FileBase DT3_rLS_rCA1_20151008_1956um_1440um ElecNo 12 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 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-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.56 and 0.84 GB. - 8 bytes per element (scalar), 37370650 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.27 and 0.40 GB. - 8 bytes per element (scalar), 17937912 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.07 and 0.10 GB. - 2 bytes per element (data_int), 17937912 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.03 and 0.05 GB. - 1 bytes per element (char), 17937912 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.03 and 0.05 GB. - 1 bytes per element (char), 17937912 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=747413, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.96 and 1.44 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 747413 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 747413 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 6 (1353 points): Lose 100.505001 but Gain 2197.710643 Iteration 0F (14.845276 sec): 19 clusters Score: Raw -77679192.818631 + Penalty 39558.791579 = -77639634.027052 nChanged 706259 Deleting Class 15 (1166 points): Lose 1176.379443 but Gain 2197.710643 Iteration 1F (23.801231 sec): 18 clusters Score: Raw -80342285.262939 + Penalty 37361.080936 = -80304924.182003 nChanged 276329 Iteration 2F (32.220677 sec): 18 clusters Score: Raw -81115893.714720 + Penalty 37361.080936 = -81078532.633784 nChanged 171598 Iteration 3F (40.698921 sec): 18 clusters Score: Raw -81397034.500392 + Penalty 37361.080936 = -81359673.419456 nChanged 87365 Iteration 4F (49.133473 sec): 18 clusters Score: Raw -81537425.239741 + Penalty 37361.080936 = -81500064.158805 nChanged 59347 Iteration 5F (57.624907 sec): 18 clusters Score: Raw -81621871.574273 + Penalty 37361.080936 = -81584510.493337 nChanged 56227 Iteration 6F (66.013902 sec): 18 clusters Score: Raw -81698489.716649 + Penalty 37361.080936 = -81661128.635713 nChanged 57217 Iteration 7F (74.519129 sec): 18 clusters Score: Raw -81772333.845381 + Penalty 37361.080936 = -81734972.764445 nChanged 52813 Iteration 8F (82.933804 sec): 18 clusters Score: Raw -81824543.818865 + Penalty 37361.080936 = -81787182.737929 nChanged 41935 Iteration 9F (91.484390 sec): 18 clusters Score: Raw -81853852.712929 + Penalty 37361.080936 = -81816491.631993 nChanged 31501 Iteration 10Q (95.731800 sec): 18 clusters Score: Raw -81871754.655781 + Penalty 37361.080936 = -81834393.574845 nChanged 25038 Iteration 11Q (99.798629 sec): 18 clusters Score: Raw -81884543.735241 + Penalty 37361.080936 = -81847182.654305 nChanged 21163 Iteration 12Q (103.939225 sec): 18 clusters Score: Raw -81894188.684122 + Penalty 37361.080936 = -81856827.603186 nChanged 17905 Iteration 13Q (108.039068 sec): 18 clusters Score: Raw -81901606.820629 + Penalty 37361.080936 = -81864245.739693 nChanged 15690 Iteration 14Q (112.118507 sec): 18 clusters Score: Raw -81907451.615362 + Penalty 37361.080936 = -81870090.534426 nChanged 13803 Iteration 15Q (116.071089 sec): 18 clusters Score: Raw -81912331.163206 + Penalty 37361.080936 = -81874970.082270 nChanged 12453 Iteration 16Q (120.201220 sec): 18 clusters Score: Raw -81916843.527903 + Penalty 37361.080936 = -81879482.446967 nChanged 11737 Iteration 17Q (124.163309 sec): 18 clusters Score: Raw -81921568.598904 + Penalty 37361.080936 = -81884207.517968 nChanged 11849 Iteration 18Q (128.232359 sec): 18 clusters Score: Raw -81928025.459474 + Penalty 37361.080936 = -81890664.378538 nChanged 12599 Iteration 19Q (132.175858 sec): 18 clusters Score: Raw -81939025.664371 + Penalty 37361.080936 = -81901664.583435 nChanged 15123 Writing temp clu file Because OldScore, -81890664.378538, is greater than current (better) Score,-81901664.583435 Compute initial score before splitting: Score: Raw -81939025.664371 + Penalty 37361.080936 = -81901664.583435 Trying to split cluster 1 (4745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.744416 sec): 2 clusters Score: Raw -479915.504730 + Penalty 1375.537591 = -478539.967140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.801168 sec): 3 clusters Score: Raw -477504.163007 + Penalty 2751.075181 = -474753.087826 nChanged 1879 SP:Iteration 1F (132.852545 sec): 3 clusters Score: Raw -478887.421375 + Penalty 2751.075181 = -476136.346194 nChanged 542 SP:Iteration 2F (132.881808 sec): 3 clusters Score: Raw -479822.343877 + Penalty 2751.075181 = -477071.268696 nChanged 619 SP:Iteration 3F (132.902125 sec): 3 clusters Score: Raw -481105.871505 + Penalty 2751.075181 = -478354.796323 nChanged 500 SP:Iteration 4F (132.922840 sec): 3 clusters Score: Raw -481952.939380 + Penalty 2751.075181 = -479201.864199 nChanged 271 SP:Iteration 5F (132.943302 sec): 3 clusters Score: Raw -482243.897122 + Penalty 2751.075181 = -479492.821941 nChanged 125 SP:Iteration 6Q (132.962757 sec): 3 clusters Score: Raw -482333.914306 + Penalty 2751.075181 = -479582.839125 nChanged 60 SP:Iteration 7Q (132.982632 sec): 3 clusters Score: Raw -482376.992981 + Penalty 2751.075181 = -479625.917800 nChanged 36 SP:Iteration 8Q (133.002022 sec): 3 clusters Score: Raw -482403.510098 + Penalty 2751.075181 = -479652.434916 nChanged 38 SP:Iteration 9Q (133.021318 sec): 3 clusters Score: Raw -482426.688229 + Penalty 2751.075181 = -479675.613048 nChanged 31 SP:Iteration 10Q (133.040632 sec): 3 clusters Score: Raw -482446.125736 + Penalty 2751.075181 = -479695.050555 nChanged 25 SP:Iteration 11Q (133.060073 sec): 3 clusters Score: Raw -482455.537221 + Penalty 2751.075181 = -479704.462040 nChanged 15 SP:Iteration 12Q (133.079307 sec): 3 clusters Score: Raw -482460.994121 + Penalty 2751.075181 = -479709.918939 nChanged 12 SP:Iteration 13Q (133.098803 sec): 3 clusters Score: Raw -482464.046100 + Penalty 2751.075181 = -479712.970918 nChanged 6 SP:Iteration 14Q (133.118167 sec): 3 clusters Score: Raw -482466.415390 + Penalty 2751.075181 = -479715.340209 nChanged 7 SP:Iteration 15Q (133.137487 sec): 3 clusters Score: Raw -482467.960681 + Penalty 2751.075181 = -479716.885500 nChanged 3 SP:Iteration 16Q (133.156977 sec): 3 clusters Score: Raw -482468.829875 + Penalty 2751.075181 = -479717.754694 nChanged 1 SP:Iteration 17Q (133.176367 sec): 3 clusters Score: Raw -482468.930328 + Penalty 2751.075181 = -479717.855147 nChanged 0 SP:Iteration 18F (133.202299 sec): 3 clusters Score: Raw -482468.930328 + Penalty 2751.075181 = -479717.855147 nChanged 0 Score: Raw -81949791.424503 + Penalty 39558.791579 = -81910232.632924 Splitting cluster 1 changes total score from -81901664.583435 to -81910232.632924 So it's getting split into cluster 6. Trying to split cluster 2 (9683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.767673 sec): 2 clusters Score: Raw -1081582.666505 + Penalty 1491.445646 = -1080091.220859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.796014 sec): 3 clusters Score: Raw -1076193.206398 + Penalty 2982.891291 = -1073210.315107 nChanged 4149 SP:Iteration 1F (141.823608 sec): 3 clusters Score: Raw -1078552.309498 + Penalty 2982.891291 = -1075569.418207 nChanged 684 SP:Iteration 2F (141.851111 sec): 3 clusters Score: Raw -1078933.386047 + Penalty 2982.891291 = -1075950.494756 nChanged 611 SP:Iteration 3F (141.878572 sec): 3 clusters Score: Raw -1079354.516886 + Penalty 2982.891291 = -1076371.625595 nChanged 668 SP:Iteration 4F (141.906131 sec): 3 clusters Score: Raw -1080047.886744 + Penalty 2982.891291 = -1077064.995453 nChanged 832 SP:Iteration 5F (141.933645 sec): 3 clusters Score: Raw -1081181.712279 + Penalty 2982.891291 = -1078198.820988 nChanged 934 SP:Iteration 6F (141.961209 sec): 3 clusters Score: Raw -1082637.787016 + Penalty 2982.891291 = -1079654.895725 nChanged 837 SP:Iteration 7F (141.988765 sec): 3 clusters Score: Raw -1083912.596056 + Penalty 2982.891291 = -1080929.704765 nChanged 746 SP:Iteration 8F (142.016595 sec): 3 clusters Score: Raw -1085034.286745 + Penalty 2982.891291 = -1082051.395453 nChanged 658 SP:Iteration 9F (142.044091 sec): 3 clusters Score: Raw -1086040.477579 + Penalty 2982.891291 = -1083057.586288 nChanged 537 SP:Iteration 10F (142.071603 sec): 3 clusters Score: Raw -1086785.561306 + Penalty 2982.891291 = -1083802.670015 nChanged 405 SP:Iteration 11Q (142.097067 sec): 3 clusters Score: Raw -1087258.971946 + Penalty 2982.891291 = -1084276.080655 nChanged 260 SP:Iteration 12Q (142.122251 sec): 3 clusters Score: Raw -1087490.581703 + Penalty 2982.891291 = -1084507.690412 nChanged 178 SP:Iteration 13Q (142.147100 sec): 3 clusters Score: Raw -1087607.467652 + Penalty 2982.891291 = -1084624.576361 nChanged 129 SP:Iteration 14Q (142.171851 sec): 3 clusters Score: Raw -1087675.204815 + Penalty 2982.891291 = -1084692.313524 nChanged 68 SP:Iteration 15Q (142.196449 sec): 3 clusters Score: Raw -1087699.711078 + Penalty 2982.891291 = -1084716.819787 nChanged 46 SP:Iteration 16Q (142.221041 sec): 3 clusters Score: Raw -1087714.816711 + Penalty 2982.891291 = -1084731.925419 nChanged 23 SP:Iteration 17Q (142.245760 sec): 3 clusters Score: Raw -1087723.001016 + Penalty 2982.891291 = -1084740.109724 nChanged 24 SP:Iteration 18Q (142.270497 sec): 3 clusters Score: Raw -1087732.849424 + Penalty 2982.891291 = -1084749.958133 nChanged 16 SP:Iteration 19Q (142.295096 sec): 3 clusters Score: Raw -1087736.653119 + Penalty 2982.891291 = -1084753.761828 nChanged 10 SP:Iteration 20F (142.322683 sec): 3 clusters Score: Raw -1087738.111626 + Penalty 2982.891291 = -1084755.220334 nChanged 9 SP:Iteration 21Q (142.347283 sec): 3 clusters Score: Raw -1087739.541221 + Penalty 2982.891291 = -1084756.649929 nChanged 5 SP:Iteration 22Q (142.371935 sec): 3 clusters Score: Raw -1087740.548746 + Penalty 2982.891291 = -1084757.657455 nChanged 5 SP:Iteration 23Q (142.396679 sec): 3 clusters Score: Raw -1087741.578872 + Penalty 2982.891291 = -1084758.687581 nChanged 3 SP:Iteration 24Q (142.421454 sec): 3 clusters Score: Raw -1087742.056336 + Penalty 2982.891291 = -1084759.165044 nChanged 2 SP:Iteration 25Q (142.446046 sec): 3 clusters Score: Raw -1087742.394823 + Penalty 2982.891291 = -1084759.503532 nChanged 2 SP:Iteration 26Q (142.470632 sec): 3 clusters Score: Raw -1087742.669843 + Penalty 2982.891291 = -1084759.778551 nChanged 2 SP:Iteration 27Q (142.495379 sec): 3 clusters Score: Raw -1087743.318741 + Penalty 2982.891291 = -1084760.427450 nChanged 0 SP:Iteration 28F (142.522868 sec): 3 clusters Score: Raw -1087743.318741 + Penalty 2982.891291 = -1084760.427450 nChanged 0 Score: Raw -81955952.076739 + Penalty 41756.502223 = -81914195.574516 Splitting cluster 2 changes total score from -81901664.583435 to -81914195.574516 So it's getting split into cluster 15. Trying to split cluster 3 (17944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.390332 sec): 2 clusters Score: Raw -1915342.468032 + Penalty 1591.689300 = -1913750.778732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.431813 sec): 3 clusters Score: Raw -1904748.445739 + Penalty 3183.378600 = -1901565.067139 nChanged 8187 SP:Iteration 1F (151.471317 sec): 3 clusters Score: Raw -1910252.541560 + Penalty 3183.378600 = -1907069.162960 nChanged 1549 SP:Iteration 2F (151.511142 sec): 3 clusters Score: Raw -1911603.828043 + Penalty 3183.378600 = -1908420.449443 nChanged 1509 SP:Iteration 3F (151.550845 sec): 3 clusters Score: Raw -1912898.502591 + Penalty 3183.378600 = -1909715.123991 nChanged 1328 SP:Iteration 4F (151.590509 sec): 3 clusters Score: Raw -1913906.750981 + Penalty 3183.378600 = -1910723.372381 nChanged 1085 SP:Iteration 5F (151.630278 sec): 3 clusters Score: Raw -1914638.146786 + Penalty 3183.378600 = -1911454.768186 nChanged 850 SP:Iteration 6Q (151.669357 sec): 3 clusters Score: Raw -1915220.808911 + Penalty 3183.378600 = -1912037.430311 nChanged 708 SP:Iteration 7Q (151.708621 sec): 3 clusters Score: Raw -1915622.202245 + Penalty 3183.378600 = -1912438.823645 nChanged 545 SP:Iteration 8Q (151.747454 sec): 3 clusters Score: Raw -1915874.409945 + Penalty 3183.378600 = -1912691.031345 nChanged 409 SP:Iteration 9Q (151.786026 sec): 3 clusters Score: Raw -1916044.374110 + Penalty 3183.378600 = -1912860.995510 nChanged 346 SP:Iteration 10Q (151.824689 sec): 3 clusters Score: Raw -1916171.364383 + Penalty 3183.378600 = -1912987.985784 nChanged 268 SP:Iteration 11Q (151.863291 sec): 3 clusters Score: Raw -1916251.444525 + Penalty 3183.378600 = -1913068.065925 nChanged 224 SP:Iteration 12Q (151.901471 sec): 3 clusters Score: Raw -1916315.262569 + Penalty 3183.378600 = -1913131.883969 nChanged 192 SP:Iteration 13Q (151.939603 sec): 3 clusters Score: Raw -1916358.417247 + Penalty 3183.378600 = -1913175.038648 nChanged 138 SP:Iteration 14Q (151.977871 sec): 3 clusters Score: Raw -1916390.346993 + Penalty 3183.378600 = -1913206.968393 nChanged 124 SP:Iteration 15Q (152.015846 sec): 3 clusters Score: Raw -1916416.923175 + Penalty 3183.378600 = -1913233.544575 nChanged 108 SP:Iteration 16Q (152.053866 sec): 3 clusters Score: Raw -1916437.119543 + Penalty 3183.378600 = -1913253.740943 nChanged 85 SP:Iteration 17Q (152.091934 sec): 3 clusters Score: Raw -1916453.854648 + Penalty 3183.378600 = -1913270.476049 nChanged 91 SP:Iteration 18Q (152.129811 sec): 3 clusters Score: Raw -1916470.441935 + Penalty 3183.378600 = -1913287.063335 nChanged 87 SP:Iteration 19Q (152.167667 sec): 3 clusters Score: Raw -1916490.901185 + Penalty 3183.378600 = -1913307.522585 nChanged 89 SP:Iteration 20F (152.207320 sec): 3 clusters Score: Raw -1916505.476938 + Penalty 3183.378600 = -1913322.098338 nChanged 99 SP:Iteration 21Q (152.245488 sec): 3 clusters Score: Raw -1916524.725664 + Penalty 3183.378600 = -1913341.347064 nChanged 110 SP:Iteration 22Q (152.283512 sec): 3 clusters Score: Raw -1916547.300031 + Penalty 3183.378600 = -1913363.921431 nChanged 110 SP:Iteration 23Q (152.321425 sec): 3 clusters Score: Raw -1916571.089244 + Penalty 3183.378600 = -1913387.710644 nChanged 105 SP:Iteration 24Q (152.359351 sec): 3 clusters Score: Raw -1916593.664044 + Penalty 3183.378600 = -1913410.285445 nChanged 111 SP:Iteration 25Q (152.397205 sec): 3 clusters Score: Raw -1916620.297289 + Penalty 3183.378600 = -1913436.918689 nChanged 133 SP:Iteration 26Q (152.435155 sec): 3 clusters Score: Raw -1916657.261074 + Penalty 3183.378600 = -1913473.882474 nChanged 150 SP:Iteration 27Q (152.472839 sec): 3 clusters Score: Raw -1916706.764718 + Penalty 3183.378600 = -1913523.386118 nChanged 175 SP:Iteration 28Q (152.510702 sec): 3 clusters Score: Raw -1916772.127853 + Penalty 3183.378600 = -1913588.749253 nChanged 195 SP:Iteration 29Q (152.549113 sec): 3 clusters Score: Raw -1916855.049881 + Penalty 3183.378600 = -1913671.671281 nChanged 208 SP:Iteration 30Q (152.586660 sec): 3 clusters Score: Raw -1916939.998764 + Penalty 3183.378600 = -1913756.620164 nChanged 208 SP:Iteration 31Q (152.624616 sec): 3 clusters Score: Raw -1917032.382520 + Penalty 3183.378600 = -1913849.003920 nChanged 197 SP:Iteration 32Q (152.662149 sec): 3 clusters Score: Raw -1917115.514625 + Penalty 3183.378600 = -1913932.136026 nChanged 185 SP:Iteration 33Q (152.699956 sec): 3 clusters Score: Raw -1917184.605978 + Penalty 3183.378600 = -1914001.227378 nChanged 174 SP:Iteration 34Q (152.737314 sec): 3 clusters Score: Raw -1917245.619724 + Penalty 3183.378600 = -1914062.241124 nChanged 168 SP:Iteration 35Q (152.774504 sec): 3 clusters Score: Raw -1917299.189749 + Penalty 3183.378600 = -1914115.811149 nChanged 156 SP:Iteration 36Q (152.811414 sec): 3 clusters Score: Raw -1917338.328918 + Penalty 3183.378600 = -1914154.950318 nChanged 114 SP:Iteration 37Q (152.849212 sec): 3 clusters Score: Raw -1917360.379600 + Penalty 3183.378600 = -1914177.001000 nChanged 76 SP:Iteration 38Q (152.886168 sec): 3 clusters Score: Raw -1917377.410656 + Penalty 3183.378600 = -1914194.032056 nChanged 64 SP:Iteration 39Q (152.923154 sec): 3 clusters Score: Raw -1917390.185577 + Penalty 3183.378600 = -1914206.806977 nChanged 57 SP:Iteration 40F (152.974479 sec): 3 clusters Score: Raw -1917398.114648 + Penalty 3183.378600 = -1914214.736048 nChanged 33 SP:Iteration 41Q (153.011538 sec): 3 clusters Score: Raw -1917400.979104 + Penalty 3183.378600 = -1914217.600504 nChanged 19 SP:Iteration 42Q (153.048269 sec): 3 clusters Score: Raw -1917402.259692 + Penalty 3183.378600 = -1914218.881093 nChanged 11 SP:Iteration 43Q (153.085183 sec): 3 clusters Score: Raw -1917403.173671 + Penalty 3183.378600 = -1914219.795071 nChanged 12 SP:Iteration 44Q (153.122201 sec): 3 clusters Score: Raw -1917404.281761 + Penalty 3183.378600 = -1914220.903161 nChanged 9 SP:Iteration 45Q (153.158970 sec): 3 clusters Score: Raw -1917404.961432 + Penalty 3183.378600 = -1914221.582832 nChanged 6 SP:Iteration 46Q (153.195868 sec): 3 clusters Score: Raw -1917405.579475 + Penalty 3183.378600 = -1914222.200875 nChanged 8 SP:Iteration 47Q (153.232768 sec): 3 clusters Score: Raw -1917406.193450 + Penalty 3183.378600 = -1914222.814850 nChanged 4 SP:Iteration 48Q (153.269924 sec): 3 clusters Score: Raw -1917406.580923 + Penalty 3183.378600 = -1914223.202323 nChanged 4 SP:Iteration 49Q (153.306684 sec): 3 clusters Score: Raw -1917406.860778 + Penalty 3183.378600 = -1914223.482178 nChanged 2 SP:Iteration 50Q (153.343292 sec): 3 clusters Score: Raw -1917407.001178 + Penalty 3183.378600 = -1914223.622578 nChanged 2 SP:Iteration 51Q (153.380123 sec): 3 clusters Score: Raw -1917407.084709 + Penalty 3183.378600 = -1914223.706110 nChanged 1 SP:Iteration 52Q (153.417220 sec): 3 clusters Score: Raw -1917407.118087 + Penalty 3183.378600 = -1914223.739487 nChanged 2 SP:Iteration 53Q (153.454105 sec): 3 clusters Score: Raw -1917407.288666 + Penalty 3183.378600 = -1914223.910067 nChanged 2 SP:Iteration 54Q (153.490798 sec): 3 clusters Score: Raw -1917407.424896 + Penalty 3183.378600 = -1914224.046297 nChanged 2 SP:Iteration 55Q (153.527401 sec): 3 clusters Score: Raw -1917407.576981 + Penalty 3183.378600 = -1914224.198381 nChanged 1 SP:Iteration 56Q (153.564253 sec): 3 clusters Score: Raw -1917407.594595 + Penalty 3183.378600 = -1914224.215995 nChanged 1 SP:Iteration 57Q (153.601045 sec): 3 clusters Score: Raw -1917407.612991 + Penalty 3183.378600 = -1914224.234391 nChanged 0 SP:Iteration 58F (153.640648 sec): 3 clusters Score: Raw -1917407.612991 + Penalty 3183.378600 = -1914224.234391 nChanged 0 Score: Raw -81958017.221698 + Penalty 43954.212866 = -81914063.008833 Splitting cluster 3 changes total score from -81901664.583435 to -81914063.008833 So it's getting split into cluster 20. Trying to split cluster 4 (16966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (162.955503 sec): 2 clusters Score: Raw -1885508.138531 + Penalty 1582.582076 = -1883925.556455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (162.995331 sec): 3 clusters Score: Raw -1875480.397101 + Penalty 3165.164152 = -1872315.232949 nChanged 7640 SP:Iteration 1F (163.033534 sec): 3 clusters Score: Raw -1879910.721916 + Penalty 3165.164152 = -1876745.557764 nChanged 1096 SP:Iteration 2F (163.071636 sec): 3 clusters Score: Raw -1880466.046350 + Penalty 3165.164152 = -1877300.882199 nChanged 1089 SP:Iteration 3F (163.109988 sec): 3 clusters Score: Raw -1881082.797574 + Penalty 3165.164152 = -1877917.633422 nChanged 1098 SP:Iteration 4F (163.148233 sec): 3 clusters Score: Raw -1881792.046690 + Penalty 3165.164152 = -1878626.882539 nChanged 1173 SP:Iteration 5F (163.186270 sec): 3 clusters Score: Raw -1882656.491989 + Penalty 3165.164152 = -1879491.327838 nChanged 1107 SP:Iteration 6F (163.224339 sec): 3 clusters Score: Raw -1883489.148412 + Penalty 3165.164152 = -1880323.984261 nChanged 960 SP:Iteration 7F (163.262486 sec): 3 clusters Score: Raw -1884180.905012 + Penalty 3165.164152 = -1881015.740860 nChanged 740 SP:Iteration 8Q (163.301237 sec): 3 clusters Score: Raw -1884696.889507 + Penalty 3165.164152 = -1881531.725356 nChanged 542 SP:Iteration 9Q (163.339544 sec): 3 clusters Score: Raw -1885051.088393 + Penalty 3165.164152 = -1881885.924241 nChanged 427 SP:Iteration 10Q (163.377443 sec): 3 clusters Score: Raw -1885327.089522 + Penalty 3165.164152 = -1882161.925370 nChanged 327 SP:Iteration 11Q (163.414863 sec): 3 clusters Score: Raw -1885558.924240 + Penalty 3165.164152 = -1882393.760088 nChanged 292 SP:Iteration 12Q (163.451504 sec): 3 clusters Score: Raw -1885766.762012 + Penalty 3165.164152 = -1882601.597860 nChanged 243 SP:Iteration 13Q (163.487578 sec): 3 clusters Score: Raw -1885940.452821 + Penalty 3165.164152 = -1882775.288669 nChanged 200 SP:Iteration 14Q (163.523073 sec): 3 clusters Score: Raw -1886074.305946 + Penalty 3165.164152 = -1882909.141795 nChanged 168 SP:Iteration 15Q (163.558293 sec): 3 clusters Score: Raw -1886180.429180 + Penalty 3165.164152 = -1883015.265028 nChanged 153 SP:Iteration 16Q (163.593168 sec): 3 clusters Score: Raw -1886279.694889 + Penalty 3165.164152 = -1883114.530738 nChanged 123 SP:Iteration 17Q (163.627709 sec): 3 clusters Score: Raw -1886360.659780 + Penalty 3165.164152 = -1883195.495628 nChanged 90 SP:Iteration 18Q (163.662019 sec): 3 clusters Score: Raw -1886405.451096 + Penalty 3165.164152 = -1883240.286944 nChanged 94 SP:Iteration 19Q (163.696163 sec): 3 clusters Score: Raw -1886438.734718 + Penalty 3165.164152 = -1883273.570566 nChanged 69 SP:Iteration 20F (163.734062 sec): 3 clusters Score: Raw -1886457.107230 + Penalty 3165.164152 = -1883291.943079 nChanged 47 SP:Iteration 21Q (163.768260 sec): 3 clusters Score: Raw -1886469.203585 + Penalty 3165.164152 = -1883304.039434 nChanged 41 SP:Iteration 22Q (163.802439 sec): 3 clusters Score: Raw -1886478.591290 + Penalty 3165.164152 = -1883313.427138 nChanged 38 SP:Iteration 23Q (163.836615 sec): 3 clusters Score: Raw -1886486.411946 + Penalty 3165.164152 = -1883321.247794 nChanged 22 SP:Iteration 24Q (163.870658 sec): 3 clusters Score: Raw -1886492.234328 + Penalty 3165.164152 = -1883327.070176 nChanged 21 SP:Iteration 25Q (163.904784 sec): 3 clusters Score: Raw -1886495.699513 + Penalty 3165.164152 = -1883330.535361 nChanged 10 SP:Iteration 26Q (163.938785 sec): 3 clusters Score: Raw -1886497.928452 + Penalty 3165.164152 = -1883332.764301 nChanged 6 SP:Iteration 27Q (163.972944 sec): 3 clusters Score: Raw -1886499.218796 + Penalty 3165.164152 = -1883334.054644 nChanged 7 SP:Iteration 28Q (164.007023 sec): 3 clusters Score: Raw -1886500.521823 + Penalty 3165.164152 = -1883335.357672 nChanged 8 SP:Iteration 29Q (164.041209 sec): 3 clusters Score: Raw -1886501.850001 + Penalty 3165.164152 = -1883336.685849 nChanged 6 SP:Iteration 30Q (164.075165 sec): 3 clusters Score: Raw -1886502.338927 + Penalty 3165.164152 = -1883337.174775 nChanged 2 SP:Iteration 31Q (164.109114 sec): 3 clusters Score: Raw -1886502.739406 + Penalty 3165.164152 = -1883337.575254 nChanged 1 SP:Iteration 32Q (164.143063 sec): 3 clusters Score: Raw -1886502.925146 + Penalty 3165.164152 = -1883337.760995 nChanged 1 SP:Iteration 33Q (164.177089 sec): 3 clusters Score: Raw -1886502.963354 + Penalty 3165.164152 = -1883337.799203 nChanged 0 SP:Iteration 34F (164.215156 sec): 3 clusters Score: Raw -1886502.963354 + Penalty 3165.164152 = -1883337.799203 nChanged 0 Trying to split cluster 5 (16278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.245074 sec): 2 clusters Score: Raw -1827468.935721 + Penalty 1575.855090 = -1825893.080632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.283776 sec): 3 clusters Score: Raw -1817755.158972 + Penalty 3151.710179 = -1814603.448793 nChanged 7315 SP:Iteration 1F (164.320779 sec): 3 clusters Score: Raw -1822034.437019 + Penalty 3151.710179 = -1818882.726840 nChanged 1213 SP:Iteration 2F (164.357782 sec): 3 clusters Score: Raw -1823045.056372 + Penalty 3151.710179 = -1819893.346193 nChanged 1456 SP:Iteration 3F (164.394889 sec): 3 clusters Score: Raw -1824948.481578 + Penalty 3151.710179 = -1821796.771399 nChanged 1812 SP:Iteration 4F (164.432034 sec): 3 clusters Score: Raw -1827598.289953 + Penalty 3151.710179 = -1824446.579774 nChanged 1700 SP:Iteration 5F (164.469071 sec): 3 clusters Score: Raw -1830129.728138 + Penalty 3151.710179 = -1826978.017959 nChanged 1334 SP:Iteration 6F (164.506190 sec): 3 clusters Score: Raw -1832551.416471 + Penalty 3151.710179 = -1829399.706292 nChanged 936 SP:Iteration 7F (164.543334 sec): 3 clusters Score: Raw -1834139.208754 + Penalty 3151.710179 = -1830987.498575 nChanged 597 SP:Iteration 8Q (164.578092 sec): 3 clusters Score: Raw -1834840.538374 + Penalty 3151.710179 = -1831688.828195 nChanged 393 SP:Iteration 9Q (164.611999 sec): 3 clusters Score: Raw -1835119.602847 + Penalty 3151.710179 = -1831967.892668 nChanged 213 SP:Iteration 10Q (164.645914 sec): 3 clusters Score: Raw -1835222.181271 + Penalty 3151.710179 = -1832070.471092 nChanged 150 SP:Iteration 11Q (164.679674 sec): 3 clusters Score: Raw -1835286.471444 + Penalty 3151.710179 = -1832134.761265 nChanged 105 SP:Iteration 12Q (164.713248 sec): 3 clusters Score: Raw -1835337.882267 + Penalty 3151.710179 = -1832186.172088 nChanged 96 SP:Iteration 13Q (164.746878 sec): 3 clusters Score: Raw -1835379.703593 + Penalty 3151.710179 = -1832227.993414 nChanged 75 SP:Iteration 14Q (164.780479 sec): 3 clusters Score: Raw -1835420.778181 + Penalty 3151.710179 = -1832269.068001 nChanged 69 SP:Iteration 15Q (164.814045 sec): 3 clusters Score: Raw -1835463.513644 + Penalty 3151.710179 = -1832311.803465 nChanged 66 SP:Iteration 16Q (164.847352 sec): 3 clusters Score: Raw -1835498.564183 + Penalty 3151.710179 = -1832346.854004 nChanged 57 SP:Iteration 17Q (164.880548 sec): 3 clusters Score: Raw -1835527.512586 + Penalty 3151.710179 = -1832375.802407 nChanged 51 SP:Iteration 18Q (164.913718 sec): 3 clusters Score: Raw -1835552.558146 + Penalty 3151.710179 = -1832400.847967 nChanged 40 SP:Iteration 19Q (164.947004 sec): 3 clusters Score: Raw -1835568.200869 + Penalty 3151.710179 = -1832416.490690 nChanged 34 SP:Iteration 20F (164.983908 sec): 3 clusters Score: Raw -1835579.213679 + Penalty 3151.710179 = -1832427.503500 nChanged 26 SP:Iteration 21Q (165.017114 sec): 3 clusters Score: Raw -1835587.961734 + Penalty 3151.710179 = -1832436.251555 nChanged 28 SP:Iteration 22Q (165.050141 sec): 3 clusters Score: Raw -1835593.631375 + Penalty 3151.710179 = -1832441.921196 nChanged 18 SP:Iteration 23Q (165.082897 sec): 3 clusters Score: Raw -1835596.250645 + Penalty 3151.710179 = -1832444.540466 nChanged 9 SP:Iteration 24Q (165.115731 sec): 3 clusters Score: Raw -1835597.102919 + Penalty 3151.710179 = -1832445.392740 nChanged 2 SP:Iteration 25Q (165.148535 sec): 3 clusters Score: Raw -1835597.265803 + Penalty 3151.710179 = -1832445.555624 nChanged 0 SP:Iteration 26F (165.218527 sec): 3 clusters Score: Raw -1835597.265803 + Penalty 3151.710179 = -1832445.555624 nChanged 0 Score: Raw -81966145.551779 + Penalty 46151.923509 = -81919993.628270 Splitting cluster 5 changes total score from -81901664.583435 to -81919993.628270 So it's getting split into cluster 21. Trying to split cluster 7 (14065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.011436 sec): 2 clusters Score: Raw -1608585.271097 + Penalty 1552.109767 = -1607033.161330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.056948 sec): 3 clusters Score: Raw -1600397.507138 + Penalty 3104.219534 = -1597293.287604 nChanged 6208 SP:Iteration 1F (175.090652 sec): 3 clusters Score: Raw -1603664.147234 + Penalty 3104.219534 = -1600559.927699 nChanged 782 SP:Iteration 2F (175.140877 sec): 3 clusters Score: Raw -1604030.443277 + Penalty 3104.219534 = -1600926.223743 nChanged 829 SP:Iteration 3F (175.175212 sec): 3 clusters Score: Raw -1604478.492767 + Penalty 3104.219534 = -1601374.273232 nChanged 916 SP:Iteration 4F (175.209068 sec): 3 clusters Score: Raw -1605048.034583 + Penalty 3104.219534 = -1601943.815049 nChanged 982 SP:Iteration 5F (175.242929 sec): 3 clusters Score: Raw -1605812.827120 + Penalty 3104.219534 = -1602708.607585 nChanged 1081 SP:Iteration 6F (175.276769 sec): 3 clusters Score: Raw -1606774.473714 + Penalty 3104.219534 = -1603670.254180 nChanged 965 SP:Iteration 7F (175.310585 sec): 3 clusters Score: Raw -1607660.539175 + Penalty 3104.219534 = -1604556.319641 nChanged 661 SP:Iteration 8Q (175.344784 sec): 3 clusters Score: Raw -1608172.117029 + Penalty 3104.219534 = -1605067.897495 nChanged 420 SP:Iteration 9Q (175.378832 sec): 3 clusters Score: Raw -1608464.397624 + Penalty 3104.219534 = -1605360.178089 nChanged 270 SP:Iteration 10Q (175.412653 sec): 3 clusters Score: Raw -1608611.607157 + Penalty 3104.219534 = -1605507.387623 nChanged 182 SP:Iteration 11Q (175.446205 sec): 3 clusters Score: Raw -1608692.154430 + Penalty 3104.219534 = -1605587.934895 nChanged 117 SP:Iteration 12Q (175.479482 sec): 3 clusters Score: Raw -1608748.450177 + Penalty 3104.219534 = -1605644.230643 nChanged 85 SP:Iteration 13Q (175.512243 sec): 3 clusters Score: Raw -1608793.985733 + Penalty 3104.219534 = -1605689.766199 nChanged 72 SP:Iteration 14Q (175.544829 sec): 3 clusters Score: Raw -1608828.026039 + Penalty 3104.219534 = -1605723.806504 nChanged 44 SP:Iteration 15Q (175.576746 sec): 3 clusters Score: Raw -1608851.103963 + Penalty 3104.219534 = -1605746.884429 nChanged 39 SP:Iteration 16Q (175.608608 sec): 3 clusters Score: Raw -1608875.331709 + Penalty 3104.219534 = -1605771.112175 nChanged 35 SP:Iteration 17Q (175.640346 sec): 3 clusters Score: Raw -1608910.515823 + Penalty 3104.219534 = -1605806.296289 nChanged 46 SP:Iteration 18Q (175.671504 sec): 3 clusters Score: Raw -1608953.188487 + Penalty 3104.219534 = -1605848.968953 nChanged 48 SP:Iteration 19Q (175.702339 sec): 3 clusters Score: Raw -1608988.768405 + Penalty 3104.219534 = -1605884.548871 nChanged 45 SP:Iteration 20F (175.736248 sec): 3 clusters Score: Raw -1609012.850114 + Penalty 3104.219534 = -1605908.630580 nChanged 30 SP:Iteration 21Q (175.766449 sec): 3 clusters Score: Raw -1609029.275958 + Penalty 3104.219534 = -1605925.056424 nChanged 30 SP:Iteration 22Q (175.796425 sec): 3 clusters Score: Raw -1609045.258955 + Penalty 3104.219534 = -1605941.039420 nChanged 27 SP:Iteration 23Q (175.826245 sec): 3 clusters Score: Raw -1609055.733001 + Penalty 3104.219534 = -1605951.513467 nChanged 21 SP:Iteration 24Q (175.855950 sec): 3 clusters Score: Raw -1609064.810368 + Penalty 3104.219534 = -1605960.590834 nChanged 17 SP:Iteration 25Q (175.885585 sec): 3 clusters Score: Raw -1609071.620022 + Penalty 3104.219534 = -1605967.400488 nChanged 13 SP:Iteration 26Q (175.915559 sec): 3 clusters Score: Raw -1609077.334003 + Penalty 3104.219534 = -1605973.114469 nChanged 11 SP:Iteration 27Q (175.945075 sec): 3 clusters Score: Raw -1609082.503402 + Penalty 3104.219534 = -1605978.283868 nChanged 9 SP:Iteration 28Q (175.974538 sec): 3 clusters Score: Raw -1609086.673471 + Penalty 3104.219534 = -1605982.453936 nChanged 6 SP:Iteration 29Q (176.003848 sec): 3 clusters Score: Raw -1609090.188601 + Penalty 3104.219534 = -1605985.969067 nChanged 8 SP:Iteration 30Q (176.033271 sec): 3 clusters Score: Raw -1609093.942045 + Penalty 3104.219534 = -1605989.722510 nChanged 8 SP:Iteration 31Q (176.062549 sec): 3 clusters Score: Raw -1609097.131127 + Penalty 3104.219534 = -1605992.911592 nChanged 9 SP:Iteration 32Q (176.092047 sec): 3 clusters Score: Raw -1609101.754298 + Penalty 3104.219534 = -1605997.534763 nChanged 7 SP:Iteration 33Q (176.121286 sec): 3 clusters Score: Raw -1609104.542507 + Penalty 3104.219534 = -1606000.322972 nChanged 5 SP:Iteration 34Q (176.150627 sec): 3 clusters Score: Raw -1609106.667201 + Penalty 3104.219534 = -1606002.447667 nChanged 5 SP:Iteration 35Q (176.212592 sec): 3 clusters Score: Raw -1609107.807902 + Penalty 3104.219534 = -1606003.588368 nChanged 2 SP:Iteration 36Q (176.277716 sec): 3 clusters Score: Raw -1609108.477932 + Penalty 3104.219534 = -1606004.258398 nChanged 3 SP:Iteration 37Q (176.343573 sec): 3 clusters Score: Raw -1609109.614000 + Penalty 3104.219534 = -1606005.394465 nChanged 2 SP:Iteration 38Q (176.408879 sec): 3 clusters Score: Raw -1609109.930889 + Penalty 3104.219534 = -1606005.711355 nChanged 2 SP:Iteration 39Q (176.474637 sec): 3 clusters Score: Raw -1609110.257861 + Penalty 3104.219534 = -1606006.038327 nChanged 2 SP:Iteration 40F (176.508235 sec): 3 clusters Score: Raw -1609110.729726 + Penalty 3104.219534 = -1606006.510192 nChanged 1 SP:Iteration 41Q (176.537484 sec): 3 clusters Score: Raw -1609111.448791 + Penalty 3104.219534 = -1606007.229257 nChanged 5 SP:Iteration 42Q (176.566752 sec): 3 clusters Score: Raw -1609113.202242 + Penalty 3104.219534 = -1606008.982708 nChanged 6 SP:Iteration 43Q (176.596055 sec): 3 clusters Score: Raw -1609115.011440 + Penalty 3104.219534 = -1606010.791905 nChanged 3 SP:Iteration 44Q (176.625468 sec): 3 clusters Score: Raw -1609115.823894 + Penalty 3104.219534 = -1606011.604360 nChanged 2 SP:Iteration 45Q (176.654790 sec): 3 clusters Score: Raw -1609116.317648 + Penalty 3104.219534 = -1606012.098113 nChanged 1 SP:Iteration 46Q (176.684087 sec): 3 clusters Score: Raw -1609116.394069 + Penalty 3104.219534 = -1606012.174535 nChanged 0 SP:Iteration 47F (176.717994 sec): 3 clusters Score: Raw -1609116.394069 + Penalty 3104.219534 = -1606012.174535 nChanged 0 Trying to split cluster 8 (13417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.746084 sec): 2 clusters Score: Raw -1394715.913764 + Penalty 1544.445149 = -1393171.468615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.780342 sec): 3 clusters Score: Raw -1386996.230082 + Penalty 3088.890298 = -1383907.339784 nChanged 5899 SP:Iteration 1F (176.813310 sec): 3 clusters Score: Raw -1390321.027710 + Penalty 3088.890298 = -1387232.137412 nChanged 898 SP:Iteration 2F (176.846148 sec): 3 clusters Score: Raw -1390777.505105 + Penalty 3088.890298 = -1387688.614807 nChanged 801 SP:Iteration 3F (176.879031 sec): 3 clusters Score: Raw -1391245.106135 + Penalty 3088.890298 = -1388156.215837 nChanged 773 SP:Iteration 4F (176.912085 sec): 3 clusters Score: Raw -1391735.970585 + Penalty 3088.890298 = -1388647.080287 nChanged 792 SP:Iteration 5F (176.945042 sec): 3 clusters Score: Raw -1392251.872259 + Penalty 3088.890298 = -1389162.981962 nChanged 778 SP:Iteration 6F (176.978050 sec): 3 clusters Score: Raw -1392816.719988 + Penalty 3088.890298 = -1389727.829690 nChanged 787 SP:Iteration 7F (177.011202 sec): 3 clusters Score: Raw -1393489.428181 + Penalty 3088.890298 = -1390400.537884 nChanged 731 SP:Iteration 8F (177.044167 sec): 3 clusters Score: Raw -1394181.021077 + Penalty 3088.890298 = -1391092.130779 nChanged 530 SP:Iteration 9Q (177.076592 sec): 3 clusters Score: Raw -1394722.427168 + Penalty 3088.890298 = -1391633.536871 nChanged 332 SP:Iteration 10Q (177.108163 sec): 3 clusters Score: Raw -1395099.138796 + Penalty 3088.890298 = -1392010.248498 nChanged 198 SP:Iteration 11Q (177.138514 sec): 3 clusters Score: Raw -1395290.417201 + Penalty 3088.890298 = -1392201.526903 nChanged 126 SP:Iteration 12Q (177.168597 sec): 3 clusters Score: Raw -1395383.230806 + Penalty 3088.890298 = -1392294.340508 nChanged 102 SP:Iteration 13Q (177.198506 sec): 3 clusters Score: Raw -1395451.706492 + Penalty 3088.890298 = -1392362.816194 nChanged 66 SP:Iteration 14Q (177.228384 sec): 3 clusters Score: Raw -1395494.883113 + Penalty 3088.890298 = -1392405.992816 nChanged 45 SP:Iteration 15Q (177.258331 sec): 3 clusters Score: Raw -1395519.522251 + Penalty 3088.890298 = -1392430.631954 nChanged 27 SP:Iteration 16Q (177.287943 sec): 3 clusters Score: Raw -1395534.505495 + Penalty 3088.890298 = -1392445.615197 nChanged 25 SP:Iteration 17Q (177.317519 sec): 3 clusters Score: Raw -1395545.275094 + Penalty 3088.890298 = -1392456.384797 nChanged 13 SP:Iteration 18Q (177.347165 sec): 3 clusters Score: Raw -1395550.265394 + Penalty 3088.890298 = -1392461.375096 nChanged 11 SP:Iteration 19Q (177.376557 sec): 3 clusters Score: Raw -1395554.352051 + Penalty 3088.890298 = -1392465.461753 nChanged 11 SP:Iteration 20F (177.409782 sec): 3 clusters Score: Raw -1395631.801227 + Penalty 3088.890298 = -1392542.910929 nChanged 32 SP:Iteration 21Q (177.439444 sec): 3 clusters Score: Raw -1395712.274212 + Penalty 3088.890298 = -1392623.383914 nChanged 58 SP:Iteration 22Q (177.469122 sec): 3 clusters Score: Raw -1395802.954583 + Penalty 3088.890298 = -1392714.064286 nChanged 62 SP:Iteration 23Q (177.498573 sec): 3 clusters Score: Raw -1395859.220648 + Penalty 3088.890298 = -1392770.330350 nChanged 61 SP:Iteration 24Q (177.528096 sec): 3 clusters Score: Raw -1395896.886666 + Penalty 3088.890298 = -1392807.996368 nChanged 35 SP:Iteration 25Q (177.557592 sec): 3 clusters Score: Raw -1395927.186697 + Penalty 3088.890298 = -1392838.296400 nChanged 23 SP:Iteration 26Q (177.586957 sec): 3 clusters Score: Raw -1395943.565422 + Penalty 3088.890298 = -1392854.675125 nChanged 24 SP:Iteration 27Q (177.616433 sec): 3 clusters Score: Raw -1395955.851077 + Penalty 3088.890298 = -1392866.960779 nChanged 27 SP:Iteration 28Q (177.645822 sec): 3 clusters Score: Raw -1395973.826389 + Penalty 3088.890298 = -1392884.936092 nChanged 24 SP:Iteration 29Q (177.675228 sec): 3 clusters Score: Raw -1395983.735705 + Penalty 3088.890298 = -1392894.845407 nChanged 17 SP:Iteration 30Q (177.704499 sec): 3 clusters Score: Raw -1395992.234005 + Penalty 3088.890298 = -1392903.343708 nChanged 17 SP:Iteration 31Q (177.734220 sec): 3 clusters Score: Raw -1396004.400011 + Penalty 3088.890298 = -1392915.509714 nChanged 13 SP:Iteration 32Q (177.763387 sec): 3 clusters Score: Raw -1396010.356861 + Penalty 3088.890298 = -1392921.466563 nChanged 12 SP:Iteration 33Q (177.792721 sec): 3 clusters Score: Raw -1396017.888348 + Penalty 3088.890298 = -1392928.998051 nChanged 6 SP:Iteration 34Q (177.821793 sec): 3 clusters Score: Raw -1396021.717232 + Penalty 3088.890298 = -1392932.826935 nChanged 12 SP:Iteration 35Q (177.851000 sec): 3 clusters Score: Raw -1396028.256188 + Penalty 3088.890298 = -1392939.365891 nChanged 13 SP:Iteration 36Q (177.880052 sec): 3 clusters Score: Raw -1396032.947272 + Penalty 3088.890298 = -1392944.056975 nChanged 9 SP:Iteration 37Q (177.909209 sec): 3 clusters Score: Raw -1396037.667570 + Penalty 3088.890298 = -1392948.777273 nChanged 8 SP:Iteration 38Q (177.938384 sec): 3 clusters Score: Raw -1396040.767995 + Penalty 3088.890298 = -1392951.877697 nChanged 6 SP:Iteration 39Q (177.967676 sec): 3 clusters Score: Raw -1396044.341010 + Penalty 3088.890298 = -1392955.450712 nChanged 5 SP:Iteration 40F (178.000511 sec): 3 clusters Score: Raw -1396086.160851 + Penalty 3088.890298 = -1392997.270553 nChanged 12 SP:Iteration 41Q (178.030005 sec): 3 clusters Score: Raw -1396097.653153 + Penalty 3088.890298 = -1393008.762856 nChanged 15 SP:Iteration 42Q (178.059238 sec): 3 clusters Score: Raw -1396104.866460 + Penalty 3088.890298 = -1393015.976162 nChanged 11 SP:Iteration 43Q (178.088445 sec): 3 clusters Score: Raw -1396109.858527 + Penalty 3088.890298 = -1393020.968229 nChanged 11 SP:Iteration 44Q (178.117704 sec): 3 clusters Score: Raw -1396118.275420 + Penalty 3088.890298 = -1393029.385123 nChanged 14 SP:Iteration 45Q (178.146887 sec): 3 clusters Score: Raw -1396128.732037 + Penalty 3088.890298 = -1393039.841740 nChanged 14 SP:Iteration 46Q (178.176117 sec): 3 clusters Score: Raw -1396137.185810 + Penalty 3088.890298 = -1393048.295513 nChanged 17 SP:Iteration 47Q (178.205295 sec): 3 clusters Score: Raw -1396148.023372 + Penalty 3088.890298 = -1393059.133074 nChanged 18 SP:Iteration 48Q (178.234224 sec): 3 clusters Score: Raw -1396156.926904 + Penalty 3088.890298 = -1393068.036606 nChanged 12 SP:Iteration 49Q (178.263296 sec): 3 clusters Score: Raw -1396160.376033 + Penalty 3088.890298 = -1393071.485736 nChanged 10 SP:Iteration 50Q (178.292289 sec): 3 clusters Score: Raw -1396166.130014 + Penalty 3088.890298 = -1393077.239716 nChanged 11 SP:Iteration 51Q (178.321469 sec): 3 clusters Score: Raw -1396170.847117 + Penalty 3088.890298 = -1393081.956820 nChanged 9 SP:Iteration 52Q (178.350438 sec): 3 clusters Score: Raw -1396178.226161 + Penalty 3088.890298 = -1393089.335863 nChanged 12 SP:Iteration 53Q (178.379433 sec): 3 clusters Score: Raw -1396184.769000 + Penalty 3088.890298 = -1393095.878702 nChanged 14 SP:Iteration 54Q (178.408306 sec): 3 clusters Score: Raw -1396195.215080 + Penalty 3088.890298 = -1393106.324782 nChanged 8 SP:Iteration 55Q (178.437268 sec): 3 clusters Score: Raw -1396199.963763 + Penalty 3088.890298 = -1393111.073466 nChanged 10 SP:Iteration 56Q (178.466105 sec): 3 clusters Score: Raw -1396205.427704 + Penalty 3088.890298 = -1393116.537406 nChanged 11 SP:Iteration 57Q (178.495040 sec): 3 clusters Score: Raw -1396210.957167 + Penalty 3088.890298 = -1393122.066869 nChanged 13 SP:Iteration 58Q (178.523841 sec): 3 clusters Score: Raw -1396215.476823 + Penalty 3088.890298 = -1393126.586525 nChanged 12 SP:Iteration 59Q (178.552670 sec): 3 clusters Score: Raw -1396220.333142 + Penalty 3088.890298 = -1393131.442844 nChanged 11 SP:Iteration 60F (178.585532 sec): 3 clusters Score: Raw -1396228.045102 + Penalty 3088.890298 = -1393139.154804 nChanged 14 SP:Iteration 61Q (178.614632 sec): 3 clusters Score: Raw -1396235.253130 + Penalty 3088.890298 = -1393146.362833 nChanged 15 SP:Iteration 62Q (178.643473 sec): 3 clusters Score: Raw -1396240.123896 + Penalty 3088.890298 = -1393151.233599 nChanged 3 SP:Iteration 63Q (178.672309 sec): 3 clusters Score: Raw -1396242.451695 + Penalty 3088.890298 = -1393153.561397 nChanged 6 SP:Iteration 64Q (178.701192 sec): 3 clusters Score: Raw -1396245.888525 + Penalty 3088.890298 = -1393156.998227 nChanged 11 SP:Iteration 65Q (178.729967 sec): 3 clusters Score: Raw -1396249.498819 + Penalty 3088.890298 = -1393160.608522 nChanged 3 SP:Iteration 66Q (178.758812 sec): 3 clusters Score: Raw -1396250.093461 + Penalty 3088.890298 = -1393161.203164 nChanged 4 SP:Iteration 67Q (178.787555 sec): 3 clusters Score: Raw -1396250.695313 + Penalty 3088.890298 = -1393161.805016 nChanged 1 SP:Iteration 68Q (178.816416 sec): 3 clusters Score: Raw -1396251.055725 + Penalty 3088.890298 = -1393162.165427 nChanged 0 SP:Iteration 69F (178.849193 sec): 3 clusters Score: Raw -1396251.055725 + Penalty 3088.890298 = -1393162.165427 nChanged 0 Trying to split cluster 9 (26942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.896409 sec): 2 clusters Score: Raw -2987387.541488 + Penalty 1657.734274 = -2985729.807214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.952517 sec): 3 clusters Score: Raw -2970751.771120 + Penalty 3315.468548 = -2967436.302572 nChanged 12413 SP:Iteration 1F (179.005357 sec): 3 clusters Score: Raw -2977861.393304 + Penalty 3315.468548 = -2974545.924756 nChanged 1358 SP:Iteration 2F (179.058466 sec): 3 clusters Score: Raw -2978367.288154 + Penalty 3315.468548 = -2975051.819606 nChanged 1358 SP:Iteration 3F (179.111633 sec): 3 clusters Score: Raw -2978921.697827 + Penalty 3315.468548 = -2975606.229279 nChanged 1377 SP:Iteration 4F (179.164597 sec): 3 clusters Score: Raw -2979580.458620 + Penalty 3315.468548 = -2976264.990072 nChanged 1487 SP:Iteration 5F (179.217598 sec): 3 clusters Score: Raw -2980433.306317 + Penalty 3315.468548 = -2977117.837769 nChanged 1612 SP:Iteration 6F (179.270920 sec): 3 clusters Score: Raw -2981536.651116 + Penalty 3315.468548 = -2978221.182568 nChanged 1727 SP:Iteration 7F (179.324463 sec): 3 clusters Score: Raw -2982934.429424 + Penalty 3315.468548 = -2979618.960876 nChanged 1697 SP:Iteration 8F (179.377451 sec): 3 clusters Score: Raw -2984351.872255 + Penalty 3315.468548 = -2981036.403707 nChanged 1495 SP:Iteration 9F (179.430538 sec): 3 clusters Score: Raw -2985339.348390 + Penalty 3315.468548 = -2982023.879842 nChanged 1122 SP:Iteration 10Q (179.483686 sec): 3 clusters Score: Raw -2985943.050447 + Penalty 3315.468548 = -2982627.581899 nChanged 845 SP:Iteration 11Q (179.536285 sec): 3 clusters Score: Raw -2986354.847975 + Penalty 3315.468548 = -2983039.379427 nChanged 659 SP:Iteration 12Q (179.588467 sec): 3 clusters Score: Raw -2986657.421929 + Penalty 3315.468548 = -2983341.953381 nChanged 565 SP:Iteration 13Q (179.640359 sec): 3 clusters Score: Raw -2986924.711403 + Penalty 3315.468548 = -2983609.242855 nChanged 494 SP:Iteration 14Q (179.692024 sec): 3 clusters Score: Raw -2987171.506779 + Penalty 3315.468548 = -2983856.038231 nChanged 422 SP:Iteration 15Q (179.743793 sec): 3 clusters Score: Raw -2987424.785858 + Penalty 3315.468548 = -2984109.317310 nChanged 409 SP:Iteration 16Q (179.795425 sec): 3 clusters Score: Raw -2987668.624091 + Penalty 3315.468548 = -2984353.155543 nChanged 383 SP:Iteration 17Q (179.847120 sec): 3 clusters Score: Raw -2987856.188367 + Penalty 3315.468548 = -2984540.719819 nChanged 318 SP:Iteration 18Q (179.898143 sec): 3 clusters Score: Raw -2987975.505647 + Penalty 3315.468548 = -2984660.037099 nChanged 250 SP:Iteration 19Q (179.949399 sec): 3 clusters Score: Raw -2988042.799424 + Penalty 3315.468548 = -2984727.330876 nChanged 206 SP:Iteration 20F (180.002312 sec): 3 clusters Score: Raw -2988093.040741 + Penalty 3315.468548 = -2984777.572193 nChanged 158 SP:Iteration 21Q (180.053667 sec): 3 clusters Score: Raw -2988124.405818 + Penalty 3315.468548 = -2984808.937270 nChanged 131 SP:Iteration 22Q (180.104522 sec): 3 clusters Score: Raw -2988146.409783 + Penalty 3315.468548 = -2984830.941235 nChanged 114 SP:Iteration 23Q (180.155290 sec): 3 clusters Score: Raw -2988162.358003 + Penalty 3315.468548 = -2984846.889455 nChanged 95 SP:Iteration 24Q (180.205761 sec): 3 clusters Score: Raw -2988173.420902 + Penalty 3315.468548 = -2984857.952354 nChanged 81 SP:Iteration 25Q (180.256324 sec): 3 clusters Score: Raw -2988182.610004 + Penalty 3315.468548 = -2984867.141456 nChanged 59 SP:Iteration 26Q (180.307059 sec): 3 clusters Score: Raw -2988187.771876 + Penalty 3315.468548 = -2984872.303328 nChanged 50 SP:Iteration 27Q (180.357195 sec): 3 clusters Score: Raw -2988193.016740 + Penalty 3315.468548 = -2984877.548192 nChanged 51 SP:Iteration 28Q (180.407374 sec): 3 clusters Score: Raw -2988197.844866 + Penalty 3315.468548 = -2984882.376318 nChanged 42 SP:Iteration 29Q (180.457533 sec): 3 clusters Score: Raw -2988201.894712 + Penalty 3315.468548 = -2984886.426164 nChanged 45 SP:Iteration 30Q (180.507659 sec): 3 clusters Score: Raw -2988205.232059 + Penalty 3315.468548 = -2984889.763511 nChanged 40 SP:Iteration 31Q (180.557753 sec): 3 clusters Score: Raw -2988208.381525 + Penalty 3315.468548 = -2984892.912977 nChanged 38 SP:Iteration 32Q (180.607780 sec): 3 clusters Score: Raw -2988211.195037 + Penalty 3315.468548 = -2984895.726489 nChanged 34 SP:Iteration 33Q (180.657858 sec): 3 clusters Score: Raw -2988213.678376 + Penalty 3315.468548 = -2984898.209828 nChanged 37 SP:Iteration 34Q (180.707730 sec): 3 clusters Score: Raw -2988216.753774 + Penalty 3315.468548 = -2984901.285226 nChanged 39 SP:Iteration 35Q (180.757573 sec): 3 clusters Score: Raw -2988220.127369 + Penalty 3315.468548 = -2984904.658821 nChanged 44 SP:Iteration 36Q (180.807484 sec): 3 clusters Score: Raw -2988224.865015 + Penalty 3315.468548 = -2984909.396467 nChanged 40 SP:Iteration 37Q (180.857161 sec): 3 clusters Score: Raw -2988228.755686 + Penalty 3315.468548 = -2984913.287138 nChanged 43 SP:Iteration 38Q (180.906832 sec): 3 clusters Score: Raw -2988234.001720 + Penalty 3315.468548 = -2984918.533172 nChanged 45 SP:Iteration 39Q (180.956611 sec): 3 clusters Score: Raw -2988238.665731 + Penalty 3315.468548 = -2984923.197183 nChanged 46 SP:Iteration 40F (181.009604 sec): 3 clusters Score: Raw -2988243.445030 + Penalty 3315.468548 = -2984927.976482 nChanged 41 SP:Iteration 41Q (181.059724 sec): 3 clusters Score: Raw -2988247.489699 + Penalty 3315.468548 = -2984932.021151 nChanged 36 SP:Iteration 42Q (181.109257 sec): 3 clusters Score: Raw -2988250.332576 + Penalty 3315.468548 = -2984934.864027 nChanged 28 SP:Iteration 43Q (181.159025 sec): 3 clusters Score: Raw -2988252.290546 + Penalty 3315.468548 = -2984936.821998 nChanged 20 SP:Iteration 44Q (181.208747 sec): 3 clusters Score: Raw -2988253.574953 + Penalty 3315.468548 = -2984938.106405 nChanged 22 SP:Iteration 45Q (181.258494 sec): 3 clusters Score: Raw -2988254.889896 + Penalty 3315.468548 = -2984939.421348 nChanged 18 SP:Iteration 46Q (181.308002 sec): 3 clusters Score: Raw -2988256.013687 + Penalty 3315.468548 = -2984940.545139 nChanged 16 SP:Iteration 47Q (181.357856 sec): 3 clusters Score: Raw -2988257.055497 + Penalty 3315.468548 = -2984941.586949 nChanged 20 SP:Iteration 48Q (181.407554 sec): 3 clusters Score: Raw -2988258.455043 + Penalty 3315.468548 = -2984942.986495 nChanged 18 SP:Iteration 49Q (181.456913 sec): 3 clusters Score: Raw -2988259.517800 + Penalty 3315.468548 = -2984944.049252 nChanged 15 SP:Iteration 50Q (181.506729 sec): 3 clusters Score: Raw -2988260.572258 + Penalty 3315.468548 = -2984945.103710 nChanged 20 SP:Iteration 51Q (181.556193 sec): 3 clusters Score: Raw -2988262.671165 + Penalty 3315.468548 = -2984947.202617 nChanged 27 SP:Iteration 52Q (181.605832 sec): 3 clusters Score: Raw -2988264.796646 + Penalty 3315.468548 = -2984949.328098 nChanged 24 SP:Iteration 53Q (181.655161 sec): 3 clusters Score: Raw -2988266.501696 + Penalty 3315.468548 = -2984951.033148 nChanged 31 SP:Iteration 54Q (181.705102 sec): 3 clusters Score: Raw -2988269.176554 + Penalty 3315.468548 = -2984953.708006 nChanged 29 SP:Iteration 55Q (181.754496 sec): 3 clusters Score: Raw -2988272.232582 + Penalty 3315.468548 = -2984956.764034 nChanged 37 SP:Iteration 56Q (181.804211 sec): 3 clusters Score: Raw -2988275.674026 + Penalty 3315.468548 = -2984960.205478 nChanged 44 SP:Iteration 57Q (181.853606 sec): 3 clusters Score: Raw -2988279.215455 + Penalty 3315.468548 = -2984963.746907 nChanged 33 SP:Iteration 58Q (181.903114 sec): 3 clusters Score: Raw -2988282.326078 + Penalty 3315.468548 = -2984966.857530 nChanged 29 SP:Iteration 59Q (181.952579 sec): 3 clusters Score: Raw -2988285.098815 + Penalty 3315.468548 = -2984969.630267 nChanged 31 SP:Iteration 60F (182.005451 sec): 3 clusters Score: Raw -2988287.838245 + Penalty 3315.468548 = -2984972.369697 nChanged 35 SP:Iteration 61Q (182.055713 sec): 3 clusters Score: Raw -2988290.666963 + Penalty 3315.468548 = -2984975.198415 nChanged 28 SP:Iteration 62Q (182.104857 sec): 3 clusters Score: Raw -2988293.129845 + Penalty 3315.468548 = -2984977.661297 nChanged 26 SP:Iteration 63Q (182.154396 sec): 3 clusters Score: Raw -2988295.501984 + Penalty 3315.468548 = -2984980.033436 nChanged 28 SP:Iteration 64Q (182.204159 sec): 3 clusters Score: Raw -2988297.798598 + Penalty 3315.468548 = -2984982.330050 nChanged 25 SP:Iteration 65Q (182.253206 sec): 3 clusters Score: Raw -2988299.655890 + Penalty 3315.468548 = -2984984.187342 nChanged 26 SP:Iteration 66Q (182.302775 sec): 3 clusters Score: Raw -2988301.950278 + Penalty 3315.468548 = -2984986.481730 nChanged 25 SP:Iteration 67Q (182.351764 sec): 3 clusters Score: Raw -2988303.852328 + Penalty 3315.468548 = -2984988.383780 nChanged 25 SP:Iteration 68Q (182.400832 sec): 3 clusters Score: Raw -2988305.693899 + Penalty 3315.468548 = -2984990.225351 nChanged 32 SP:Iteration 69Q (182.449928 sec): 3 clusters Score: Raw -2988308.444673 + Penalty 3315.468548 = -2984992.976125 nChanged 28 SP:Iteration 70Q (182.499163 sec): 3 clusters Score: Raw -2988311.015560 + Penalty 3315.468548 = -2984995.547012 nChanged 25 SP:Iteration 71Q (182.548372 sec): 3 clusters Score: Raw -2988312.958929 + Penalty 3315.468548 = -2984997.490381 nChanged 24 SP:Iteration 72Q (182.597242 sec): 3 clusters Score: Raw -2988315.023238 + Penalty 3315.468548 = -2984999.554690 nChanged 26 SP:Iteration 73Q (182.646057 sec): 3 clusters Score: Raw -2988316.807716 + Penalty 3315.468548 = -2985001.339168 nChanged 24 SP:Iteration 74Q (182.694925 sec): 3 clusters Score: Raw -2988318.470389 + Penalty 3315.468548 = -2985003.001841 nChanged 21 SP:Iteration 75Q (182.743627 sec): 3 clusters Score: Raw -2988319.670085 + Penalty 3315.468548 = -2985004.201537 nChanged 18 SP:Iteration 76Q (182.792515 sec): 3 clusters Score: Raw -2988320.568024 + Penalty 3315.468548 = -2985005.099476 nChanged 19 SP:Iteration 77Q (182.841413 sec): 3 clusters Score: Raw -2988321.866298 + Penalty 3315.468548 = -2985006.397750 nChanged 16 SP:Iteration 78Q (182.890581 sec): 3 clusters Score: Raw -2988322.797080 + Penalty 3315.468548 = -2985007.328532 nChanged 19 SP:Iteration 79Q (182.939253 sec): 3 clusters Score: Raw -2988324.558665 + Penalty 3315.468548 = -2985009.090117 nChanged 19 SP:Iteration 80F (182.992184 sec): 3 clusters Score: Raw -2988325.970089 + Penalty 3315.468548 = -2985010.501541 nChanged 18 SP:Iteration 81Q (183.041454 sec): 3 clusters Score: Raw -2988327.315804 + Penalty 3315.468548 = -2985011.847256 nChanged 19 SP:Iteration 82Q (183.090400 sec): 3 clusters Score: Raw -2988328.483290 + Penalty 3315.468548 = -2985013.014742 nChanged 12 SP:Iteration 83Q (183.139223 sec): 3 clusters Score: Raw -2988329.138989 + Penalty 3315.468548 = -2985013.670441 nChanged 8 SP:Iteration 84Q (183.187930 sec): 3 clusters Score: Raw -2988329.450898 + Penalty 3315.468548 = -2985013.982350 nChanged 7 SP:Iteration 85Q (183.235694 sec): 3 clusters Score: Raw -2988329.771084 + Penalty 3315.468548 = -2985014.302536 nChanged 7 SP:Iteration 86Q (183.284477 sec): 3 clusters Score: Raw -2988330.112055 + Penalty 3315.468548 = -2985014.643507 nChanged 4 SP:Iteration 87Q (183.333212 sec): 3 clusters Score: Raw -2988330.298806 + Penalty 3315.468548 = -2985014.830258 nChanged 4 SP:Iteration 88Q (183.382106 sec): 3 clusters Score: Raw -2988330.532272 + Penalty 3315.468548 = -2985015.063724 nChanged 3 SP:Iteration 89Q (183.430893 sec): 3 clusters Score: Raw -2988330.751345 + Penalty 3315.468548 = -2985015.282797 nChanged 6 SP:Iteration 90Q (183.479776 sec): 3 clusters Score: Raw -2988330.995519 + Penalty 3315.468548 = -2985015.526971 nChanged 7 SP:Iteration 91Q (183.528660 sec): 3 clusters Score: Raw -2988331.427390 + Penalty 3315.468548 = -2985015.958842 nChanged 2 SP:Iteration 92Q (183.577482 sec): 3 clusters Score: Raw -2988331.497891 + Penalty 3315.468548 = -2985016.029343 nChanged 2 SP:Iteration 93Q (183.626863 sec): 3 clusters Score: Raw -2988331.574189 + Penalty 3315.468548 = -2985016.105641 nChanged 0 SP:Iteration 94F (183.679923 sec): 3 clusters Score: Raw -2988331.574189 + Penalty 3315.468548 = -2985016.105641 nChanged 0 Trying to split cluster 10 (3296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.704925 sec): 2 clusters Score: Raw -375511.275723 + Penalty 1316.325545 = -374194.950178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.722138 sec): 3 clusters Score: Raw -373918.763517 + Penalty 2632.651090 = -371286.112428 nChanged 1268 SP:Iteration 1F (183.738490 sec): 3 clusters Score: Raw -374644.361471 + Penalty 2632.651090 = -372011.710381 nChanged 235 SP:Iteration 2F (183.754711 sec): 3 clusters Score: Raw -374776.676078 + Penalty 2632.651090 = -372144.024988 nChanged 135 SP:Iteration 3Q (183.770903 sec): 3 clusters Score: Raw -374843.076001 + Penalty 2632.651090 = -372210.424911 nChanged 87 SP:Iteration 4Q (183.787103 sec): 3 clusters Score: Raw -374884.874656 + Penalty 2632.651090 = -372252.223566 nChanged 74 SP:Iteration 5Q (183.803360 sec): 3 clusters Score: Raw -374918.505978 + Penalty 2632.651090 = -372285.854889 nChanged 60 SP:Iteration 6Q (183.819549 sec): 3 clusters Score: Raw -374950.468966 + Penalty 2632.651090 = -372317.817877 nChanged 55 SP:Iteration 7Q (183.835610 sec): 3 clusters Score: Raw -374985.356322 + Penalty 2632.651090 = -372352.705233 nChanged 67 SP:Iteration 8Q (183.851754 sec): 3 clusters Score: Raw -375019.097265 + Penalty 2632.651090 = -372386.446175 nChanged 52 SP:Iteration 9Q (183.867784 sec): 3 clusters Score: Raw -375057.518869 + Penalty 2632.651090 = -372424.867779 nChanged 64 SP:Iteration 10Q (183.883912 sec): 3 clusters Score: Raw -375104.094600 + Penalty 2632.651090 = -372471.443510 nChanged 75 SP:Iteration 11Q (183.900013 sec): 3 clusters Score: Raw -375160.752575 + Penalty 2632.651090 = -372528.101485 nChanged 84 SP:Iteration 12Q (183.916098 sec): 3 clusters Score: Raw -375220.984764 + Penalty 2632.651090 = -372588.333675 nChanged 77 SP:Iteration 13Q (183.932174 sec): 3 clusters Score: Raw -375269.911581 + Penalty 2632.651090 = -372637.260491 nChanged 81 SP:Iteration 14Q (183.948133 sec): 3 clusters Score: Raw -375332.901851 + Penalty 2632.651090 = -372700.250761 nChanged 82 SP:Iteration 15Q (183.964096 sec): 3 clusters Score: Raw -375392.257921 + Penalty 2632.651090 = -372759.606831 nChanged 85 SP:Iteration 16Q (183.979996 sec): 3 clusters Score: Raw -375445.256669 + Penalty 2632.651090 = -372812.605579 nChanged 63 SP:Iteration 17Q (183.995893 sec): 3 clusters Score: Raw -375499.506980 + Penalty 2632.651090 = -372866.855890 nChanged 75 SP:Iteration 18Q (184.011536 sec): 3 clusters Score: Raw -375573.089928 + Penalty 2632.651090 = -372940.438839 nChanged 80 SP:Iteration 19Q (184.027207 sec): 3 clusters Score: Raw -375648.086282 + Penalty 2632.651090 = -373015.435192 nChanged 84 SP:Iteration 20F (184.043235 sec): 3 clusters Score: Raw -375718.010232 + Penalty 2632.651090 = -373085.359142 nChanged 83 SP:Iteration 21Q (184.058776 sec): 3 clusters Score: Raw -375787.084251 + Penalty 2632.651090 = -373154.433162 nChanged 61 SP:Iteration 22Q (184.074340 sec): 3 clusters Score: Raw -375830.286101 + Penalty 2632.651090 = -373197.635011 nChanged 49 SP:Iteration 23Q (184.089817 sec): 3 clusters Score: Raw -375858.644753 + Penalty 2632.651090 = -373225.993663 nChanged 34 SP:Iteration 24Q (184.105262 sec): 3 clusters Score: Raw -375882.046990 + Penalty 2632.651090 = -373249.395901 nChanged 32 SP:Iteration 25Q (184.121007 sec): 3 clusters Score: Raw -375902.713364 + Penalty 2632.651090 = -373270.062275 nChanged 29 SP:Iteration 26Q (184.136437 sec): 3 clusters Score: Raw -375916.719297 + Penalty 2632.651090 = -373284.068207 nChanged 19 SP:Iteration 27Q (184.151854 sec): 3 clusters Score: Raw -375925.623776 + Penalty 2632.651090 = -373292.972687 nChanged 10 SP:Iteration 28Q (184.167215 sec): 3 clusters Score: Raw -375929.378162 + Penalty 2632.651090 = -373296.727073 nChanged 5 SP:Iteration 29Q (184.182565 sec): 3 clusters Score: Raw -375931.220099 + Penalty 2632.651090 = -373298.569010 nChanged 4 SP:Iteration 30Q (184.197938 sec): 3 clusters Score: Raw -375932.164990 + Penalty 2632.651090 = -373299.513901 nChanged 1 SP:Iteration 31Q (184.213212 sec): 3 clusters Score: Raw -375932.419940 + Penalty 2632.651090 = -373299.768850 nChanged 1 SP:Iteration 32Q (184.228651 sec): 3 clusters Score: Raw -375933.037189 + Penalty 2632.651090 = -373300.386100 nChanged 1 SP:Iteration 33Q (184.244112 sec): 3 clusters Score: Raw -375933.409948 + Penalty 2632.651090 = -373300.758859 nChanged 1 SP:Iteration 34Q (184.259483 sec): 3 clusters Score: Raw -375933.975102 + Penalty 2632.651090 = -373301.324012 nChanged 2 SP:Iteration 35Q (184.274846 sec): 3 clusters Score: Raw -375934.858923 + Penalty 2632.651090 = -373302.207834 nChanged 2 SP:Iteration 36Q (184.290252 sec): 3 clusters Score: Raw -375935.653464 + Penalty 2632.651090 = -373303.002375 nChanged 1 SP:Iteration 37Q (184.305749 sec): 3 clusters Score: Raw -375935.960301 + Penalty 2632.651090 = -373303.309212 nChanged 1 SP:Iteration 38Q (184.321130 sec): 3 clusters Score: Raw -375936.209806 + Penalty 2632.651090 = -373303.558716 nChanged 2 SP:Iteration 39Q (184.336504 sec): 3 clusters Score: Raw -375937.483865 + Penalty 2632.651090 = -373304.832775 nChanged 2 SP:Iteration 40F (184.352553 sec): 3 clusters Score: Raw -375939.118457 + Penalty 2632.651090 = -373306.467367 nChanged 3 SP:Iteration 41Q (184.368030 sec): 3 clusters Score: Raw -375941.118435 + Penalty 2632.651090 = -373308.467345 nChanged 3 SP:Iteration 42Q (184.383248 sec): 3 clusters Score: Raw -375942.087263 + Penalty 2632.651090 = -373309.436173 nChanged 2 SP:Iteration 43Q (184.398490 sec): 3 clusters Score: Raw -375942.708288 + Penalty 2632.651090 = -373310.057199 nChanged 1 SP:Iteration 44Q (184.413846 sec): 3 clusters Score: Raw -375943.930534 + Penalty 2632.651090 = -373311.279444 nChanged 1 SP:Iteration 45Q (184.429278 sec): 3 clusters Score: Raw -375944.596119 + Penalty 2632.651090 = -373311.945030 nChanged 3 SP:Iteration 46Q (184.444669 sec): 3 clusters Score: Raw -375945.276674 + Penalty 2632.651090 = -373312.625584 nChanged 1 SP:Iteration 47Q (184.459966 sec): 3 clusters Score: Raw -375945.551648 + Penalty 2632.651090 = -373312.900559 nChanged 1 SP:Iteration 48Q (184.475202 sec): 3 clusters Score: Raw -375945.638346 + Penalty 2632.651090 = -373312.987256 nChanged 1 SP:Iteration 49Q (184.490647 sec): 3 clusters Score: Raw -375946.070921 + Penalty 2632.651090 = -373313.419832 nChanged 1 SP:Iteration 50Q (184.506036 sec): 3 clusters Score: Raw -375946.222872 + Penalty 2632.651090 = -373313.571783 nChanged 0 SP:Iteration 51F (184.521919 sec): 3 clusters Score: Raw -375946.222872 + Penalty 2632.651090 = -373313.571783 nChanged 0 Trying to split cluster 11 (35705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.580970 sec): 2 clusters Score: Raw -3725762.220563 + Penalty 1703.494977 = -3724058.725585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.649948 sec): 3 clusters Score: Raw -3703490.461331 + Penalty 3406.989955 = -3700083.471376 nChanged 16600 SP:Iteration 1F (184.714119 sec): 3 clusters Score: Raw -3713883.392424 + Penalty 3406.989955 = -3710476.402469 nChanged 2493 SP:Iteration 2F (184.778204 sec): 3 clusters Score: Raw -3716034.483638 + Penalty 3406.989955 = -3712627.493683 nChanged 3247 SP:Iteration 3F (184.842394 sec): 3 clusters Score: Raw -3719266.832297 + Penalty 3406.989955 = -3715859.842342 nChanged 3762 SP:Iteration 4F (184.906331 sec): 3 clusters Score: Raw -3722985.543859 + Penalty 3406.989955 = -3719578.553904 nChanged 3221 SP:Iteration 5F (184.970960 sec): 3 clusters Score: Raw -3725794.729650 + Penalty 3406.989955 = -3722387.739695 nChanged 2230 SP:Iteration 6F (185.034533 sec): 3 clusters Score: Raw -3727434.279353 + Penalty 3406.989955 = -3724027.289399 nChanged 1432 SP:Iteration 7Q (185.100421 sec): 3 clusters Score: Raw -3728340.718054 + Penalty 3406.989955 = -3724933.728099 nChanged 1012 SP:Iteration 8Q (185.165486 sec): 3 clusters Score: Raw -3728888.897224 + Penalty 3406.989955 = -3725481.907269 nChanged 791 SP:Iteration 9Q (185.230727 sec): 3 clusters Score: Raw -3729275.323572 + Penalty 3406.989955 = -3725868.333617 nChanged 650 SP:Iteration 10Q (185.295794 sec): 3 clusters Score: Raw -3729546.408835 + Penalty 3406.989955 = -3726139.418880 nChanged 523 SP:Iteration 11Q (185.360711 sec): 3 clusters Score: Raw -3729746.764249 + Penalty 3406.989955 = -3726339.774294 nChanged 421 SP:Iteration 12Q (185.425359 sec): 3 clusters Score: Raw -3729903.407324 + Penalty 3406.989955 = -3726496.417370 nChanged 393 SP:Iteration 13Q (185.489240 sec): 3 clusters Score: Raw -3730040.413636 + Penalty 3406.989955 = -3726633.423681 nChanged 333 SP:Iteration 14Q (185.552763 sec): 3 clusters Score: Raw -3730143.457581 + Penalty 3406.989955 = -3726736.467627 nChanged 267 SP:Iteration 15Q (185.615648 sec): 3 clusters Score: Raw -3730216.117499 + Penalty 3406.989955 = -3726809.127544 nChanged 225 SP:Iteration 16Q (185.678000 sec): 3 clusters Score: Raw -3730270.383209 + Penalty 3406.989955 = -3726863.393255 nChanged 173 SP:Iteration 17Q (185.739685 sec): 3 clusters Score: Raw -3730307.306538 + Penalty 3406.989955 = -3726900.316584 nChanged 147 SP:Iteration 18Q (185.800845 sec): 3 clusters Score: Raw -3730336.792108 + Penalty 3406.989955 = -3726929.802154 nChanged 131 SP:Iteration 19Q (185.861857 sec): 3 clusters Score: Raw -3730361.436895 + Penalty 3406.989955 = -3726954.446940 nChanged 96 SP:Iteration 20F (185.925685 sec): 3 clusters Score: Raw -3730375.167821 + Penalty 3406.989955 = -3726968.177866 nChanged 67 SP:Iteration 21Q (185.986455 sec): 3 clusters Score: Raw -3730383.189487 + Penalty 3406.989955 = -3726976.199532 nChanged 62 SP:Iteration 22Q (186.046992 sec): 3 clusters Score: Raw -3730390.964059 + Penalty 3406.989955 = -3726983.974104 nChanged 54 SP:Iteration 23Q (186.107179 sec): 3 clusters Score: Raw -3730396.677059 + Penalty 3406.989955 = -3726989.687105 nChanged 45 SP:Iteration 24Q (186.167181 sec): 3 clusters Score: Raw -3730400.921027 + Penalty 3406.989955 = -3726993.931072 nChanged 38 SP:Iteration 25Q (186.227413 sec): 3 clusters Score: Raw -3730404.692205 + Penalty 3406.989955 = -3726997.702251 nChanged 35 SP:Iteration 26Q (186.287514 sec): 3 clusters Score: Raw -3730408.379495 + Penalty 3406.989955 = -3727001.389541 nChanged 37 SP:Iteration 27Q (186.381828 sec): 3 clusters Score: Raw -3730412.104060 + Penalty 3406.989955 = -3727005.114106 nChanged 34 SP:Iteration 28Q (186.440978 sec): 3 clusters Score: Raw -3730414.930571 + Penalty 3406.989955 = -3727007.940616 nChanged 29 SP:Iteration 29Q (186.500759 sec): 3 clusters Score: Raw -3730416.763578 + Penalty 3406.989955 = -3727009.773623 nChanged 13 SP:Iteration 30Q (186.560193 sec): 3 clusters Score: Raw -3730417.805195 + Penalty 3406.989955 = -3727010.815241 nChanged 11 SP:Iteration 31Q (186.619805 sec): 3 clusters Score: Raw -3730418.323569 + Penalty 3406.989955 = -3727011.333614 nChanged 6 SP:Iteration 32Q (186.679254 sec): 3 clusters Score: Raw -3730418.639841 + Penalty 3406.989955 = -3727011.649887 nChanged 5 SP:Iteration 33Q (186.738777 sec): 3 clusters Score: Raw -3730418.996795 + Penalty 3406.989955 = -3727012.006841 nChanged 8 SP:Iteration 34Q (186.798150 sec): 3 clusters Score: Raw -3730419.275940 + Penalty 3406.989955 = -3727012.285985 nChanged 4 SP:Iteration 35Q (186.857505 sec): 3 clusters Score: Raw -3730419.416342 + Penalty 3406.989955 = -3727012.426387 nChanged 6 SP:Iteration 36Q (186.917132 sec): 3 clusters Score: Raw -3730419.685001 + Penalty 3406.989955 = -3727012.695047 nChanged 3 SP:Iteration 37Q (186.976371 sec): 3 clusters Score: Raw -3730419.779799 + Penalty 3406.989955 = -3727012.789845 nChanged 1 SP:Iteration 38Q (187.035871 sec): 3 clusters Score: Raw -3730419.800233 + Penalty 3406.989955 = -3727012.810278 nChanged 0 SP:Iteration 39F (187.101308 sec): 3 clusters Score: Raw -3730419.800233 + Penalty 3406.989955 = -3727012.810278 nChanged 0 Score: Raw -81970803.131450 + Penalty 48349.634153 = -81922453.497297 Splitting cluster 11 changes total score from -81901664.583435 to -81922453.497297 So it's getting split into cluster 22. Trying to split cluster 12 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.791218 sec): 2 clusters Score: Raw -69622.323942 + Penalty 1085.842647 = -68536.481294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.796078 sec): 3 clusters Score: Raw -69556.989964 + Penalty 2171.685294 = -67385.304670 nChanged 248 SP:Iteration 1F (196.800558 sec): 3 clusters Score: Raw -70124.003019 + Penalty 2171.685294 = -67952.317725 nChanged 119 SP:Iteration 2F (196.807507 sec): 3 clusters Score: Raw -70638.190733 + Penalty 2171.685294 = -68466.505439 nChanged 86 SP:Iteration 3F (196.812037 sec): 3 clusters Score: Raw -70982.393222 + Penalty 2171.685294 = -68810.707928 nChanged 41 SP:Iteration 4F (196.816486 sec): 3 clusters Score: Raw -71106.637957 + Penalty 2171.685294 = -68934.952663 nChanged 15 SP:Iteration 5Q (196.820955 sec): 3 clusters Score: Raw -71136.361078 + Penalty 2171.685294 = -68964.675784 nChanged 2 SP:Iteration 6Q (196.825723 sec): 3 clusters Score: Raw -71139.188722 + Penalty 2171.685294 = -68967.503427 nChanged 2 SP:Iteration 7Q (196.830534 sec): 3 clusters Score: Raw -71142.333631 + Penalty 2171.685294 = -68970.648337 nChanged 1 SP:Iteration 8Q (196.835439 sec): 3 clusters Score: Raw -71144.380777 + Penalty 2171.685294 = -68972.695483 nChanged 2 SP:Iteration 9Q (196.840397 sec): 3 clusters Score: Raw -71163.692813 + Penalty 2171.685294 = -68992.007519 nChanged 1 SP:Iteration 10Q (196.845292 sec): 3 clusters Score: Raw -71165.435338 + Penalty 2171.685294 = -68993.750044 nChanged 0 SP:Iteration 11F (196.850350 sec): 3 clusters Score: Raw -71165.435338 + Penalty 2171.685294 = -68993.750044 nChanged 0 Score: Raw -81972346.242846 + Penalty 50547.344796 = -81921798.898051 Splitting cluster 12 changes total score from -81901664.583435 to -81921798.898051 So it's getting split into cluster 23. Trying to split cluster 13 (156772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.105522 sec): 2 clusters Score: Raw -17557659.575530 + Penalty 1943.914017 = -17555715.661513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.384880 sec): 3 clusters Score: Raw -17454610.022835 + Penalty 3887.828035 = -17450722.194800 nChanged 75652 SP:Iteration 1F (207.658994 sec): 3 clusters Score: Raw -17511046.883421 + Penalty 3887.828035 = -17507159.055386 nChanged 16825 SP:Iteration 2F (207.900921 sec): 3 clusters Score: Raw -17564335.760774 + Penalty 3887.828035 = -17560447.932739 nChanged 27736 SP:Iteration 3F (208.140140 sec): 3 clusters Score: Raw -17645322.652092 + Penalty 3887.828035 = -17641434.824057 nChanged 19124 SP:Iteration 4F (208.380552 sec): 3 clusters Score: Raw -17671685.357526 + Penalty 3887.828035 = -17667797.529491 nChanged 5018 SP:Iteration 5Q (208.626808 sec): 3 clusters Score: Raw -17676281.735969 + Penalty 3887.828035 = -17672393.907934 nChanged 1980 SP:Iteration 6Q (208.876047 sec): 3 clusters Score: Raw -17677460.969670 + Penalty 3887.828035 = -17673573.141635 nChanged 1176 SP:Iteration 7Q (209.122574 sec): 3 clusters Score: Raw -17677960.671616 + Penalty 3887.828035 = -17674072.843582 nChanged 890 SP:Iteration 8Q (209.368754 sec): 3 clusters Score: Raw -17678255.135978 + Penalty 3887.828035 = -17674367.307943 nChanged 784 SP:Iteration 9Q (209.614087 sec): 3 clusters Score: Raw -17678453.630268 + Penalty 3887.828035 = -17674565.802233 nChanged 609 SP:Iteration 10Q (209.860895 sec): 3 clusters Score: Raw -17678575.564672 + Penalty 3887.828035 = -17674687.736637 nChanged 457 SP:Iteration 11Q (210.106099 sec): 3 clusters Score: Raw -17678642.716070 + Penalty 3887.828035 = -17674754.888035 nChanged 360 SP:Iteration 12Q (210.351668 sec): 3 clusters Score: Raw -17678685.643776 + Penalty 3887.828035 = -17674797.815741 nChanged 282 SP:Iteration 13Q (210.596317 sec): 3 clusters Score: Raw -17678709.836425 + Penalty 3887.828035 = -17674822.008390 nChanged 209 SP:Iteration 14Q (210.844626 sec): 3 clusters Score: Raw -17678723.096531 + Penalty 3887.828035 = -17674835.268496 nChanged 162 SP:Iteration 15Q (211.090188 sec): 3 clusters Score: Raw -17678731.438777 + Penalty 3887.828035 = -17674843.610742 nChanged 129 SP:Iteration 16Q (211.336500 sec): 3 clusters Score: Raw -17678736.530969 + Penalty 3887.828035 = -17674848.702934 nChanged 103 SP:Iteration 17Q (211.604803 sec): 3 clusters Score: Raw -17678740.078209 + Penalty 3887.828035 = -17674852.250174 nChanged 76 SP:Iteration 18Q (211.862502 sec): 3 clusters Score: Raw -17678741.912907 + Penalty 3887.828035 = -17674854.084872 nChanged 41 SP:Iteration 19Q (212.103929 sec): 3 clusters Score: Raw -17678742.759904 + Penalty 3887.828035 = -17674854.931870 nChanged 36 SP:Iteration 20F (212.344760 sec): 3 clusters Score: Raw -17678743.389499 + Penalty 3887.828035 = -17674855.561464 nChanged 22 SP:Iteration 21Q (212.593229 sec): 3 clusters Score: Raw -17678743.720590 + Penalty 3887.828035 = -17674855.892555 nChanged 22 SP:Iteration 22Q (212.840227 sec): 3 clusters Score: Raw -17678744.010959 + Penalty 3887.828035 = -17674856.182924 nChanged 22 SP:Iteration 23Q (213.086742 sec): 3 clusters Score: Raw -17678744.377087 + Penalty 3887.828035 = -17674856.549052 nChanged 21 SP:Iteration 24Q (213.345412 sec): 3 clusters Score: Raw -17678744.748390 + Penalty 3887.828035 = -17674856.920355 nChanged 16 SP:Iteration 25Q (213.587671 sec): 3 clusters Score: Raw -17678745.034728 + Penalty 3887.828035 = -17674857.206693 nChanged 18 SP:Iteration 26Q (213.833240 sec): 3 clusters Score: Raw -17678745.380652 + Penalty 3887.828035 = -17674857.552617 nChanged 17 SP:Iteration 27Q (214.078041 sec): 3 clusters Score: Raw -17678745.607069 + Penalty 3887.828035 = -17674857.779034 nChanged 14 SP:Iteration 28Q (214.322666 sec): 3 clusters Score: Raw -17678745.749830 + Penalty 3887.828035 = -17674857.921795 nChanged 6 SP:Iteration 29Q (214.567101 sec): 3 clusters Score: Raw -17678745.799454 + Penalty 3887.828035 = -17674857.971419 nChanged 6 SP:Iteration 30Q (214.811801 sec): 3 clusters Score: Raw -17678745.846574 + Penalty 3887.828035 = -17674858.018539 nChanged 2 SP:Iteration 31Q (215.056607 sec): 3 clusters Score: Raw -17678745.855790 + Penalty 3887.828035 = -17674858.027756 nChanged 2 SP:Iteration 32Q (215.301197 sec): 3 clusters Score: Raw -17678745.875342 + Penalty 3887.828035 = -17674858.047308 nChanged 1 SP:Iteration 33Q (215.546086 sec): 3 clusters Score: Raw -17678745.887614 + Penalty 3887.828035 = -17674858.059579 nChanged 4 SP:Iteration 34Q (215.791080 sec): 3 clusters Score: Raw -17678745.917623 + Penalty 3887.828035 = -17674858.089588 nChanged 7 SP:Iteration 35Q (216.035606 sec): 3 clusters Score: Raw -17678745.987938 + Penalty 3887.828035 = -17674858.159904 nChanged 3 SP:Iteration 36Q (216.280625 sec): 3 clusters Score: Raw -17678746.013412 + Penalty 3887.828035 = -17674858.185377 nChanged 3 SP:Iteration 37Q (216.525538 sec): 3 clusters Score: Raw -17678746.029267 + Penalty 3887.828035 = -17674858.201233 nChanged 1 SP:Iteration 38Q (216.770028 sec): 3 clusters Score: Raw -17678746.041165 + Penalty 3887.828035 = -17674858.213130 nChanged 2 SP:Iteration 39Q (217.014535 sec): 3 clusters Score: Raw -17678746.064109 + Penalty 3887.828035 = -17674858.236075 nChanged 2 SP:Iteration 40F (217.254504 sec): 3 clusters Score: Raw -17678746.079446 + Penalty 3887.828035 = -17674858.251411 nChanged 1 SP:Iteration 41Q (217.498974 sec): 3 clusters Score: Raw -17678746.084345 + Penalty 3887.828035 = -17674858.256310 nChanged 3 SP:Iteration 42Q (217.743311 sec): 3 clusters Score: Raw -17678746.104280 + Penalty 3887.828035 = -17674858.276246 nChanged 1 SP:Iteration 43Q (217.987617 sec): 3 clusters Score: Raw -17678746.110197 + Penalty 3887.828035 = -17674858.282162 nChanged 1 SP:Iteration 44Q (218.231864 sec): 3 clusters Score: Raw -17678746.113461 + Penalty 3887.828035 = -17674858.285426 nChanged 0 SP:Iteration 45F (218.471782 sec): 3 clusters Score: Raw -17678746.113461 + Penalty 3887.828035 = -17674858.285426 nChanged 0 Score: Raw -82093432.780779 + Penalty 52745.055439 = -82040687.725340 Splitting cluster 13 changes total score from -81901664.583435 to -82040687.725340 So it's getting split into cluster 24. Trying to split cluster 14 (103109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.227116 sec): 2 clusters Score: Raw -11688421.329851 + Penalty 1875.825569 = -11686545.504282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.391412 sec): 3 clusters Score: Raw -11621244.087945 + Penalty 3751.651137 = -11617492.436808 nChanged 49337 SP:Iteration 1F (229.553292 sec): 3 clusters Score: Raw -11651257.426458 + Penalty 3751.651137 = -11647505.775321 nChanged 5756 SP:Iteration 2F (229.715959 sec): 3 clusters Score: Raw -11654157.585571 + Penalty 3751.651137 = -11650405.934434 nChanged 6961 SP:Iteration 3F (229.878184 sec): 3 clusters Score: Raw -11658637.299104 + Penalty 3751.651137 = -11654885.647967 nChanged 8214 SP:Iteration 4F (230.040290 sec): 3 clusters Score: Raw -11664728.720682 + Penalty 3751.651137 = -11660977.069545 nChanged 8311 SP:Iteration 5F (230.201962 sec): 3 clusters Score: Raw -11671433.973486 + Penalty 3751.651137 = -11667682.322349 nChanged 7185 SP:Iteration 6F (230.374590 sec): 3 clusters Score: Raw -11677348.947695 + Penalty 3751.651137 = -11673597.296558 nChanged 5247 SP:Iteration 7F (230.536183 sec): 3 clusters Score: Raw -11681911.681023 + Penalty 3751.651137 = -11678160.029886 nChanged 3506 SP:Iteration 8Q (230.703806 sec): 3 clusters Score: Raw -11685460.980356 + Penalty 3751.651137 = -11681709.329219 nChanged 2405 SP:Iteration 9Q (230.862501 sec): 3 clusters Score: Raw -11687974.167341 + Penalty 3751.651137 = -11684222.516204 nChanged 1761 SP:Iteration 10Q (231.012572 sec): 3 clusters Score: Raw -11689329.656097 + Penalty 3751.651137 = -11685578.004960 nChanged 1338 SP:Iteration 11Q (231.158352 sec): 3 clusters Score: Raw -11690062.526173 + Penalty 3751.651137 = -11686310.875036 nChanged 975 SP:Iteration 12Q (231.304887 sec): 3 clusters Score: Raw -11690534.851196 + Penalty 3751.651137 = -11686783.200059 nChanged 825 SP:Iteration 13Q (231.447673 sec): 3 clusters Score: Raw -11690872.026147 + Penalty 3751.651137 = -11687120.375010 nChanged 675 SP:Iteration 14Q (231.590047 sec): 3 clusters Score: Raw -11691119.730563 + Penalty 3751.651137 = -11687368.079426 nChanged 623 SP:Iteration 15Q (231.732186 sec): 3 clusters Score: Raw -11691377.031933 + Penalty 3751.651137 = -11687625.380796 nChanged 629 SP:Iteration 16Q (231.874160 sec): 3 clusters Score: Raw -11691706.355637 + Penalty 3751.651137 = -11687954.704500 nChanged 686 SP:Iteration 17Q (232.016071 sec): 3 clusters Score: Raw -11692150.865702 + Penalty 3751.651137 = -11688399.214565 nChanged 814 SP:Iteration 18Q (232.158381 sec): 3 clusters Score: Raw -11692729.891708 + Penalty 3751.651137 = -11688978.240571 nChanged 972 SP:Iteration 19Q (232.300525 sec): 3 clusters Score: Raw -11693490.129988 + Penalty 3751.651137 = -11689738.478851 nChanged 1126 SP:Iteration 20F (232.461983 sec): 3 clusters Score: Raw -11694477.798292 + Penalty 3751.651137 = -11690726.147155 nChanged 1197 SP:Iteration 21Q (232.605229 sec): 3 clusters Score: Raw -11695363.790445 + Penalty 3751.651137 = -11691612.139308 nChanged 1146 SP:Iteration 22Q (232.749745 sec): 3 clusters Score: Raw -11696044.490356 + Penalty 3751.651137 = -11692292.839219 nChanged 1018 SP:Iteration 23Q (232.893471 sec): 3 clusters Score: Raw -11696522.691318 + Penalty 3751.651137 = -11692771.040181 nChanged 861 SP:Iteration 24Q (233.036638 sec): 3 clusters Score: Raw -11696846.491780 + Penalty 3751.651137 = -11693094.840643 nChanged 709 SP:Iteration 25Q (233.179733 sec): 3 clusters Score: Raw -11697053.084622 + Penalty 3751.651137 = -11693301.433485 nChanged 545 SP:Iteration 26Q (233.323241 sec): 3 clusters Score: Raw -11697184.601175 + Penalty 3751.651137 = -11693432.950038 nChanged 419 SP:Iteration 27Q (233.467421 sec): 3 clusters Score: Raw -11697260.689930 + Penalty 3751.651137 = -11693509.038793 nChanged 348 SP:Iteration 28Q (233.611439 sec): 3 clusters Score: Raw -11697316.859690 + Penalty 3751.651137 = -11693565.208553 nChanged 285 SP:Iteration 29Q (233.755078 sec): 3 clusters Score: Raw -11697360.071248 + Penalty 3751.651137 = -11693608.420111 nChanged 236 SP:Iteration 30Q (233.897593 sec): 3 clusters Score: Raw -11697390.178612 + Penalty 3751.651137 = -11693638.527475 nChanged 211 SP:Iteration 31Q (234.040157 sec): 3 clusters Score: Raw -11697416.418801 + Penalty 3751.651137 = -11693664.767664 nChanged 186 SP:Iteration 32Q (234.183816 sec): 3 clusters Score: Raw -11697436.860156 + Penalty 3751.651137 = -11693685.209019 nChanged 173 SP:Iteration 33Q (234.328378 sec): 3 clusters Score: Raw -11697452.901014 + Penalty 3751.651137 = -11693701.249877 nChanged 152 SP:Iteration 34Q (234.473005 sec): 3 clusters Score: Raw -11697467.993448 + Penalty 3751.651137 = -11693716.342311 nChanged 136 SP:Iteration 35Q (234.616806 sec): 3 clusters Score: Raw -11697478.413497 + Penalty 3751.651137 = -11693726.762360 nChanged 126 SP:Iteration 36Q (234.760521 sec): 3 clusters Score: Raw -11697487.697950 + Penalty 3751.651137 = -11693736.046813 nChanged 142 SP:Iteration 37Q (234.903465 sec): 3 clusters Score: Raw -11697498.864974 + Penalty 3751.651137 = -11693747.213837 nChanged 124 SP:Iteration 38Q (235.046433 sec): 3 clusters Score: Raw -11697507.729538 + Penalty 3751.651137 = -11693756.078401 nChanged 113 SP:Iteration 39Q (235.188653 sec): 3 clusters Score: Raw -11697515.290213 + Penalty 3751.651137 = -11693763.639076 nChanged 106 SP:Iteration 40F (235.350257 sec): 3 clusters Score: Raw -11697537.632632 + Penalty 3751.651137 = -11693785.981495 nChanged 117 SP:Iteration 41Q (235.497075 sec): 3 clusters Score: Raw -11697546.631448 + Penalty 3751.651137 = -11693794.980311 nChanged 116 SP:Iteration 42Q (235.644145 sec): 3 clusters Score: Raw -11697554.088252 + Penalty 3751.651137 = -11693802.437115 nChanged 101 SP:Iteration 43Q (235.790986 sec): 3 clusters Score: Raw -11697560.132943 + Penalty 3751.651137 = -11693808.481806 nChanged 91 SP:Iteration 44Q (235.937728 sec): 3 clusters Score: Raw -11697565.759577 + Penalty 3751.651137 = -11693814.108440 nChanged 85 SP:Iteration 45Q (236.084493 sec): 3 clusters Score: Raw -11697571.359243 + Penalty 3751.651137 = -11693819.708106 nChanged 91 SP:Iteration 46Q (236.231324 sec): 3 clusters Score: Raw -11697577.371651 + Penalty 3751.651137 = -11693825.720514 nChanged 102 SP:Iteration 47Q (236.378106 sec): 3 clusters Score: Raw -11697585.182283 + Penalty 3751.651137 = -11693833.531146 nChanged 89 SP:Iteration 48Q (236.524865 sec): 3 clusters Score: Raw -11697591.570929 + Penalty 3751.651137 = -11693839.919792 nChanged 85 SP:Iteration 49Q (236.671445 sec): 3 clusters Score: Raw -11697597.791670 + Penalty 3751.651137 = -11693846.140533 nChanged 89 SP:Iteration 50Q (236.818191 sec): 3 clusters Score: Raw -11697604.379328 + Penalty 3751.651137 = -11693852.728191 nChanged 84 SP:Iteration 51Q (236.966055 sec): 3 clusters Score: Raw -11697610.278635 + Penalty 3751.651137 = -11693858.627498 nChanged 83 SP:Iteration 52Q (237.112715 sec): 3 clusters Score: Raw -11697616.131843 + Penalty 3751.651137 = -11693864.480706 nChanged 84 SP:Iteration 53Q (237.259441 sec): 3 clusters Score: Raw -11697622.261175 + Penalty 3751.651137 = -11693870.610037 nChanged 93 SP:Iteration 54Q (237.406073 sec): 3 clusters Score: Raw -11697628.879434 + Penalty 3751.651137 = -11693877.228297 nChanged 79 SP:Iteration 55Q (237.552843 sec): 3 clusters Score: Raw -11697634.254286 + Penalty 3751.651137 = -11693882.603149 nChanged 81 SP:Iteration 56Q (237.699482 sec): 3 clusters Score: Raw -11697640.280533 + Penalty 3751.651137 = -11693888.629396 nChanged 88 SP:Iteration 57Q (237.846391 sec): 3 clusters Score: Raw -11697646.697379 + Penalty 3751.651137 = -11693895.046242 nChanged 76 SP:Iteration 58Q (237.992774 sec): 3 clusters Score: Raw -11697651.499474 + Penalty 3751.651137 = -11693899.848337 nChanged 71 SP:Iteration 59Q (238.139231 sec): 3 clusters Score: Raw -11697655.268852 + Penalty 3751.651137 = -11693903.617715 nChanged 75 SP:Iteration 60F (238.301091 sec): 3 clusters Score: Raw -11697659.507434 + Penalty 3751.651137 = -11693907.856297 nChanged 63 SP:Iteration 61Q (238.448921 sec): 3 clusters Score: Raw -11697663.501042 + Penalty 3751.651137 = -11693911.849905 nChanged 77 SP:Iteration 62Q (238.596906 sec): 3 clusters Score: Raw -11697668.749908 + Penalty 3751.651137 = -11693917.098771 nChanged 74 SP:Iteration 63Q (238.745406 sec): 3 clusters Score: Raw -11697672.642919 + Penalty 3751.651137 = -11693920.991782 nChanged 65 SP:Iteration 64Q (238.894538 sec): 3 clusters Score: Raw -11697675.599982 + Penalty 3751.651137 = -11693923.948845 nChanged 72 SP:Iteration 65Q (239.043008 sec): 3 clusters Score: Raw -11697679.216292 + Penalty 3751.651137 = -11693927.565155 nChanged 58 SP:Iteration 66Q (239.192628 sec): 3 clusters Score: Raw -11697682.557163 + Penalty 3751.651137 = -11693930.906026 nChanged 65 SP:Iteration 67Q (239.341723 sec): 3 clusters Score: Raw -11697687.205984 + Penalty 3751.651137 = -11693935.554847 nChanged 76 SP:Iteration 68Q (239.491021 sec): 3 clusters Score: Raw -11697693.463885 + Penalty 3751.651137 = -11693941.812748 nChanged 93 SP:Iteration 69Q (239.640662 sec): 3 clusters Score: Raw -11697701.794813 + Penalty 3751.651137 = -11693950.143676 nChanged 115 SP:Iteration 70Q (239.789812 sec): 3 clusters Score: Raw -11697713.864167 + Penalty 3751.651137 = -11693962.213030 nChanged 122 SP:Iteration 71Q (239.938671 sec): 3 clusters Score: Raw -11697728.349585 + Penalty 3751.651137 = -11693976.698448 nChanged 149 SP:Iteration 72Q (240.097822 sec): 3 clusters Score: Raw -11697746.775640 + Penalty 3751.651137 = -11693995.124503 nChanged 146 SP:Iteration 73Q (240.244710 sec): 3 clusters Score: Raw -11697765.273958 + Penalty 3751.651137 = -11694013.622821 nChanged 153 SP:Iteration 74Q (240.409277 sec): 3 clusters Score: Raw -11697786.032912 + Penalty 3751.651137 = -11694034.381775 nChanged 168 SP:Iteration 75Q (240.571365 sec): 3 clusters Score: Raw -11697808.555101 + Penalty 3751.651137 = -11694056.903964 nChanged 170 SP:Iteration 76Q (240.756708 sec): 3 clusters Score: Raw -11697830.604818 + Penalty 3751.651137 = -11694078.953681 nChanged 166 SP:Iteration 77Q (240.954218 sec): 3 clusters Score: Raw -11697850.266949 + Penalty 3751.651137 = -11694098.615812 nChanged 158 SP:Iteration 78Q (241.103596 sec): 3 clusters Score: Raw -11697866.376850 + Penalty 3751.651137 = -11694114.725713 nChanged 154 SP:Iteration 79Q (241.251380 sec): 3 clusters Score: Raw -11697883.680807 + Penalty 3751.651137 = -11694132.029670 nChanged 145 SP:Iteration 80F (241.413422 sec): 3 clusters Score: Raw -11697896.944215 + Penalty 3751.651137 = -11694145.293078 nChanged 130 SP:Iteration 81Q (241.563517 sec): 3 clusters Score: Raw -11697909.221970 + Penalty 3751.651137 = -11694157.570833 nChanged 138 SP:Iteration 82Q (241.713310 sec): 3 clusters Score: Raw -11697921.133934 + Penalty 3751.651137 = -11694169.482797 nChanged 116 SP:Iteration 83Q (241.862521 sec): 3 clusters Score: Raw -11697929.850361 + Penalty 3751.651137 = -11694178.199224 nChanged 121 SP:Iteration 84Q (242.012681 sec): 3 clusters Score: Raw -11697938.863675 + Penalty 3751.651137 = -11694187.212538 nChanged 107 SP:Iteration 85Q (242.161865 sec): 3 clusters Score: Raw -11697945.910473 + Penalty 3751.651137 = -11694194.259336 nChanged 103 SP:Iteration 86Q (242.311206 sec): 3 clusters Score: Raw -11697951.949789 + Penalty 3751.651137 = -11694200.298652 nChanged 84 SP:Iteration 87Q (242.460155 sec): 3 clusters Score: Raw -11697955.852120 + Penalty 3751.651137 = -11694204.200983 nChanged 80 SP:Iteration 88Q (242.609215 sec): 3 clusters Score: Raw -11697960.537168 + Penalty 3751.651137 = -11694208.886031 nChanged 85 SP:Iteration 89Q (242.758288 sec): 3 clusters Score: Raw -11697964.878153 + Penalty 3751.651137 = -11694213.227016 nChanged 82 SP:Iteration 90Q (242.907033 sec): 3 clusters Score: Raw -11697969.530824 + Penalty 3751.651137 = -11694217.879687 nChanged 84 SP:Iteration 91Q (243.055714 sec): 3 clusters Score: Raw -11697974.495289 + Penalty 3751.651137 = -11694222.844152 nChanged 101 SP:Iteration 92Q (243.204444 sec): 3 clusters Score: Raw -11697980.455658 + Penalty 3751.651137 = -11694228.804521 nChanged 82 SP:Iteration 93Q (243.374739 sec): 3 clusters Score: Raw -11697984.202075 + Penalty 3751.651137 = -11694232.550938 nChanged 74 SP:Iteration 94Q (243.523396 sec): 3 clusters Score: Raw -11697987.432788 + Penalty 3751.651137 = -11694235.781651 nChanged 60 SP:Iteration 95Q (243.673351 sec): 3 clusters Score: Raw -11697989.802023 + Penalty 3751.651137 = -11694238.150886 nChanged 60 SP:Iteration 96Q (243.822220 sec): 3 clusters Score: Raw -11697991.819516 + Penalty 3751.651137 = -11694240.168379 nChanged 47 SP:Iteration 97Q (243.971645 sec): 3 clusters Score: Raw -11697993.356497 + Penalty 3751.651137 = -11694241.705360 nChanged 47 SP:Iteration 98Q (244.120132 sec): 3 clusters Score: Raw -11697995.192209 + Penalty 3751.651137 = -11694243.541072 nChanged 55 SP:Iteration 99Q (244.272867 sec): 3 clusters Score: Raw -11697997.500283 + Penalty 3751.651137 = -11694245.849146 nChanged 60 SP:Iteration 100F (244.435027 sec): 3 clusters Score: Raw -11697999.390216 + Penalty 3751.651137 = -11694247.739079 nChanged 51 SP:Iteration 101Q (244.586080 sec): 3 clusters Score: Raw -11698001.225001 + Penalty 3751.651137 = -11694249.573864 nChanged 43 SP:Iteration 102Q (244.737578 sec): 3 clusters Score: Raw -11698002.586759 + Penalty 3751.651137 = -11694250.935622 nChanged 38 SP:Iteration 103Q (244.888797 sec): 3 clusters Score: Raw -11698003.690914 + Penalty 3751.651137 = -11694252.039777 nChanged 29 SP:Iteration 104Q (245.040581 sec): 3 clusters Score: Raw -11698004.546104 + Penalty 3751.651137 = -11694252.894967 nChanged 34 SP:Iteration 105Q (245.191577 sec): 3 clusters Score: Raw -11698005.329535 + Penalty 3751.651137 = -11694253.678398 nChanged 20 SP:Iteration 106Q (245.341972 sec): 3 clusters Score: Raw -11698005.783060 + Penalty 3751.651137 = -11694254.131923 nChanged 23 SP:Iteration 107Q (245.491932 sec): 3 clusters Score: Raw -11698006.270894 + Penalty 3751.651137 = -11694254.619757 nChanged 21 SP:Iteration 108Q (245.641894 sec): 3 clusters Score: Raw -11698006.718144 + Penalty 3751.651137 = -11694255.067007 nChanged 17 SP:Iteration 109Q (245.791882 sec): 3 clusters Score: Raw -11698007.054454 + Penalty 3751.651137 = -11694255.403317 nChanged 21 SP:Iteration 110Q (245.941746 sec): 3 clusters Score: Raw -11698007.515475 + Penalty 3751.651137 = -11694255.864338 nChanged 19 SP:Iteration 111Q (246.091649 sec): 3 clusters Score: Raw -11698007.819299 + Penalty 3751.651137 = -11694256.168162 nChanged 12 SP:Iteration 112Q (246.241435 sec): 3 clusters Score: Raw -11698008.087578 + Penalty 3751.651137 = -11694256.436441 nChanged 17 SP:Iteration 113Q (246.391384 sec): 3 clusters Score: Raw -11698008.464163 + Penalty 3751.651137 = -11694256.813026 nChanged 18 SP:Iteration 114Q (246.541205 sec): 3 clusters Score: Raw -11698008.756482 + Penalty 3751.651137 = -11694257.105345 nChanged 9 SP:Iteration 115Q (246.691558 sec): 3 clusters Score: Raw -11698008.901955 + Penalty 3751.651137 = -11694257.250818 nChanged 9 SP:Iteration 116Q (246.841287 sec): 3 clusters Score: Raw -11698009.090543 + Penalty 3751.651137 = -11694257.439406 nChanged 6 SP:Iteration 117Q (246.991184 sec): 3 clusters Score: Raw -11698009.180949 + Penalty 3751.651137 = -11694257.529812 nChanged 7 SP:Iteration 118Q (247.140939 sec): 3 clusters Score: Raw -11698009.249803 + Penalty 3751.651137 = -11694257.598666 nChanged 4 SP:Iteration 119Q (247.290733 sec): 3 clusters Score: Raw -11698009.283011 + Penalty 3751.651137 = -11694257.631874 nChanged 2 SP:Iteration 120F (247.452560 sec): 3 clusters Score: Raw -11698009.296235 + Penalty 3751.651137 = -11694257.645098 nChanged 0 Score: Raw -82103020.747162 + Penalty 54942.766082 = -82048077.981079 Splitting cluster 14 changes total score from -81901664.583435 to -82048077.981079 So it's getting split into cluster 25. Trying to split cluster 16 (21225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (258.328019 sec): 2 clusters Score: Raw -2327781.185397 + Penalty 1618.976939 = -2326162.208458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.373193 sec): 3 clusters Score: Raw -2314961.751340 + Penalty 3237.953879 = -2311723.797462 nChanged 9587 SP:Iteration 1F (258.416245 sec): 3 clusters Score: Raw -2320215.373720 + Penalty 3237.953879 = -2316977.419841 nChanged 1032 SP:Iteration 2Q (258.460339 sec): 3 clusters Score: Raw -2320540.489777 + Penalty 3237.953879 = -2317302.535899 nChanged 864 SP:Iteration 3Q (258.504460 sec): 3 clusters Score: Raw -2320829.647797 + Penalty 3237.953879 = -2317591.693919 nChanged 793 SP:Iteration 4Q (258.548299 sec): 3 clusters Score: Raw -2321094.635185 + Penalty 3237.953879 = -2317856.681306 nChanged 783 SP:Iteration 5Q (258.614887 sec): 3 clusters Score: Raw -2321379.876994 + Penalty 3237.953879 = -2318141.923116 nChanged 824 SP:Iteration 6Q (258.682061 sec): 3 clusters Score: Raw -2321701.953155 + Penalty 3237.953879 = -2318463.999276 nChanged 918 SP:Iteration 7Q (258.725797 sec): 3 clusters Score: Raw -2322140.187599 + Penalty 3237.953879 = -2318902.233721 nChanged 1028 SP:Iteration 8Q (258.769650 sec): 3 clusters Score: Raw -2322739.171758 + Penalty 3237.953879 = -2319501.217879 nChanged 1172 SP:Iteration 9F (258.812558 sec): 3 clusters Score: Raw -2323533.033979 + Penalty 3237.953879 = -2320295.080101 nChanged 1312 SP:Iteration 10F (258.855654 sec): 3 clusters Score: Raw -2324572.496035 + Penalty 3237.953879 = -2321334.542157 nChanged 1261 SP:Iteration 11F (258.899160 sec): 3 clusters Score: Raw -2325670.441481 + Penalty 3237.953879 = -2322432.487602 nChanged 1021 SP:Iteration 12Q (258.941464 sec): 3 clusters Score: Raw -2326590.937784 + Penalty 3237.953879 = -2323352.983906 nChanged 670 SP:Iteration 13Q (258.982163 sec): 3 clusters Score: Raw -2327192.844313 + Penalty 3237.953879 = -2323954.890435 nChanged 431 SP:Iteration 14Q (259.022106 sec): 3 clusters Score: Raw -2327583.600931 + Penalty 3237.953879 = -2324345.647053 nChanged 217 SP:Iteration 15Q (259.060078 sec): 3 clusters Score: Raw -2327755.088438 + Penalty 3237.953879 = -2324517.134560 nChanged 131 SP:Iteration 16Q (259.096852 sec): 3 clusters Score: Raw -2327869.974882 + Penalty 3237.953879 = -2324632.021003 nChanged 79 SP:Iteration 17Q (259.133430 sec): 3 clusters Score: Raw -2327946.156813 + Penalty 3237.953879 = -2324708.202934 nChanged 68 SP:Iteration 18Q (259.169921 sec): 3 clusters Score: Raw -2327995.424844 + Penalty 3237.953879 = -2324757.470965 nChanged 42 SP:Iteration 19Q (259.206212 sec): 3 clusters Score: Raw -2328026.572273 + Penalty 3237.953879 = -2324788.618395 nChanged 34 SP:Iteration 20F (259.249115 sec): 3 clusters Score: Raw -2328051.650273 + Penalty 3237.953879 = -2324813.696395 nChanged 28 SP:Iteration 21Q (259.285212 sec): 3 clusters Score: Raw -2328074.724709 + Penalty 3237.953879 = -2324836.770831 nChanged 25 SP:Iteration 22Q (259.321217 sec): 3 clusters Score: Raw -2328089.303311 + Penalty 3237.953879 = -2324851.349432 nChanged 16 SP:Iteration 23Q (259.357332 sec): 3 clusters Score: Raw -2328100.342836 + Penalty 3237.953879 = -2324862.388958 nChanged 9 SP:Iteration 24Q (259.393532 sec): 3 clusters Score: Raw -2328107.954433 + Penalty 3237.953879 = -2324870.000555 nChanged 8 SP:Iteration 25Q (259.429376 sec): 3 clusters Score: Raw -2328112.726198 + Penalty 3237.953879 = -2324874.772319 nChanged 7 SP:Iteration 26Q (259.465402 sec): 3 clusters Score: Raw -2328118.595170 + Penalty 3237.953879 = -2324880.641292 nChanged 8 SP:Iteration 27Q (259.501199 sec): 3 clusters Score: Raw -2328126.105233 + Penalty 3237.953879 = -2324888.151355 nChanged 9 SP:Iteration 28Q (259.537103 sec): 3 clusters Score: Raw -2328132.636290 + Penalty 3237.953879 = -2324894.682412 nChanged 8 SP:Iteration 29Q (259.573191 sec): 3 clusters Score: Raw -2328135.992768 + Penalty 3237.953879 = -2324898.038889 nChanged 5 SP:Iteration 30Q (259.609242 sec): 3 clusters Score: Raw -2328143.146425 + Penalty 3237.953879 = -2324905.192546 nChanged 12 SP:Iteration 31Q (259.645186 sec): 3 clusters Score: Raw -2328152.841455 + Penalty 3237.953879 = -2324914.887576 nChanged 9 SP:Iteration 32Q (259.681179 sec): 3 clusters Score: Raw -2328159.959814 + Penalty 3237.953879 = -2324922.005935 nChanged 9 SP:Iteration 33Q (259.717221 sec): 3 clusters Score: Raw -2328165.868540 + Penalty 3237.953879 = -2324927.914662 nChanged 8 SP:Iteration 34Q (259.753835 sec): 3 clusters Score: Raw -2328169.295199 + Penalty 3237.953879 = -2324931.341320 nChanged 3 SP:Iteration 35Q (259.790104 sec): 3 clusters Score: Raw -2328170.167990 + Penalty 3237.953879 = -2324932.214111 nChanged 2 SP:Iteration 36Q (259.826050 sec): 3 clusters Score: Raw -2328170.988735 + Penalty 3237.953879 = -2324933.034856 nChanged 2 SP:Iteration 37Q (259.862671 sec): 3 clusters Score: Raw -2328171.990146 + Penalty 3237.953879 = -2324934.036267 nChanged 1 SP:Iteration 38Q (259.899134 sec): 3 clusters Score: Raw -2328172.444446 + Penalty 3237.953879 = -2324934.490568 nChanged 1 SP:Iteration 39Q (259.935463 sec): 3 clusters Score: Raw -2328172.960225 + Penalty 3237.953879 = -2324935.006346 nChanged 0 SP:Iteration 40F (259.978386 sec): 3 clusters Score: Raw -2328172.960225 + Penalty 3237.953879 = -2324935.006346 nChanged 0 Trying to split cluster 17 (223848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.317642 sec): 2 clusters Score: Raw -25485388.023461 + Penalty 2001.792411 = -25483386.231050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.660475 sec): 3 clusters Score: Raw -25336924.597865 + Penalty 4003.584822 = -25332921.013043 nChanged 108660 SP:Iteration 1F (260.998005 sec): 3 clusters Score: Raw -25401664.618368 + Penalty 4003.584822 = -25397661.033546 nChanged 7235 SP:Iteration 2Q (261.361975 sec): 3 clusters Score: Raw -25403587.098937 + Penalty 4003.584822 = -25399583.514115 nChanged 8075 SP:Iteration 3Q (261.725901 sec): 3 clusters Score: Raw -25406292.557740 + Penalty 4003.584822 = -25402288.972918 nChanged 9579 SP:Iteration 4Q (262.088175 sec): 3 clusters Score: Raw -25410493.678953 + Penalty 4003.584822 = -25406490.094131 nChanged 11644 SP:Iteration 5F (262.424235 sec): 3 clusters Score: Raw -25417094.020170 + Penalty 4003.584822 = -25413090.435349 nChanged 13946 SP:Iteration 6F (262.760826 sec): 3 clusters Score: Raw -25427053.708104 + Penalty 4003.584822 = -25423050.123282 nChanged 15669 SP:Iteration 7F (263.097625 sec): 3 clusters Score: Raw -25439526.688840 + Penalty 4003.584822 = -25435523.104018 nChanged 15700 SP:Iteration 8F (263.436849 sec): 3 clusters Score: Raw -25451494.252182 + Penalty 4003.584822 = -25447490.667361 nChanged 13390 SP:Iteration 9F (263.778101 sec): 3 clusters Score: Raw -25459669.190560 + Penalty 4003.584822 = -25455665.605739 nChanged 9590 SP:Iteration 10Q (264.132642 sec): 3 clusters Score: Raw -25463530.617822 + Penalty 4003.584822 = -25459527.033000 nChanged 5932 SP:Iteration 11Q (264.496102 sec): 3 clusters Score: Raw -25465138.899608 + Penalty 4003.584822 = -25461135.314786 nChanged 3814 SP:Iteration 12Q (264.859250 sec): 3 clusters Score: Raw -25465990.119123 + Penalty 4003.584822 = -25461986.534301 nChanged 2942 SP:Iteration 13Q (265.204696 sec): 3 clusters Score: Raw -25466608.751466 + Penalty 4003.584822 = -25462605.166644 nChanged 2679 SP:Iteration 14Q (265.548601 sec): 3 clusters Score: Raw -25467171.097279 + Penalty 4003.584822 = -25463167.512457 nChanged 2542 SP:Iteration 15Q (265.890740 sec): 3 clusters Score: Raw -25467701.312976 + Penalty 4003.584822 = -25463697.728154 nChanged 2484 SP:Iteration 16Q (266.233048 sec): 3 clusters Score: Raw -25468224.534217 + Penalty 4003.584822 = -25464220.949395 nChanged 2465 SP:Iteration 17Q (266.576328 sec): 3 clusters Score: Raw -25468731.489421 + Penalty 4003.584822 = -25464727.904599 nChanged 2430 SP:Iteration 18Q (266.921976 sec): 3 clusters Score: Raw -25469225.186727 + Penalty 4003.584822 = -25465221.601905 nChanged 2417 SP:Iteration 19Q (267.267689 sec): 3 clusters Score: Raw -25469718.227920 + Penalty 4003.584822 = -25465714.643098 nChanged 2377 SP:Iteration 20F (267.608342 sec): 3 clusters Score: Raw -25470197.863567 + Penalty 4003.584822 = -25466194.278745 nChanged 2351 SP:Iteration 21Q (267.957374 sec): 3 clusters Score: Raw -25470686.586540 + Penalty 4003.584822 = -25466683.001718 nChanged 2382 SP:Iteration 22Q (268.304558 sec): 3 clusters Score: Raw -25471151.902963 + Penalty 4003.584822 = -25467148.318141 nChanged 2261 SP:Iteration 23Q (268.648723 sec): 3 clusters Score: Raw -25471567.878388 + Penalty 4003.584822 = -25467564.293566 nChanged 2119 SP:Iteration 24Q (268.995387 sec): 3 clusters Score: Raw -25471946.480414 + Penalty 4003.584822 = -25467942.895592 nChanged 2035 SP:Iteration 25Q (269.342688 sec): 3 clusters Score: Raw -25472288.174914 + Penalty 4003.584822 = -25468284.590092 nChanged 1978 SP:Iteration 26Q (269.689105 sec): 3 clusters Score: Raw -25472616.452847 + Penalty 4003.584822 = -25468612.868025 nChanged 1938 SP:Iteration 27Q (270.035384 sec): 3 clusters Score: Raw -25472945.363892 + Penalty 4003.584822 = -25468941.779070 nChanged 1914 SP:Iteration 28Q (270.416613 sec): 3 clusters Score: Raw -25473290.413284 + Penalty 4003.584822 = -25469286.828463 nChanged 1926 SP:Iteration 29Q (270.778024 sec): 3 clusters Score: Raw -25473686.692906 + Penalty 4003.584822 = -25469683.108084 nChanged 2044 SP:Iteration 30Q (271.119560 sec): 3 clusters Score: Raw -25474171.862282 + Penalty 4003.584822 = -25470168.277460 nChanged 2186 SP:Iteration 31Q (271.460324 sec): 3 clusters Score: Raw -25474804.588826 + Penalty 4003.584822 = -25470801.004004 nChanged 2416 SP:Iteration 32Q (271.800806 sec): 3 clusters Score: Raw -25475670.274494 + Penalty 4003.584822 = -25471666.689672 nChanged 2663 SP:Iteration 33Q (272.139292 sec): 3 clusters Score: Raw -25476789.270334 + Penalty 4003.584822 = -25472785.685512 nChanged 2925 SP:Iteration 34Q (272.478428 sec): 3 clusters Score: Raw -25478109.256539 + Penalty 4003.584822 = -25474105.671717 nChanged 3049 SP:Iteration 35Q (272.814699 sec): 3 clusters Score: Raw -25479378.898859 + Penalty 4003.584822 = -25475375.314037 nChanged 2923 SP:Iteration 36Q (273.147736 sec): 3 clusters Score: Raw -25480453.151956 + Penalty 4003.584822 = -25476449.567134 nChanged 2661 SP:Iteration 37Q (273.479335 sec): 3 clusters Score: Raw -25481320.084487 + Penalty 4003.584822 = -25477316.499665 nChanged 2390 SP:Iteration 38Q (273.808329 sec): 3 clusters Score: Raw -25482019.955509 + Penalty 4003.584822 = -25478016.370687 nChanged 2204 SP:Iteration 39Q (274.135095 sec): 3 clusters Score: Raw -25482585.257162 + Penalty 4003.584822 = -25478581.672340 nChanged 2029 SP:Iteration 40F (274.471205 sec): 3 clusters Score: Raw -25483069.707527 + Penalty 4003.584822 = -25479066.122705 nChanged 1876 SP:Iteration 41Q (274.799799 sec): 3 clusters Score: Raw -25483464.401728 + Penalty 4003.584822 = -25479460.816906 nChanged 1716 SP:Iteration 42Q (275.125545 sec): 3 clusters Score: Raw -25483804.988849 + Penalty 4003.584822 = -25479801.404027 nChanged 1681 SP:Iteration 43Q (275.448839 sec): 3 clusters Score: Raw -25484122.735483 + Penalty 4003.584822 = -25480119.150661 nChanged 1603 SP:Iteration 44Q (275.769942 sec): 3 clusters Score: Raw -25484403.241123 + Penalty 4003.584822 = -25480399.656301 nChanged 1484 SP:Iteration 45Q (276.088860 sec): 3 clusters Score: Raw -25484653.826306 + Penalty 4003.584822 = -25480650.241484 nChanged 1450 SP:Iteration 46Q (276.405653 sec): 3 clusters Score: Raw -25484893.695996 + Penalty 4003.584822 = -25480890.111174 nChanged 1383 SP:Iteration 47Q (276.722277 sec): 3 clusters Score: Raw -25485108.701754 + Penalty 4003.584822 = -25481105.116932 nChanged 1296 SP:Iteration 48Q (277.035968 sec): 3 clusters Score: Raw -25485307.212847 + Penalty 4003.584822 = -25481303.628025 nChanged 1255 SP:Iteration 49Q (277.348249 sec): 3 clusters Score: Raw -25485489.497100 + Penalty 4003.584822 = -25481485.912278 nChanged 1148 SP:Iteration 50Q (277.659122 sec): 3 clusters Score: Raw -25485644.229423 + Penalty 4003.584822 = -25481640.644601 nChanged 1073 SP:Iteration 51Q (277.969833 sec): 3 clusters Score: Raw -25485778.595348 + Penalty 4003.584822 = -25481775.010526 nChanged 990 SP:Iteration 52Q (278.279117 sec): 3 clusters Score: Raw -25485896.839455 + Penalty 4003.584822 = -25481893.254633 nChanged 941 SP:Iteration 53Q (278.587317 sec): 3 clusters Score: Raw -25486004.634222 + Penalty 4003.584822 = -25482001.049400 nChanged 857 SP:Iteration 54Q (278.894581 sec): 3 clusters Score: Raw -25486096.667647 + Penalty 4003.584822 = -25482093.082825 nChanged 795 SP:Iteration 55Q (279.200711 sec): 3 clusters Score: Raw -25486183.132492 + Penalty 4003.584822 = -25482179.547670 nChanged 807 SP:Iteration 56Q (279.505905 sec): 3 clusters Score: Raw -25486269.167802 + Penalty 4003.584822 = -25482265.582980 nChanged 774 SP:Iteration 57Q (279.811041 sec): 3 clusters Score: Raw -25486349.035544 + Penalty 4003.584822 = -25482345.450722 nChanged 754 SP:Iteration 58Q (280.115217 sec): 3 clusters Score: Raw -25486422.044715 + Penalty 4003.584822 = -25482418.459893 nChanged 695 SP:Iteration 59Q (280.418654 sec): 3 clusters Score: Raw -25486486.412574 + Penalty 4003.584822 = -25482482.827752 nChanged 656 SP:Iteration 60F (280.755994 sec): 3 clusters Score: Raw -25486544.247405 + Penalty 4003.584822 = -25482540.662583 nChanged 630 SP:Iteration 61Q (281.066574 sec): 3 clusters Score: Raw -25486603.003694 + Penalty 4003.584822 = -25482599.418872 nChanged 635 SP:Iteration 62Q (281.376119 sec): 3 clusters Score: Raw -25486662.236042 + Penalty 4003.584822 = -25482658.651220 nChanged 610 SP:Iteration 63Q (281.684728 sec): 3 clusters Score: Raw -25486719.495965 + Penalty 4003.584822 = -25482715.911143 nChanged 625 SP:Iteration 64Q (281.993145 sec): 3 clusters Score: Raw -25486780.261090 + Penalty 4003.584822 = -25482776.676268 nChanged 585 SP:Iteration 65Q (282.298519 sec): 3 clusters Score: Raw -25486834.329099 + Penalty 4003.584822 = -25482830.744277 nChanged 556 SP:Iteration 66Q (282.605516 sec): 3 clusters Score: Raw -25486882.778121 + Penalty 4003.584822 = -25482879.193299 nChanged 542 SP:Iteration 67Q (282.912211 sec): 3 clusters Score: Raw -25486929.172728 + Penalty 4003.584822 = -25482925.587906 nChanged 515 SP:Iteration 68Q (283.218755 sec): 3 clusters Score: Raw -25486972.679553 + Penalty 4003.584822 = -25482969.094731 nChanged 489 SP:Iteration 69Q (283.524068 sec): 3 clusters Score: Raw -25487010.878723 + Penalty 4003.584822 = -25483007.293901 nChanged 465 SP:Iteration 70Q (283.829490 sec): 3 clusters Score: Raw -25487046.580590 + Penalty 4003.584822 = -25483042.995768 nChanged 458 SP:Iteration 71Q (284.134491 sec): 3 clusters Score: Raw -25487080.179727 + Penalty 4003.584822 = -25483076.594905 nChanged 430 SP:Iteration 72Q (284.438966 sec): 3 clusters Score: Raw -25487108.857426 + Penalty 4003.584822 = -25483105.272604 nChanged 375 SP:Iteration 73Q (284.743939 sec): 3 clusters Score: Raw -25487132.009201 + Penalty 4003.584822 = -25483128.424379 nChanged 347 SP:Iteration 74Q (285.046479 sec): 3 clusters Score: Raw -25487153.705206 + Penalty 4003.584822 = -25483150.120384 nChanged 341 SP:Iteration 75Q (285.350470 sec): 3 clusters Score: Raw -25487174.960146 + Penalty 4003.584822 = -25483171.375324 nChanged 339 SP:Iteration 76Q (285.655029 sec): 3 clusters Score: Raw -25487196.791331 + Penalty 4003.584822 = -25483193.206509 nChanged 357 SP:Iteration 77Q (285.958076 sec): 3 clusters Score: Raw -25487221.215256 + Penalty 4003.584822 = -25483217.630434 nChanged 380 SP:Iteration 78Q (286.260708 sec): 3 clusters Score: Raw -25487247.663539 + Penalty 4003.584822 = -25483244.078717 nChanged 376 SP:Iteration 79Q (286.563325 sec): 3 clusters Score: Raw -25487273.009737 + Penalty 4003.584822 = -25483269.424915 nChanged 360 SP:Iteration 80F (286.897932 sec): 3 clusters Score: Raw -25487294.542276 + Penalty 4003.584822 = -25483290.957454 nChanged 305 SP:Iteration 81Q (287.202246 sec): 3 clusters Score: Raw -25487312.536983 + Penalty 4003.584822 = -25483308.952161 nChanged 298 SP:Iteration 82Q (287.506558 sec): 3 clusters Score: Raw -25487330.288135 + Penalty 4003.584822 = -25483326.703313 nChanged 311 SP:Iteration 83Q (287.810950 sec): 3 clusters Score: Raw -25487348.859100 + Penalty 4003.584822 = -25483345.274279 nChanged 295 SP:Iteration 84Q (288.114351 sec): 3 clusters Score: Raw -25487365.349977 + Penalty 4003.584822 = -25483361.765155 nChanged 281 SP:Iteration 85Q (288.414739 sec): 3 clusters Score: Raw -25487379.869308 + Penalty 4003.584822 = -25483376.284486 nChanged 230 SP:Iteration 86Q (288.716754 sec): 3 clusters Score: Raw -25487390.600844 + Penalty 4003.584822 = -25483387.016023 nChanged 222 SP:Iteration 87Q (289.018671 sec): 3 clusters Score: Raw -25487400.217487 + Penalty 4003.584822 = -25483396.632665 nChanged 212 SP:Iteration 88Q (289.320451 sec): 3 clusters Score: Raw -25487409.687971 + Penalty 4003.584822 = -25483406.103149 nChanged 200 SP:Iteration 89Q (289.622085 sec): 3 clusters Score: Raw -25487418.251190 + Penalty 4003.584822 = -25483414.666368 nChanged 203 SP:Iteration 90Q (289.923447 sec): 3 clusters Score: Raw -25487427.467013 + Penalty 4003.584822 = -25483423.882191 nChanged 203 SP:Iteration 91Q (290.224385 sec): 3 clusters Score: Raw -25487437.608638 + Penalty 4003.584822 = -25483434.023816 nChanged 232 SP:Iteration 92Q (290.525697 sec): 3 clusters Score: Raw -25487449.578664 + Penalty 4003.584822 = -25483445.993842 nChanged 210 SP:Iteration 93Q (290.826809 sec): 3 clusters Score: Raw -25487459.537207 + Penalty 4003.584822 = -25483455.952385 nChanged 195 SP:Iteration 94Q (291.127575 sec): 3 clusters Score: Raw -25487468.916718 + Penalty 4003.584822 = -25483465.331896 nChanged 216 SP:Iteration 95Q (291.427746 sec): 3 clusters Score: Raw -25487479.904026 + Penalty 4003.584822 = -25483476.319204 nChanged 216 SP:Iteration 96Q (291.728208 sec): 3 clusters Score: Raw -25487490.689905 + Penalty 4003.584822 = -25483487.105084 nChanged 213 SP:Iteration 97Q (292.028354 sec): 3 clusters Score: Raw -25487501.913091 + Penalty 4003.584822 = -25483498.328269 nChanged 199 SP:Iteration 98Q (292.328311 sec): 3 clusters Score: Raw -25487510.946501 + Penalty 4003.584822 = -25483507.361679 nChanged 165 SP:Iteration 99Q (292.627984 sec): 3 clusters Score: Raw -25487517.664880 + Penalty 4003.584822 = -25483514.080058 nChanged 148 SP:Iteration 100F (292.964533 sec): 3 clusters Score: Raw -25487522.945943 + Penalty 4003.584822 = -25483519.361121 nChanged 132 SP:Iteration 101Q (293.286198 sec): 3 clusters Score: Raw -25487527.204676 + Penalty 4003.584822 = -25483523.619854 nChanged 121 SP:Iteration 102Q (293.585922 sec): 3 clusters Score: Raw -25487531.695643 + Penalty 4003.584822 = -25483528.110821 nChanged 124 SP:Iteration 103Q (293.906384 sec): 3 clusters Score: Raw -25487535.886256 + Penalty 4003.584822 = -25483532.301434 nChanged 116 SP:Iteration 104Q (294.205598 sec): 3 clusters Score: Raw -25487539.378068 + Penalty 4003.584822 = -25483535.793246 nChanged 98 SP:Iteration 105Q (294.504586 sec): 3 clusters Score: Raw -25487542.106022 + Penalty 4003.584822 = -25483538.521200 nChanged 99 SP:Iteration 106Q (294.803333 sec): 3 clusters Score: Raw -25487544.751564 + Penalty 4003.584822 = -25483541.166742 nChanged 92 SP:Iteration 107Q (295.102211 sec): 3 clusters Score: Raw -25487547.152879 + Penalty 4003.584822 = -25483543.568057 nChanged 82 SP:Iteration 108Q (295.400461 sec): 3 clusters Score: Raw -25487549.399434 + Penalty 4003.584822 = -25483545.814612 nChanged 85 SP:Iteration 109Q (295.699064 sec): 3 clusters Score: Raw -25487552.231416 + Penalty 4003.584822 = -25483548.646594 nChanged 95 SP:Iteration 110Q (295.997483 sec): 3 clusters Score: Raw -25487555.348405 + Penalty 4003.584822 = -25483551.763583 nChanged 114 SP:Iteration 111Q (296.296636 sec): 3 clusters Score: Raw -25487559.255371 + Penalty 4003.584822 = -25483555.670549 nChanged 126 SP:Iteration 112Q (296.595135 sec): 3 clusters Score: Raw -25487563.686943 + Penalty 4003.584822 = -25483560.102121 nChanged 128 SP:Iteration 113Q (296.894340 sec): 3 clusters Score: Raw -25487568.200475 + Penalty 4003.584822 = -25483564.615653 nChanged 116 SP:Iteration 114Q (297.191931 sec): 3 clusters Score: Raw -25487572.302827 + Penalty 4003.584822 = -25483568.718005 nChanged 126 SP:Iteration 115Q (297.489665 sec): 3 clusters Score: Raw -25487576.759072 + Penalty 4003.584822 = -25483573.174250 nChanged 112 SP:Iteration 116Q (297.787066 sec): 3 clusters Score: Raw -25487580.303326 + Penalty 4003.584822 = -25483576.718505 nChanged 110 SP:Iteration 117Q (298.084912 sec): 3 clusters Score: Raw -25487583.975166 + Penalty 4003.584822 = -25483580.390344 nChanged 119 SP:Iteration 118Q (298.383424 sec): 3 clusters Score: Raw -25487588.042436 + Penalty 4003.584822 = -25483584.457614 nChanged 105 SP:Iteration 119Q (298.680859 sec): 3 clusters Score: Raw -25487591.341722 + Penalty 4003.584822 = -25483587.756900 nChanged 106 SP:Iteration 120F (299.018071 sec): 3 clusters Score: Raw -25487594.177859 + Penalty 4003.584822 = -25483590.593037 nChanged 89 SP:Iteration 121Q (299.316777 sec): 3 clusters Score: Raw -25487596.653475 + Penalty 4003.584822 = -25483593.068653 nChanged 78 SP:Iteration 122Q (299.615436 sec): 3 clusters Score: Raw -25487599.009707 + Penalty 4003.584822 = -25483595.424885 nChanged 78 SP:Iteration 123Q (299.926379 sec): 3 clusters Score: Raw -25487601.209228 + Penalty 4003.584822 = -25483597.624406 nChanged 78 SP:Iteration 124Q (300.227404 sec): 3 clusters Score: Raw -25487603.302005 + Penalty 4003.584822 = -25483599.717183 nChanged 65 SP:Iteration 125Q (300.526120 sec): 3 clusters Score: Raw -25487604.846188 + Penalty 4003.584822 = -25483601.261366 nChanged 59 SP:Iteration 126Q (300.824538 sec): 3 clusters Score: Raw -25487606.124456 + Penalty 4003.584822 = -25483602.539634 nChanged 57 SP:Iteration 127Q (301.122088 sec): 3 clusters Score: Raw -25487607.450703 + Penalty 4003.584822 = -25483603.865881 nChanged 60 SP:Iteration 128Q (301.419766 sec): 3 clusters Score: Raw -25487608.970023 + Penalty 4003.584822 = -25483605.385201 nChanged 62 SP:Iteration 129Q (301.718143 sec): 3 clusters Score: Raw -25487610.299704 + Penalty 4003.584822 = -25483606.714882 nChanged 46 SP:Iteration 130Q (302.014572 sec): 3 clusters Score: Raw -25487611.358555 + Penalty 4003.584822 = -25483607.773734 nChanged 47 SP:Iteration 131Q (302.311065 sec): 3 clusters Score: Raw -25487612.722540 + Penalty 4003.584822 = -25483609.137718 nChanged 57 SP:Iteration 132Q (302.608169 sec): 3 clusters Score: Raw -25487614.209933 + Penalty 4003.584822 = -25483610.625111 nChanged 66 SP:Iteration 133Q (302.940339 sec): 3 clusters Score: Raw -25487615.868478 + Penalty 4003.584822 = -25483612.283656 nChanged 82 SP:Iteration 134Q (303.250158 sec): 3 clusters Score: Raw -25487618.186824 + Penalty 4003.584822 = -25483614.602002 nChanged 85 SP:Iteration 135Q (303.547252 sec): 3 clusters Score: Raw -25487620.877967 + Penalty 4003.584822 = -25483617.293145 nChanged 82 SP:Iteration 136Q (303.843522 sec): 3 clusters Score: Raw -25487623.082575 + Penalty 4003.584822 = -25483619.497753 nChanged 76 SP:Iteration 137Q (304.139508 sec): 3 clusters Score: Raw -25487625.252245 + Penalty 4003.584822 = -25483621.667423 nChanged 70 SP:Iteration 138Q (304.436765 sec): 3 clusters Score: Raw -25487627.165599 + Penalty 4003.584822 = -25483623.580777 nChanged 69 SP:Iteration 139Q (304.734374 sec): 3 clusters Score: Raw -25487629.187285 + Penalty 4003.584822 = -25483625.602463 nChanged 76 SP:Iteration 140F (305.071061 sec): 3 clusters Score: Raw -25487631.349366 + Penalty 4003.584822 = -25483627.764544 nChanged 80 SP:Iteration 141Q (305.367962 sec): 3 clusters Score: Raw -25487633.774504 + Penalty 4003.584822 = -25483630.189682 nChanged 82 SP:Iteration 142Q (305.665123 sec): 3 clusters Score: Raw -25487636.240645 + Penalty 4003.584822 = -25483632.655823 nChanged 71 SP:Iteration 143Q (305.961598 sec): 3 clusters Score: Raw -25487638.157548 + Penalty 4003.584822 = -25483634.572726 nChanged 66 SP:Iteration 144Q (306.259045 sec): 3 clusters Score: Raw -25487639.860021 + Penalty 4003.584822 = -25483636.275199 nChanged 53 SP:Iteration 145Q (306.556462 sec): 3 clusters Score: Raw -25487641.121652 + Penalty 4003.584822 = -25483637.536830 nChanged 51 SP:Iteration 146Q (306.852488 sec): 3 clusters Score: Raw -25487642.311063 + Penalty 4003.584822 = -25483638.726241 nChanged 52 SP:Iteration 147Q (307.148877 sec): 3 clusters Score: Raw -25487643.438697 + Penalty 4003.584822 = -25483639.853875 nChanged 51 SP:Iteration 148Q (307.446341 sec): 3 clusters Score: Raw -25487644.524993 + Penalty 4003.584822 = -25483640.940171 nChanged 34 SP:Iteration 149Q (307.743767 sec): 3 clusters Score: Raw -25487645.122923 + Penalty 4003.584822 = -25483641.538101 nChanged 16 SP:Iteration 150Q (308.063963 sec): 3 clusters Score: Raw -25487645.335321 + Penalty 4003.584822 = -25483641.750500 nChanged 17 SP:Iteration 151Q (308.395172 sec): 3 clusters Score: Raw -25487645.584081 + Penalty 4003.584822 = -25483641.999259 nChanged 14 SP:Iteration 152Q (308.719159 sec): 3 clusters Score: Raw -25487645.807284 + Penalty 4003.584822 = -25483642.222462 nChanged 20 SP:Iteration 153Q (309.012334 sec): 3 clusters Score: Raw -25487646.180313 + Penalty 4003.584822 = -25483642.595491 nChanged 16 SP:Iteration 154Q (309.307901 sec): 3 clusters Score: Raw -25487646.490153 + Penalty 4003.584822 = -25483642.905331 nChanged 25 SP:Iteration 155Q (309.605420 sec): 3 clusters Score: Raw -25487646.942334 + Penalty 4003.584822 = -25483643.357512 nChanged 22 SP:Iteration 156Q (309.902069 sec): 3 clusters Score: Raw -25487647.270083 + Penalty 4003.584822 = -25483643.685261 nChanged 15 SP:Iteration 157Q (310.197575 sec): 3 clusters Score: Raw -25487647.492641 + Penalty 4003.584822 = -25483643.907819 nChanged 19 SP:Iteration 158Q (310.493750 sec): 3 clusters Score: Raw -25487647.830497 + Penalty 4003.584822 = -25483644.245675 nChanged 16 SP:Iteration 159Q (310.790710 sec): 3 clusters Score: Raw -25487648.250105 + Penalty 4003.584822 = -25483644.665283 nChanged 27 SP:Iteration 160F (311.127755 sec): 3 clusters Score: Raw -25487648.858122 + Penalty 4003.584822 = -25483645.273300 nChanged 30 SP:Iteration 161Q (311.423951 sec): 3 clusters Score: Raw -25487649.412136 + Penalty 4003.584822 = -25483645.827314 nChanged 22 SP:Iteration 162Q (311.719626 sec): 3 clusters Score: Raw -25487649.902767 + Penalty 4003.584822 = -25483646.317945 nChanged 27 SP:Iteration 163Q (312.015073 sec): 3 clusters Score: Raw -25487650.460204 + Penalty 4003.584822 = -25483646.875382 nChanged 27 SP:Iteration 164Q (312.311848 sec): 3 clusters Score: Raw -25487650.918957 + Penalty 4003.584822 = -25483647.334135 nChanged 22 SP:Iteration 165Q (312.607989 sec): 3 clusters Score: Raw -25487651.238922 + Penalty 4003.584822 = -25483647.654100 nChanged 20 SP:Iteration 166Q (312.904948 sec): 3 clusters Score: Raw -25487651.533216 + Penalty 4003.584822 = -25483647.948394 nChanged 18 SP:Iteration 167Q (313.200301 sec): 3 clusters Score: Raw -25487651.836274 + Penalty 4003.584822 = -25483648.251452 nChanged 16 SP:Iteration 168Q (313.495619 sec): 3 clusters Score: Raw -25487652.085489 + Penalty 4003.584822 = -25483648.500667 nChanged 19 SP:Iteration 169Q (313.791013 sec): 3 clusters Score: Raw -25487652.350726 + Penalty 4003.584822 = -25483648.765904 nChanged 19 SP:Iteration 170Q (314.086351 sec): 3 clusters Score: Raw -25487652.603492 + Penalty 4003.584822 = -25483649.018670 nChanged 16 SP:Iteration 171Q (314.381646 sec): 3 clusters Score: Raw -25487652.853383 + Penalty 4003.584822 = -25483649.268561 nChanged 17 SP:Iteration 172Q (314.677570 sec): 3 clusters Score: Raw -25487653.083519 + Penalty 4003.584822 = -25483649.498697 nChanged 11 SP:Iteration 173Q (314.973201 sec): 3 clusters Score: Raw -25487653.197154 + Penalty 4003.584822 = -25483649.612332 nChanged 11 SP:Iteration 174Q (315.270153 sec): 3 clusters Score: Raw -25487653.305206 + Penalty 4003.584822 = -25483649.720385 nChanged 13 SP:Iteration 175Q (315.568803 sec): 3 clusters Score: Raw -25487653.539223 + Penalty 4003.584822 = -25483649.954402 nChanged 13 SP:Iteration 176Q (315.864939 sec): 3 clusters Score: Raw -25487653.745189 + Penalty 4003.584822 = -25483650.160367 nChanged 9 SP:Iteration 177Q (316.161593 sec): 3 clusters Score: Raw -25487653.834499 + Penalty 4003.584822 = -25483650.249677 nChanged 9 SP:Iteration 178Q (316.457610 sec): 3 clusters Score: Raw -25487653.925064 + Penalty 4003.584822 = -25483650.340242 nChanged 5 SP:Iteration 179Q (316.752611 sec): 3 clusters Score: Raw -25487653.993230 + Penalty 4003.584822 = -25483650.408409 nChanged 6 SP:Iteration 180F (317.089704 sec): 3 clusters Score: Raw -25487654.061407 + Penalty 4003.584822 = -25483650.476585 nChanged 10 SP:Iteration 181Q (317.384831 sec): 3 clusters Score: Raw -25487654.172636 + Penalty 4003.584822 = -25483650.587814 nChanged 6 SP:Iteration 182Q (317.681189 sec): 3 clusters Score: Raw -25487654.236402 + Penalty 4003.584822 = -25483650.651580 nChanged 5 SP:Iteration 183Q (317.977575 sec): 3 clusters Score: Raw -25487654.287588 + Penalty 4003.584822 = -25483650.702766 nChanged 3 SP:Iteration 184Q (318.274663 sec): 3 clusters Score: Raw -25487654.322919 + Penalty 4003.584822 = -25483650.738097 nChanged 6 SP:Iteration 185Q (318.571361 sec): 3 clusters Score: Raw -25487654.373084 + Penalty 4003.584822 = -25483650.788262 nChanged 6 SP:Iteration 186Q (318.867783 sec): 3 clusters Score: Raw -25487654.417642 + Penalty 4003.584822 = -25483650.832820 nChanged 6 SP:Iteration 187Q (319.163114 sec): 3 clusters Score: Raw -25487654.470406 + Penalty 4003.584822 = -25483650.885584 nChanged 1 SP:Iteration 188Q (319.459918 sec): 3 clusters Score: Raw -25487654.477021 + Penalty 4003.584822 = -25483650.892199 nChanged 1 SP:Iteration 189Q (319.756486 sec): 3 clusters Score: Raw -25487654.482651 + Penalty 4003.584822 = -25483650.897830 nChanged 2 SP:Iteration 190Q (320.052050 sec): 3 clusters Score: Raw -25487654.507557 + Penalty 4003.584822 = -25483650.922735 nChanged 3 SP:Iteration 191Q (320.347688 sec): 3 clusters Score: Raw -25487654.533158 + Penalty 4003.584822 = -25483650.948336 nChanged 1 SP:Iteration 192Q (320.646967 sec): 3 clusters Score: Raw -25487654.542129 + Penalty 4003.584822 = -25483650.957307 nChanged 1 SP:Iteration 193Q (320.943016 sec): 3 clusters Score: Raw -25487654.566374 + Penalty 4003.584822 = -25483650.981552 nChanged 1 SP:Iteration 194Q (321.239075 sec): 3 clusters Score: Raw -25487654.575682 + Penalty 4003.584822 = -25483650.990860 nChanged 1 SP:Iteration 195Q (321.534489 sec): 3 clusters Score: Raw -25487654.589357 + Penalty 4003.584822 = -25483651.004535 nChanged 1 SP:Iteration 196Q (321.831273 sec): 3 clusters Score: Raw -25487654.597256 + Penalty 4003.584822 = -25483651.012434 nChanged 0 SP:Iteration 197F (322.169740 sec): 3 clusters Score: Raw -25487654.597256 + Penalty 4003.584822 = -25483651.012434 nChanged 0 Score: Raw -82105287.320956 + Penalty 57140.476726 = -82048146.844230 Splitting cluster 17 changes total score from -81901664.583435 to -82048146.844230 So it's getting split into cluster 26. Trying to split cluster 18 (81065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.648504 sec): 2 clusters Score: Raw -8949071.645546 + Penalty 1836.738569 = -8947234.906977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.781120 sec): 3 clusters Score: Raw -8896469.093044 + Penalty 3673.477139 = -8892795.615905 nChanged 38624 SP:Iteration 1F (333.911974 sec): 3 clusters Score: Raw -8919467.642824 + Penalty 3673.477139 = -8915794.165685 nChanged 3238 SP:Iteration 2Q (334.051314 sec): 3 clusters Score: Raw -8920619.975997 + Penalty 3673.477139 = -8916946.498858 nChanged 3687 SP:Iteration 3Q (334.190657 sec): 3 clusters Score: Raw -8922227.060200 + Penalty 3673.477139 = -8918553.583061 nChanged 4370 SP:Iteration 4F (334.321404 sec): 3 clusters Score: Raw -8924718.895235 + Penalty 3673.477139 = -8921045.418096 nChanged 5331 SP:Iteration 5F (334.452125 sec): 3 clusters Score: Raw -8928463.973447 + Penalty 3673.477139 = -8924790.496308 nChanged 5932 SP:Iteration 6F (334.582789 sec): 3 clusters Score: Raw -8933139.149816 + Penalty 3673.477139 = -8929465.672677 nChanged 5777 SP:Iteration 7F (334.713517 sec): 3 clusters Score: Raw -8937594.187202 + Penalty 3673.477139 = -8933920.710064 nChanged 4517 SP:Iteration 8F (334.880245 sec): 3 clusters Score: Raw -8940335.843050 + Penalty 3673.477139 = -8936662.365911 nChanged 3040 SP:Iteration 9Q (335.046364 sec): 3 clusters Score: Raw -8941665.992026 + Penalty 3673.477139 = -8937992.514887 nChanged 1992 SP:Iteration 10Q (335.193737 sec): 3 clusters Score: Raw -8942397.492414 + Penalty 3673.477139 = -8938724.015275 nChanged 1448 SP:Iteration 11Q (335.326209 sec): 3 clusters Score: Raw -8942937.788509 + Penalty 3673.477139 = -8939264.311370 nChanged 1310 SP:Iteration 12Q (335.458430 sec): 3 clusters Score: Raw -8943450.625355 + Penalty 3673.477139 = -8939777.148216 nChanged 1319 SP:Iteration 13Q (335.589676 sec): 3 clusters Score: Raw -8944021.133674 + Penalty 3673.477139 = -8940347.656535 nChanged 1343 SP:Iteration 14Q (335.720721 sec): 3 clusters Score: Raw -8944677.120701 + Penalty 3673.477139 = -8941003.643563 nChanged 1365 SP:Iteration 15Q (335.850661 sec): 3 clusters Score: Raw -8945393.954742 + Penalty 3673.477139 = -8941720.477603 nChanged 1311 SP:Iteration 16Q (335.980051 sec): 3 clusters Score: Raw -8946053.873033 + Penalty 3673.477139 = -8942380.395894 nChanged 1209 SP:Iteration 17Q (336.108175 sec): 3 clusters Score: Raw -8946596.545744 + Penalty 3673.477139 = -8942923.068606 nChanged 1028 SP:Iteration 18Q (336.243351 sec): 3 clusters Score: Raw -8947009.635102 + Penalty 3673.477139 = -8943336.157963 nChanged 904 SP:Iteration 19Q (336.368010 sec): 3 clusters Score: Raw -8947308.701971 + Penalty 3673.477139 = -8943635.224833 nChanged 712 SP:Iteration 20F (336.497958 sec): 3 clusters Score: Raw -8947492.145535 + Penalty 3673.477139 = -8943818.668396 nChanged 611 SP:Iteration 21Q (336.621857 sec): 3 clusters Score: Raw -8947650.074764 + Penalty 3673.477139 = -8943976.597625 nChanged 599 SP:Iteration 22Q (336.744851 sec): 3 clusters Score: Raw -8947787.589346 + Penalty 3673.477139 = -8944114.112208 nChanged 528 SP:Iteration 23Q (336.867623 sec): 3 clusters Score: Raw -8947896.365784 + Penalty 3673.477139 = -8944222.888645 nChanged 498 SP:Iteration 24Q (337.015220 sec): 3 clusters Score: Raw -8947998.331385 + Penalty 3673.477139 = -8944324.854246 nChanged 468 SP:Iteration 25Q (337.137325 sec): 3 clusters Score: Raw -8948089.644753 + Penalty 3673.477139 = -8944416.167614 nChanged 436 SP:Iteration 26Q (337.259032 sec): 3 clusters Score: Raw -8948170.438521 + Penalty 3673.477139 = -8944496.961382 nChanged 418 SP:Iteration 27Q (337.380188 sec): 3 clusters Score: Raw -8948241.490319 + Penalty 3673.477139 = -8944568.013180 nChanged 405 SP:Iteration 28Q (337.500163 sec): 3 clusters Score: Raw -8948310.600804 + Penalty 3673.477139 = -8944637.123665 nChanged 410 SP:Iteration 29Q (337.619639 sec): 3 clusters Score: Raw -8948376.506739 + Penalty 3673.477139 = -8944703.029601 nChanged 382 SP:Iteration 30Q (337.738595 sec): 3 clusters Score: Raw -8948434.689162 + Penalty 3673.477139 = -8944761.212023 nChanged 359 SP:Iteration 31Q (337.857347 sec): 3 clusters Score: Raw -8948489.619468 + Penalty 3673.477139 = -8944816.142329 nChanged 357 SP:Iteration 32Q (337.974412 sec): 3 clusters Score: Raw -8948541.498280 + Penalty 3673.477139 = -8944868.021141 nChanged 301 SP:Iteration 33Q (338.092279 sec): 3 clusters Score: Raw -8948583.325529 + Penalty 3673.477139 = -8944909.848390 nChanged 300 SP:Iteration 34Q (338.210026 sec): 3 clusters Score: Raw -8948625.325733 + Penalty 3673.477139 = -8944951.848594 nChanged 272 SP:Iteration 35Q (338.327411 sec): 3 clusters Score: Raw -8948663.763629 + Penalty 3673.477139 = -8944990.286490 nChanged 262 SP:Iteration 36Q (338.444338 sec): 3 clusters Score: Raw -8948699.377576 + Penalty 3673.477139 = -8945025.900437 nChanged 265 SP:Iteration 37Q (338.561113 sec): 3 clusters Score: Raw -8948736.240589 + Penalty 3673.477139 = -8945062.763450 nChanged 237 SP:Iteration 38Q (338.677788 sec): 3 clusters Score: Raw -8948762.749817 + Penalty 3673.477139 = -8945089.272678 nChanged 205 SP:Iteration 39Q (338.794499 sec): 3 clusters Score: Raw -8948785.442458 + Penalty 3673.477139 = -8945111.965319 nChanged 207 SP:Iteration 40F (338.925039 sec): 3 clusters Score: Raw -8948807.839734 + Penalty 3673.477139 = -8945134.362596 nChanged 191 SP:Iteration 41Q (339.043094 sec): 3 clusters Score: Raw -8948827.723115 + Penalty 3673.477139 = -8945154.245976 nChanged 180 SP:Iteration 42Q (339.160882 sec): 3 clusters Score: Raw -8948847.288188 + Penalty 3673.477139 = -8945173.811049 nChanged 176 SP:Iteration 43Q (339.278121 sec): 3 clusters Score: Raw -8948866.744910 + Penalty 3673.477139 = -8945193.267771 nChanged 189 SP:Iteration 44Q (339.396007 sec): 3 clusters Score: Raw -8948888.071036 + Penalty 3673.477139 = -8945214.593898 nChanged 183 SP:Iteration 45Q (339.513440 sec): 3 clusters Score: Raw -8948905.168449 + Penalty 3673.477139 = -8945231.691310 nChanged 141 SP:Iteration 46Q (339.631322 sec): 3 clusters Score: Raw -8948919.049455 + Penalty 3673.477139 = -8945245.572317 nChanged 172 SP:Iteration 47Q (339.748272 sec): 3 clusters Score: Raw -8948935.985116 + Penalty 3673.477139 = -8945262.507977 nChanged 162 SP:Iteration 48Q (339.865337 sec): 3 clusters Score: Raw -8948952.485885 + Penalty 3673.477139 = -8945279.008747 nChanged 160 SP:Iteration 49Q (339.982046 sec): 3 clusters Score: Raw -8948970.057641 + Penalty 3673.477139 = -8945296.580502 nChanged 153 SP:Iteration 50Q (340.098614 sec): 3 clusters Score: Raw -8948986.451780 + Penalty 3673.477139 = -8945312.974641 nChanged 149 SP:Iteration 51Q (340.215073 sec): 3 clusters Score: Raw -8949001.716498 + Penalty 3673.477139 = -8945328.239359 nChanged 153 SP:Iteration 52Q (340.331322 sec): 3 clusters Score: Raw -8949018.176565 + Penalty 3673.477139 = -8945344.699427 nChanged 164 SP:Iteration 53Q (340.447440 sec): 3 clusters Score: Raw -8949035.587640 + Penalty 3673.477139 = -8945362.110502 nChanged 134 SP:Iteration 54Q (340.563471 sec): 3 clusters Score: Raw -8949049.061889 + Penalty 3673.477139 = -8945375.584750 nChanged 128 SP:Iteration 55Q (340.691692 sec): 3 clusters Score: Raw -8949061.535029 + Penalty 3673.477139 = -8945388.057890 nChanged 121 SP:Iteration 56Q (340.831092 sec): 3 clusters Score: Raw -8949073.166668 + Penalty 3673.477139 = -8945399.689529 nChanged 113 SP:Iteration 57Q (340.983767 sec): 3 clusters Score: Raw -8949084.593669 + Penalty 3673.477139 = -8945411.116530 nChanged 112 SP:Iteration 58Q (341.111066 sec): 3 clusters Score: Raw -8949095.972878 + Penalty 3673.477139 = -8945422.495739 nChanged 107 SP:Iteration 59Q (341.252508 sec): 3 clusters Score: Raw -8949105.365043 + Penalty 3673.477139 = -8945431.887905 nChanged 98 SP:Iteration 60F (341.416776 sec): 3 clusters Score: Raw -8949113.303857 + Penalty 3673.477139 = -8945439.826718 nChanged 98 SP:Iteration 61Q (341.566470 sec): 3 clusters Score: Raw -8949121.198228 + Penalty 3673.477139 = -8945447.721089 nChanged 79 SP:Iteration 62Q (341.706536 sec): 3 clusters Score: Raw -8949128.056256 + Penalty 3673.477139 = -8945454.579117 nChanged 89 SP:Iteration 63Q (341.821349 sec): 3 clusters Score: Raw -8949136.396039 + Penalty 3673.477139 = -8945462.918901 nChanged 91 SP:Iteration 64Q (341.936420 sec): 3 clusters Score: Raw -8949145.042988 + Penalty 3673.477139 = -8945471.565849 nChanged 97 SP:Iteration 65Q (342.050637 sec): 3 clusters Score: Raw -8949153.671980 + Penalty 3673.477139 = -8945480.194841 nChanged 88 SP:Iteration 66Q (342.164903 sec): 3 clusters Score: Raw -8949161.503247 + Penalty 3673.477139 = -8945488.026108 nChanged 87 SP:Iteration 67Q (342.279564 sec): 3 clusters Score: Raw -8949169.251537 + Penalty 3673.477139 = -8945495.774398 nChanged 83 SP:Iteration 68Q (342.394724 sec): 3 clusters Score: Raw -8949177.061591 + Penalty 3673.477139 = -8945503.584452 nChanged 72 SP:Iteration 69Q (342.509046 sec): 3 clusters Score: Raw -8949183.481054 + Penalty 3673.477139 = -8945510.003916 nChanged 84 SP:Iteration 70Q (342.623269 sec): 3 clusters Score: Raw -8949190.762529 + Penalty 3673.477139 = -8945517.285390 nChanged 80 SP:Iteration 71Q (342.736976 sec): 3 clusters Score: Raw -8949197.326236 + Penalty 3673.477139 = -8945523.849097 nChanged 62 SP:Iteration 72Q (342.862456 sec): 3 clusters Score: Raw -8949202.175673 + Penalty 3673.477139 = -8945528.698534 nChanged 70 SP:Iteration 73Q (342.976744 sec): 3 clusters Score: Raw -8949207.694778 + Penalty 3673.477139 = -8945534.217639 nChanged 59 SP:Iteration 74Q (343.091265 sec): 3 clusters Score: Raw -8949212.619280 + Penalty 3673.477139 = -8945539.142141 nChanged 56 SP:Iteration 75Q (343.205029 sec): 3 clusters Score: Raw -8949216.559363 + Penalty 3673.477139 = -8945543.082224 nChanged 57 SP:Iteration 76Q (343.318375 sec): 3 clusters Score: Raw -8949220.592919 + Penalty 3673.477139 = -8945547.115781 nChanged 58 SP:Iteration 77Q (343.432508 sec): 3 clusters Score: Raw -8949224.604974 + Penalty 3673.477139 = -8945551.127835 nChanged 44 SP:Iteration 78Q (343.546271 sec): 3 clusters Score: Raw -8949227.985197 + Penalty 3673.477139 = -8945554.508059 nChanged 45 SP:Iteration 79Q (343.671476 sec): 3 clusters Score: Raw -8949231.109025 + Penalty 3673.477139 = -8945557.631886 nChanged 43 SP:Iteration 80F (343.801165 sec): 3 clusters Score: Raw -8949233.866172 + Penalty 3673.477139 = -8945560.389034 nChanged 37 SP:Iteration 81Q (343.914838 sec): 3 clusters Score: Raw -8949236.231291 + Penalty 3673.477139 = -8945562.754152 nChanged 32 SP:Iteration 82Q (344.027911 sec): 3 clusters Score: Raw -8949238.059135 + Penalty 3673.477139 = -8945564.581996 nChanged 33 SP:Iteration 83Q (344.140928 sec): 3 clusters Score: Raw -8949240.162893 + Penalty 3673.477139 = -8945566.685754 nChanged 36 SP:Iteration 84Q (344.254200 sec): 3 clusters Score: Raw -8949242.468279 + Penalty 3673.477139 = -8945568.991141 nChanged 36 SP:Iteration 85Q (344.367457 sec): 3 clusters Score: Raw -8949244.524850 + Penalty 3673.477139 = -8945571.047711 nChanged 28 SP:Iteration 86Q (344.480480 sec): 3 clusters Score: Raw -8949246.364908 + Penalty 3673.477139 = -8945572.887769 nChanged 25 SP:Iteration 87Q (344.593854 sec): 3 clusters Score: Raw -8949247.666990 + Penalty 3673.477139 = -8945574.189851 nChanged 34 SP:Iteration 88Q (344.707218 sec): 3 clusters Score: Raw -8949249.475847 + Penalty 3673.477139 = -8945575.998708 nChanged 37 SP:Iteration 89Q (344.831669 sec): 3 clusters Score: Raw -8949251.178937 + Penalty 3673.477139 = -8945577.701798 nChanged 23 SP:Iteration 90Q (344.944574 sec): 3 clusters Score: Raw -8949252.188490 + Penalty 3673.477139 = -8945578.711351 nChanged 23 SP:Iteration 91Q (345.057696 sec): 3 clusters Score: Raw -8949253.193338 + Penalty 3673.477139 = -8945579.716199 nChanged 16 SP:Iteration 92Q (345.170576 sec): 3 clusters Score: Raw -8949253.811531 + Penalty 3673.477139 = -8945580.334393 nChanged 15 SP:Iteration 93Q (345.283603 sec): 3 clusters Score: Raw -8949254.393883 + Penalty 3673.477139 = -8945580.916744 nChanged 13 SP:Iteration 94Q (345.396423 sec): 3 clusters Score: Raw -8949254.963691 + Penalty 3673.477139 = -8945581.486552 nChanged 11 SP:Iteration 95Q (345.509190 sec): 3 clusters Score: Raw -8949255.301042 + Penalty 3673.477139 = -8945581.823903 nChanged 7 SP:Iteration 96Q (345.622144 sec): 3 clusters Score: Raw -8949255.529882 + Penalty 3673.477139 = -8945582.052743 nChanged 4 SP:Iteration 97Q (345.734923 sec): 3 clusters Score: Raw -8949255.583122 + Penalty 3673.477139 = -8945582.105983 nChanged 3 SP:Iteration 98Q (345.847709 sec): 3 clusters Score: Raw -8949255.748883 + Penalty 3673.477139 = -8945582.271744 nChanged 10 SP:Iteration 99Q (345.960462 sec): 3 clusters Score: Raw -8949256.088314 + Penalty 3673.477139 = -8945582.611175 nChanged 11 SP:Iteration 100F (346.090291 sec): 3 clusters Score: Raw -8949256.418119 + Penalty 3673.477139 = -8945582.940980 nChanged 6 SP:Iteration 101Q (346.203831 sec): 3 clusters Score: Raw -8949256.654641 + Penalty 3673.477139 = -8945583.177502 nChanged 6 SP:Iteration 102Q (346.316570 sec): 3 clusters Score: Raw -8949256.865752 + Penalty 3673.477139 = -8945583.388614 nChanged 8 SP:Iteration 103Q (346.429676 sec): 3 clusters Score: Raw -8949257.137147 + Penalty 3673.477139 = -8945583.660009 nChanged 5 SP:Iteration 104Q (346.542616 sec): 3 clusters Score: Raw -8949257.394188 + Penalty 3673.477139 = -8945583.917049 nChanged 6 SP:Iteration 105Q (346.655306 sec): 3 clusters Score: Raw -8949257.651336 + Penalty 3673.477139 = -8945584.174197 nChanged 11 SP:Iteration 106Q (346.768150 sec): 3 clusters Score: Raw -8949258.081133 + Penalty 3673.477139 = -8945584.603994 nChanged 7 SP:Iteration 107Q (346.880877 sec): 3 clusters Score: Raw -8949258.396184 + Penalty 3673.477139 = -8945584.919045 nChanged 7 SP:Iteration 108Q (346.993667 sec): 3 clusters Score: Raw -8949258.621446 + Penalty 3673.477139 = -8945585.144307 nChanged 8 SP:Iteration 109Q (347.106412 sec): 3 clusters Score: Raw -8949258.910322 + Penalty 3673.477139 = -8945585.433183 nChanged 8 SP:Iteration 110Q (347.219003 sec): 3 clusters Score: Raw -8949259.245586 + Penalty 3673.477139 = -8945585.768447 nChanged 7 SP:Iteration 111Q (347.331774 sec): 3 clusters Score: Raw -8949259.744220 + Penalty 3673.477139 = -8945586.267081 nChanged 10 SP:Iteration 112Q (347.444461 sec): 3 clusters Score: Raw -8949260.320854 + Penalty 3673.477139 = -8945586.843715 nChanged 12 SP:Iteration 113Q (347.557459 sec): 3 clusters Score: Raw -8949260.898842 + Penalty 3673.477139 = -8945587.421703 nChanged 13 SP:Iteration 114Q (347.670598 sec): 3 clusters Score: Raw -8949261.424859 + Penalty 3673.477139 = -8945587.947720 nChanged 16 SP:Iteration 115Q (347.783561 sec): 3 clusters Score: Raw -8949262.040487 + Penalty 3673.477139 = -8945588.563349 nChanged 10 SP:Iteration 116Q (347.896140 sec): 3 clusters Score: Raw -8949262.417456 + Penalty 3673.477139 = -8945588.940317 nChanged 6 SP:Iteration 117Q (348.008822 sec): 3 clusters Score: Raw -8949262.605177 + Penalty 3673.477139 = -8945589.128038 nChanged 8 SP:Iteration 118Q (348.121719 sec): 3 clusters Score: Raw -8949262.910914 + Penalty 3673.477139 = -8945589.433776 nChanged 11 SP:Iteration 119Q (348.234420 sec): 3 clusters Score: Raw -8949263.416519 + Penalty 3673.477139 = -8945589.939380 nChanged 10 SP:Iteration 120F (348.364208 sec): 3 clusters Score: Raw -8949263.894994 + Penalty 3673.477139 = -8945590.417855 nChanged 14 SP:Iteration 121Q (348.477261 sec): 3 clusters Score: Raw -8949264.605098 + Penalty 3673.477139 = -8945591.127959 nChanged 15 SP:Iteration 122Q (348.589730 sec): 3 clusters Score: Raw -8949265.365065 + Penalty 3673.477139 = -8945591.887927 nChanged 14 SP:Iteration 123Q (348.704075 sec): 3 clusters Score: Raw -8949266.164273 + Penalty 3673.477139 = -8945592.687134 nChanged 13 SP:Iteration 124Q (348.817032 sec): 3 clusters Score: Raw -8949267.362066 + Penalty 3673.477139 = -8945593.884927 nChanged 23 SP:Iteration 125Q (348.929512 sec): 3 clusters Score: Raw -8949268.750887 + Penalty 3673.477139 = -8945595.273749 nChanged 10 SP:Iteration 126Q (349.042547 sec): 3 clusters Score: Raw -8949269.312479 + Penalty 3673.477139 = -8945595.835340 nChanged 10 SP:Iteration 127Q (349.155443 sec): 3 clusters Score: Raw -8949269.749441 + Penalty 3673.477139 = -8945596.272302 nChanged 10 SP:Iteration 128Q (349.268531 sec): 3 clusters Score: Raw -8949270.216376 + Penalty 3673.477139 = -8945596.739237 nChanged 7 SP:Iteration 129Q (349.394947 sec): 3 clusters Score: Raw -8949270.450010 + Penalty 3673.477139 = -8945596.972871 nChanged 6 SP:Iteration 130Q (349.508413 sec): 3 clusters Score: Raw -8949270.623245 + Penalty 3673.477139 = -8945597.146106 nChanged 7 SP:Iteration 131Q (349.621552 sec): 3 clusters Score: Raw -8949270.839648 + Penalty 3673.477139 = -8945597.362509 nChanged 6 SP:Iteration 132Q (349.733442 sec): 3 clusters Score: Raw -8949270.997851 + Penalty 3673.477139 = -8945597.520712 nChanged 6 SP:Iteration 133Q (349.847972 sec): 3 clusters Score: Raw -8949271.303899 + Penalty 3673.477139 = -8945597.826761 nChanged 7 SP:Iteration 134Q (349.960846 sec): 3 clusters Score: Raw -8949271.563857 + Penalty 3673.477139 = -8945598.086718 nChanged 2 SP:Iteration 135Q (350.073309 sec): 3 clusters Score: Raw -8949271.593293 + Penalty 3673.477139 = -8945598.116154 nChanged 2 SP:Iteration 136Q (350.185688 sec): 3 clusters Score: Raw -8949271.611892 + Penalty 3673.477139 = -8945598.134753 nChanged 0 SP:Iteration 137F (350.315319 sec): 3 clusters Score: Raw -8949271.611892 + Penalty 3673.477139 = -8945598.134753 nChanged 0 Trying to split cluster 19 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.323449 sec): 2 clusters Score: Raw -162667.455465 + Penalty 1191.616240 = -161475.839225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.331938 sec): 3 clusters Score: Raw -162083.589756 + Penalty 2383.232480 = -159700.357276 nChanged 506 SP:Iteration 1F (350.339855 sec): 3 clusters Score: Raw -162563.004126 + Penalty 2383.232480 = -160179.771646 nChanged 134 SP:Iteration 2F (350.347744 sec): 3 clusters Score: Raw -162687.080564 + Penalty 2383.232480 = -160303.848084 nChanged 71 SP:Iteration 3Q (350.355682 sec): 3 clusters Score: Raw -162734.758464 + Penalty 2383.232480 = -160351.525985 nChanged 41 SP:Iteration 4Q (350.363588 sec): 3 clusters Score: Raw -162763.274225 + Penalty 2383.232480 = -160380.041746 nChanged 31 SP:Iteration 5Q (350.371331 sec): 3 clusters Score: Raw -162786.163222 + Penalty 2383.232480 = -160402.930742 nChanged 30 SP:Iteration 6Q (350.379138 sec): 3 clusters Score: Raw -162807.452494 + Penalty 2383.232480 = -160424.220014 nChanged 24 SP:Iteration 7Q (350.387034 sec): 3 clusters Score: Raw -162827.717836 + Penalty 2383.232480 = -160444.485356 nChanged 20 SP:Iteration 8Q (350.394839 sec): 3 clusters Score: Raw -162839.906647 + Penalty 2383.232480 = -160456.674168 nChanged 12 SP:Iteration 9Q (350.402633 sec): 3 clusters Score: Raw -162849.304000 + Penalty 2383.232480 = -160466.071520 nChanged 7 SP:Iteration 10Q (350.410435 sec): 3 clusters Score: Raw -162854.631975 + Penalty 2383.232480 = -160471.399496 nChanged 10 SP:Iteration 11Q (350.418322 sec): 3 clusters Score: Raw -162860.601835 + Penalty 2383.232480 = -160477.369355 nChanged 9 SP:Iteration 12Q (350.426120 sec): 3 clusters Score: Raw -162868.497952 + Penalty 2383.232480 = -160485.265472 nChanged 9 SP:Iteration 13Q (350.433973 sec): 3 clusters Score: Raw -162875.712273 + Penalty 2383.232480 = -160492.479793 nChanged 4 SP:Iteration 14Q (350.441744 sec): 3 clusters Score: Raw -162878.271649 + Penalty 2383.232480 = -160495.039170 nChanged 3 SP:Iteration 15Q (350.449568 sec): 3 clusters Score: Raw -162881.367300 + Penalty 2383.232480 = -160498.134821 nChanged 4 SP:Iteration 16Q (350.457425 sec): 3 clusters Score: Raw -162884.939133 + Penalty 2383.232480 = -160501.706653 nChanged 1 SP:Iteration 17Q (350.465216 sec): 3 clusters Score: Raw -162885.468660 + Penalty 2383.232480 = -160502.236180 nChanged 0 SP:Iteration 18F (350.473075 sec): 3 clusters Score: Raw -162885.468660 + Penalty 2383.232480 = -160502.236180 nChanged 0 Iteration 20F (362.898158 sec): 27 clusters Score: Raw -82126053.309153 + Penalty 57140.476726 = -82068912.832427 nChanged 33060 Iteration 21Q (368.785919 sec): 27 clusters Score: Raw -82140768.241640 + Penalty 57140.476726 = -82083627.764915 nChanged 17878 Iteration 22Q (374.586998 sec): 27 clusters Score: Raw -82149055.546790 + Penalty 57140.476726 = -82091915.070064 nChanged 13561 Iteration 23Q (380.299664 sec): 27 clusters Score: Raw -82155635.887549 + Penalty 57140.476726 = -82098495.410823 nChanged 11031 Iteration 24Q (385.980446 sec): 27 clusters Score: Raw -82164363.447118 + Penalty 57140.476726 = -82107222.970392 nChanged 8813 Iteration 25Q (391.612600 sec): 27 clusters Score: Raw -82174968.757642 + Penalty 57140.476726 = -82117828.280916 nChanged 7428 Iteration 26Q (397.174294 sec): 27 clusters Score: Raw -82177864.922125 + Penalty 57140.476726 = -82120724.445399 nChanged 6074 Iteration 27Q (402.737647 sec): 27 clusters Score: Raw -82179544.092914 + Penalty 57140.476726 = -82122403.616189 nChanged 5122 Iteration 28Q (408.303519 sec): 27 clusters Score: Raw -82180716.722819 + Penalty 57140.476726 = -82123576.246094 nChanged 4439 Iteration 29Q (414.001476 sec): 27 clusters Score: Raw -82181600.427436 + Penalty 57140.476726 = -82124459.950710 nChanged 3894 Iteration 30Q (419.533503 sec): 27 clusters Score: Raw -82182305.465932 + Penalty 57140.476726 = -82125164.989206 nChanged 3423 Iteration 31Q (425.047904 sec): 27 clusters Score: Raw -82182856.919881 + Penalty 57140.476726 = -82125716.443155 nChanged 3068 Iteration 32Q (430.561351 sec): 27 clusters Score: Raw -82183292.265270 + Penalty 57140.476726 = -82126151.788545 nChanged 2700 Iteration 33Q (436.100136 sec): 27 clusters Score: Raw -82183627.255455 + Penalty 57140.476726 = -82126486.778729 nChanged 2295 Iteration 34Q (441.626517 sec): 27 clusters Score: Raw -82183876.540847 + Penalty 57140.476726 = -82126736.064122 nChanged 2016 Iteration 35Q (447.233134 sec): 27 clusters Score: Raw -82184080.716198 + Penalty 57140.476726 = -82126940.239473 nChanged 1790 Iteration 36Q (452.730453 sec): 27 clusters Score: Raw -82184246.441759 + Penalty 57140.476726 = -82127105.965033 nChanged 1622 Iteration 37Q (458.327630 sec): 27 clusters Score: Raw -82184384.108373 + Penalty 57140.476726 = -82127243.631647 nChanged 1482 Iteration 38Q (463.823725 sec): 27 clusters Score: Raw -82184506.581361 + Penalty 57140.476726 = -82127366.104635 nChanged 1306 Iteration 39Q (469.314770 sec): 27 clusters Score: Raw -82184608.432552 + Penalty 57140.476726 = -82127467.955827 nChanged 1188 Iteration 40F (480.659472 sec): 27 clusters Score: Raw -82185019.517049 + Penalty 57140.476726 = -82127879.040323 nChanged 1662 Iteration 41Q (486.249230 sec): 27 clusters Score: Raw -82185274.618436 + Penalty 57140.476726 = -82128134.141710 nChanged 1786 Iteration 42Q (491.919703 sec): 27 clusters Score: Raw -82185502.121428 + Penalty 57140.476726 = -82128361.644702 nChanged 1746 Iteration 43Q (497.483284 sec): 27 clusters Score: Raw -82185707.752556 + Penalty 57140.476726 = -82128567.275831 nChanged 1788 Iteration 44Q (503.071259 sec): 27 clusters Score: Raw -82185923.451676 + Penalty 57140.476726 = -82128782.974950 nChanged 1815 Iteration 45Q (508.627086 sec): 27 clusters Score: Raw -82186135.182728 + Penalty 57140.476726 = -82128994.706002 nChanged 1787 Iteration 46Q (514.231552 sec): 27 clusters Score: Raw -82186324.461388 + Penalty 57140.476726 = -82129183.984662 nChanged 1658 Iteration 47Q (519.781301 sec): 27 clusters Score: Raw -82186502.955229 + Penalty 57140.476726 = -82129362.478503 nChanged 1713 Iteration 48Q (525.409664 sec): 27 clusters Score: Raw -82186683.722377 + Penalty 57140.476726 = -82129543.245651 nChanged 1652 Iteration 49Q (530.966607 sec): 27 clusters Score: Raw -82186847.567723 + Penalty 57140.476726 = -82129707.090998 nChanged 1607 Iteration 50Q (536.517528 sec): 27 clusters Score: Raw -82187000.431293 + Penalty 57140.476726 = -82129859.954567 nChanged 1562 Iteration 51Q (542.120062 sec): 27 clusters Score: Raw -82187147.093354 + Penalty 57140.476726 = -82130006.616628 nChanged 1460 Iteration 52Q (547.666454 sec): 27 clusters Score: Raw -82187283.459520 + Penalty 57140.476726 = -82130142.982794 nChanged 1465 Iteration 53Q (553.298679 sec): 27 clusters Score: Raw -82187418.797178 + Penalty 57140.476726 = -82130278.320452 nChanged 1457 Iteration 54Q (558.848655 sec): 27 clusters Score: Raw -82187562.208950 + Penalty 57140.476726 = -82130421.732224 nChanged 1467 Iteration 55Q (564.399165 sec): 27 clusters Score: Raw -82187715.301007 + Penalty 57140.476726 = -82130574.824281 nChanged 1457 Iteration 56Q (569.940647 sec): 27 clusters Score: Raw -82187874.704075 + Penalty 57140.476726 = -82130734.227349 nChanged 1466 Iteration 57Q (575.480020 sec): 27 clusters Score: Raw -82188051.819228 + Penalty 57140.476726 = -82130911.342502 nChanged 1499 Iteration 58Q (581.021844 sec): 27 clusters Score: Raw -82188240.158413 + Penalty 57140.476726 = -82131099.681687 nChanged 1507 Writing temp clu file Because OldScore, -82130911.342502, is greater than current (better) Score,-82131099.681687 Compute initial score before splitting: Score: Raw -82188240.158413 + Penalty 57140.476726 = -82131099.681687 Trying to split cluster 1 (3169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.174597 sec): 2 clusters Score: Raw -326861.625277 + Penalty 1309.940346 = -325551.684931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.191088 sec): 3 clusters Score: Raw -325301.049470 + Penalty 2619.880692 = -322681.168778 nChanged 1250 SP:Iteration 1F (581.206682 sec): 3 clusters Score: Raw -326104.561826 + Penalty 2619.880692 = -323484.681134 nChanged 305 SP:Iteration 2F (581.222343 sec): 3 clusters Score: Raw -326375.367257 + Penalty 2619.880692 = -323755.486566 nChanged 250 SP:Iteration 3F (581.238091 sec): 3 clusters Score: Raw -326598.427771 + Penalty 2619.880692 = -323978.547079 nChanged 198 SP:Iteration 4F (581.253980 sec): 3 clusters Score: Raw -326775.345041 + Penalty 2619.880692 = -324155.464349 nChanged 172 SP:Iteration 5F (581.269664 sec): 3 clusters Score: Raw -326918.092367 + Penalty 2619.880692 = -324298.211675 nChanged 160 SP:Iteration 6F (581.285176 sec): 3 clusters Score: Raw -327046.717487 + Penalty 2619.880692 = -324426.836795 nChanged 142 SP:Iteration 7Q (581.300613 sec): 3 clusters Score: Raw -327185.556790 + Penalty 2619.880692 = -324565.676098 nChanged 137 SP:Iteration 8Q (581.316103 sec): 3 clusters Score: Raw -327293.460444 + Penalty 2619.880692 = -324673.579752 nChanged 104 SP:Iteration 9Q (581.331662 sec): 3 clusters Score: Raw -327372.004481 + Penalty 2619.880692 = -324752.123789 nChanged 76 SP:Iteration 10Q (581.347222 sec): 3 clusters Score: Raw -327416.332656 + Penalty 2619.880692 = -324796.451964 nChanged 46 SP:Iteration 11Q (581.362657 sec): 3 clusters Score: Raw -327442.482923 + Penalty 2619.880692 = -324822.602231 nChanged 31 SP:Iteration 12Q (581.378056 sec): 3 clusters Score: Raw -327457.645063 + Penalty 2619.880692 = -324837.764371 nChanged 17 SP:Iteration 13Q (581.393523 sec): 3 clusters Score: Raw -327464.807108 + Penalty 2619.880692 = -324844.926416 nChanged 19 SP:Iteration 14Q (581.409117 sec): 3 clusters Score: Raw -327473.024028 + Penalty 2619.880692 = -324853.143336 nChanged 20 SP:Iteration 15Q (581.424552 sec): 3 clusters Score: Raw -327483.906218 + Penalty 2619.880692 = -324864.025526 nChanged 16 SP:Iteration 16Q (581.440293 sec): 3 clusters Score: Raw -327490.268881 + Penalty 2619.880692 = -324870.388189 nChanged 11 SP:Iteration 17Q (581.455718 sec): 3 clusters Score: Raw -327494.255429 + Penalty 2619.880692 = -324874.374737 nChanged 7 SP:Iteration 18Q (581.471149 sec): 3 clusters Score: Raw -327496.773979 + Penalty 2619.880692 = -324876.893287 nChanged 3 SP:Iteration 19Q (581.486706 sec): 3 clusters Score: Raw -327498.298438 + Penalty 2619.880692 = -324878.417746 nChanged 3 SP:Iteration 20F (581.502203 sec): 3 clusters Score: Raw -327499.271403 + Penalty 2619.880692 = -324879.390711 nChanged 1 SP:Iteration 21Q (581.517674 sec): 3 clusters Score: Raw -327499.903939 + Penalty 2619.880692 = -324880.023247 nChanged 1 SP:Iteration 22Q (581.533192 sec): 3 clusters Score: Raw -327500.658122 + Penalty 2619.880692 = -324880.777430 nChanged 4 SP:Iteration 23Q (581.548616 sec): 3 clusters Score: Raw -327503.610050 + Penalty 2619.880692 = -324883.729358 nChanged 6 SP:Iteration 24Q (581.564126 sec): 3 clusters Score: Raw -327508.116856 + Penalty 2619.880692 = -324888.236164 nChanged 6 SP:Iteration 25Q (581.579449 sec): 3 clusters Score: Raw -327511.010490 + Penalty 2619.880692 = -324891.129798 nChanged 6 SP:Iteration 26Q (581.594987 sec): 3 clusters Score: Raw -327513.052408 + Penalty 2619.880692 = -324893.171716 nChanged 4 SP:Iteration 27Q (581.610317 sec): 3 clusters Score: Raw -327514.352529 + Penalty 2619.880692 = -324894.471837 nChanged 3 SP:Iteration 28Q (581.625912 sec): 3 clusters Score: Raw -327515.015654 + Penalty 2619.880692 = -324895.134962 nChanged 0 SP:Iteration 29F (581.641585 sec): 3 clusters Score: Raw -327515.015654 + Penalty 2619.880692 = -324895.134962 nChanged 0 Trying to split cluster 2 (2435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.657845 sec): 2 clusters Score: Raw -289140.497362 + Penalty 1267.126581 = -287873.370781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.670945 sec): 3 clusters Score: Raw -288055.821764 + Penalty 2534.253162 = -285521.568603 nChanged 933 SP:Iteration 1F (581.683317 sec): 3 clusters Score: Raw -288641.156520 + Penalty 2534.253162 = -286106.903359 nChanged 205 SP:Iteration 2F (581.695624 sec): 3 clusters Score: Raw -288792.916380 + Penalty 2534.253162 = -286258.663219 nChanged 136 SP:Iteration 3F (581.707951 sec): 3 clusters Score: Raw -288899.534986 + Penalty 2534.253162 = -286365.281824 nChanged 100 SP:Iteration 4Q (581.720620 sec): 3 clusters Score: Raw -288990.108900 + Penalty 2534.253162 = -286455.855738 nChanged 106 SP:Iteration 5Q (581.732993 sec): 3 clusters Score: Raw -289079.164778 + Penalty 2534.253162 = -286544.911616 nChanged 95 SP:Iteration 6Q (581.745304 sec): 3 clusters Score: Raw -289148.926136 + Penalty 2534.253162 = -286614.672975 nChanged 93 SP:Iteration 7Q (581.757617 sec): 3 clusters Score: Raw -289216.454118 + Penalty 2534.253162 = -286682.200956 nChanged 58 SP:Iteration 8Q (581.769896 sec): 3 clusters Score: Raw -289264.073219 + Penalty 2534.253162 = -286729.820057 nChanged 48 SP:Iteration 9Q (581.782191 sec): 3 clusters Score: Raw -289300.268004 + Penalty 2534.253162 = -286766.014842 nChanged 47 SP:Iteration 10Q (581.794427 sec): 3 clusters Score: Raw -289331.987955 + Penalty 2534.253162 = -286797.734793 nChanged 39 SP:Iteration 11Q (581.806572 sec): 3 clusters Score: Raw -289361.331481 + Penalty 2534.253162 = -286827.078319 nChanged 37 SP:Iteration 12Q (581.818700 sec): 3 clusters Score: Raw -289389.605129 + Penalty 2534.253162 = -286855.351968 nChanged 38 SP:Iteration 13Q (581.831055 sec): 3 clusters Score: Raw -289413.101221 + Penalty 2534.253162 = -286878.848059 nChanged 25 SP:Iteration 14Q (581.843281 sec): 3 clusters Score: Raw -289432.915159 + Penalty 2534.253162 = -286898.661998 nChanged 19 SP:Iteration 15Q (581.855420 sec): 3 clusters Score: Raw -289446.268727 + Penalty 2534.253162 = -286912.015566 nChanged 8 SP:Iteration 16Q (581.867546 sec): 3 clusters Score: Raw -289450.740618 + Penalty 2534.253162 = -286916.487456 nChanged 7 SP:Iteration 17Q (581.879668 sec): 3 clusters Score: Raw -289454.372138 + Penalty 2534.253162 = -286920.118977 