Iteration 32Q (1068.391940 sec): 3 clusters Score: Raw -361637.643715 + Penalty 6241.681584 = -355395.962131 nChanged 8 SP:Iteration 33Q (1068.478198 sec): 3 clusters Score: Raw -361640.702116 + Penalty 6241.681584 = -355399.020532 nChanged 3 SP:Iteration 34Q (1068.590835 sec): 3 clusters Score: Raw -361641.376939 + Penalty 6241.681584 = -355399.695355 nChanged 3 SP:Iteration 35Q (1068.704012 sec): 3 clusters Score: Raw -361642.617182 + Penalty 6241.681584 = -355400.935598 nChanged 1 SP:Iteration 36Q (1068.849942 sec): 3 clusters Score: Raw -361642.895573 + Penalty 6241.681584 = -355401.213989 nChanged 1 SP:Iteration 37Q (1068.974735 sec): 3 clusters Score: Raw -361643.274234 + Penalty 6241.681584 = -355401.592649 nChanged 1 SP:Iteration 38Q (1069.091927 sec): 3 clusters Score: Raw -361643.885501 + Penalty 6241.681584 = -355402.203917 nChanged 3 SP:Iteration 39Q (1069.212097 sec): 3 clusters Score: Raw -361645.121299 + Penalty 6241.681584 = -355403.439715 nChanged 2 SP:Iteration 40F (1069.339822 sec): 3 clusters Score: Raw -361645.689615 + Penalty 6241.681584 = -355404.008030 nChanged 1 SP:Iteration 41Q (1069.431505 sec): 3 clusters Score: Raw -361645.822624 + Penalty 6241.681584 = -355404.141040 nChanged 0 SP:Iteration 42F (1069.567356 sec): 3 clusters Score: Raw -361645.822624 + Penalty 6241.681584 = -355404.141040 nChanged 0 Trying to split cluster 4 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.621214 sec): 2 clusters Score: Raw -34605.151559 + Penalty 2418.066345 = -32187.085213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.731364 sec): 3 clusters Score: Raw -34798.410760 + Penalty 4836.132691 = -29962.278069 nChanged 147 SP:Iteration 1F (1069.830483 sec): 3 clusters Score: Raw -35217.808328 + Penalty 4836.132691 = -30381.675637 nChanged 48 SP:Iteration 2F (1069.920591 sec): 3 clusters Score: Raw -35440.864126 + Penalty 4836.132691 = -30604.731435 nChanged 28 SP:Iteration 3Q (1070.042204 sec): 3 clusters Score: Raw -35556.565595 + Penalty 4836.132691 = -30720.432904 nChanged 15 SP:Iteration 4Q (1070.128700 sec): 3 clusters Score: Raw -35607.389388 + Penalty 4836.132691 = -30771.256697 nChanged 7 SP:Iteration 5Q (1070.257918 sec): 3 clusters Score: Raw -35625.459471 + Penalty 4836.132691 = -30789.326780 nChanged 4 SP:Iteration 6Q (1070.341061 sec): 3 clusters Score: Raw -35638.742997 + Penalty 4836.132691 = -30802.610306 nChanged 4 SP:Iteration 7Q (1070.477521 sec): 3 clusters Score: Raw -35648.937175 + Penalty 4836.132691 = -30812.804484 nChanged 2 SP:Iteration 8Q (1070.562161 sec): 3 clusters Score: Raw -35653.059728 + Penalty 4836.132691 = -30816.927037 nChanged 1 SP:Iteration 9Q (1070.657754 sec): 3 clusters Score: Raw -35657.795304 + Penalty 4836.132691 = -30821.662613 nChanged 2 SP:Iteration 10Q (1070.760547 sec): 3 clusters Score: Raw -35662.316844 + Penalty 4836.132691 = -30826.184153 nChanged 1 SP:Iteration 11Q (1070.862248 sec): 3 clusters Score: Raw -35663.735919 + Penalty 4836.132691 = -30827.603228 nChanged 0 SP:Iteration 12F (1070.969787 sec): 3 clusters Score: Raw -35663.735919 + Penalty 4836.132691 = -30827.603228 nChanged 0 Trying to split cluster 5 (4128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1071.041894 sec): 2 clusters Score: Raw -294364.727681 + Penalty 3084.615648 = -291280.112033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1071.164323 sec): 3 clusters Score: Raw -292671.598988 + Penalty 6169.231296 = -286502.367692 nChanged 1416 SP:Iteration 1F (1071.284190 sec): 3 clusters Score: Raw -293629.571681 + Penalty 6169.231296 = -287460.340386 nChanged 298 SP:Iteration 2F (1071.394827 sec): 3 clusters Score: Raw -293868.245325 + Penalty 6169.231296 = -287699.014029 nChanged 204 SP:Iteration 3Q (1071.531226 sec): 3 clusters Score: Raw -294025.524523 + Penalty 6169.231296 = -287856.293227 nChanged 122 SP:Iteration 4Q (1071.648056 sec): 3 clusters Score: Raw -294117.557912 + Penalty 6169.231296 = -287948.326616 nChanged 101 SP:Iteration 5Q (1071.742959 sec): 3 clusters Score: Raw -294192.457902 + Penalty 6169.231296 = -288023.226606 nChanged 99 SP:Iteration 6Q (1071.878989 sec): 3 clusters Score: Raw -294256.051687 + Penalty 6169.231296 = -288086.820391 nChanged 76 SP:Iteration 7Q (1072.000343 sec): 3 clusters Score: Raw -294307.134459 + Penalty 6169.231296 = -288137.903164 nChanged 71 SP:Iteration 8Q (1072.096368 sec): 3 clusters Score: Raw -294357.503179 + Penalty 6169.231296 = -288188.271884 nChanged 87 SP:Iteration 9Q (1072.217174 sec): 3 clusters Score: Raw -294421.787890 + Penalty 6169.231296 = -288252.556595 nChanged 83 SP:Iteration 10Q (1072.318168 sec): 3 clusters Score: Raw -294486.559524 + Penalty 6169.231296 = -288317.328229 nChanged 83 SP:Iteration 11Q (1072.433635 sec): 3 clusters Score: Raw -294543.532377 + Penalty 6169.231296 = -288374.301081 nChanged 64 SP:Iteration 12Q (1072.559791 sec): 3 clusters Score: Raw -294588.507155 + Penalty 6169.231296 = -288419.275860 nChanged 50 SP:Iteration 13Q (1072.676356 sec): 3 clusters Score: Raw -294625.242056 + Penalty 6169.231296 = -288456.010760 nChanged 48 SP:Iteration 14Q (1072.821130 sec): 3 clusters Score: Raw -294660.797989 + Penalty 6169.231296 = -288491.566693 nChanged 49 SP:Iteration 15Q (1072.935437 sec): 3 clusters Score: Raw -294690.918527 + Penalty 6169.231296 = -288521.687231 nChanged 42 SP:Iteration 16Q (1073.056602 sec): 3 clusters Score: Raw -294719.409422 + Penalty 6169.231296 = -288550.178126 nChanged 37 SP:Iteration 17Q (1073.181748 sec): 3 clusters Score: Raw -294744.348784 + Penalty 6169.231296 = -288575.117489 nChanged 29 SP:Iteration 18Q (1073.299234 sec): 3 clusters Score: Raw -294768.685993 + Penalty 6169.231296 = -288599.454697 nChanged 36 SP:Iteration 19Q (1073.403234 sec): 3 clusters Score: Raw -294795.452245 + Penalty 6169.231296 = -288626.220950 nChanged 29 SP:Iteration 20F (1073.539210 sec): 3 clusters Score: Raw -294813.461584 + Penalty 6169.231296 = -288644.230289 nChanged 23 SP:Iteration 21Q (1073.626232 sec): 3 clusters Score: Raw -294825.497874 + Penalty 6169.231296 = -288656.266579 nChanged 20 SP:Iteration 22Q (1073.725630 sec): 3 clusters Score: Raw -294838.773355 + Penalty 6169.231296 = -288669.542059 nChanged 21 SP:Iteration 23Q (1073.866228 sec): 3 clusters Score: Raw -294853.657413 + Penalty 6169.231296 = -288684.426117 nChanged 16 SP:Iteration 24Q (1073.970670 sec): 3 clusters Score: Raw -294862.108588 + Penalty 6169.231296 = -288692.877293 nChanged 11 SP:Iteration 25Q (1074.103041 sec): 3 clusters Score: Raw -294869.230981 + Penalty 6169.231296 = -288699.999686 nChanged 15 SP:Iteration 26Q (1074.214383 sec): 3 clusters Score: Raw -294881.732419 + Penalty 6169.231296 = -288712.501124 nChanged 14 SP:Iteration 27Q (1074.353559 sec): 3 clusters Score: Raw -294889.119845 + Penalty 6169.231296 = -288719.888550 nChanged 6 SP:Iteration 28Q (1074.473498 sec): 3 clusters Score: Raw -294892.721571 + Penalty 6169.231296 = -288723.490276 nChanged 10 SP:Iteration 29Q (1074.594088 sec): 3 clusters Score: Raw -294898.154228 + Penalty 6169.231296 = -288728.922932 nChanged 9 SP:Iteration 30Q (1074.694053 sec): 3 clusters Score: Raw -294903.212120 + Penalty 6169.231296 = -288733.980824 nChanged 7 SP:Iteration 31Q (1074.803314 sec): 3 clusters Score: Raw -294907.392717 + Penalty 6169.231296 = -288738.161421 nChanged 7 SP:Iteration 32Q (1074.940985 sec): 3 clusters Score: Raw -294912.467724 + Penalty 6169.231296 = -288743.236429 nChanged 8 SP:Iteration 33Q (1075.064007 sec): 3 clusters Score: Raw -294917.324409 + Penalty 6169.231296 = -288748.093113 nChanged 11 SP:Iteration 34Q (1075.186139 sec): 3 clusters Score: Raw -294924.677346 + Penalty 6169.231296 = -288755.446050 nChanged 10 SP:Iteration 35Q (1075.304509 sec): 3 clusters Score: Raw -294930.507157 + Penalty 6169.231296 = -288761.275862 nChanged 11 SP:Iteration 36Q (1075.422415 sec): 3 clusters Score: Raw -294939.132722 + Penalty 6169.231296 = -288769.901427 nChanged 14 SP:Iteration 37Q (1075.521089 sec): 3 clusters Score: Raw -294949.227951 + Penalty 6169.231296 = -288779.996656 nChanged 17 SP:Iteration 38Q (1075.650910 sec): 3 clusters Score: Raw -294958.275822 + Penalty 6169.231296 = -288789.044526 nChanged 9 SP:Iteration 39Q (1075.762628 sec): 3 clusters Score: Raw -294964.524716 + Penalty 6169.231296 = -288795.293420 nChanged 11 SP:Iteration 40F (1075.899447 sec): 3 clusters Score: Raw -294968.921425 + Penalty 6169.231296 = -288799.690129 nChanged 4 SP:Iteration 41Q (1076.001425 sec): 3 clusters Score: Raw -294970.242465 + Penalty 6169.231296 = -288801.011170 nChanged 4 SP:Iteration 42Q (1076.120984 sec): 3 clusters Score: Raw -294972.302409 + Penalty 6169.231296 = -288803.071114 nChanged 10 SP:Iteration 43Q (1076.227467 sec): 3 clusters Score: Raw -294977.286783 + Penalty 6169.231296 = -288808.055488 nChanged 9 SP:Iteration 44Q (1076.343225 sec): 3 clusters Score: Raw -294982.650011 + Penalty 6169.231296 = -288813.418715 nChanged 8 SP:Iteration 45Q (1076.482077 sec): 3 clusters Score: Raw -294987.771317 + Penalty 6169.231296 = -288818.540022 nChanged 7 SP:Iteration 46Q (1076.605686 sec): 3 clusters Score: Raw -294992.335126 + Penalty 6169.231296 = -288823.103831 nChanged 6 SP:Iteration 47Q (1076.716912 sec): 3 clusters Score: Raw -294996.663423 + Penalty 6169.231296 = -288827.432128 nChanged 4 SP:Iteration 48Q (1076.834012 sec): 3 clusters Score: Raw -295000.187275 + Penalty 6169.231296 = -288830.955979 nChanged 10 SP:Iteration 49Q (1076.932019 sec): 3 clusters Score: Raw -295005.486790 + Penalty 6169.231296 = -288836.255494 nChanged 8 SP:Iteration 50Q (1077.060921 sec): 3 clusters Score: Raw -295010.930401 + Penalty 6169.231296 = -288841.699106 nChanged 10 SP:Iteration 51Q (1077.185534 sec): 3 clusters Score: Raw -295015.469115 + Penalty 6169.231296 = -288846.237819 nChanged 7 SP:Iteration 52Q (1077.290017 sec): 3 clusters Score: Raw -295018.971227 + Penalty 6169.231296 = -288849.739931 nChanged 6 SP:Iteration 53Q (1077.411506 sec): 3 clusters Score: Raw -295021.773414 + Penalty 6169.231296 = -288852.542118 nChanged 4 SP:Iteration 54Q (1077.521701 sec): 3 clusters Score: Raw -295023.183066 + Penalty 6169.231296 = -288853.951770 nChanged 3 SP:Iteration 55Q (1077.629989 sec): 3 clusters Score: Raw -295024.617788 + Penalty 6169.231296 = -288855.386493 nChanged 3 SP:Iteration 56Q (1077.741065 sec): 3 clusters Score: Raw -295025.919263 + Penalty 6169.231296 = -288856.687968 nChanged 2 SP:Iteration 57Q (1077.856903 sec): 3 clusters Score: Raw -295026.651613 + Penalty 6169.231296 = -288857.420317 nChanged 0 SP:Iteration 58F (1077.958151 sec): 3 clusters Score: Raw -295026.651613 + Penalty 6169.231296 = -288857.420317 nChanged 0 Trying to split cluster 6 (1457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.016446 sec): 2 clusters Score: Raw -104578.340640 + Penalty 2698.771946 = -101879.568694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.133446 sec): 3 clusters Score: Raw -104281.254579 + Penalty 5397.543891 = -98883.710688 nChanged 344 SP:Iteration 1F (1078.258596 sec): 3 clusters Score: Raw -104711.137864 + Penalty 5397.543891 = -99313.593973 nChanged 108 SP:Iteration 2F (1078.352264 sec): 3 clusters Score: Raw -104878.749059 + Penalty 5397.543891 = -99481.205167 nChanged 63 SP:Iteration 3Q (1078.463971 sec): 3 clusters Score: Raw -104967.965154 + Penalty 5397.543891 = -99570.421263 nChanged 41 SP:Iteration 4Q (1078.573653 sec): 3 clusters Score: Raw -105041.475317 + Penalty 5397.543891 = -99643.931425 nChanged 27 SP:Iteration 5Q (1078.691194 sec): 3 clusters Score: Raw -105085.002979 + Penalty 5397.543891 = -99687.459087 nChanged 27 SP:Iteration 6Q (1078.791617 sec): 3 clusters Score: Raw -105135.693857 + Penalty 5397.543891 = -99738.149966 nChanged 29 SP:Iteration 7Q (1078.908777 sec): 3 clusters Score: Raw -105193.673824 + Penalty 5397.543891 = -99796.129933 nChanged 23 SP:Iteration 8Q (1079.028047 sec): 3 clusters Score: Raw -105244.397090 + Penalty 5397.543891 = -99846.853198 nChanged 19 SP:Iteration 9Q (1079.117626 sec): 3 clusters Score: Raw -105272.593458 + Penalty 5397.543891 = -99875.049567 nChanged 10 SP:Iteration 10Q (1079.235951 sec): 3 clusters Score: Raw -105285.747325 + Penalty 5397.543891 = -99888.203434 nChanged 4 SP:Iteration 11Q (1079.348577 sec): 3 clusters Score: Raw -105292.173436 + Penalty 5397.543891 = -99894.629544 nChanged 4 SP:Iteration 12Q (1079.447885 sec): 3 clusters Score: Raw -105299.699308 + Penalty 5397.543891 = -99902.155417 nChanged 2 SP:Iteration 13Q (1079.556724 sec): 3 clusters Score: Raw -105302.573292 + Penalty 5397.543891 = -99905.029400 nChanged 4 SP:Iteration 14Q (1079.672090 sec): 3 clusters Score: Raw -105306.928780 + Penalty 5397.543891 = -99909.384889 nChanged 1 SP:Iteration 15Q (1079.772195 sec): 3 clusters Score: Raw -105308.840803 + Penalty 5397.543891 = -99911.296912 nChanged 2 SP:Iteration 16Q (1079.884308 sec): 3 clusters Score: Raw -105311.571031 + Penalty 5397.543891 = -99914.027140 nChanged 1 SP:Iteration 17Q (1080.000424 sec): 3 clusters Score: Raw -105312.572430 + Penalty 5397.543891 = -99915.028538 nChanged 2 SP:Iteration 18Q (1080.091531 sec): 3 clusters Score: Raw -105314.206989 + Penalty 5397.543891 = -99916.663098 nChanged 1 SP:Iteration 19Q (1080.194053 sec): 3 clusters Score: Raw -105315.472842 + Penalty 5397.543891 = -99917.928951 nChanged 1 SP:Iteration 20F (1080.322178 sec): 3 clusters Score: Raw -105317.334393 + Penalty 5397.543891 = -99919.790502 nChanged 1 SP:Iteration 21Q (1080.412244 sec): 3 clusters Score: Raw -105318.511342 + Penalty 5397.543891 = -99920.967451 nChanged 1 SP:Iteration 22Q (1080.521823 sec): 3 clusters Score: Raw -105319.266378 + Penalty 5397.543891 = -99921.722487 nChanged 0 SP:Iteration 23F (1080.627541 sec): 3 clusters Score: Raw -105319.266378 + Penalty 5397.543891 = -99921.722487 nChanged 0 Trying to split cluster 8 (4421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.707586 sec): 2 clusters Score: Raw -308477.772797 + Penalty 3110.021902 = -305367.750895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.827668 sec): 3 clusters Score: Raw -306631.384507 + Penalty 6220.043805 = -300411.340702 nChanged 1523 SP:Iteration 1F (1080.954524 sec): 3 clusters Score: Raw -307721.796477 + Penalty 6220.043805 = -301501.752673 nChanged 375 SP:Iteration 2F (1081.052301 sec): 3 clusters Score: Raw -308045.603247 + Penalty 6220.043805 = -301825.559442 nChanged 242 SP:Iteration 3F (1081.166975 sec): 3 clusters Score: Raw -308251.206942 + Penalty 6220.043805 = -302031.163138 nChanged 199 SP:Iteration 4Q (1081.286167 sec): 3 clusters Score: Raw -308432.331969 + Penalty 6220.043805 = -302212.288164 nChanged 171 SP:Iteration 5Q (1081.403062 sec): 3 clusters Score: Raw -308596.149008 + Penalty 6220.043805 = -302376.105203 nChanged 152 SP:Iteration 6Q (1081.530462 sec): 3 clusters Score: Raw -308716.630613 + Penalty 6220.043805 = -302496.586808 nChanged 127 SP:Iteration 7Q (1081.656972 sec): 3 clusters Score: Raw -308825.479733 + Penalty 6220.043805 = -302605.435928 nChanged 114 SP:Iteration 8Q (1081.777758 sec): 3 clusters Score: Raw -308917.492578 + Penalty 6220.043805 = -302697.448773 nChanged 100 SP:Iteration 9Q (1081.898994 sec): 3 clusters Score: Raw -308993.920669 + Penalty 6220.043805 = -302773.876864 nChanged 94 SP:Iteration 10Q (1081.993766 sec): 3 clusters Score: Raw -309063.043843 + Penalty 6220.043805 = -302843.000038 nChanged 70 SP:Iteration 11Q (1082.108906 sec): 3 clusters Score: Raw -309113.898266 + Penalty 6220.043805 = -302893.854461 nChanged 56 SP:Iteration 12Q (1082.230375 sec): 3 clusters Score: Raw -309151.042659 + Penalty 6220.043805 = -302930.998854 nChanged 61 SP:Iteration 13Q (1082.335133 sec): 3 clusters Score: Raw -309198.044883 + Penalty 6220.043805 = -302978.001078 nChanged 60 SP:Iteration 14Q (1082.469679 sec): 3 clusters Score: Raw -309234.983344 + Penalty 6220.043805 = -303014.939540 nChanged 62 SP:Iteration 15Q (1082.589060 sec): 3 clusters Score: Raw -309273.870938 + Penalty 6220.043805 = -303053.827133 nChanged 57 SP:Iteration 16Q (1082.680281 sec): 3 clusters Score: Raw -309326.115652 + Penalty 6220.043805 = -303106.071848 nChanged 60 SP:Iteration 17Q (1082.809156 sec): 3 clusters Score: Raw -309373.238133 + Penalty 6220.043805 = -303153.194328 nChanged 55 SP:Iteration 18Q (1082.935075 sec): 3 clusters Score: Raw -309413.838519 + Penalty 6220.043805 = -303193.794714 nChanged 51 SP:Iteration 19Q (1083.071167 sec): 3 clusters Score: Raw -309453.672009 + Penalty 6220.043805 = -303233.628205 nChanged 45 SP:Iteration 20F (1083.174604 sec): 3 clusters Score: Raw -309487.863177 + Penalty 6220.043805 = -303267.819372 nChanged 38 SP:Iteration 21Q (1083.278346 sec): 3 clusters Score: Raw -309513.652010 + Penalty 6220.043805 = -303293.608206 nChanged 32 SP:Iteration 22Q (1083.402130 sec): 3 clusters Score: Raw -309532.884108 + Penalty 6220.043805 = -303312.840303 nChanged 22 SP:Iteration 23Q (1083.514852 sec): 3 clusters Score: Raw -309547.955341 + Penalty 6220.043805 = -303327.911537 nChanged 22 SP:Iteration 24Q (1083.615026 sec): 3 clusters Score: Raw -309559.965328 + Penalty 6220.043805 = -303339.921523 nChanged 24 SP:Iteration 25Q (1083.729808 sec): 3 clusters Score: Raw -309573.460376 + Penalty 6220.043805 = -303353.416571 nChanged 16 SP:Iteration 26Q (1083.843950 sec): 3 clusters Score: Raw -309580.711461 + Penalty 6220.043805 = -303360.667656 nChanged 11 SP:Iteration 27Q (1083.976722 sec): 3 clusters Score: Raw -309586.437328 + Penalty 6220.043805 = -303366.393523 nChanged 8 SP:Iteration 28Q (1084.088928 sec): 3 clusters Score: Raw -309590.471192 + Penalty 6220.043805 = -303370.427388 nChanged 6 SP:Iteration 29Q (1084.208552 sec): 3 clusters Score: Raw -309593.231940 + Penalty 6220.043805 = -303373.188136 nChanged 5 SP:Iteration 30Q (1084.328885 sec): 3 clusters Score: Raw -309595.804479 + Penalty 6220.043805 = -303375.760674 nChanged 2 SP:Iteration 31Q (1084.447294 sec): 3 clusters Score: Raw -309596.835967 + Penalty 6220.043805 = -303376.792162 nChanged 1 SP:Iteration 32Q (1084.562473 sec): 3 clusters Score: Raw -309597.618882 + Penalty 6220.043805 = -303377.575078 nChanged 1 SP:Iteration 33Q (1084.691313 sec): 3 clusters Score: Raw -309598.202864 + Penalty 6220.043805 = -303378.159059 nChanged 3 SP:Iteration 34Q (1084.785679 sec): 3 clusters Score: Raw -309599.159429 + Penalty 6220.043805 = -303379.115624 nChanged 8 SP:Iteration 35Q (1084.902261 sec): 3 clusters Score: Raw -309603.752038 + Penalty 6220.043805 = -303383.708233 nChanged 7 SP:Iteration 36Q (1085.037337 sec): 3 clusters Score: Raw -309607.014917 + Penalty 6220.043805 = -303386.971112 nChanged 6 SP:Iteration 37Q (1085.144633 sec): 3 clusters Score: Raw -309609.228696 + Penalty 6220.043805 = -303389.184891 nChanged 6 SP:Iteration 38Q (1085.251752 sec): 3 clusters Score: Raw -309612.049099 + Penalty 6220.043805 = -303392.005294 nChanged 4 SP:Iteration 39Q (1085.396770 sec): 3 clusters Score: Raw -309614.803204 + Penalty 6220.043805 = -303394.759400 nChanged 3 SP:Iteration 40F (1085.504259 sec): 3 clusters Score: Raw -309615.621783 + Penalty 6220.043805 = -303395.577979 nChanged 4 SP:Iteration 41Q (1085.606737 sec): 3 clusters Score: Raw -309616.873058 + Penalty 6220.043805 = -303396.829253 nChanged 3 SP:Iteration 42Q (1085.725450 sec): 3 clusters Score: Raw -309617.964942 + Penalty 6220.043805 = -303397.921138 nChanged 3 SP:Iteration 43Q (1085.852492 sec): 3 clusters Score: Raw -309618.805056 + Penalty 6220.043805 = -303398.761252 nChanged 1 SP:Iteration 44Q (1085.962649 sec): 3 clusters Score: Raw -309619.222313 + Penalty 6220.043805 = -303399.178508 nChanged 0 SP:Iteration 45F (1086.072481 sec): 3 clusters Score: Raw -309619.222313 + Penalty 6220.043805 = -303399.178508 nChanged 0 Trying to split cluster 9 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1086.161091 sec): 2 clusters Score: Raw -131547.545090 + Penalty 2853.462200 = -128694.082890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1086.283318 sec): 3 clusters Score: Raw -130872.943668 + Penalty 5706.924401 = -125166.019268 nChanged 681 SP:Iteration 1F (1086.397012 sec): 3 clusters Score: Raw -131575.818748 + Penalty 5706.924401 = -125868.894347 nChanged 190 SP:Iteration 2F (1086.489183 sec): 3 clusters Score: Raw -131824.799391 + Penalty 5706.924401 = -126117.874990 nChanged 114 SP:Iteration 3F (1086.582825 sec): 3 clusters Score: Raw -131994.331846 + Penalty 5706.924401 = -126287.407445 nChanged 88 SP:Iteration 4Q (1086.697508 sec): 3 clusters Score: Raw -132113.035789 + Penalty 5706.924401 = -126406.111388 nChanged 77 SP:Iteration 5Q (1086.799399 sec): 3 clusters Score: Raw -132191.701575 + Penalty 5706.924401 = -126484.777174 nChanged 40 SP:Iteration 6Q (1086.910268 sec): 3 clusters Score: Raw -132225.853178 + Penalty 5706.924401 = -126518.928777 nChanged 28 SP:Iteration 7Q (1087.007208 sec): 3 clusters Score: Raw -132259.258446 + Penalty 5706.924401 = -126552.334045 nChanged 27 SP:Iteration 8Q (1087.099521 sec): 3 clusters Score: Raw -132291.939835 + Penalty 5706.924401 = -126585.015434 nChanged 25 SP:Iteration 9Q (1087.207812 sec): 3 clusters Score: Raw -132320.044689 + Penalty 5706.924401 = -126613.120288 nChanged 17 SP:Iteration 10Q (1087.318938 sec): 3 clusters Score: Raw -132332.639370 + Penalty 5706.924401 = -126625.714970 nChanged 13 SP:Iteration 11Q (1087.388564 sec): 3 clusters Score: Raw -132347.999426 + Penalty 5706.924401 = -126641.075025 nChanged 12 SP:Iteration 12Q (1087.485901 sec): 3 clusters Score: Raw -132357.256824 + Penalty 5706.924401 = -126650.332424 nChanged 6 SP:Iteration 13Q (1087.597941 sec): 3 clusters Score: Raw -132361.422049 + Penalty 5706.924401 = -126654.497649 nChanged 2 SP:Iteration 14Q (1087.722661 sec): 3 clusters Score: Raw -132363.075117 + Penalty 5706.924401 = -126656.150716 nChanged 1 SP:Iteration 15Q (1087.819499 sec): 3 clusters Score: Raw -132363.538950 + Penalty 5706.924401 = -126656.614550 nChanged 2 SP:Iteration 16Q (1087.947495 sec): 3 clusters Score: Raw -132364.399998 + Penalty 5706.924401 = -126657.475597 nChanged 1 SP:Iteration 17Q (1088.033903 sec): 3 clusters Score: Raw -132365.204730 + Penalty 5706.924401 = -126658.280329 nChanged 0 SP:Iteration 18F (1088.147339 sec): 3 clusters Score: Raw -132365.204730 + Penalty 5706.924401 = -126658.280329 nChanged 0 Trying to split cluster 10 (1603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.203948 sec): 2 clusters Score: Raw -115073.914298 + Penalty 2734.153713 = -112339.760585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.312552 sec): 3 clusters Score: Raw -114669.016720 + Penalty 5468.307425 = -109200.709295 nChanged 406 SP:Iteration 1F (1088.395124 sec): 3 clusters Score: Raw -115140.032786 + Penalty 5468.307425 = -109671.725361 nChanged 120 SP:Iteration 2F (1088.516727 sec): 3 clusters Score: Raw -115341.349258 + Penalty 5468.307425 = -109873.041833 nChanged 74 SP:Iteration 3Q (1088.611927 sec): 3 clusters Score: Raw -115452.032604 + Penalty 5468.307425 = -109983.725179 nChanged 57 SP:Iteration 4Q (1088.697806 sec): 3 clusters Score: Raw -115545.324010 + Penalty 5468.307425 = -110077.016585 nChanged 41 SP:Iteration 5Q (1088.787542 sec): 3 clusters Score: Raw -115617.286324 + Penalty 5468.307425 = -110148.978899 nChanged 48 SP:Iteration 6Q (1088.880617 sec): 3 clusters Score: Raw -115692.901731 + Penalty 5468.307425 = -110224.594306 nChanged 28 SP:Iteration 7Q (1088.992934 sec): 3 clusters Score: Raw -115733.790268 + Penalty 5468.307425 = -110265.482843 nChanged 39 SP:Iteration 8Q (1089.083904 sec): 3 clusters Score: Raw -115783.580380 + Penalty 5468.307425 = -110315.272954 nChanged 29 SP:Iteration 9Q (1089.207433 sec): 3 clusters Score: Raw -115836.176928 + Penalty 5468.307425 = -110367.869503 nChanged 42 SP:Iteration 10Q (1089.298566 sec): 3 clusters Score: Raw -115896.626762 + Penalty 5468.307425 = -110428.319337 nChanged 26 SP:Iteration 11Q (1089.392791 sec): 3 clusters Score: Raw -115935.875251 + Penalty 5468.307425 = -110467.567826 nChanged 15 SP:Iteration 12Q (1089.481643 sec): 3 clusters Score: Raw -115966.894633 + Penalty 5468.307425 = -110498.587208 nChanged 14 SP:Iteration 13Q (1089.603286 sec): 3 clusters Score: Raw -115997.086610 + Penalty 5468.307425 = -110528.779185 nChanged 13 SP:Iteration 14Q (1089.695068 sec): 3 clusters Score: Raw -116022.180836 + Penalty 5468.307425 = -110553.873411 nChanged 21 SP:Iteration 15Q (1089.807750 sec): 3 clusters Score: Raw -116053.845860 + Penalty 5468.307425 = -110585.538435 nChanged 15 SP:Iteration 16Q (1089.901685 sec): 3 clusters Score: Raw -116078.542167 + Penalty 5468.307425 = -110610.234742 nChanged 13 SP:Iteration 17Q (1090.002419 sec): 3 clusters Score: Raw -116098.796865 + Penalty 5468.307425 = -110630.489440 nChanged 11 SP:Iteration 18Q (1090.080819 sec): 3 clusters Score: Raw -116119.013955 + Penalty 5468.307425 = -110650.706530 nChanged 11 SP:Iteration 19Q (1090.177865 sec): 3 clusters Score: Raw -116138.035347 + Penalty 5468.307425 = -110669.727922 nChanged 10 SP:Iteration 20F (1090.304538 sec): 3 clusters Score: Raw -116153.676760 + Penalty 5468.307425 = -110685.369335 nChanged 11 SP:Iteration 21Q (1090.407404 sec): 3 clusters Score: Raw -116173.191104 + Penalty 5468.307425 = -110704.883679 nChanged 9 SP:Iteration 22Q (1090.492918 sec): 3 clusters Score: Raw -116185.603173 + Penalty 5468.307425 = -110717.295748 nChanged 11 SP:Iteration 23Q (1090.602859 sec): 3 clusters Score: Raw -116203.811732 + Penalty 5468.307425 = -110735.504307 nChanged 9 SP:Iteration 24Q (1090.716837 sec): 3 clusters Score: Raw -116222.138941 + Penalty 5468.307425 = -110753.831516 nChanged 10 SP:Iteration 25Q (1090.807673 sec): 3 clusters Score: Raw -116235.545431 + Penalty 5468.307425 = -110767.238006 nChanged 10 SP:Iteration 26Q (1090.916764 sec): 3 clusters Score: Raw -116250.244483 + Penalty 5468.307425 = -110781.937058 nChanged 5 SP:Iteration 27Q (1090.996639 sec): 3 clusters Score: Raw -116257.434026 + Penalty 5468.307425 = -110789.126601 nChanged 3 SP:Iteration 28Q (1091.094558 sec): 3 clusters Score: Raw -116260.620112 + Penalty 5468.307425 = -110792.312687 nChanged 2 SP:Iteration 29Q (1091.201307 sec): 3 clusters Score: Raw -116262.036155 + Penalty 5468.307425 = -110793.728730 nChanged 1 SP:Iteration 30Q (1091.285915 sec): 3 clusters Score: Raw -116263.250343 + Penalty 5468.307425 = -110794.942918 nChanged 1 SP:Iteration 31Q (1091.377825 sec): 3 clusters Score: Raw -116264.424257 + Penalty 5468.307425 = -110796.116831 nChanged 3 SP:Iteration 32Q (1091.473723 sec): 3 clusters Score: Raw -116266.482977 + Penalty 5468.307425 = -110798.175552 nChanged 1 SP:Iteration 33Q (1091.576794 sec): 3 clusters Score: Raw -116268.421580 + Penalty 5468.307425 = -110800.114155 nChanged 1 SP:Iteration 34Q (1091.658825 sec): 3 clusters Score: Raw -116269.564225 + Penalty 5468.307425 = -110801.256800 nChanged 1 SP:Iteration 35Q (1091.750797 sec): 3 clusters Score: Raw -116270.295110 + Penalty 5468.307425 = -110801.987684 nChanged 1 SP:Iteration 36Q (1091.885416 sec): 3 clusters Score: Raw -116271.478630 + Penalty 5468.307425 = -110803.171205 nChanged 1 SP:Iteration 37Q (1091.971331 sec): 3 clusters Score: Raw -116272.571769 + Penalty 5468.307425 = -110804.264344 nChanged 1 SP:Iteration 38Q (1092.077563 sec): 3 clusters Score: Raw -116277.321478 + Penalty 5468.307425 = -110809.014052 nChanged 4 SP:Iteration 39Q (1092.207269 sec): 3 clusters Score: Raw -116282.238959 + Penalty 5468.307425 = -110813.931534 nChanged 2 SP:Iteration 40F (1092.296381 sec): 3 clusters Score: Raw -116285.173076 + Penalty 5468.307425 = -110816.865651 nChanged 4 SP:Iteration 41Q (1092.414284 sec): 3 clusters Score: Raw -116292.454445 + Penalty 5468.307425 = -110824.147020 nChanged 4 SP:Iteration 42Q (1092.518919 sec): 3 clusters Score: Raw -116297.660442 + Penalty 5468.307425 = -110829.353017 nChanged 2 SP:Iteration 43Q (1092.596057 sec): 3 clusters Score: Raw -116300.961587 + Penalty 5468.307425 = -110832.654162 nChanged 2 SP:Iteration 44Q (1092.712069 sec): 3 clusters Score: Raw -116302.461087 + Penalty 5468.307425 = -110834.153662 nChanged 1 SP:Iteration 45Q (1092.814239 sec): 3 clusters Score: Raw -116304.340666 + Penalty 5468.307425 = -110836.033241 nChanged 1 SP:Iteration 46Q (1092.923865 sec): 3 clusters Score: Raw -116305.368199 + Penalty 5468.307425 = -110837.060774 nChanged 0 SP:Iteration 47F (1093.011683 sec): 3 clusters Score: Raw -116305.368199 + Penalty 5468.307425 = -110837.060774 nChanged 0 Trying to split cluster 11 (6152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.101262 sec): 2 clusters Score: Raw -489719.361656 + Penalty 3232.439295 = -486486.922360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.229810 sec): 3 clusters Score: Raw -486891.054364 + Penalty 6464.878591 = -480426.175773 nChanged 2277 SP:Iteration 1F (1093.341453 sec): 3 clusters Score: Raw -488194.023748 + Penalty 6464.878591 = -481729.145157 nChanged 465 SP:Iteration 2F (1093.466256 sec): 3 clusters Score: Raw -488510.338399 + Penalty 6464.878591 = -482045.459808 nChanged 336 SP:Iteration 3F (1093.586216 sec): 3 clusters Score: Raw -488721.740996 + Penalty 6464.878591 = -482256.862405 nChanged 230 SP:Iteration 4Q (1093.691825 sec): 3 clusters Score: Raw -488869.920499 + Penalty 6464.878591 = -482405.041908 nChanged 219 SP:Iteration 5Q (1093.822480 sec): 3 clusters Score: Raw -489024.483870 + Penalty 6464.878591 = -482559.605279 nChanged 204 SP:Iteration 6Q (1093.914586 sec): 3 clusters Score: Raw -489164.737410 + Penalty 6464.878591 = -482699.858819 nChanged 180 SP:Iteration 7Q (1094.048941 sec): 3 clusters Score: Raw -489275.301422 + Penalty 6464.878591 = -482810.422831 nChanged 166 SP:Iteration 8Q (1094.154781 sec): 3 clusters Score: Raw -489378.581146 + Penalty 6464.878591 = -482913.702556 nChanged 158 SP:Iteration 9Q (1094.280067 sec): 3 clusters Score: Raw -489472.804950 + Penalty 6464.878591 = -483007.926360 nChanged 153 SP:Iteration 10Q (1094.387757 sec): 3 clusters Score: Raw -489574.110746 + Penalty 6464.878591 = -483109.232156 nChanged 150 SP:Iteration 11Q (1094.525760 sec): 3 clusters Score: Raw -489666.299425 + Penalty 6464.878591 = -483201.420834 nChanged 137 SP:Iteration 12Q (1094.654988 sec): 3 clusters Score: Raw -489758.729800 + Penalty 6464.878591 = -483293.851209 nChanged 121 SP:Iteration 13Q (1094.778441 sec): 3 clusters Score: Raw -489839.033370 + Penalty 6464.878591 = -483374.154779 nChanged 119 SP:Iteration 14Q (1094.895927 sec): 3 clusters Score: Raw -489904.183644 + Penalty 6464.878591 = -483439.305053 nChanged 106 SP:Iteration 15Q (1095.007439 sec): 3 clusters Score: Raw -489969.239081 + Penalty 6464.878591 = -483504.360490 nChanged 100 SP:Iteration 16Q (1095.130721 sec): 3 clusters Score: Raw -490020.298539 + Penalty 6464.878591 = -483555.419948 nChanged 65 SP:Iteration 17Q (1095.239085 sec): 3 clusters Score: Raw -490053.966543 + Penalty 6464.878591 = -483589.087952 nChanged 59 SP:Iteration 18Q (1095.351219 sec): 3 clusters Score: Raw -490085.500388 + Penalty 6464.878591 = -483620.621797 nChanged 62 SP:Iteration 19Q (1095.474139 sec): 3 clusters Score: Raw -490119.907498 + Penalty 6464.878591 = -483655.028907 nChanged 61 SP:Iteration 20F (1095.594645 sec): 3 clusters Score: Raw -490161.325401 + Penalty 6464.878591 = -483696.446810 nChanged 76 SP:Iteration 21Q (1095.724973 sec): 3 clusters Score: Raw -490203.895990 + Penalty 6464.878591 = -483739.017399 nChanged 65 SP:Iteration 22Q (1095.822575 sec): 3 clusters Score: Raw -490241.592727 + Penalty 6464.878591 = -483776.714137 nChanged 61 SP:Iteration 23Q (1095.935230 sec): 3 clusters Score: Raw -490279.935329 + Penalty 6464.878591 = -483815.056739 nChanged 61 SP:Iteration 24Q (1096.069942 sec): 3 clusters Score: Raw -490318.386919 + Penalty 6464.878591 = -483853.508329 nChanged 51 SP:Iteration 25Q (1096.180174 sec): 3 clusters Score: Raw -490346.065952 + Penalty 6464.878591 = -483881.187361 nChanged 48 SP:Iteration 26Q (1096.281582 sec): 3 clusters Score: Raw -490370.485332 + Penalty 6464.878591 = -483905.606741 nChanged 36 SP:Iteration 27Q (1096.374588 sec): 3 clusters Score: Raw -490386.784496 + Penalty 6464.878591 = -483921.905905 nChanged 27 SP:Iteration 28Q (1096.494014 sec): 3 clusters Score: Raw -490397.169579 + Penalty 6464.878591 = -483932.290988 nChanged 12 SP:Iteration 29Q (1096.604527 sec): 3 clusters Score: Raw -490403.162213 + Penalty 6464.878591 = -483938.283622 nChanged 17 SP:Iteration 30Q (1096.728433 sec): 3 clusters Score: Raw -490408.562348 + Penalty 6464.878591 = -483943.683757 nChanged 8 SP:Iteration 31Q (1096.848479 sec): 3 clusters Score: Raw -490412.310736 + Penalty 6464.878591 = -483947.432145 nChanged 10 SP:Iteration 32Q (1096.991587 sec): 3 clusters Score: Raw -490415.806762 + Penalty 6464.878591 = -483950.928171 nChanged 8 SP:Iteration 33Q (1097.101127 sec): 3 clusters Score: Raw -490418.185423 + Penalty 6464.878591 = -483953.306832 nChanged 1 SP:Iteration 34Q (1097.216100 sec): 3 clusters Score: Raw -490418.525956 + Penalty 6464.878591 = -483953.647365 nChanged 2 SP:Iteration 35Q (1097.353900 sec): 3 clusters Score: Raw -490419.152885 + Penalty 6464.878591 = -483954.274294 nChanged 2 SP:Iteration 36Q (1097.459309 sec): 3 clusters Score: Raw -490420.214127 + Penalty 6464.878591 = -483955.335536 nChanged 3 SP:Iteration 37Q (1097.582846 sec): 3 clusters Score: Raw -490421.758694 + Penalty 6464.878591 = -483956.880103 nChanged 4 SP:Iteration 38Q (1097.689551 sec): 3 clusters Score: Raw -490423.739110 + Penalty 6464.878591 = -483958.860520 nChanged 10 SP:Iteration 39Q (1097.808202 sec): 3 clusters Score: Raw -490427.094592 + Penalty 6464.878591 = -483962.216001 nChanged 5 SP:Iteration 40F (1097.935406 sec): 3 clusters Score: Raw -490428.951902 + Penalty 6464.878591 = -483964.073311 nChanged 4 SP:Iteration 41Q (1098.042139 sec): 3 clusters Score: Raw -490430.167280 + Penalty 6464.878591 = -483965.288689 nChanged 4 SP:Iteration 42Q (1098.162352 sec): 3 clusters Score: Raw -490431.562065 + Penalty 6464.878591 = -483966.683474 nChanged 3 SP:Iteration 43Q (1098.285623 sec): 3 clusters Score: Raw -490433.447847 + Penalty 6464.878591 = -483968.569256 nChanged 11 SP:Iteration 44Q (1098.423505 sec): 3 clusters Score: Raw -490436.260628 + Penalty 6464.878591 = -483971.382037 nChanged 5 SP:Iteration 45Q (1098.546496 sec): 3 clusters Score: Raw -490439.974529 + Penalty 6464.878591 = -483975.095938 nChanged 9 SP:Iteration 46Q (1098.647435 sec): 3 clusters Score: Raw -490444.186255 + Penalty 6464.878591 = -483979.307664 nChanged 9 SP:Iteration 47Q (1098.769052 sec): 3 clusters Score: Raw -490447.151614 + Penalty 6464.878591 = -483982.273023 nChanged 4 SP:Iteration 48Q (1098.880498 sec): 3 clusters Score: Raw -490449.573875 + Penalty 6464.878591 = -483984.695284 nChanged 6 SP:Iteration 49Q (1099.012628 sec): 3 clusters Score: Raw -490451.627152 + Penalty 6464.878591 = -483986.748561 nChanged 5 SP:Iteration 50Q (1099.115719 sec): 3 clusters Score: Raw -490453.363068 + Penalty 6464.878591 = -483988.484477 nChanged 11 SP:Iteration 51Q (1099.248129 sec): 3 clusters Score: Raw -490458.488805 + Penalty 6464.878591 = -483993.610214 nChanged 16 SP:Iteration 52Q (1099.365454 sec): 3 clusters Score: Raw -490466.257874 + Penalty 6464.878591 = -484001.379283 nChanged 11 SP:Iteration 53Q (1099.486505 sec): 3 clusters Score: Raw -490472.901865 + Penalty 6464.878591 = -484008.023274 nChanged 10 SP:Iteration 54Q (1099.648270 sec): 3 clusters Score: Raw -490478.566888 + Penalty 6464.878591 = -484013.688297 nChanged 14 SP:Iteration 55Q (1099.779293 sec): 3 clusters Score: Raw -490483.540199 + Penalty 6464.878591 = -484018.661608 nChanged 4 SP:Iteration 56Q (1099.894020 sec): 3 clusters Score: Raw -490485.942342 + Penalty 6464.878591 = -484021.063751 nChanged 5 SP:Iteration 57Q (1099.997107 sec): 3 clusters Score: Raw -490488.248299 + Penalty 6464.878591 = -484023.369708 nChanged 8 SP:Iteration 58Q (1100.135492 sec): 3 clusters Score: Raw -490492.176430 + Penalty 6464.878591 = -484027.297839 nChanged 10 SP:Iteration 59Q (1100.258651 sec): 3 clusters Score: Raw -490498.905572 + Penalty 6464.878591 = -484034.026981 nChanged 11 SP:Iteration 60F (1100.373832 sec): 3 clusters Score: Raw -490504.345113 + Penalty 6464.878591 = -484039.466523 nChanged 12 SP:Iteration 61Q (1100.478833 sec): 3 clusters Score: Raw -490511.685703 + Penalty 6464.878591 = -484046.807112 nChanged 19 SP:Iteration 62Q (1100.621791 sec): 3 clusters Score: Raw -490521.985299 + Penalty 6464.878591 = -484057.106709 nChanged 18 SP:Iteration 63Q (1100.735719 sec): 3 clusters Score: Raw -490533.856382 + Penalty 6464.878591 = -484068.977792 nChanged 20 SP:Iteration 64Q (1100.845891 sec): 3 clusters Score: Raw -490545.257260 + Penalty 6464.878591 = -484080.378669 nChanged 15 SP:Iteration 65Q (1100.979668 sec): 3 clusters Score: Raw -490551.471239 + Penalty 6464.878591 = -484086.592648 nChanged 11 SP:Iteration 66Q (1101.118687 sec): 3 clusters Score: Raw -490557.169953 + Penalty 6464.878591 = -484092.291362 nChanged 11 SP:Iteration 67Q (1101.223915 sec): 3 clusters Score: Raw -490561.881921 + Penalty 6464.878591 = -484097.003330 nChanged 10 SP:Iteration 68Q (1101.339451 sec): 3 clusters Score: Raw -490566.603796 + Penalty 6464.878591 = -484101.725205 nChanged 9 SP:Iteration 69Q (1101.453187 sec): 3 clusters Score: Raw -490570.717626 + Penalty 6464.878591 = -484105.839035 nChanged 8 SP:Iteration 70Q (1101.593527 sec): 3 clusters Score: Raw -490575.309682 + Penalty 6464.878591 = -484110.431091 nChanged 9 SP:Iteration 71Q (1101.715858 sec): 3 clusters Score: Raw -490579.610081 + Penalty 6464.878591 = -484114.731490 nChanged 12 SP:Iteration 72Q (1101.808067 sec): 3 clusters Score: Raw -490587.204176 + Penalty 6464.878591 = -484122.325585 nChanged 14 SP:Iteration 73Q (1101.937171 sec): 3 clusters Score: Raw -490592.923665 + Penalty 6464.878591 = -484128.045074 nChanged 12 SP:Iteration 74Q (1102.045045 sec): 3 clusters Score: Raw -490597.695023 + Penalty 6464.878591 = -484132.816432 nChanged 11 SP:Iteration 75Q (1102.188078 sec): 3 clusters Score: Raw -490602.486436 + Penalty 6464.878591 = -484137.607845 nChanged 11 SP:Iteration 76Q (1102.292204 sec): 3 clusters Score: Raw -490608.316757 + Penalty 6464.878591 = -484143.438166 nChanged 9 SP:Iteration 77Q (1102.436392 sec): 3 clusters Score: Raw -490612.076682 + Penalty 6464.878591 = -484147.198091 nChanged 5 SP:Iteration 78Q (1102.536393 sec): 3 clusters Score: Raw -490614.566298 + Penalty 6464.878591 = -484149.687707 nChanged 9 SP:Iteration 79Q (1102.660256 sec): 3 clusters Score: Raw -490618.429739 + Penalty 6464.878591 = -484153.551148 nChanged 7 SP:Iteration 80F (1102.808637 sec): 3 clusters Score: Raw -490621.190269 + Penalty 6464.878591 = -484156.311678 nChanged 3 SP:Iteration 81Q (1102.917112 sec): 3 clusters Score: Raw -490622.458519 + Penalty 6464.878591 = -484157.579928 nChanged 4 SP:Iteration 82Q (1103.011388 sec): 3 clusters Score: Raw -490624.249262 + Penalty 6464.878591 = -484159.370671 nChanged 0 SP:Iteration 83F (1103.156054 sec): 3 clusters Score: Raw -490624.249262 + Penalty 6464.878591 = -484159.370671 nChanged 0 Iteration 20F (1103.827427 sec): 9 clusters Score: Raw -1791366.861014 + Penalty 30040.833554 = -1761326.027460 nChanged 352 Iteration 21Q (1104.416506 sec): 9 clusters Score: Raw -1791620.315974 + Penalty 30040.833554 = -1761579.482420 nChanged 325 Iteration 22Q (1105.010512 sec): 9 clusters Score: Raw -1791876.063654 + Penalty 30040.833554 = -1761835.230099 nChanged 341 Iteration 23Q (1105.561251 sec): 9 clusters Score: Raw -1792100.229702 + Penalty 30040.833554 = -1762059.396148 nChanged 281 Iteration 24Q (1106.166707 sec): 9 clusters Score: Raw -1792284.212316 + Penalty 30040.833554 = -1762243.378761 nChanged 270 Iteration 25Q (1106.759111 sec): 9 clusters Score: Raw -1792456.211304 + Penalty 30040.833554 = -1762415.377750 nChanged 233 Iteration 26Q (1107.326717 sec): 9 clusters Score: Raw -1792569.892338 + Penalty 30040.833554 = -1762529.058784 nChanged 212 Iteration 27Q (1107.901541 sec): 9 clusters Score: Raw -1792662.221229 + Penalty 30040.833554 = -1762621.387675 nChanged 157 Iteration 28Q (1108.477503 sec): 9 clusters Score: Raw -1792725.570584 + Penalty 30040.833554 = -1762684.737030 nChanged 146 Iteration 29Q (1109.028312 sec): 9 clusters Score: Raw -1792788.742755 + Penalty 30040.833554 = -1762747.909201 nChanged 130 Iteration 30Q (1109.597851 sec): 9 clusters Score: Raw -1792836.354497 + Penalty 30040.833554 = -1762795.520943 nChanged 108 Iteration 31Q (1110.151383 sec): 9 clusters Score: Raw -1792875.118762 + Penalty 30040.833554 = -1762834.285207 nChanged 102 Iteration 32Q (1110.731601 sec): 9 clusters Score: Raw -1792916.363083 + Penalty 30040.833554 = -1762875.529529 nChanged 99 Iteration 33Q (1111.295509 sec): 9 clusters Score: Raw -1792956.597576 + Penalty 30040.833554 = -1762915.764022 nChanged 94 Iteration 34Q (1111.863907 sec): 9 clusters Score: Raw -1792992.974810 + Penalty 30040.833554 = -1762952.141256 nChanged 79 Iteration 35Q (1112.456668 sec): 9 clusters Score: Raw -1793022.874465 + Penalty 30040.833554 = -1762982.040911 nChanged 60 Iteration 36Q (1113.061442 sec): 9 clusters Score: Raw -1793047.383217 + Penalty 30040.833554 = -1763006.549663 nChanged 61 Iteration 37Q (1113.662311 sec): 9 clusters Score: Raw -1793075.435161 + Penalty 30040.833554 = -1763034.601607 nChanged 61 Iteration 38Q (1114.238633 sec): 9 clusters Score: Raw -1793102.660489 + Penalty 30040.833554 = -1763061.826934 nChanged 56 Iteration 39Q (1114.824266 sec): 9 clusters Score: Raw -1793126.228408 + Penalty 30040.833554 = -1763085.394854 nChanged 54 Iteration 40F (1115.534758 sec): 9 clusters Score: Raw -1793150.409222 + Penalty 30040.833554 = -1763109.575668 nChanged 53 Iteration 41Q (1116.099036 sec): 9 clusters Score: Raw -1793172.923499 + Penalty 30040.833554 = -1763132.089945 nChanged 50 Iteration 42Q (1116.632857 sec): 9 clusters Score: Raw -1793191.630627 + Penalty 30040.833554 = -1763150.797073 nChanged 42 Iteration 43Q (1117.178964 sec): 9 clusters Score: Raw -1793210.110954 + Penalty 30040.833554 = -1763169.277400 nChanged 47 Iteration 44Q (1117.719938 sec): 9 clusters Score: Raw -1793231.506675 + Penalty 30040.833554 = -1763190.673120 nChanged 49 Iteration 45Q (1118.293070 sec): 9 clusters Score: Raw -1793250.301866 + Penalty 30040.833554 = -1763209.468312 nChanged 56 Iteration 46Q (1118.846185 sec): 9 clusters Score: Raw -1793271.543564 + Penalty 30040.833554 = -1763230.710010 nChanged 50 Iteration 47Q (1119.416063 sec): 9 clusters Score: Raw -1793291.980930 + Penalty 30040.833554 = -1763251.147376 nChanged 41 Iteration 48Q (1120.005009 sec): 9 clusters Score: Raw -1793306.967018 + Penalty 30040.833554 = -1763266.133463 nChanged 39 Iteration 49Q (1120.572579 sec): 9 clusters Score: Raw -1793322.086688 + Penalty 30040.833554 = -1763281.253134 nChanged 46 Iteration 50Q (1121.133424 sec): 9 clusters Score: Raw -1793340.112715 + Penalty 30040.833554 = -1763299.279161 nChanged 35 Iteration 51Q (1121.670920 sec): 9 clusters Score: Raw -1793355.148775 + Penalty 30040.833554 = -1763314.315220 nChanged 30 Iteration 52Q (1122.218926 sec): 9 clusters Score: Raw -1793371.124747 + Penalty 30040.833554 = -1763330.291193 nChanged 28 Iteration 53Q (1122.826166 sec): 9 clusters Score: Raw -1793384.495062 + Penalty 30040.833554 = -1763343.661508 nChanged 30 Iteration 54Q (1123.347299 sec): 9 clusters Score: Raw -1793396.707726 + Penalty 30040.833554 = -1763355.874172 nChanged 23 Iteration 55Q (1123.929224 sec): 9 clusters Score: Raw -1793406.249954 + Penalty 30040.833554 = -1763365.416400 nChanged 19 Iteration 56Q (1124.505547 sec): 9 clusters Score: Raw -1793414.486344 + Penalty 30040.833554 = -1763373.652790 nChanged 20 Iteration 57Q (1125.057381 sec): 9 clusters Score: Raw -1793421.859844 + Penalty 30040.833554 = -1763381.026290 nChanged 18 Iteration 58Q (1125.654684 sec): 9 clusters Score: Raw -1793429.630889 + Penalty 30040.833554 = -1763388.797335 nChanged 18 Writing temp clu file Because OldScore, -1763381.026290, is greater than current (better) Score,-1763388.797335 Compute initial score before splitting: Score: Raw -1793429.630889 + Penalty 30040.833554 = -1763388.797335 Trying to split cluster 2 (3890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.746888 sec): 2 clusters Score: Raw -311208.026317 + Penalty 3062.613924 = -308145.412393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.876726 sec): 3 clusters Score: Raw -309579.983593 + Penalty 6125.227848 = -303454.755745 nChanged 1356 SP:Iteration 1F (1125.987764 sec): 3 clusters Score: Raw -310525.903140 + Penalty 6125.227848 = -304400.675293 nChanged 319 SP:Iteration 2F (1126.113652 sec): 3 clusters Score: Raw -310796.120021 + Penalty 6125.227848 = -304670.892173 nChanged 205 SP:Iteration 3F (1126.215235 sec): 3 clusters Score: Raw -310966.936199 + Penalty 6125.227848 = -304841.708352 nChanged 152 SP:Iteration 4Q (1126.319249 sec): 3 clusters Score: Raw -311086.848855 + Penalty 6125.227848 = -304961.621007 nChanged 111 SP:Iteration 5Q (1126.437569 sec): 3 clusters Score: Raw -311167.485467 + Penalty 6125.227848 = -305042.257619 nChanged 68 SP:Iteration 6Q (1126.572565 sec): 3 clusters Score: Raw -311215.206269 + Penalty 6125.227848 = -305089.978422 nChanged 50 SP:Iteration 7Q (1126.662582 sec): 3 clusters Score: Raw -311251.912837 + Penalty 6125.227848 = -305126.684990 nChanged 47 SP:Iteration 8Q (1126.824228 sec): 3 clusters Score: Raw -311285.495590 + Penalty 6125.227848 = -305160.267742 nChanged 47 SP:Iteration 9Q (1126.934445 sec): 3 clusters Score: Raw -311312.105905 + Penalty 6125.227848 = -305186.878058 nChanged 36 SP:Iteration 10Q (1127.052526 sec): 3 clusters Score: Raw -311335.782849 + Penalty 6125.227848 = -305210.555002 nChanged 32 SP:Iteration 11Q (1127.147612 sec): 3 clusters Score: Raw -311354.173025 + Penalty 6125.227848 = -305228.945178 nChanged 17 SP:Iteration 12Q (1127.290426 sec): 3 clusters Score: Raw -311362.559402 + Penalty 6125.227848 = -305237.331554 nChanged 17 SP:Iteration 13Q (1127.401905 sec): 3 clusters Score: Raw -311372.168511 + Penalty 6125.227848 = -305246.940664 nChanged 12 SP:Iteration 14Q (1127.497398 sec): 3 clusters Score: Raw -311377.282316 + Penalty 6125.227848 = -305252.054468 nChanged 10 SP:Iteration 15Q (1127.623789 sec): 3 clusters Score: Raw -311381.895428 + Penalty 6125.227848 = -305256.667580 nChanged 12 SP:Iteration 16Q (1127.769550 sec): 3 clusters Score: Raw -311390.045862 + Penalty 6125.227848 = -305264.818015 nChanged 16 SP:Iteration 17Q (1127.878928 sec): 3 clusters Score: Raw -311398.711552 + Penalty 6125.227848 = -305273.483705 nChanged 8 SP:Iteration 18Q (1127.985014 sec): 3 clusters Score: Raw -311402.379172 + Penalty 6125.227848 = -305277.151325 nChanged 10 SP:Iteration 19Q (1128.105907 sec): 3 clusters Score: Raw -311410.380819 + Penalty 6125.227848 = -305285.152971 nChanged 6 SP:Iteration 20F (1128.223021 sec): 3 clusters Score: Raw -311413.911556 + Penalty 6125.227848 = -305288.683709 nChanged 11 SP:Iteration 21Q (1128.333753 sec): 3 clusters Score: Raw -311419.553812 + Penalty 6125.227848 = -305294.325964 nChanged 15 SP:Iteration 22Q (1128.450256 sec): 3 clusters Score: Raw -311428.313910 + Penalty 6125.227848 = -305303.086062 nChanged 12 SP:Iteration 23Q (1128.559853 sec): 3 clusters Score: Raw -311435.252715 + Penalty 6125.227848 = -305310.024868 nChanged 15 SP:Iteration 24Q (1128.689897 sec): 3 clusters Score: Raw -311442.596882 + Penalty 6125.227848 = -305317.369034 