nChanged 6 SP:Iteration 18Q (581.891752 sec): 3 clusters Score: Raw -289457.521117 + Penalty 2534.253162 = -286923.267956 nChanged 7 SP:Iteration 19Q (581.903905 sec): 3 clusters Score: Raw -289463.600383 + Penalty 2534.253162 = -286929.347222 nChanged 10 SP:Iteration 20F (581.916295 sec): 3 clusters Score: Raw -289468.603757 + Penalty 2534.253162 = -286934.350595 nChanged 6 SP:Iteration 21Q (581.928430 sec): 3 clusters Score: Raw -289471.500881 + Penalty 2534.253162 = -286937.247719 nChanged 4 SP:Iteration 22Q (581.939908 sec): 3 clusters Score: Raw -289473.375042 + Penalty 2534.253162 = -286939.121880 nChanged 3 SP:Iteration 23Q (581.952113 sec): 3 clusters Score: Raw -289474.551285 + Penalty 2534.253162 = -286940.298124 nChanged 5 SP:Iteration 24Q (581.964187 sec): 3 clusters Score: Raw -289475.874091 + Penalty 2534.253162 = -286941.620929 nChanged 4 SP:Iteration 25Q (581.976324 sec): 3 clusters Score: Raw -289478.595932 + Penalty 2534.253162 = -286944.342770 nChanged 4 SP:Iteration 26Q (581.988452 sec): 3 clusters Score: Raw -289480.817191 + Penalty 2534.253162 = -286946.564029 nChanged 3 SP:Iteration 27Q (582.000633 sec): 3 clusters Score: Raw -289482.314170 + Penalty 2534.253162 = -286948.061008 nChanged 3 SP:Iteration 28Q (582.012673 sec): 3 clusters Score: Raw -289483.786115 + Penalty 2534.253162 = -286949.532953 nChanged 4 SP:Iteration 29Q (582.024790 sec): 3 clusters Score: Raw -289485.862110 + Penalty 2534.253162 = -286951.608948 nChanged 8 SP:Iteration 30Q (582.036846 sec): 3 clusters Score: Raw -289490.193529 + Penalty 2534.253162 = -286955.940367 nChanged 4 SP:Iteration 31Q (582.048968 sec): 3 clusters Score: Raw -289492.355620 + Penalty 2534.253162 = -286958.102458 nChanged 2 SP:Iteration 32Q (582.061107 sec): 3 clusters Score: Raw -289492.914651 + Penalty 2534.253162 = -286958.661490 nChanged 2 SP:Iteration 33Q (582.073130 sec): 3 clusters Score: Raw -289493.158316 + Penalty 2534.253162 = -286958.905154 nChanged 1 SP:Iteration 34Q (582.085226 sec): 3 clusters Score: Raw -289493.647390 + Penalty 2534.253162 = -286959.394228 nChanged 0 SP:Iteration 35F (582.097492 sec): 3 clusters Score: Raw -289493.647390 + Penalty 2534.253162 = -286959.394228 nChanged 0 Trying to split cluster 3 (8097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.120396 sec): 2 clusters Score: Raw -886000.292819 + Penalty 1462.377947 = -884537.914872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.146695 sec): 3 clusters Score: Raw -881592.368966 + Penalty 2924.755893 = -878667.613073 nChanged 3450 SP:Iteration 1F (582.172313 sec): 3 clusters Score: Raw -883490.376618 + Penalty 2924.755893 = -880565.620725 nChanged 524 SP:Iteration 2F (582.198140 sec): 3 clusters Score: Raw -883760.821508 + Penalty 2924.755893 = -880836.065614 nChanged 441 SP:Iteration 3F (582.223763 sec): 3 clusters Score: Raw -884006.266554 + Penalty 2924.755893 = -881081.510661 nChanged 443 SP:Iteration 4F (582.249358 sec): 3 clusters Score: Raw -884302.549512 + Penalty 2924.755893 = -881377.793619 nChanged 421 SP:Iteration 5F (582.274939 sec): 3 clusters Score: Raw -884598.881936 + Penalty 2924.755893 = -881674.126043 nChanged 427 SP:Iteration 6F (582.300396 sec): 3 clusters Score: Raw -884872.636643 + Penalty 2924.755893 = -881947.880750 nChanged 389 SP:Iteration 7Q (582.325925 sec): 3 clusters Score: Raw -885122.575631 + Penalty 2924.755893 = -882197.819738 nChanged 369 SP:Iteration 8Q (582.351670 sec): 3 clusters Score: Raw -885342.769318 + Penalty 2924.755893 = -882418.013425 nChanged 301 SP:Iteration 9Q (582.377142 sec): 3 clusters Score: Raw -885531.180810 + Penalty 2924.755893 = -882606.424917 nChanged 282 SP:Iteration 10Q (582.402507 sec): 3 clusters Score: Raw -885711.703583 + Penalty 2924.755893 = -882786.947690 nChanged 273 SP:Iteration 11Q (582.427879 sec): 3 clusters Score: Raw -885880.675844 + Penalty 2924.755893 = -882955.919951 nChanged 218 SP:Iteration 12Q (582.453090 sec): 3 clusters Score: Raw -885995.877751 + Penalty 2924.755893 = -883071.121858 nChanged 188 SP:Iteration 13Q (582.478352 sec): 3 clusters Score: Raw -886096.895090 + Penalty 2924.755893 = -883172.139197 nChanged 157 SP:Iteration 14Q (582.503412 sec): 3 clusters Score: Raw -886181.442389 + Penalty 2924.755893 = -883256.686496 nChanged 147 SP:Iteration 15Q (582.528507 sec): 3 clusters Score: Raw -886254.165246 + Penalty 2924.755893 = -883329.409353 nChanged 125 SP:Iteration 16Q (582.553362 sec): 3 clusters Score: Raw -886330.741932 + Penalty 2924.755893 = -883405.986039 nChanged 121 SP:Iteration 17Q (582.578043 sec): 3 clusters Score: Raw -886398.763995 + Penalty 2924.755893 = -883474.008102 nChanged 115 SP:Iteration 18Q (582.602450 sec): 3 clusters Score: Raw -886468.204590 + Penalty 2924.755893 = -883543.448697 nChanged 103 SP:Iteration 19Q (582.626963 sec): 3 clusters Score: Raw -886521.174181 + Penalty 2924.755893 = -883596.418288 nChanged 75 SP:Iteration 20F (582.652550 sec): 3 clusters Score: Raw -886554.297900 + Penalty 2924.755893 = -883629.542007 nChanged 69 SP:Iteration 21Q (582.676672 sec): 3 clusters Score: Raw -886588.683574 + Penalty 2924.755893 = -883663.927681 nChanged 60 SP:Iteration 22Q (582.700815 sec): 3 clusters Score: Raw -886619.208914 + Penalty 2924.755893 = -883694.453021 nChanged 58 SP:Iteration 23Q (582.725004 sec): 3 clusters Score: Raw -886642.668907 + Penalty 2924.755893 = -883717.913014 nChanged 44 SP:Iteration 24Q (582.748922 sec): 3 clusters Score: Raw -886659.076927 + Penalty 2924.755893 = -883734.321034 nChanged 43 SP:Iteration 25Q (582.772879 sec): 3 clusters Score: Raw -886675.012247 + Penalty 2924.755893 = -883750.256354 nChanged 30 SP:Iteration 26Q (582.796712 sec): 3 clusters Score: Raw -886685.137949 + Penalty 2924.755893 = -883760.382056 nChanged 23 SP:Iteration 27Q (582.820436 sec): 3 clusters Score: Raw -886692.179945 + Penalty 2924.755893 = -883767.424052 nChanged 16 SP:Iteration 28Q (582.844194 sec): 3 clusters Score: Raw -886696.382979 + Penalty 2924.755893 = -883771.627086 nChanged 16 SP:Iteration 29Q (582.867985 sec): 3 clusters Score: Raw -886700.550937 + Penalty 2924.755893 = -883775.795044 nChanged 13 SP:Iteration 30Q (582.891669 sec): 3 clusters Score: Raw -886704.754154 + Penalty 2924.755893 = -883779.998261 nChanged 16 SP:Iteration 31Q (582.915492 sec): 3 clusters Score: Raw -886708.782028 + Penalty 2924.755893 = -883784.026135 nChanged 13 SP:Iteration 32Q (582.939336 sec): 3 clusters Score: Raw -886712.407294 + Penalty 2924.755893 = -883787.651401 nChanged 10 SP:Iteration 33Q (582.963343 sec): 3 clusters Score: Raw -886714.722337 + Penalty 2924.755893 = -883789.966444 nChanged 5 SP:Iteration 34Q (582.987120 sec): 3 clusters Score: Raw -886716.029713 + Penalty 2924.755893 = -883791.273820 nChanged 8 SP:Iteration 35Q (583.010781 sec): 3 clusters Score: Raw -886718.190570 + Penalty 2924.755893 = -883793.434677 nChanged 5 SP:Iteration 36Q (583.034575 sec): 3 clusters Score: Raw -886719.080611 + Penalty 2924.755893 = -883794.324718 nChanged 2 SP:Iteration 37Q (583.058347 sec): 3 clusters Score: Raw -886719.589156 + Penalty 2924.755893 = -883794.833263 nChanged 2 SP:Iteration 38Q (583.082213 sec): 3 clusters Score: Raw -886719.805008 + Penalty 2924.755893 = -883795.049115 nChanged 0 SP:Iteration 39F (583.107892 sec): 3 clusters Score: Raw -886719.805008 + Penalty 2924.755893 = -883795.049115 nChanged 0 Trying to split cluster 4 (12259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.134387 sec): 2 clusters Score: Raw -1367371.681841 + Penalty 1529.777542 = -1365841.904299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.167511 sec): 3 clusters Score: Raw -1360300.831722 + Penalty 3059.555083 = -1357241.276639 nChanged 5440 SP:Iteration 1F (583.199410 sec): 3 clusters Score: Raw -1363332.200016 + Penalty 3059.555083 = -1360272.644933 nChanged 774 SP:Iteration 2F (583.231312 sec): 3 clusters Score: Raw -1363776.591548 + Penalty 3059.555083 = -1360717.036465 nChanged 784 SP:Iteration 3F (583.263556 sec): 3 clusters Score: Raw -1364332.515333 + Penalty 3059.555083 = -1361272.960250 nChanged 837 SP:Iteration 4F (583.295672 sec): 3 clusters Score: Raw -1365028.797675 + Penalty 3059.555083 = -1361969.242592 nChanged 880 SP:Iteration 5F (583.327716 sec): 3 clusters Score: Raw -1365732.899028 + Penalty 3059.555083 = -1362673.343945 nChanged 812 SP:Iteration 6F (583.359557 sec): 3 clusters Score: Raw -1366291.003139 + Penalty 3059.555083 = -1363231.448056 nChanged 603 SP:Iteration 7Q (583.391799 sec): 3 clusters Score: Raw -1366651.011164 + Penalty 3059.555083 = -1363591.456081 nChanged 438 SP:Iteration 8Q (583.423850 sec): 3 clusters Score: Raw -1366886.755815 + Penalty 3059.555083 = -1363827.200732 nChanged 342 SP:Iteration 9Q (583.456039 sec): 3 clusters Score: Raw -1367038.155295 + Penalty 3059.555083 = -1363978.600212 nChanged 242 SP:Iteration 10Q (583.487987 sec): 3 clusters Score: Raw -1367148.035331 + Penalty 3059.555083 = -1364088.480248 nChanged 207 SP:Iteration 11Q (583.519922 sec): 3 clusters Score: Raw -1367237.835628 + Penalty 3059.555083 = -1364178.280545 nChanged 163 SP:Iteration 12Q (583.551563 sec): 3 clusters Score: Raw -1367315.777059 + Penalty 3059.555083 = -1364256.221976 nChanged 165 SP:Iteration 13Q (583.582945 sec): 3 clusters Score: Raw -1367397.181863 + Penalty 3059.555083 = -1364337.626780 nChanged 167 SP:Iteration 14Q (583.614173 sec): 3 clusters Score: Raw -1367495.717796 + Penalty 3059.555083 = -1364436.162713 nChanged 167 SP:Iteration 15Q (583.645454 sec): 3 clusters Score: Raw -1367580.783346 + Penalty 3059.555083 = -1364521.228262 nChanged 149 SP:Iteration 16Q (583.676219 sec): 3 clusters Score: Raw -1367642.646384 + Penalty 3059.555083 = -1364583.091301 nChanged 112 SP:Iteration 17Q (583.706716 sec): 3 clusters Score: Raw -1367692.882895 + Penalty 3059.555083 = -1364633.327812 nChanged 102 SP:Iteration 18Q (583.737082 sec): 3 clusters Score: Raw -1367735.044373 + Penalty 3059.555083 = -1364675.489290 nChanged 99 SP:Iteration 19Q (583.767234 sec): 3 clusters Score: Raw -1367782.273333 + Penalty 3059.555083 = -1364722.718250 nChanged 113 SP:Iteration 20F (583.799259 sec): 3 clusters Score: Raw -1367831.706898 + Penalty 3059.555083 = -1364772.151815 nChanged 103 SP:Iteration 21Q (583.829056 sec): 3 clusters Score: Raw -1367876.511775 + Penalty 3059.555083 = -1364816.956692 nChanged 87 SP:Iteration 22Q (583.858826 sec): 3 clusters Score: Raw -1367902.679497 + Penalty 3059.555083 = -1364843.124414 nChanged 61 SP:Iteration 23Q (583.888252 sec): 3 clusters Score: Raw -1367919.344846 + Penalty 3059.555083 = -1364859.789763 nChanged 41 SP:Iteration 24Q (583.917754 sec): 3 clusters Score: Raw -1367929.543023 + Penalty 3059.555083 = -1364869.987940 nChanged 32 SP:Iteration 25Q (583.946902 sec): 3 clusters Score: Raw -1367939.212705 + Penalty 3059.555083 = -1364879.657622 nChanged 31 SP:Iteration 26Q (583.976320 sec): 3 clusters Score: Raw -1367946.969570 + Penalty 3059.555083 = -1364887.414487 nChanged 32 SP:Iteration 27Q (584.005445 sec): 3 clusters Score: Raw -1367955.643168 + Penalty 3059.555083 = -1364896.088085 nChanged 29 SP:Iteration 28Q (584.034795 sec): 3 clusters Score: Raw -1367962.395377 + Penalty 3059.555083 = -1364902.840294 nChanged 28 SP:Iteration 29Q (584.063925 sec): 3 clusters Score: Raw -1367967.371722 + Penalty 3059.555083 = -1364907.816639 nChanged 25 SP:Iteration 30Q (584.092967 sec): 3 clusters Score: Raw -1367973.185940 + Penalty 3059.555083 = -1364913.630857 nChanged 13 SP:Iteration 31Q (584.122303 sec): 3 clusters Score: Raw -1367975.878798 + Penalty 3059.555083 = -1364916.323715 nChanged 14 SP:Iteration 32Q (584.151229 sec): 3 clusters Score: Raw -1367978.293487 + Penalty 3059.555083 = -1364918.738404 nChanged 13 SP:Iteration 33Q (584.180200 sec): 3 clusters Score: Raw -1367981.131287 + Penalty 3059.555083 = -1364921.576204 nChanged 22 SP:Iteration 34Q (584.209050 sec): 3 clusters Score: Raw -1367985.226596 + Penalty 3059.555083 = -1364925.671513 nChanged 15 SP:Iteration 35Q (584.237928 sec): 3 clusters Score: Raw -1367987.235556 + Penalty 3059.555083 = -1364927.680473 nChanged 9 SP:Iteration 36Q (584.266858 sec): 3 clusters Score: Raw -1367988.077926 + Penalty 3059.555083 = -1364928.522843 nChanged 4 SP:Iteration 37Q (584.295631 sec): 3 clusters Score: Raw -1367988.610181 + Penalty 3059.555083 = -1364929.055098 nChanged 0 SP:Iteration 38F (584.327778 sec): 3 clusters Score: Raw -1367988.610181 + Penalty 3059.555083 = -1364929.055098 nChanged 0 Trying to split cluster 5 (5873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.347091 sec): 2 clusters Score: Raw -653885.458043 + Penalty 1410.194639 = -652475.263404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.369981 sec): 3 clusters Score: Raw -650722.202373 + Penalty 2820.389278 = -647901.813095 nChanged 2400 SP:Iteration 1F (584.391650 sec): 3 clusters Score: Raw -652035.064172 + Penalty 2820.389278 = -649214.674894 nChanged 410 SP:Iteration 2F (584.413490 sec): 3 clusters Score: Raw -652250.081793 + Penalty 2820.389278 = -649429.692515 nChanged 314 SP:Iteration 3F (584.435155 sec): 3 clusters Score: Raw -652411.667284 + Penalty 2820.389278 = -649591.278006 nChanged 237 SP:Iteration 4Q (584.457081 sec): 3 clusters Score: Raw -652518.154540 + Penalty 2820.389278 = -649697.765262 nChanged 192 SP:Iteration 5Q (584.478790 sec): 3 clusters Score: Raw -652605.485293 + Penalty 2820.389278 = -649785.096015 nChanged 183 SP:Iteration 6Q (584.500554 sec): 3 clusters Score: Raw -652675.725998 + Penalty 2820.389278 = -649855.336720 nChanged 149 SP:Iteration 7Q (584.522635 sec): 3 clusters Score: Raw -652742.204953 + Penalty 2820.389278 = -649921.815675 nChanged 141 SP:Iteration 8Q (584.544409 sec): 3 clusters Score: Raw -652800.564160 + Penalty 2820.389278 = -649980.174882 nChanged 136 SP:Iteration 9Q (584.566335 sec): 3 clusters Score: Raw -652850.852390 + Penalty 2820.389278 = -650030.463112 nChanged 128 SP:Iteration 10Q (584.588291 sec): 3 clusters Score: Raw -652899.719124 + Penalty 2820.389278 = -650079.329846 nChanged 138 SP:Iteration 11Q (584.610323 sec): 3 clusters Score: Raw -652963.090759 + Penalty 2820.389278 = -650142.701481 nChanged 157 SP:Iteration 12Q (584.632183 sec): 3 clusters Score: Raw -653048.417645 + Penalty 2820.389278 = -650228.028367 nChanged 181 SP:Iteration 13Q (584.653972 sec): 3 clusters Score: Raw -653179.574860 + Penalty 2820.389278 = -650359.185582 nChanged 194 SP:Iteration 14Q (584.675652 sec): 3 clusters Score: Raw -653302.716909 + Penalty 2820.389278 = -650482.327631 nChanged 165 SP:Iteration 15Q (584.697458 sec): 3 clusters Score: Raw -653392.456831 + Penalty 2820.389278 = -650572.067553 nChanged 154 SP:Iteration 16Q (584.719352 sec): 3 clusters Score: Raw -653467.296990 + Penalty 2820.389278 = -650646.907712 nChanged 125 SP:Iteration 17Q (584.741214 sec): 3 clusters Score: Raw -653518.676480 + Penalty 2820.389278 = -650698.287202 nChanged 117 SP:Iteration 18Q (584.762844 sec): 3 clusters Score: Raw -653564.440494 + Penalty 2820.389278 = -650744.051216 nChanged 86 SP:Iteration 19Q (584.784528 sec): 3 clusters Score: Raw -653593.882444 + Penalty 2820.389278 = -650773.493166 nChanged 78 SP:Iteration 20F (584.806461 sec): 3 clusters Score: Raw -653623.684192 + Penalty 2820.389278 = -650803.294914 nChanged 82 SP:Iteration 21Q (584.828030 sec): 3 clusters Score: Raw -653656.141394 + Penalty 2820.389278 = -650835.752116 nChanged 68 SP:Iteration 22Q (584.849875 sec): 3 clusters Score: Raw -653682.865341 + Penalty 2820.389278 = -650862.476063 nChanged 79 SP:Iteration 23Q (584.871089 sec): 3 clusters Score: Raw -653718.197019 + Penalty 2820.389278 = -650897.807741 nChanged 93 SP:Iteration 24Q (584.892805 sec): 3 clusters Score: Raw -653765.565757 + Penalty 2820.389278 = -650945.176479 nChanged 105 SP:Iteration 25Q (584.914293 sec): 3 clusters Score: Raw -653826.825923 + Penalty 2820.389278 = -651006.436645 nChanged 107 SP:Iteration 26Q (584.935816 sec): 3 clusters Score: Raw -653888.697205 + Penalty 2820.389278 = -651068.307926 nChanged 108 SP:Iteration 27Q (584.957134 sec): 3 clusters Score: Raw -653950.646385 + Penalty 2820.389278 = -651130.257107 nChanged 96 SP:Iteration 28Q (584.978432 sec): 3 clusters Score: Raw -654004.905839 + Penalty 2820.389278 = -651184.516561 nChanged 106 SP:Iteration 29Q (584.999681 sec): 3 clusters Score: Raw -654062.917577 + Penalty 2820.389278 = -651242.528299 nChanged 109 SP:Iteration 30Q (585.021050 sec): 3 clusters Score: Raw -654135.033600 + Penalty 2820.389278 = -651314.644322 nChanged 101 SP:Iteration 31Q (585.042418 sec): 3 clusters Score: Raw -654202.489826 + Penalty 2820.389278 = -651382.100548 nChanged 95 SP:Iteration 32Q (585.063932 sec): 3 clusters Score: Raw -654259.179388 + Penalty 2820.389278 = -651438.790110 nChanged 80 SP:Iteration 33Q (585.085124 sec): 3 clusters Score: Raw -654290.133458 + Penalty 2820.389278 = -651469.744180 nChanged 68 SP:Iteration 34Q (585.106021 sec): 3 clusters Score: Raw -654312.663322 + Penalty 2820.389278 = -651492.274044 nChanged 45 SP:Iteration 35Q (585.127083 sec): 3 clusters Score: Raw -654332.412034 + Penalty 2820.389278 = -651512.022756 nChanged 45 SP:Iteration 36Q (585.147950 sec): 3 clusters Score: Raw -654348.121271 + Penalty 2820.389278 = -651527.731993 nChanged 38 SP:Iteration 37Q (585.169251 sec): 3 clusters Score: Raw -654358.291629 + Penalty 2820.389278 = -651537.902351 nChanged 29 SP:Iteration 38Q (585.190387 sec): 3 clusters Score: Raw -654365.206770 + Penalty 2820.389278 = -651544.817492 nChanged 20 SP:Iteration 39Q (585.211486 sec): 3 clusters Score: Raw -654370.915696 + Penalty 2820.389278 = -651550.526418 nChanged 20 SP:Iteration 40F (585.233302 sec): 3 clusters Score: Raw -654377.950021 + Penalty 2820.389278 = -651557.560743 nChanged 15 SP:Iteration 41Q (585.254394 sec): 3 clusters Score: Raw -654383.260411 + Penalty 2820.389278 = -651562.871133 nChanged 19 SP:Iteration 42Q (585.300087 sec): 3 clusters Score: Raw -654389.709847 + Penalty 2820.389278 = -651569.320569 nChanged 18 SP:Iteration 43Q (585.352571 sec): 3 clusters Score: Raw -654394.496091 + Penalty 2820.389278 = -651574.106813 nChanged 13 SP:Iteration 44Q (585.404260 sec): 3 clusters Score: Raw -654396.683272 + Penalty 2820.389278 = -651576.293994 nChanged 6 SP:Iteration 45Q (585.456219 sec): 3 clusters Score: Raw -654397.589347 + Penalty 2820.389278 = -651577.200069 nChanged 3 SP:Iteration 46Q (585.484200 sec): 3 clusters Score: Raw -654398.445627 + Penalty 2820.389278 = -651578.056349 nChanged 5 SP:Iteration 47Q (585.505277 sec): 3 clusters Score: Raw -654399.371793 + Penalty 2820.389278 = -651578.982515 nChanged 4 SP:Iteration 48Q (585.526350 sec): 3 clusters Score: Raw -654400.169266 + Penalty 2820.389278 = -651579.779988 nChanged 3 SP:Iteration 49Q (585.547496 sec): 3 clusters Score: Raw -654400.725701 + Penalty 2820.389278 = -651580.336423 nChanged 3 SP:Iteration 50Q (585.568578 sec): 3 clusters Score: Raw -654401.017627 + Penalty 2820.389278 = -651580.628349 nChanged 4 SP:Iteration 51Q (585.589414 sec): 3 clusters Score: Raw -654401.674837 + Penalty 2820.389278 = -651581.285559 nChanged 4 SP:Iteration 52Q (585.610647 sec): 3 clusters Score: Raw -654402.626474 + Penalty 2820.389278 = -651582.237196 nChanged 4 SP:Iteration 53Q (585.631630 sec): 3 clusters Score: Raw -654404.056352 + Penalty 2820.389278 = -651583.667074 nChanged 3 SP:Iteration 54Q (585.652425 sec): 3 clusters Score: Raw -654404.516761 + Penalty 2820.389278 = -651584.127483 nChanged 4 SP:Iteration 55Q (585.673606 sec): 3 clusters Score: Raw -654405.402373 + Penalty 2820.389278 = -651585.013095 nChanged 4 SP:Iteration 56Q (585.694636 sec): 3 clusters Score: Raw -654406.285667 + Penalty 2820.389278 = -651585.896389 nChanged 4 SP:Iteration 57Q (585.715685 sec): 3 clusters Score: Raw -654407.559091 + Penalty 2820.389278 = -651587.169813 nChanged 4 SP:Iteration 58Q (585.736468 sec): 3 clusters Score: Raw -654408.366814 + Penalty 2820.389278 = -651587.977536 nChanged 5 SP:Iteration 59Q (585.757307 sec): 3 clusters Score: Raw -654409.456360 + Penalty 2820.389278 = -651589.067082 nChanged 4 SP:Iteration 60F (585.779175 sec): 3 clusters Score: Raw -654410.529575 + Penalty 2820.389278 = -651590.140297 nChanged 4 SP:Iteration 61Q (585.800082 sec): 3 clusters Score: Raw -654411.225893 + Penalty 2820.389278 = -651590.836615 nChanged 6 SP:Iteration 62Q (585.821030 sec): 3 clusters Score: Raw -654412.282709 + Penalty 2820.389278 = -651591.893431 nChanged 1 SP:Iteration 63Q (585.841966 sec): 3 clusters Score: Raw -654412.475690 + Penalty 2820.389278 = -651592.086411 nChanged 2 SP:Iteration 64Q (585.863051 sec): 3 clusters Score: Raw -654412.817663 + Penalty 2820.389278 = -651592.428385 nChanged 1 SP:Iteration 65Q (585.883799 sec): 3 clusters Score: Raw -654413.338133 + Penalty 2820.389278 = -651592.948855 nChanged 3 SP:Iteration 66Q (585.904627 sec): 3 clusters Score: Raw -654414.370695 + Penalty 2820.389278 = -651593.981417 nChanged 4 SP:Iteration 67Q (585.925856 sec): 3 clusters Score: Raw -654415.097291 + Penalty 2820.389278 = -651594.708013 nChanged 4 SP:Iteration 68Q (585.946904 sec): 3 clusters Score: Raw -654415.882991 + Penalty 2820.389278 = -651595.493713 nChanged 1 SP:Iteration 69Q (585.967921 sec): 3 clusters Score: Raw -654416.134490 + Penalty 2820.389278 = -651595.745212 nChanged 1 SP:Iteration 70Q (585.989109 sec): 3 clusters Score: Raw -654416.484934 + Penalty 2820.389278 = -651596.095656 nChanged 1 SP:Iteration 71Q (586.010157 sec): 3 clusters Score: Raw -654416.645932 + Penalty 2820.389278 = -651596.256654 nChanged 0 SP:Iteration 72F (586.031647 sec): 3 clusters Score: Raw -654416.645932 + Penalty 2820.389278 = -651596.256654 nChanged 0 Trying to split cluster 6 (3024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.048390 sec): 2 clusters Score: Raw -307568.694263 + Penalty 1302.329557 = -306266.364706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.064362 sec): 3 clusters Score: Raw -306172.353917 + Penalty 2604.659115 = -303567.694803 nChanged 1148 SP:Iteration 1F (586.079578 sec): 3 clusters Score: Raw -307003.923037 + Penalty 2604.659115 = -304399.263922 nChanged 283 SP:Iteration 2F (586.094525 sec): 3 clusters Score: Raw -307269.851847 + Penalty 2604.659115 = -304665.192732 nChanged 210 SP:Iteration 3F (586.109751 sec): 3 clusters Score: Raw -307470.938563 + Penalty 2604.659115 = -304866.279449 nChanged 184 SP:Iteration 4F (586.124938 sec): 3 clusters Score: Raw -307623.757955 + Penalty 2604.659115 = -305019.098840 nChanged 159 SP:Iteration 5F (586.140090 sec): 3 clusters Score: Raw -307764.109856 + Penalty 2604.659115 = -305159.450742 nChanged 122 SP:Iteration 6Q (586.154987 sec): 3 clusters Score: Raw -307856.395836 + Penalty 2604.659115 = -305251.736722 nChanged 108 SP:Iteration 7Q (586.170112 sec): 3 clusters Score: Raw -307946.934762 + Penalty 2604.659115 = -305342.275647 nChanged 72 SP:Iteration 8Q (586.185087 sec): 3 clusters Score: Raw -307998.083454 + Penalty 2604.659115 = -305393.424340 nChanged 46 SP:Iteration 9Q (586.200235 sec): 3 clusters Score: Raw -308027.462773 + Penalty 2604.659115 = -305422.803658 nChanged 36 SP:Iteration 10Q (586.215140 sec): 3 clusters Score: Raw -308047.690734 + Penalty 2604.659115 = -305443.031619 nChanged 23 SP:Iteration 11Q (586.230221 sec): 3 clusters Score: Raw -308059.637924 + Penalty 2604.659115 = -305454.978809 nChanged 20 SP:Iteration 12Q (586.245219 sec): 3 clusters Score: Raw -308069.970504 + Penalty 2604.659115 = -305465.311389 nChanged 21 SP:Iteration 13Q (586.260037 sec): 3 clusters Score: Raw -308080.329062 + Penalty 2604.659115 = -305475.669947 nChanged 13 SP:Iteration 14Q (586.274906 sec): 3 clusters Score: Raw -308084.557401 + Penalty 2604.659115 = -305479.898286 nChanged 10 SP:Iteration 15Q (586.289749 sec): 3 clusters Score: Raw -308088.629585 + Penalty 2604.659115 = -305483.970470 nChanged 6 SP:Iteration 16Q (586.304672 sec): 3 clusters Score: Raw -308090.832031 + Penalty 2604.659115 = -305486.172916 nChanged 7 SP:Iteration 17Q (586.319521 sec): 3 clusters Score: Raw -308093.766182 + Penalty 2604.659115 = -305489.107067 nChanged 3 SP:Iteration 18Q (586.334534 sec): 3 clusters Score: Raw -308094.861694 + Penalty 2604.659115 = -305490.202580 nChanged 3 SP:Iteration 19Q (586.349478 sec): 3 clusters Score: Raw -308096.088733 + Penalty 2604.659115 = -305491.429618 nChanged 3 SP:Iteration 20F (586.364529 sec): 3 clusters Score: Raw -308097.523140 + Penalty 2604.659115 = -305492.864025 nChanged 1 SP:Iteration 21Q (586.379526 sec): 3 clusters Score: Raw -308097.744066 + Penalty 2604.659115 = -305493.084952 nChanged 1 SP:Iteration 22Q (586.394528 sec): 3 clusters Score: Raw -308097.909402 + Penalty 2604.659115 = -305493.250288 nChanged 0 SP:Iteration 23F (586.409695 sec): 3 clusters Score: Raw -308097.909402 + Penalty 2604.659115 = -305493.250288 nChanged 0 Trying to split cluster 7 (13884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.438370 sec): 2 clusters Score: Raw -1590633.912353 + Penalty 1550.005011 = -1589083.907342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.472490 sec): 3 clusters Score: Raw -1582469.316074 + Penalty 3100.010023 = -1579369.306051 nChanged 6157 SP:Iteration 1F (586.505364 sec): 3 clusters Score: Raw -1585674.862301 + Penalty 3100.010023 = -1582574.852278 nChanged 728 SP:Iteration 2F (586.538144 sec): 3 clusters Score: Raw -1585942.955409 + Penalty 3100.010023 = -1582842.945386 nChanged 679 SP:Iteration 3Q (586.607502 sec): 3 clusters Score: Raw -1586207.370737 + Penalty 3100.010023 = -1583107.360714 nChanged 645 SP:Iteration 4Q (586.641388 sec): 3 clusters Score: Raw -1586476.485133 + Penalty 3100.010023 = -1583376.475111 nChanged 651 SP:Iteration 5Q (586.674813 sec): 3 clusters Score: Raw -1586787.882558 + Penalty 3100.010023 = -1583687.872536 nChanged 758 SP:Iteration 6F (586.707793 sec): 3 clusters Score: Raw -1587211.923675 + Penalty 3100.010023 = -1584111.913653 nChanged 819 SP:Iteration 7F (586.740442 sec): 3 clusters Score: Raw -1587763.132414 + Penalty 3100.010023 = -1584663.122391 nChanged 906 SP:Iteration 8F (586.773312 sec): 3 clusters Score: Raw -1588399.690227 + Penalty 3100.010023 = -1585299.680205 nChanged 822 SP:Iteration 9F (586.806332 sec): 3 clusters Score: Raw -1588964.317987 + Penalty 3100.010023 = -1585864.307965 nChanged 684 SP:Iteration 10Q (586.839563 sec): 3 clusters Score: Raw -1589399.852546 + Penalty 3100.010023 = -1586299.842523 nChanged 523 SP:Iteration 11Q (586.872671 sec): 3 clusters Score: Raw -1589726.408556 + Penalty 3100.010023 = -1586626.398533 nChanged 387 SP:Iteration 12Q (586.905722 sec): 3 clusters Score: Raw -1589948.418643 + Penalty 3100.010023 = -1586848.408620 nChanged 324 SP:Iteration 13Q (586.938510 sec): 3 clusters Score: Raw -1590132.038699 + Penalty 3100.010023 = -1587032.028676 nChanged 245 SP:Iteration 14Q (586.971084 sec): 3 clusters Score: Raw -1590261.573813 + Penalty 3100.010023 = -1587161.563790 nChanged 184 SP:Iteration 15Q (587.003501 sec): 3 clusters Score: Raw -1590364.164527 + Penalty 3100.010023 = -1587264.154504 nChanged 181 SP:Iteration 16Q (587.035422 sec): 3 clusters Score: Raw -1590459.782372 + Penalty 3100.010023 = -1587359.772349 nChanged 158 SP:Iteration 17Q (587.066843 sec): 3 clusters Score: Raw -1590545.837482 + Penalty 3100.010023 = -1587445.827460 nChanged 137 SP:Iteration 18Q (587.097856 sec): 3 clusters Score: Raw -1590604.467411 + Penalty 3100.010023 = -1587504.457388 nChanged 111 SP:Iteration 19Q (587.128956 sec): 3 clusters Score: Raw -1590650.511645 + Penalty 3100.010023 = -1587550.501622 nChanged 103 SP:Iteration 20F (587.161676 sec): 3 clusters Score: Raw -1590692.728928 + Penalty 3100.010023 = -1587592.718905 nChanged 84 SP:Iteration 21Q (587.192087 sec): 3 clusters Score: Raw -1590719.579164 + Penalty 3100.010023 = -1587619.569141 nChanged 68 SP:Iteration 22Q (587.222374 sec): 3 clusters Score: Raw -1590736.983497 + Penalty 3100.010023 = -1587636.973474 nChanged 62 SP:Iteration 23Q (587.253026 sec): 3 clusters Score: Raw -1590755.194616 + Penalty 3100.010023 = -1587655.184594 nChanged 54 SP:Iteration 24Q (587.283226 sec): 3 clusters Score: Raw -1590769.867797 + Penalty 3100.010023 = -1587669.857774 nChanged 41 SP:Iteration 25Q (587.313430 sec): 3 clusters Score: Raw -1590782.698600 + Penalty 3100.010023 = -1587682.688578 nChanged 43 SP:Iteration 26Q (587.343853 sec): 3 clusters Score: Raw -1590795.136038 + Penalty 3100.010023 = -1587695.126015 nChanged 30 SP:Iteration 27Q (587.373467 sec): 3 clusters Score: Raw -1590802.777199 + Penalty 3100.010023 = -1587702.767177 nChanged 27 SP:Iteration 28Q (587.403376 sec): 3 clusters Score: Raw -1590809.239402 + Penalty 3100.010023 = -1587709.229380 nChanged 29 SP:Iteration 29Q (587.433128 sec): 3 clusters Score: Raw -1590814.163576 + Penalty 3100.010023 = -1587714.153553 nChanged 26 SP:Iteration 30Q (587.463085 sec): 3 clusters Score: Raw -1590818.584124 + Penalty 3100.010023 = -1587718.574101 nChanged 22 SP:Iteration 31Q (587.496665 sec): 3 clusters Score: Raw -1590822.850472 + Penalty 3100.010023 = -1587722.840449 nChanged 23 SP:Iteration 32Q (587.526207 sec): 3 clusters Score: Raw -1590827.483004 + Penalty 3100.010023 = -1587727.472981 nChanged 19 SP:Iteration 33Q (587.556130 sec): 3 clusters Score: Raw -1590832.390539 + Penalty 3100.010023 = -1587732.380517 nChanged 27 SP:Iteration 34Q (587.585700 sec): 3 clusters Score: Raw -1590838.363105 + Penalty 3100.010023 = -1587738.353083 nChanged 23 SP:Iteration 35Q (587.615387 sec): 3 clusters Score: Raw -1590842.566086 + Penalty 3100.010023 = -1587742.556064 nChanged 20 SP:Iteration 36Q (587.644879 sec): 3 clusters Score: Raw -1590846.911063 + Penalty 3100.010023 = -1587746.901040 nChanged 17 SP:Iteration 37Q (587.674786 sec): 3 clusters Score: Raw -1590849.508758 + Penalty 3100.010023 = -1587749.498735 nChanged 14 SP:Iteration 38Q (587.704280 sec): 3 clusters Score: Raw -1590852.964982 + Penalty 3100.010023 = -1587752.954960 nChanged 19 SP:Iteration 39Q (587.734066 sec): 3 clusters Score: Raw -1590857.129555 + Penalty 3100.010023 = -1587757.119532 nChanged 14 SP:Iteration 40F (587.766711 sec): 3 clusters Score: Raw -1590860.043944 + Penalty 3100.010023 = -1587760.033922 nChanged 13 SP:Iteration 41Q (587.796642 sec): 3 clusters Score: Raw -1590862.422734 + Penalty 3100.010023 = -1587762.412712 nChanged 9 SP:Iteration 42Q (587.826073 sec): 3 clusters Score: Raw -1590864.125779 + Penalty 3100.010023 = -1587764.115756 nChanged 10 SP:Iteration 43Q (587.855438 sec): 3 clusters Score: Raw -1590867.502143 + Penalty 3100.010023 = -1587767.492120 nChanged 12 SP:Iteration 44Q (587.884891 sec): 3 clusters Score: Raw -1590870.459626 + Penalty 3100.010023 = -1587770.449603 nChanged 15 SP:Iteration 45Q (587.914716 sec): 3 clusters Score: Raw -1590873.105366 + Penalty 3100.010023 = -1587773.095344 nChanged 10 SP:Iteration 46Q (587.944083 sec): 3 clusters Score: Raw -1590876.246266 + Penalty 3100.010023 = -1587776.236244 nChanged 15 SP:Iteration 47Q (587.973418 sec): 3 clusters Score: Raw -1590880.202213 + Penalty 3100.010023 = -1587780.192190 nChanged 11 SP:Iteration 48Q (588.002695 sec): 3 clusters Score: Raw -1590882.821271 + Penalty 3100.010023 = -1587782.811248 nChanged 10 SP:Iteration 49Q (588.032056 sec): 3 clusters Score: Raw -1590885.214774 + Penalty 3100.010023 = -1587785.204752 nChanged 12 SP:Iteration 50Q (588.061367 sec): 3 clusters Score: Raw -1590888.003562 + Penalty 3100.010023 = -1587787.993539 nChanged 14 SP:Iteration 51Q (588.090789 sec): 3 clusters Score: Raw -1590891.754142 + Penalty 3100.010023 = -1587791.744120 nChanged 10 SP:Iteration 52Q (588.120013 sec): 3 clusters Score: Raw -1590893.588355 + Penalty 3100.010023 = -1587793.578332 nChanged 6 SP:Iteration 53Q (588.149277 sec): 3 clusters Score: Raw -1590894.301821 + Penalty 3100.010023 = -1587794.291799 nChanged 2 SP:Iteration 54Q (588.178539 sec): 3 clusters Score: Raw -1590894.518684 + Penalty 3100.010023 = -1587794.508662 nChanged 2 SP:Iteration 55Q (588.207836 sec): 3 clusters Score: Raw -1590894.801758 + Penalty 3100.010023 = -1587794.791735 nChanged 1 SP:Iteration 56Q (588.237040 sec): 3 clusters Score: Raw -1590894.932963 + Penalty 3100.010023 = -1587794.922941 nChanged 0 SP:Iteration 57F (588.269709 sec): 3 clusters Score: Raw -1590894.932963 + Penalty 3100.010023 = -1587794.922941 nChanged 0 Trying to split cluster 8 (8341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.291841 sec): 2 clusters Score: Raw -865705.960406 + Penalty 1467.202489 = -864238.757917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.318123 sec): 3 clusters Score: Raw -861077.197714 + Penalty 2934.404977 = -858142.792736 nChanged 3577 SP:Iteration 1F (588.343557 sec): 3 clusters Score: Raw -863161.765986 + Penalty 2934.404977 = -860227.361008 nChanged 592 SP:Iteration 2F (588.369081 sec): 3 clusters Score: Raw -863526.233458 + Penalty 2934.404977 = -860591.828480 nChanged 510 SP:Iteration 3F (588.394544 sec): 3 clusters Score: Raw -863835.428713 + Penalty 2934.404977 = -860901.023735 nChanged 449 SP:Iteration 4F (588.420000 sec): 3 clusters Score: Raw -864121.485948 + Penalty 2934.404977 = -861187.080970 nChanged 436 SP:Iteration 5F (588.445384 sec): 3 clusters Score: Raw -864437.259535 + Penalty 2934.404977 = -861502.854557 nChanged 464 SP:Iteration 6F (588.470710 sec): 3 clusters Score: Raw -864834.920437 + Penalty 2934.404977 = -861900.515460 nChanged 492 SP:Iteration 7F (588.496331 sec): 3 clusters Score: Raw -865259.620171 + Penalty 2934.404977 = -862325.215193 nChanged 488 SP:Iteration 8F (588.521839 sec): 3 clusters Score: Raw -865663.171308 + Penalty 2934.404977 = -862728.766331 nChanged 428 SP:Iteration 9F (588.547619 sec): 3 clusters Score: Raw -865955.116870 + Penalty 2934.404977 = -863020.711892 nChanged 344 SP:Iteration 10Q (588.572945 sec): 3 clusters Score: Raw -866165.314578 + Penalty 2934.404977 = -863230.909601 nChanged 258 SP:Iteration 11Q (588.597978 sec): 3 clusters Score: Raw -866282.218484 + Penalty 2934.404977 = -863347.813506 nChanged 169 SP:Iteration 12Q (588.623038 sec): 3 clusters Score: Raw -866352.968118 + Penalty 2934.404977 = -863418.563141 nChanged 145 SP:Iteration 13Q (588.648083 sec): 3 clusters Score: Raw -866409.184008 + Penalty 2934.404977 = -863474.779031 nChanged 116 SP:Iteration 14Q (588.673109 sec): 3 clusters Score: Raw -866447.461494 + Penalty 2934.404977 = -863513.056516 nChanged 97 SP:Iteration 15Q (588.698095 sec): 3 clusters Score: Raw -866473.531026 + Penalty 2934.404977 = -863539.126049 nChanged 78 SP:Iteration 16Q (588.723083 sec): 3 clusters Score: Raw -866495.908876 + Penalty 2934.404977 = -863561.503898 nChanged 69 SP:Iteration 17Q (588.748150 sec): 3 clusters Score: Raw -866514.958124 + Penalty 2934.404977 = -863580.553147 nChanged 47 SP:Iteration 18Q (588.773162 sec): 3 clusters Score: Raw -866525.614937 + Penalty 2934.404977 = -863591.209960 nChanged 42 SP:Iteration 19Q (588.798251 sec): 3 clusters Score: Raw -866535.003746 + Penalty 2934.404977 = -863600.598769 nChanged 36 SP:Iteration 20F (588.823749 sec): 3 clusters Score: Raw -866543.387265 + Penalty 2934.404977 = -863608.982287 nChanged 35 SP:Iteration 21Q (588.849025 sec): 3 clusters Score: Raw -866551.692177 + Penalty 2934.404977 = -863617.287200 nChanged 31 SP:Iteration 22Q (588.874051 sec): 3 clusters Score: Raw -866558.737722 + Penalty 2934.404977 = -863624.332745 nChanged 26 SP:Iteration 23Q (588.899141 sec): 3 clusters Score: Raw -866566.393940 + Penalty 2934.404977 = -863631.988963 nChanged 34 SP:Iteration 24Q (588.924160 sec): 3 clusters Score: Raw -866574.008242 + Penalty 2934.404977 = -863639.603264 nChanged 36 SP:Iteration 25Q (588.949292 sec): 3 clusters Score: Raw -866583.060300 + Penalty 2934.404977 = -863648.655323 nChanged 33 SP:Iteration 26Q (588.974256 sec): 3 clusters Score: Raw -866589.459166 + Penalty 2934.404977 = -863655.054189 nChanged 26 SP:Iteration 27Q (588.999182 sec): 3 clusters Score: Raw -866594.884784 + Penalty 2934.404977 = -863660.479807 nChanged 24 SP:Iteration 28Q (589.024210 sec): 3 clusters Score: Raw -866599.629195 + Penalty 2934.404977 = -863665.224217 nChanged 16 SP:Iteration 29Q (589.049113 sec): 3 clusters Score: Raw -866603.174011 + Penalty 2934.404977 = -863668.769034 nChanged 19 SP:Iteration 30Q (589.073983 sec): 3 clusters Score: Raw -866606.853108 + Penalty 2934.404977 = -863672.448131 nChanged 12 SP:Iteration 31Q (589.099096 sec): 3 clusters Score: Raw -866609.668782 + Penalty 2934.404977 = -863675.263805 nChanged 12 SP:Iteration 32Q (589.123954 sec): 3 clusters Score: Raw -866612.478306 + Penalty 2934.404977 = -863678.073328 nChanged 14 SP:Iteration 33Q (589.148816 sec): 3 clusters Score: Raw -866616.321632 + Penalty 2934.404977 = -863681.916654 nChanged 18 SP:Iteration 34Q (589.173776 sec): 3 clusters Score: Raw -866620.759090 + Penalty 2934.404977 = -863686.354113 nChanged 16 SP:Iteration 35Q (589.198743 sec): 3 clusters Score: Raw -866624.954342 + Penalty 2934.404977 = -863690.549364 nChanged 17 SP:Iteration 36Q (589.223633 sec): 3 clusters Score: Raw -866630.300587 + Penalty 2934.404977 = -863695.895609 nChanged 21 SP:Iteration 37Q (589.248504 sec): 3 clusters Score: Raw -866636.976926 + Penalty 2934.404977 = -863702.571949 nChanged 22 SP:Iteration 38Q (589.273401 sec): 3 clusters Score: Raw -866644.092629 + Penalty 2934.404977 = -863709.687652 nChanged 26 SP:Iteration 39Q (589.298364 sec): 3 clusters Score: Raw -866651.520010 + Penalty 2934.404977 = -863717.115032 nChanged 27 SP:Iteration 40F (589.323854 sec): 3 clusters Score: Raw -866659.382156 + Penalty 2934.404977 = -863724.977179 nChanged 35 SP:Iteration 41Q (589.348925 sec): 3 clusters Score: Raw -866673.119305 + Penalty 2934.404977 = -863738.714327 nChanged 32 SP:Iteration 42Q (589.374079 sec): 3 clusters Score: Raw -866685.478233 + Penalty 2934.404977 = -863751.073255 nChanged 25 SP:Iteration 43Q (589.399078 sec): 3 clusters Score: Raw -866693.229933 + Penalty 2934.404977 = -863758.824955 nChanged 14 SP:Iteration 44Q (589.424150 sec): 3 clusters Score: Raw -866697.264489 + Penalty 2934.404977 = -863762.859511 nChanged 16 SP:Iteration 45Q (589.448997 sec): 3 clusters Score: Raw -866702.407278 + Penalty 2934.404977 = -863768.002301 nChanged 18 SP:Iteration 46Q (589.473963 sec): 3 clusters Score: Raw -866711.292786 + Penalty 2934.404977 = -863776.887808 nChanged 12 SP:Iteration 47Q (589.498770 sec): 3 clusters Score: Raw -866717.692634 + Penalty 2934.404977 = -863783.287657 nChanged 15 SP:Iteration 48Q (589.523467 sec): 3 clusters Score: Raw -866722.704573 + Penalty 2934.404977 = -863788.299595 nChanged 12 SP:Iteration 49Q (589.548245 sec): 3 clusters Score: Raw -866726.398377 + Penalty 2934.404977 = -863791.993400 nChanged 10 SP:Iteration 50Q (589.573020 sec): 3 clusters Score: Raw -866728.907991 + Penalty 2934.404977 = -863794.503013 nChanged 7 SP:Iteration 51Q (589.597978 sec): 3 clusters Score: Raw -866730.623573 + Penalty 2934.404977 = -863796.218596 nChanged 4 SP:Iteration 52Q (589.622631 sec): 3 clusters Score: Raw -866732.258063 + Penalty 2934.404977 = -863797.853085 nChanged 7 SP:Iteration 53Q (589.647251 sec): 3 clusters Score: Raw -866735.086288 + Penalty 2934.404977 = -863800.681310 nChanged 7 SP:Iteration 54Q (589.671948 sec): 3 clusters Score: Raw -866736.471993 + Penalty 2934.404977 = -863802.067015 nChanged 4 SP:Iteration 55Q (589.696682 sec): 3 clusters Score: Raw -866737.142935 + Penalty 2934.404977 = -863802.737958 nChanged 2 SP:Iteration 56Q (589.721296 sec): 3 clusters Score: Raw -866737.545792 + Penalty 2934.404977 = -863803.140814 nChanged 1 SP:Iteration 57Q (589.745932 sec): 3 clusters Score: Raw -866737.610056 + Penalty 2934.404977 = -863803.205078 nChanged 0 SP:Iteration 58F (589.780945 sec): 3 clusters Score: Raw -866737.610056 + Penalty 2934.404977 = -863803.205078 nChanged 0 Trying to split cluster 9 (36102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.835922 sec): 2 clusters Score: Raw -3995287.509786 + Penalty 1705.291826 = -3993582.217961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.905815 sec): 3 clusters Score: Raw -3972753.006464 + Penalty 3410.583652 = -3969342.422812 nChanged 16803 SP:Iteration 1F (589.970765 sec): 3 clusters Score: Raw -3982347.987015 + Penalty 3410.583652 = -3978937.403363 nChanged 1688 SP:Iteration 2Q (590.037903 sec): 3 clusters Score: Raw -3982982.557458 + Penalty 3410.583652 = -3979571.973806 nChanged 1783 SP:Iteration 3Q (590.104733 sec): 3 clusters Score: Raw -3983793.377509 + Penalty 3410.583652 = -3980382.793857 nChanged 2060 SP:Iteration 4F (590.168929 sec): 3 clusters Score: Raw -3985015.914852 + Penalty 3410.583652 = -3981605.331200 nChanged 2460 SP:Iteration 5F (590.233362 sec): 3 clusters Score: Raw -3986861.255319 + Penalty 3410.583652 = -3983450.671667 nChanged 2655 SP:Iteration 6F (590.333642 sec): 3 clusters Score: Raw -3989114.569282 + Penalty 3410.583652 = -3985703.985630 nChanged 2471 SP:Iteration 7F (590.429485 sec): 3 clusters Score: Raw -3991362.509462 + Penalty 3410.583652 = -3987951.925810 nChanged 1876 SP:Iteration 8F (590.522461 sec): 3 clusters Score: Raw -3993082.876168 + Penalty 3410.583652 = -3989672.292516 nChanged 1225 SP:Iteration 9Q (590.612868 sec): 3 clusters Score: Raw -3994152.140860 + Penalty 3410.583652 = -3990741.557208 nChanged 709 SP:Iteration 10Q (590.694852 sec): 3 clusters Score: Raw -3994776.532409 + Penalty 3410.583652 = -3991365.948757 nChanged 385 SP:Iteration 11Q (590.773404 sec): 3 clusters Score: Raw -3995116.867525 + Penalty 3410.583652 = -3991706.283873 nChanged 197 SP:Iteration 12Q (590.862243 sec): 3 clusters Score: Raw -3995279.673450 + Penalty 3410.583652 = -3991869.089798 nChanged 84 SP:Iteration 13Q (590.950534 sec): 3 clusters Score: Raw -3995361.727520 + Penalty 3410.583652 = -3991951.143868 nChanged 44 SP:Iteration 14Q (591.041327 sec): 3 clusters Score: Raw -3995394.585496 + Penalty 3410.583652 = -3991984.001844 nChanged 23 SP:Iteration 15Q (591.124417 sec): 3 clusters Score: Raw -3995416.124263 + Penalty 3410.583652 = -3992005.540611 nChanged 19 SP:Iteration 16Q (591.214044 sec): 3 clusters Score: Raw -3995433.603083 + Penalty 3410.583652 = -3992023.019431 nChanged 12 SP:Iteration 17Q (591.302372 sec): 3 clusters Score: Raw -3995446.535491 + Penalty 3410.583652 = -3992035.951839 nChanged 13 SP:Iteration 18Q (591.365213 sec): 3 clusters Score: Raw -3995464.051762 + Penalty 3410.583652 = -3992053.468110 nChanged 13 SP:Iteration 19Q (591.417441 sec): 3 clusters Score: Raw -3995478.963092 + Penalty 3410.583652 = -3992068.379440 nChanged 11 SP:Iteration 20F (591.480548 sec): 3 clusters Score: Raw -3995488.675936 + Penalty 3410.583652 = -3992078.092284 nChanged 10 SP:Iteration 21Q (591.533490 sec): 3 clusters Score: Raw -3995497.685180 + Penalty 3410.583652 = -3992087.101528 nChanged 11 SP:Iteration 22Q (591.585593 sec): 3 clusters Score: Raw -3995508.173280 + Penalty 3410.583652 = -3992097.589628 nChanged 4 SP:Iteration 23Q (591.637924 sec): 3 clusters Score: Raw -3995513.045297 + Penalty 3410.583652 = -3992102.461645 nChanged 3 SP:Iteration 24Q (591.689957 sec): 3 clusters Score: Raw -3995515.913419 + Penalty 3410.583652 = -3992105.329767 nChanged 5 SP:Iteration 25Q (591.742070 sec): 3 clusters Score: Raw -3995523.052766 + Penalty 3410.583652 = -3992112.469114 nChanged 5 SP:Iteration 26Q (591.794384 sec): 3 clusters Score: Raw -3995528.002785 + Penalty 3410.583652 = -3992117.419133 nChanged 2 SP:Iteration 27Q (591.846401 sec): 3 clusters Score: Raw -3995530.181748 + Penalty 3410.583652 = -3992119.598096 nChanged 1 SP:Iteration 28Q (591.898867 sec): 3 clusters Score: Raw -3995531.793884 + Penalty 3410.583652 = -3992121.210232 nChanged 1 SP:Iteration 29Q (591.950884 sec): 3 clusters Score: Raw -3995535.162326 + Penalty 3410.583652 = -3992124.578674 nChanged 1 SP:Iteration 30Q (592.002941 sec): 3 clusters Score: Raw -3995535.854524 + Penalty 3410.583652 = -3992125.270872 nChanged 0 SP:Iteration 31F (592.065794 sec): 3 clusters Score: Raw -3995535.854524 + Penalty 3410.583652 = -3992125.270872 nChanged 0 Trying to split cluster 10 (10941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (592.086301 sec): 2 clusters Score: Raw -1247454.546612 + Penalty 1511.294278 = -1245943.252334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (592.116353 sec): 3 clusters Score: Raw -1241157.040758 + Penalty 3022.588556 = -1238134.452203 nChanged 4837 SP:Iteration 1F (592.145361 sec): 3 clusters Score: Raw -1243935.941491 + Penalty 3022.588556 = -1240913.352935 nChanged 817 SP:Iteration 2F (592.174670 sec): 3 clusters Score: Raw -1244439.456051 + Penalty 3022.588556 = -1241416.867496 nChanged 732 SP:Iteration 3F (592.242513 sec): 3 clusters Score: Raw -1244928.813433 + Penalty 3022.588556 = -1241906.224877 nChanged 659 SP:Iteration 4F (592.302125 sec): 3 clusters Score: Raw -1245369.662818 + Penalty 3022.588556 = -1242347.074262 nChanged 629 SP:Iteration 5F (592.340938 sec): 3 clusters Score: Raw -1245767.778165 + Penalty 3022.588556 = -1242745.189609 nChanged 569 SP:Iteration 6F (592.370045 sec): 3 clusters Score: Raw -1246101.599404 + Penalty 3022.588556 = -1243079.010848 nChanged 548 SP:Iteration 7F (592.399321 sec): 3 clusters Score: Raw -1246443.693058 + Penalty 3022.588556 = -1243421.104502 nChanged 489 SP:Iteration 8Q (592.428378 sec): 3 clusters Score: Raw -1246733.356514 + Penalty 3022.588556 = -1243710.767958 nChanged 387 SP:Iteration 9Q (592.457383 sec): 3 clusters Score: Raw -1246979.461983 + Penalty 3022.588556 = -1243956.873427 nChanged 310 SP:Iteration 10Q (592.486562 sec): 3 clusters Score: Raw -1247227.512403 + Penalty 3022.588556 = -1244204.923847 nChanged 291 SP:Iteration 11Q (592.515622 sec): 3 clusters Score: Raw -1247453.437012 + Penalty 3022.588556 = -1244430.848457 nChanged 247 SP:Iteration 12Q (592.544244 sec): 3 clusters Score: Raw -1247623.737763 + Penalty 3022.588556 = -1244601.149207 nChanged 191 SP:Iteration 13Q (592.572782 sec): 3 clusters Score: Raw -1247743.016142 + Penalty 3022.588556 = -1244720.427586 nChanged 142 SP:Iteration 14Q (592.600802 sec): 3 clusters Score: Raw -1247813.754864 + Penalty 3022.588556 = -1244791.166308 nChanged 104 SP:Iteration 15Q (592.628775 sec): 3 clusters Score: Raw -1247858.924058 + Penalty 3022.588556 = -1244836.335502 nChanged 103 SP:Iteration 16Q (592.656699 sec): 3 clusters Score: Raw -1247910.097063 + Penalty 3022.588556 = -1244887.508507 nChanged 103 SP:Iteration 17Q (592.684363 sec): 3 clusters Score: Raw -1247966.933738 + Penalty 3022.588556 = -1244944.345182 nChanged 102 SP:Iteration 18Q (592.711717 sec): 3 clusters Score: Raw -1248033.686994 + Penalty 3022.588556 = -1245011.098438 nChanged 118 SP:Iteration 19Q (592.739003 sec): 3 clusters Score: Raw -1248111.233786 + Penalty 3022.588556 = -1245088.645230 nChanged 135 SP:Iteration 20F (592.768177 sec): 3 clusters Score: Raw -1248200.636663 + Penalty 3022.588556 = -1245178.048107 nChanged 124 SP:Iteration 21Q (592.806056 sec): 3 clusters Score: Raw -1248272.498015 + Penalty 3022.588556 = -1245249.909459 nChanged 117 SP:Iteration 22Q (592.832902 sec): 3 clusters Score: Raw -1248337.205524 + Penalty 3022.588556 = -1245314.616968 nChanged 114 SP:Iteration 23Q (592.859837 sec): 3 clusters Score: Raw -1248398.710563 + Penalty 3022.588556 = -1245376.122007 nChanged 82 SP:Iteration 24Q (592.886454 sec): 3 clusters Score: Raw -1248434.549197 + Penalty 3022.588556 = -1245411.960641 nChanged 72 SP:Iteration 25Q (592.912973 sec): 3 clusters Score: Raw -1248464.935721 + Penalty 3022.588556 = -1245442.347165 nChanged 64 SP:Iteration 26Q (592.939299 sec): 3 clusters Score: Raw -1248491.542953 + Penalty 3022.588556 = -1245468.954397 nChanged 56 SP:Iteration 27Q (592.965668 sec): 3 clusters Score: Raw -1248514.131409 + Penalty 3022.588556 = -1245491.542853 nChanged 45 SP:Iteration 28Q (592.991854 sec): 3 clusters Score: Raw -1248530.795348 + Penalty 3022.588556 = -1245508.206792 nChanged 33 SP:Iteration 29Q (593.018025 sec): 3 clusters Score: Raw -1248541.963506 + Penalty 3022.588556 = -1245519.374950 nChanged 24 SP:Iteration 30Q (593.044377 sec): 3 clusters Score: Raw -1248548.677478 + Penalty 3022.588556 = -1245526.088922 nChanged 16 SP:Iteration 31Q (593.070651 sec): 3 clusters Score: Raw -1248552.506232 + Penalty 3022.588556 = -1245529.917676 nChanged 16 SP:Iteration 32Q (593.096802 sec): 3 clusters Score: Raw -1248556.570214 + Penalty 3022.588556 = -1245533.981658 nChanged 15 SP:Iteration 33Q (593.122863 sec): 3 clusters Score: Raw -1248560.757671 + Penalty 3022.588556 = -1245538.169115 nChanged 11 SP:Iteration 34Q (593.148897 sec): 3 clusters Score: Raw -1248563.461792 + Penalty 3022.588556 = -1245540.873236 nChanged 11 SP:Iteration 35Q (593.175049 sec): 3 clusters Score: Raw -1248566.107366 + Penalty 3022.588556 = -1245543.518810 nChanged 8 SP:Iteration 36Q (593.200976 sec): 3 clusters Score: Raw -1248567.413493 + Penalty 3022.588556 = -1245544.824937 nChanged 4 SP:Iteration 37Q (593.226811 sec): 3 clusters Score: Raw -1248568.343450 + Penalty 3022.588556 = -1245545.754894 nChanged 5 SP:Iteration 38Q (593.252793 sec): 3 clusters Score: Raw -1248569.117948 + Penalty 3022.588556 = -1245546.529392 nChanged 3 SP:Iteration 39Q (593.278716 sec): 3 clusters Score: Raw -1248569.815826 + Penalty 3022.588556 = -1245547.227270 nChanged 4 SP:Iteration 40F (593.307784 sec): 3 clusters Score: Raw -1248571.419541 + Penalty 3022.588556 = -1245548.830986 nChanged 5 SP:Iteration 41Q (593.333731 sec): 3 clusters Score: Raw -1248572.626298 + Penalty 3022.588556 = -1245550.037742 nChanged 3 SP:Iteration 42Q (593.359810 sec): 3 clusters Score: Raw -1248573.914196 + Penalty 3022.588556 = -1245551.325640 nChanged 3 SP:Iteration 43Q (593.385848 sec): 3 clusters Score: Raw -1248574.632720 + Penalty 3022.588556 = -1245552.044165 nChanged 2 SP:Iteration 44Q (593.411884 sec): 3 clusters Score: Raw -1248575.616428 + Penalty 3022.588556 = -1245553.027872 nChanged 2 SP:Iteration 45Q (593.437921 sec): 3 clusters Score: Raw -1248576.607336 + Penalty 3022.588556 = -1245554.018780 nChanged 1 SP:Iteration 46Q (593.463936 sec): 3 clusters Score: Raw -1248576.723665 + Penalty 3022.588556 = -1245554.135109 nChanged 2 SP:Iteration 47Q (593.490116 sec): 3 clusters Score: Raw -1248577.210974 + Penalty 3022.588556 = -1245554.622418 nChanged 2 SP:Iteration 48Q (593.516024 sec): 3 clusters Score: Raw -1248577.714750 + Penalty 3022.588556 = -1245555.126195 nChanged 1 SP:Iteration 49Q (593.541904 sec): 3 clusters Score: Raw -1248577.906679 + Penalty 3022.588556 = -1245555.318123 nChanged 1 SP:Iteration 50Q (593.567955 sec): 3 clusters Score: Raw -1248578.181387 + Penalty 3022.588556 = -1245555.592831 nChanged 1 SP:Iteration 51Q (593.594309 sec): 3 clusters Score: Raw -1248578.388160 + Penalty 3022.588556 = -1245555.799604 nChanged 1 SP:Iteration 52Q (593.620371 sec): 3 clusters Score: Raw -1248578.628615 + Penalty 3022.588556 = -1245556.040059 nChanged 2 SP:Iteration 53Q (593.646313 sec): 3 clusters Score: Raw -1248579.215902 + Penalty 3022.588556 = -1245556.627346 nChanged 0 SP:Iteration 54F (593.675385 sec): 3 clusters