nChanged 12 SP:Iteration 25Q (1128.811044 sec): 3 clusters Score: Raw -311450.376586 + Penalty 6125.227848 = -305325.148738 nChanged 13 SP:Iteration 26Q (1128.946275 sec): 3 clusters Score: Raw -311456.898821 + Penalty 6125.227848 = -305331.670973 nChanged 7 SP:Iteration 27Q (1129.052825 sec): 3 clusters Score: Raw -311461.065748 + Penalty 6125.227848 = -305335.837900 nChanged 13 SP:Iteration 28Q (1129.156997 sec): 3 clusters Score: Raw -311466.995044 + Penalty 6125.227848 = -305341.767197 nChanged 5 SP:Iteration 29Q (1129.269814 sec): 3 clusters Score: Raw -311470.391992 + Penalty 6125.227848 = -305345.164145 nChanged 6 SP:Iteration 30Q (1129.388339 sec): 3 clusters Score: Raw -311473.426435 + Penalty 6125.227848 = -305348.198587 nChanged 10 SP:Iteration 31Q (1129.503325 sec): 3 clusters Score: Raw -311478.214697 + Penalty 6125.227848 = -305352.986850 nChanged 10 SP:Iteration 32Q (1129.617967 sec): 3 clusters Score: Raw -311483.933410 + Penalty 6125.227848 = -305358.705562 nChanged 11 SP:Iteration 33Q (1129.736586 sec): 3 clusters Score: Raw -311489.160415 + Penalty 6125.227848 = -305363.932567 nChanged 3 SP:Iteration 34Q (1129.879134 sec): 3 clusters Score: Raw -311491.938016 + Penalty 6125.227848 = -305366.710169 nChanged 10 SP:Iteration 35Q (1129.973185 sec): 3 clusters Score: Raw -311498.005657 + Penalty 6125.227848 = -305372.777809 nChanged 13 SP:Iteration 36Q (1130.084297 sec): 3 clusters Score: Raw -311506.947482 + Penalty 6125.227848 = -305381.719634 nChanged 13 SP:Iteration 37Q (1130.199662 sec): 3 clusters Score: Raw -311513.620034 + Penalty 6125.227848 = -305388.392186 nChanged 14 SP:Iteration 38Q (1130.323697 sec): 3 clusters Score: Raw -311520.573544 + Penalty 6125.227848 = -305395.345697 nChanged 13 SP:Iteration 39Q (1130.372277 sec): 3 clusters Score: Raw -311530.400106 + Penalty 6125.227848 = -305405.172258 nChanged 12 SP:Iteration 40F (1130.494089 sec): 3 clusters Score: Raw -311537.279580 + Penalty 6125.227848 = -305412.051733 nChanged 7 SP:Iteration 41Q (1130.637036 sec): 3 clusters Score: Raw -311540.574348 + Penalty 6125.227848 = -305415.346501 nChanged 6 SP:Iteration 42Q (1130.765231 sec): 3 clusters Score: Raw -311543.824872 + Penalty 6125.227848 = -305418.597024 nChanged 7 SP:Iteration 43Q (1130.852639 sec): 3 clusters Score: Raw -311547.589891 + Penalty 6125.227848 = -305422.362043 nChanged 7 SP:Iteration 44Q (1130.955182 sec): 3 clusters Score: Raw -311551.961272 + Penalty 6125.227848 = -305426.733425 nChanged 2 SP:Iteration 45Q (1131.071812 sec): 3 clusters Score: Raw -311553.141799 + Penalty 6125.227848 = -305427.913951 nChanged 0 SP:Iteration 46F (1131.170018 sec): 3 clusters Score: Raw -311553.141799 + Penalty 6125.227848 = -305427.913951 nChanged 0 Trying to split cluster 4 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.227041 sec): 2 clusters Score: Raw -26443.089424 + Penalty 2319.174932 = -24123.914491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.335520 sec): 3 clusters Score: Raw -26698.927584 + Penalty 4638.349865 = -22060.577719 nChanged 76 SP:Iteration 1F (1131.440573 sec): 3 clusters Score: Raw -26962.077561 + Penalty 4638.349865 = -22323.727696 nChanged 30 SP:Iteration 2F (1131.520321 sec): 3 clusters Score: Raw -27083.561698 + Penalty 4638.349865 = -22445.211833 nChanged 21 SP:Iteration 3Q (1131.628909 sec): 3 clusters Score: Raw -27152.077971 + Penalty 4638.349865 = -22513.728106 nChanged 14 SP:Iteration 4Q (1131.722571 sec): 3 clusters Score: Raw -27201.456486 + Penalty 4638.349865 = -22563.106621 nChanged 9 SP:Iteration 5Q (1131.848103 sec): 3 clusters Score: Raw -27234.258519 + Penalty 4638.349865 = -22595.908654 nChanged 5 SP:Iteration 6Q (1131.954265 sec): 3 clusters Score: Raw -27257.514340 + Penalty 4638.349865 = -22619.164476 nChanged 3 SP:Iteration 7Q (1132.052561 sec): 3 clusters Score: Raw -27278.868771 + Penalty 4638.349865 = -22640.518906 nChanged 5 SP:Iteration 8Q (1132.185016 sec): 3 clusters Score: Raw -27295.952991 + Penalty 4638.349865 = -22657.603126 nChanged 7 SP:Iteration 9Q (1132.251641 sec): 3 clusters Score: Raw -27323.248831 + Penalty 4638.349865 = -22684.898966 nChanged 6 SP:Iteration 10Q (1132.350979 sec): 3 clusters Score: Raw -27354.165960 + Penalty 4638.349865 = -22715.816095 nChanged 5 SP:Iteration 11Q (1132.466597 sec): 3 clusters Score: Raw -27386.859963 + Penalty 4638.349865 = -22748.510099 nChanged 4 SP:Iteration 12Q (1132.567457 sec): 3 clusters Score: Raw -27410.346844 + Penalty 4638.349865 = -22771.996979 nChanged 4 SP:Iteration 13Q (1132.667836 sec): 3 clusters Score: Raw -27447.195990 + Penalty 4638.349865 = -22808.846126 nChanged 3 SP:Iteration 14Q (1132.758365 sec): 3 clusters Score: Raw -27460.063603 + Penalty 4638.349865 = -22821.713738 nChanged 2 SP:Iteration 15Q (1132.854530 sec): 3 clusters Score: Raw -27467.007860 + Penalty 4638.349865 = -22828.657996 nChanged 2 SP:Iteration 16Q (1132.957297 sec): 3 clusters Score: Raw -27473.775725 + Penalty 4638.349865 = -22835.425860 nChanged 2 SP:Iteration 17Q (1133.069704 sec): 3 clusters Score: Raw -27481.118240 + Penalty 4638.349865 = -22842.768375 nChanged 1 SP:Iteration 18Q (1133.193389 sec): 3 clusters Score: Raw -27486.551572 + Penalty 4638.349865 = -22848.201707 nChanged 2 SP:Iteration 19Q (1133.291486 sec): 3 clusters Score: Raw -27491.431499 + Penalty 4638.349865 = -22853.081635 nChanged 0 SP:Iteration 20F (1133.382914 sec): 3 clusters Score: Raw -27491.431499 + Penalty 4638.349865 = -22853.081635 nChanged 0 Trying to split cluster 5 (4455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1133.466028 sec): 2 clusters Score: Raw -315616.768438 + Penalty 3112.860357 = -312503.908081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1133.585925 sec): 3 clusters Score: Raw -313766.752914 + Penalty 6225.720714 = -307541.032200 nChanged 1555 SP:Iteration 1F (1133.692041 sec): 3 clusters Score: Raw -314788.089898 + Penalty 6225.720714 = -308562.369184 nChanged 343 SP:Iteration 2F (1133.822507 sec): 3 clusters Score: Raw -315038.177266 + Penalty 6225.720714 = -308812.456552 nChanged 224 SP:Iteration 3F (1133.933144 sec): 3 clusters Score: Raw -315223.292801 + Penalty 6225.720714 = -308997.572087 nChanged 160 SP:Iteration 4Q (1134.052670 sec): 3 clusters Score: Raw -315336.895500 + Penalty 6225.720714 = -309111.174786 nChanged 143 SP:Iteration 5Q (1134.188905 sec): 3 clusters Score: Raw -315437.069152 + Penalty 6225.720714 = -309211.348438 nChanged 112 SP:Iteration 6Q (1134.307653 sec): 3 clusters Score: Raw -315524.687822 + Penalty 6225.720714 = -309298.967108 nChanged 101 SP:Iteration 7Q (1134.401255 sec): 3 clusters Score: Raw -315597.835511 + Penalty 6225.720714 = -309372.114797 nChanged 104 SP:Iteration 8Q (1134.526248 sec): 3 clusters Score: Raw -315662.919648 + Penalty 6225.720714 = -309437.198934 nChanged 89 SP:Iteration 9Q (1134.643131 sec): 3 clusters Score: Raw -315720.670646 + Penalty 6225.720714 = -309494.949932 nChanged 73 SP:Iteration 10Q (1134.743198 sec): 3 clusters Score: Raw -315762.352577 + Penalty 6225.720714 = -309536.631863 nChanged 64 SP:Iteration 11Q (1134.858380 sec): 3 clusters Score: Raw -315803.628740 + Penalty 6225.720714 = -309577.908026 nChanged 66 SP:Iteration 12Q (1134.985192 sec): 3 clusters Score: Raw -315853.753730 + Penalty 6225.720714 = -309628.033016 nChanged 71 SP:Iteration 13Q (1135.119654 sec): 3 clusters Score: Raw -315904.259877 + Penalty 6225.720714 = -309678.539164 nChanged 68 SP:Iteration 14Q (1135.237669 sec): 3 clusters Score: Raw -315951.625925 + Penalty 6225.720714 = -309725.905212 nChanged 77 SP:Iteration 15Q (1135.334444 sec): 3 clusters Score: Raw -316005.535885 + Penalty 6225.720714 = -309779.815171 nChanged 68 SP:Iteration 16Q (1135.453166 sec): 3 clusters Score: Raw -316050.713629 + Penalty 6225.720714 = -309824.992916 nChanged 50 SP:Iteration 17Q (1135.562067 sec): 3 clusters Score: Raw -316080.968518 + Penalty 6225.720714 = -309855.247804 nChanged 46 SP:Iteration 18Q (1135.692499 sec): 3 clusters Score: Raw -316107.918537 + Penalty 6225.720714 = -309882.197823 nChanged 41 SP:Iteration 19Q (1135.802426 sec): 3 clusters Score: Raw -316126.647820 + Penalty 6225.720714 = -309900.927106 nChanged 35 SP:Iteration 20F (1135.907656 sec): 3 clusters Score: Raw -316151.663447 + Penalty 6225.720714 = -309925.942733 nChanged 44 SP:Iteration 21Q (1136.048576 sec): 3 clusters Score: Raw -316176.635518 + Penalty 6225.720714 = -309950.914804 nChanged 41 SP:Iteration 22Q (1136.144568 sec): 3 clusters Score: Raw -316203.194896 + Penalty 6225.720714 = -309977.474183 nChanged 43 SP:Iteration 23Q (1136.254775 sec): 3 clusters Score: Raw -316227.739225 + Penalty 6225.720714 = -310002.018511 nChanged 38 SP:Iteration 24Q (1136.364460 sec): 3 clusters Score: Raw -316254.210578 + Penalty 6225.720714 = -310028.489864 nChanged 46 SP:Iteration 25Q (1136.498891 sec): 3 clusters Score: Raw -316282.510679 + Penalty 6225.720714 = -310056.789965 nChanged 40 SP:Iteration 26Q (1136.597080 sec): 3 clusters Score: Raw -316308.807348 + Penalty 6225.720714 = -310083.086634 nChanged 38 SP:Iteration 27Q (1136.717014 sec): 3 clusters Score: Raw -316332.440130 + Penalty 6225.720714 = -310106.719417 nChanged 38 SP:Iteration 28Q (1136.855085 sec): 3 clusters Score: Raw -316353.623831 + Penalty 6225.720714 = -310127.903117 nChanged 25 SP:Iteration 29Q (1136.961885 sec): 3 clusters Score: Raw -316366.264031 + Penalty 6225.720714 = -310140.543317 nChanged 28 SP:Iteration 30Q (1137.085030 sec): 3 clusters Score: Raw -316378.895374 + Penalty 6225.720714 = -310153.174660 nChanged 20 SP:Iteration 31Q (1137.180759 sec): 3 clusters Score: Raw -316389.877987 + Penalty 6225.720714 = -310164.157273 nChanged 19 SP:Iteration 32Q (1137.327431 sec): 3 clusters Score: Raw -316399.021765 + Penalty 6225.720714 = -310173.301051 nChanged 11 SP:Iteration 33Q (1137.420625 sec): 3 clusters Score: Raw -316405.094603 + Penalty 6225.720714 = -310179.373889 nChanged 10 SP:Iteration 34Q (1137.548095 sec): 3 clusters Score: Raw -316410.708045 + Penalty 6225.720714 = -310184.987331 nChanged 5 SP:Iteration 35Q (1137.655080 sec): 3 clusters Score: Raw -316413.267476 + Penalty 6225.720714 = -310187.546763 nChanged 7 SP:Iteration 36Q (1137.766930 sec): 3 clusters Score: Raw -316416.488352 + Penalty 6225.720714 = -310190.767639 nChanged 6 SP:Iteration 37Q (1137.883841 sec): 3 clusters Score: Raw -316419.144551 + Penalty 6225.720714 = -310193.423837 nChanged 2 SP:Iteration 38Q (1137.995078 sec): 3 clusters Score: Raw -316420.798500 + Penalty 6225.720714 = -310195.077786 nChanged 2 SP:Iteration 39Q (1138.121074 sec): 3 clusters Score: Raw -316422.849355 + Penalty 6225.720714 = -310197.128641 nChanged 5 SP:Iteration 40F (1138.229821 sec): 3 clusters Score: Raw -316425.292262 + Penalty 6225.720714 = -310199.571548 nChanged 5 SP:Iteration 41Q (1138.348086 sec): 3 clusters Score: Raw -316427.403611 + Penalty 6225.720714 = -310201.682897 nChanged 1 SP:Iteration 42Q (1138.485949 sec): 3 clusters Score: Raw -316428.054792 + Penalty 6225.720714 = -310202.334078 nChanged 0 SP:Iteration 43F (1138.584644 sec): 3 clusters Score: Raw -316428.054792 + Penalty 6225.720714 = -310202.334078 nChanged 0 Trying to split cluster 6 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1138.644145 sec): 2 clusters Score: Raw -100756.722068 + Penalty 2677.310438 = -98079.411629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1138.745363 sec): 3 clusters Score: Raw -100475.780183 + Penalty 5354.620876 = -95121.159307 nChanged 322 SP:Iteration 1F (1138.852592 sec): 3 clusters Score: Raw -100892.001697 + Penalty 5354.620876 = -95537.380820 nChanged 74 SP:Iteration 2F (1138.953043 sec): 3 clusters Score: Raw -101002.952995 + Penalty 5354.620876 = -95648.332118 nChanged 40 SP:Iteration 3Q (1139.059457 sec): 3 clusters Score: Raw -101061.205467 + Penalty 5354.620876 = -95706.584590 nChanged 32 SP:Iteration 4Q (1139.160555 sec): 3 clusters Score: Raw -101114.493912 + Penalty 5354.620876 = -95759.873035 nChanged 22 SP:Iteration 5Q (1139.273180 sec): 3 clusters Score: Raw -101151.594133 + Penalty 5354.620876 = -95796.973257 nChanged 21 SP:Iteration 6Q (1139.375894 sec): 3 clusters Score: Raw -101181.616179 + Penalty 5354.620876 = -95826.995303 nChanged 10 SP:Iteration 7Q (1139.452882 sec): 3 clusters Score: Raw -101195.813690 + Penalty 5354.620876 = -95841.192813 nChanged 13 SP:Iteration 8Q (1139.563435 sec): 3 clusters Score: Raw -101214.844654 + Penalty 5354.620876 = -95860.223778 nChanged 5 SP:Iteration 9Q (1139.669839 sec): 3 clusters Score: Raw -101225.365054 + Penalty 5354.620876 = -95870.744177 nChanged 5 SP:Iteration 10Q (1139.798464 sec): 3 clusters Score: Raw -101233.295570 + Penalty 5354.620876 = -95878.674694 nChanged 5 SP:Iteration 11Q (1139.931162 sec): 3 clusters Score: Raw -101240.667947 + Penalty 5354.620876 = -95886.047070 nChanged 8 SP:Iteration 12Q (1140.035949 sec): 3 clusters Score: Raw -101249.403424 + Penalty 5354.620876 = -95894.782547 nChanged 5 SP:Iteration 13Q (1140.120921 sec): 3 clusters Score: Raw -101259.872208 + Penalty 5354.620876 = -95905.251332 nChanged 3 SP:Iteration 14Q (1140.223539 sec): 3 clusters Score: Raw -101265.803257 + Penalty 5354.620876 = -95911.182380 nChanged 1 SP:Iteration 15Q (1140.330427 sec): 3 clusters Score: Raw -101266.512153 + Penalty 5354.620876 = -95911.891276 nChanged 0 SP:Iteration 16F (1140.442327 sec): 3 clusters Score: Raw -101266.512153 + Penalty 5354.620876 = -95911.891276 nChanged 0 Trying to split cluster 8 (4972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.498760 sec): 2 clusters Score: Raw -344540.935212 + Penalty 3153.539446 = -341387.395766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.623532 sec): 3 clusters Score: Raw -342343.165680 + Penalty 6307.078892 = -336036.086788 nChanged 1743 SP:Iteration 1F (1140.757934 sec): 3 clusters Score: Raw -343454.450374 + Penalty 6307.078892 = -337147.371482 nChanged 425 SP:Iteration 2F (1140.881311 sec): 3 clusters Score: Raw -343754.604620 + Penalty 6307.078892 = -337447.525728 nChanged 239 SP:Iteration 3Q (1140.980482 sec): 3 clusters Score: Raw -343939.770506 + Penalty 6307.078892 = -337632.691613 nChanged 216 SP:Iteration 4Q (1141.098490 sec): 3 clusters Score: Raw -344107.669910 + Penalty 6307.078892 = -337800.591018 nChanged 177 SP:Iteration 5Q (1141.232732 sec): 3 clusters Score: Raw -344251.861456 + Penalty 6307.078892 = -337944.782563 nChanged 164 SP:Iteration 6Q (1141.321977 sec): 3 clusters Score: Raw -344377.374417 + Penalty 6307.078892 = -338070.295524 nChanged 165 SP:Iteration 7Q (1141.439221 sec): 3 clusters Score: Raw -344511.719865 + Penalty 6307.078892 = -338204.640972 nChanged 148 SP:Iteration 8Q (1141.552229 sec): 3 clusters Score: Raw -344630.850843 + Penalty 6307.078892 = -338323.771951 nChanged 136 SP:Iteration 9Q (1141.697229 sec): 3 clusters Score: Raw -344745.940922 + Penalty 6307.078892 = -338438.862029 nChanged 124 SP:Iteration 10Q (1141.811182 sec): 3 clusters Score: Raw -344856.481118 + Penalty 6307.078892 = -338549.402226 nChanged 136 SP:Iteration 11Q (1141.918275 sec): 3 clusters Score: Raw -344979.010345 + Penalty 6307.078892 = -338671.931453 nChanged 143 SP:Iteration 12Q (1142.058523 sec): 3 clusters Score: Raw -345099.899205 + Penalty 6307.078892 = -338792.820313 nChanged 133 SP:Iteration 13Q (1142.158452 sec): 3 clusters Score: Raw -345210.936362 + Penalty 6307.078892 = -338903.857470 nChanged 120 SP:Iteration 14Q (1142.295130 sec): 3 clusters Score: Raw -345292.511567 + Penalty 6307.078892 = -338985.432675 nChanged 107 SP:Iteration 15Q (1142.393003 sec): 3 clusters Score: Raw -345360.482415 + Penalty 6307.078892 = -339053.403523 nChanged 70 SP:Iteration 16Q (1142.531147 sec): 3 clusters Score: Raw -345401.561640 + Penalty 6307.078892 = -339094.482748 nChanged 68 SP:Iteration 17Q (1142.657757 sec): 3 clusters Score: Raw -345442.876192 + Penalty 6307.078892 = -339135.797299 nChanged 56 SP:Iteration 18Q (1142.788960 sec): 3 clusters Score: Raw -345481.117143 + Penalty 6307.078892 = -339174.038251 nChanged 65 SP:Iteration 19Q (1142.915081 sec): 3 clusters Score: Raw -345521.888586 + Penalty 6307.078892 = -339214.809694 nChanged 39 SP:Iteration 20F (1143.036242 sec): 3 clusters Score: Raw -345542.271405 + Penalty 6307.078892 = -339235.192513 nChanged 33 SP:Iteration 21Q (1143.160278 sec): 3 clusters Score: Raw -345557.706632 + Penalty 6307.078892 = -339250.627739 nChanged 24 SP:Iteration 22Q (1143.259495 sec): 3 clusters Score: Raw -345572.481851 + Penalty 6307.078892 = -339265.402958 nChanged 33 SP:Iteration 23Q (1143.360491 sec): 3 clusters Score: Raw -345589.791419 + Penalty 6307.078892 = -339282.712527 nChanged 20 SP:Iteration 24Q (1143.475994 sec): 3 clusters Score: Raw -345600.238726 + Penalty 6307.078892 = -339293.159833 nChanged 17 SP:Iteration 25Q (1143.594174 sec): 3 clusters Score: Raw -345608.695271 + Penalty 6307.078892 = -339301.616379 nChanged 23 SP:Iteration 26Q (1143.714138 sec): 3 clusters Score: Raw -345619.211776 + Penalty 6307.078892 = -339312.132884 nChanged 21 SP:Iteration 27Q (1143.832103 sec): 3 clusters Score: Raw -345630.367098 + Penalty 6307.078892 = -339323.288205 nChanged 19 SP:Iteration 28Q (1143.968817 sec): 3 clusters Score: Raw -345637.844731 + Penalty 6307.078892 = -339330.765839 nChanged 10 SP:Iteration 29Q (1144.069434 sec): 3 clusters Score: Raw -345642.928684 + Penalty 6307.078892 = -339335.849791 nChanged 10 SP:Iteration 30Q (1144.210039 sec): 3 clusters Score: Raw -345648.405054 + Penalty 6307.078892 = -339341.326162 nChanged 9 SP:Iteration 31Q (1144.309791 sec): 3 clusters Score: Raw -345652.602177 + Penalty 6307.078892 = -339345.523285 nChanged 9 SP:Iteration 32Q (1144.433470 sec): 3 clusters Score: Raw -345656.277102 + Penalty 6307.078892 = -339349.198209 nChanged 7 SP:Iteration 33Q (1144.545801 sec): 3 clusters Score: Raw -345659.470239 + Penalty 6307.078892 = -339352.391347 nChanged 6 SP:Iteration 34Q (1144.699286 sec): 3 clusters Score: Raw -345662.441624 + Penalty 6307.078892 = -339355.362732 nChanged 6 SP:Iteration 35Q (1144.827107 sec): 3 clusters Score: Raw -345665.172268 + Penalty 6307.078892 = -339358.093375 nChanged 8 SP:Iteration 36Q (1144.950020 sec): 3 clusters Score: Raw -345668.235297 + Penalty 6307.078892 = -339361.156404 nChanged 6 SP:Iteration 37Q (1145.048251 sec): 3 clusters Score: Raw -345670.905013 + Penalty 6307.078892 = -339363.826121 nChanged 4 SP:Iteration 38Q (1145.156893 sec): 3 clusters Score: Raw -345672.383191 + Penalty 6307.078892 = -339365.304298 nChanged 2 SP:Iteration 39Q (1145.277711 sec): 3 clusters Score: Raw -345672.835479 + Penalty 6307.078892 = -339365.756586 nChanged 3 SP:Iteration 40F (1145.384924 sec): 3 clusters Score: Raw -345674.100698 + Penalty 6307.078892 = -339367.021805 nChanged 1 SP:Iteration 41Q (1145.509115 sec): 3 clusters Score: Raw -345674.414610 + Penalty 6307.078892 = -339367.335717 nChanged 1 SP:Iteration 42Q (1145.587733 sec): 3 clusters Score: Raw -345674.711998 + Penalty 6307.078892 = -339367.633105 nChanged 1 SP:Iteration 43Q (1145.690035 sec): 3 clusters Score: Raw -345674.970668 + Penalty 6307.078892 = -339367.891775 nChanged 1 SP:Iteration 44Q (1145.807438 sec): 3 clusters Score: Raw -345675.390252 + Penalty 6307.078892 = -339368.311360 nChanged 3 SP:Iteration 45Q (1145.949079 sec): 3 clusters Score: Raw -345676.516807 + Penalty 6307.078892 = -339369.437914 nChanged 4 SP:Iteration 46Q (1146.060640 sec): 3 clusters Score: Raw -345678.733193 + Penalty 6307.078892 = -339371.654300 nChanged 4 SP:Iteration 47Q (1146.178148 sec): 3 clusters Score: Raw -345680.611094 + Penalty 6307.078892 = -339373.532202 nChanged 5 SP:Iteration 48Q (1146.300950 sec): 3 clusters Score: Raw -345682.502384 + Penalty 6307.078892 = -339375.423491 nChanged 3 SP:Iteration 49Q (1146.418822 sec): 3 clusters Score: Raw -345683.350299 + Penalty 6307.078892 = -339376.271406 nChanged 1 SP:Iteration 50Q (1146.525380 sec): 3 clusters Score: Raw -345684.037061 + Penalty 6307.078892 = -339376.958168 nChanged 1 SP:Iteration 51Q (1146.647138 sec): 3 clusters Score: Raw -345684.179688 + Penalty 6307.078892 = -339377.100795 nChanged 0 SP:Iteration 52F (1146.785340 sec): 3 clusters Score: Raw -345684.179688 + Penalty 6307.078892 = -339377.100795 nChanged 0 Trying to split cluster 9 (2043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1146.840361 sec): 2 clusters Score: Raw -118593.512610 + Penalty 2824.015687 = -115769.496923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1146.958150 sec): 3 clusters Score: Raw -118073.366249 + Penalty 5648.031375 = -112425.334874 nChanged 616 SP:Iteration 1F (1147.050584 sec): 3 clusters Score: Raw -118731.284085 + Penalty 5648.031375 = -113083.252710 nChanged 159 SP:Iteration 2F (1147.155874 sec): 3 clusters Score: Raw -118978.121586 + Penalty 5648.031375 = -113330.090211 nChanged 114 SP:Iteration 3F (1147.249873 sec): 3 clusters Score: Raw -119141.394793 + Penalty 5648.031375 = -113493.363419 nChanged 69 SP:Iteration 4Q (1147.382866 sec): 3 clusters Score: Raw -119233.116796 + Penalty 5648.031375 = -113585.085421 nChanged 48 SP:Iteration 5Q (1147.483147 sec): 3 clusters Score: Raw -119307.982001 + Penalty 5648.031375 = -113659.950626 nChanged 40 SP:Iteration 6Q (1147.592891 sec): 3 clusters Score: Raw -119366.211840 + Penalty 5648.031375 = -113718.180465 nChanged 31 SP:Iteration 7Q (1147.701866 sec): 3 clusters Score: Raw -119412.291216 + Penalty 5648.031375 = -113764.259841 nChanged 33 SP:Iteration 8Q (1147.799366 sec): 3 clusters Score: Raw -119454.528902 + Penalty 5648.031375 = -113806.497527 nChanged 30 SP:Iteration 9Q (1147.912263 sec): 3 clusters Score: Raw -119491.720909 + Penalty 5648.031375 = -113843.689534 nChanged 19 SP:Iteration 10Q (1148.032222 sec): 3 clusters Score: Raw -119522.477999 + Penalty 5648.031375 = -113874.446624 nChanged 14 SP:Iteration 11Q (1148.121214 sec): 3 clusters Score: Raw -119537.606812 + Penalty 5648.031375 = -113889.575437 nChanged 15 SP:Iteration 12Q (1148.239117 sec): 3 clusters Score: Raw -119557.280195 + Penalty 5648.031375 = -113909.248820 nChanged 10 SP:Iteration 13Q (1148.328142 sec): 3 clusters Score: Raw -119573.660901 + Penalty 5648.031375 = -113925.629527 nChanged 15 SP:Iteration 14Q (1148.448507 sec): 3 clusters Score: Raw -119587.940224 + Penalty 5648.031375 = -113939.908850 nChanged 11 SP:Iteration 15Q (1148.544697 sec): 3 clusters Score: Raw -119598.174733 + Penalty 5648.031375 = -113950.143358 nChanged 7 SP:Iteration 16Q (1148.655141 sec): 3 clusters Score: Raw -119603.879586 + Penalty 5648.031375 = -113955.848211 nChanged 5 SP:Iteration 17Q (1148.749341 sec): 3 clusters Score: Raw -119607.519675 + Penalty 5648.031375 = -113959.488300 nChanged 2 SP:Iteration 18Q (1148.848711 sec): 3 clusters Score: Raw -119608.848225 + Penalty 5648.031375 = -113960.816850 nChanged 4 SP:Iteration 19Q (1148.942909 sec): 3 clusters Score: Raw -119612.509448 + Penalty 5648.031375 = -113964.478073 nChanged 2 SP:Iteration 20F (1149.061486 sec): 3 clusters Score: Raw -119613.863361 + Penalty 5648.031375 = -113965.831986 nChanged 0 Trying to split cluster 10 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.102496 sec): 2 clusters Score: Raw -91520.730424 + Penalty 2644.067029 = -88876.663395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.213184 sec): 3 clusters Score: Raw -91307.989293 + Penalty 5288.134058 = -86019.855236 nChanged 287 SP:Iteration 1F (1149.323878 sec): 3 clusters Score: Raw -91701.098385 + Penalty 5288.134058 = -86412.964328 nChanged 87 SP:Iteration 2F (1149.430172 sec): 3 clusters Score: Raw -91844.489498 + Penalty 5288.134058 = -86556.355440 nChanged 54 SP:Iteration 3Q (1149.539603 sec): 3 clusters Score: Raw -91943.114211 + Penalty 5288.134058 = -86654.980154 nChanged 39 SP:Iteration 4Q (1149.633928 sec): 3 clusters Score: Raw -92013.079981 + Penalty 5288.134058 = -86724.945923 nChanged 34 SP:Iteration 5Q (1149.762146 sec): 3 clusters Score: Raw -92082.653863 + Penalty 5288.134058 = -86794.519805 nChanged 32 SP:Iteration 6Q (1149.868096 sec): 3 clusters Score: Raw -92141.438280 + Penalty 5288.134058 = -86853.304222 nChanged 18 SP:Iteration 7Q (1149.953051 sec): 3 clusters Score: Raw -92176.525474 + Penalty 5288.134058 = -86888.391416 nChanged 13 SP:Iteration 8Q (1150.056470 sec): 3 clusters Score: Raw -92196.446061 + Penalty 5288.134058 = -86908.312003 nChanged 10 SP:Iteration 9Q (1150.174300 sec): 3 clusters Score: Raw -92212.191705 + Penalty 5288.134058 = -86924.057647 nChanged 12 SP:Iteration 10Q (1150.255792 sec): 3 clusters Score: Raw -92234.097841 + Penalty 5288.134058 = -86945.963784 nChanged 14 SP:Iteration 11Q (1150.373986 sec): 3 clusters Score: Raw -92265.840519 + Penalty 5288.134058 = -86977.706462 nChanged 12 SP:Iteration 12Q (1150.477910 sec): 3 clusters Score: Raw -92291.087105 + Penalty 5288.134058 = -87002.953047 nChanged 16 SP:Iteration 13Q (1150.573698 sec): 3 clusters Score: Raw -92331.427866 + Penalty 5288.134058 = -87043.293809 nChanged 10 SP:Iteration 14Q (1150.694692 sec): 3 clusters Score: Raw -92348.973286 + Penalty 5288.134058 = -87060.839228 nChanged 9 SP:Iteration 15Q (1150.810148 sec): 3 clusters Score: Raw -92371.888501 + Penalty 5288.134058 = -87083.754444 nChanged 10 SP:Iteration 16Q (1150.899243 sec): 3 clusters Score: Raw -92398.286168 + Penalty 5288.134058 = -87110.152110 nChanged 7 SP:Iteration 17Q (1150.988308 sec): 3 clusters Score: Raw -92424.868453 + Penalty 5288.134058 = -87136.734395 nChanged 9 SP:Iteration 18Q (1151.079748 sec): 3 clusters Score: Raw -92452.204404 + Penalty 5288.134058 = -87164.070347 nChanged 10 SP:Iteration 19Q (1151.181533 sec): 3 clusters Score: Raw -92471.899120 + Penalty 5288.134058 = -87183.765062 nChanged 9 SP:Iteration 20F (1151.300179 sec): 3 clusters Score: Raw -92487.288132 + Penalty 5288.134058 = -87199.154074 nChanged 7 SP:Iteration 21Q (1151.413298 sec): 3 clusters Score: Raw -92500.973936 + Penalty 5288.134058 = -87212.839878 nChanged 5 SP:Iteration 22Q (1151.530248 sec): 3 clusters Score: Raw -92509.023165 + Penalty 5288.134058 = -87220.889108 nChanged 2 SP:Iteration 23Q (1151.602592 sec): 3 clusters Score: Raw -92511.860477 + Penalty 5288.134058 = -87223.726420 nChanged 2 SP:Iteration 24Q (1151.715919 sec): 3 clusters Score: Raw -92515.102811 + Penalty 5288.134058 = -87226.968754 nChanged 2 SP:Iteration 25Q (1151.831616 sec): 3 clusters Score: Raw -92518.732919 + Penalty 5288.134058 = -87230.598861 nChanged 1 SP:Iteration 26Q (1151.929641 sec): 3 clusters Score: Raw -92519.735060 + Penalty 5288.134058 = -87231.601002 nChanged 1 SP:Iteration 27Q (1152.044753 sec): 3 clusters Score: Raw -92521.110770 + Penalty 5288.134058 = -87232.976712 nChanged 0 SP:Iteration 28F (1152.149982 sec): 3 clusters Score: Raw -92521.110770 + Penalty 5288.134058 = -87232.976712 nChanged 0 Trying to split cluster 11 (6695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1152.232636 sec): 2 clusters Score: Raw -531674.444306 + Penalty 3263.777574 = -528410.666732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1152.380101 sec): 3 clusters Score: Raw -528464.503620 + Penalty 6527.555147 = -521936.948473 nChanged 2544 SP:Iteration 1F (1152.509257 sec): 3 clusters Score: Raw -529962.137881 + Penalty 6527.555147 = -523434.582734 nChanged 523 SP:Iteration 2F (1152.642537 sec): 3 clusters Score: Raw -530310.587622 + Penalty 6527.555147 = -523783.032475 nChanged 354 SP:Iteration 3F (1152.760697 sec): 3 clusters Score: Raw -530552.295317 + Penalty 6527.555147 = -524024.740170 nChanged 297 SP:Iteration 4Q (1152.871110 sec): 3 clusters Score: Raw -530765.428877 + Penalty 6527.555147 = -524237.873730 nChanged 271 SP:Iteration 5Q (1153.000347 sec): 3 clusters Score: Raw -530948.068922 + Penalty 6527.555147 = -524420.513775 nChanged 243 SP:Iteration 6Q (1153.119538 sec): 3 clusters Score: Raw -531117.608154 + Penalty 6527.555147 = -524590.053007 nChanged 213 SP:Iteration 7Q (1153.252005 sec): 3 clusters Score: Raw -531264.613070 + Penalty 6527.555147 = -524737.057923 nChanged 253 SP:Iteration 8Q (1153.368290 sec): 3 clusters Score: Raw -531432.632923 + Penalty 6527.555147 = -524905.077776 nChanged 206 SP:Iteration 9Q (1153.491419 sec): 3 clusters Score: Raw -531573.958914 + Penalty 6527.555147 = -525046.403767 nChanged 188 SP:Iteration 10Q (1153.614730 sec): 3 clusters Score: Raw -531689.003328 + Penalty 6527.555147 = -525161.448181 nChanged 166 SP:Iteration 11Q (1153.753918 sec): 3 clusters Score: Raw -531790.719670 + Penalty 6527.555147 = -525263.164522 nChanged 136 SP:Iteration 12Q (1153.876018 sec): 3 clusters Score: Raw -531867.926892 + Penalty 6527.555147 = -525340.371745 nChanged 122 SP:Iteration 13Q (1154.009374 sec): 3 clusters Score: Raw -531943.179974 + Penalty 6527.555147 = -525415.624827 nChanged 125 SP:Iteration 14Q (1154.124595 sec): 3 clusters Score: Raw -532019.682185 + Penalty 6527.555147 = -525492.127038 nChanged 101 SP:Iteration 15Q (1154.268209 sec): 3 clusters Score: Raw -532087.303194 + Penalty 6527.555147 = -525559.748047 nChanged 100 SP:Iteration 16Q (1154.389576 sec): 3 clusters Score: Raw -532147.377960 + Penalty 6527.555147 = -525619.822813 nChanged 101 SP:Iteration 17Q (1154.506119 sec): 3 clusters Score: Raw -532213.872043 + Penalty 6527.555147 = -525686.316895 nChanged 100 SP:Iteration 18Q (1154.639472 sec): 3 clusters Score: Raw -532274.483289 + Penalty 6527.555147 = -525746.928141 nChanged 86 SP:Iteration 19Q (1154.752973 sec): 3 clusters Score: Raw -532330.256128 + Penalty 6527.555147 = -525802.700981 nChanged 75 SP:Iteration 20F (1154.894447 sec): 3 clusters Score: Raw -532380.043200 + Penalty 6527.555147 = -525852.488052 nChanged 76 SP:Iteration 21Q (1154.984502 sec): 3 clusters Score: Raw -532433.562361 + Penalty 6527.555147 = -525906.007213 nChanged 70 SP:Iteration 22Q (1155.114730 sec): 3 clusters Score: Raw -532478.904800 + Penalty 6527.555147 = -525951.349653 nChanged 53 SP:Iteration 23Q (1155.226089 sec): 3 clusters Score: Raw -532515.107915 + Penalty 6527.555147 = -525987.552768 nChanged 59 SP:Iteration 24Q (1155.380419 sec): 3 clusters Score: Raw -532556.780140 + Penalty 6527.555147 = -526029.224993 nChanged 53 SP:Iteration 25Q (1155.479361 sec): 3 clusters Score: Raw -532595.261655 + Penalty 6527.555147 = -526067.706508 nChanged 62 SP:Iteration 26Q (1155.592574 sec): 3 clusters Score: Raw -532641.208393 + Penalty 6527.555147 = -526113.653246 nChanged 50 SP:Iteration 27Q (1155.732245 sec): 3 clusters Score: Raw -532672.184562 + Penalty 6527.555147 = -526144.629414 nChanged 34 SP:Iteration 28Q (1155.846040 sec): 3 clusters Score: Raw -532693.708753 + Penalty 6527.555147 = -526166.153606 nChanged 30 SP:Iteration 29Q (1155.960502 sec): 3 clusters Score: Raw -532713.991550 + Penalty 6527.555147 = -526186.436403 nChanged 30 SP:Iteration 30Q (1156.100344 sec): 3 clusters Score: Raw -532731.799339 + Penalty 6527.555147 = -526204.244192 nChanged 21 SP:Iteration 31Q (1156.226135 sec): 3 clusters Score: Raw -532742.422183 + Penalty 6527.555147 = -526214.867036 nChanged 14 SP:Iteration 32Q (1156.332919 sec): 3 clusters Score: Raw -532751.538678 + Penalty 6527.555147 = -526223.983530 nChanged 16 SP:Iteration 33Q (1156.470523 sec): 3 clusters Score: Raw -532761.135102 + Penalty 6527.555147 = -526233.579955 nChanged 16 SP:Iteration 34Q (1156.611239 sec): 3 clusters Score: Raw -532768.604491 + Penalty 6527.555147 = -526241.049344 nChanged 16 SP:Iteration 35Q (1156.726299 sec): 3 clusters Score: Raw -532776.661574 + Penalty 6527.555147 = -526249.106427 nChanged 17 SP:Iteration 36Q (1156.838432 sec): 3 clusters Score: Raw -532785.228451 + Penalty 6527.555147 = -526257.673303 nChanged 17 SP:Iteration 37Q (1156.951481 