Score: Raw -1248579.215902 + Penalty 3022.588556 = -1245556.627346 nChanged 0 Trying to split cluster 11 (34525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.727167 sec): 2 clusters Score: Raw -3675989.428412 + Penalty 1698.033834 = -3674291.394578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.794066 sec): 3 clusters Score: Raw -3654265.125774 + Penalty 3396.067668 = -3650869.058106 nChanged 16197 SP:Iteration 1F (593.856376 sec): 3 clusters Score: Raw -3663678.793594 + Penalty 3396.067668 = -3660282.725926 nChanged 1730 SP:Iteration 2F (593.918555 sec): 3 clusters Score: Raw -3664392.946884 + Penalty 3396.067668 = -3660996.879216 nChanged 2028 SP:Iteration 3F (593.980765 sec): 3 clusters Score: Raw -3665462.647500 + Penalty 3396.067668 = -3662066.579832 nChanged 2346 SP:Iteration 4F (594.042660 sec): 3 clusters Score: Raw -3666973.387642 + Penalty 3396.067668 = -3663577.319975 nChanged 2616 SP:Iteration 5F (594.105654 sec): 3 clusters Score: Raw -3668992.626282 + Penalty 3396.067668 = -3665596.558614 nChanged 2607 SP:Iteration 6F (594.167654 sec): 3 clusters Score: Raw -3671264.998356 + Penalty 3396.067668 = -3667868.930688 nChanged 2146 SP:Iteration 7F (594.229846 sec): 3 clusters Score: Raw -3673252.160793 + Penalty 3396.067668 = -3669856.093125 nChanged 1510 SP:Iteration 8Q (594.293219 sec): 3 clusters Score: Raw -3674668.922646 + Penalty 3396.067668 = -3671272.854978 nChanged 856 SP:Iteration 9Q (594.354000 sec): 3 clusters Score: Raw -3675481.495452 + Penalty 3396.067668 = -3672085.427784 nChanged 449 SP:Iteration 10Q (594.411338 sec): 3 clusters Score: Raw -3675900.641560 + Penalty 3396.067668 = -3672504.573892 nChanged 224 SP:Iteration 11Q (594.466435 sec): 3 clusters Score: Raw -3676083.704582 + Penalty 3396.067668 = -3672687.636914 nChanged 104 SP:Iteration 12Q (594.519935 sec): 3 clusters Score: Raw -3676183.815285 + Penalty 3396.067668 = -3672787.747617 nChanged 60 SP:Iteration 13Q (594.572484 sec): 3 clusters Score: Raw -3676242.205509 + Penalty 3396.067668 = -3672846.137841 nChanged 43 SP:Iteration 14Q (594.624889 sec): 3 clusters Score: Raw -3676287.400742 + Penalty 3396.067668 = -3672891.333074 nChanged 26 SP:Iteration 15Q (594.676629 sec): 3 clusters Score: Raw -3676321.217519 + Penalty 3396.067668 = -3672925.149851 nChanged 26 SP:Iteration 16Q (594.727986 sec): 3 clusters Score: Raw -3676346.577642 + Penalty 3396.067668 = -3672950.509974 nChanged 12 SP:Iteration 17Q (594.789178 sec): 3 clusters Score: Raw -3676359.300914 + Penalty 3396.067668 = -3672963.233246 nChanged 6 SP:Iteration 18Q (594.840452 sec): 3 clusters Score: Raw -3676364.677339 + Penalty 3396.067668 = -3672968.609671 nChanged 8 SP:Iteration 19Q (594.891691 sec): 3 clusters Score: Raw -3676372.238331 + Penalty 3396.067668 = -3672976.170663 nChanged 4 SP:Iteration 20F (594.953843 sec): 3 clusters Score: Raw -3676377.245368 + Penalty 3396.067668 = -3672981.177700 nChanged 4 SP:Iteration 21Q (595.005414 sec): 3 clusters Score: Raw -3676379.900334 + Penalty 3396.067668 = -3672983.832666 nChanged 5 SP:Iteration 22Q (595.056860 sec): 3 clusters Score: Raw -3676383.645080 + Penalty 3396.067668 = -3672987.577412 nChanged 3 SP:Iteration 23Q (595.108230 sec): 3 clusters Score: Raw -3676384.622282 + Penalty 3396.067668 = -3672988.554614 nChanged 0 SP:Iteration 24F (595.170467 sec): 3 clusters Score: Raw -3676384.622282 + Penalty 3396.067668 = -3672988.554614 nChanged 0 Trying to split cluster 12 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.179893 sec): 2 clusters Score: Raw -18326.999772 + Penalty 871.971102 = -17455.028670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.181798 sec): 3 clusters Score: Raw -18423.243042 + Penalty 1743.942205 = -16679.300837 nChanged 28 SP:Iteration 1F (595.183519 sec): 3 clusters Score: Raw -18533.034205 + Penalty 1743.942205 = -16789.092000 nChanged 12 SP:Iteration 2F (595.185223 sec): 3 clusters Score: Raw -18560.251479 + Penalty 1743.942205 = -16816.309275 nChanged 4 SP:Iteration 3Q (595.186892 sec): 3 clusters Score: Raw -18566.662581 + Penalty 1743.942205 = -16822.720376 nChanged 2 SP:Iteration 4Q (595.188555 sec): 3 clusters Score: Raw -18568.759836 + Penalty 1743.942205 = -16824.817631 nChanged 2 SP:Iteration 5Q (595.190203 sec): 3 clusters Score: Raw -18575.156506 + Penalty 1743.942205 = -16831.214301 nChanged 0 SP:Iteration 6F (595.191925 sec): 3 clusters Score: Raw -18575.156506 + Penalty 1743.942205 = -16831.214301 nChanged 0 Trying to split cluster 13 (110560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.332927 sec): 2 clusters Score: Raw -12651761.846876 + Penalty 1887.163466 = -12649874.683410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.517555 sec): 3 clusters Score: Raw -12579540.895391 + Penalty 3774.326933 = -12575766.568459 nChanged 53108 SP:Iteration 1F (595.699762 sec): 3 clusters Score: Raw -12611854.642938 + Penalty 3774.326933 = -12608080.316005 nChanged 5729 SP:Iteration 2F (595.881690 sec): 3 clusters Score: Raw -12614474.144199 + Penalty 3774.326933 = -12610699.817266 nChanged 7307 SP:Iteration 3F (596.063944 sec): 3 clusters Score: Raw -12618868.247019 + Penalty 3774.326933 = -12615093.920087 nChanged 8825 SP:Iteration 4F (596.246238 sec): 3 clusters Score: Raw -12625566.221371 + Penalty 3774.326933 = -12621791.894438 nChanged 9211 SP:Iteration 5F (596.429198 sec): 3 clusters Score: Raw -12633524.156288 + Penalty 3774.326933 = -12629749.829356 nChanged 7858 SP:Iteration 6F (596.611597 sec): 3 clusters Score: Raw -12640519.689132 + Penalty 3774.326933 = -12636745.362199 nChanged 5716 SP:Iteration 7F (596.794226 sec): 3 clusters Score: Raw -12645566.648256 + Penalty 3774.326933 = -12641792.321323 nChanged 3666 SP:Iteration 8Q (596.978507 sec): 3 clusters Score: Raw -12648736.833581 + Penalty 3774.326933 = -12644962.506648 nChanged 2204 SP:Iteration 9Q (597.152126 sec): 3 clusters Score: Raw -12650653.781995 + Penalty 3774.326933 = -12646879.455063 nChanged 1199 SP:Iteration 10Q (597.314022 sec): 3 clusters Score: Raw -12651749.737633 + Penalty 3774.326933 = -12647975.410700 nChanged 627 SP:Iteration 11Q (597.486175 sec): 3 clusters Score: Raw -12652381.999564 + Penalty 3774.326933 = -12648607.672631 nChanged 453 SP:Iteration 12Q (597.634669 sec): 3 clusters Score: Raw -12652796.800661 + Penalty 3774.326933 = -12649022.473728 nChanged 324 SP:Iteration 13Q (597.780387 sec): 3 clusters Score: Raw -12653044.341527 + Penalty 3774.326933 = -12649270.014594 nChanged 223 SP:Iteration 14Q (597.924949 sec): 3 clusters Score: Raw -12653168.334489 + Penalty 3774.326933 = -12649394.007556 nChanged 154 SP:Iteration 15Q (598.068862 sec): 3 clusters Score: Raw -12653229.487241 + Penalty 3774.326933 = -12649455.160309 nChanged 100 SP:Iteration 16Q (598.209141 sec): 3 clusters Score: Raw -12653258.723905 + Penalty 3774.326933 = -12649484.396972 nChanged 79 SP:Iteration 17Q (598.351739 sec): 3 clusters Score: Raw -12653277.598559 + Penalty 3774.326933 = -12649503.271626 nChanged 61 SP:Iteration 18Q (598.494031 sec): 3 clusters Score: Raw -12653288.826847 + Penalty 3774.326933 = -12649514.499914 nChanged 34 SP:Iteration 19Q (598.636447 sec): 3 clusters Score: Raw -12653295.133008 + Penalty 3774.326933 = -12649520.806076 nChanged 23 SP:Iteration 20F (598.816016 sec): 3 clusters Score: Raw -12653299.995429 + Penalty 3774.326933 = -12649525.668496 nChanged 25 SP:Iteration 21Q (598.958357 sec): 3 clusters Score: Raw -12653303.981871 + Penalty 3774.326933 = -12649529.654939 nChanged 18 SP:Iteration 22Q (599.100841 sec): 3 clusters Score: Raw -12653306.388461 + Penalty 3774.326933 = -12649532.061528 nChanged 17 SP:Iteration 23Q (599.243272 sec): 3 clusters Score: Raw -12653308.712582 + Penalty 3774.326933 = -12649534.385649 nChanged 8 SP:Iteration 24Q (599.385743 sec): 3 clusters Score: Raw -12653309.698484 + Penalty 3774.326933 = -12649535.371551 nChanged 8 SP:Iteration 25Q (599.528915 sec): 3 clusters Score: Raw -12653310.508636 + Penalty 3774.326933 = -12649536.181703 nChanged 7 SP:Iteration 26Q (599.671777 sec): 3 clusters Score: Raw -12653311.159101 + Penalty 3774.326933 = -12649536.832168 nChanged 2 SP:Iteration 27Q (599.814835 sec): 3 clusters Score: Raw -12653311.333314 + Penalty 3774.326933 = -12649537.006381 nChanged 3 SP:Iteration 28Q (599.986820 sec): 3 clusters Score: Raw -12653311.687950 + Penalty 3774.326933 = -12649537.361017 nChanged 5 SP:Iteration 29Q (600.164574 sec): 3 clusters Score: Raw -12653312.235608 + Penalty 3774.326933 = -12649537.908676 nChanged 3 SP:Iteration 30Q (600.307654 sec): 3 clusters Score: Raw -12653312.484241 + Penalty 3774.326933 = -12649538.157308 nChanged 3 SP:Iteration 31Q (600.451016 sec): 3 clusters Score: Raw -12653312.722719 + Penalty 3774.326933 = -12649538.395786 nChanged 1 SP:Iteration 32Q (600.593292 sec): 3 clusters Score: Raw -12653312.907389 + Penalty 3774.326933 = -12649538.580457 nChanged 3 SP:Iteration 33Q (600.735746 sec): 3 clusters Score: Raw -12653313.841572 + Penalty 3774.326933 = -12649539.514639 nChanged 3 SP:Iteration 34Q (600.878189 sec): 3 clusters Score: Raw -12653314.287199 + Penalty 3774.326933 = -12649539.960266 nChanged 4 SP:Iteration 35Q (601.021311 sec): 3 clusters Score: Raw -12653314.637930 + Penalty 3774.326933 = -12649540.310997 nChanged 1 SP:Iteration 36Q (601.180538 sec): 3 clusters Score: Raw -12653314.668094 + Penalty 3774.326933 = -12649540.341162 nChanged 1 SP:Iteration 37Q (601.323401 sec): 3 clusters Score: Raw -12653314.803016 + Penalty 3774.326933 = -12649540.476083 nChanged 0 SP:Iteration 38F (601.503300 sec): 3 clusters Score: Raw -12653314.803016 + Penalty 3774.326933 = -12649540.476083 nChanged 0 Trying to split cluster 14 (28287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.541682 sec): 2 clusters Score: Raw -3215255.980993 + Penalty 1665.650612 = -3213590.330381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.598991 sec): 3 clusters Score: Raw -3197805.910530 + Penalty 3331.301225 = -3194474.609305 nChanged 13068 SP:Iteration 1F (601.652654 sec): 3 clusters Score: Raw -3205532.669444 + Penalty 3331.301225 = -3202201.368220 nChanged 1717 SP:Iteration 2F (601.706218 sec): 3 clusters Score: Raw -3206656.798275 + Penalty 3331.301225 = -3203325.497050 nChanged 1887 SP:Iteration 3F (601.759880 sec): 3 clusters Score: Raw -3208162.809637 + Penalty 3331.301225 = -3204831.508413 nChanged 2026 SP:Iteration 4F (601.813743 sec): 3 clusters Score: Raw -3209759.016979 + Penalty 3331.301225 = -3206427.715754 nChanged 1967 SP:Iteration 5F (601.867637 sec): 3 clusters Score: Raw -3211251.665056 + Penalty 3331.301225 = -3207920.363831 nChanged 1708 SP:Iteration 6F (601.921658 sec): 3 clusters Score: Raw -3212336.006557 + Penalty 3331.301225 = -3209004.705333 nChanged 1327 SP:Iteration 7Q (601.975728 sec): 3 clusters Score: Raw -3212952.721899 + Penalty 3331.301225 = -3209621.420674 nChanged 860 SP:Iteration 8Q (602.029049 sec): 3 clusters Score: Raw -3213244.244260 + Penalty 3331.301225 = -3209912.943035 nChanged 565 SP:Iteration 9Q (602.082061 sec): 3 clusters Score: Raw -3213396.837914 + Penalty 3331.301225 = -3210065.536690 nChanged 410 SP:Iteration 10Q (602.134841 sec): 3 clusters Score: Raw -3213494.314943 + Penalty 3331.301225 = -3210163.013718 nChanged 338 SP:Iteration 11Q (602.187658 sec): 3 clusters Score: Raw -3213583.368382 + Penalty 3331.301225 = -3210252.067158 nChanged 338 SP:Iteration 12Q (602.240702 sec): 3 clusters Score: Raw -3213665.534800 + Penalty 3331.301225 = -3210334.233575 nChanged 286 SP:Iteration 13Q (602.293487 sec): 3 clusters Score: Raw -3213737.601639 + Penalty 3331.301225 = -3210406.300414 nChanged 282 SP:Iteration 14Q (602.346293 sec): 3 clusters Score: Raw -3213810.108734 + Penalty 3331.301225 = -3210478.807510 nChanged 276 SP:Iteration 15Q (602.399023 sec): 3 clusters Score: Raw -3213881.193931 + Penalty 3331.301225 = -3210549.892707 nChanged 294 SP:Iteration 16Q (602.452003 sec): 3 clusters Score: Raw -3213957.231399 + Penalty 3331.301225 = -3210625.930175 nChanged 284 SP:Iteration 17Q (602.504659 sec): 3 clusters Score: Raw -3214024.433791 + Penalty 3331.301225 = -3210693.132566 nChanged 284 SP:Iteration 18Q (602.557481 sec): 3 clusters Score: Raw -3214093.999455 + Penalty 3331.301225 = -3210762.698231 nChanged 284 SP:Iteration 19Q (602.610633 sec): 3 clusters Score: Raw -3214166.388153 + Penalty 3331.301225 = -3210835.086929 nChanged 273 SP:Iteration 20F (602.663691 sec): 3 clusters Score: Raw -3214246.264832 + Penalty 3331.301225 = -3210914.963608 nChanged 300 SP:Iteration 21Q (602.716564 sec): 3 clusters Score: Raw -3214337.537871 + Penalty 3331.301225 = -3211006.236646 nChanged 311 SP:Iteration 22Q (602.769429 sec): 3 clusters Score: Raw -3214436.376806 + Penalty 3331.301225 = -3211105.075581 nChanged 322 SP:Iteration 23Q (602.821905 sec): 3 clusters Score: Raw -3214541.331486 + Penalty 3331.301225 = -3211210.030261 nChanged 343 SP:Iteration 24Q (602.874327 sec): 3 clusters Score: Raw -3214652.347969 + Penalty 3331.301225 = -3211321.046745 nChanged 335 SP:Iteration 25Q (602.926447 sec): 3 clusters Score: Raw -3214763.121978 + Penalty 3331.301225 = -3211431.820753 nChanged 309 SP:Iteration 26Q (602.978401 sec): 3 clusters Score: Raw -3214855.867156 + Penalty 3331.301225 = -3211524.565931 nChanged 268 SP:Iteration 27Q (603.030150 sec): 3 clusters Score: Raw -3214939.894205 + Penalty 3331.301225 = -3211608.592981 nChanged 256 SP:Iteration 28Q (603.081093 sec): 3 clusters Score: Raw -3215014.121348 + Penalty 3331.301225 = -3211682.820124 nChanged 236 SP:Iteration 29Q (603.132100 sec): 3 clusters Score: Raw -3215073.574190 + Penalty 3331.301225 = -3211742.272966 nChanged 202 SP:Iteration 30Q (603.182733 sec): 3 clusters Score: Raw -3215123.479424 + Penalty 3331.301225 = -3211792.178200 nChanged 192 SP:Iteration 31Q (603.245049 sec): 3 clusters Score: Raw -3215169.992524 + Penalty 3331.301225 = -3211838.691299 nChanged 191 SP:Iteration 32Q (603.311594 sec): 3 clusters Score: Raw -3215219.080197 + Penalty 3331.301225 = -3211887.778972 nChanged 208 SP:Iteration 33Q (603.361160 sec): 3 clusters Score: Raw -3215270.883119 + Penalty 3331.301225 = -3211939.581894 nChanged 185 SP:Iteration 34Q (603.411008 sec): 3 clusters Score: Raw -3215315.259078 + Penalty 3331.301225 = -3211983.957854 nChanged 163 SP:Iteration 35Q (603.460073 sec): 3 clusters Score: Raw -3215350.273212 + Penalty 3331.301225 = -3212018.971987 nChanged 160 SP:Iteration 36Q (603.509179 sec): 3 clusters Score: Raw -3215382.198032 + Penalty 3331.301225 = -3212050.896807 nChanged 141 SP:Iteration 37Q (603.557841 sec): 3 clusters Score: Raw -3215408.424944 + Penalty 3331.301225 = -3212077.123719 nChanged 126 SP:Iteration 38Q (603.606645 sec): 3 clusters Score: Raw -3215431.650357 + Penalty 3331.301225 = -3212100.349132 nChanged 129 SP:Iteration 39Q (603.654856 sec): 3 clusters Score: Raw -3215458.893545 + Penalty 3331.301225 = -3212127.592321 nChanged 122 SP:Iteration 40F (603.708437 sec): 3 clusters Score: Raw -3215481.459049 + Penalty 3331.301225 = -3212150.157825 nChanged 110 SP:Iteration 41Q (603.757555 sec): 3 clusters Score: Raw -3215503.940418 + Penalty 3331.301225 = -3212172.639194 nChanged 107 SP:Iteration 42Q (603.806268 sec): 3 clusters Score: Raw -3215525.064862 + Penalty 3331.301225 = -3212193.763638 nChanged 91 SP:Iteration 43Q (603.854596 sec): 3 clusters Score: Raw -3215543.424536 + Penalty 3331.301225 = -3212212.123312 nChanged 95 SP:Iteration 44Q (603.902873 sec): 3 clusters Score: Raw -3215561.003832 + Penalty 3331.301225 = -3212229.702607 nChanged 105 SP:Iteration 45Q (603.950933 sec): 3 clusters Score: Raw -3215580.137021 + Penalty 3331.301225 = -3212248.835797 nChanged 90 SP:Iteration 46Q (603.999127 sec): 3 clusters Score: Raw -3215595.723910 + Penalty 3331.301225 = -3212264.422685 nChanged 91 SP:Iteration 47Q (604.047137 sec): 3 clusters Score: Raw -3215614.559482 + Penalty 3331.301225 = -3212283.258257 nChanged 87 SP:Iteration 48Q (604.095092 sec): 3 clusters Score: Raw -3215633.065001 + Penalty 3331.301225 = -3212301.763777 nChanged 100 SP:Iteration 49Q (604.142830 sec): 3 clusters Score: Raw -3215653.011524 + Penalty 3331.301225 = -3212321.710299 nChanged 91 SP:Iteration 50Q (604.190601 sec): 3 clusters Score: Raw -3215669.873622 + Penalty 3331.301225 = -3212338.572398 nChanged 78 SP:Iteration 51Q (604.238413 sec): 3 clusters Score: Raw -3215683.423116 + Penalty 3331.301225 = -3212352.121892 nChanged 77 SP:Iteration 52Q (604.285805 sec): 3 clusters Score: Raw -3215696.705461 + Penalty 3331.301225 = -3212365.404236 nChanged 82 SP:Iteration 53Q (604.333411 sec): 3 clusters Score: Raw -3215711.776602 + Penalty 3331.301225 = -3212380.475378 nChanged 83 SP:Iteration 54Q (604.380919 sec): 3 clusters Score: Raw -3215726.827110 + Penalty 3331.301225 = -3212395.525885 nChanged 72 SP:Iteration 55Q (604.428128 sec): 3 clusters Score: Raw -3215739.769401 + Penalty 3331.301225 = -3212408.468176 nChanged 83 SP:Iteration 56Q (604.475842 sec): 3 clusters Score: Raw -3215754.960131 + Penalty 3331.301225 = -3212423.658907 nChanged 78 SP:Iteration 57Q (604.522707 sec): 3 clusters Score: Raw -3215768.826910 + Penalty 3331.301225 = -3212437.525686 nChanged 76 SP:Iteration 58Q (604.569735 sec): 3 clusters Score: Raw -3215783.328632 + Penalty 3331.301225 = -3212452.027408 nChanged 83 SP:Iteration 59Q (604.616956 sec): 3 clusters Score: Raw -3215799.227054 + Penalty 3331.301225 = -3212467.925830 nChanged 68 SP:Iteration 60F (604.670458 sec): 3 clusters Score: Raw -3215814.087304 + Penalty 3331.301225 = -3212482.786080 nChanged 75 SP:Iteration 61Q (604.717451 sec): 3 clusters Score: Raw -3215833.417867 + Penalty 3331.301225 = -3212502.116643 nChanged 72 SP:Iteration 62Q (604.764252 sec): 3 clusters Score: Raw -3215849.964503 + Penalty 3331.301225 = -3212518.663278 nChanged 71 SP:Iteration 63Q (604.810847 sec): 3 clusters Score: Raw -3215862.400201 + Penalty 3331.301225 = -3212531.098977 nChanged 53 SP:Iteration 64Q (604.857473 sec): 3 clusters Score: Raw -3215870.233818 + Penalty 3331.301225 = -3212538.932593 nChanged 42 SP:Iteration 65Q (604.904200 sec): 3 clusters Score: Raw -3215876.953070 + Penalty 3331.301225 = -3212545.651845 nChanged 43 SP:Iteration 66Q (604.950793 sec): 3 clusters Score: Raw -3215884.506743 + Penalty 3331.301225 = -3212553.205519 nChanged 37 SP:Iteration 67Q (605.000432 sec): 3 clusters Score: Raw -3215889.714983 + Penalty 3331.301225 = -3212558.413758 nChanged 23 SP:Iteration 68Q (605.046646 sec): 3 clusters Score: Raw -3215892.326612 + Penalty 3331.301225 = -3212561.025388 nChanged 22 SP:Iteration 69Q (605.093469 sec): 3 clusters Score: Raw -3215895.141614 + Penalty 3331.301225 = -3212563.840389 nChanged 24 SP:Iteration 70Q (605.139966 sec): 3 clusters Score: Raw -3215898.750062 + Penalty 3331.301225 = -3212567.448837 nChanged 28 SP:Iteration 71Q (605.186434 sec): 3 clusters Score: Raw -3215904.327039 + Penalty 3331.301225 = -3212573.025814 nChanged 43 SP:Iteration 72Q (605.232859 sec): 3 clusters Score: Raw -3215911.654369 + Penalty 3331.301225 = -3212580.353144 nChanged 33 SP:Iteration 73Q (605.279200 sec): 3 clusters Score: Raw -3215917.143413 + Penalty 3331.301225 = -3212585.842188 nChanged 32 SP:Iteration 74Q (605.325772 sec): 3 clusters Score: Raw -3215922.856727 + Penalty 3331.301225 = -3212591.555502 nChanged 31 SP:Iteration 75Q (605.372620 sec): 3 clusters Score: Raw -3215928.485126 + Penalty 3331.301225 = -3212597.183901 nChanged 20 SP:Iteration 76Q (605.418701 sec): 3 clusters Score: Raw -3215931.503636 + Penalty 3331.301225 = -3212600.202411 nChanged 18 SP:Iteration 77Q (605.465032 sec): 3 clusters Score: Raw -3215933.928724 + Penalty 3331.301225 = -3212602.627499 nChanged 13 SP:Iteration 78Q (605.511040 sec): 3 clusters Score: Raw -3215935.918925 + Penalty 3331.301225 = -3212604.617700 nChanged 12 SP:Iteration 79Q (605.557360 sec): 3 clusters Score: Raw -3215937.514114 + Penalty 3331.301225 = -3212606.212889 nChanged 10 SP:Iteration 80F (605.611233 sec): 3 clusters Score: Raw -3215938.824956 + Penalty 3331.301225 = -3212607.523731 nChanged 16 SP:Iteration 81Q (605.657472 sec): 3 clusters Score: Raw -3215941.982369 + Penalty 3331.301225 = -3212610.681144 nChanged 17 SP:Iteration 82Q (605.703797 sec): 3 clusters Score: Raw -3215945.277090 + Penalty 3331.301225 = -3212613.975866 nChanged 19 SP:Iteration 83Q (605.749747 sec): 3 clusters Score: Raw -3215948.949579 + Penalty 3331.301225 = -3212617.648355 nChanged 27 SP:Iteration 84Q (605.795990 sec): 3 clusters Score: Raw -3215954.978186 + Penalty 3331.301225 = -3212623.676961 nChanged 35 SP:Iteration 85Q (605.850567 sec): 3 clusters Score: Raw -3215963.679362 + Penalty 3331.301225 = -3212632.378137 nChanged 32 SP:Iteration 86Q (605.897949 sec): 3 clusters Score: Raw -3215970.492434 + Penalty 3331.301225 = -3212639.191210 nChanged 29 SP:Iteration 87Q (605.957867 sec): 3 clusters Score: Raw -3215976.295229 + Penalty 3331.301225 = -3212644.994004 nChanged 26 SP:Iteration 88Q (606.003455 sec): 3 clusters Score: Raw -3215981.952712 + Penalty 3331.301225 = -3212650.651487 nChanged 26 SP:Iteration 89Q (606.049520 sec): 3 clusters Score: Raw -3215986.129565 + Penalty 3331.301225 = -3212654.828341 nChanged 23 SP:Iteration 90Q (606.095352 sec): 3 clusters Score: Raw -3215989.766899 + Penalty 3331.301225 = -3212658.465675 nChanged 21 SP:Iteration 91Q (606.141178 sec): 3 clusters Score: Raw -3215992.835301 + Penalty 3331.301225 = -3212661.534077 nChanged 14 SP:Iteration 92Q (606.187053 sec): 3 clusters Score: Raw -3215995.087688 + Penalty 3331.301225 = -3212663.786463 nChanged 15 SP:Iteration 93Q (606.233297 sec): 3 clusters Score: Raw -3215997.007952 + Penalty 3331.301225 = -3212665.706728 nChanged 10 SP:Iteration 94Q (606.279534 sec): 3 clusters Score: Raw -3215998.397449 + Penalty 3331.301225 = -3212667.096225 nChanged 14 SP:Iteration 95Q (606.325524 sec): 3 clusters Score: Raw -3216000.455075 + Penalty 3331.301225 = -3212669.153850 nChanged 9 SP:Iteration 96Q (606.371183 sec): 3 clusters Score: Raw -3216001.802265 + Penalty 3331.301225 = -3212670.501040 nChanged 11 SP:Iteration 97Q (606.418370 sec): 3 clusters Score: Raw -3216003.114201 + Penalty 3331.301225 = -3212671.812977 nChanged 10 SP:Iteration 98Q (606.464107 sec): 3 clusters Score: Raw -3216004.364471 + Penalty 3331.301225 = -3212673.063246 nChanged 13 SP:Iteration 99Q (606.509857 sec): 3 clusters Score: Raw -3216006.058525 + Penalty 3331.301225 = -3212674.757301 nChanged 11 SP:Iteration 100F (606.562914 sec): 3 clusters Score: Raw -3216007.120869 + Penalty 3331.301225 = -3212675.819645 nChanged 7 SP:Iteration 101Q (606.609350 sec): 3 clusters Score: Raw -3216008.064195 + Penalty 3331.301225 = -3212676.762970 nChanged 8 SP:Iteration 102Q (606.654794 sec): 3 clusters Score: Raw -3216009.016095 + Penalty 3331.301225 = -3212677.714870 nChanged 8 SP:Iteration 103Q (606.700362 sec): 3 clusters Score: Raw -3216010.074523 + Penalty 3331.301225 = -3212678.773298 nChanged 6 SP:Iteration 104Q (606.745957 sec): 3 clusters Score: Raw -3216010.840743 + Penalty 3331.301225 = -3212679.539519 nChanged 7 SP:Iteration 105Q (606.791495 sec): 3 clusters Score: Raw -3216011.873037 + Penalty 3331.301225 = -3212680.571812 nChanged 4 SP:Iteration 106Q (606.859114 sec): 3 clusters Score: Raw -3216012.674995 + Penalty 3331.301225 = -3212681.373770 nChanged 6 SP:Iteration 107Q (606.904550 sec): 3 clusters Score: Raw -3216013.485213 + Penalty 3331.301225 = -3212682.183988 nChanged 7 SP:Iteration 108Q (606.950039 sec): 3 clusters Score: Raw -3216014.750468 + Penalty 3331.301225 = -3212683.449243 nChanged 6 SP:Iteration 109Q (606.995495 sec): 3 clusters Score: Raw -3216015.978856 + Penalty 3331.301225 = -3212684.677632 nChanged 7 SP:Iteration 110Q (607.041113 sec): 3 clusters Score: Raw -3216017.195827 + Penalty 3331.301225 = -3212685.894603 nChanged 10 SP:Iteration 111Q (607.086699 sec): 3 clusters Score: Raw -3216019.214605 + Penalty 3331.301225 = -3212687.913381 nChanged 15 SP:Iteration 112Q (607.132165 sec): 3 clusters Score: Raw -3216021.469253 + Penalty 3331.301225 = -3212690.168029 nChanged 7 SP:Iteration 113Q (607.177774 sec): 3 clusters Score: Raw -3216022.192882 + Penalty 3331.301225 = -3212690.891657 nChanged 2 SP:Iteration 114Q (607.223331 sec): 3 clusters Score: Raw -3216022.530115 + Penalty 3331.301225 = -3212691.228891 nChanged 3 SP:Iteration 115Q (607.268797 sec): 3 clusters Score: Raw -3216022.830104 + Penalty 3331.301225 = -3212691.528879 nChanged 3 SP:Iteration 116Q (607.314431 sec): 3 clusters Score: Raw -3216023.293183 + Penalty 3331.301225 = -3212691.991958 nChanged 2 SP:Iteration 117Q (607.360078 sec): 3 clusters Score: Raw -3216023.652007 + Penalty 3331.301225 = -3212692.350782 nChanged 2 SP:Iteration 118Q (607.405616 sec): 3 clusters Score: Raw -3216023.851638 + Penalty 3331.301225 = -3212692.550413 nChanged 3 SP:Iteration 119Q (607.451362 sec): 3 clusters Score: Raw -3216024.126327 + Penalty 3331.301225 = -3212692.825103 nChanged 2 SP:Iteration 120F (607.504303 sec): 3 clusters Score: Raw -3216024.374134 + Penalty 3331.301225 = -3212693.072910 nChanged 1 SP:Iteration 121Q (607.550488 sec): 3 clusters Score: Raw -3216024.451284 + Penalty 3331.301225 = -3212693.150060 nChanged 0 SP:Iteration 122F (607.603751 sec): 3 clusters Score: Raw -3216024.451284 + Penalty 3331.301225 = -3212693.150060 nChanged 0 Trying to split cluster 15 (6174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.620764 sec): 2 clusters Score: Raw -681247.095031 + Penalty 1418.316608 = -679828.778422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.643565 sec): 3 clusters Score: Raw -678001.490944 + Penalty 2836.633217 = -675164.857727 nChanged 2562 SP:Iteration 1F (607.665429 sec): 3 clusters Score: Raw -679411.061661 + Penalty 2836.633217 = -676574.428444 nChanged 412 SP:Iteration 2F (607.687744 sec): 3 clusters Score: Raw -679648.011533 + Penalty 2836.633217 = -676811.378317 nChanged 356 SP:Iteration 3F (607.709784 sec): 3 clusters Score: Raw -679849.812127 + Penalty 2836.633217 = -677013.178911 nChanged 310 SP:Iteration 4F (607.731829 sec): 3 clusters Score: Raw -680018.374337 + Penalty 2836.633217 = -677181.741121 nChanged 269 SP:Iteration 5Q (607.754064 sec): 3 clusters Score: Raw -680156.844787 + Penalty 2836.633217 = -677320.211570 nChanged 257 SP:Iteration 6Q (607.776116 sec): 3 clusters Score: Raw -680301.644384 + Penalty 2836.633217 = -677465.011167 nChanged 249 SP:Iteration 7Q (607.798445 sec): 3 clusters Score: Raw -680462.213322 + Penalty 2836.633217 = -677625.580105 nChanged 249 SP:Iteration 8Q (607.820679 sec): 3 clusters Score: Raw -680620.090036 + Penalty 2836.633217 = -677783.456819 nChanged 222 SP:Iteration 9Q (607.843005 sec): 3 clusters Score: Raw -680753.302341 + Penalty 2836.633217 = -677916.669125 nChanged 191 SP:Iteration 10Q (607.865183 sec): 3 clusters Score: Raw -680867.484278 + Penalty 2836.633217 = -678030.851062 nChanged 177 SP:Iteration 11Q (607.887287 sec): 3 clusters Score: Raw -680979.611951 + Penalty 2836.633217 = -678142.978734 nChanged 162 SP:Iteration 12Q (607.909234 sec): 3 clusters Score: Raw -681077.936163 + Penalty 2836.633217 = -678241.302947 nChanged 138 SP:Iteration 13Q (607.931573 sec): 3 clusters Score: Raw -681162.595349 + Penalty 2836.633217 = -678325.962133 nChanged 109 SP:Iteration 14Q (607.953892 sec): 3 clusters Score: Raw -681221.611531 + Penalty 2836.633217 = -678384.978314 nChanged 93 SP:Iteration 15Q (607.975673 sec): 3 clusters Score: Raw -681271.989506 + Penalty 2836.633217 = -678435.356289 nChanged 66 SP:Iteration 16Q (607.997541 sec): 3 clusters Score: Raw -681309.062469 + Penalty 2836.633217 = -678472.429252 nChanged 64 SP:Iteration 17Q (608.019279 sec): 3 clusters Score: Raw -681350.200217 + Penalty 2836.633217 = -678513.567000 nChanged 53 SP:Iteration 18Q (608.040906 sec): 3 clusters Score: Raw -681376.596457 + Penalty 2836.633217 = -678539.963241 nChanged 38 SP:Iteration 19Q (608.062464 sec): 3 clusters Score: Raw -681399.203368 + Penalty 2836.633217 = -678562.570151 nChanged 34 SP:Iteration 20F (608.084605 sec): 3 clusters Score: Raw -681421.695162 + Penalty 2836.633217 = -678585.061945 nChanged 28 SP:Iteration 21Q (608.106076 sec): 3 clusters Score: Raw -681438.263514 + Penalty 2836.633217 = -678601.630298 nChanged 19 SP:Iteration 22Q (608.127774 sec): 3 clusters Score: Raw -681448.476502 + Penalty 2836.633217 = -678611.843285 nChanged 16 SP:Iteration 23Q (608.149505 sec): 3 clusters Score: Raw -681459.445456 + Penalty 2836.633217 = -678622.812239 nChanged 17 SP:Iteration 24Q (608.170907 sec): 3 clusters Score: Raw -681470.616429 + Penalty 2836.633217 = -678633.983212 nChanged 13 SP:Iteration 25Q (608.192492 sec): 3 clusters Score: Raw -681476.806372 + Penalty 2836.633217 = -678640.173155 nChanged 10 SP:Iteration 26Q (608.213880 sec): 3 clusters Score: Raw -681481.859610 + Penalty 2836.633217 = -678645.226394 nChanged 9 SP:Iteration 27Q (608.235454 sec): 3 clusters Score: Raw -681487.331330 + Penalty 2836.633217 = -678650.698113 nChanged 12 SP:Iteration 28Q (608.256987 sec): 3 clusters Score: Raw -681497.197022 + Penalty 2836.633217 = -678660.563805 nChanged 13 SP:Iteration 29Q (608.278218 sec): 3 clusters Score: Raw -681505.528890 + Penalty 2836.633217 = -678668.895673 nChanged 13 SP:Iteration 30Q (608.299549 sec): 3 clusters Score: Raw -681515.937256 + Penalty 2836.633217 = -678679.304040 nChanged 16 SP:Iteration 31Q (608.320837 sec): 3 clusters Score: Raw -681527.161671 + Penalty 2836.633217 = -678690.528454 nChanged 13 SP:Iteration 32Q (608.341889 sec): 3 clusters Score: Raw -681536.333115 + Penalty 2836.633217 = -678699.699898 nChanged 7 SP:Iteration 33Q (608.363045 sec): 3 clusters Score: Raw -681541.612063 + Penalty 2836.633217 = -678704.978846 nChanged 2 SP:Iteration 34Q (608.384094 sec): 3 clusters Score: Raw -681542.830672 + Penalty 2836.633217 = -678706.197456 nChanged 3 SP:Iteration 35Q (608.405176 sec): 3 clusters Score: Raw -681547.190127 + Penalty 2836.633217 = -678710.556911 nChanged 6 SP:Iteration 36Q (608.426593 sec): 3 clusters Score: Raw -681550.523259 + Penalty 2836.633217 = -678713.890042 nChanged 3 SP:Iteration 37Q (608.447713 sec): 3 clusters Score: Raw -681554.242052 + Penalty 2836.633217 = -678717.608836 nChanged 7 SP:Iteration 38Q (608.468782 sec): 3 clusters Score: Raw -681559.235227 + Penalty 2836.633217 = -678722.602010 nChanged 2 SP:Iteration 39Q (608.489839 sec): 3 clusters Score: Raw -681561.510394 + Penalty 2836.633217 = -678724.877178 nChanged 2 SP:Iteration 40F (608.511891 sec): 3 clusters Score: Raw -681562.864126 + Penalty 2836.633217 = -678726.230909 nChanged 1 SP:Iteration 41Q (608.532950 sec): 3 clusters Score: Raw -681563.550221 + Penalty 2836.633217 = -678726.917004 nChanged 3 SP:Iteration 42Q (608.553943 sec): 3 clusters Score: Raw -681566.017361 + Penalty 2836.633217 = -678729.384145 nChanged 2 SP:Iteration 43Q (608.575026 sec): 3 clusters Score: Raw -681567.150272 + Penalty 2836.633217 = -678730.517056 nChanged 2 SP:Iteration 44Q (608.596073 sec): 3 clusters Score: Raw -681569.095880 + Penalty 2836.633217 = -678732.462663 nChanged 2 SP:Iteration 45Q (608.617217 sec): 3 clusters Score: Raw -681570.065449 + Penalty 2836.633217 = -678733.432233 nChanged 2 SP:Iteration 46Q (608.638061 sec): 3 clusters Score: Raw -681570.860617 + Penalty 2836.633217 = -678734.227400 nChanged 2 SP:Iteration 47Q (608.659071 sec): 3 clusters Score: Raw -681572.121328 + Penalty 2836.633217 = -678735.488112 nChanged 1 SP:Iteration 48Q (608.680259 sec): 3 clusters Score: Raw -681572.461199 + Penalty 2836.633217 = -678735.827982 nChanged 0 SP:Iteration 49F (608.702164 sec): 3 clusters Score: Raw -681572.461199 + Penalty 2836.633217 = -678735.827982 nChanged 0 Trying to split cluster 16 (11596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.728006 sec): 2 clusters Score: Raw -1252776.461724 + Penalty 1520.742517 = -1251255.719207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.759329 sec): 3 clusters Score: Raw -1246165.618852 + Penalty 3041.485034 = -1243124.133818 nChanged 5045 SP:Iteration 1F (608.789607 sec): 3 clusters Score: Raw -1248942.090608 + Penalty 3041.485034 = -1245900.605573 nChanged 685 SP:Iteration 2F (608.820084 sec): 3 clusters Score: Raw -1249235.011045 + Penalty 3041.485034 = -1246193.526010 nChanged 584 SP:Iteration 3F (608.850295 sec): 3 clusters Score: Raw -1249479.640492 + Penalty 3041.485034 = -1246438.155457 nChanged 515 SP:Iteration 4Q (608.880612 sec): 3 clusters Score: Raw -1249727.093778 + Penalty 3041.485034 = -1246685.608744 nChanged 524 SP:Iteration 5Q (608.911022 sec): 3 clusters Score: Raw -1250017.944076 + Penalty 3041.485034 = -1246976.459042 nChanged 565 SP:Iteration 6Q (608.941442 sec): 3 clusters Score: Raw -1250377.415769 + Penalty 3041.485034 = -1247335.930735 nChanged 579 SP:Iteration 7Q (608.971851 sec): 3 clusters Score: Raw -1250760.286166 + Penalty 3041.485034 = -1247718.801132 nChanged 563 SP:Iteration 8Q (609.002093 sec): 3 clusters Score: Raw -1251106.970394 + Penalty 3041.485034 = -1248065.485360 nChanged 481 SP:Iteration 9Q (609.032414 sec): 3 clusters Score: Raw -1251390.735270 + Penalty 3041.485034 = -1248349.250236 nChanged 394 SP:Iteration 10Q (609.062682 sec): 3 clusters Score: Raw -1251641.065815 + Penalty 3041.485034 = -1248599.580781 nChanged 360 SP:Iteration 11Q (609.092580 sec): 3 clusters Score: Raw -1251884.173911 + Penalty 3041.485034 = -1248842.688877 nChanged 299 SP:Iteration 12Q (609.122189 sec): 3 clusters Score: Raw -1252100.317670 + Penalty 3041.485034 = -1249058.832635 nChanged 276 SP:Iteration 13Q (609.151582 sec): 3 clusters Score: Raw -1252300.419287 + Penalty 3041.485034 = -1249258.934252 nChanged 223 SP:Iteration 14Q (609.180439 sec): 3 clusters Score: Raw -1252478.844912 + Penalty 3041.485034 = -1249437.359877 nChanged 192 SP:Iteration 15Q (609.209253 sec): 3 clusters Score: Raw -1252630.464110 + Penalty 3041.485034 = -1249588.979076 nChanged 183 SP:Iteration 16Q (609.237414 sec): 3 clusters Score: Raw -1252766.579417 + Penalty 3041.485034 = -1249725.094383 nChanged 153 SP:Iteration 17Q (609.265323 sec): 3 clusters Score: Raw -1252869.299028 + Penalty 3041.485034 = -1249827.813994 nChanged 116 SP:Iteration 18Q (609.292794 sec): 3 clusters Score: Raw -1252926.983417 + Penalty 3041.485034 = -1249885.498383 nChanged 81 SP:Iteration 19Q (609.320216 sec): 3 clusters Score: Raw -1252959.955258 + Penalty 3041.485034 = -1249918.470224 nChanged 55 SP:Iteration 20F (609.350434 sec): 3 clusters Score: Raw -1252984.012939 + Penalty 3041.485034 = -1249942.527905 nChanged 44 SP:Iteration 21Q (609.377955 sec): 3 clusters Score: Raw -1252999.522997 + Penalty 3041.485034 = -1249958.037963 nChanged 42 SP:Iteration 22Q (609.405031 sec): 3 clusters Score: Raw -1253014.009156 + Penalty 3041.485034 = -1249972.524122 nChanged 43 SP:Iteration 23Q (609.431901 sec): 3 clusters Score: Raw -1253027.272656 + Penalty 3041.485034 = -1249985.787621 nChanged 23 SP:Iteration 24Q (609.458786 sec): 3 clusters Score: Raw -1253036.726016 + Penalty 3041.485034 = -1249995.240982 nChanged 24 SP:Iteration 25Q (609.485739 sec): 3 clusters Score: Raw -1253045.001916 + Penalty 3041.485034 = -1250003.516882 nChanged 22 SP:Iteration 26Q (609.512553 sec): 3 clusters Score: Raw -1253051.692261 + Penalty 3041.485034 = -1250010.207227 nChanged 21 SP:Iteration 27Q (609.539398 sec): 3 clusters Score: Raw -1253058.537954 + Penalty 3041.485034 = -1250017.052919 nChanged 24 SP:Iteration 28Q (609.566197 sec): 3 clusters Score: Raw -1253068.264682 + Penalty 3041.485034 = -1250026.779648 nChanged 25 SP:Iteration 29Q (609.592817 sec): 3 clusters Score: Raw -1253076.744602 + Penalty 3041.485034 = -1250035.259568 nChanged 20 SP:Iteration 30Q (609.619449 sec): 3 clusters Score: Raw -1253084.674877 + Penalty 3041.485034 = -1250043.189843 nChanged 24 SP:Iteration 31Q (609.675264 sec): 3 clusters Score: Raw -1253094.237211 + Penalty 3041.485034 = -1250052.752177 nChanged 13 SP:Iteration 32Q (609.701627 sec): 3 clusters Score: Raw -1253097.589849 + Penalty 3041.485034 = -1250056.104815 nChanged 8 SP:Iteration 33Q (609.728189 sec): 3 clusters Score: Raw -1253100.530783 + Penalty 3041.485034 = -1250059.045749 nChanged 9 SP:Iteration 34Q (609.754830 sec): 3 clusters Score: Raw -1253103.144137 + Penalty 3041.485034 = -1250061.659103 nChanged 8 SP:Iteration 35Q (609.781395 sec): 3 clusters Score: Raw -1253105.246102 + Penalty 3041.485034 = -1250063.761068 nChanged 3 SP:Iteration 36Q (609.808094 sec): 3 clusters Score: Raw -1253105.773775 + Penalty 3041.485034 = -1250064.288741 nChanged 1 SP:Iteration 37Q (609.834653 sec): 3 clusters Score: Raw -1253105.887213 + Penalty 3041.485034 = -1250064.402179 nChanged 2 SP:Iteration 38Q (609.861194 sec): 3 clusters Score: Raw -1253106.747312 + Penalty 3041.485034 = -1250065.262277 nChanged 3 SP:Iteration 39Q (609.887765 sec): 3 clusters Score: Raw -1253107.614361 + Penalty 3041.485034 = -1250066.129327 nChanged 1 SP:Iteration 40F (609.917871 sec): 3 clusters Score: Raw -1253107.745783 + Penalty 3041.485034 = -1250066.260748 nChanged 0 Trying to split cluster 17 (195785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (610.167790 sec): 2 clusters Score: Raw -22350727.784222 + Penalty 1980.025515 = -22348747.758708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (610.489794 sec): 3 clusters Score: Raw -22220997.947567 + Penalty 3960.051029 = -22217037.896537 nChanged 94700 SP:Iteration 1F (610.818386 sec): 3 clusters Score: Raw -22278142.216737 + Penalty 3960.051029 = -22274182.165708 nChanged 6764 SP:Iteration 2Q (611.159402 sec): 3 clusters Score: Raw -22280242.313058 + Penalty 3960.051029 = -22276282.262029 nChanged 7539 SP:Iteration 3Q (611.499720 sec): 3 clusters Score: Raw -22283118.793962 + Penalty 3960.051029 = -22279158.742933 nChanged 8528 SP:Iteration 4Q (611.839812 sec): 3 clusters Score: Raw -22286715.671100 + Penalty 3960.051029 = -22282755.620071 nChanged 9389 SP:Iteration 5Q (612.180366 sec): 3 clusters Score: Raw -22291240.700063 + Penalty 3960.051029 = -22287280.649033 nChanged 10332 SP:Iteration 6F (612.498940 sec): 3 clusters Score: Raw -22297113.820710 + Penalty 3960.051029 = -22293153.769681 nChanged 11352 SP:Iteration 7F (612.853229 sec): 3 clusters Score: Raw -22304630.896466 + Penalty 3960.051029 = -22300670.845437 nChanged 11823 SP:Iteration 8F (613.171000 sec): 3 clusters Score: Raw -22313370.535088 + Penalty 3960.051029 = -22309410.484059 nChanged 11349 SP:Iteration 9F (613.490352 sec): 3 clusters Score: Raw -22321797.671162 + Penalty 3960.051029 = -22317837.620133 nChanged 9345 SP:Iteration 10Q (613.815367 sec): 3 clusters Score: Raw -22328064.663604 + Penalty 3960.051029 = -22324104.612575 nChanged 7275 SP:Iteration 11Q (614.129507 sec): 3 clusters Score: Raw -22332243.801908 + Penalty 3960.051029 = -22328283.750879 nChanged 5456 SP:Iteration 12Q (614.434010 sec): 3 clusters Score: Raw -22335044.197229 + Penalty 3960.051029 = -22331084.146200 nChanged 4334 SP:Iteration 13Q (614.730728 sec): 3 clusters Score: Raw -22337214.811529 + Penalty 3960.051029 = -22333254.760500 nChanged 3689 SP:Iteration 14Q (615.021228 sec): 3 clusters Score: Raw -22339010.874789 + Penalty 3960.051029 = -22335050.823760 nChanged 3281 SP:Iteration 15Q (615.305866 sec): 3 clusters Score: Raw -22340564.198466 + Penalty 3960.051029 = -22336604.147437 nChanged 2902 SP:Iteration 16Q (615.621463 sec): 3 clusters Score: Raw -22341892.058217 + Penalty 3960.051029 = -22337932.007188 nChanged 2636 SP:Iteration 17Q (615.893583 sec): 3 clusters Score: Raw -22343074.193084 + Penalty 3960.051029 = -22339114.142055 nChanged 2406 SP:Iteration 18Q (616.165947 sec): 3 clusters Score: Raw -22344143.946639 + Penalty 3960.051029 = -22340183.895610 nChanged 2078 SP:Iteration 19Q (616.434307 sec): 3 clusters Score: Raw -22345059.597582 + Penalty 3960.051029 = -22341099.546553 nChanged 1873 SP:Iteration 20F (616.751984 sec): 3 clusters Score: Raw -22345860.453929 + Penalty 3960.051029 = -22341900.402900 nChanged 1652 SP:Iteration 21Q (617.011609 sec): 3 clusters Score: Raw -22346548.221395 + Penalty 3960.051029 = -22342588.170366 nChanged 1552 SP:Iteration 22Q (617.268473 sec): 3 clusters Score: Raw -22347188.746257 + Penalty 3960.051029 = -22343228.695227 nChanged 1383 SP:Iteration 23Q (617.522435 sec): 3 clusters Score: Raw -22347722.349135 + Penalty 3960.051029 = -22343762.298106 nChanged 1243 SP:Iteration 24Q (617.773202 sec): 3 clusters Score: Raw -22348201.511737 + Penalty 3960.051029 = -22344241.460707 nChanged 1118 SP:Iteration 25Q (618.023870 sec): 3 clusters Score: Raw -22348637.548705 + Penalty 3960.051029 = -22344677.497676 nChanged 1060 SP:Iteration 26Q (618.272585 sec): 3 clusters Score: Raw -22349052.388257 + Penalty 3960.051029 = -22345092.337227 nChanged 972 SP:Iteration 27Q (618.519162 sec): 3 clusters Score: Raw -22349429.961828 + Penalty 3960.051029 = -22345469.910799 nChanged 810 SP:Iteration 28Q (618.761122 sec): 3 clusters Score: Raw -22349745.405218 + Penalty 3960.051029 = -22345785.354189 nChanged 704 SP:Iteration 29Q (619.002316 sec): 3 clusters Score: Raw -22350023.289154 + Penalty 3960.051029 = -22346063.238125 nChanged 606 SP:Iteration 30Q (619.241429 sec): 3 clusters Score: Raw -22350258.921280 + Penalty 3960.051029 = -22346298.870251 nChanged 520 SP:Iteration 31Q (619.515380 sec): 3 clusters Score: Raw -22350449.474236 + Penalty 3960.051029 = -22346489.423207 nChanged 419 SP:Iteration 32Q (619.761448 sec): 3 clusters Score: Raw -22350602.363626 + Penalty 3960.051029 = -22346642.312597 nChanged 382 SP:Iteration 33Q (619.997155 sec): 3 clusters Score: Raw -22350743.531523 + Penalty 3960.051029 = -22346783.480494 nChanged 333 SP:Iteration 34Q (620.231766 sec): 3 clusters Score: Raw -22350861.266440 + Penalty 3960.051029 = -22346901.215411 nChanged 265 SP:Iteration 35Q (620.466372 sec): 3 clusters Score: Raw -22350950.483899 + Penalty 3960.051029 = -22346990.432869 nChanged 203 SP:Iteration 36Q (620.710983 sec): 3 clusters Score: Raw -22351023.361654 + Penalty 3960.051029 = -22347063.310625 nChanged 179 SP:Iteration 37Q (620.944501 sec): 3 clusters Score: Raw -22351085.593845 + Penalty 3960.051029 = -22347125.542816 nChanged 155 SP:Iteration 38Q (621.178032 sec): 3 clusters Score: Raw -22351133.520839 + Penalty 3960.051029 = -22347173.469810 nChanged 121 SP:Iteration 39Q (621.411105 sec): 3 clusters Score: Raw -22351175.460084 + Penalty 3960.051029 = -22347215.409055 nChanged 111 SP:Iteration 40F (621.739616 sec): 3 clusters Score: Raw -22351209.448358 + Penalty 3960.051029 = -22347249.397329 nChanged 101 SP:Iteration 41Q (622.007883 sec): 3 clusters Score: Raw -22351245.280586 + Penalty 3960.051029 = -22347285.229557 nChanged 96 SP:Iteration 42Q (622.273154 sec): 3 clusters Score: Raw -22351276.615777 + Penalty 3960.051029 = -22347316.564748 nChanged 68 SP:Iteration 43Q (622.501021 sec): 3 clusters Score: Raw -22351294.562529 + Penalty 3960.051029 = -22347334.511500 nChanged 54 SP:Iteration 44Q (622.731971 sec): 3 clusters Score: Raw -22351309.040221 + Penalty 3960.051029 = -22347348.989192 nChanged 47 SP:Iteration 45Q (622.964848 sec): 3 clusters Score: Raw -22351323.222096 + Penalty 3960.051029 = -22347363.171067 nChanged 52 SP:Iteration 46Q (623.196434 sec): 3 clusters Score: Raw -22351339.728032 + Penalty 3960.051029 = -22347379.677003 nChanged 47 SP:Iteration 47Q (623.427475 sec): 3 clusters Score: Raw -22351354.072876 + Penalty 3960.051029 = -22347394.021847 nChanged 46 SP:Iteration 48Q (623.658378 sec): 3 clusters Score: Raw -22351366.681315 + Penalty 3960.051029 = -22347406.630286 nChanged 34 SP:Iteration 49Q (623.890292 sec): 3 clusters Score: Raw -22351376.037602 + Penalty 3960.051029 = -22347415.986573 nChanged 41 SP:Iteration 50Q (624.120667 sec): 3 clusters Score: Raw -22351386.883860 + Penalty 3960.051029 = -22347426.832831 nChanged 37 SP:Iteration 51Q (624.350793 sec): 3 clusters Score: Raw -22351396.747752 + Penalty 3960.051029 = -22347436.696723 nChanged 40 SP:Iteration 52Q (624.582360 sec): 3 clusters Score: Raw -22351406.476473 + Penalty 3960.051029 = -22347446.425444 nChanged 32 SP:Iteration 53Q (624.812900 sec): 3 clusters Score: Raw -22351417.422360 + Penalty 3960.051029 = -22347457.371331 nChanged 41 SP:Iteration 54Q (625.043088 sec): 3 clusters Score: Raw -22351430.616004 + Penalty 3960.051029 = -22347470.564975 nChanged 37 SP:Iteration 55Q (625.274417 sec): 3 clusters Score: Raw -22351439.783038 + Penalty 3960.051029 = -22347479.732009 nChanged 25 SP:Iteration 56Q (625.504278 sec): 3 clusters Score: Raw -22351445.270285 + Penalty 3960.051029 = -22347485.219256 nChanged 16 SP:Iteration 57Q (625.734402 sec): 3 clusters Score: Raw -22351450.431254 + Penalty 3960.051029 = -22347490.380225 nChanged 20 SP:Iteration 58Q (625.964365 sec): 3 clusters Score: Raw -22351454.765801 + Penalty 3960.051029 = -22347494.714772 nChanged 22 SP:Iteration 59Q (626.194723 sec): 3 clusters Score: Raw -22351460.830957 + Penalty 3960.051029 = -22347500.779928 nChanged 23 SP:Iteration 60F (626.510721 sec): 3 clusters Score: Raw -22351466.461778 + Penalty 3960.051029 = -22347506.410749 nChanged 19 SP:Iteration 61Q (626.741133 sec): 3 clusters Score: Raw -22351472.729138 + Penalty 3960.051029 = -22347512.678108 nChanged 22 SP:Iteration 62Q (626.972080 sec): 3 clusters Score: Raw -22351478.572422 + Penalty 3960.051029 = -22347518.521393 nChanged 28 SP:Iteration 63Q (627.203283 sec): 3 clusters Score: Raw -22351485.560972 + Penalty 3960.051029 = -22347525.509943 nChanged 18 SP:Iteration 64Q (627.434503 sec): 3 clusters Score: Raw -22351490.003039 + Penalty 3960.051029 = -22347529.952010 nChanged 19 SP:Iteration 65Q (627.665723 sec): 3 clusters Score: Raw -22351495.110899 + Penalty 3960.051029 = -22347535.059870 nChanged 27 SP:Iteration 66Q (627.896842 sec): 3 clusters Score: Raw -22351504.855118 + Penalty 3960.051029 = -22347544.804089 nChanged 28 SP:Iteration 67Q (628.129669 sec): 3 clusters Score: Raw -22351515.306788 + Penalty 3960.051029 = -22347555.255759 nChanged 26 SP:Iteration 68Q (628.359983 sec): 3 clusters Score: Raw -22351523.301844 + Penalty 3960.051029 = -22347563.250815 nChanged 23 SP:Iteration 69Q (628.591288 sec): 3 clusters Score: Raw -22351528.132336 + Penalty 3960.051029 = -22347568.081307 nChanged 13 SP:Iteration 70Q (628.821141 sec): 3 clusters Score: Raw -22351530.690274 + Penalty 3960.051029 = -22347570.639244 nChanged 13 SP:Iteration 71Q (629.050923 sec): 3 clusters Score: Raw -22351534.350548 + Penalty 3960.051029 = -22347574.299519 nChanged 15 SP:Iteration 72Q (629.280592 sec): 3 clusters Score: Raw -22351537.901680 + Penalty 3960.051029 = -22347577.850650 nChanged 17 SP:Iteration 73Q (629.510325 sec): 3 clusters Score: Raw -22351541.645511 + Penalty 3960.051029 = -22347581.594482 nChanged 14 SP:Iteration 74Q (629.740837 sec): 3 clusters Score: Raw -22351545.859267 + Penalty 3960.051029 = -22347585.808238 nChanged 18 SP:Iteration 75Q (629.972349 sec): 3 clusters Score: Raw -22351551.283257 + Penalty 3960.051029 = -22347591.232228 nChanged 21 SP:Iteration 76Q (630.202167 sec): 3 clusters Score: Raw -22351558.226268 + Penalty 3960.051029 = -22347598.175239 nChanged 23 SP:Iteration 77Q (630.431796 sec): 3 clusters Score: Raw -22351567.876810 + Penalty 3960.051029 = -22347607.825780 nChanged 28 SP:Iteration 78Q (630.662904 sec): 3 clusters Score: Raw -22351576.985068 + Penalty 3960.051029 = -22347616.934039 nChanged 22 SP:Iteration 79Q (630.902448 sec): 3 clusters Score: Raw -22351584.959450 + Penalty 3960.051029 = -22347624.908421 nChanged 19 SP:Iteration 80F (631.217363 sec): 3 clusters Score: Raw -22351589.804929 + Penalty 3960.051029 = -22347629.753900 nChanged 15 SP:Iteration 81Q (631.448559 sec): 3 clusters Score: Raw -22351593.685405 + Penalty 3960.051029 = -22347633.634376 nChanged 17 SP:Iteration 82Q (631.678644 sec): 3 clusters Score: Raw -22351598.431067 + Penalty 3960.051029 = -22347638.380038 nChanged 14 SP:Iteration 83Q (631.908421 sec): 3 clusters Score: Raw -22351601.822621 + Penalty 3960.051029 = -22347641.771592 nChanged 12 SP:Iteration 84Q (632.138412 sec): 3 clusters Score: Raw -22351604.075204 + Penalty 3960.051029 = -22347644.024175 nChanged 9 SP:Iteration 85Q (632.369136 sec): 3 clusters Score: Raw -22351605.844310 + Penalty 3960.051029 = -22347645.793281 nChanged 9 SP:Iteration 86Q (632.600369 sec): 3 clusters Score: Raw -22351609.135775 + Penalty 3960.051029 = -22347649.084746 nChanged 10 SP:Iteration 87Q (632.830706 sec): 3 clusters Score: Raw -22351611.240104 + Penalty 3960.051029 = -22347651.189075 nChanged 8 SP:Iteration 88Q (633.061654 sec): 3 clusters Score: Raw -22351613.633191 + Penalty 3960.051029 = -22347653.582161 nChanged 6 SP:Iteration 89Q (633.292487 sec): 3 clusters Score: Raw -22351614.959435 + Penalty 3960.051029 = -22347654.908406 nChanged 7 SP:Iteration 90Q (633.524017 sec): 3 clusters Score: Raw -22351616.155065 + Penalty 3960.051029 = -22347656.104036 nChanged 7 SP:Iteration 91Q (633.754732 sec): 3 clusters Score: Raw -22351618.393207 + Penalty 3960.051029 = -22347658.342178 nChanged 10 SP:Iteration 92Q (633.985780 sec): 3 clusters Score: Raw -22351620.465482 + Penalty 3960.051029 = -22347660.414452 nChanged 7 SP:Iteration 93Q (634.216632 sec): 3 clusters Score: Raw -22351621.877740 + Penalty 3960.051029 = -22347661.826711 nChanged 5 SP:Iteration 94Q (634.446636 sec): 3 clusters Score: Raw -22351623.456105 + Penalty 3960.051029 = -22347663.405076 nChanged 8 SP:Iteration 95Q (634.713046 sec): 3 clusters Score: Raw -22351626.085604 + Penalty 3960.051029 = -22347666.034575 nChanged 17 SP:Iteration 96Q (634.981321 sec): 3 clusters Score: Raw -22351630.341210 + Penalty 3960.051029 = -22347670.290181 nChanged 19 SP:Iteration 97Q (635.235339 sec): 3 clusters Score: Raw -22351636.132232 + Penalty 3960.051029 = -22347676.081203 nChanged 16 SP:Iteration 98Q (635.465762 sec): 3 clusters Score: Raw -22351641.409940 + Penalty 3960.051029 = -22347681.358910 nChanged 21 SP:Iteration 99Q (635.695117 sec): 3 clusters Score: Raw -22351648.914674 + Penalty 3960.051029 = -22347688.863645 nChanged 26 SP:Iteration 100F (636.010166 sec): 3 clusters Score: Raw -22351659.818185 + Penalty 3960.051029 = -22347699.767156 nChanged 34 SP:Iteration 101Q (636.240082 sec): 3 clusters Score: Raw -22351673.511470 + Penalty 3960.051029 = -22347713.460441 nChanged 36 SP:Iteration 102Q (636.469497 sec): 3 clusters Score: Raw -22351687.217308 + Penalty 3960.051029 = -22347727.166279 nChanged 37 SP:Iteration 103Q (636.699734 sec): 3 clusters Score: Raw -22351702.277420 + Penalty 3960.051029 = -22347742.226390 nChanged 42 SP:Iteration 104Q (636.930793 sec): 3 clusters Score: Raw -22351726.054056 + Penalty 3960.051029 = -22347766.003027 nChanged 49 SP:Iteration 105Q (637.160358 sec): 3 clusters Score: Raw -22351755.153715 + Penalty 3960.051029 = -22347795.102686 nChanged 65 SP:Iteration 106Q (637.394234 sec): 3 clusters Score: Raw -22351797.097680 + Penalty 3960.051029 = -22347837.046651 nChanged 83 SP:Iteration 107Q (637.624821 sec): 3 clusters Score: Raw -22351854.071413 + Penalty 3960.051029 = -22347894.020384 nChanged 90 SP:Iteration 108Q (637.854004 sec): 3 clusters Score: Raw -22351916.612874 + Penalty 3960.051029 = -22347956.561845 nChanged 105 SP:Iteration 109Q (638.083207 sec): 3 clusters Score: Raw -22351973.433934 + Penalty 3960.051029 = -22348013.382904 nChanged 87 SP:Iteration 110Q (638.312160 sec): 3 clusters Score: Raw -22352014.773292 + Penalty 3960.051029 = -22348054.722262 nChanged 73 SP:Iteration 111Q (638.541723 sec): 3 clusters Score: Raw -22352044.161395 + Penalty 3960.051029 = -22348084.110366 nChanged 66 SP:Iteration 112Q (638.772708 sec): 3 clusters Score: Raw -22352070.013606 + Penalty 3960.051029 = -22348109.962577 nChanged 44 SP:Iteration 113Q (639.001663 sec): 3 clusters Score: Raw -22352083.646332 + Penalty 3960.051029 = -22348123.595302 nChanged 38 SP:Iteration 114Q (639.230311 sec): 3 clusters Score: Raw -22352093.529357 + Penalty 3960.051029 = -22348133.478328 nChanged 28 SP:Iteration 115Q (639.459654 sec): 3 clusters Score: Raw -22352103.861849 + Penalty 3960.051029 = -22348143.810819 nChanged 32 SP:Iteration 116Q (639.728583 sec): 3 clusters Score: Raw -22352113.815841 + Penalty 3960.051029 = -22348153.764812 nChanged 33 SP:Iteration 117Q (639.957374 sec): 3 clusters Score: Raw -22352123.706972 + Penalty 3960.051029 = -22348163.655943 nChanged 26 SP:Iteration 118Q (640.187616 sec): 3 clusters Score: Raw -22352132.570655 + Penalty 3960.051029 = -22348172.519626 nChanged 20 SP:Iteration 119Q (640.417166 sec): 3 clusters Score: Raw -22352139.412408 + Penalty 3960.051029 = -22348179.361378 nChanged 23 SP:Iteration 120F (640.733847 sec): 3 clusters Score: Raw -22352230.380942 + Penalty 3960.051029 = -22348270.329913 nChanged 90 SP:Iteration 121Q (640.965496 sec): 3 clusters Score: Raw -22352331.349035 + Penalty 3960.051029 = -22348371.298005 nChanged 120 SP:Iteration 122Q (641.192152 sec): 3 clusters Score: Raw -22352430.588233 + Penalty 3960.051029 = -22348470.537204 nChanged 144 SP:Iteration 123Q (641.423251 sec): 3 clusters Score: Raw -22352560.124858 + Penalty 3960.051029 = -22348600.073829 nChanged 164 SP:Iteration 124Q (641.653207 sec): 3 clusters Score: Raw -22352677.692178 + Penalty 3960.051029 = -22348717.641148 nChanged 185 SP:Iteration 125Q (641.882720 sec): 3 clusters Score: Raw -22352771.247942 + Penalty 3960.051029 = -22348811.196913 nChanged 147 SP:Iteration 126Q (642.155494 sec): 3 clusters Score: Raw -22352821.389062 + Penalty 3960.051029 = -22348861.338032 nChanged 101 SP:Iteration 127Q (642.444648 sec): 3 clusters Score: Raw -22352852.495344 + Penalty 3960.051029 = -22348892.444315 nChanged 83 SP:Iteration 128Q (642.737422 sec): 3 clusters Score: Raw -22352875.175376 + Penalty 3960.051029 = -22348915.124347 nChanged 49 SP:Iteration 129Q (642.991091 sec): 3 clusters Score: Raw -22352885.642316 + Penalty 3960.051029 = -22348925.591287 nChanged 35 SP:Iteration 130Q (643.218852 sec): 3 clusters Score: Raw -22352891.136002 + Penalty 3960.051029 = -22348931.084972 nChanged 28 SP:Iteration 131Q (643.448345 sec): 3 clusters Score: Raw -22352896.790551 + Penalty 3960.051029 = -22348936.739522 nChanged 19 SP:Iteration 132Q (643.677298 sec): 3 clusters Score: Raw -22352899.018750 + Penalty 3960.051029 = -22348938.967721 nChanged 8 SP:Iteration 133Q (643.906563 sec): 3 clusters Score: Raw -22352900.227476 + Penalty 3960.051029 = -22348940.176447 nChanged 6 SP:Iteration 134Q (644.136087 sec): 3 clusters Score: Raw -22352900.743816 + Penalty 3960.051029 = -22348940.692787 nChanged 5 SP:Iteration 135Q (644.365736 sec): 3 clusters Score: Raw -22352901.532222 + Penalty 3960.051029 = -22348941.481193 nChanged 8 SP:Iteration 136Q (644.594693 sec): 3 clusters Score: Raw -22352902.546387 + Penalty 3960.051029 = -22348942.495358 nChanged 11 SP:Iteration 137Q (644.824353 sec): 3 clusters Score: Raw -22352903.839876 + Penalty 3960.051029 = -22348943.788847 nChanged 8 SP:Iteration 138Q (645.052993 sec): 3 clusters Score: Raw -22352904.526849 + Penalty 3960.051029 = -22348944.475820 nChanged 4 SP:Iteration 139Q (645.283043 sec): 3 clusters Score: Raw -22352904.796327 + Penalty 3960.051029 = -22348944.745298 nChanged 4 SP:Iteration 140F (645.597517 sec): 3 clusters Score: Raw -22353014.529334 + Penalty 3960.051029 = -22349054.478305 nChanged 96 SP:Iteration 141Q (645.830430 sec): 3 clusters Score: Raw -22353117.324144 + Penalty 3960.051029 = -22349157.273115 nChanged 133 SP:Iteration 142Q (646.055194 sec): 3 clusters Score: Raw -22353191.070175 + Penalty 3960.051029 = -22349231.019146 nChanged 145 SP:Iteration 143Q (646.288147 sec): 3 clusters Score: Raw -22353255.569373 + Penalty 3960.051029 = -22349295.518344 nChanged 117 SP:Iteration 144Q (646.519623 sec): 3 clusters Score: Raw -22353306.884281 + Penalty 3960.051029 = -22349346.833252 nChanged 121 SP:Iteration 145Q (646.750623 sec): 3 clusters Score: Raw -22353349.833455 + Penalty 3960.051029 = -22349389.782426 nChanged 88 SP:Iteration 146Q (646.981994 sec): 3 clusters Score: Raw -22353371.556267 + Penalty 3960.051029 = -22349411.505238 nChanged 78 SP:Iteration 147Q (647.212551 sec): 3 clusters Score: Raw -22353388.773113 + Penalty 3960.051029 = -22349428.722084 nChanged 54 SP:Iteration 148Q (647.443052 sec): 3 clusters Score: Raw -22353402.025040 + Penalty 3960.051029 = -22349441.974011 nChanged 63 SP:Iteration 149Q (647.673722 sec): 3 clusters Score: Raw -22353415.566251 + Penalty 3960.051029 = -22349455.515222 nChanged 54 SP:Iteration 150Q (647.905035 sec): 3 clusters Score: Raw -22353427.363452 + Penalty 3960.051029 = -22349467.312423 nChanged 50 SP:Iteration 151Q (648.137786 sec): 3 clusters Score: Raw -22353437.328204 + Penalty 3960.051029 = -22349477.277175 nChanged 41 SP:Iteration 152Q (648.371138 sec): 3 clusters Score: Raw -22353444.582748 + Penalty 3960.051029 = -22349484.531719 nChanged 35 SP:Iteration 153Q (648.602004 sec): 3 clusters Score: Raw -22353450.253227 + Penalty 3960.051029 = -22349490.202198 nChanged 24 SP:Iteration 154Q (648.835391 sec): 3 clusters Score: Raw -22353453.204053 + Penalty 3960.051029 = -22349493.153024 nChanged 15 SP:Iteration 155Q (649.069772 sec): 3 clusters Score: Raw -22353454.930761 + Penalty 3960.051029 = -22349494.879732 nChanged 11 SP:Iteration 156Q (649.303425 sec): 3 clusters Score: Raw -22353456.246080 + Penalty 3960.051029 = -22349496.195051 nChanged 14 SP:Iteration 157Q (649.538625 sec): 3 clusters Score: Raw -22353458.546269 + Penalty 3960.051029 = -22349498.495240 nChanged 15 SP:Iteration 158Q (649.772411 sec): 3 clusters Score: Raw -22353460.842494 + Penalty 3960.051029 = -22349500.791465 nChanged 15 SP:Iteration 159Q (650.002554 sec): 3 clusters Score: Raw -22353462.623849 + Penalty 3960.051029 = -22349502.572819 nChanged 12 SP:Iteration 160F (650.318508 sec): 3 clusters Score: Raw -22353478.311744 + Penalty 3960.051029 = -22349518.260715 nChanged 28 SP:Iteration 161Q (650.552292 sec): 3 clusters Score: Raw -22353487.645482 + Penalty 3960.051029 = -22349527.594453 nChanged 35 SP:Iteration 162Q (650.787675 sec): 3 clusters Score: Raw -22353494.101068 + Penalty 3960.051029 = -22349534.050039 nChanged 25 SP:Iteration 163Q (651.022990 sec): 3 clusters Score: Raw -22353498.616982 + Penalty 3960.051029 = -22349538.565953 nChanged 29 SP:Iteration 164Q (651.256270 sec): 3 clusters Score: Raw -22353504.329160 + Penalty 3960.051029 = -22349544.278131 nChanged 34 SP:Iteration 165Q (651.491648 sec): 3 clusters Score: Raw -22353510.679118 + Penalty 3960.051029 = -22349550.628089 nChanged 32 SP:Iteration 166Q (651.727304 sec): 3 clusters Score: Raw -22353517.693387 + Penalty 3960.051029 = -22349557.642358 nChanged 36 SP:Iteration 167Q (651.962617 sec): 3 clusters Score: Raw -22353524.798159 + Penalty 3960.051029 = -22349564.747130 nChanged 37 SP:Iteration 168Q (652.196315 sec): 3 clusters Score: Raw -22353531.444139 + Penalty 3960.051029 = -22349571.393110 nChanged 41 SP:Iteration 169Q (652.466838 sec): 3 clusters Score: Raw -22353539.708733 + Penalty 3960.051029 = -22349579.657704 nChanged 43 SP:Iteration 170Q (652.736110 sec): 3 clusters Score: Raw -22353547.644124 + Penalty 3960.051029 = -22349587.593095 nChanged 36 SP:Iteration 171Q (652.970656 sec): 3 clusters Score: Raw -22353553.408908 + Penalty 3960.051029 = -22349593.357879 nChanged 33 SP:Iteration 172Q (653.203775 sec): 3 clusters Score: Raw -22353558.143095 + Penalty 3960.051029 = -22349598.092065 nChanged 33 SP:Iteration 173Q (653.436232 sec): 3 clusters Score: Raw -22353563.550015 + Penalty 3960.051029 = -22349603.498986 nChanged 36 SP:Iteration 174Q (653.669417 sec): 3 clusters Score: Raw -22353568.788148 + Penalty 3960.051029 = -22349608.737119 nChanged 34 SP:Iteration 175Q (653.902742 sec): 3 clusters Score: Raw -22353573.738024 + Penalty 3960.051029 = -22349613.686995 nChanged 26 SP:Iteration 176Q (654.135432 sec): 3 clusters Score: Raw -22353577.724664 + Penalty 3960.051029 = -22349617.673635 nChanged 34 SP:Iteration 177Q (654.367928 sec): 3 clusters Score: Raw -22353582.399426 + Penalty 3960.051029 = -22349622.348396 nChanged 26 SP:Iteration 178Q (654.603701 sec): 3 clusters Score: Raw -22353585.530751 + Penalty 3960.051029 = -22349625.479721 nChanged 24 SP:Iteration 179Q (654.839895 sec): 3 clusters Score: Raw -22353588.823573 + Penalty 3960.051029 = -22349628.772544 nChanged 26 SP:Iteration 180F (655.157982 sec): 3 clusters Score: Raw -22353592.472475 + Penalty 3960.051029 = -22349632.421446 nChanged 23 SP:Iteration 181Q (655.389183 sec): 3 clusters Score: Raw -22353595.054974 + Penalty 3960.051029 = -22349635.003945 nChanged 17 SP:Iteration 182Q (655.624018 sec): 3 clusters Score: Raw -22353596.615233 + Penalty 3960.051029 = -22349636.564204 nChanged 9 SP:Iteration 183Q (655.858700 sec): 3 clusters Score: Raw -22353597.617119 + Penalty 3960.051029 = -22349637.566090 nChanged 13 SP:Iteration 184Q (656.092819 sec): 3 clusters Score: Raw -22353599.262917 + Penalty 3960.051029 = -22349639.211888 nChanged 9 SP:Iteration 185Q (656.327706 sec): 3 clusters Score: Raw -22353600.409000 + Penalty 3960.051029 = -22349640.357971 nChanged 13 SP:Iteration 186Q (656.561991 sec): 3 clusters Score: Raw -22353601.835750 + Penalty 3960.051029 = -22349641.784721 nChanged 13 SP:Iteration 187Q (656.796690 sec): 3 clusters Score: Raw -22353603.369444 + Penalty 3960.051029 = -22349643.318415 nChanged 13 SP:Iteration 188Q (657.031112 sec): 3 clusters Score: Raw -22353604.568260 + Penalty 3960.051029 = -22349644.517231 nChanged 14 SP:Iteration 189Q (657.265880 sec): 3 clusters Score: Raw -22353606.110441 + Penalty 3960.051029 = -22349646.059412 nChanged 9 SP:Iteration 190Q (657.500791 sec): 3 clusters Score: Raw -22353607.113992 + Penalty 3960.051029 = -22349647.062963 nChanged 3 SP:Iteration 191Q (657.735285 sec): 3 clusters Score: Raw -22353607.266958 + Penalty 3960.051029 = -22349647.215929 nChanged 3 SP:Iteration 192Q (657.970059 sec): 3 clusters Score: Raw -22353607.815488 + Penalty 3960.051029 = -22349647.764459 nChanged 7 SP:Iteration 193Q (658.203247 sec): 3 clusters Score: Raw -22353608.643907 + Penalty 3960.051029 = -22349648.592878 nChanged 9 SP:Iteration 194Q (658.437697 sec): 3 clusters Score: Raw -22353609.324971 + Penalty 3960.051029 = -22349649.273941 nChanged 8 SP:Iteration 195Q (658.671116 sec): 3 clusters Score: Raw -22353610.034013 + Penalty 3960.051029 = -22349649.982983 nChanged 15 SP:Iteration 196Q (658.912425 sec): 3 clusters Score: Raw -22353611.546067 + Penalty 3960.051029 = -22349651.495038 nChanged 18 SP:Iteration 197Q (659.175646 sec): 3 clusters Score: Raw -22353613.226311 + Penalty 3960.051029 = -22349653.175282 nChanged 18 SP:Iteration 198Q (659.406745 sec): 3 clusters Score: Raw -22353615.313671 + Penalty 3960.051029 = -22349655.262642 nChanged 26 SP:Iteration 199Q (659.641874 sec): 3 clusters Score: Raw -22353618.759854 + Penalty 3960.051029 = -22349658.708825 nChanged 20 SP:Iteration 200F (659.957725 sec): 3 clusters Score: Raw -22353621.787938 + Penalty 3960.051029 = -22349661.736909 nChanged 25 SP:Iteration 201Q (660.192666 sec): 3 clusters Score: Raw -22353626.254420 + Penalty 3960.051029 = -22349666.203391 nChanged 33 SP:Iteration 202Q (660.426391 sec): 3 clusters Score: Raw -22353630.862948 + Penalty 3960.051029 = -22349670.811918 nChanged 28 SP:Iteration 203Q (660.660305 sec): 3 clusters Score: Raw -22353635.030519 + Penalty 3960.051029 = -22349674.979490 nChanged 33 SP:Iteration 204Q (660.894217 sec): 3 clusters Score: Raw -22353639.466833 + Penalty 3960.051029 = -22349679.415804 nChanged 30 SP:Iteration 205Q (661.129793 sec): 3 clusters Score: Raw -22353643.553479 + Penalty 3960.051029 = -22349683.502450 nChanged 27 SP:Iteration 206Q (661.363901 sec): 3 clusters Score: Raw -22353647.013103 + Penalty 3960.051029 = -22349686.962074 nChanged 32 SP:Iteration 207Q (661.597589 sec): 3 clusters Score: Raw -22353651.371806 + Penalty 3960.051029 = -22349691.320777 nChanged 34 SP:Iteration 208Q (661.832055 sec): 3 clusters Score: Raw -22353656.121530 + Penalty 3960.051029 = -22349696.070501 nChanged 35 SP:Iteration 209Q (662.066458 sec): 3 clusters Score: Raw -22353661.433281 + Penalty 3960.051029 = -22349701.382251 nChanged 30 SP:Iteration 210Q (662.301166 sec): 3 clusters Score: Raw -22353665.169151 + Penalty 3960.051029 = -22349705.118121 nChanged 23 SP:Iteration 211Q (662.537056 sec): 3 clusters Score: Raw -22353667.533659 + Penalty 3960.051029 = -22349707.482630 nChanged 16 SP:Iteration 212Q (662.772387 sec): 3 clusters Score: Raw -22353668.966449 + Penalty 3960.051029 = -22349708.915420 nChanged 14 SP:Iteration 213Q (663.007273 sec): 3 clusters Score: Raw -22353670.391327 + Penalty 3960.051029 = -22349710.340298 nChanged 15 SP:Iteration 214Q (663.242010 sec): 3 clusters Score: Raw -22353671.935427 + Penalty 3960.051029 = -22349711.884398 nChanged 14 SP:Iteration 215Q (663.476637 sec): 3 clusters Score: Raw -22353673.892333 + Penalty 3960.051029 = -22349713.841304 nChanged 18 SP:Iteration 216Q (663.711135 sec): 3 clusters Score: Raw -22353675.905217 + Penalty 3960.051029 = -22349715.854188 nChanged 19 SP:Iteration 217Q (663.946206 sec): 3 clusters Score: Raw -22353678.233244 + Penalty 3960.051029 = -22349718.182215 nChanged 18 SP:Iteration 218Q (664.180791 sec): 3 clusters Score: Raw -22353680.095581 + Penalty 3960.051029 = -22349720.044552 nChanged 13 SP:Iteration 219Q (664.414866 sec): 3 clusters Score: Raw -22353681.323194 + Penalty 3960.051029 = -22349721.272165 nChanged 11 SP:Iteration 220F (664.729933 sec): 3 clusters Score: Raw -22353682.190932 + Penalty 3960.051029 = -22349722.139903 nChanged 6 SP:Iteration 221Q (664.963672 sec): 3 clusters Score: Raw -22353682.512812 + Penalty 3960.051029 = -22349722.461782 nChanged 4 SP:Iteration 222Q (665.199033 sec): 3 clusters Score: Raw -22353682.772005 + Penalty 3960.051029 = -22349722.720976 nChanged 3 SP:Iteration 223Q (665.434058 sec): 3 clusters Score: Raw -22353682.944410 + Penalty 3960.051029 = -22349722.893381 nChanged 1 SP:Iteration 224Q (665.668144 sec): 3 clusters Score: Raw -22353682.980659 + Penalty 3960.051029 = -22349722.929630 nChanged 2 SP:Iteration 225Q (665.902135 sec): 3 clusters Score: Raw -22353683.141402 + Penalty 3960.051029 = -22349723.090373 nChanged 1 SP:Iteration 226Q (666.139838 sec): 3 clusters Score: Raw -22353683.175484 + Penalty 3960.051029 = -22349723.124454 nChanged 1 SP:Iteration 227Q (666.374089 sec): 3 clusters Score: Raw -22353683.238424 + Penalty 3960.051029 = -22349723.187395 nChanged 0 SP:Iteration 228F (666.690028 sec): 3 clusters Score: Raw -22353683.238424 + Penalty 3960.051029 = -22349723.187395 nChanged 0 Score: Raw -82191303.660829 + Penalty 59338.187369 = -82131965.473460 Splitting cluster 17 changes total score from -82131099.681687 to -82131965.473460 So it's getting split into cluster 27. Trying to split cluster 18 (85647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.699056 sec): 2 clusters Score: Raw -9455615.015943 + Penalty 1845.673290 = -9453769.342653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.838238 sec): 3 clusters Score: Raw -9399996.342860 + Penalty 3691.346580 = -9396304.996280 nChanged 40749 SP:Iteration 1F (679.975267 sec): 3 clusters Score: Raw -9423561.804309 + Penalty 3691.346580 = -9419870.457729 nChanged 2776 SP:Iteration 2Q (680.122199 sec): 3 clusters Score: Raw -9424190.226290 + Penalty 3691.346580 = -9420498.879710 nChanged 2790 SP:Iteration 3Q (680.268849 sec): 3 clusters Score: Raw -9424846.124544 + Penalty 3691.346580 = -9421154.777964 nChanged 2807 SP:Iteration 4Q (680.415222 sec): 3 clusters Score: Raw -9425573.648604 + Penalty 3691.346580 = -9421882.302024 nChanged 3007 SP:Iteration 5Q (680.561829 sec): 3 clusters Score: Raw -9426520.728357 + Penalty 3691.346580 = -9422829.381777 nChanged 3544 SP:Iteration 6Q (680.708110 sec): 3 clusters Score: Raw -9427884.685449 + Penalty 3691.346580 = -9424193.338869 nChanged 4188 SP:Iteration 7Q (680.854782 sec): 3 clusters Score: Raw -9429957.245897 + Penalty 3691.346580 = -9426265.899317 nChanged 4927 SP:Iteration 8F (680.991873 sec): 3 clusters Score: Raw -9433069.724910 + Penalty 3691.346580 = -9429378.378330 nChanged 5555 SP:Iteration 9F (681.128611 sec): 3 clusters Score: Raw -9437321.451915 + Penalty 3691.346580 = -9433630.105336 nChanged 5547 SP:Iteration 10F (681.265334 sec): 3 clusters Score: Raw -9442132.816519 + Penalty 3691.346580 = -9438441.469939 nChanged 4744 SP:Iteration 11F (681.402717 sec): 3 clusters Score: Raw -9446174.013612 + Penalty 3691.346580 = -9442482.667032 nChanged 3569 SP:Iteration 12Q (681.537049 sec): 3 clusters Score: Raw -9448832.299734 + Penalty 3691.346580 = -9445140.953154 nChanged 2548 SP:Iteration 13Q (681.669282 sec): 3 clusters Score: Raw -9450547.110203 + Penalty 3691.346580 = -9446855.763623 nChanged 1887 SP:Iteration 14Q (681.798423 sec): 3 clusters Score: Raw -9451714.524872 + Penalty 3691.346580 = -9448023.178292 nChanged 1581 SP:Iteration 15Q (681.936377 sec): 3 clusters Score: Raw -9452664.995395 + Penalty 3691.346580 = -9448973.648815 nChanged 1344 SP:Iteration 16Q (682.061954 sec): 3 clusters Score: Raw -9453442.901986 + Penalty 3691.346580 = -9449751.555406 nChanged 1111 SP:Iteration 17Q (682.184828 sec): 3 clusters Score: Raw -9454053.818305 + Penalty 3691.346580 = -9450362.471725 nChanged 929 SP:Iteration 18Q (682.306925 sec): 3 clusters Score: Raw -9454522.735180 + Penalty 3691.346580 = -9450831.388600 nChanged 756 SP:Iteration 19Q (682.427661 sec): 3 clusters Score: Raw -9454889.367783 + Penalty 3691.346580 = -9451198.021203 nChanged 633 SP:Iteration 20F (682.563679 sec): 3 clusters Score: Raw -9455184.606180 + Penalty 3691.346580 = -9451493.259600 nChanged 547 SP:Iteration 21Q (682.681927 sec): 3 clusters Score: Raw -9455428.796271 + Penalty 3691.346580 = -9451737.449691 nChanged 470 SP:Iteration 22Q (682.799686 sec): 3 clusters Score: Raw -9455635.322876 + Penalty 3691.346580 = -9451943.976296 nChanged 414 SP:Iteration 23Q (682.917591 sec): 3 clusters Score: Raw -9455810.207176 + Penalty 3691.346580 = -9452118.860596 nChanged 349 SP:Iteration 24Q (683.034520 sec): 3 clusters Score: Raw -9455949.718312 + Penalty 3691.346580 = -9452258.371732 nChanged 285 SP:Iteration 25Q (683.149726 sec): 3 clusters Score: Raw -9456049.428124 + Penalty 3691.346580 = -9452358.081544 nChanged 212 SP:Iteration 26Q (683.264484 sec): 3 clusters Score: Raw -9456111.382999 + Penalty 3691.346580 = -9452420.036419 nChanged 146 SP:Iteration 27Q (683.378621 sec): 3 clusters Score: Raw -9456153.819785 + Penalty 3691.346580 = -9452462.473206 nChanged 123 SP:Iteration 28Q (683.492461 sec): 3 clusters Score: Raw -9456188.656424 + Penalty 3691.346580 = -9452497.309844 nChanged 99 SP:Iteration 29Q (683.606151 sec): 3 clusters Score: Raw -9456215.968019 + Penalty 3691.346580 = -9452524.621439 nChanged 79 SP:Iteration 30Q (683.719682 sec): 3 clusters Score: Raw -9456233.493216 + Penalty 3691.346580 = -9452542.146636 nChanged 57 SP:Iteration 31Q (683.833098 sec): 3 clusters Score: Raw -9456244.517510 + Penalty 3691.346580 = -9452553.170930 nChanged 50 SP:Iteration 32Q (683.946749 sec): 3 clusters Score: Raw -9456254.433061 + Penalty 3691.346580 = -9452563.086481 nChanged 41 SP:Iteration 33Q (684.059845 sec): 3 clusters Score: Raw -9456261.392603 + Penalty 3691.346580 = -9452570.046023 nChanged 32 SP:Iteration 34Q (684.173066 sec): 3 clusters Score: Raw -9456269.415463 + Penalty 3691.346580 = -9452578.068883 nChanged 36 SP:Iteration 35Q (684.286213 sec): 3 clusters Score: Raw -9456276.528165 + Penalty 3691.346580 = -9452585.181585 nChanged 28 SP:Iteration 36Q (684.399168 sec): 3 clusters Score: Raw -9456281.655552 + Penalty 3691.346580 = -9452590.308972 nChanged 28 SP:Iteration 37Q (684.512041 sec): 3 clusters Score: Raw -9456286.107462 + Penalty 3691.346580 = -9452594.760883 nChanged 24 SP:Iteration 38Q (684.624957 sec): 3 clusters Score: Raw -9456292.338151 + Penalty 3691.346580 = -9452600.991571 nChanged 35 SP:Iteration 39Q (684.737831 sec): 3 clusters Score: Raw -9456299.941345 + Penalty 3691.346580 = -9452608.594766 nChanged 34 SP:Iteration 40F (684.872132 sec): 3 clusters Score: Raw -9456307.536155 + Penalty 3691.346580 = -9452616.189575 nChanged 33 SP:Iteration 41Q (684.985048 sec): 3 clusters Score: Raw -9456314.596501 + Penalty 3691.346580 = -9452623.249921 nChanged 29 SP:Iteration 42Q (685.097874 sec): 3 clusters Score: Raw -9456322.950313 + Penalty 3691.346580 = -9452631.603733 nChanged 29 SP:Iteration 43Q (685.211243 sec): 3 clusters Score: Raw -9456330.177613 + Penalty 3691.346580 = -9452638.831033 nChanged 20 SP:Iteration 44Q (685.324434 sec): 3 clusters Score: Raw -9456334.427861 + Penalty 3691.346580 = -9452643.081281 nChanged 28 SP:Iteration 45Q (685.437306 sec): 3 clusters Score: Raw -9456339.756559 + Penalty 3691.346580 = -9452648.409979 nChanged 16 SP:Iteration 46Q (685.550692 sec): 3 clusters Score: Raw -9456342.518207 + Penalty 3691.346580 = -9452651.171627 nChanged 13 SP:Iteration 47Q (685.663891 sec): 3 clusters Score: Raw -9456344.834947 + Penalty 3691.346580 = -9452653.488367 nChanged 15 SP:Iteration 48Q (685.777166 sec): 3 clusters Score: Raw -9456347.755070 + Penalty 3691.346580 = -9452656.408490 nChanged 14 SP:Iteration 49Q (685.890357 sec): 3 clusters Score: Raw -9456350.312369 + Penalty 3691.346580 = -9452658.965789 nChanged 11 SP:Iteration 50Q (686.003216 sec): 3 clusters Score: Raw -9456351.997295 + Penalty 3691.346580 = -9452660.650715 nChanged 12 SP:Iteration 51Q (686.116186 sec): 3 clusters Score: Raw -9456354.363066 + Penalty 3691.346580 = -9452663.016486 nChanged 13 SP:Iteration 52Q (686.229571 sec): 3 clusters Score: Raw -9456356.068742 + Penalty 3691.346580 = -9452664.722162 nChanged 13 SP:Iteration 53Q (686.355512 sec): 3 clusters Score: Raw -9456358.268768 + Penalty 3691.346580 = -9452666.922188 nChanged 15 SP:Iteration 54Q (686.479941 sec): 3 clusters Score: Raw -9456360.612535 + Penalty 3691.346580 = -9452669.265955 nChanged 8 SP:Iteration 55Q (686.592898 sec): 3 clusters Score: Raw -9456361.513288 + Penalty 3691.346580 = -9452670.166708 nChanged 4 SP:Iteration 56Q (686.705321 sec): 3 clusters Score: Raw -9456362.043968 + Penalty 3691.346580 = -9452670.697388 nChanged 7 SP:Iteration 57Q (686.817871 sec): 3 clusters Score: Raw -9456363.087823 + Penalty 3691.346580 = -9452671.741243 nChanged 12 SP:Iteration 58Q (686.930489 sec): 3 clusters Score: Raw -9456364.091974 + Penalty 3691.346580 = -9452672.745394 nChanged 9 SP:Iteration 59Q (687.042965 sec): 3 clusters Score: Raw -9456365.378206 + Penalty 3691.346580 = -9452674.031626 nChanged 6 SP:Iteration 60F (687.177500 sec): 3 clusters Score: Raw -9456366.030865 + Penalty 3691.346580 = -9452674.684285 nChanged 3 SP:Iteration 61Q (687.289815 sec): 3 clusters Score: Raw -9456366.403119 + Penalty 3691.346580 = -9452675.056539 nChanged 2 SP:Iteration 62Q (687.402416 sec): 3 clusters Score: Raw -9456366.660886 + Penalty 3691.346580 = -9452675.314306 nChanged 1 SP:Iteration 63Q (687.514707 sec): 3 clusters Score: Raw -9456366.741693 + Penalty 3691.346580 = -9452675.395113 nChanged 1 SP:Iteration 64Q (687.627107 sec): 3 clusters Score: Raw -9456367.103516 + Penalty 3691.346580 = -9452675.756936 nChanged 3 SP:Iteration 65Q (687.739405 sec): 3 clusters Score: Raw -9456367.557379 + Penalty 3691.346580 = -9452676.210799 nChanged 5 SP:Iteration 66Q (687.852165 sec): 3 clusters Score: Raw -9456369.057586 + Penalty 3691.346580 = -9452677.711006 nChanged 6 SP:Iteration 67Q (687.965214 sec): 3 clusters Score: Raw -9456370.003981 + Penalty 3691.346580 = -9452678.657401 nChanged 7 SP:Iteration 68Q (688.077995 sec): 3 clusters Score: Raw -9456370.895733 + Penalty 3691.346580 = -9452679.549153 nChanged 9 SP:Iteration 69Q (688.190356 sec): 3 clusters Score: Raw -9456372.478170 + Penalty 3691.346580 = -9452681.131590 nChanged 9 SP:Iteration 70Q (688.302768 sec): 3 clusters Score: Raw -9456373.757030 + Penalty 3691.346580 = -9452682.410450 nChanged 9 SP:Iteration 71Q (688.416030 sec): 3 clusters Score: Raw -9456374.710020 + Penalty 3691.346580 = -9452683.363440 nChanged 2 SP:Iteration 72Q (688.528632 sec): 3 clusters Score: Raw -9456375.034131 + Penalty 3691.346580 = -9452683.687551 nChanged 3 SP:Iteration 73Q (688.640931 sec): 3 clusters Score: Raw -9456375.506043 + Penalty 3691.346580 = -9452684.159463 nChanged 2 SP:Iteration 74Q (688.753207 sec): 3 clusters Score: Raw -9456375.639979 + Penalty 3691.346580 = -9452684.293399 nChanged 1 SP:Iteration 75Q (688.865675 sec): 3 clusters Score: Raw -9456375.804350 + Penalty 3691.346580 = -9452684.457770 nChanged 1 SP:Iteration 76Q (688.978929 sec): 3 clusters Score: Raw -9456376.012384 + Penalty 3691.346580 = -9452684.665804 nChanged 1 SP:Iteration 77Q (689.092776 sec): 3 clusters Score: Raw -9456376.088759 + Penalty 3691.346580 = -9452684.742179 nChanged 0 SP:Iteration 78F (689.228083 sec): 3 clusters Score: Raw -9456376.088759 + Penalty 3691.346580 = -9452684.742179 nChanged 0 Trying to split cluster 19 (1526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.236669 sec): 2 clusters Score: Raw -162522.349396 + Penalty 1191.190847 = -161331.158549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.245083 sec): 3 clusters Score: Raw -161881.184906 + Penalty 2382.381694 = -159498.803212 nChanged 527 SP:Iteration 1F (689.253034 sec): 3 clusters Score: Raw -162264.500561 + Penalty 2382.381694 = -159882.118867 nChanged 127 SP:Iteration 2F (689.260835 sec): 3 clusters Score: Raw -162388.630694 + Penalty 2382.381694 = -160006.249000 nChanged 92 SP:Iteration 3F (689.268777 sec): 3 clusters Score: Raw -162484.517754 + Penalty 2382.381694 = -160102.136060 nChanged 63 SP:Iteration 4Q (689.276600 sec): 3 clusters Score: Raw -162556.694090 + Penalty 2382.381694 = -160174.312396 nChanged 45 SP:Iteration 5Q (689.284423 sec): 3 clusters Score: Raw -162607.476344 + Penalty 2382.381694 = -160225.094650 nChanged 38 SP:Iteration 6Q (689.292207 sec): 3 clusters Score: Raw -162650.329642 + Penalty 2382.381694 = -160267.947948 nChanged 43 SP:Iteration 7Q (689.299926 sec): 3 clusters Score: Raw -162696.282231 + Penalty 2382.381694 = -160313.900537 nChanged 27 SP:Iteration 8Q (689.307716 sec): 3 clusters Score: Raw -162719.687244 + Penalty 2382.381694 = -160337.305550 nChanged 37 SP:Iteration 9Q (689.315624 sec): 3 clusters Score: Raw -162752.047787 + Penalty 2382.381694 = -160369.666093 nChanged 33 SP:Iteration 10Q (689.323433 sec): 3 clusters Score: Raw -162776.257102 + Penalty 2382.381694 = -160393.875409 nChanged 17 SP:Iteration 11Q (689.331519 sec): 3 clusters Score: Raw -162789.062651 + Penalty 2382.381694 = -160406.680957 nChanged 17 SP:Iteration 12Q (689.339194 sec): 3 clusters Score: Raw -162798.104125 + Penalty 2382.381694 = -160415.722431 nChanged 5 SP:Iteration 13Q (689.346873 sec): 3 clusters Score: Raw -162800.388663 + Penalty 2382.381694 = -160418.006969 nChanged 5 SP:Iteration 14Q (689.354600 sec): 3 clusters Score: Raw -162802.173242 + Penalty 2382.381694 = -160419.791548 nChanged 6 SP:Iteration 15Q (689.362305 sec): 3 clusters Score: Raw -162804.238068 + Penalty 2382.381694 = -160421.856374 nChanged 5 SP:Iteration 16Q (689.370043 sec): 3 clusters Score: Raw -162806.923280 + Penalty 2382.381694 = -160424.541586 nChanged 4 SP:Iteration 17Q (689.377754 sec): 3 clusters Score: Raw -162808.918690 + Penalty 2382.381694 = -160426.536996 nChanged 4 SP:Iteration 18Q (689.385430 sec): 3 clusters Score: Raw -162810.900412 + Penalty 2382.381694 = -160428.518718 nChanged 2 SP:Iteration 19Q (689.393077 sec): 3 clusters Score: Raw -162811.556633 + Penalty 2382.381694 = -160429.174939 nChanged 2 SP:Iteration 20F (689.400913 sec): 3 clusters Score: Raw -162812.905215 + Penalty 2382.381694 = -160430.523521 nChanged 2 SP:Iteration 21Q (689.408629 sec): 3 clusters Score: Raw -162815.324925 + Penalty 2382.381694 = -160432.943231 nChanged 3 SP:Iteration 22Q (689.416390 sec): 3 clusters Score: Raw -162816.603670 + Penalty 2382.381694 = -160434.221977 nChanged 4 SP:Iteration 23Q (689.424115 sec): 3 clusters Score: Raw -162818.833041 + Penalty 2382.381694 = -160436.451347 nChanged 4 SP:Iteration 24Q (689.431767 sec): 3 clusters Score: Raw -162820.430086 + Penalty 2382.381694 = -160438.048392 nChanged 2 SP:Iteration 25Q (689.439419 sec): 3 clusters Score: Raw -162820.996583 + Penalty 2382.381694 = -160438.614889 nChanged 1 SP:Iteration 26Q (689.447170 sec): 3 clusters Score: Raw -162821.503219 + Penalty 2382.381694 = -160439.121526 nChanged 1 SP:Iteration 27Q (689.454903 sec): 3 clusters Score: Raw -162821.859954 + Penalty 2382.381694 = -160439.478260 nChanged 3 SP:Iteration 28Q (689.462671 sec): 3 clusters Score: Raw -162822.624984 + Penalty 2382.381694 = -160440.243290 nChanged 2 SP:Iteration 29Q (689.470385 sec): 3 clusters Score: Raw -162823.229037 + Penalty 2382.381694 = -160440.847343 nChanged 2 SP:Iteration 30Q (689.478184 sec): 3 clusters Score: Raw -162823.714877 + Penalty 2382.381694 = -160441.333183 nChanged 0 SP:Iteration 31F (689.486008 sec): 3 clusters Score: Raw -162823.714877 + Penalty 2382.381694 = -160441.333183 nChanged 0 Trying to split cluster 20 (13229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.514500 sec): 2 clusters Score: Raw -1426086.124882 + Penalty 1542.152084 = -1424543.972798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.548041 sec): 3 clusters Score: Raw -1418394.212075 + Penalty 3084.304167 = -1415309.907908 nChanged 5803 SP:Iteration 1F (689.580593 sec): 3 clusters Score: Raw -1422049.962755 + Penalty 3084.304167 = -1418965.658587 nChanged 1098 SP:Iteration 2F (689.613429 sec): 3 clusters Score: Raw -1422890.902182 + Penalty 3084.304167 = -1419806.598015 nChanged 1120 SP:Iteration 3F (689.645865 sec): 3 clusters Score: Raw -1423752.160276 + Penalty 3084.304167 = -1420667.856109 nChanged 1006 SP:Iteration 4F (689.678465 sec): 3 clusters Score: Raw -1424494.126184 + Penalty 3084.304167 = -1421409.822017 nChanged 852 SP:Iteration 5F (689.711116 sec): 3 clusters Score: Raw -1425027.877708 + Penalty 3084.304167 = -1421943.573541 nChanged 618 SP:Iteration 6Q (689.743780 sec): 3 clusters Score: Raw -1425387.314251 + Penalty 3084.304167 = -1422303.010084 nChanged 494 SP:Iteration 7Q (689.776383 sec): 3 clusters Score: Raw -1425651.267992 + Penalty 3084.304167 = -1422566.963824 nChanged 377 SP:Iteration 8Q (689.808831 sec): 3 clusters Score: Raw -1425845.533369 + Penalty 3084.304167 = -1422761.229202 nChanged 315 SP:Iteration 9Q (689.841332 sec): 3 clusters Score: Raw -1426008.563807 + Penalty 3084.304167 = -1422924.259640 nChanged 258 SP:Iteration 10Q (689.873518 sec): 3 clusters Score: Raw -1426115.248720 + Penalty 3084.304167 = -1423030.944553 nChanged 208 SP:Iteration 11Q (689.905563 sec): 3 clusters Score: Raw -1426177.500817 + Penalty 3084.304167 = -1423093.196650 nChanged 160 SP:Iteration 12Q (689.937737 sec): 3 clusters Score: Raw -1426215.503358 + Penalty 3084.304167 = -1423131.199191 nChanged 104 SP:Iteration 13Q (689.969849 sec): 3 clusters Score: Raw -1426234.816653 + Penalty 3084.304167 = -1423150.512485 nChanged 79 SP:Iteration 14Q (690.001873 sec): 3 clusters Score: Raw -1426247.763240 + Penalty 3084.304167 = -1423163.459073 nChanged 61 SP:Iteration 15Q (690.033805 sec): 3 clusters Score: Raw -1426258.671443 + Penalty 3084.304167 = -1423174.367276 nChanged 61 SP:Iteration 16Q (690.065817 sec): 3 clusters Score: Raw -1426268.958844 + Penalty 3084.304167 = -1423184.654677 nChanged 56 SP:Iteration 17Q (690.097721 sec): 3 clusters Score: Raw -1426278.606258 + Penalty 3084.304167 = -1423194.302091 nChanged 50 SP:Iteration 18Q (690.129705 sec): 3 clusters Score: Raw -1426286.470519 + Penalty 3084.304167 = -1423202.166352 nChanged 38 SP:Iteration 19Q (690.161436 sec): 3 clusters Score: Raw -1426292.037111 + Penalty 3084.304167 = -1423207.732944 nChanged 38 SP:Iteration 20F (690.193897 sec): 3 clusters Score: Raw -1426298.257426 + Penalty 3084.304167 = -1423213.953259 nChanged 44 SP:Iteration 21Q (690.226185 sec): 3 clusters Score: Raw -1426304.346000 + Penalty 3084.304167 = -1423220.041832 nChanged 43 SP:Iteration 22Q (690.257984 sec): 3 clusters Score: Raw -1426309.961771 + Penalty 3084.304167 = -1423225.657604 nChanged 35 SP:Iteration 23Q (690.289765 sec): 3 clusters Score: Raw -1426314.042652 + Penalty 3084.304167 = -1423229.738485 nChanged 36 SP:Iteration 24Q (690.321821 sec): 3 clusters Score: Raw -1426319.236956 + Penalty 3084.304167 = -1423234.932789 nChanged 28 SP:Iteration 25Q (690.353574 sec): 3 clusters Score: Raw -1426322.720933 + Penalty 3084.304167 = -1423238.416766 nChanged 26 SP:Iteration 26Q (690.385440 sec): 3 clusters Score: Raw -1426325.717464 + Penalty 3084.304167 = -1423241.413296 nChanged 31 SP:Iteration 27Q (690.417268 sec): 3 clusters Score: Raw -1426329.597567 + Penalty 3084.304167 = -1423245.293400 nChanged 26 SP:Iteration 28Q (690.448969 sec): 3 clusters Score: Raw -1426332.343523 + Penalty 3084.304167 = -1423248.039355 nChanged 22 SP:Iteration 29Q (690.480618 sec): 3 clusters Score: Raw -1426334.600252 + Penalty 3084.304167 = -1423250.296085 nChanged 20 SP:Iteration 30Q (690.512334 sec): 3 clusters Score: Raw -1426337.481027 + Penalty 3084.304167 = -1423253.176859 nChanged 33 SP:Iteration 31Q (690.544115 sec): 3 clusters Score: Raw -1426342.889778 + Penalty 3084.304167 = -1423258.585611 nChanged 37 SP:Iteration 32Q (690.576122 sec): 3 clusters Score: Raw -1426349.133481 + Penalty 3084.304167 = -1423264.829314 nChanged 38 SP:Iteration 33Q (690.608020 sec): 3 clusters Score: Raw -1426355.344682 + Penalty 3084.304167 = -1423271.040514 nChanged 38 SP:Iteration 34Q (690.639549 sec): 3 clusters Score: Raw -1426360.733377 + Penalty 3084.304167 = -1423276.429210 nChanged 45 SP:Iteration 35Q (690.671285 sec): 3 clusters Score: Raw -1426366.858591 + Penalty 3084.304167 = -1423282.554424 nChanged 42 SP:Iteration 36Q (690.702843 sec): 3 clusters Score: Raw -1426373.156104 + Penalty 3084.304167 = -1423288.851937 nChanged 37 SP:Iteration 37Q (690.734775 sec): 3 clusters Score: Raw -1426378.662438 + Penalty 3084.304167 = -1423294.358271 nChanged 34 SP:Iteration 38Q (690.799081 sec): 3 clusters Score: Raw -1426383.750692 + Penalty 3084.304167 = -1423299.446525 nChanged 39 SP:Iteration 39Q (690.830632 sec): 3 clusters Score: Raw -1426389.806465 + Penalty 3084.304167 = -1423305.502298 nChanged 44 SP:Iteration 40F (690.863318 sec): 3 clusters Score: Raw -1426398.604799 + Penalty 3084.304167 = -1423314.300632 nChanged 46 SP:Iteration 41Q (690.895073 sec): 3 clusters Score: Raw -1426407.999311 + Penalty 3084.304167 = -1423323.695144 nChanged 54 SP:Iteration 42Q (690.926920 sec): 3 clusters Score: Raw -1426422.013262 + Penalty 3084.304167 = -1423337.709095 nChanged 61 SP:Iteration 43Q (690.958431 sec): 3 clusters Score: Raw -1426438.013691 + Penalty 3084.304167 = -1423353.709524 nChanged 79 SP:Iteration 44Q (690.990174 sec): 3 clusters Score: Raw -1426456.097951 + Penalty 3084.304167 = -1423371.793783 nChanged 74 SP:Iteration 45Q (691.021695 sec): 3 clusters Score: Raw -1426475.108507 + Penalty 3084.304167 = -1423390.804340 nChanged 76 SP:Iteration 46Q (691.053135 sec): 3 clusters Score: Raw -1426495.312048 + Penalty 3084.304167 = -1423411.007881 nChanged 82 SP:Iteration 47Q (691.084568 sec): 3 clusters Score: Raw -1426518.558004 + Penalty 3084.304167 = -1423434.253837 nChanged 89 SP:Iteration 48Q (691.116161 sec): 3 clusters Score: Raw -1426548.924002 + Penalty 3084.304167 = -1423464.619835 nChanged 91 SP:Iteration 49Q (691.147483 sec): 3 clusters Score: Raw -1426584.202981 + Penalty 3084.304167 = -1423499.898814 nChanged 92 SP:Iteration 50Q (691.178964 sec): 3 clusters Score: Raw -1426625.602272 + Penalty 3084.304167 = -1423541.298105 nChanged 100 SP:Iteration 51Q (691.210398 sec): 3 clusters Score: Raw -1426664.399443 + Penalty 3084.304167 = -1423580.095276 nChanged 95 SP:Iteration 52Q (691.241852 sec): 3 clusters Score: Raw -1426694.531405 + Penalty 3084.304167 = -1423610.227238 nChanged 93 SP:Iteration 53Q (691.273085 sec): 3 clusters Score: Raw -1426731.476720 + Penalty 3084.304167 = -1423647.172553 nChanged 86 SP:Iteration 54Q (691.304300 sec): 3 clusters Score: Raw -1426764.208108 + Penalty 3084.304167 = -1423679.903941 nChanged 82 SP:Iteration 55Q (691.335473 sec): 3 clusters Score: Raw -1426794.653427 + Penalty 3084.304167 = -1423710.349260 nChanged 82 SP:Iteration 56Q (691.366624 sec): 3 clusters Score: Raw -1426823.101336 + Penalty 3084.304167 = -1423738.797169 nChanged 78 SP:Iteration 57Q (691.397633 sec): 3 clusters Score: Raw -1426845.537319 + Penalty 3084.304167 = -1423761.233152 nChanged 73 SP:Iteration 58Q (691.428631 sec): 3 clusters Score: Raw -1426863.627703 + Penalty 3084.304167 = -1423779.323535 nChanged 49 SP:Iteration 59Q (691.459677 sec): 3 clusters Score: Raw -1426874.892864 + Penalty 3084.304167 = -1423790.588697 nChanged 49 SP:Iteration 60F (691.492108 sec): 3 clusters Score: Raw -1426883.461700 + Penalty 3084.304167 = -1423799.157532 nChanged 36 SP:Iteration 61Q (691.523067 sec): 3 clusters Score: Raw -1426888.925704 + Penalty 3084.304167 = -1423804.621537 nChanged 26 SP:Iteration 62Q (691.554108 sec): 3 clusters Score: Raw -1426892.845399 + Penalty 3084.304167 = -1423808.541231 nChanged 26 SP:Iteration 63Q (691.584961 sec): 3 clusters Score: Raw -1426896.038927 + Penalty 3084.304167 = -1423811.734760 nChanged 20 SP:Iteration 64Q (691.615851 sec): 3 clusters Score: Raw -1426898.248248 + Penalty 3084.304167 = -1423813.944080 nChanged 18 SP:Iteration 65Q (691.649480 sec): 3 clusters Score: Raw -1426899.916454 + Penalty 3084.304167 = -1423815.612286 nChanged 11 SP:Iteration 66Q (691.718178 sec): 3 clusters Score: Raw -1426901.299043 + Penalty 3084.304167 = -1423816.994876 nChanged 12 SP:Iteration 67Q (691.749357 sec): 3 clusters Score: Raw -1426902.749297 + Penalty 3084.304167 = -1423818.445130 nChanged 12 SP:Iteration 68Q (691.780478 sec): 3 clusters Score: Raw -1426904.077823 + Penalty 3084.304167 = -1423819.773655 nChanged 15 SP:Iteration 69Q (691.811409 sec): 3 clusters Score: Raw -1426905.778867 + Penalty 3084.304167 = -1423821.474700 nChanged 14 SP:Iteration 70Q (691.855270 sec): 3 clusters Score: Raw -1426907.609630 + Penalty 3084.304167 = -1423823.305463 nChanged 12 SP:Iteration 71Q (691.923201 sec): 3 clusters Score: Raw -1426909.272005 + Penalty 3084.304167 = -1423824.967838 nChanged 10 SP:Iteration 72Q (691.990786 sec): 3 clusters Score: Raw -1426910.297758 + Penalty 3084.304167 = -1423825.993590 nChanged 8 SP:Iteration 73Q (692.048231 sec): 3 clusters Score: Raw -1426911.138252 + Penalty 3084.304167 = -1423826.834085 nChanged 12 SP:Iteration 74Q (692.115733 sec): 3 clusters Score: Raw -1426912.375291 + Penalty 3084.304167 = -1423828.071124 nChanged 11 SP:Iteration 75Q (692.183415 sec): 3 clusters Score: Raw -1426913.810082 + Penalty 3084.304167 = -1423829.505914 nChanged 13 SP:Iteration 76Q (692.251041 sec): 3 clusters Score: Raw -1426915.404156 + Penalty 3084.304167 = -1423831.099988 nChanged 14 SP:Iteration 77Q (692.318421 sec): 3 clusters Score: Raw -1426917.141939 + Penalty 3084.304167 = -1423832.837772 nChanged 19 SP:Iteration 78Q (692.384024 sec): 3 clusters Score: Raw -1426920.866580 + Penalty 3084.304167 = -1423836.562413 nChanged 19 SP:Iteration 79Q (692.439356 sec): 3 clusters Score: Raw -1426923.575934 + Penalty 3084.304167 = -1423839.271767 nChanged 27 SP:Iteration 80F (692.508271 sec): 3 clusters Score: Raw -1426928.667146 + Penalty 3084.304167 = -1423844.362979 nChanged 34 SP:Iteration 81Q (692.575376 sec): 3 clusters Score: Raw -1426934.953851 + Penalty 3084.304167 = -1423850.649683 nChanged 33 SP:Iteration 82Q (692.642866 sec): 3 clusters Score: Raw -1426941.256444 + Penalty 3084.304167 = -1423856.952277 nChanged 43 SP:Iteration 83Q (692.708641 sec): 3 clusters Score: Raw -1426951.720419 + Penalty 3084.304167 = -1423867.416252 nChanged 46 SP:Iteration 84Q (692.776122 sec): 3 clusters Score: Raw -1426962.599328 + Penalty 3084.304167 = -1423878.295161 nChanged 43 SP:Iteration 85Q (692.843347 sec): 3 clusters Score: Raw -1426970.763752 + Penalty 3084.304167 = -1423886.459585 nChanged 36 SP:Iteration 86Q (692.910684 sec): 3 clusters Score: Raw -1426980.549341 + Penalty 3084.304167 = -1423896.245173 nChanged 47 SP:Iteration 87Q (692.978116 sec): 3 clusters Score: Raw -1426996.007853 + Penalty 3084.304167 = -1423911.703686 nChanged 60 SP:Iteration 88Q (693.040113 sec): 3 clusters Score: Raw -1427012.083766 + Penalty 3084.304167 = -1423927.779599 nChanged 50 SP:Iteration 89Q (693.107056 sec): 3 clusters Score: Raw -1427027.110268 + Penalty 3084.304167 = -1423942.806101 nChanged 56 SP:Iteration 90Q (693.174505 sec): 3 clusters Score: Raw -1427045.010124 + Penalty 3084.304167 = -1423960.705957 nChanged 58 SP:Iteration 91Q (693.241294 sec): 3 clusters Score: Raw -1427064.778351 + Penalty 3084.304167 = -1423980.474184 nChanged 58 SP:Iteration 92Q (693.298011 sec): 3 clusters Score: Raw -1427084.885613 + Penalty 3084.304167 = -1424000.581446 nChanged 71 SP:Iteration 93Q (693.353655 sec): 3 clusters Score: Raw -1427113.813295 + Penalty 3084.304167 = -1424029.509128 nChanged 79 SP:Iteration 94Q (693.420937 sec): 3 clusters Score: Raw -1427148.090408 + Penalty 3084.304167 = -1424063.786241 nChanged 83 SP:Iteration 95Q (693.488141 sec): 3 clusters Score: Raw -1427190.357734 + Penalty 3084.304167 = -1424106.053567 nChanged 77 SP:Iteration 96Q (693.554920 sec): 3 clusters Score: Raw -1427228.180159 + Penalty 3084.304167 = -1424143.875992 nChanged 75 SP:Iteration 97Q (693.611472 sec): 3 clusters Score: Raw -1427260.595369 + Penalty 3084.304167 = -1424176.291201 nChanged 69 SP:Iteration 98Q (693.677734 sec): 3 clusters Score: Raw -1427290.320340 + Penalty 3084.304167 = -1424206.016173 nChanged 63 SP:Iteration 99Q (693.736554 sec): 3 clusters Score: Raw -1427317.904888 + Penalty 3084.304167 = -1424233.600721 nChanged 51 SP:Iteration 100F (693.805833 sec): 3 clusters Score: Raw -1427339.122505 + Penalty 3084.304167 = -1424254.818338 nChanged 55 SP:Iteration 101Q (693.871998 sec): 3 clusters Score: Raw -1427357.279517 + Penalty 3084.304167 = -1424272.975350 nChanged 40 SP:Iteration 102Q (693.937929 sec): 3 clusters Score: Raw -1427368.325821 + Penalty 3084.304167 = -1424284.021654 nChanged 26 SP:Iteration 103Q (693.993978 sec): 3 clusters Score: Raw -1427375.162125 + Penalty 3084.304167 = -1424290.857958 nChanged 20 SP:Iteration 104Q (694.029203 sec): 3 clusters Score: Raw -1427379.572382 + Penalty 3084.304167 = -1424295.268215 nChanged 13 SP:Iteration 105Q (694.058413 sec): 3 clusters Score: Raw -1427381.774260 + Penalty 3084.304167 = -1424297.470093 nChanged 8 SP:Iteration 106Q (694.087564 sec): 3 clusters Score: Raw -1427383.180095 + Penalty 3084.304167 = -1424298.875928 nChanged 5 SP:Iteration 107Q (694.117008 sec): 3 clusters Score: Raw -1427384.940423 + Penalty 3084.304167 = -1424300.636255 nChanged 8 SP:Iteration 108Q (694.146270 sec): 3 clusters Score: Raw -1427386.389659 + Penalty 3084.304167 = -1424302.085492 nChanged 8 SP:Iteration 109Q (694.175722 sec): 3 clusters Score: Raw -1427389.434340 + Penalty 3084.304167 = -1424305.130173 nChanged 7 SP:Iteration 110Q (694.204785 sec): 3 clusters Score: Raw -1427392.308885 + Penalty 3084.304167 = -1424308.004718 nChanged 8 SP:Iteration 111Q (694.234075 sec): 3 clusters Score: Raw -1427394.667874 + Penalty 3084.304167 = -1424310.363706 nChanged 13 SP:Iteration 112Q (694.263298 sec): 3 clusters Score: Raw -1427399.846778 + Penalty 3084.304167 = -1424315.542611 nChanged 9 SP:Iteration 113Q (694.292502 sec): 3 clusters Score: Raw -1427404.368398 + Penalty 3084.304167 = -1424320.064231 nChanged 16 SP:Iteration 114Q (694.321649 sec): 3 clusters Score: Raw -1427409.399022 + Penalty 3084.304167 = -1424325.094854 nChanged 12 SP:Iteration 115Q (694.350822 sec): 3 clusters Score: Raw -1427414.337717 + Penalty 3084.304167 = -1424330.033550 nChanged 11 SP:Iteration 116Q (694.379578 sec): 3 clusters Score: Raw -1427417.336123 + Penalty 3084.304167 = -1424333.031956 nChanged 15 SP:Iteration 117Q (694.408782 sec): 3 clusters Score: Raw -1427419.515977 + Penalty 3084.304167 = -1424335.211810 nChanged 7 SP:Iteration 118Q (694.437600 sec): 3 clusters Score: Raw -1427420.219498 + Penalty 3084.304167 = -1424335.915330 nChanged 3 SP:Iteration 119Q (694.466613 sec): 3 clusters Score: Raw -1427420.646827 + Penalty 3084.304167 = -1424336.342660 nChanged 4 SP:Iteration 120F (694.499032 sec): 3 clusters Score: Raw -1427421.278349 + Penalty 3084.304167 = -1424336.974182 nChanged 5 SP:Iteration 121Q (694.528232 sec): 3 clusters Score: Raw -1427421.917560 + Penalty 3084.304167 = -1424337.613393 nChanged 2 SP:Iteration 122Q (694.557298 sec): 3 clusters Score: Raw -1427422.165865 + Penalty 3084.304167 = -1424337.861697 nChanged 1 SP:Iteration 123Q (694.586277 sec): 3 clusters Score: Raw -1427422.235759 + Penalty 3084.304167 = -1424337.931592 nChanged 0 SP:Iteration 124F (694.618825 sec): 3 clusters Score: Raw -1427422.235759 + Penalty 3084.304167 = -1424337.931592 nChanged 0 Trying to split cluster 21 (10263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.643050 sec): 2 clusters Score: Raw -1176192.881248 + Penalty 1500.898827 = -1174691.982421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.672067 sec): 3 clusters Score: Raw -1170395.708007 + Penalty 3001.797654 = -1167393.910353 nChanged 4412 SP:Iteration 1F (694.700194 sec): 3 clusters Score: Raw -1173006.608619 + Penalty 3001.797654 = -1170004.810965 nChanged 767 SP:Iteration 2F (694.728425 sec): 3 clusters Score: Raw -1173579.414642 + Penalty 3001.797654 = -1170577.616988 nChanged 745 SP:Iteration 3F (694.756500 sec): 3 clusters Score: Raw -1174212.872816 + Penalty 3001.797654 = -1171211.075162 nChanged 792 SP:Iteration 4F (694.784762 sec): 3 clusters Score: Raw -1174822.552078 + Penalty 3001.797654 = -1171820.754424 nChanged 674 SP:Iteration 5F (694.813014 sec): 3 clusters Score: Raw -1175259.933093 + Penalty 3001.797654 = -1172258.135440 nChanged 535 SP:Iteration 6F (694.841248 sec): 3 clusters Score: Raw -1175553.445261 + Penalty 3001.797654 = -1172551.647608 nChanged 388 SP:Iteration 7Q (694.869131 sec): 3 clusters Score: Raw -1175741.333489 + Penalty 3001.797654 = -1172739.535835 nChanged 284 SP:Iteration 8Q (694.897027 sec): 3 clusters Score: Raw -1175871.755584 + Penalty 3001.797654 = -1172869.957930 nChanged 244 SP:Iteration 9Q (694.925038 sec): 3 clusters Score: Raw -1175974.094869 + Penalty 3001.797654 = -1172972.297215 nChanged 182 SP:Iteration 10Q (694.952972 sec): 3 clusters Score: Raw -1176054.241503 + Penalty 3001.797654 = -1173052.443849 nChanged 165 SP:Iteration 11Q (694.980769 sec): 3 clusters Score: Raw -1176133.221192 + Penalty 3001.797654 = -1173131.423538 nChanged 143 SP:Iteration 12Q (695.008767 sec): 3 clusters Score: Raw -1176215.816598 + Penalty 3001.797654 = -1173214.018944 nChanged 148 SP:Iteration 13Q (695.036728 sec): 3 clusters Score: Raw -1176300.094898 + Penalty 3001.797654 = -1173298.297244 nChanged 133 SP:Iteration 14Q (695.064782 sec): 3 clusters Score: Raw -1176364.060272 + Penalty 3001.797654 = -1173362.262618 nChanged 121 SP:Iteration 15Q (695.092485 sec): 3 clusters Score: Raw -1176428.354202 + Penalty 3001.797654 = -1173426.556548 nChanged 121 SP:Iteration 16Q (695.120401 sec): 3 clusters Score: Raw -1176484.233013 + Penalty 3001.797654 = -1173482.435359 nChanged 111 SP:Iteration 17Q (695.148097 sec): 3 clusters Score: Raw -1176537.635478 + Penalty 3001.797654 = -1173535.837824 nChanged 109 SP:Iteration 18Q (695.175547 sec): 3 clusters Score: Raw -1176584.417803 + Penalty 3001.797654 = -1173582.620149 nChanged 90 SP:Iteration 19Q (695.203052 sec): 3 clusters Score: Raw -1176614.003742 + Penalty 3001.797654 = -1173612.206088 nChanged 61 SP:Iteration 20F (695.231525 sec): 3 clusters Score: Raw -1176630.041520 + Penalty 3001.797654 = -1173628.243866 nChanged 51 SP:Iteration 21Q (695.258655 sec): 3 clusters Score: Raw -1176642.792904 + Penalty 3001.797654 = -1173640.995250 nChanged 46 SP:Iteration 22Q (695.285564 sec): 3 clusters Score: Raw -1176655.147818 + Penalty 3001.797654 = -1173653.350164 nChanged 32 SP:Iteration 23Q (695.312350 sec): 3 clusters Score: Raw -1176660.859996 + Penalty 3001.797654 = -1173659.062342 nChanged 23 SP:Iteration 24Q (695.339460 sec): 3 clusters Score: Raw -1176665.421845 + Penalty 3001.797654 = -1173663.624191 nChanged 24 SP:Iteration 25Q (695.366238 sec): 3 clusters Score: Raw -1176669.852702 + Penalty 3001.797654 = -1173668.055048 nChanged 21 SP:Iteration 26Q (695.392974 sec): 3 clusters Score: Raw -1176673.799682 + Penalty 3001.797654 = -1173672.002028 nChanged 18 SP:Iteration 27Q (695.419511 sec): 3 clusters Score: Raw -1176677.662447 + Penalty 3001.797654 = -1173675.864793 nChanged 25 SP:Iteration 28Q (695.446148 sec): 3 clusters Score: Raw -1176683.252390 + Penalty 3001.797654 = -1173681.454736 nChanged 17 SP:Iteration 29Q (695.472992 sec): 3 clusters Score: Raw -1176686.628156 + Penalty 3001.797654 = -1173684.830502 nChanged 17 SP:Iteration 30Q (695.499479 sec): 3 clusters Score: Raw -1176689.048320 + Penalty 3001.797654 = -1173687.250666 nChanged 10 SP:Iteration 31Q (695.525825 sec): 3 clusters Score: Raw -1176690.664560 + Penalty 3001.797654 = -1173688.866906 nChanged 17 SP:Iteration 32Q (695.552206 sec): 3 clusters Score: Raw -1176693.474326 + Penalty 3001.797654 = -1173691.676672 nChanged 8 SP:Iteration 33Q (695.578884 sec): 3 clusters Score: Raw -1176695.010269 + Penalty 3001.797654 = -1173693.212615 nChanged 11 SP:Iteration 34Q (695.605507 sec): 3 clusters Score: Raw -1176698.264269 + Penalty 3001.797654 = -1173696.466615 nChanged 12 SP:Iteration 35Q (695.632074 sec): 3 clusters Score: Raw -1176700.136353 + Penalty 3001.797654 = -1173698.338700 nChanged 11 SP:Iteration 36Q (695.658809 sec): 3 clusters Score: Raw -1176702.560662 + Penalty 3001.797654 = -1173700.763008 nChanged 13 SP:Iteration 37Q (695.685467 sec): 3 clusters Score: Raw -1176705.451471 + Penalty 3001.797654 = -1173703.653817 nChanged 12 SP:Iteration 38Q (695.711937 sec): 3 clusters Score: Raw -1176707.574773 + Penalty 3001.797654 = -1173705.777119 nChanged 11 SP:Iteration 39Q (695.738187 sec): 3 