sec): 3 clusters Score: Raw -532796.011220 + Penalty 6527.555147 = -526268.456073 nChanged 17 SP:Iteration 38Q (1157.078973 sec): 3 clusters Score: Raw -532804.513921 + Penalty 6527.555147 = -526276.958773 nChanged 11 SP:Iteration 39Q (1157.186167 sec): 3 clusters Score: Raw -532809.778113 + Penalty 6527.555147 = -526282.222966 nChanged 6 SP:Iteration 40F (1157.315473 sec): 3 clusters Score: Raw -532812.173980 + Penalty 6527.555147 = -526284.618833 nChanged 6 SP:Iteration 41Q (1157.451233 sec): 3 clusters Score: Raw -532815.145368 + Penalty 6527.555147 = -526287.590221 nChanged 6 SP:Iteration 42Q (1157.576240 sec): 3 clusters Score: Raw -532818.726965 + Penalty 6527.555147 = -526291.171817 nChanged 8 SP:Iteration 43Q (1157.684499 sec): 3 clusters Score: Raw -532823.369491 + Penalty 6527.555147 = -526295.814343 nChanged 7 SP:Iteration 44Q (1157.807239 sec): 3 clusters Score: Raw -532826.418585 + Penalty 6527.555147 = -526298.863437 nChanged 7 SP:Iteration 45Q (1157.937643 sec): 3 clusters Score: Raw -532830.357873 + Penalty 6527.555147 = -526302.802726 nChanged 6 SP:Iteration 46Q (1158.055676 sec): 3 clusters Score: Raw -532833.304643 + Penalty 6527.555147 = -526305.749496 nChanged 7 SP:Iteration 47Q (1158.169983 sec): 3 clusters Score: Raw -532836.863293 + Penalty 6527.555147 = -526309.308146 nChanged 4 SP:Iteration 48Q (1158.289317 sec): 3 clusters Score: Raw -532838.813096 + Penalty 6527.555147 = -526311.257949 nChanged 6 SP:Iteration 49Q (1158.428790 sec): 3 clusters Score: Raw -532841.575616 + Penalty 6527.555147 = -526314.020469 nChanged 5 SP:Iteration 50Q (1158.571583 sec): 3 clusters Score: Raw -532843.782680 + Penalty 6527.555147 = -526316.227533 nChanged 5 SP:Iteration 51Q (1158.693444 sec): 3 clusters Score: Raw -532846.404888 + Penalty 6527.555147 = -526318.849741 nChanged 5 SP:Iteration 52Q (1158.808648 sec): 3 clusters Score: Raw -532849.624265 + Penalty 6527.555147 = -526322.069118 nChanged 6 SP:Iteration 53Q (1158.931363 sec): 3 clusters Score: Raw -532852.227079 + Penalty 6527.555147 = -526324.671932 nChanged 4 SP:Iteration 54Q (1159.042906 sec): 3 clusters Score: Raw -532853.904796 + Penalty 6527.555147 = -526326.349648 nChanged 1 SP:Iteration 55Q (1159.190785 sec): 3 clusters Score: Raw -532854.173075 + Penalty 6527.555147 = -526326.617928 nChanged 2 SP:Iteration 56Q (1159.289201 sec): 3 clusters Score: Raw -532855.181487 + Penalty 6527.555147 = -526327.626340 nChanged 2 SP:Iteration 57Q (1159.403557 sec): 3 clusters Score: Raw -532856.837655 + Penalty 6527.555147 = -526329.282508 nChanged 2 SP:Iteration 58Q (1159.545299 sec): 3 clusters Score: Raw -532857.551921 + Penalty 6527.555147 = -526329.996774 nChanged 3 SP:Iteration 59Q (1159.668421 sec): 3 clusters Score: Raw -532858.763517 + Penalty 6527.555147 = -526331.208369 nChanged 0 SP:Iteration 60F (1159.790432 sec): 3 clusters Score: Raw -532858.763517 + Penalty 6527.555147 = -526331.208369 nChanged 0 Iteration 59Q (1160.336802 sec): 9 clusters Score: Raw -1793438.442841 + Penalty 30040.833554 = -1763397.609287 nChanged 18 Iteration 60F (1161.017555 sec): 9 clusters Score: Raw -1793445.981995 + Penalty 30040.833554 = -1763405.148440 nChanged 17 Iteration 61Q (1161.541503 sec): 9 clusters Score: Raw -1793454.554952 + Penalty 30040.833554 = -1763413.721398 nChanged 13 Iteration 62Q (1162.115425 sec): 9 clusters Score: Raw -1793463.523857 + Penalty 30040.833554 = -1763422.690302 nChanged 17 Iteration 63Q (1162.700511 sec): 9 clusters Score: Raw -1793474.281345 + Penalty 30040.833554 = -1763433.447791 nChanged 16 Iteration 64Q (1163.269107 sec): 9 clusters Score: Raw -1793483.452276 + Penalty 30040.833554 = -1763442.618722 nChanged 19 Iteration 65Q (1163.826022 sec): 9 clusters Score: Raw -1793494.138899 + Penalty 30040.833554 = -1763453.305345 nChanged 22 Iteration 66Q (1164.408741 sec): 9 clusters Score: Raw -1793505.869454 + Penalty 30040.833554 = -1763465.035899 nChanged 18 Iteration 67Q (1164.978727 sec): 9 clusters Score: Raw -1793512.029979 + Penalty 30040.833554 = -1763471.196425 nChanged 10 Iteration 68Q (1165.527858 sec): 9 clusters Score: Raw -1793518.072648 + Penalty 30040.833554 = -1763477.239093 nChanged 9 Iteration 69Q (1166.096728 sec): 9 clusters Score: Raw -1793523.590028 + Penalty 30040.833554 = -1763482.756474 nChanged 11 Iteration 70Q (1166.648496 sec): 9 clusters Score: Raw -1793530.827560 + Penalty 30040.833554 = -1763489.994005 nChanged 9 Iteration 71Q (1167.235055 sec): 9 clusters Score: Raw -1793536.336303 + Penalty 30040.833554 = -1763495.502748 nChanged 9 Iteration 72Q (1167.811859 sec): 9 clusters Score: Raw -1793538.877502 + Penalty 30040.833554 = -1763498.043948 nChanged 10 Iteration 73Q (1168.355691 sec): 9 clusters Score: Raw -1793540.963987 + Penalty 30040.833554 = -1763500.130433 nChanged 5 Iteration 74Q (1168.940042 sec): 9 clusters Score: Raw -1793542.281808 + Penalty 30040.833554 = -1763501.448253 nChanged 4 Iteration 75Q (1169.477469 sec): 9 clusters Score: Raw -1793543.945419 + Penalty 30040.833554 = -1763503.111864 nChanged 6 Iteration 76Q (1170.014782 sec): 9 clusters Score: Raw -1793546.272900 + Penalty 30040.833554 = -1763505.439346 nChanged 6 Iteration 77Q (1170.563548 sec): 9 clusters Score: Raw -1793548.256159 + Penalty 30040.833554 = -1763507.422605 nChanged 7 Iteration 78Q (1171.134214 sec): 9 clusters Score: Raw -1793550.909692 + Penalty 30040.833554 = -1763510.076138 nChanged 6 Iteration 79Q (1171.709830 sec): 9 clusters Score: Raw -1793552.625110 + Penalty 30040.833554 = -1763511.791555 nChanged 5 Iteration 80F (1172.395864 sec): 9 clusters Score: Raw -1793554.319537 + Penalty 30040.833554 = -1763513.485982 nChanged 7 Iteration 81Q (1172.951607 sec): 9 clusters Score: Raw -1793556.922851 + Penalty 30040.833554 = -1763516.089297 nChanged 7 Iteration 82Q (1173.542046 sec): 9 clusters Score: Raw -1793559.051240 + Penalty 30040.833554 = -1763518.217686 nChanged 10 Iteration 83Q (1174.091371 sec): 9 clusters Score: Raw -1793563.731111 + Penalty 30040.833554 = -1763522.897557 nChanged 7 Iteration 84Q (1174.672969 sec): 9 clusters Score: Raw -1793566.317999 + Penalty 30040.833554 = -1763525.484445 nChanged 8 Iteration 85Q (1175.257771 sec): 9 clusters Score: Raw -1793570.476926 + Penalty 30040.833554 = -1763529.643371 nChanged 11 Iteration 86Q (1175.814577 sec): 9 clusters Score: Raw -1793575.299761 + Penalty 30040.833554 = -1763534.466207 nChanged 10 Iteration 87Q (1176.385587 sec): 9 clusters Score: Raw -1793579.667800 + Penalty 30040.833554 = -1763538.834246 nChanged 10 Iteration 88Q (1176.949666 sec): 9 clusters Score: Raw -1793583.833745 + Penalty 30040.833554 = -1763543.000191 nChanged 8 Iteration 89Q (1177.512580 sec): 9 clusters Score: Raw -1793585.823616 + Penalty 30040.833554 = -1763544.990062 nChanged 8 Iteration 90Q (1178.086053 sec): 9 clusters Score: Raw -1793587.543237 + Penalty 30040.833554 = -1763546.709682 nChanged 6 Iteration 91Q (1178.640866 sec): 9 clusters Score: Raw -1793589.056695 + Penalty 30040.833554 = -1763548.223141 nChanged 6 Iteration 92Q (1179.180789 sec): 9 clusters Score: Raw -1793590.543750 + Penalty 30040.833554 = -1763549.710196 nChanged 3 Iteration 93Q (1179.749619 sec): 9 clusters Score: Raw -1793591.976135 + Penalty 30040.833554 = -1763551.142581 nChanged 8 Iteration 94Q (1180.321601 sec): 9 clusters Score: Raw -1793594.919285 + Penalty 30040.833554 = -1763554.085731 nChanged 6 Iteration 95Q (1180.892471 sec): 9 clusters Score: Raw -1793596.328360 + Penalty 30040.833554 = -1763555.494806 nChanged 3 Iteration 96Q (1181.455806 sec): 9 clusters Score: Raw -1793597.073043 + Penalty 30040.833554 = -1763556.239489 nChanged 0 Iteration 97F (1182.131122 sec): 9 clusters Score: Raw -1793597.073043 + Penalty 30040.833554 = -1763556.239489 nChanged 0 Compute initial score before splitting: Score: Raw -1793597.073043 + Penalty 30040.833554 = -1763556.239489 Trying to split cluster 2 (3858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.231516 sec): 2 clusters Score: Raw -308526.188933 + Penalty 3059.553504 = -305466.635429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.356031 sec): 3 clusters Score: Raw -306982.464161 + Penalty 6119.107007 = -300863.357154 nChanged 1287 SP:Iteration 1F (1182.476119 sec): 3 clusters Score: Raw -307904.414341 + Penalty 6119.107007 = -301785.307334 nChanged 304 SP:Iteration 2F (1182.622703 sec): 3 clusters Score: Raw -308142.288894 + Penalty 6119.107007 = -302023.181887 nChanged 168 SP:Iteration 3Q (1182.725920 sec): 3 clusters Score: Raw -308259.885921 + Penalty 6119.107007 = -302140.778913 nChanged 102 SP:Iteration 4Q (1182.870245 sec): 3 clusters Score: Raw -308329.770508 + Penalty 6119.107007 = -302210.663501 nChanged 77 SP:Iteration 5Q (1182.991187 sec): 3 clusters Score: Raw -308383.223130 + Penalty 6119.107007 = -302264.116123 nChanged 77 SP:Iteration 6Q (1183.140400 sec): 3 clusters Score: Raw -308427.904167 + Penalty 6119.107007 = -302308.797160 nChanged 60 SP:Iteration 7Q (1183.253959 sec): 3 clusters Score: Raw -308462.598188 + Penalty 6119.107007 = -302343.491181 nChanged 48 SP:Iteration 8Q (1183.388518 sec): 3 clusters Score: Raw -308493.104972 + Penalty 6119.107007 = -302373.997965 nChanged 47 SP:Iteration 9Q (1183.516663 sec): 3 clusters Score: Raw -308522.467700 + Penalty 6119.107007 = -302403.360692 nChanged 37 SP:Iteration 10Q (1183.638269 sec): 3 clusters Score: Raw -308542.623053 + Penalty 6119.107007 = -302423.516046 nChanged 30 SP:Iteration 11Q (1183.755758 sec): 3 clusters Score: Raw -308560.247113 + Penalty 6119.107007 = -302441.140106 nChanged 23 SP:Iteration 12Q (1183.899090 sec): 3 clusters Score: Raw -308571.492477 + Penalty 6119.107007 = -302452.385469 nChanged 20 SP:Iteration 13Q (1183.985777 sec): 3 clusters Score: Raw -308581.443393 + Penalty 6119.107007 = -302462.336386 nChanged 17 SP:Iteration 14Q (1184.122207 sec): 3 clusters Score: Raw -308592.841804 + Penalty 6119.107007 = -302473.734796 nChanged 25 SP:Iteration 15Q (1184.233186 sec): 3 clusters Score: Raw -308609.492594 + Penalty 6119.107007 = -302490.385586 nChanged 21 SP:Iteration 16Q (1184.361123 sec): 3 clusters Score: Raw -308620.759421 + Penalty 6119.107007 = -302501.652413 nChanged 25 SP:Iteration 17Q (1184.505718 sec): 3 clusters Score: Raw -308635.336396 + Penalty 6119.107007 = -302516.229388 nChanged 24 SP:Iteration 18Q (1184.625105 sec): 3 clusters Score: Raw -308648.930345 + Penalty 6119.107007 = -302529.823337 nChanged 18 SP:Iteration 19Q (1184.752090 sec): 3 clusters Score: Raw -308658.044169 + Penalty 6119.107007 = -302538.937162 nChanged 20 SP:Iteration 20F (1184.881095 sec): 3 clusters Score: Raw -308669.744874 + Penalty 6119.107007 = -302550.637866 nChanged 23 SP:Iteration 21Q (1184.989354 sec): 3 clusters Score: Raw -308681.535982 + Penalty 6119.107007 = -302562.428975 nChanged 20 SP:Iteration 22Q (1185.128467 sec): 3 clusters Score: Raw -308691.967228 + Penalty 6119.107007 = -302572.860221 nChanged 17 SP:Iteration 23Q (1185.239667 sec): 3 clusters Score: Raw -308704.945289 + Penalty 6119.107007 = -302585.838281 nChanged 14 SP:Iteration 24Q (1185.359013 sec): 3 clusters Score: Raw -308712.855846 + Penalty 6119.107007 = -302593.748839 nChanged 12 SP:Iteration 25Q (1185.452675 sec): 3 clusters Score: Raw -308718.548447 + Penalty 6119.107007 = -302599.441439 nChanged 13 SP:Iteration 26Q (1185.596393 sec): 3 clusters Score: Raw -308725.279640 + Penalty 6119.107007 = -302606.172632 nChanged 15 SP:Iteration 27Q (1185.714373 sec): 3 clusters Score: Raw -308734.501775 + Penalty 6119.107007 = -302615.394767 nChanged 16 SP:Iteration 28Q (1185.833024 sec): 3 clusters Score: Raw -308742.494886 + Penalty 6119.107007 = -302623.387879 nChanged 19 SP:Iteration 29Q (1185.932209 sec): 3 clusters Score: Raw -308754.423042 + Penalty 6119.107007 = -302635.316035 nChanged 24 SP:Iteration 30Q (1186.034257 sec): 3 clusters Score: Raw -308770.522203 + Penalty 6119.107007 = -302651.415196 nChanged 20 SP:Iteration 31Q (1186.184509 sec): 3 clusters Score: Raw -308783.453836 + Penalty 6119.107007 = -302664.346829 nChanged 19 SP:Iteration 32Q (1186.264625 sec): 3 clusters Score: Raw -308793.629869 + Penalty 6119.107007 = -302674.522862 nChanged 16 SP:Iteration 33Q (1186.372808 sec): 3 clusters Score: Raw -308804.150088 + Penalty 6119.107007 = -302685.043080 nChanged 16 SP:Iteration 34Q (1186.493605 sec): 3 clusters Score: Raw -308814.299833 + Penalty 6119.107007 = -302695.192826 nChanged 19 SP:Iteration 35Q (1186.607722 sec): 3 clusters Score: Raw -308827.420047 + Penalty 6119.107007 = -302708.313040 nChanged 21 SP:Iteration 36Q (1186.743516 sec): 3 clusters Score: Raw -308839.111931 + Penalty 6119.107007 = -302720.004923 nChanged 22 SP:Iteration 37Q (1186.846175 sec): 3 clusters Score: Raw -308854.284267 + Penalty 6119.107007 = -302735.177260 nChanged 24 SP:Iteration 38Q (1186.982976 sec): 3 clusters Score: Raw -308873.362509 + Penalty 6119.107007 = -302754.255502 nChanged 28 SP:Iteration 39Q (1187.133416 sec): 3 clusters Score: Raw -308896.712109 + Penalty 6119.107007 = -302777.605102 nChanged 42 SP:Iteration 40F (1187.238349 sec): 3 clusters Score: Raw -308923.080979 + Penalty 6119.107007 = -302803.973971 nChanged 31 SP:Iteration 41Q (1187.383458 sec): 3 clusters Score: Raw -308945.057597 + Penalty 6119.107007 = -302825.950590 nChanged 37 SP:Iteration 42Q (1187.507781 sec): 3 clusters Score: Raw -308969.259123 + Penalty 6119.107007 = -302850.152115 nChanged 30 SP:Iteration 43Q (1187.652552 sec): 3 clusters Score: Raw -308989.345910 + Penalty 6119.107007 = -302870.238903 nChanged 21 SP:Iteration 44Q (1187.753220 sec): 3 clusters Score: Raw -309002.235240 + Penalty 6119.107007 = -302883.128233 nChanged 19 SP:Iteration 45Q (1187.895942 sec): 3 clusters Score: Raw -309015.292037 + Penalty 6119.107007 = -302896.185030 nChanged 20 SP:Iteration 46Q (1188.020099 sec): 3 clusters Score: Raw -309027.227226 + Penalty 6119.107007 = -302908.120218 nChanged 17 SP:Iteration 47Q (1188.156222 sec): 3 clusters Score: Raw -309037.402171 + Penalty 6119.107007 = -302918.295164 nChanged 11 SP:Iteration 48Q (1188.273172 sec): 3 clusters Score: Raw -309043.287004 + Penalty 6119.107007 = -302924.179997 nChanged 10 SP:Iteration 49Q (1188.380651 sec): 3 clusters Score: Raw -309050.620000 + Penalty 6119.107007 = -302931.512993 nChanged 18 SP:Iteration 50Q (1188.520560 sec): 3 clusters Score: Raw -309064.919742 + Penalty 6119.107007 = -302945.812734 nChanged 16 SP:Iteration 51Q (1188.636762 sec): 3 clusters Score: Raw -309074.113011 + Penalty 6119.107007 = -302955.006004 nChanged 16 SP:Iteration 52Q (1188.743959 sec): 3 clusters Score: Raw -309083.123132 + Penalty 6119.107007 = -302964.016124 nChanged 9 SP:Iteration 53Q (1188.886906 sec): 3 clusters Score: Raw -309087.634806 + Penalty 6119.107007 = -302968.527799 nChanged 5 SP:Iteration 54Q (1188.993542 sec): 3 clusters Score: Raw -309090.257211 + Penalty 6119.107007 = -302971.150204 nChanged 4 SP:Iteration 55Q (1189.143807 sec): 3 clusters Score: Raw -309093.070369 + Penalty 6119.107007 = -302973.963362 nChanged 5 SP:Iteration 56Q (1189.270233 sec): 3 clusters Score: Raw -309095.474526 + Penalty 6119.107007 = -302976.367519 nChanged 2 SP:Iteration 57Q (1189.365603 sec): 3 clusters Score: Raw -309097.268691 + Penalty 6119.107007 = -302978.161684 nChanged 5 SP:Iteration 58Q (1189.501816 sec): 3 clusters Score: Raw -309101.403650 + Penalty 6119.107007 = -302982.296643 nChanged 6 SP:Iteration 59Q (1189.627277 sec): 3 clusters Score: Raw -309106.297173 + Penalty 6119.107007 = -302987.190166 nChanged 9 SP:Iteration 60F (1189.752334 sec): 3 clusters Score: Raw -309112.782917 + Penalty 6119.107007 = -302993.675910 nChanged 12 SP:Iteration 61Q (1189.886518 sec): 3 clusters Score: Raw -309122.018161 + Penalty 6119.107007 = -303002.911154 nChanged 18 SP:Iteration 62Q (1189.981649 