clusters Score: Raw -1176709.281298 + Penalty 3001.797654 = -1173707.483644 nChanged 17 SP:Iteration 40F (695.766123 sec): 3 clusters Score: Raw -1176712.034028 + Penalty 3001.797654 = -1173710.236374 nChanged 13 SP:Iteration 41Q (695.792843 sec): 3 clusters Score: Raw -1176713.939739 + Penalty 3001.797654 = -1173712.142085 nChanged 17 SP:Iteration 42Q (695.819295 sec): 3 clusters Score: Raw -1176716.211948 + Penalty 3001.797654 = -1173714.414294 nChanged 14 SP:Iteration 43Q (695.845745 sec): 3 clusters Score: Raw -1176718.165601 + Penalty 3001.797654 = -1173716.367947 nChanged 11 SP:Iteration 44Q (695.871981 sec): 3 clusters Score: Raw -1176720.149709 + Penalty 3001.797654 = -1173718.352055 nChanged 11 SP:Iteration 45Q (695.900133 sec): 3 clusters Score: Raw -1176722.426258 + Penalty 3001.797654 = -1173720.628604 nChanged 9 SP:Iteration 46Q (695.939077 sec): 3 clusters Score: Raw -1176724.198920 + Penalty 3001.797654 = -1173722.401266 nChanged 9 SP:Iteration 47Q (695.977385 sec): 3 clusters Score: Raw -1176725.428783 + Penalty 3001.797654 = -1173723.631129 nChanged 8 SP:Iteration 48Q (696.004268 sec): 3 clusters Score: Raw -1176726.845600 + Penalty 3001.797654 = -1173725.047946 nChanged 7 SP:Iteration 49Q (696.030524 sec): 3 clusters Score: Raw -1176728.231616 + Penalty 3001.797654 = -1173726.433962 nChanged 9 SP:Iteration 50Q (696.056918 sec): 3 clusters Score: Raw -1176729.916187 + Penalty 3001.797654 = -1173728.118533 nChanged 10 SP:Iteration 51Q (696.083172 sec): 3 clusters Score: Raw -1176731.823623 + Penalty 3001.797654 = -1173730.025969 nChanged 12 SP:Iteration 52Q (696.109493 sec): 3 clusters Score: Raw -1176733.850706 + Penalty 3001.797654 = -1173732.053052 nChanged 8 SP:Iteration 53Q (696.135821 sec): 3 clusters Score: Raw -1176735.542091 + Penalty 3001.797654 = -1173733.744437 nChanged 8 SP:Iteration 54Q (696.162096 sec): 3 clusters Score: Raw -1176737.498347 + Penalty 3001.797654 = -1173735.700693 nChanged 11 SP:Iteration 55Q (696.188449 sec): 3 clusters Score: Raw -1176739.776312 + Penalty 3001.797654 = -1173737.978659 nChanged 12 SP:Iteration 56Q (696.214547 sec): 3 clusters Score: Raw -1176742.320315 + Penalty 3001.797654 = -1173740.522661 nChanged 11 SP:Iteration 57Q (696.240656 sec): 3 clusters Score: Raw -1176744.573732 + Penalty 3001.797654 = -1173742.776078 nChanged 10 SP:Iteration 58Q (696.266700 sec): 3 clusters Score: Raw -1176746.242802 + Penalty 3001.797654 = -1173744.445148 nChanged 9 SP:Iteration 59Q (696.292694 sec): 3 clusters Score: Raw -1176747.326709 + Penalty 3001.797654 = -1173745.529055 nChanged 2 SP:Iteration 60F (696.320811 sec): 3 clusters Score: Raw -1176747.477844 + Penalty 3001.797654 = -1173745.680190 nChanged 3 SP:Iteration 61Q (696.346970 sec): 3 clusters Score: Raw -1176747.886457 + Penalty 3001.797654 = -1173746.088803 nChanged 3 SP:Iteration 62Q (696.373007 sec): 3 clusters Score: Raw -1176748.575270 + Penalty 3001.797654 = -1173746.777616 nChanged 3 SP:Iteration 63Q (696.399288 sec): 3 clusters Score: Raw -1176748.987962 + Penalty 3001.797654 = -1173747.190308 nChanged 4 SP:Iteration 64Q (696.425524 sec): 3 clusters Score: Raw -1176749.602254 + Penalty 3001.797654 = -1173747.804600 nChanged 5 SP:Iteration 65Q (696.451762 sec): 3 clusters Score: Raw -1176750.046392 + Penalty 3001.797654 = -1173748.248738 nChanged 0 SP:Iteration 66F (696.479947 sec): 3 clusters Score: Raw -1176750.046392 + Penalty 3001.797654 = -1173748.248738 nChanged 0 Trying to split cluster 22 (6680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.500699 sec): 2 clusters Score: Raw -675609.442317 + Penalty 1431.116906 = -674178.325411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.524955 sec): 3 clusters Score: Raw -672100.667626 + Penalty 2862.233812 = -669238.433815 nChanged 2808 SP:Iteration 1F (696.548670 sec): 3 clusters Score: Raw -673790.985239 + Penalty 2862.233812 = -670928.751428 nChanged 528 SP:Iteration 2F (696.572088 sec): 3 clusters Score: Raw -674101.700025 + Penalty 2862.233812 = -671239.466213 nChanged 408 SP:Iteration 3F (696.595738 sec): 3 clusters Score: Raw -674322.458578 + Penalty 2862.233812 = -671460.224766 nChanged 342 SP:Iteration 4F (696.619415 sec): 3 clusters Score: Raw -674537.474725 + Penalty 2862.233812 = -671675.240914 nChanged 348 SP:Iteration 5F (696.642825 sec): 3 clusters Score: Raw -674811.580370 + Penalty 2862.233812 = -671949.346559 nChanged 370 SP:Iteration 6F (696.666251 sec): 3 clusters Score: Raw -675134.245032 + Penalty 2862.233812 = -672272.011220 nChanged 319 SP:Iteration 7Q (696.689656 sec): 3 clusters Score: Raw -675407.091060 + Penalty 2862.233812 = -672544.857248 nChanged 273 SP:Iteration 8Q (696.713139 sec): 3 clusters Score: Raw -675590.617500 + Penalty 2862.233812 = -672728.383689 nChanged 216 SP:Iteration 9Q (696.736548 sec): 3 clusters Score: Raw -675688.162862 + Penalty 2862.233812 = -672825.929051 nChanged 157 SP:Iteration 10Q (696.759924 sec): 3 clusters Score: Raw -675748.508311 + Penalty 2862.233812 = -672886.274499 nChanged 122 SP:Iteration 11Q (696.783062 sec): 3 clusters Score: Raw -675786.259031 + Penalty 2862.233812 = -672924.025219 nChanged 78 SP:Iteration 12Q (696.806185 sec): 3 clusters Score: Raw -675805.861825 + Penalty 2862.233812 = -672943.628014 nChanged 59 SP:Iteration 13Q (696.829278 sec): 3 clusters Score: Raw -675822.555753 + Penalty 2862.233812 = -672960.321941 nChanged 53 SP:Iteration 14Q (696.852631 sec): 3 clusters Score: Raw -675835.668968 + Penalty 2862.233812 = -672973.435156 nChanged 48 SP:Iteration 15Q (696.876101 sec): 3 clusters Score: Raw -675845.706282 + Penalty 2862.233812 = -672983.472471 nChanged 42 SP:Iteration 16Q (696.899377 sec): 3 clusters Score: Raw -675854.804815 + Penalty 2862.233812 = -672992.571004 nChanged 38 SP:Iteration 17Q (696.922458 sec): 3 clusters Score: Raw -675863.719195 + Penalty 2862.233812 = -673001.485383 nChanged 39 SP:Iteration 18Q (696.945689 sec): 3 clusters Score: Raw -675873.161253 + Penalty 2862.233812 = -673010.927442 nChanged 39 SP:Iteration 19Q (696.968982 sec): 3 clusters Score: Raw -675880.560822 + Penalty 2862.233812 = -673018.327011 nChanged 37 SP:Iteration 20F (696.992519 sec): 3 clusters Score: Raw -675886.257041 + Penalty 2862.233812 = -673024.023230 nChanged 28 SP:Iteration 21Q (697.015906 sec): 3 clusters Score: Raw -675892.160429 + Penalty 2862.233812 = -673029.926617 nChanged 25 SP:Iteration 22Q (697.039307 sec): 3 clusters Score: Raw -675896.470259 + Penalty 2862.233812 = -673034.236447 nChanged 20 SP:Iteration 23Q (697.062439 sec): 3 clusters Score: Raw -675900.794347 + Penalty 2862.233812 = -673038.560535 nChanged 23 SP:Iteration 24Q (697.085553 sec): 3 clusters Score: Raw -675904.865263 + Penalty 2862.233812 = -673042.631451 nChanged 14 SP:Iteration 25Q (697.108837 sec): 3 clusters Score: Raw -675906.704909 + Penalty 2862.233812 = -673044.471097 nChanged 15 SP:Iteration 26Q (697.131955 sec): 3 clusters Score: Raw -675908.220446 + Penalty 2862.233812 = -673045.986634 nChanged 5 SP:Iteration 27Q (697.155029 sec): 3 clusters Score: Raw -675908.968385 + Penalty 2862.233812 = -673046.734573 nChanged 10 SP:Iteration 28Q (697.178198 sec): 3 clusters Score: Raw -675910.400760 + Penalty 2862.233812 = -673048.166948 nChanged 13 SP:Iteration 29Q (697.201237 sec): 3 clusters Score: Raw -675912.158859 + Penalty 2862.233812 = -673049.925047 nChanged 18 SP:Iteration 30Q (697.224658 sec): 3 clusters Score: Raw -675914.435733 + Penalty 2862.233812 = -673052.201921 nChanged 18 SP:Iteration 31Q (697.247788 sec): 3 clusters Score: Raw -675917.696014 + Penalty 2862.233812 = -673055.462202 nChanged 26 SP:Iteration 32Q (697.270922 sec): 3 clusters Score: Raw -675923.063266 + Penalty 2862.233812 = -673060.829455 nChanged 31 SP:Iteration 33Q (697.294330 sec): 3 clusters Score: Raw -675928.879061 + Penalty 2862.233812 = -673066.645249 nChanged 44 SP:Iteration 34Q (697.317418 sec): 3 clusters Score: Raw -675937.986040 + Penalty 2862.233812 = -673075.752228 nChanged 56 SP:Iteration 35Q (697.340519 sec): 3 clusters Score: Raw -675951.803399 + Penalty 2862.233812 = -673089.569587 nChanged 64 SP:Iteration 36Q (697.363654 sec): 3 clusters Score: Raw -675972.338363 + Penalty 2862.233812 = -673110.104552 nChanged 77 SP:Iteration 37Q (697.386757 sec): 3 clusters Score: Raw -675997.063636 + Penalty 2862.233812 = -673134.829824 nChanged 95 SP:Iteration 38Q (697.410094 sec): 3 clusters Score: Raw -676028.389631 + Penalty 2862.233812 = -673166.155819 nChanged 104 SP:Iteration 39Q (697.433115 sec): 3 clusters Score: Raw -676068.067485 + Penalty 2862.233812 = -673205.833674 nChanged 133 SP:Iteration 40F (697.456778 sec): 3 clusters Score: Raw -676121.311612 + Penalty 2862.233812 = -673259.077800 nChanged 155 SP:Iteration 41Q (697.480101 sec): 3 clusters Score: Raw -676187.786215 + Penalty 2862.233812 = -673325.552403 nChanged 172 SP:Iteration 42Q (697.503160 sec): 3 clusters Score: Raw -676272.139169 + Penalty 2862.233812 = -673409.905357 nChanged 200 SP:Iteration 43Q (697.526354 sec): 3 clusters Score: Raw -676383.872899 + Penalty 2862.233812 = -673521.639087 nChanged 225 SP:Iteration 44Q (697.549239 sec): 3 clusters Score: Raw -676532.148786 + Penalty 2862.233812 = -673669.914974 nChanged 272 SP:Iteration 45Q (697.572208 sec): 3 clusters Score: Raw -676729.659504 + Penalty 2862.233812 = -673867.425693 nChanged 246 SP:Iteration 46Q (697.594796 sec): 3 clusters Score: Raw -676927.074695 + Penalty 2862.233812 = -674064.840883 nChanged 245 SP:Iteration 47Q (697.617410 sec): 3 clusters Score: Raw -677140.342464 + Penalty 2862.233812 = -674278.108652 nChanged 200 SP:Iteration 48Q (697.639675 sec): 3 clusters Score: Raw -677320.416602 + Penalty 2862.233812 = -674458.182790 nChanged 172 SP:Iteration 49Q (697.661790 sec): 3 clusters Score: Raw -677470.556251 + Penalty 2862.233812 = -674608.322439 nChanged 135 SP:Iteration 50Q (697.683545 sec): 3 clusters Score: Raw -677613.789626 + Penalty 2862.233812 = -674751.555815 nChanged 127 SP:Iteration 51Q (697.705416 sec): 3 clusters Score: Raw -677745.922568 + Penalty 2862.233812 = -674883.688757 nChanged 107 SP:Iteration 52Q (697.726648 sec): 3 clusters Score: Raw -677871.984413 + Penalty 2862.233812 = -675009.750602 nChanged 79 SP:Iteration 53Q (697.747842 sec): 3 clusters Score: Raw -677961.103628 + Penalty 2862.233812 = -675098.869816 nChanged 65 SP:Iteration 54Q (697.768987 sec): 3 clusters Score: Raw -678036.875477 + Penalty 2862.233812 = -675174.641666 nChanged 70 SP:Iteration 55Q (697.790039 sec): 3 clusters Score: Raw -678144.240897 + Penalty 2862.233812 = -675282.007085 nChanged 63 SP:Iteration 56Q (697.810962 sec): 3 clusters Score: Raw -678254.607663 + Penalty 2862.233812 = -675392.373851 nChanged 58 SP:Iteration 57Q (697.833458 sec): 3 clusters Score: Raw -678360.520430 + Penalty 2862.233812 = -675498.286618 nChanged 62 SP:Iteration 58Q (697.854393 sec): 3 clusters Score: Raw -678472.838293 + Penalty 2862.233812 = -675610.604481 nChanged 50 SP:Iteration 59Q (697.875333 sec): 3 clusters Score: Raw -678580.112654 + Penalty 2862.233812 = -675717.878842 nChanged 35 SP:Iteration 60F (697.900117 sec): 3 clusters Score: Raw -678643.144787 + Penalty 2862.233812 = -675780.910975 nChanged 28 SP:Iteration 61Q (697.921153 sec): 3 clusters Score: Raw -678690.166135 + Penalty 2862.233812 = -675827.932323 nChanged 24 SP:Iteration 62Q (697.942021 sec): 3 clusters Score: Raw -678726.193091 + Penalty 2862.233812 = -675863.959279 nChanged 18 SP:Iteration 63Q (697.962725 sec): 3 clusters Score: Raw -678751.507312 + Penalty 2862.233812 = -675889.273500 nChanged 10 SP:Iteration 64Q (697.983573 sec): 3 clusters Score: Raw -678764.299478 + Penalty 2862.233812 = -675902.065667 nChanged 10 SP:Iteration 65Q (698.004460 sec): 3 clusters Score: Raw -678778.332296 + Penalty 2862.233812 = -675916.098484 nChanged 8 SP:Iteration 66Q (698.025153 sec): 3 clusters Score: Raw -678789.743778 + Penalty 2862.233812 = -675927.509966 nChanged 9 SP:Iteration 67Q (698.046419 sec): 3 clusters Score: Raw -678802.878287 + Penalty 2862.233812 = -675940.644475 nChanged 9 SP:Iteration 68Q (698.067104 sec): 3 clusters Score: Raw -678814.910564 + Penalty 2862.233812 = -675952.676752 nChanged 1 SP:Iteration 69Q (698.087909 sec): 3 clusters Score: Raw -678815.964778 + Penalty 2862.233812 = -675953.730966 nChanged 0 SP:Iteration 70F (698.111578 sec): 3 clusters Score: Raw -678815.964778 + Penalty 2862.233812 = -675953.730966 nChanged 0 Score: Raw -82194510.183289 + Penalty 61535.898012 = -82132974.285277 Splitting cluster 22 changes total score from -82131099.681687 to -82132974.285277 So it's getting split into cluster 28. Trying to split cluster 23 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.878900 sec): 2 clusters Score: Raw -41612.910916 + Penalty 992.391219 = -40620.519696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.881990 sec): 3 clusters Score: Raw -41595.328794 + Penalty 1984.782439 = -39610.546355 nChanged 109 SP:Iteration 1F (710.884786 sec): 3 clusters Score: Raw -41911.891962 + Penalty 1984.782439 = -39927.109524 nChanged 48 SP:Iteration 2F (710.887554 sec): 3 clusters Score: Raw -42205.777314 + Penalty 1984.782439 = -40220.994876 nChanged 31 SP:Iteration 3F (710.890311 sec): 3 clusters Score: Raw -42350.993504 + Penalty 1984.782439 = -40366.211066 nChanged 23 SP:Iteration 4F (710.893090 sec): 3 clusters Score: Raw -42485.821267 + Penalty 1984.782439 = -40501.038828 nChanged 25 SP:Iteration 5F (710.895857 sec): 3 clusters Score: Raw -42649.168500 + Penalty 1984.782439 = -40664.386061 nChanged 10 SP:Iteration 6Q (710.898465 sec): 3 clusters Score: Raw -42692.269003 + Penalty 1984.782439 = -40707.486565 nChanged 4 SP:Iteration 7Q (710.901072 sec): 3 clusters Score: Raw -42729.864671 + Penalty 1984.782439 = -40745.082232 nChanged 1 SP:Iteration 8Q (710.903678 sec): 3 clusters Score: Raw -42732.354195 + Penalty 1984.782439 = -40747.571756 nChanged 0 SP:Iteration 9F (710.906431 sec): 3 clusters Score: Raw -42732.354195 + Penalty 1984.782439 = -40747.571756 nChanged 0 Score: Raw -82195629.626568 + Penalty 63733.608656 = -82131896.017913 Splitting cluster 23 changes total score from -82131099.681687 to -82131896.017913 So it's getting split into cluster 29. Trying to split cluster 24 (28003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.044654 sec): 2 clusters Score: Raw -3106179.841207 + Penalty 1664.010876 = -3104515.830332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.100602 sec): 3 clusters Score: Raw -3089002.932893 + Penalty 3328.021751 = -3085674.911142 nChanged 12867 SP:Iteration 1F (724.153201 sec): 3 clusters Score: Raw -3096512.282990 + Penalty 3328.021751 = -3093184.261239 nChanged 1704 SP:Iteration 2F (724.205967 sec): 3 clusters Score: Raw -3097591.097457 + Penalty 3328.021751 = -3094263.075706 nChanged 2018 SP:Iteration 3F (724.258662 sec): 3 clusters Score: Raw -3099357.009461 + Penalty 3328.021751 = -3096028.987710 nChanged 2353 SP:Iteration 4F (724.311315 sec): 3 clusters Score: Raw -3101792.021349 + Penalty 3328.021751 = -3098463.999598 nChanged 2344 SP:Iteration 5F (724.364224 sec): 3 clusters Score: Raw -3103972.971693 + Penalty 3328.021751 = -3100644.949942 nChanged 1996 SP:Iteration 6F (724.416901 sec): 3 clusters Score: Raw -3105438.813872 + Penalty 3328.021751 = -3102110.792121 nChanged 1489 SP:Iteration 7F (724.469593 sec): 3 clusters Score: Raw -3106381.073153 + Penalty 3328.021751 = -3103053.051402 nChanged 1026 SP:Iteration 8Q (724.522486 sec): 3 clusters Score: Raw -3106911.927952 + Penalty 3328.021751 = -3103583.906201 nChanged 779 SP:Iteration 9Q (724.574849 sec): 3 clusters Score: Raw -3107217.999183 + Penalty 3328.021751 = -3103889.977432 nChanged 567 SP:Iteration 10Q (724.627080 sec): 3 clusters Score: Raw -3107386.280816 + Penalty 3328.021751 = -3104058.259065 nChanged 417 SP:Iteration 11Q (724.679123 sec): 3 clusters Score: Raw -3107490.027023 + Penalty 3328.021751 = -3104162.005272 nChanged 343 SP:Iteration 12Q (724.731753 sec): 3 clusters Score: Raw -3107573.623064 + Penalty 3328.021751 = -3104245.601313 nChanged 282 SP:Iteration 13Q (724.783433 sec): 3 clusters Score: Raw -3107628.251816 + Penalty 3328.021751 = -3104300.230064 nChanged 273 SP:Iteration 14Q (724.836198 sec): 3 clusters Score: Raw -3107682.727134 + Penalty 3328.021751 = -3104354.705382 nChanged 258 SP:Iteration 15Q (724.888140 sec): 3 clusters Score: Raw -3107731.889087 + Penalty 3328.021751 = -3104403.867336 nChanged 221 SP:Iteration 16Q (724.939841 sec): 3 clusters Score: Raw -3107769.498116 + Penalty 3328.021751 = -3104441.476365 nChanged 198 SP:Iteration 17Q (724.991747 sec): 3 clusters Score: Raw -3107800.680483 + Penalty 3328.021751 = -3104472.658732 nChanged 201 SP:Iteration 18Q (725.043833 sec): 3 clusters Score: Raw -3107832.236224 + Penalty 3328.021751 = -3104504.214473 nChanged 207 SP:Iteration 19Q (725.095501 sec): 3 clusters Score: Raw -3107862.229756 + Penalty 3328.021751 = -3104534.208005 nChanged 170 SP:Iteration 20F (725.148072 sec): 3 clusters Score: Raw -3107884.511699 + Penalty 3328.021751 = -3104556.489948 nChanged 147 SP:Iteration 21Q (725.200110 sec): 3 clusters Score: Raw -3107899.886866 + Penalty 3328.021751 = -3104571.865115 nChanged 115 SP:Iteration 22Q (725.252315 sec): 3 clusters Score: Raw -3107910.614701 + Penalty 3328.021751 = -3104582.592950 nChanged 96 SP:Iteration 23Q (725.304136 sec): 3 clusters Score: Raw -3107919.373672 + Penalty 3328.021751 = -3104591.351921 nChanged 78 SP:Iteration 24Q (725.355764 sec): 3 clusters Score: Raw -3107926.227280 + Penalty 3328.021751 = -3104598.205529 nChanged 71 SP:Iteration 25Q (725.407500 sec): 3 clusters Score: Raw -3107931.955095 + Penalty 3328.021751 = -3104603.933344 nChanged 63 SP:Iteration 26Q (725.489049 sec): 3 clusters Score: Raw -3107937.880196 + Penalty 3328.021751 = -3104609.858445 nChanged 73 SP:Iteration 27Q (725.544569 sec): 3 clusters Score: Raw -3107943.958424 + Penalty 3328.021751 = -3104615.936673 nChanged 68 SP:Iteration 28Q (725.596801 sec): 3 clusters Score: Raw -3107950.396838 + Penalty 3328.021751 = -3104622.375087 nChanged 81 SP:Iteration 29Q (725.649006 sec): 3 clusters Score: Raw -3107957.995949 + Penalty 3328.021751 = -3104629.974198 nChanged 70 SP:Iteration 30Q (725.700748 sec): 3 clusters Score: Raw -3107962.416946 + Penalty 3328.021751 = -3104634.395195 nChanged 55 SP:Iteration 31Q (725.752236 sec): 3 clusters Score: Raw -3107966.283327 + Penalty 3328.021751 = -3104638.261576 nChanged 48 SP:Iteration 32Q (725.803686 sec): 3 clusters Score: Raw -3107969.144411 + Penalty 3328.021751 = -3104641.122660 nChanged 33 SP:Iteration 33Q (725.855425 sec): 3 clusters Score: Raw -3107970.821062 + Penalty 3328.021751 = -3104642.799311 nChanged 22 SP:Iteration 34Q (725.907549 sec): 3 clusters Score: Raw -3107971.852412 + Penalty 3328.021751 = -3104643.830661 nChanged 27 SP:Iteration 35Q (725.959065 sec): 3 clusters Score: Raw -3107973.082748 + Penalty 3328.021751 = -3104645.060997 nChanged 25 SP:Iteration 36Q (726.010544 sec): 3 clusters Score: Raw -3107974.490229 + Penalty 3328.021751 = -3104646.468478 nChanged 30 SP:Iteration 37Q (726.062151 sec): 3 clusters Score: Raw -3107976.110663 + Penalty 3328.021751 = -3104648.088912 nChanged 29 SP:Iteration 38Q (726.113524 sec): 3 clusters Score: Raw -3107977.334960 + Penalty 3328.021751 = -3104649.313209 nChanged 20 SP:Iteration 39Q (726.165309 sec): 3 clusters Score: Raw -3107978.634472 + Penalty 3328.021751 = -3104650.612721 nChanged 18 SP:Iteration 40F (726.217685 sec): 3 clusters Score: Raw -3107979.907690 + Penalty 3328.021751 = -3104651.885939 nChanged 20 SP:Iteration 41Q (726.269513 sec): 3 clusters Score: Raw -3107980.512054 + Penalty 3328.021751 = -3104652.490303 nChanged 10 SP:Iteration 42Q (726.321135 sec): 3 clusters Score: Raw -3107980.846788 + Penalty 3328.021751 = -3104652.825037 nChanged 9 SP:Iteration 43Q (726.372586 sec): 3 clusters Score: Raw -3107981.323704 + Penalty 3328.021751 = -3104653.301953 nChanged 12 SP:Iteration 44Q (726.424047 sec): 3 clusters Score: Raw -3107981.961836 + Penalty 3328.021751 = -3104653.940085 nChanged 15 SP:Iteration 45Q (726.475964 sec): 3 clusters Score: Raw -3107982.703646 + Penalty 3328.021751 = -3104654.681895 nChanged 11 SP:Iteration 46Q (726.527502 sec): 3 clusters Score: Raw -3107983.150500 + Penalty 3328.021751 = -3104655.128749 nChanged 14 SP:Iteration 47Q (726.579363 sec): 3 clusters Score: Raw -3107983.819596 + Penalty 3328.021751 = -3104655.797844 nChanged 10 SP:Iteration 48Q (726.631410 sec): 3 clusters Score: Raw -3107984.310093 + Penalty 3328.021751 = -3104656.288342 nChanged 8 SP:Iteration 49Q (726.683098 sec): 3 clusters Score: Raw -3107984.633846 + Penalty 3328.021751 = -3104656.612095 nChanged 4 SP:Iteration 50Q (726.734434 sec): 3 clusters Score: Raw -3107984.760264 + Penalty 3328.021751 = -3104656.738513 nChanged 2 SP:Iteration 51Q (726.785932 sec): 3 clusters Score: Raw -3107984.808794 + Penalty 3328.021751 = -3104656.787043 nChanged 0 SP:Iteration 52F (726.838870 sec): 3 clusters Score: Raw -3107984.808794 + Penalty 3328.021751 = -3104656.787043 nChanged 0 Score: Raw -82197434.594154 + Penalty 65931.319299 = -82131503.274855 Splitting cluster 24 changes total score from -82131099.681687 to -82131503.274855 So it's getting split into cluster 30. Trying to split cluster 25 (68558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.845991 sec): 2 clusters Score: Raw -7852991.407398 + Penalty 1809.508249 = -7851181.899149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.960217 sec): 3 clusters Score: Raw -7809045.341788 + Penalty 3619.016499 = -7805426.325289 nChanged 32470 SP:Iteration 1F (741.072106 sec): 3 clusters Score: Raw -7827546.284555 + Penalty 3619.016499 = -7823927.268056 nChanged 2528 SP:Iteration 2Q (741.191133 sec): 3 clusters Score: Raw -7828306.928501 + Penalty 3619.016499 = -7824687.912002 nChanged 2843 SP:Iteration 3Q (741.310552 sec): 3 clusters Score: Raw -7829443.256974 + Penalty 3619.016499 = -7825824.240475 nChanged 3482 SP:Iteration 4F (741.422768 sec): 3 clusters Score: Raw -7831325.920909 + Penalty 3619.016499 = -7827706.904410 nChanged 4423 SP:Iteration 5F (741.534763 sec): 3 clusters Score: Raw -7834390.526551 + Penalty 3619.016499 = -7830771.510052 nChanged 5392 SP:Iteration 6F (741.647116 sec): 3 clusters Score: Raw -7838857.214647 + Penalty 3619.016499 = -7835238.198148 nChanged 5449 SP:Iteration 7F (741.779092 sec): 3 clusters Score: Raw -7843835.051421 + Penalty 3619.016499 = -7840216.034922 nChanged 4472 SP:Iteration 8F (741.890833 sec): 3 clusters Score: Raw -7848006.235147 + Penalty 3619.016499 = -7844387.218648 nChanged 2882 SP:Iteration 9Q (742.000521 sec): 3 clusters Score: Raw -7850551.124099 + Penalty 3619.016499 = -7846932.107600 nChanged 1574 SP:Iteration 10Q (742.104853 sec): 3 clusters Score: Raw -7851904.059443 + Penalty 3619.016499 = -7848285.042944 nChanged 767 SP:Iteration 11Q (742.203050 sec): 3 clusters Score: Raw -7852584.136999 + Penalty 3619.016499 = -7848965.120500 nChanged 417 SP:Iteration 12Q (742.297498 sec): 3 clusters Score: Raw -7852916.552724 + Penalty 3619.016499 = -7849297.536225 nChanged 202 SP:Iteration 13Q (742.389692 sec): 3 clusters Score: Raw -7853060.322683 + Penalty 3619.016499 = -7849441.306184 nChanged 131 SP:Iteration 14Q (742.481524 sec): 3 clusters Score: Raw -7853161.956507 + Penalty 3619.016499 = -7849542.940009 nChanged 87 SP:Iteration 15Q (742.572663 sec): 3 clusters Score: Raw -7853215.226767 + Penalty 3619.016499 = -7849596.210268 nChanged 66 SP:Iteration 16Q (742.663134 sec): 3 clusters Score: Raw -7853249.337354 + Penalty 3619.016499 = -7849630.320855 nChanged 42 SP:Iteration 17Q (742.753438 sec): 3 clusters Score: Raw -7853272.201207 + Penalty 3619.016499 = -7849653.184708 nChanged 35 SP:Iteration 18Q (742.864723 sec): 3 clusters Score: Raw -7853288.175885 + Penalty 3619.016499 = -7849669.159386 nChanged 25 SP:Iteration 19Q (742.955126 sec): 3 clusters Score: Raw -7853304.622028 + Penalty 3619.016499 = -7849685.605529 nChanged 33 SP:Iteration 20F (743.065827 sec): 3 clusters Score: Raw -7853319.366004 + Penalty 3619.016499 = -7849700.349505 nChanged 29 SP:Iteration 21Q (743.156964 sec): 3 clusters Score: Raw -7853334.976796 + Penalty 3619.016499 = -7849715.960297 nChanged 21 SP:Iteration 22Q (743.246979 sec): 3 clusters Score: Raw -7853347.705554 + Penalty 3619.016499 = -7849728.689055 nChanged 13 SP:Iteration 23Q (743.337388 sec): 3 clusters Score: Raw -7853355.685370 + Penalty 3619.016499 = -7849736.668871 nChanged 22 SP:Iteration 24Q (743.427799 sec): 3 clusters Score: Raw -7853364.473887 + Penalty 3619.016499 = -7849745.457388 nChanged 7 SP:Iteration 25Q (743.518168 sec): 3 clusters Score: Raw -7853369.234625 + Penalty 3619.016499 = -7849750.218126 nChanged 13 SP:Iteration 26Q (743.608158 sec): 3 clusters Score: Raw -7853376.820331 + Penalty 3619.016499 = -7849757.803833 nChanged 15 SP:Iteration 27Q (743.698381 sec): 3 clusters Score: Raw -7853383.769374 + Penalty 3619.016499 = -7849764.752875 nChanged 10 SP:Iteration 28Q (743.788696 sec): 3 clusters Score: Raw -7853386.922369 + Penalty 3619.016499 = -7849767.905870 nChanged 2 SP:Iteration 29Q (743.878494 sec): 3 clusters Score: Raw -7853387.721625 + Penalty 3619.016499 = -7849768.705126 nChanged 3 SP:Iteration 30Q (743.968294 sec): 3 clusters Score: Raw -7853388.911924 + Penalty 3619.016499 = -7849769.895425 nChanged 2 SP:Iteration 31Q (744.058360 sec): 3 clusters Score: Raw -7853389.501422 + Penalty 3619.016499 = -7849770.484923 nChanged 2 SP:Iteration 32Q (744.148567 sec): 3 clusters Score: Raw -7853390.128217 + Penalty 3619.016499 = -7849771.111719 nChanged 0 SP:Iteration 33F (744.259282 sec): 3 clusters Score: Raw -7853390.128217 + Penalty 3619.016499 = -7849771.111719 nChanged 0 Trying to split cluster 26 (41768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (744.310983 sec): 2 clusters Score: Raw -4783080.294667 + Penalty 1728.981438 = -4781351.313228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (744.421745 sec): 3 clusters Score: Raw -4756818.925812 + Penalty 3457.962877 = -4753360.962935 nChanged 19513 SP:Iteration 1F (744.502499 sec): 3 clusters Score: Raw -4768127.216362 + Penalty 3457.962877 = -4764669.253486 nChanged 1863 SP:Iteration 2Q (744.578927 sec): 3 clusters Score: Raw -4768787.799690 + Penalty 3457.962877 = -4765329.836813 nChanged 1898 SP:Iteration 3Q (744.654631 sec): 3 clusters Score: Raw -4769568.011922 + Penalty 3457.962877 = -4766110.049045 nChanged 2064 SP:Iteration 4Q (744.730377 sec): 3 clusters Score: Raw -4770639.408660 + Penalty 3457.962877 = -4767181.445783 nChanged 2449 SP:Iteration 5F (744.802796 sec): 3 clusters Score: Raw -4772295.906330 + Penalty 3457.962877 = -4768837.943453 nChanged 2823 SP:Iteration 6F (744.875639 sec): 3 clusters Score: Raw -4774606.819540 + Penalty 3457.962877 = -4771148.856663 nChanged 2794 SP:Iteration 7F (744.948433 sec): 3 clusters Score: Raw -4777214.712900 + Penalty 3457.962877 = -4773756.750023 nChanged 2398 SP:Iteration 8F (745.023807 sec): 3 clusters Score: Raw -4779449.272176 + Penalty 3457.962877 = -4775991.309299 nChanged 1701 SP:Iteration 9Q (745.099100 sec): 3 clusters Score: Raw -4780888.216188 + Penalty 3457.962877 = -4777430.253311 nChanged 1127 SP:Iteration 10Q (745.165579 sec): 3 clusters Score: Raw -4781712.257147 + Penalty 3457.962877 = -4778254.294270 nChanged 783 SP:Iteration 11Q (745.230241 sec): 3 clusters Score: Raw -4782257.097087 + Penalty 3457.962877 = -4778799.134210 nChanged 566 SP:Iteration 12Q (745.293682 sec): 3 clusters Score: Raw -4782626.632759 + Penalty 3457.962877 = -4779168.669882 nChanged 391 SP:Iteration 13Q (745.356012 sec): 3 clusters Score: Raw -4782857.637340 + Penalty 3457.962877 = -4779399.674463 nChanged 286 SP:Iteration 14Q (745.417958 sec): 3 clusters Score: Raw -4783008.069059 + Penalty 3457.962877 = -4779550.106182 nChanged 220 SP:Iteration 15Q (745.479391 sec): 3 clusters Score: Raw -4783125.272372 + Penalty 3457.962877 = -4779667.309495 nChanged 172 SP:Iteration 16Q (745.539828 sec): 3 clusters Score: Raw -4783206.663140 + Penalty 3457.962877 = -4779748.700263 nChanged 125 SP:Iteration 17Q (745.600240 sec): 3 clusters Score: Raw -4783262.496443 + Penalty 3457.962877 = -4779804.533566 nChanged 102 SP:Iteration 18Q (745.660373 sec): 3 clusters Score: Raw -4783314.363510 + Penalty 3457.962877 = -4779856.400633 nChanged 81 SP:Iteration 19Q (745.720258 sec): 3 clusters Score: Raw -4783349.309918 + Penalty 3457.962877 = -4779891.347041 nChanged 63 SP:Iteration 20F (745.791528 sec): 3 clusters Score: Raw -4783373.484153 + Penalty 3457.962877 = -4779915.521276 nChanged 44 SP:Iteration 21Q (745.852084 sec): 3 clusters Score: Raw -4783391.621014 + Penalty 3457.962877 = -4779933.658137 nChanged 44 SP:Iteration 22Q (745.911924 sec): 3 clusters Score: Raw -4783410.225198 + Penalty 3457.962877 = -4779952.262321 nChanged 43 SP:Iteration 23Q (745.971519 sec): 3 clusters Score: Raw -4783427.755403 + Penalty 3457.962877 = -4779969.792527 nChanged 31 SP:Iteration 24Q (746.030940 sec): 3 clusters Score: Raw -4783440.455977 + Penalty 3457.962877 = -4779982.493100 nChanged 26 SP:Iteration 25Q (746.090255 sec): 3 clusters Score: Raw -4783448.263444 + Penalty 3457.962877 = -4779990.300567 nChanged 20 SP:Iteration 26Q (746.149871 sec): 3 clusters Score: Raw -4783453.782816 + Penalty 3457.962877 = -4779995.819939 nChanged 12 SP:Iteration 27Q (746.209233 sec): 3 clusters Score: Raw -4783458.883487 + Penalty 3457.962877 = -4780000.920610 nChanged 10 SP:Iteration 28Q (746.275936 sec): 3 clusters Score: Raw -4783462.503450 + Penalty 3457.962877 = -4780004.540573 nChanged 7 SP:Iteration 29Q (746.335019 sec): 3 clusters Score: Raw -4783464.377102 + Penalty 3457.962877 = -4780006.414226 nChanged 5 SP:Iteration 30Q (746.394604 sec): 3 clusters Score: Raw -4783468.015647 + Penalty 3457.962877 = -4780010.052770 nChanged 12 SP:Iteration 31Q (746.454326 sec): 3 clusters Score: Raw -4783473.484142 + Penalty 3457.962877 = -4780015.521265 nChanged 8 SP:Iteration 32Q (746.546136 sec): 3 clusters Score: Raw -4783475.984687 + Penalty 3457.962877 = -4780018.021810 nChanged 6 SP:Iteration 33Q (746.606233 sec): 3 clusters Score: Raw -4783477.818027 + Penalty 3457.962877 = -4780019.855151 nChanged 7 SP:Iteration 34Q (746.665956 sec): 3 clusters Score: Raw -4783480.933045 + Penalty 3457.962877 = -4780022.970168 nChanged 8 SP:Iteration 35Q (746.725231 sec): 3 clusters Score: Raw -4783483.557075 + Penalty 3457.962877 = -4780025.594198 nChanged 9 SP:Iteration 36Q (746.821184 sec): 3 clusters Score: Raw -4783486.349384 + Penalty 3457.962877 = -4780028.386507 nChanged 9 SP:Iteration 37Q (746.891673 sec): 3 clusters Score: Raw -4783488.916798 + Penalty 3457.962877 = -4780030.953921 nChanged 9 SP:Iteration 38Q (746.951173 sec): 3 clusters Score: Raw -4783492.528302 + Penalty 3457.962877 = -4780034.565425 nChanged 10 SP:Iteration 39Q (747.010715 sec): 3 clusters Score: Raw -4783495.357997 + Penalty 3457.962877 = -4780037.395120 nChanged 4 SP:Iteration 40F (747.108433 sec): 3 clusters Score: Raw -4783496.780903 + Penalty 3457.962877 = -4780038.818026 nChanged 2 SP:Iteration 41Q (747.208728 sec): 3 clusters Score: Raw -4783497.692677 + Penalty 3457.962877 = -4780039.729800 nChanged 3 SP:Iteration 42Q (747.303713 sec): 3 clusters Score: Raw -4783498.677314 + Penalty 3457.962877 = -4780040.714437 nChanged 4 SP:Iteration 43Q (747.389219 sec): 3 clusters Score: Raw -4783500.022545 + Penalty 3457.962877 = -4780042.059668 nChanged 2 SP:Iteration 44Q (747.485745 sec): 3 clusters Score: Raw -4783500.510714 + Penalty 3457.962877 = -4780042.547837 nChanged 1 SP:Iteration 45Q (747.576624 sec): 3 clusters Score: Raw -4783500.852733 + Penalty 3457.962877 = -4780042.889856 nChanged 2 SP:Iteration 46Q (747.662504 sec): 3 clusters Score: Raw -4783501.420814 + Penalty 3457.962877 = -4780043.457937 nChanged 2 SP:Iteration 47Q (747.758993 sec): 3 clusters Score: Raw -4783502.564132 + Penalty 3457.962877 = -4780044.601255 nChanged 3 SP:Iteration 48Q (747.856317 sec): 3 clusters Score: Raw -4783504.180538 + Penalty 3457.962877 = -4780046.217661 nChanged 4 SP:Iteration 49Q (747.952495 sec): 3 clusters Score: Raw -4783506.649848 + Penalty 3457.962877 = -4780048.686971 nChanged 3 SP:Iteration 50Q (748.049170 sec): 3 clusters Score: Raw -4783508.078622 + Penalty 3457.962877 = -4780050.115745 nChanged 5 SP:Iteration 51Q (748.146241 sec): 3 clusters Score: Raw -4783509.395782 + Penalty 3457.962877 = -4780051.432905 nChanged 3 SP:Iteration 52Q (748.242836 sec): 3 clusters Score: Raw -4783510.127074 + Penalty 3457.962877 = -4780052.164198 nChanged 3 SP:Iteration 53Q (748.339412 sec): 3 clusters Score: Raw -4783511.132201 + Penalty 3457.962877 = -4780053.169324 nChanged 2 SP:Iteration 54Q (748.429277 sec): 3 clusters Score: Raw -4783511.946349 + Penalty 3457.962877 = -4780053.983472 nChanged 1 SP:Iteration 55Q (748.488277 sec): 3 clusters Score: Raw -4783512.146853 + Penalty 3457.962877 = -4780054.183976 nChanged 1 SP:Iteration 56Q (748.547097 sec): 3 clusters Score: Raw -4783512.363387 + Penalty 3457.962877 = -4780054.400510 nChanged 0 SP:Iteration 57F (748.618756 sec): 3 clusters Score: Raw -4783512.363387 + Penalty 3457.962877 = -4780054.400510 nChanged 0 Iteration 59Q (754.975352 sec): 31 clusters Score: Raw -82199181.284558 + Penalty 65931.319299 = -82133249.965259 nChanged 5164 Iteration 60F (768.002604 sec): 31 clusters Score: Raw -82202726.515349 + Penalty 65931.319299 = -82136795.196050 nChanged 4570 Iteration 61Q (774.301819 sec): 31 clusters Score: Raw -82204548.470728 + Penalty 65931.319299 = -82138617.151429 nChanged 3490 Iteration 62Q (780.583021 sec): 31 clusters Score: Raw -82205375.283159 + Penalty 65931.319299 = -82139443.963860 nChanged 2974 Iteration 63Q (786.829481 sec): 31 clusters Score: Raw -82205962.042507 + Penalty 65931.319299 = -82140030.723208 nChanged 2764 Iteration 64Q (793.219335 sec): 31 clusters Score: Raw -82206462.222519 + Penalty 65931.319299 = -82140530.903220 nChanged 2633 Iteration 65Q (799.450353 sec): 31 clusters Score: Raw -82206909.965879 + Penalty 65931.319299 = -82140978.646580 nChanged 2512 Iteration 66Q (805.663046 sec): 31 clusters Score: Raw -82207318.757728 + Penalty 65931.319299 = -82141387.438430 nChanged 2367 Iteration 67Q (811.987631 sec): 31 clusters Score: Raw -82207678.934216 + Penalty 65931.319299 = -82141747.614917 nChanged 2192 Iteration 68Q (818.268384 sec): 31 clusters Score: Raw -82207983.487242 + Penalty 65931.319299 = -82142052.167943 nChanged 2040 Iteration 69Q (824.478228 sec): 31 clusters Score: Raw -82208238.544020 + Penalty 65931.319299 = -82142307.224721 nChanged 1831 Iteration 70Q (830.691594 sec): 31 clusters Score: Raw -82208459.999253 + Penalty 65931.319299 = -82142528.679955 nChanged 1721 Iteration 71Q (836.912344 sec): 31 clusters Score: Raw -82208661.069130 + Penalty 65931.319299 = -82142729.749831 nChanged 1637 Iteration 72Q (843.111236 sec): 31 clusters Score: Raw -82208835.577613 + Penalty 65931.319299 = -82142904.258315 nChanged 1560 Iteration 73Q (849.313173 sec): 31 clusters Score: Raw -82208980.414946 + Penalty 65931.319299 = -82143049.095647 nChanged 1391 Iteration 74Q (855.597486 sec): 31 clusters Score: Raw -82209098.538234 + Penalty 65931.319299 = -82143167.218935 nChanged 1312 Iteration 75Q (861.802509 sec): 31 clusters Score: Raw -82209210.126032 + Penalty 65931.319299 = -82143278.806734 nChanged 1306 Iteration 76Q (867.983332 sec): 31 clusters Score: Raw -82209311.371974 + Penalty 65931.319299 = -82143380.052675 nChanged 1199 Iteration 77Q (874.212207 sec): 31 clusters Score: Raw -82209391.758930 + Penalty 65931.319299 = -82143460.439631 nChanged 1053 Iteration 78Q (880.397618 sec): 31 clusters Score: Raw -82209454.975941 + Penalty 65931.319299 = -82143523.656643 nChanged 988 Iteration 79Q (886.571657 sec): 31 clusters Score: Raw -82209512.945217 + Penalty 65931.319299 = -82143581.625918 nChanged 953 Iteration 80F (899.644122 sec): 31 clusters Score: Raw -82209612.900423 + Penalty 65931.319299 = -82143681.581124 nChanged 954 Iteration 81Q (905.866502 sec): 31 clusters Score: Raw -82209695.739347 + Penalty 65931.319299 = -82143764.420048 nChanged 1021 Iteration 82Q (912.101123 sec): 31 clusters Score: Raw -82209775.110291 + Penalty 65931.319299 = -82143843.790992 nChanged 981 Iteration 83Q (918.476099 sec): 31 clusters Score: Raw -82209851.159543 + Penalty 65931.319299 = -82143919.840244 nChanged 927 Iteration 84Q (924.726611 sec): 31 clusters Score: Raw -82209923.377513 + Penalty 65931.319299 = -82143992.058214 nChanged 936 Iteration 85Q (931.089242 sec): 31 clusters Score: Raw -82209995.303946 + Penalty 65931.319299 = -82144063.984647 nChanged 899 Iteration 86Q (937.310971 sec): 31 clusters Score: Raw -82210059.578968 + Penalty 65931.319299 = -82144128.259669 nChanged 874 Iteration 87Q (943.544260 sec): 31 clusters Score: Raw -82210117.273421 + Penalty 65931.319299 = -82144185.954122 nChanged 807 Iteration 88Q (949.892326 sec): 31 clusters Score: Raw -82210168.284281 + Penalty 65931.319299 = -82144236.964982 nChanged 732 Iteration 89Q (956.132609 sec): 31 clusters Score: Raw -82210217.651642 + Penalty 65931.319299 = -82144286.332343 nChanged 731 Iteration 90Q (962.340305 sec): 31 clusters Score: Raw -82210266.741461 + Penalty 65931.319299 = -82144335.422162 nChanged 730 Iteration 91Q (968.560440 sec): 31 clusters Score: Raw -82210320.175174 + Penalty 65931.319299 = -82144388.855875 nChanged 713 Iteration 92Q (974.862306 sec): 31 clusters Score: Raw -82210371.444360 + Penalty 65931.319299 = -82144440.125061 nChanged 745 Iteration 93Q (981.098608 sec): 31 clusters Score: Raw -82210425.060898 + Penalty 65931.319299 = -82144493.741599 nChanged 697 Iteration 94Q (987.330516 sec): 31 clusters Score: Raw -82210469.089533 + Penalty 65931.319299 = -82144537.770234 nChanged 669 Iteration 95Q (993.556236 sec): 31 clusters Score: Raw -82210510.216960 + Penalty 65931.319299 = -82144578.897661 nChanged 663 Iteration 96Q (999.758041 sec): 31 clusters Score: Raw -82210549.913687 + Penalty 65931.319299 = -82144618.594388 nChanged 614 Iteration 97Q (1006.007708 sec): 31 clusters Score: Raw -82210591.196685 + Penalty 65931.319299 = -82144659.877386 nChanged 622 Iteration 98Q (1012.209622 sec): 31 clusters Score: Raw -82210632.453432 + Penalty 65931.319299 = -82144701.134133 nChanged 622 Writing temp clu file Because OldScore, -82144659.877386, is greater than current (better) Score,-82144701.134133 Compute initial score before splitting: Score: Raw -82210632.453432 + Penalty 65931.319299 = -82144701.134133 Trying to split cluster 1 (3105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.357590 sec): 2 clusters Score: Raw -319983.235720 + Penalty 1306.624962 = -318676.610758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.373759 sec): 3 clusters Score: Raw -318516.812476 + Penalty 2613.249923 = -315903.562553 nChanged 1166 SP:Iteration 1F (1012.389024 sec): 3 clusters Score: Raw -319275.846139 + Penalty 2613.249923 = -316662.596216 nChanged 256 SP:Iteration 2F (1012.404077 sec): 3 clusters Score: Raw -319486.903449 + Penalty 2613.249923 = -316873.653526 nChanged 202 SP:Iteration 3F (1012.419788 sec): 3 clusters Score: Raw -319677.586210 + Penalty 2613.249923 = -317064.336287 nChanged 184 SP:Iteration 4F (1012.435053 sec): 3 clusters Score: Raw -319844.645155 + Penalty 2613.249923 = -317231.395232 nChanged 166 SP:Iteration 5F (1012.450320 sec): 3 clusters Score: Raw -319994.315585 + Penalty 2613.249923 = -317381.065662 nChanged 152 SP:Iteration 6Q (1012.465758 sec): 3 clusters Score: Raw -320151.039391 + Penalty 2613.249923 = -317537.789468 nChanged 145 SP:Iteration 7Q (1012.481272 sec): 3 clusters Score: Raw -320297.968746 + Penalty 2613.249923 = -317684.718823 nChanged 128 SP:Iteration 8Q (1012.496595 sec): 3 clusters Score: Raw -320395.925739 + Penalty 2613.249923 = -317782.675815 nChanged 97 SP:Iteration 9Q (1012.511557 sec): 3 clusters Score: Raw -320472.675543 + Penalty 2613.249923 = -317859.425620 nChanged 66 SP:Iteration 10Q (1012.526455 sec): 3 clusters Score: Raw -320513.489403 + Penalty 2613.249923 = -317900.239480 nChanged 46 SP:Iteration 11Q (1012.541283 sec): 3 clusters Score: Raw -320538.356930 + Penalty 2613.249923 = -317925.107007 nChanged 41 SP:Iteration 12Q (1012.556207 sec): 3 clusters Score: Raw -320557.946731 + Penalty 2613.249923 = -317944.696808 nChanged 19 SP:Iteration 13Q (1012.571152 sec): 3 clusters Score: Raw -320568.200959 + Penalty 2613.249923 = -317954.951036 nChanged 15 SP:Iteration 14Q (1012.586208 sec): 3 clusters Score: Raw -320575.991345 + Penalty 2613.249923 = -317962.741422 nChanged 11 SP:Iteration 15Q (1012.601173 sec): 3 clusters Score: Raw -320584.531692 + Penalty 2613.249923 = -317971.281769 nChanged 14 SP:Iteration 16Q (1012.616026 sec): 3 clusters Score: Raw -320594.010086 + Penalty 2613.249923 = -317980.760163 nChanged 13 SP:Iteration 17Q (1012.630836 sec): 3 clusters Score: Raw -320605.645618 + Penalty 2613.249923 = -317992.395695 nChanged 16 SP:Iteration 18Q (1012.645527 sec): 3 clusters Score: Raw -320614.737670 + Penalty 2613.249923 = -318001.487747 nChanged 12 SP:Iteration 19Q (1012.660374 sec): 3 clusters Score: Raw -320619.382250 + Penalty 2613.249923 = -318006.132327 nChanged 8 SP:Iteration 20F (1012.675242 sec): 3 clusters Score: Raw -320623.984124 + Penalty 2613.249923 = -318010.734200 nChanged 13 SP:Iteration 21Q (1012.689964 sec): 3 clusters Score: Raw -320630.022282 + Penalty 2613.249923 = -318016.772359 nChanged 9 SP:Iteration 22Q (1012.704630 sec): 3 clusters Score: Raw -320633.995912 + Penalty 2613.249923 = -318020.745989 nChanged 8 SP:Iteration 23Q (1012.719489 sec): 3 clusters Score: Raw -320638.017784 + Penalty 2613.249923 = -318024.767861 nChanged 9 SP:Iteration 24Q (1012.734294 sec): 3 clusters Score: Raw -320644.513053 + Penalty 2613.249923 = -318031.263130 nChanged 8 SP:Iteration 25Q (1012.748928 sec): 3 clusters Score: Raw -320648.076306 + Penalty 2613.249923 = -318034.826383 nChanged 9 SP:Iteration 26Q (1012.763561 sec): 3 clusters Score: Raw -320654.001042 + Penalty 2613.249923 = -318040.751118 nChanged 10 SP:Iteration 27Q (1012.778338 sec): 3 clusters Score: Raw -320658.779809 + Penalty 2613.249923 = -318045.529886 nChanged 9 SP:Iteration 28Q (1012.793143 sec): 3 clusters Score: Raw -320662.767493 + Penalty 2613.249923 = -318049.517570 nChanged 6 SP:Iteration 29Q (1012.807768 sec): 3 clusters Score: Raw -320667.162270 + Penalty 2613.249923 = -318053.912347 nChanged 6 SP:Iteration 30Q (1012.822530 sec): 3 clusters Score: Raw -320671.130348 + Penalty 2613.249923 = -318057.880424 nChanged 10 SP:Iteration 31Q (1012.837289 sec): 3 clusters Score: Raw -320675.434178 + Penalty 2613.249923 = -318062.184255 nChanged 7 SP:Iteration 32Q (1012.851930 sec): 3 clusters Score: Raw -320677.481857 + Penalty 2613.249923 = -318064.231933 nChanged 3 SP:Iteration 33Q (1012.866604 sec): 3 clusters Score: Raw -320678.456479 + Penalty 2613.249923 = -318065.206556 nChanged 2 SP:Iteration 34Q (1012.881185 sec): 3 clusters Score: Raw -320678.965782 + Penalty 2613.249923 = -318065.715859 nChanged 0 SP:Iteration 35F (1012.896171 sec): 3 clusters Score: Raw -320678.965782 + Penalty 2613.249923 = -318065.715859 nChanged 0 Trying to split cluster 2 (2440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.912351 sec): 2 clusters Score: Raw -289725.570218 + Penalty 1267.459914 = -288458.110303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.925485 sec): 3 clusters Score: Raw -288598.975939 + Penalty 2534.919828 = -286064.056110 nChanged 868 SP:Iteration 1F (1012.937832 sec): 3 clusters Score: Raw -289193.628484 + Penalty 2534.919828 = -286658.708656 nChanged 214 SP:Iteration 2F (1012.950245 sec): 3 clusters Score: Raw -289371.198908 + Penalty 2534.919828 = -286836.279080 nChanged 137 SP:Iteration 3F (1012.962497 sec): 3 clusters Score: Raw -289480.154702 + Penalty 2534.919828 = -286945.234873 nChanged 117 SP:Iteration 4Q (1012.974970 sec): 3 clusters Score: Raw -289557.802217 + Penalty 2534.919828 = -287022.882388 nChanged 93 SP:Iteration 5Q (1012.987704 sec): 3 clusters Score: Raw -289620.116135 + Penalty 2534.919828 = -287085.196306 nChanged 76 SP:Iteration 6Q (1013.000484 sec): 3 clusters Score: Raw -289679.532260 + Penalty 2534.919828 = -287144.612432 nChanged 57 SP:Iteration 7Q (1013.012847 sec): 3 clusters Score: Raw -289720.329644 + Penalty 2534.919828 = -287185.409816 nChanged 57 SP:Iteration 8Q (1013.025141 sec): 3 clusters Score: Raw -289752.612667 + Penalty 2534.919828 = -287217.692839 nChanged 49 SP:Iteration 9Q (1013.037798 sec): 3 clusters Score: Raw -289782.041991 + Penalty 2534.919828 = -287247.122163 nChanged 44 SP:Iteration 10Q (1013.050205 sec): 3 clusters Score: Raw -289809.108578 + Penalty 2534.919828 = -287274.188750 nChanged 45 SP:Iteration 11Q (1013.062822 sec): 3 clusters Score: Raw -289840.750573 + Penalty 2534.919828 = -287305.830745 nChanged 56 SP:Iteration 12Q (1013.075642 sec): 3 clusters Score: Raw -289875.687838 + Penalty 2534.919828 = -287340.768010 nChanged 56 SP:Iteration 13Q (1013.088226 sec): 3 clusters Score: Raw -289927.357844 + Penalty 2534.919828 = -287392.438016 nChanged 64 SP:Iteration 14Q (1013.100915 sec): 3 clusters Score: Raw -290002.634876 + Penalty 2534.919828 = -287467.715048 nChanged 86 SP:Iteration 15Q (1013.113342 sec): 3 clusters Score: Raw -290138.684636 + Penalty 2534.919828 = -287603.764808 nChanged 108 SP:Iteration 16Q (1013.125625 sec): 3 clusters Score: Raw -290430.059550 + Penalty 2534.919828 = -287895.139722 nChanged 122 SP:Iteration 17Q (1013.137794 sec): 3 clusters Score: Raw -291163.858435 + Penalty 2534.919828 = -288628.938606 nChanged 88 SP:Iteration 18Q (1013.149959 sec): 3 clusters Score: Raw -291907.516584 + Penalty 2534.919828 = -289372.596756 nChanged 59 SP:Iteration 19Q (1013.161961 sec): 3 clusters Score: Raw -292024.135695 + Penalty 2534.919828 = -289489.215867 nChanged 48 SP:Iteration 20F (1013.174607 sec): 3 clusters Score: Raw -292142.774588 + Penalty 2534.919828 = -289607.854759 nChanged 46 SP:Iteration 21Q (1013.185964 sec): 3 clusters Score: Raw -292352.697131 + Penalty 2534.919828 = -289817.777303 nChanged 45 SP:Iteration 22Q (1013.197308 sec): 3 clusters Score: Raw -292777.649651 + Penalty 2534.919828 = -290242.729822 nChanged 8 SP:Iteration 23Q (1013.208959 sec): 3 clusters Score: Raw -292902.607713 + Penalty 2534.919828 = -290367.687884 nChanged 2 SP:Iteration 24Q (1013.220413 sec): 3 clusters Score: Raw -293188.156628 + Penalty 2534.919828 = -290653.236800 nChanged 0 SP:Iteration 25F (1013.233174 sec): 3 clusters Score: Raw -293188.156628 + Penalty 2534.919828 = -290653.236800 nChanged 0 Score: Raw -82214120.148603 + Penalty 68129.029942 = -82145991.118661 Splitting cluster 2 changes total score from -82144701.134133 to -82145991.118661 So it's getting split into cluster 31. Trying to split cluster 3 (7600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.830889 sec): 2 clusters Score: Raw -832456.473103 + Penalty 1452.084323 = -831004.388780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.856243 sec): 3 clusters Score: Raw -828319.071860 + Penalty 2904.168646 = -825414.903214 nChanged 3202 SP:Iteration 1F (1026.880837 sec): 3 clusters Score: Raw -830166.366452 + Penalty 2904.168646 = -827262.197806 nChanged 591 SP:Iteration 2F (1026.905333 sec): 3 clusters Score: Raw -830548.448732 + Penalty 2904.168646 = -827644.280086 nChanged 526 SP:Iteration 3F (1026.930021 sec): 3 clusters Score: Raw -830879.181529 + Penalty 2904.168646 = -827975.012883 nChanged 478 SP:Iteration 4F (1026.954581 sec): 3 clusters Score: Raw -831170.268456 + Penalty 2904.168646 = -828266.099810 nChanged 383 SP:Iteration 5F (1026.979205 sec): 3 clusters Score: Raw -831397.815443 + Penalty 2904.168646 = -828493.646797 nChanged 331 SP:Iteration 6Q (1027.003816 sec): 3 clusters Score: Raw -831609.293192 + Penalty 2904.168646 = -828705.124546 nChanged 327 SP:Iteration 7Q (1027.028409 sec): 3 clusters Score: Raw -831813.113916 + Penalty 2904.168646 = -828908.945270 nChanged 276 SP:Iteration 8Q (1027.053358 sec): 3 clusters Score: Raw -831989.604453 + Penalty 2904.168646 = -829085.435807 nChanged 234 SP:Iteration 9Q (1027.078031 sec): 3 clusters Score: Raw -832143.560333 + Penalty 2904.168646 = -829239.391687 nChanged 217 SP:Iteration 10Q (1027.102456 sec): 3 clusters Score: Raw -832305.487833 + Penalty 2904.168646 = -829401.319187 nChanged 168 SP:Iteration 11Q (1027.126779 sec): 3 clusters Score: Raw -832434.010689 + Penalty 2904.168646 = -829529.842043 nChanged 135 SP:Iteration 12Q (1027.150926 sec): 3 clusters Score: Raw -832550.241030 + Penalty 2904.168646 = -829646.072384 nChanged 113 SP:Iteration 13Q (1027.174980 sec): 3 clusters Score: Raw -832664.841929 + Penalty 2904.168646 = -829760.673283 nChanged 101 SP:Iteration 14Q (1027.198769 sec): 3 clusters Score: Raw -832760.114806 + Penalty 2904.168646 = -829855.946160 nChanged 64 SP:Iteration 15Q (1027.222244 sec): 3 clusters Score: Raw -832820.569235 + Penalty 2904.168646 = -829916.400589 nChanged 42 SP:Iteration 16Q (1027.245424 sec): 3 clusters Score: Raw -832854.792110 + Penalty 2904.168646 = -829950.623464 nChanged 40 SP:Iteration 17Q (1027.268547 sec): 3 clusters Score: Raw -832885.163253 + Penalty 2904.168646 = -829980.994607 nChanged 35 SP:Iteration 18Q (1027.291442 sec): 3 clusters Score: Raw -832912.806193 + Penalty 2904.168646 = -830008.637547 nChanged 33 SP:Iteration 19Q (1027.314296 sec): 3 clusters Score: Raw -832943.020005 + Penalty 2904.168646 = -830038.851359 nChanged 22 SP:Iteration 20F (1027.338721 sec): 3 clusters Score: Raw -832956.867617 + Penalty 2904.168646 = -830052.698971 nChanged 12 SP:Iteration 21Q (1027.361465 sec): 3 clusters Score: Raw -832968.327293 + Penalty 2904.168646 = -830064.158647 nChanged 14 SP:Iteration 22Q (1027.384053 sec): 3 clusters Score: Raw -832980.472408 + Penalty 2904.168646 = -830076.303762 nChanged 19 SP:Iteration 23Q (1027.406610 sec): 3 clusters Score: Raw -832993.527477 + Penalty 2904.168646 = -830089.358831 nChanged 10 SP:Iteration 24Q (1027.429037 sec): 3 clusters Score: Raw -832999.247032 + Penalty 2904.168646 = -830095.078386 nChanged 9 SP:Iteration 25Q (1027.451450 sec): 3 clusters Score: Raw -833012.620138 + Penalty 2904.168646 = -830108.451492 nChanged 15 SP:Iteration 26Q (1027.473877 sec): 3 clusters Score: Raw -833040.806606 + Penalty 2904.168646 = -830136.637960 nChanged 25 SP:Iteration 27Q (1027.496072 sec): 3 clusters Score: Raw -833092.053503 + Penalty 2904.168646 = -830187.884857 nChanged 22 SP:Iteration 28Q (1027.518263 sec): 3 clusters Score: Raw -833109.656681 + Penalty 2904.168646 = -830205.488035 nChanged 14 SP:Iteration 29Q (1027.540256 sec): 3 clusters Score: Raw -833116.541073 + Penalty 2904.168646 = -830212.372427 nChanged 7 SP:Iteration 30Q (1027.562143 sec): 3 clusters Score: Raw -833125.334675 + Penalty 2904.168646 = -830221.166029 nChanged 9 SP:Iteration 31Q (1027.583907 sec): 3 clusters Score: Raw -833137.637258 + Penalty 2904.168646 = -830233.468612 