sec): 3 clusters Score: Raw -309134.604200 + Penalty 6119.107007 = -303015.497193 nChanged 20 SP:Iteration 63Q (1190.100736 sec): 3 clusters Score: Raw -309147.842683 + Penalty 6119.107007 = -303028.735676 nChanged 13 SP:Iteration 64Q (1190.245442 sec): 3 clusters Score: Raw -309157.978096 + Penalty 6119.107007 = -303038.871089 nChanged 17 SP:Iteration 65Q (1190.371988 sec): 3 clusters Score: Raw -309173.544905 + Penalty 6119.107007 = -303054.437898 nChanged 17 SP:Iteration 66Q (1190.476857 sec): 3 clusters Score: Raw -309188.556965 + Penalty 6119.107007 = -303069.449958 nChanged 25 SP:Iteration 67Q (1190.628775 sec): 3 clusters Score: Raw -309209.394216 + Penalty 6119.107007 = -303090.287209 nChanged 27 SP:Iteration 68Q (1190.745603 sec): 3 clusters Score: Raw -309226.763613 + Penalty 6119.107007 = -303107.656605 nChanged 17 SP:Iteration 69Q (1190.868949 sec): 3 clusters Score: Raw -309242.129566 + Penalty 6119.107007 = -303123.022558 nChanged 19 SP:Iteration 70Q (1190.965916 sec): 3 clusters Score: Raw -309254.634839 + Penalty 6119.107007 = -303135.527831 nChanged 19 SP:Iteration 71Q (1191.084674 sec): 3 clusters Score: Raw -309267.865661 + Penalty 6119.107007 = -303148.758653 nChanged 19 SP:Iteration 72Q (1191.191830 sec): 3 clusters Score: Raw -309279.971253 + Penalty 6119.107007 = -303160.864246 nChanged 12 SP:Iteration 73Q (1191.304025 sec): 3 clusters Score: Raw -309289.061410 + Penalty 6119.107007 = -303169.954402 nChanged 12 SP:Iteration 74Q (1191.424065 sec): 3 clusters Score: Raw -309297.278044 + Penalty 6119.107007 = -303178.171037 nChanged 15 SP:Iteration 75Q (1191.555070 sec): 3 clusters Score: Raw -309306.427472 + Penalty 6119.107007 = -303187.320465 nChanged 11 SP:Iteration 76Q (1191.645642 sec): 3 clusters Score: Raw -309313.402712 + Penalty 6119.107007 = -303194.295705 nChanged 8 SP:Iteration 77Q (1191.754811 sec): 3 clusters Score: Raw -309320.239021 + Penalty 6119.107007 = -303201.132014 nChanged 8 SP:Iteration 78Q (1191.881354 sec): 3 clusters Score: Raw -309326.824515 + Penalty 6119.107007 = -303207.717508 nChanged 4 SP:Iteration 79Q (1191.985403 sec): 3 clusters Score: Raw -309329.732505 + Penalty 6119.107007 = -303210.625497 nChanged 6 SP:Iteration 80F (1192.074942 sec): 3 clusters Score: Raw -309332.550645 + Penalty 6119.107007 = -303213.443638 nChanged 3 SP:Iteration 81Q (1192.182995 sec): 3 clusters Score: Raw -309335.473950 + Penalty 6119.107007 = -303216.366942 nChanged 6 SP:Iteration 82Q (1192.320747 sec): 3 clusters Score: Raw -309340.034986 + Penalty 6119.107007 = -303220.927979 nChanged 7 SP:Iteration 83Q (1192.414659 sec): 3 clusters Score: Raw -309346.283770 + Penalty 6119.107007 = -303227.176763 nChanged 10 SP:Iteration 84Q (1192.535485 sec): 3 clusters Score: Raw -309353.705546 + Penalty 6119.107007 = -303234.598538 nChanged 15 SP:Iteration 85Q (1192.638935 sec): 3 clusters Score: Raw -309364.789034 + Penalty 6119.107007 = -303245.682027 nChanged 13 SP:Iteration 86Q (1192.740407 sec): 3 clusters Score: Raw -309375.111356 + Penalty 6119.107007 = -303256.004349 nChanged 14 SP:Iteration 87Q (1192.842410 sec): 3 clusters Score: Raw -309387.325782 + Penalty 6119.107007 = -303268.218775 nChanged 13 SP:Iteration 88Q (1192.977933 sec): 3 clusters Score: Raw -309396.198319 + Penalty 6119.107007 = -303277.091311 nChanged 15 SP:Iteration 89Q (1193.099221 sec): 3 clusters Score: Raw -309408.538278 + Penalty 6119.107007 = -303289.431271 nChanged 15 SP:Iteration 90Q (1193.220287 sec): 3 clusters Score: Raw -309421.092597 + Penalty 6119.107007 = -303301.985590 nChanged 15 SP:Iteration 91Q (1193.332287 sec): 3 clusters Score: Raw -309432.741804 + Penalty 6119.107007 = -303313.634797 nChanged 26 SP:Iteration 92Q (1193.445055 sec): 3 clusters Score: Raw -309456.196828 + Penalty 6119.107007 = -303337.089821 nChanged 26 SP:Iteration 93Q (1193.526612 sec): 3 clusters Score: Raw -309479.330545 + Penalty 6119.107007 = -303360.223537 nChanged 26 SP:Iteration 94Q (1193.631767 sec): 3 clusters Score: Raw -309506.744303 + Penalty 6119.107007 = -303387.637295 nChanged 29 SP:Iteration 95Q (1193.744775 sec): 3 clusters Score: Raw -309531.320381 + Penalty 6119.107007 = -303412.213373 nChanged 17 SP:Iteration 96Q (1193.861390 sec): 3 clusters Score: Raw -309543.005597 + Penalty 6119.107007 = -303423.898590 nChanged 19 SP:Iteration 97Q (1193.963875 sec): 3 clusters Score: Raw -309557.872187 + Penalty 6119.107007 = -303438.765180 nChanged 24 SP:Iteration 98Q (1194.096462 sec): 3 clusters Score: Raw -309576.761286 + Penalty 6119.107007 = -303457.654279 nChanged 17 SP:Iteration 99Q (1194.188118 sec): 3 clusters Score: Raw -309589.544039 + Penalty 6119.107007 = -303470.437031 nChanged 16 SP:Iteration 100F (1194.299419 sec): 3 clusters Score: Raw -309599.630943 + Penalty 6119.107007 = -303480.523936 nChanged 11 SP:Iteration 101Q (1194.417230 sec): 3 clusters Score: Raw -309606.004359 + Penalty 6119.107007 = -303486.897352 nChanged 13 SP:Iteration 102Q (1194.541881 sec): 3 clusters Score: Raw -309616.149871 + Penalty 6119.107007 = -303497.042864 nChanged 13 SP:Iteration 103Q (1194.657081 sec): 3 clusters Score: Raw -309626.065925 + Penalty 6119.107007 = -303506.958917 nChanged 11 SP:Iteration 104Q (1194.783296 sec): 3 clusters Score: Raw -309633.650861 + Penalty 6119.107007 = -303514.543854 nChanged 10 SP:Iteration 105Q (1194.882917 sec): 3 clusters Score: Raw -309640.595747 + Penalty 6119.107007 = -303521.488739 nChanged 8 SP:Iteration 106Q (1194.996238 sec): 3 clusters Score: Raw -309645.472047 + Penalty 6119.107007 = -303526.365039 nChanged 7 SP:Iteration 107Q (1195.107690 sec): 3 clusters Score: Raw -309650.720174 + Penalty 6119.107007 = -303531.613167 nChanged 3 SP:Iteration 108Q (1195.207686 sec): 3 clusters Score: Raw -309652.909803 + Penalty 6119.107007 = -303533.802795 nChanged 3 SP:Iteration 109Q (1195.324738 sec): 3 clusters Score: Raw -309655.381204 + Penalty 6119.107007 = -303536.274196 nChanged 3 SP:Iteration 110Q (1195.442753 sec): 3 clusters Score: Raw -309657.292979 + Penalty 6119.107007 = -303538.185971 nChanged 3 SP:Iteration 111Q (1195.574833 sec): 3 clusters Score: Raw -309658.949696 + Penalty 6119.107007 = -303539.842689 nChanged 5 SP:Iteration 112Q (1195.654644 sec): 3 clusters Score: Raw -309662.580020 + Penalty 6119.107007 = -303543.473012 nChanged 8 SP:Iteration 113Q (1195.777771 sec): 3 clusters Score: Raw -309667.932204 + Penalty 6119.107007 = -303548.825197 nChanged 7 SP:Iteration 114Q (1195.881480 sec): 3 clusters Score: Raw -309672.619856 + Penalty 6119.107007 = -303553.512848 nChanged 3 SP:Iteration 115Q (1195.996007 sec): 3 clusters Score: Raw -309674.916043 + Penalty 6119.107007 = -303555.809035 nChanged 1 SP:Iteration 116Q (1196.133171 sec): 3 clusters Score: Raw -309675.309095 + Penalty 6119.107007 = -303556.202088 nChanged 0 SP:Iteration 117F (1196.240707 sec): 3 clusters Score: Raw -309675.309095 + Penalty 6119.107007 = -303556.202088 nChanged 0 Trying to split cluster 4 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1196.291225 sec): 2 clusters Score: Raw -26268.903472 + Penalty 2317.043575 = -23951.859897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1196.387432 sec): 3 clusters Score: Raw -26524.807227 + Penalty 4634.087149 = -21890.720078 nChanged 85 SP:Iteration 1F (1196.464641 sec): 3 clusters Score: Raw -26828.664692 + Penalty 4634.087149 = -22194.577543 nChanged 41 SP:Iteration 2F (1196.563167 sec): 3 clusters Score: Raw -27008.096874 + Penalty 4634.087149 = -22374.009725 nChanged 17 SP:Iteration 3Q (1196.664636 sec): 3 clusters Score: Raw -27074.352243 + Penalty 4634.087149 = -22440.265094 nChanged 8 SP:Iteration 4Q (1196.765178 sec): 3 clusters Score: Raw -27100.875882 + Penalty 4634.087149 = -22466.788732 nChanged 1 SP:Iteration 5Q (1196.878980 sec): 3 clusters Score: Raw -27103.612265 + Penalty 4634.087149 = -22469.525115 nChanged 1 SP:Iteration 6Q (1196.945784 sec): 3 clusters Score: Raw -27105.358738 + Penalty 4634.087149 = -22471.271588 nChanged 0 SP:Iteration 7F (1197.052408 sec): 3 clusters Score: Raw -27105.358738 + Penalty 4634.087149 = -22471.271588 nChanged 0 Trying to split cluster 5 (4522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1197.110630 sec): 2 clusters Score: Raw -320178.407073 + Penalty 3118.390926 = -317060.016147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1197.216248 sec): 3 clusters Score: Raw -318182.337257 + Penalty 6236.781853 = -311945.555405 nChanged 1644 SP:Iteration 1F (1197.343456 sec): 3 clusters Score: Raw -319242.102005 + Penalty 6236.781853 = -313005.320152 nChanged 364 SP:Iteration 2F (1197.470990 sec): 3 clusters Score: Raw -319551.893519 + Penalty 6236.781853 = -313315.111667 nChanged 236 SP:Iteration 3F (1197.592409 sec): 3 clusters Score: Raw -319752.482266 + Penalty 6236.781853 = -313515.700413 nChanged 184 SP:Iteration 4Q (1197.699404 sec): 3 clusters Score: Raw -319894.998449 + Penalty 6236.781853 = -313658.216596 nChanged 148 SP:Iteration 5Q (1197.831987 sec): 3 clusters Score: Raw -320006.716345 + Penalty 6236.781853 = -313769.934492 nChanged 137 SP:Iteration 6Q (1197.933219 sec): 3 clusters Score: Raw -320111.071772 + Penalty 6236.781853 = -313874.289919 nChanged 132 SP:Iteration 7Q (1198.055618 sec): 3 clusters Score: Raw -320224.360904 + Penalty 6236.781853 = -313987.579051 nChanged 132 SP:Iteration 8Q (1198.148328 sec): 3 clusters Score: Raw -320338.997770 + Penalty 6236.781853 = -314102.215917 nChanged 131 SP:Iteration 9Q (1198.248107 sec): 3 clusters Score: Raw -320449.794875 + Penalty 6236.781853 = -314213.013022 nChanged 133 SP:Iteration 10Q (1198.374229 sec): 3 clusters Score: Raw -320559.656447 + Penalty 6236.781853 = -314322.874595 nChanged 123 SP:Iteration 11Q (1198.496932 sec): 3 clusters Score: Raw -320654.565620 + Penalty 6236.781853 = -314417.783767 nChanged 115 SP:Iteration 12Q (1198.586870 sec): 3 clusters Score: Raw -320727.480123 + Penalty 6236.781853 = -314490.698270 nChanged 88 SP:Iteration 13Q (1198.704294 sec): 3 clusters Score: Raw -320789.782568 + Penalty 6236.781853 = -314553.000715 nChanged 76 SP:Iteration 14Q (1198.817781 sec): 3 clusters Score: Raw -320842.902649 + Penalty 6236.781853 = -314606.120796 nChanged 81 SP:Iteration 15Q (1198.930224 sec): 3 clusters Score: Raw -320895.012842 + Penalty 6236.781853 = -314658.230989 nChanged 68 SP:Iteration 16Q (1199.044854 sec): 3 clusters Score: Raw -320941.997278 + Penalty 6236.781853 = -314705.215426 nChanged 66 SP:Iteration 17Q (1199.180451 sec): 3 clusters Score: Raw -320989.309602 + Penalty 6236.781853 = -314752.527749 nChanged 58 SP:Iteration 18Q (1199.286185 sec): 3 clusters Score: Raw -321032.620928 + Penalty 6236.781853 = -314795.839075 nChanged 58 SP:Iteration 19Q (1199.390885 sec): 3 clusters Score: Raw -321075.313096 + Penalty 6236.781853 = -314838.531243 nChanged 54 SP:Iteration 20F (1199.471109 sec): 3 clusters Score: Raw -321118.713789 + Penalty 6236.781853 = -314881.931936 nChanged 63 SP:Iteration 21Q (1199.594849 sec): 3 clusters Score: Raw -321160.614770 + Penalty 6236.781853 = -314923.832917 nChanged 47 SP:Iteration 22Q (1199.711869 sec): 3 clusters Score: Raw -321188.545515 + Penalty 6236.781853 = -314951.763662 nChanged 40 SP:Iteration 23Q (1199.814266 sec): 3 clusters Score: Raw -321213.012070 + Penalty 6236.781853 = -314976.230217 nChanged 23 SP:Iteration 24Q (1199.949812 sec): 3 clusters Score: Raw -321228.287354 + Penalty 6236.781853 = -314991.505501 nChanged 26 SP:Iteration 25Q (1200.068738 sec): 3 clusters Score: Raw -321241.522492 + Penalty 6236.781853 = -315004.740639 nChanged 21 SP:Iteration 26Q (1200.177796 sec): 3 clusters Score: Raw -321252.105736 + Penalty 6236.781853 = -315015.323883 nChanged 13 SP:Iteration 27Q (1200.281470 sec): 3 clusters Score: Raw -321260.292733 + Penalty 6236.781853 = -315023.510880 nChanged 15 SP:Iteration 28Q (1200.420273 sec): 3 clusters Score: Raw -321267.713407 + Penalty 6236.781853 = -315030.931554 nChanged 9 SP:Iteration 29Q (1200.531905 sec): 3 clusters Score: Raw -321271.780225 + Penalty 6236.781853 = -315034.998372 nChanged 3 SP:Iteration 30Q (1200.644389 sec): 3 clusters Score: Raw -321273.035374 + Penalty 6236.781853 = -315036.253521 nChanged 2 SP:Iteration 31Q (1200.747031 sec): 3 clusters Score: Raw -321274.339226 + Penalty 6236.781853 = -315037.557373 nChanged 1 SP:Iteration 32Q (1200.879330 sec): 3 clusters Score: Raw -321274.502760 + Penalty 6236.781853 = -315037.720907 nChanged 2 SP:Iteration 33Q (1200.976550 sec): 3 clusters Score: Raw -321275.591498 + Penalty 6236.781853 = -315038.809645 nChanged 1 SP:Iteration 34Q (1201.080518 sec): 3 clusters Score: Raw -321275.910836 + Penalty 6236.781853 = -315039.128983 nChanged 0 SP:Iteration 35F (1201.203658 sec): 3 clusters Score: Raw -321275.910836 + Penalty 6236.781853 = -315039.128983 nChanged 0 Trying to split cluster 6 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1201.277209 sec): 2 clusters Score: Raw -100894.616781 + Penalty 2677.310438 = -98217.306343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1201.357550 sec): 3 clusters Score: Raw -100615.896376 + Penalty 5354.620876 = -95261.275500 nChanged 322 SP:Iteration 1F (1201.483230 sec): 3 clusters Score: Raw -100994.823259 + Penalty 5354.620876 = -95640.202382 nChanged 77 SP:Iteration 2F (1201.589330 sec): 3 clusters Score: Raw -101100.971741 + Penalty 5354.620876 = -95746.350865 nChanged 31 SP:Iteration 3Q (1201.708222 sec): 3 clusters Score: Raw -101149.821828 + Penalty 5354.620876 = -95795.200951 nChanged 24 SP:Iteration 4Q (1201.809443 sec): 3 clusters Score: Raw -101177.705007 + Penalty 5354.620876 = -95823.084130 nChanged 10 SP:Iteration 5Q (1201.927963 sec): 3 clusters Score: Raw -101187.935252 + Penalty 5354.620876 = -95833.314375 nChanged 2 SP:Iteration 6Q (1202.013584 sec): 3 clusters Score: Raw -101191.115149 + Penalty 5354.620876 = -95836.494272 nChanged 2 SP:Iteration 7Q (1202.135289 sec): 3 clusters Score: Raw -101194.139567 + Penalty 5354.620876 = -95839.518690 nChanged 6 SP:Iteration 8Q (1202.231220 sec): 3 clusters Score: Raw -101202.981109 + Penalty 5354.620876 = -95848.360233 nChanged 8 SP:Iteration 9Q (1202.338834 sec): 3 clusters Score: Raw -101211.894987 + Penalty 5354.620876 = -95857.274111 nChanged 5 SP:Iteration 10Q (1202.464509 sec): 3 clusters Score: Raw -101216.923333 + Penalty 5354.620876 = -95862.302457 nChanged 2 SP:Iteration 11Q (1202.564941 sec): 3 clusters Score: Raw -101218.016396 + Penalty 5354.620876 = -95863.395520 nChanged 3 SP:Iteration 12Q (1202.651386 sec): 3 clusters Score: Raw -101220.150727 + Penalty 5354.620876 = -95865.529850 nChanged 2 SP:Iteration 13Q (1202.769793 sec): 3 clusters Score: Raw -101221.064968 + Penalty 5354.620876 = -95866.444091 nChanged 2 SP:Iteration 14Q (1202.894895 sec): 3 clusters Score: Raw -101222.329251 + Penalty 5354.620876 = -95867.708375 nChanged 2 SP:Iteration 15Q (1202.989373 sec): 3 clusters Score: Raw -101223.541423 + Penalty 5354.620876 = -95868.920546 nChanged 0 SP:Iteration 16F (1203.093432 sec): 3 clusters Score: Raw -101223.541423 + Penalty 5354.620876 = -95868.920546 nChanged 0 Trying to split cluster 8 (5008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1203.178273 sec): 2 clusters Score: Raw -346693.359718 + Penalty 3156.212404 = -343537.147314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1203.289320 sec): 3 clusters Score: Raw -344544.156535 + Penalty 6312.424807 = -338231.731728 nChanged 1793 SP:Iteration 1F (1203.391722 sec): 3 clusters Score: Raw -345740.595548 + Penalty 6312.424807 = -339428.170741 nChanged 395 SP:Iteration 2F (1203.522721 sec): 3 clusters Score: Raw -346014.293205 + Penalty 6312.424807 = -339701.868398 nChanged 238 SP:Iteration 3Q (1203.643974 sec): 3 clusters Score: Raw -346183.986412 + Penalty 6312.424807 = -339871.561604 nChanged 172 SP:Iteration 4Q (1203.763181 sec): 3 clusters Score: Raw -346316.106581 + Penalty 6312.424807 = -340003.681773 nChanged 137 SP:Iteration 5Q (1203.883319 sec): 3 clusters Score: Raw -346433.375799 + Penalty 6312.424807 = -340120.950992 nChanged 142 SP:Iteration 6Q (1204.005504 sec): 3 clusters Score: Raw -346556.967329 + Penalty 6312.424807 = -340244.542521 nChanged 139 SP:Iteration 7Q (1204.119148 sec): 3 clusters Score: Raw -346674.126710 + Penalty 6312.424807 = -340361.701903 nChanged 143 SP:Iteration 8Q (1204.224003 sec): 3 clusters Score: Raw -346795.946768 + Penalty 6312.424807 = -340483.521961 nChanged 116 SP:Iteration 9Q (1204.354131 sec): 3 clusters Score: Raw -346887.325910 + Penalty 6312.424807 = -340574.901103 nChanged 98 SP:Iteration 10Q (1204.466679 sec): 3 clusters Score: Raw -346954.700338 + Penalty 6312.424807 = -340642.275531 nChanged 93 SP:Iteration 11Q (1204.589480 sec): 3 clusters Score: Raw -347015.493942 + Penalty 6312.424807 = -340703.069135 nChanged 84 SP:Iteration 12Q (1204.706918 sec): 3 clusters Score: Raw -347063.133090 + Penalty 6312.424807 = -340750.708283 nChanged 66 SP:Iteration 13Q (1204.810152 sec): 3 clusters Score: Raw -347097.989586 + Penalty 6312.424807 = -340785.564779 nChanged 54 SP:Iteration 14Q (1204.927469 sec): 3 clusters Score: Raw -347125.911832 + Penalty 6312.424807 = -340813.487024 nChanged 52 SP:Iteration 15Q (1205.053383 sec): 3 clusters Score: Raw -347154.474426 + Penalty 6312.424807 = -340842.049619 nChanged 46 SP:Iteration 16Q (1205.187864 sec): 3 clusters Score: Raw -347176.170102 + Penalty 6312.424807 = -340863.745294 nChanged 45 SP:Iteration 17Q (1205.313450 sec): 3 clusters Score: Raw -347200.768450 + Penalty 6312.424807 = -340888.343643 nChanged 47 SP:Iteration 18Q (1205.434198 sec): 3 clusters Score: Raw -347225.648929 + Penalty 6312.424807 = -340913.224122 nChanged 44 SP:Iteration 19Q (1205.546483 sec): 3 clusters Score: Raw -347247.271506 + Penalty 6312.424807 = -340934.846699 nChanged 33 SP:Iteration 20F (1205.666538 sec): 3 clusters Score: Raw -347264.323850 + Penalty 6312.424807 = -340951.899042 nChanged 34 SP:Iteration 21Q (1205.801037 sec): 3 clusters Score: Raw -347281.090884 + Penalty 6312.424807 = -340968.666077 nChanged 25 SP:Iteration 22Q (1205.922478 sec): 3 clusters Score: Raw -347294.626934 + Penalty 6312.424807 = -340982.202127 nChanged 25 SP:Iteration 23Q (1206.063355 sec): 3 clusters Score: Raw -347308.829917 + Penalty 6312.424807 = -340996.405110 nChanged 26 SP:Iteration 24Q (1206.156590 sec): 3 clusters Score: Raw -347320.033755 + Penalty 6312.424807 = -341007.608947 nChanged 28 SP:Iteration 25Q (1206.302261 sec): 3 clusters Score: Raw -347335.575396 + Penalty 6312.424807 = -341023.150589 nChanged 31 SP:Iteration 26Q (1206.429930 sec): 3 clusters Score: Raw -347348.897807 + Penalty 6312.424807 = -341036.473000 nChanged 25 SP:Iteration 27Q (1206.520947 sec): 3 clusters Score: Raw -347361.301519 + Penalty 6312.424807 = -341048.876712 nChanged 22 SP:Iteration 28Q (1206.662069 sec): 3 clusters Score: Raw -347372.673785 + Penalty 6312.424807 = -341060.248977 nChanged 16 SP:Iteration 29Q (1206.739839 sec): 3 clusters Score: Raw -347380.117051 + Penalty 6312.424807 = -341067.692243 nChanged 10 SP:Iteration 30Q (1206.867578 sec): 3 clusters Score: Raw -347385.131703 + Penalty 6312.424807 = -341072.706896 nChanged 17 SP:Iteration 31Q (1207.010383 sec): 3 clusters Score: Raw -347392.810860 + Penalty 6312.424807 = -341080.386052 nChanged 21 SP:Iteration 32Q (1207.139312 sec): 3 clusters Score: Raw -347402.097395 + Penalty 6312.424807 = -341089.672588 nChanged 11 SP:Iteration 33Q (1207.243110 sec): 3 clusters Score: Raw -347406.724684 + Penalty 6312.424807 = -341094.299877 nChanged 12 SP:Iteration 34Q (1207.380547 sec): 3 clusters Score: Raw -347411.956274 + Penalty 6312.424807 = -341099.531467 nChanged 13 SP:Iteration 35Q (1207.497791 sec): 3 clusters Score: Raw -347417.546432 + Penalty 6312.424807 = -341105.121625 nChanged 7 SP:Iteration 36Q (1207.626918 sec): 3 clusters Score: Raw -347420.810590 + Penalty 6312.424807 = -341108.385782 nChanged 10 SP:Iteration 37Q (1207.748436 sec): 3 clusters Score: Raw -347425.148030 + Penalty 6312.424807 = -341112.723223 nChanged 10 SP:Iteration 38Q (1207.866778 sec): 3 clusters Score: Raw -347428.784454 + Penalty 6312.424807 = -341116.359647 nChanged 5 SP:Iteration 39Q (1208.003616 sec): 3 clusters Score: Raw -347430.334499 + Penalty 6312.424807 = -341117.909692 nChanged 5 SP:Iteration 40F (1208.101440 sec): 3 clusters Score: Raw -347431.479639 + Penalty 6312.424807 = -341119.054832 nChanged 3 SP:Iteration 41Q (1208.232057 sec): 3 clusters Score: Raw -347432.718757 + Penalty 6312.424807 = -341120.293950 nChanged 3 SP:Iteration 42Q (1208.325416 sec): 3 clusters Score: Raw -347433.867145 + Penalty 6312.424807 = -341121.442338 nChanged 3 SP:Iteration 43Q (1208.473378 sec): 3 clusters Score: Raw -347435.087643 + Penalty 6312.424807 = -341122.662835 nChanged 4 SP:Iteration 44Q (1208.604070 sec): 3 clusters Score: Raw -347436.285141 + Penalty 6312.424807 = -341123.860333 nChanged 2 SP:Iteration 45Q (1208.704647 sec): 3 clusters Score: Raw -347437.133099 + Penalty 6312.424807 = -341124.708292 nChanged 2 SP:Iteration 46Q (1208.817238 sec): 3 clusters Score: Raw -347437.685649 + Penalty 6312.424807 = -341125.260842 nChanged 0 SP:Iteration 47F (1208.938788 sec): 3 clusters Score: Raw -347437.685649 + Penalty 6312.424807 = -341125.260842 nChanged 0 Trying to split cluster 9 (2033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.999681 sec): 2 clusters Score: Raw -117968.359847 + Penalty 2822.197725 = -115146.162122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.119967 sec): 3 clusters Score: Raw -117390.072888 + Penalty 5644.395450 = -111745.677438 nChanged 578 SP:Iteration 1F (1209.237290 sec): 3 clusters Score: Raw -117972.650846 + Penalty 5644.395450 = -112328.255396 nChanged 161 SP:Iteration 2F (1209.324770 sec): 3 clusters Score: Raw -118241.408592 + Penalty 5644.395450 = -112597.013142 nChanged 120 SP:Iteration 3F (1209.450988 sec): 3 clusters Score: Raw -118429.204486 + Penalty 5644.395450 = -112784.809036 nChanged 78 SP:Iteration 4Q (1209.548980 sec): 3 clusters Score: Raw -118538.940217 + Penalty 5644.395450 = -112894.544767 nChanged 59 SP:Iteration 5Q (1209.663778 sec): 3 clusters Score: Raw -118607.891861 + Penalty 5644.395450 = -112963.496411 nChanged 42 SP:Iteration 6Q (1209.772852 sec): 3 clusters Score: Raw -118668.815235 + Penalty 5644.395450 = -113024.419785 nChanged 39 SP:Iteration 7Q (1209.888862 sec): 3 clusters Score: Raw -118721.190644 + Penalty 5644.395450 = -113076.795194 nChanged 34 SP:Iteration 8Q (1209.990301 sec): 3 clusters Score: Raw -118754.974653 + Penalty 5644.395450 = -113110.579204 nChanged 29 SP:Iteration 9Q (1210.098694 sec): 3 clusters Score: Raw -118791.134049 + Penalty 5644.395450 = -113146.738599 nChanged 18 SP:Iteration 10Q (1210.205231 sec): 3 clusters Score: Raw -118811.384289 + Penalty 5644.395450 = -113166.988839 nChanged 17 SP:Iteration 11Q (1210.320007 sec): 3 clusters Score: Raw -118837.879971 + Penalty 5644.395450 = -113193.484522 nChanged 16 SP:Iteration 12Q (1210.423850 sec): 3 clusters Score: Raw -118860.596769 + Penalty 5644.395450 = -113216.201319 nChanged 16 SP:Iteration 13Q (1210.538065 sec): 3 clusters Score: Raw -118890.614075 + Penalty 5644.395450 = -113246.218625 nChanged 20 SP:Iteration 14Q (1210.639553 sec): 3 clusters Score: Raw -118912.390731 + Penalty 5644.395450 = -113267.995281 nChanged 11 SP:Iteration 15Q (1210.750282 sec): 3 clusters Score: Raw -118924.907097 + Penalty 5644.395450 = -113280.511647 nChanged 8 SP:Iteration 16Q (1210.855269 sec): 3 clusters Score: Raw -118930.346597 + Penalty 5644.395450 = -113285.951147 nChanged 5 SP:Iteration 17Q (1210.972964 sec): 3 clusters Score: Raw -118933.858471 + Penalty 5644.395450 = -113289.463021 nChanged 4 SP:Iteration 18Q (1211.096403 sec): 3 clusters Score: Raw -118937.497708 + Penalty 5644.395450 = -113293.102258 nChanged 2 SP:Iteration 19Q (1211.180105 sec): 3 clusters Score: Raw -118940.187637 + Penalty 5644.395450 = -113295.792187 nChanged 3 SP:Iteration 20F (1211.293900 sec): 3 clusters Score: Raw -118943.882134 + Penalty 5644.395450 = -113299.486685 nChanged 2 SP:Iteration 21Q (1211.399275 sec): 3 clusters Score: Raw -118945.282596 + Penalty 5644.395450 = -113300.887146 nChanged 0 SP:Iteration 22F (1211.515456 sec): 3 clusters Score: Raw -118945.282596 + Penalty 5644.395450 = -113300.887146 nChanged 0 Trying to split cluster 10 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1211.578399 sec): 2 clusters Score: Raw -84617.751684 + Penalty 2613.033149 = -82004.718536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.713395 sec): 3 clusters Score: Raw -84507.402355 + Penalty 5226.066297 = -79281.336058 nChanged 260 SP:Iteration 1F (1211.812529 sec): 3 clusters Score: Raw -84875.733954 + Penalty 5226.066297 = -79649.667656 nChanged 58 SP:Iteration 2F (1211.901725 sec): 3 clusters Score: Raw -84955.609690 + Penalty 5226.066297 = -79729.543393 nChanged 22 SP:Iteration 3Q (1212.008283 sec): 3 clusters Score: Raw -84988.913949 + Penalty 5226.066297 = -79762.847651 nChanged 13 SP:Iteration 4Q (1212.114857 sec): 3 clusters Score: Raw -85003.806428 + Penalty 5226.066297 = -79777.740130 nChanged 4 SP:Iteration 5Q (1212.224429 sec): 3 clusters Score: Raw -85011.575181 + Penalty 5226.066297 = -79785.508884 nChanged 4 SP:Iteration 6Q (1212.308014 sec): 3 clusters Score: Raw -85019.095453 + Penalty 5226.066297 = -79793.029156 nChanged 3 SP:Iteration 7Q (1212.415540 sec): 3 clusters Score: Raw -85022.559850 + Penalty 5226.066297 = -79796.493552 nChanged 0 SP:Iteration 8F (1212.506789 sec): 3 clusters Score: Raw -85022.559850 + Penalty 5226.066297 = -79796.493552 nChanged 0 Trying to split cluster 11 (6738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.596917 sec): 2 clusters Score: Raw -535193.564992 + Penalty 3266.149576 = -531927.415416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1212.729694 sec): 3 clusters Score: Raw -532028.538022 + Penalty 6532.299152 = -525496.238869 nChanged 2474 SP:Iteration 1F (1212.856466 sec): 3 clusters Score: Raw -533385.204197 + Penalty 6532.299152 = -526852.905045 nChanged 508 SP:Iteration 2F (1212.970698 sec): 3 clusters Score: Raw -533721.971041 + Penalty 6532.299152 = -527189.671888 nChanged 362 SP:Iteration 3F (1213.086775 sec): 3 clusters Score: Raw -533969.853971 + Penalty 6532.299152 = -527437.554818 nChanged 306 SP:Iteration 4Q (1213.218015 sec): 3 clusters Score: Raw -534184.335569 + Penalty 6532.299152 = -527652.036417 nChanged 274 SP:Iteration 5Q (1213.341936 sec): 3 clusters Score: Raw -534372.462927 + Penalty 6532.299152 = -527840.163775 nChanged 257 SP:Iteration 6Q (1213.438565 sec): 3 clusters Score: Raw -534547.344907 + Penalty 6532.299152 = -528015.045755 nChanged 221 SP:Iteration 7Q (1213.575348 sec): 3 clusters Score: Raw -534711.112950 + Penalty 6532.299152 = -528178.813798 nChanged 224 SP:Iteration 8Q (1213.703149 sec): 3 clusters Score: Raw -534873.867168 + Penalty 6532.299152 = -528341.568016 nChanged 198 SP:Iteration 9Q (1213.836631 sec): 3 clusters Score: Raw -535011.711069 + Penalty 6532.299152 = -528479.411917 nChanged 178 SP:Iteration 10Q (1213.967379 sec): 3 clusters Score: Raw -535135.173001 + Penalty 6532.299152 = -528602.873848 nChanged 154 SP:Iteration 11Q (1214.100887 sec): 3 clusters Score: Raw -535229.219819 + Penalty 6532.299152 = -528696.920667 nChanged 131 SP:Iteration 12Q (1214.235590 sec): 3 clusters Score: Raw -535299.538470 + Penalty 6532.299152 = -528767.239317 nChanged 115 SP:Iteration 13Q (1214.366571 sec): 3 clusters Score: Raw -535359.002484 + Penalty 6532.299152 = -528826.703332 nChanged 96 SP:Iteration 14Q (1214.483490 sec): 3 clusters Score: Raw -535404.631989 + Penalty 6532.299152 = -528872.332837 nChanged 95 SP:Iteration 15Q (1214.631026 sec): 3 clusters Score: Raw -535448.311754 + Penalty 6532.299152 = -528916.012602 nChanged 90 SP:Iteration 16Q (1214.752598 sec): 3 clusters Score: Raw -535491.789983 + Penalty 6532.299152 = -528959.490831 nChanged 80 SP:Iteration 17Q (1214.888739 sec): 3 clusters Score: Raw -535534.810207 + Penalty 6532.299152 = -529002.511055 nChanged 81 SP:Iteration 18Q (1215.005453 sec): 3 clusters Score: Raw -535569.714371 + Penalty 6532.299152 = -529037.415219 nChanged 56 SP:Iteration 19Q (1215.113692 sec): 3 clusters Score: Raw -535591.887489 + Penalty 6532.299152 = -529059.588337 nChanged 58 SP:Iteration 20F (1215.232307 sec): 3 clusters Score: Raw -535618.949029 + Penalty 6532.299152 = -529086.649877 nChanged 53 SP:Iteration 21Q (1215.376669 sec): 3 clusters Score: Raw -535636.686711 + Penalty 6532.299152 = -529104.387559 nChanged 34 SP:Iteration 22Q (1215.506439 sec): 3 clusters Score: Raw -535649.865925 + Penalty 6532.299152 = -529117.566773 nChanged 27 SP:Iteration 23Q (1215.635105 sec): 3 clusters Score: Raw -535658.117311 + Penalty 6532.299152 = -529125.818159 nChanged 24 SP:Iteration 24Q (1215.759636 sec): 3 clusters Score: Raw -535666.408066 + Penalty 6532.299152 = -529134.108914 nChanged 13 SP:Iteration 25Q (1215.889410 sec): 3 clusters Score: Raw -535670.607431 + Penalty 6532.299152 = -529138.308279 nChanged 13 SP:Iteration 26Q (1215.992299 sec): 3 clusters Score: Raw -535675.311132 + Penalty 6532.299152 = -529143.011980 nChanged 15 SP:Iteration 27Q (1216.135229 sec): 3 clusters Score: Raw -535679.300738 + Penalty 6532.299152 = -529147.001586 nChanged 14 SP:Iteration 28Q (1216.258919 sec): 3 clusters Score: Raw -535683.928983 + Penalty 6532.299152 = -529151.629830 nChanged 9 SP:Iteration 29Q (1216.389374 sec): 3 clusters Score: Raw -535687.028325 + Penalty 6532.299152 = -529154.729173 nChanged 12 SP:Iteration 30Q (1216.517630 sec): 3 clusters Score: Raw -535690.611976 + Penalty 6532.299152 = -529158.312823 nChanged 8 SP:Iteration 31Q (1216.637008 sec): 3 clusters Score: Raw -535693.474409 + Penalty 6532.299152 = -529161.175257 nChanged 5 SP:Iteration 32Q (1216.771717 sec): 3 clusters Score: Raw -535694.334255 + Penalty 6532.299152 = -529162.035103 nChanged 3 SP:Iteration 33Q (1216.885667 sec): 3 clusters Score: Raw -535695.518918 + Penalty 6532.299152 = -529163.219766 nChanged 3 SP:Iteration 34Q (1217.026035 sec): 3 clusters Score: Raw -535696.741764 + Penalty 6532.299152 = -529164.442612 nChanged 4 SP:Iteration 35Q (1217.133154 sec): 3 clusters Score: Raw -535697.652343 + Penalty 6532.299152 = -529165.353191 nChanged 5 SP:Iteration 36Q (1217.253947 sec): 3 clusters Score: Raw -535699.092161 + Penalty 6532.299152 = -529166.793009 nChanged 9 SP:Iteration 37Q (1217.389666 sec): 3 clusters Score: Raw -535701.546279 + Penalty 6532.299152 = -529169.247127 nChanged 7 SP:Iteration 38Q (1217.539763 sec): 3 clusters Score: Raw -535703.401471 + Penalty 6532.299152 = -529171.102319 nChanged 7 SP:Iteration 39Q (1217.655356 sec): 3 clusters Score: Raw -535705.003646 + Penalty 6532.299152 = -529172.704494 nChanged 9 SP:Iteration 40F (1217.799843 sec): 3 clusters Score: Raw -535706.889530 + Penalty 6532.299152 = -529174.590378 nChanged 2 SP:Iteration 41Q (1217.929831 sec): 3 clusters Score: Raw -535707.133694 + Penalty 6532.299152 = -529174.834542 nChanged 0 SP:Iteration 42F (1218.037719 sec): 3 clusters Score: Raw -535707.133694 + Penalty 6532.299152 = -529174.834542 nChanged 0 Time taken for this iteration:166.428791 seconds. 12->9 Clusters: Score -1763556.239489, best is -1767653.302651 Main iterations: 846 (time per iteration =330.841476 ms) Total iterations: 7968 (time per iteration =35.126994 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 87089618131.000000 (time per metric unit =3.213838ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3222315870847.000000 (time per metric unit=86.860475ps) That took 279.891889 seconds.