nChanged 10 SP:Iteration 32Q (1027.605663 sec): 3 clusters Score: Raw -833145.214298 + Penalty 2904.168646 = -830241.045652 nChanged 7 SP:Iteration 33Q (1027.627398 sec): 3 clusters Score: Raw -833149.001474 + Penalty 2904.168646 = -830244.832828 nChanged 3 SP:Iteration 34Q (1027.649172 sec): 3 clusters Score: Raw -833150.181226 + Penalty 2904.168646 = -830246.012580 nChanged 3 SP:Iteration 35Q (1027.670934 sec): 3 clusters Score: Raw -833151.647434 + Penalty 2904.168646 = -830247.478788 nChanged 3 SP:Iteration 36Q (1027.692710 sec): 3 clusters Score: Raw -833155.531112 + Penalty 2904.168646 = -830251.362466 nChanged 1 SP:Iteration 37Q (1027.714615 sec): 3 clusters Score: Raw -833156.510396 + Penalty 2904.168646 = -830252.341750 nChanged 0 SP:Iteration 38F (1027.739081 sec): 3 clusters Score: Raw -833156.510396 + Penalty 2904.168646 = -830252.341750 nChanged 0 Trying to split cluster 4 (12177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.766902 sec): 2 clusters Score: Raw -1357052.960376 + Penalty 1528.686933 = -1355524.273443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.799904 sec): 3 clusters Score: Raw -1349973.891026 + Penalty 3057.373867 = -1346916.517159 nChanged 5353 SP:Iteration 1F (1027.831543 sec): 3 clusters Score: Raw -1352833.326869 + Penalty 3057.373867 = -1349775.953002 nChanged 716 SP:Iteration 2F (1027.863377 sec): 3 clusters Score: Raw -1353121.726484 + Penalty 3057.373867 = -1350064.352617 nChanged 616 SP:Iteration 3F (1027.895576 sec): 3 clusters Score: Raw -1353374.956992 + Penalty 3057.373867 = -1350317.583125 nChanged 534 SP:Iteration 4Q (1027.951021 sec): 3 clusters Score: Raw -1353609.452926 + Penalty 3057.373867 = -1350552.079059 nChanged 513 SP:Iteration 5Q (1027.983240 sec): 3 clusters Score: Raw -1353859.471721 + Penalty 3057.373867 = -1350802.097854 nChanged 551 SP:Iteration 6Q (1028.015324 sec): 3 clusters Score: Raw -1354131.352255 + Penalty 3057.373867 = -1351073.978388 nChanged 543 SP:Iteration 7Q (1028.047565 sec): 3 clusters Score: Raw -1354396.401789 + Penalty 3057.373867 = -1351339.027922 nChanged 547 SP:Iteration 8Q (1028.079680 sec): 3 clusters Score: Raw -1354684.473770 + Penalty 3057.373867 = -1351627.099903 nChanged 557 SP:Iteration 9Q (1028.111621 sec): 3 clusters Score: Raw -1354983.723913 + Penalty 3057.373867 = -1351926.350046 nChanged 533 SP:Iteration 10Q (1028.143700 sec): 3 clusters Score: Raw -1355278.973431 + Penalty 3057.373867 = -1352221.599564 nChanged 503 SP:Iteration 11Q (1028.175579 sec): 3 clusters Score: Raw -1355548.947074 + Penalty 3057.373867 = -1352491.573207 nChanged 444 SP:Iteration 12Q (1028.207454 sec): 3 clusters Score: Raw -1355778.590150 + Penalty 3057.373867 = -1352721.216284 nChanged 345 SP:Iteration 13Q (1028.239221 sec): 3 clusters Score: Raw -1355957.076435 + Penalty 3057.373867 = -1352899.702569 nChanged 321 SP:Iteration 14Q (1028.270880 sec): 3 clusters Score: Raw -1356108.311099 + Penalty 3057.373867 = -1353050.937232 nChanged 302 SP:Iteration 15Q (1028.302444 sec): 3 clusters Score: Raw -1356227.496685 + Penalty 3057.373867 = -1353170.122818 nChanged 255 SP:Iteration 16Q (1028.334092 sec): 3 clusters Score: Raw -1356312.239088 + Penalty 3057.373867 = -1353254.865221 nChanged 209 SP:Iteration 17Q (1028.365339 sec): 3 clusters Score: Raw -1356386.248534 + Penalty 3057.373867 = -1353328.874667 nChanged 184 SP:Iteration 18Q (1028.396959 sec): 3 clusters Score: Raw -1356446.318837 + Penalty 3057.373867 = -1353388.944970 nChanged 167 SP:Iteration 19Q (1028.428450 sec): 3 clusters Score: Raw -1356504.433082 + Penalty 3057.373867 = -1353447.059216 nChanged 161 SP:Iteration 20F (1028.460223 sec): 3 clusters Score: Raw -1356563.076507 + Penalty 3057.373867 = -1353505.702640 nChanged 203 SP:Iteration 21Q (1028.491494 sec): 3 clusters Score: Raw -1356637.119901 + Penalty 3057.373867 = -1353579.746035 nChanged 209 SP:Iteration 22Q (1028.522843 sec): 3 clusters Score: Raw -1356726.151439 + Penalty 3057.373867 = -1353668.777572 nChanged 209 SP:Iteration 23Q (1028.553930 sec): 3 clusters Score: Raw -1356814.632950 + Penalty 3057.373867 = -1353757.259083 nChanged 207 SP:Iteration 24Q (1028.585508 sec): 3 clusters Score: Raw -1356901.167957 + Penalty 3057.373867 = -1353843.794091 nChanged 210 SP:Iteration 25Q (1028.616630 sec): 3 clusters Score: Raw -1356995.527798 + Penalty 3057.373867 = -1353938.153931 nChanged 204 SP:Iteration 26Q (1028.647917 sec): 3 clusters Score: Raw -1357109.408151 + Penalty 3057.373867 = -1354052.034284 nChanged 211 SP:Iteration 27Q (1028.678773 sec): 3 clusters Score: Raw -1357220.670915 + Penalty 3057.373867 = -1354163.297048 nChanged 183 SP:Iteration 28Q (1028.709469 sec): 3 clusters Score: Raw -1357323.713838 + Penalty 3057.373867 = -1354266.339971 nChanged 163 SP:Iteration 29Q (1028.740103 sec): 3 clusters Score: Raw -1357411.616581 + Penalty 3057.373867 = -1354354.242714 nChanged 151 SP:Iteration 30Q (1028.770622 sec): 3 clusters Score: Raw -1357487.919929 + Penalty 3057.373867 = -1354430.546062 nChanged 125 SP:Iteration 31Q (1028.800849 sec): 3 clusters Score: Raw -1357544.084885 + Penalty 3057.373867 = -1354486.711018 nChanged 96 SP:Iteration 32Q (1028.830905 sec): 3 clusters Score: Raw -1357580.996272 + Penalty 3057.373867 = -1354523.622405 nChanged 75 SP:Iteration 33Q (1028.860944 sec): 3 clusters Score: Raw -1357606.037286 + Penalty 3057.373867 = -1354548.663419 nChanged 79 SP:Iteration 34Q (1028.890752 sec): 3 clusters Score: Raw -1357629.020759 + Penalty 3057.373867 = -1354571.646893 nChanged 53 SP:Iteration 35Q (1028.932238 sec): 3 clusters Score: Raw -1357643.560418 + Penalty 3057.373867 = -1354586.186551 nChanged 50 SP:Iteration 36Q (1028.968760 sec): 3 clusters Score: Raw -1357655.932001 + Penalty 3057.373867 = -1354598.558134 nChanged 39 SP:Iteration 37Q (1028.998981 sec): 3 clusters Score: Raw -1357663.778066 + Penalty 3057.373867 = -1354606.404199 nChanged 26 SP:Iteration 38Q (1029.028447 sec): 3 clusters Score: Raw -1357669.301145 + Penalty 3057.373867 = -1354611.927278 nChanged 34 SP:Iteration 39Q (1029.058138 sec): 3 clusters Score: Raw -1357677.304432 + Penalty 3057.373867 = -1354619.930565 nChanged 29 SP:Iteration 40F (1029.089857 sec): 3 clusters Score: Raw -1357682.827337 + Penalty 3057.373867 = -1354625.453470 nChanged 23 SP:Iteration 41Q (1029.119516 sec): 3 clusters Score: Raw -1357688.004082 + Penalty 3057.373867 = -1354630.630215 nChanged 23 SP:Iteration 42Q (1029.148950 sec): 3 clusters Score: Raw -1357692.719050 + Penalty 3057.373867 = -1354635.345183 nChanged 25 SP:Iteration 43Q (1029.178444 sec): 3 clusters Score: Raw -1357697.830580 + Penalty 3057.373867 = -1354640.456714 nChanged 19 SP:Iteration 44Q (1029.207799 sec): 3 clusters Score: Raw -1357700.662027 + Penalty 3057.373867 = -1354643.288161 nChanged 17 SP:Iteration 45Q (1029.237289 sec): 3 clusters Score: Raw -1357702.939803 + Penalty 3057.373867 = -1354645.565936 nChanged 14 SP:Iteration 46Q (1029.266620 sec): 3 clusters Score: Raw -1357705.526404 + Penalty 3057.373867 = -1354648.152537 nChanged 14 SP:Iteration 47Q (1029.295902 sec): 3 clusters Score: Raw -1357707.726871 + Penalty 3057.373867 = -1354650.353004 nChanged 9 SP:Iteration 48Q (1029.325373 sec): 3 clusters Score: Raw -1357710.304570 + Penalty 3057.373867 = -1354652.930703 nChanged 13 SP:Iteration 49Q (1029.354901 sec): 3 clusters Score: Raw -1357713.635672 + Penalty 3057.373867 = -1354656.261805 nChanged 11 SP:Iteration 50Q (1029.384233 sec): 3 clusters Score: Raw -1357715.443079 + Penalty 3057.373867 = -1354658.069213 nChanged 6 SP:Iteration 51Q (1029.413596 sec): 3 clusters Score: Raw -1357716.414838 + Penalty 3057.373867 = -1354659.040971 nChanged 6 SP:Iteration 52Q (1029.442875 sec): 3 clusters Score: Raw -1357717.339428 + Penalty 3057.373867 = -1354659.965561 nChanged 3 SP:Iteration 53Q (1029.472098 sec): 3 clusters Score: Raw -1357717.787967 + Penalty 3057.373867 = -1354660.414100 nChanged 4 SP:Iteration 54Q (1029.501461 sec): 3 clusters Score: Raw -1357718.172176 + Penalty 3057.373867 = -1354660.798310 nChanged 4 SP:Iteration 55Q (1029.530981 sec): 3 clusters Score: Raw -1357718.607262 + Penalty 3057.373867 = -1354661.233395 nChanged 4 SP:Iteration 56Q (1029.560217 sec): 3 clusters Score: Raw -1357719.211648 + Penalty 3057.373867 = -1354661.837781 nChanged 7 SP:Iteration 57Q (1029.589712 sec): 3 clusters Score: Raw -1357720.573339 + Penalty 3057.373867 = -1354663.199472 nChanged 8 SP:Iteration 58Q (1029.619120 sec): 3 clusters Score: Raw -1357721.734012 + Penalty 3057.373867 = -1354664.360145 nChanged 7 SP:Iteration 59Q (1029.648389 sec): 3 clusters Score: Raw -1357722.742651 + Penalty 3057.373867 = -1354665.368784 nChanged 1 SP:Iteration 60F (1029.680332 sec): 3 clusters Score: Raw -1357723.173342 + Penalty 3057.373867 = -1354665.799475 nChanged 2 SP:Iteration 61Q (1029.719991 sec): 3 clusters Score: Raw -1357723.398625 + Penalty 3057.373867 = -1354666.024758 nChanged 1 SP:Iteration 62Q (1029.749517 sec): 3 clusters Score: Raw -1357723.500221 + Penalty 3057.373867 = -1354666.126354 nChanged 1 SP:Iteration 63Q (1029.778698 sec): 3 clusters Score: Raw -1357723.556270 + Penalty 3057.373867 = -1354666.182404 nChanged 0 SP:Iteration 64F (1029.810454 sec): 3 clusters Score: Raw -1357723.556270 + Penalty 3057.373867 = -1354666.182404 nChanged 0 Trying to split cluster 5 (5909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1029.829842 sec): 2 clusters Score: Raw -657696.193107 + Penalty 1411.187682 = -656285.005425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1029.852242 sec): 3 clusters Score: Raw -654501.080961 + Penalty 2822.375365 = -651678.705597 nChanged 2429 SP:Iteration 1F (1029.874047 sec): 3 clusters Score: Raw -655892.620013 + Penalty 2822.375365 = -653070.244649 nChanged 437 SP:Iteration 2F (1029.896116 sec): 3 clusters Score: Raw -656143.092506 + Penalty 2822.375365 = -653320.717141 nChanged 343 SP:Iteration 3F (1029.917917 sec): 3 clusters Score: Raw -656336.584335 + Penalty 2822.375365 = -653514.208970 nChanged 301 SP:Iteration 4F (1029.939583 sec): 3 clusters Score: Raw -656505.481600 + Penalty 2822.375365 = -653683.106235 nChanged 281 SP:Iteration 5Q (1029.961508 sec): 3 clusters Score: Raw -656679.131359 + Penalty 2822.375365 = -653856.755994 nChanged 277 SP:Iteration 6Q (1029.983267 sec): 3 clusters Score: Raw -656855.071116 + Penalty 2822.375365 = -654032.695751 nChanged 250 SP:Iteration 7Q (1030.005336 sec): 3 clusters Score: Raw -657003.191020 + Penalty 2822.375365 = -654180.815655 nChanged 221 SP:Iteration 8Q (1030.027459 sec): 3 clusters Score: Raw -657128.702903 + Penalty 2822.375365 = -654306.327539 nChanged 189 SP:Iteration 9Q (1030.049212 sec): 3 clusters Score: Raw -657237.233476 + Penalty 2822.375365 = -654414.858112 nChanged 169 SP:Iteration 10Q (1030.071079 sec): 3 clusters Score: Raw -657341.638009 + Penalty 2822.375365 = -654519.262645 nChanged 152 SP:Iteration 11Q (1030.092784 sec): 3 clusters Score: Raw -657439.372413 + Penalty 2822.375365 = -654616.997049 nChanged 150 SP:Iteration 12Q (1030.114618 sec): 3 clusters Score: Raw -657531.751831 + Penalty 2822.375365 = -654709.376466 nChanged 140 SP:Iteration 13Q (1030.136113 sec): 3 clusters Score: Raw -657609.552035 + Penalty 2822.375365 = -654787.176670 nChanged 119 SP:Iteration 14Q (1030.157376 sec): 3 clusters Score: Raw -657674.269381 + Penalty 2822.375365 = -654851.894016 nChanged 89 SP:Iteration 15Q (1030.178939 sec): 3 clusters Score: Raw -657713.011115 + Penalty 2822.375365 = -654890.635750 nChanged 63 SP:Iteration 16Q (1030.200463 sec): 3 clusters Score: Raw -657740.010087 + Penalty 2822.375365 = -654917.634723 nChanged 55 SP:Iteration 17Q (1030.221847 sec): 3 clusters Score: Raw -657762.610953 + Penalty 2822.375365 = -654940.235588 nChanged 52 SP:Iteration 18Q (1030.243299 sec): 3 clusters Score: Raw -657783.700574 + Penalty 2822.375365 = -654961.325209 nChanged 40 SP:Iteration 19Q (1030.264282 sec): 3 clusters Score: Raw -657800.183562 + Penalty 2822.375365 = -654977.808197 nChanged 43 SP:Iteration 20F (1030.286216 sec): 3 clusters Score: Raw -657812.886735 + Penalty 2822.375365 = -654990.511371 nChanged 33 SP:Iteration 21Q (1030.307462 sec): 3 clusters Score: Raw -657824.601913 + Penalty 2822.375365 = -655002.226549 nChanged 34 SP:Iteration 22Q (1030.328927 sec): 3 clusters Score: Raw -657835.881127 + Penalty 2822.375365 = -655013.505763 nChanged 27 SP:Iteration 23Q (1030.350044 sec): 3 clusters Score: Raw -657845.324744 + Penalty 2822.375365 = -655022.949379 nChanged 26 SP:Iteration 24Q (1030.370977 sec): 3 clusters Score: Raw -657850.723210 + Penalty 2822.375365 = -655028.347845 nChanged 14 SP:Iteration 25Q (1030.392064 sec): 3 clusters Score: Raw -657853.962921 + Penalty 2822.375365 = -655031.587556 nChanged 8 SP:Iteration 26Q (1030.413067 sec): 3 clusters Score: Raw -657855.705562 + Penalty 2822.375365 = -655033.330198 nChanged 6 SP:Iteration 27Q (1030.434255 sec): 3 clusters Score: Raw -657856.852541 + Penalty 2822.375365 = -655034.477176 nChanged 8 SP:Iteration 28Q (1030.455349 sec): 3 clusters Score: Raw -657858.389064 + Penalty 2822.375365 = -655036.013700 nChanged 4 SP:Iteration 29Q (1030.476192 sec): 3 clusters Score: Raw -657859.094937 + Penalty 2822.375365 = -655036.719572 nChanged 4 SP:Iteration 30Q (1030.497260 sec): 3 clusters Score: Raw -657859.632934 + Penalty 2822.375365 = -655037.257569 nChanged 3 SP:Iteration 31Q (1030.518381 sec): 3 clusters Score: Raw -657860.287937 + Penalty 2822.375365 = -655037.912572 nChanged 1 SP:Iteration 32Q (1030.539416 sec): 3 clusters Score: Raw -657860.508045 + Penalty 2822.375365 = -655038.132680 nChanged 1 SP:Iteration 33Q (1030.560620 sec): 3 clusters Score: Raw -657860.640075 + Penalty 2822.375365 = -655038.264710 nChanged 0 SP:Iteration 34F (1030.582414 sec): 3 clusters Score: Raw -657860.640075 + Penalty 2822.375365 = -655038.264710 nChanged 0 Trying to split cluster 6 (3009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1030.599003 sec): 2 clusters Score: Raw -305893.054742 + Penalty 1301.521500 = -304591.533242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1030.614854 sec): 3 clusters Score: Raw -304484.654588 + Penalty 2603.043000 = -301881.611588 nChanged 1152 SP:Iteration 1F (1030.629674 sec): 3 clusters Score: Raw -305208.863478 + Penalty 2603.043000 = -302605.820478 nChanged 259 SP:Iteration 2F (1030.644535 sec): 3 clusters Score: Raw -305457.130416 + Penalty 2603.043000 = -302854.087416 nChanged 239 SP:Iteration 3F (1030.659393 sec): 3 clusters Score: Raw -305729.273248 + Penalty 2603.043000 = -303126.230249 nChanged 223 SP:Iteration 4F (1030.674455 sec): 3 clusters Score: Raw -306012.845629 + Penalty 2603.043000 = -303409.802629 nChanged 173 SP:Iteration 5F (1030.689342 sec): 3 clusters Score: Raw -306223.305413 + Penalty 2603.043000 = -303620.262413 nChanged 137 SP:Iteration 6Q (1030.704120 sec): 3 clusters Score: Raw -306368.514794 + Penalty 2603.043000 = -303765.471794 nChanged 117 SP:Iteration 7Q (1030.722058 sec): 3 clusters Score: Raw -306470.845763 + Penalty 2603.043000 = -303867.802763 nChanged 74 SP:Iteration 8Q (1030.736875 sec): 3 clusters Score: Raw -306529.524361 + Penalty 2603.043000 = -303926.481361 nChanged 51 SP:Iteration 9Q (1030.751569 sec): 3 clusters Score: Raw -306576.515999 + Penalty 2603.043000 = -303973.472999 nChanged 49 SP:Iteration 10Q (1030.766333 sec): 3 clusters Score: Raw -306610.247407 + Penalty 2603.043000 = -304007.204407 nChanged 49 SP:Iteration 11Q (1030.780867 sec): 3 clusters Score: Raw -306645.309037 + Penalty 2603.043000 = -304042.266037 nChanged 46 SP:Iteration 12Q (1030.795466 sec): 3 clusters Score: Raw -306681.939215 + Penalty 2603.043000 = -304078.896215 nChanged 46 SP:Iteration 13Q (1030.810036 sec): 3 clusters Score: Raw -306708.242171 + Penalty 2603.043000 = -304105.199172 nChanged 36 SP:Iteration 14Q (1030.824577 sec): 3 clusters Score: Raw -306725.691725 + Penalty 2603.043000 = -304122.648725 nChanged 27 SP:Iteration 15Q (1030.838925 sec): 3 clusters Score: Raw -306735.795041 + Penalty 2603.043000 = -304132.752041 nChanged 28 SP:Iteration 16Q (1030.853457 sec): 3 clusters Score: Raw -306746.254764 + Penalty 2603.043000 = -304143.211764 nChanged 24 SP:Iteration 17Q (1030.867936 sec): 3 clusters Score: Raw -306758.528058 + Penalty 2603.043000 = -304155.485058 nChanged 18 SP:Iteration 18Q (1030.882427 sec): 3 clusters Score: Raw -306766.358434 + Penalty 2603.043000 = -304163.315434 nChanged 8 SP:Iteration 19Q (1030.896809 sec): 3 clusters Score: Raw -306769.731109 + Penalty 2603.043000 = -304166.688109 nChanged 11 SP:Iteration 20F (1030.936662 sec): 3 clusters Score: Raw -306774.644478 + Penalty 2603.043000 = -304171.601478 nChanged 7 SP:Iteration 21Q (1030.951107 sec): 3 clusters Score: Raw -306777.374694 + Penalty 2603.043000 = -304174.331694 nChanged 9 SP:Iteration 22Q (1030.965450 sec): 3 clusters Score: Raw -306781.302940 + Penalty 2603.043000 = -304178.259941 nChanged 9 SP:Iteration 23Q (1030.979934 sec): 3 clusters Score: Raw -306784.240698 + Penalty 2603.043000 = -304181.197698 nChanged 9 SP:Iteration 24Q (1030.994417 sec): 3 clusters Score: Raw -306787.276508 + Penalty 2603.043000 = -304184.233508 nChanged 8 SP:Iteration 25Q (1031.008806 sec): 3 clusters Score: Raw -306791.974022 + Penalty 2603.043000 = -304188.931022 nChanged 8 SP:Iteration 26Q (1031.023285 sec): 3 clusters Score: Raw -306795.050738 + Penalty 2603.043000 = -304192.007738 nChanged 6 SP:Iteration 27Q (1031.037791 sec): 3 clusters Score: Raw -306797.880382 + Penalty 2603.043000 = -304194.837382 nChanged 8 SP:Iteration 28Q (1031.052093 sec): 3 clusters Score: Raw -306800.512764 + Penalty 2603.043000 = -304197.469764 nChanged 4 SP:Iteration 29Q (1031.066546 sec): 3 clusters Score: Raw -306801.419324 + Penalty 2603.043000 = -304198.376324 nChanged 4 SP:Iteration 30Q (1031.081100 sec): 3 clusters Score: Raw -306804.884337 + Penalty 2603.043000 = -304201.841337 nChanged 6 SP:Iteration 31Q (1031.095391 sec): 3 clusters Score: Raw -306809.157934 + Penalty 2603.043000 = -304206.114934 nChanged 7 SP:Iteration 32Q (1031.109829 sec): 3 clusters Score: Raw -306816.070434 + Penalty 2603.043000 = -304213.027434 nChanged 6 SP:Iteration 33Q (1031.124247 sec): 3 clusters Score: Raw -306817.311425 + Penalty 2603.043000 = -304214.268426 nChanged 2 SP:Iteration 34Q (1031.138666 sec): 3 clusters Score: Raw -306817.754268 + Penalty 2603.043000 = -304214.711268 nChanged 1 SP:Iteration 35Q (1031.153063 sec): 3 clusters Score: Raw -306817.988224 + Penalty 2603.043000 = -304214.945224 nChanged 0 SP:Iteration 36F (1031.168117 sec): 3 clusters Score: Raw -306817.988224 + Penalty 2603.043000 = -304214.945224 nChanged 0 Trying to split cluster 7 (13890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1031.196648 sec): 2 clusters Score: Raw -1591318.797348 + Penalty 1550.075221 = -1589768.722127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1031.230765 sec): 3 clusters Score: Raw -1583164.015742 + Penalty 3100.150442 = -1580063.865300 nChanged 6223 SP:Iteration 1F (1031.263315 sec): 3 clusters Score: Raw -1586547.133332 + Penalty 3100.150442 = -1583446.982890 nChanged 764 SP:Iteration 2F (1031.296014 sec): 3 clusters Score: Raw -1586853.812042 + Penalty 3100.150442 = -1583753.661600 nChanged 667 SP:Iteration 3Q (1031.329296 sec): 3 clusters Score: Raw -1587106.815038 + Penalty 3100.150442 = -1584006.664596 nChanged 616 SP:Iteration 4Q (1031.362572 sec): 3 clusters Score: Raw -1587363.983962 + Penalty 3100.150442 = -1584263.833520 nChanged 625 SP:Iteration 5Q (1031.395622 sec): 3 clusters Score: Raw -1587667.065144 + Penalty 3100.150442 = -1584566.914702 nChanged 663 SP:Iteration 6Q (1031.428590 sec): 3 clusters Score: Raw -1588051.739822 + Penalty 3100.150442 = -1584951.589381 nChanged 754 SP:Iteration 7F (1031.461239 sec): 3 clusters Score: Raw -1588544.296844 + Penalty 3100.150442 = -1585444.146403 nChanged 815 SP:Iteration 8F (1031.494122 sec): 3 clusters Score: Raw -1589133.569292 + Penalty 3100.150442 = -1586033.418850 nChanged 821 SP:Iteration 9F (1031.526840 sec): 3 clusters Score: Raw -1589805.983456 + Penalty 3100.150442 = -1586705.833015 nChanged 714 SP:Iteration 10F (1031.559650 sec): 3 clusters Score: Raw -1590425.168377 + Penalty 3100.150442 = -1587325.017935 nChanged 557 SP:Iteration 11Q (1031.591333 sec): 3 clusters Score: Raw -1590943.085733 + Penalty 3100.150442 = -1587842.935291 nChanged 335 SP:Iteration 12Q (1031.657616 sec): 3 clusters Score: Raw -1591258.526813 + Penalty 3100.150442 = -1588158.376371 nChanged 191 SP:Iteration 13Q (1031.687963 sec): 3 clusters Score: Raw -1591437.777328 + Penalty 3100.150442 = -1588337.626887 nChanged 113 SP:Iteration 14Q (1031.717589 sec): 3 clusters Score: Raw -1591544.280634 + Penalty 3100.150442 = -1588444.130193 nChanged 63 SP:Iteration 15Q (1031.746604 sec): 3 clusters Score: Raw -1591607.319993 + Penalty 3100.150442 = -1588507.169551 nChanged 44 SP:Iteration 16Q (1031.775372 sec): 3 clusters Score: Raw -1591649.570161 + Penalty 3100.150442 = -1588549.419719 nChanged 22 SP:Iteration 17Q (1031.803877 sec): 3 clusters Score: Raw -1591667.047503 + Penalty 3100.150442 = -1588566.897061 nChanged 11 SP:Iteration 18Q (1031.832493 sec): 3 clusters Score: Raw -1591675.384456 + Penalty 3100.150442 = -1588575.234014 nChanged 10 SP:Iteration 19Q (1031.893261 sec): 3 clusters Score: Raw -1591682.759839 + Penalty 3100.150442 = -1588582.609397 nChanged 8 SP:Iteration 20F (1031.957385 sec): 3 clusters Score: Raw -1591690.959824 + Penalty 3100.150442 = -1588590.809382 nChanged 7 SP:Iteration 21Q (1032.019519 sec): 3 clusters Score: Raw -1591695.540547 + Penalty 3100.150442 = -1588595.390105 nChanged 2 SP:Iteration 22Q (1032.084319 sec): 3 clusters Score: Raw -1591697.018754 + Penalty 3100.150442 = -1588596.868312 nChanged 0 SP:Iteration 23F (1032.147813 sec): 3 clusters Score: Raw -1591697.018754 + Penalty 3100.150442 = -1588596.868312 nChanged 0 Trying to split cluster 8 (2863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1032.176019 sec): 2 clusters Score: Raw -292446.382203 + Penalty 1293.439112 = -291152.943091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1032.228212 sec): 3 clusters Score: Raw -291120.130681 + Penalty 2586.878224 = -288533.252457 nChanged 1098 SP:Iteration 1F (1032.271155 sec): 3 clusters Score: Raw -291848.773011 + Penalty 2586.878224 = -289261.894787 nChanged 273 SP:Iteration 2F (1032.323065 sec): 3 clusters Score: Raw -292166.555924 + Penalty 2586.878224 = -289579.677699 nChanged 248 SP:Iteration 3F (1032.371379 sec): 3 clusters Score: Raw -292458.006541 + Penalty 2586.878224 = -289871.128316 nChanged 213 SP:Iteration 4F (1032.423991 sec): 3 clusters Score: Raw -292726.460879 + Penalty 2586.878224 = -290139.582655 nChanged 189 SP:Iteration 5F (1032.471662 sec): 3 clusters Score: Raw -292956.931942 + Penalty 2586.878224 = -290370.053718 nChanged 153 SP:Iteration 6F (1032.524225 sec): 3 clusters Score: Raw -293092.207231 + Penalty 2586.878224 = -290505.329007 nChanged 116 SP:Iteration 7Q (1032.576530 sec): 3 clusters Score: Raw -293173.795277 + Penalty 2586.878224 = -290586.917053 nChanged 60 SP:Iteration 8Q (1032.616735 sec): 3 clusters Score: Raw -293207.104074 + Penalty 2586.878224 = -290620.225850 nChanged 34 SP:Iteration 9Q (1032.669451 sec): 3 clusters Score: Raw -293220.556809 + Penalty 2586.878224 = -290633.678585 nChanged 16 SP:Iteration 10Q (1032.721761 sec): 3 clusters Score: Raw -293227.412127 + Penalty 2586.878224 = -290640.533903 nChanged 13 SP:Iteration 11Q (1032.773430 sec): 3 clusters Score: Raw -293232.389737 + Penalty 2586.878224 = -290645.511513 nChanged 6 SP:Iteration 12Q (1032.825460 sec): 3 clusters Score: Raw -293235.933283 + Penalty 2586.878224 = -290649.055059 nChanged 4 SP:Iteration 13Q (1032.868180 sec): 3 clusters Score: Raw -293237.194187 + Penalty 2586.878224 = -290650.315963 nChanged 3 SP:Iteration 14Q (1032.920132 sec): 3 clusters Score: Raw -293238.478913 + Penalty 2586.878224 = -290651.600689 nChanged 4 SP:Iteration 15Q (1032.969964 sec): 3 clusters Score: Raw -293239.998852 + Penalty 2586.878224 = -290653.120628 nChanged 3 SP:Iteration 16Q (1033.022081 sec): 3 clusters Score: Raw -293240.952492 + Penalty 2586.878224 = -290654.074267 nChanged 2 SP:Iteration 17Q (1033.074171 sec): 3 clusters Score: Raw -293241.298332 + Penalty 2586.878224 = -290654.420108 nChanged 1 SP:Iteration 18Q (1033.126767 sec): 3 clusters Score: Raw -293241.466670 + Penalty 2586.878224 = -290654.588445 nChanged 1 SP:Iteration 19Q (1033.179439 sec): 3 clusters Score: Raw -293241.689969 + Penalty 2586.878224 = -290654.811745 nChanged 2 SP:Iteration 20F (1033.231992 sec): 3 clusters Score: Raw -293243.107710 + Penalty 2586.878224 = -290656.229486 nChanged 3 SP:Iteration 21Q (1033.296629 sec): 3 clusters Score: Raw -293244.452164 + Penalty 2586.878224 = -290657.573940 nChanged 4 SP:Iteration 22Q (1033.336276 sec): 3 clusters Score: Raw -293245.411352 + Penalty 2586.878224 = -290658.533128 nChanged 3 SP:Iteration 23Q (1033.389672 sec): 3 clusters Score: Raw -293246.334881 + Penalty 2586.878224 = -290659.456657 nChanged 3 SP:Iteration 24Q (1033.443753 sec): 3 clusters Score: Raw -293246.816974 + Penalty 2586.878224 = -290659.938749 nChanged 1 SP:Iteration 25Q (1033.491424 sec): 3 clusters Score: Raw -293246.889022 + Penalty 2586.878224 = -290660.010798 nChanged 0 SP:Iteration 26F (1033.536666 sec): 3 clusters Score: Raw -293246.889022 + Penalty 2586.878224 = -290660.010798 nChanged 0 Trying to split cluster 9 (40264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.601166 sec): 2 clusters Score: Raw -4452583.056151 + Penalty 1723.022120 = -4450860.034031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.708539 sec): 3 clusters Score: Raw -4427351.451231 + Penalty 3446.044241 = -4423905.406990 nChanged 18696 SP:Iteration 1F (1033.796618 sec): 3 clusters Score: Raw -4438018.041069 + Penalty 3446.044241 = -4434571.996828 nChanged 1835 SP:Iteration 2Q (1033.870099 sec): 3 clusters Score: Raw -4438630.740648 + Penalty 3446.044241 = -4435184.696407 nChanged 1874 SP:Iteration 3Q (1033.943279 sec): 3 clusters Score: Raw -4439314.874645 + Penalty 3446.044241 = -4435868.830404 nChanged 1918 SP:Iteration 4Q (1034.016229 sec): 3 clusters Score: Raw -4440095.298489 + Penalty 3446.044241 = -4436649.254248 nChanged 2117 SP:Iteration 5F (1034.086504 sec): 3 clusters Score: Raw -4441145.666577 + Penalty 3446.044241 = -4437699.622336 nChanged 2282 SP:Iteration 6F (1034.156970 sec): 3 clusters Score: Raw -4442494.368232 + Penalty 3446.044241 = -4439048.323991 nChanged 2311 SP:Iteration 7F (1034.227369 sec): 3 clusters Score: Raw -4444156.250237 + Penalty 3446.044241 = -4440710.205996 nChanged 2305 SP:Iteration 8F (1034.297930 sec): 3 clusters Score: Raw -4446066.237553 + Penalty 3446.044241 = -4442620.193312 nChanged 1971 SP:Iteration 9Q (1034.370877 sec): 3 clusters Score: Raw -4447724.064806 + Penalty 3446.044241 = -4444278.020565 nChanged 1563 SP:Iteration 10Q (1034.440432 sec): 3 clusters Score: Raw -4448888.892536 + Penalty 3446.044241 = -4445442.848295 nChanged 1115 SP:Iteration 11Q (1034.507261 sec): 3 clusters Score: Raw -4449485.852817 + Penalty 3446.044241 = -4446039.808576 nChanged 693 SP:Iteration 12Q (1034.572377 sec): 3 clusters Score: Raw -4449801.094786 + Penalty 3446.044241 = -4446355.050545 nChanged 555 SP:Iteration 13Q (1034.636850 sec): 3 clusters Score: Raw -4450045.553835 + Penalty 3446.044241 = -4446599.509594 nChanged 520 SP:Iteration 14Q (1034.700591 sec): 3 clusters Score: Raw -4450265.611690 + Penalty 3446.044241 = -4446819.567449 nChanged 459 SP:Iteration 15Q (1034.763771 sec): 3 clusters Score: Raw -4450462.243455 + Penalty 3446.044241 = -4447016.199214 nChanged 453 SP:Iteration 16Q (1034.826558 sec): 3 clusters Score: Raw -4450674.133628 + Penalty 3446.044241 = -4447228.089388 nChanged 441 SP:Iteration 17Q (1034.888777 sec): 3 clusters Score: Raw -4450874.047405 + Penalty 3446.044241 = -4447428.003165 nChanged 406 SP:Iteration 18Q (1034.950445 sec): 3 clusters Score: Raw -4451060.219249 + Penalty 3446.044241 = -4447614.175008 nChanged 379 SP:Iteration 19Q (1035.011733 sec): 3 clusters Score: Raw -4451224.611547 + Penalty 3446.044241 = -4447778.567306 nChanged 348 SP:Iteration 20F (1035.082152 sec): 3 clusters Score: Raw -4451381.907131 + Penalty 3446.044241 = -4447935.862890 nChanged 310 SP:Iteration 21Q (1035.142699 sec): 3 clusters Score: Raw -4451526.818165 + Penalty 3446.044241 = -4448080.773924 nChanged 288 SP:Iteration 22Q (1035.202485 sec): 3 clusters Score: Raw -4451647.985141 + Penalty 3446.044241 = -4448201.940901 nChanged 229 SP:Iteration 23Q (1035.262116 sec): 3 clusters Score: Raw -4451733.019702 + Penalty 3446.044241 = -4448286.975461 nChanged 193 SP:Iteration 24Q (1035.321516 sec): 3 clusters Score: Raw -4451805.726327 + Penalty 3446.044241 = -4448359.682086 nChanged 187 SP:Iteration 25Q (1035.380978 sec): 3 clusters Score: Raw -4451882.462650 + Penalty 3446.044241 = -4448436.418410 nChanged 202 SP:Iteration 26Q (1035.439870 sec): 3 clusters Score: Raw -4451967.851571 + Penalty 3446.044241 = -4448521.807331 nChanged 203 SP:Iteration 27Q (1035.498730 sec): 3 clusters Score: Raw -4452058.470030 + Penalty 3446.044241 = -4448612.425789 nChanged 184 SP:Iteration 28Q (1035.557319 sec): 3 clusters Score: Raw -4452135.688215 + Penalty 3446.044241 = -4448689.643975 nChanged 169 SP:Iteration 29Q (1035.615942 sec): 3 clusters Score: Raw -4452207.651531 + Penalty 3446.044241 = -4448761.607291 nChanged 149 SP:Iteration 30Q (1035.674398 sec): 3 clusters Score: Raw -4452285.256612 + Penalty 3446.044241 = -4448839.212372 nChanged 156 SP:Iteration 31Q (1035.732518 sec): 3 clusters Score: Raw -4452366.432976 + Penalty 3446.044241 = -4448920.388736 nChanged 127 SP:Iteration 32Q (1035.790246 sec): 3 clusters Score: Raw -4452429.019408 + Penalty 3446.044241 = -4448982.975167 nChanged 104 SP:Iteration 33Q (1035.847828 sec): 3 clusters Score: Raw -4452480.401686 + Penalty 3446.044241 = -4449034.357445 nChanged 90 SP:Iteration 34Q (1035.905994 sec): 3 clusters Score: Raw -4452524.917289 + Penalty 3446.044241 = -4449078.873048 nChanged 65 SP:Iteration 35Q (1035.964051 sec): 3 clusters Score: Raw -4452552.166016 + Penalty 3446.044241 = -4449106.121775 nChanged 59 SP:Iteration 36Q (1036.021425 sec): 3 clusters Score: Raw -4452578.991346 + Penalty 3446.044241 = -4449132.947106 nChanged 52 SP:Iteration 37Q (1036.078733 sec): 3 clusters Score: Raw -4452603.422713 + Penalty 3446.044241 = -4449157.378473 nChanged 32 SP:Iteration 38Q (1036.136149 sec): 3 clusters Score: Raw -4452616.725679 + Penalty 3446.044241 = -4449170.681439 nChanged 22 SP:Iteration 39Q (1036.193570 sec): 3 clusters Score: Raw -4452624.490239 + Penalty 3446.044241 = -4449178.445998 nChanged 20 SP:Iteration 40F (1036.264650 sec): 3 clusters Score: Raw -4452634.541475 + Penalty 3446.044241 = -4449188.497234 nChanged 31 SP:Iteration 41Q (1036.320841 sec): 3 clusters Score: Raw -4452645.625017 + Penalty 3446.044241 = -4449199.580776 nChanged 21 SP:Iteration 42Q (1036.378217 sec): 3 clusters Score: Raw -4452656.639002 + Penalty 3446.044241 = -4449210.594761 nChanged 18 SP:Iteration 43Q (1036.435532 sec): 3 clusters Score: Raw -4452664.142510 + Penalty 3446.044241 = -4449218.098269 nChanged 20 SP:Iteration 44Q (1036.492983 sec): 3 clusters Score: Raw -4452672.268247 + Penalty 3446.044241 = -4449226.224006 nChanged 15 SP:Iteration 45Q (1036.550556 sec): 3 clusters Score: Raw -4452682.358538 + Penalty 3446.044241 = -4449236.314298 nChanged 18 SP:Iteration 46Q (1036.608244 sec): 3 clusters Score: Raw -4452691.147348 + Penalty 3446.044241 = -4449245.103108 nChanged 13 SP:Iteration 47Q (1036.666157 sec): 3 clusters Score: Raw -4452698.688889 + Penalty 3446.044241 = -4449252.644648 nChanged 19 SP:Iteration 48Q (1036.723409 sec): 3 clusters Score: Raw -4452708.562741 + Penalty 3446.044241 = -4449262.518500 nChanged 23 SP:Iteration 49Q (1036.781209 sec): 3 clusters Score: Raw -4452721.204665 + Penalty 3446.044241 = -4449275.160424 nChanged 24 SP:Iteration 50Q (1036.838394 sec): 3 clusters Score: Raw -4452735.131959 + Penalty 3446.044241 = -4449289.087719 nChanged 20 SP:Iteration 51Q (1036.895715 sec): 3 clusters Score: Raw -4452745.879910 + Penalty 3446.044241 = -4449299.835669 nChanged 14 SP:Iteration 52Q (1036.953260 sec): 3 clusters Score: Raw -4452753.568500 + Penalty 3446.044241 = -4449307.524260 nChanged 16 SP:Iteration 53Q (1037.010910 sec): 3 clusters Score: Raw -4452765.300715 + Penalty 3446.044241 = -4449319.256475 nChanged 14 SP:Iteration 54Q (1037.068113 sec): 3 clusters Score: Raw -4452772.675995 + Penalty 3446.044241 = -4449326.631754 nChanged 8 SP:Iteration 55Q (1037.126077 sec): 3 clusters Score: Raw -4452777.192891 + Penalty 3446.044241 = -4449331.148650 nChanged 11 SP:Iteration 56Q (1037.183364 sec): 3 clusters Score: Raw -4452783.029947 + Penalty 3446.044241 = -4449336.985706 nChanged 8 SP:Iteration 57Q (1037.240626 sec): 3 clusters Score: Raw -4452787.391460 + Penalty 3446.044241 = -4449341.347219 nChanged 5 SP:Iteration 58Q (1037.298082 sec): 3 clusters Score: Raw -4452789.987655 + Penalty 3446.044241 = -4449343.943414 nChanged 6 SP:Iteration 59Q (1037.354902 sec): 3 clusters Score: Raw -4452793.088709 + Penalty 3446.044241 = -4449347.044468 nChanged 5 SP:Iteration 60F (1037.425773 sec): 3 clusters Score: Raw -4452794.948311 + Penalty 3446.044241 = -4449348.904070 nChanged 5 SP:Iteration 61Q (1037.482350 sec): 3 clusters Score: Raw -4452798.203069 + Penalty 3446.044241 = -4449352.158828 nChanged 6 SP:Iteration 62Q (1037.539566 sec): 3 clusters Score: Raw -4452801.923510 + Penalty 3446.044241 = -4449355.879269 nChanged 8 SP:Iteration 63Q (1037.599874 sec): 3 clusters Score: Raw -4452807.633455 + Penalty 3446.044241 = -4449361.589214 nChanged 13 SP:Iteration 64Q (1037.666394 sec): 3 clusters Score: Raw -4452816.363561 + Penalty 3446.044241 = -4449370.319320 nChanged 8 SP:Iteration 65Q (1037.723534 sec): 3 clusters Score: Raw -4452820.597832 + Penalty 3446.044241 = -4449374.553592 nChanged 6 SP:Iteration 66Q (1037.781232 sec): 3 clusters Score: Raw -4452825.302519 + Penalty 3446.044241 = -4449379.258278 nChanged 7 SP:Iteration 67Q (1037.873570 sec): 3 clusters Score: Raw -4452828.942875 + Penalty 3446.044241 = -4449382.898635 nChanged 1 SP:Iteration 68Q (1037.964687 sec): 3 clusters Score: Raw -4452829.702264 + Penalty 3446.044241 = -4449383.658024 nChanged 1 SP:Iteration 69Q (1038.028313 sec): 3 clusters Score: Raw -4452830.417432 + Penalty 3446.044241 = -4449384.373191 nChanged 1 SP:Iteration 70Q (1038.085488 sec): 3 clusters Score: Raw -4452830.679334 + Penalty 3446.044241 = -4449384.635093 nChanged 1 SP:Iteration 71Q (1038.142829 sec): 3 clusters Score: Raw -4452831.287156 + Penalty 3446.044241 = -4449385.242915 nChanged 0 SP:Iteration 72F (1038.213440 sec): 3 clusters Score: Raw -4452831.287156 + Penalty 3446.044241 = -4449385.242915 nChanged 0 Trying to split cluster 10 (14290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1038.236100 sec): 2 clusters Score: Raw -1631156.577206 + Penalty 1554.688732 = -1629601.888475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1038.270732 sec): 3 clusters Score: Raw -1622783.367638 + Penalty 3109.377463 = -1619673.990175 nChanged 6336 SP:Iteration 1F (1038.304411 sec): 3 clusters Score: Raw -1626166.038557 + Penalty 3109.377463 = -1623056.661094 nChanged 805 SP:Iteration 2F (1038.337747 sec): 3 clusters Score: Raw -1626546.399156 + Penalty 3109.377463 = -1623437.021693 nChanged 747 SP:Iteration 3F (1038.371100 sec): 3 clusters Score: Raw -1626897.325595 + Penalty 3109.377463 = -1623787.948132 nChanged 698 SP:Iteration 4Q (1038.404938 sec): 3 clusters Score: Raw -1627223.923893 + Penalty 3109.377463 = -1624114.546430 nChanged 645 SP:Iteration 5Q (1038.438908 sec): 3 clusters Score: Raw -1627567.424669 + Penalty 3109.377463 = -1624458.047206 nChanged 697 SP:Iteration 6Q (1038.472728 sec): 3 clusters Score: Raw -1627921.669858 + Penalty 3109.377463 = -1624812.292395 nChanged 670 SP:Iteration 7Q (1038.506535 sec): 3 clusters Score: Raw -1628247.758034 + Penalty 3109.377463 = -1625138.380571 nChanged 622 SP:Iteration 8Q (1038.540039 sec): 3 clusters Score: Raw -1628549.269028 + Penalty 3109.377463 = -1625439.891565 nChanged 610 SP:Iteration 9Q (1038.573603 sec): 3 clusters Score: Raw -1628839.987721 + Penalty 3109.377463 = -1625730.610258 nChanged 569 SP:Iteration 10Q (1038.606951 sec): 3 clusters Score: Raw -1629095.428414 + Penalty 3109.377463 = -1625986.050951 nChanged 510 SP:Iteration 11Q (1038.671686 sec): 3 clusters Score: Raw -1629317.987651 + Penalty 3109.377463 = -1626208.610188 nChanged 464 SP:Iteration 12Q (1038.704793 sec): 3 clusters Score: Raw -1629507.669967 + Penalty 3109.377463 = -1626398.292503 nChanged 394 SP:Iteration 13Q (1038.737997 sec): 3 clusters Score: Raw -1629660.875109 + Penalty 3109.377463 = -1626551.497646 nChanged 352 SP:Iteration 14Q (1038.771311 sec): 3 clusters Score: Raw -1629806.708961 + Penalty 3109.377463 = -1626697.331498 nChanged 341 SP:Iteration 15Q (1038.804735 sec): 3 clusters Score: Raw -1629945.426995 + Penalty 3109.377463 = -1626836.049532 nChanged 296 SP:Iteration 16Q (1038.844368 sec): 3 clusters Score: Raw -1630056.705938 + Penalty 3109.377463 = -1626947.328475 nChanged 258 SP:Iteration 17Q (1038.877534 sec): 3 clusters Score: Raw -1630156.293785 + Penalty 3109.377463 = -1627046.916322 nChanged 273 SP:Iteration 18Q (1038.910473 sec): 3 clusters Score: Raw -1630249.028566 + Penalty 3109.377463 = -1627139.651103 nChanged 251 SP:Iteration 19Q (1038.943913 sec): 3 clusters Score: Raw -1630333.020296 + Penalty 3109.377463 = -1627223.642833 nChanged 206 SP:Iteration 20F (1038.977467 sec): 3 clusters Score: Raw -1630397.554740 + Penalty 3109.377463 = -1627288.177277 nChanged 190 SP:Iteration 21Q (1039.010391 sec): 3 clusters Score: Raw -1630447.753172 + Penalty 3109.377463 = -1627338.375709 nChanged 180 SP:Iteration 22Q (1039.043532 sec): 3 clusters Score: Raw -1630490.984007 + Penalty 3109.377463 = -1627381.606544 nChanged 150 SP:Iteration 23Q (1039.076430 sec): 3 clusters Score: Raw -1630525.031713 + Penalty 3109.377463 = -1627415.654250 nChanged 138 SP:Iteration 24Q (1039.109075 sec): 3 clusters Score: Raw -1630557.045741 + Penalty 3109.377463 = -1627447.668278 nChanged 147 SP:Iteration 25Q (1039.142008 sec): 3 clusters Score: Raw -1630594.627761 + Penalty 3109.377463 = -1627485.250298 nChanged 142 SP:Iteration 26Q (1039.174686 sec): 3 clusters Score: Raw -1630625.211815 + Penalty 3109.377463 = -1627515.834352 nChanged 122 SP:Iteration 27Q (1039.207187 sec): 3 clusters Score: Raw -1630648.276581 + Penalty 3109.377463 = -1627538.899118 nChanged 119 SP:Iteration 28Q (1039.239342 sec): 3 clusters Score: Raw -1630669.629283 + Penalty 3109.377463 = -1627560.251820 nChanged 89 SP:Iteration 29Q (1039.272451 sec): 3 clusters Score: Raw -1630684.542908 + Penalty 3109.377463 = -1627575.165445 nChanged 81 SP:Iteration 30Q (1039.304841 sec): 3 clusters Score: Raw -1630697.920499 + Penalty 3109.377463 = -1627588.543036 nChanged 63 SP:Iteration 31Q (1039.337355 sec): 3 clusters Score: Raw -1630706.547251 + Penalty 3109.377463 = -1627597.169788 nChanged 54 SP:Iteration 32Q (1039.369997 sec): 3 clusters Score: Raw -1630714.258282 + Penalty 3109.377463 = -1627604.880819 nChanged 50 SP:Iteration 33Q (1039.402590 sec): 3 clusters Score: Raw -1630722.132902 + Penalty 3109.377463 = -1627612.755439 nChanged 64 SP:Iteration 34Q (1039.434977 sec): 3 clusters Score: Raw -1630731.009743 + Penalty 3109.377463 = -1627621.632280 nChanged 57 SP:Iteration 35Q (1039.467690 sec): 3 clusters Score: Raw -1630738.929110 + Penalty 3109.377463 = -1627629.551647 nChanged 47 SP:Iteration 36Q (1039.500137 sec): 3 clusters Score: Raw -1630744.203735 + Penalty 3109.377463 = -1627634.826271 nChanged 39 SP:Iteration 37Q (1039.532558 sec): 3 clusters Score: Raw -1630749.662288 + Penalty 3109.377463 = -1627640.284825 nChanged 50 SP:Iteration 38Q (1039.564940 sec): 3 clusters Score: Raw -1630757.027038 + Penalty 3109.377463 = -1627647.649575 nChanged 49 SP:Iteration 39Q (1039.597175 sec): 3 clusters Score: Raw -1630764.360855 + Penalty 3109.377463 = -1627654.983392 nChanged 41 SP:Iteration 40F (1039.630454 sec): 3 clusters Score: Raw -1630772.203942 + Penalty 3109.377463 = -1627662.826479 nChanged 50 SP:Iteration 41Q (1039.663139 sec): 3 clusters Score: Raw -1630780.279371 + Penalty 3109.377463 = -1627670.901908 nChanged 59 SP:Iteration 42Q (1039.695628 sec): 3 clusters Score: Raw -1630790.536329 + Penalty 3109.377463 = -1627681.158866 nChanged 49 SP:Iteration 43Q (1039.728185 sec): 3 clusters Score: Raw -1630798.532169 + Penalty 3109.377463 = -1627689.154706 nChanged 50 SP:Iteration 44Q (1039.760665 sec): 3 clusters Score: Raw -1630806.008868 + Penalty 3109.377463 = -1627696.631405 nChanged 49 SP:Iteration 45Q (1039.792827 sec): 3 clusters Score: Raw -1630815.255819 + Penalty 3109.377463 = -1627705.878356 nChanged 44 SP:Iteration 46Q (1039.825276 sec): 3 clusters Score: Raw -1630822.474892 + Penalty 3109.377463 = -1627713.097429 nChanged 47 SP:Iteration 47Q (1039.857579 sec): 3 clusters Score: Raw -1630828.622331 + Penalty 3109.377463 = -1627719.244868 nChanged 40 SP:Iteration 48Q (1039.889916 sec): 3 clusters Score: Raw -1630834.369072 + Penalty 3109.377463 = -1627724.991609 nChanged 47 SP:Iteration 49Q (1039.922199 sec): 3 clusters Score: Raw -1630842.485758 + Penalty 3109.377463 = -1627733.108295 nChanged 52 SP:Iteration 50Q (1039.954881 sec): 3 clusters Score: Raw -1630849.624392 + Penalty 3109.377463 = -1627740.246929 nChanged 40 SP:Iteration 51Q (1039.987185 sec): 3 clusters Score: Raw -1630857.190588 + Penalty 3109.377463 = -1627747.813125 nChanged 43 SP:Iteration 52Q (1040.019497 sec): 3 clusters Score: Raw -1630864.099472 + Penalty 3109.377463 = -1627754.722009 nChanged 48 SP:Iteration 53Q (1040.051913 sec): 3 clusters Score: Raw -1630871.125215 + Penalty 3109.377463 = -1627761.747752 nChanged 48 SP:Iteration 54Q (1040.084105 sec): 3 clusters Score: Raw -1630877.520255 + Penalty 3109.377463 = -1627768.142792 nChanged 50 SP:Iteration 55Q (1040.116310 sec): 3 clusters Score: Raw -1630886.627575 + Penalty 3109.377463 = -1627777.250112 nChanged 60 SP:Iteration 56Q (1040.148672 sec): 3 clusters Score: Raw -1630896.966801 + Penalty 3109.377463 = -1627787.589338 nChanged 59 SP:Iteration 57Q (1040.180803 sec): 3 clusters Score: Raw -1630907.409430 + Penalty 3109.377463 = -1627798.031967 nChanged 58 SP:Iteration 58Q (1040.213005 sec): 3 clusters Score: Raw -1630917.482266 + Penalty 3109.377463 = -1627808.104803 nChanged 54 SP:Iteration 59Q (1040.245015 sec): 3 clusters Score: Raw -1630925.464790 + Penalty 3109.377463 = -1627816.087327 nChanged 42 SP:Iteration 60F (1040.278280 sec): 3 clusters Score: Raw -1630931.882088 + Penalty 3109.377463 = -1627822.504625 nChanged 45 SP:Iteration 61Q (1040.310846 sec): 3 clusters Score: Raw -1630937.333305 + Penalty 3109.377463 = -1627827.955842 nChanged 38 SP:Iteration 62Q (1040.342925 sec): 3 clusters Score: Raw -1630941.814805 + Penalty 3109.377463 = -1627832.437342 nChanged 40 SP:Iteration 63Q (1040.375053 sec): 3 clusters Score: Raw -1630947.560602 + Penalty 3109.377463 = -1627838.183139 nChanged 41 SP:Iteration 64Q (1040.407346 sec): 3 clusters Score: Raw -1630954.469203 + Penalty 3109.377463 = -1627845.091740 nChanged 53 SP:Iteration 65Q (1040.439381 sec): 3 clusters Score: Raw -1630961.985013 + Penalty 3109.377463 = -1627852.607550 nChanged 48 SP:Iteration 66Q (1040.471421 sec): 3 clusters Score: Raw -1630972.063992 + Penalty 3109.377463 = -1627862.686529 nChanged 62 SP:Iteration 67Q (1040.503339 sec): 3 clusters Score: Raw -1630985.562096 + Penalty 3109.377463 = -1627876.184633 nChanged 71 SP:Iteration 68Q (1040.535278 sec): 3 clusters Score: Raw -1630999.121827 + Penalty 3109.377463 = -1627889.744364 nChanged 65 SP:Iteration 69Q (1040.567157 sec): 3 clusters Score: Raw -1631011.275952 + Penalty 3109.377463 = -1627901.898489 nChanged 63 SP:Iteration 70Q (1040.598862 sec): 3 clusters Score: Raw -1631021.427896 + Penalty 3109.377463 = -1627912.050433 nChanged 58 SP:Iteration 71Q (1040.630607 sec): 3 clusters Score: Raw -1631031.269013 + Penalty 3109.377463 = -1627921.891550 nChanged 57 SP:Iteration 72Q (1040.662355 sec): 3 clusters Score: Raw -1631040.821862 + Penalty 3109.377463 = -1627931.444399 nChanged 64 SP:Iteration 73Q (1040.694094 sec): 3 clusters Score: Raw -1631051.190540 + Penalty 3109.377463 = -1627941.813077 nChanged 59 SP:Iteration 74Q (1040.725780 sec): 3 clusters Score: Raw -1631062.009501 + Penalty 3109.377463 = -1627952.632038 nChanged 75 SP:Iteration 75Q (1040.757351 sec): 3 clusters Score: Raw -1631079.377191 + Penalty 3109.377463 = -1627969.999728 nChanged 81 SP:Iteration 76Q (1040.788983 sec): 3 clusters Score: Raw -1631096.536809 + Penalty 3109.377463 = -1627987.159346 nChanged 68 SP:Iteration 77Q (1040.820724 sec): 3 clusters Score: Raw -1631111.110479 + Penalty 3109.377463 = -1628001.733016 nChanged 80 SP:Iteration 78Q (1040.852404 sec): 3 clusters Score: Raw -1631133.479738 + Penalty 3109.377463 = -1628024.102275 nChanged 100 SP:Iteration 79Q (1040.884171 sec): 3 clusters Score: Raw -1631161.549293 + Penalty 3109.377463 = -1628052.171830 nChanged 99 SP:Iteration 80F (1040.917656 sec): 3 clusters Score: Raw -1631189.298331 + Penalty 3109.377463 = -1628079.920868 nChanged 96 SP:Iteration 81Q (1040.949334 sec): 3 clusters Score: Raw -1631215.988548 + Penalty 3109.377463 = -1628106.611085 nChanged 92 SP:Iteration 82Q (1040.980833 sec): 3 clusters Score: Raw -1631245.219775 + Penalty 3109.377463 = -1628135.842312 nChanged 105 SP:Iteration 83Q (1041.012332 sec): 3 clusters Score: Raw -1631276.918444 + Penalty 3109.377463 = -1628167.540981 nChanged 93 SP:Iteration 84Q (1041.043627 sec): 3 clusters Score: Raw -1631301.829459 + Penalty 3109.377463 = -1628192.451996 nChanged 95 SP:Iteration 85Q (1041.074994 sec): 3 clusters Score: Raw -1631326.402863 + Penalty 3109.377463 = -1628217.025400 nChanged 94 SP:Iteration 86Q (1041.106304 sec): 3 clusters Score: Raw -1631352.127391 + Penalty 3109.377463 = -1628242.749928 nChanged 95 SP:Iteration 87Q (1041.137452 sec): 3 clusters Score: Raw -1631377.943667 + Penalty 3109.377463 = -1628268.566204 nChanged 92 SP:Iteration 88Q (1041.168749 sec): 3 clusters Score: Raw -1631402.934313 + Penalty 3109.377463 = -1628293.556850 nChanged 78 SP:Iteration 89Q (1041.199635 sec): 3 clusters Score: Raw -1631424.923778 + Penalty 3109.377463 = -1628315.546315 nChanged 89 SP:Iteration 90Q (1041.230735 sec): 3 clusters Score: Raw -1631450.508509 + Penalty 3109.377463 = -1628341.131046 nChanged 91 SP:Iteration 91Q (1041.261449 sec): 3 clusters Score: Raw -1631477.381621 + Penalty 3109.377463 = -1628368.004158 nChanged 81 SP:Iteration 92Q (1041.292210 sec): 3 clusters Score: Raw -1631503.734501 + Penalty 3109.377463 = -1628394.357038 nChanged 82 SP:Iteration 93Q (1041.322856 sec): 3 clusters Score: Raw -1631527.232504 + Penalty 3109.377463 = -1628417.855041 nChanged 76 SP:Iteration 94Q (1041.353453 sec): 3 clusters Score: Raw -1631551.858336 + Penalty 3109.377463 = -1628442.480873 nChanged 83 SP:Iteration 95Q (1041.384015 sec): 3 clusters Score: Raw -1631578.773213 + Penalty 3109.377463 = -1628469.395750 nChanged 81 SP:Iteration 96Q (1041.414498 sec): 3 clusters Score: Raw -1631600.622715 + Penalty 3109.377463 = -1628491.245252 nChanged 71 SP:Iteration 97Q (1041.445018 sec): 3 clusters Score: Raw -1631622.744141 + Penalty 3109.377463 = -1628513.366678 nChanged 64 SP:Iteration 98Q (1041.475270 sec): 3 clusters Score: Raw -1631642.860172 + Penalty 3109.377463 = -1628533.482709 nChanged 67 SP:Iteration 99Q (1041.505625 sec): 3 clusters Score: Raw -1631660.662436 + Penalty 3109.377463 = -1628551.284973 nChanged 58 SP:Iteration 100F (1041.538854 sec): 3 clusters Score: Raw -1631674.388920 + Penalty 3109.377463 = -1628565.011457 nChanged 46 SP:Iteration 101Q (1041.569214 sec): 3 clusters Score: Raw -1631684.615498 + Penalty 3109.377463 = -1628575.238035 nChanged 49 SP:Iteration 102Q (1041.599420 sec): 3 clusters Score: Raw -1631697.714657 + Penalty 3109.377463 = -1628588.337194 nChanged 40 SP:Iteration 103Q (1041.629629 sec): 3 clusters Score: Raw -1631707.953533 + Penalty 3109.377463 = -1628598.576070 nChanged 41 SP:Iteration 104Q (1041.659978 sec): 3 clusters Score: Raw -1631720.817186 + Penalty 3109.377463 = -1628611.439723 nChanged 48 SP:Iteration 105Q (1041.690069 sec): 3 clusters Score: Raw -1631732.015442 + Penalty 3109.377463 = -1628622.637979 nChanged 42 SP:Iteration 106Q (1041.720160 sec): 3 clusters Score: Raw -1631741.998597 + Penalty 3109.377463 = -1628632.621134 nChanged 41 SP:Iteration 107Q (1041.750069 sec): 3 clusters Score: Raw -1631752.257037 + Penalty 3109.377463 = -1628642.879574 nChanged 43 SP:Iteration 108Q (1041.780060 sec): 3 clusters Score: Raw -1631762.862562 + Penalty 3109.377463 = -1628653.485099 nChanged 45 SP:Iteration 109Q (1041.809997 sec): 3 clusters Score: Raw -1631773.732367 + Penalty 3109.377463 = -1628664.354904 nChanged 32 SP:Iteration 110Q (1041.839964 sec): 3 clusters Score: Raw -1631780.444665 + Penalty 3109.377463 = -1628671.067201 nChanged 29 SP:Iteration 111Q (1041.869789 sec): 3 clusters Score: Raw -1631786.090984 + Penalty 3109.377463 = -1628676.713521 nChanged 25 SP:Iteration 112Q (1041.899734 sec): 3 clusters Score: Raw -1631791.525837 + Penalty 3109.377463 = -1628682.148374 nChanged 32 SP:Iteration 113Q (1041.929477 sec): 3 clusters Score: Raw -1631797.785103 + Penalty 3109.377463 = -1628688.407640 nChanged 26 SP:Iteration 114Q (1041.959300 sec): 3 clusters Score: Raw -1631803.754048 + Penalty 3109.377463 = -1628694.376585 nChanged 30 SP:Iteration 115Q (1041.989234 sec): 3 clusters Score: Raw -1631811.184539 + Penalty 3109.377463 = -1628701.807075 nChanged 32 SP:Iteration 116Q (1042.018968 sec): 3 clusters Score: Raw -1631820.439299 + Penalty 3109.377463 = -1628711.061836 nChanged 33 SP:Iteration 117Q (1042.048822 sec): 3 clusters Score: Raw -1631829.612802 + Penalty 3109.377463 = -1628720.235339 nChanged 35 SP:Iteration 118Q (1042.078549 sec): 3 clusters Score: Raw -1631840.382161 + Penalty 3109.377463 = -1628731.004698 nChanged 32 SP:Iteration 119Q (1042.108230 sec): 3 clusters Score: Raw -1631851.864464 + Penalty 3109.377463 = -1628742.487001 nChanged 33 SP:Iteration 120F (1042.141276 sec): 3 clusters Score: Raw -1631861.855226 + Penalty 3109.377463 = -1628752.477763 nChanged 26 SP:Iteration 121Q (1042.170885 sec): 3 clusters Score: Raw -1631870.091276 + Penalty 3109.377463 = -1628760.713813 nChanged 33 SP:Iteration 122Q (1042.200398 sec): 3 clusters Score: Raw -1631879.893258 + Penalty 3109.377463 = -1628770.515795 nChanged 24 SP:Iteration 123Q (1042.230001 sec): 3 clusters Score: Raw -1631887.650915 + Penalty 3109.377463 = -1628778.273452 nChanged 19 SP:Iteration 124Q (1042.259446 sec): 3 clusters Score: Raw -1631894.037889 + Penalty 3109.377463 = -1628784.660426 nChanged 18 SP:Iteration 125Q (1042.288884 sec): 3 clusters Score: Raw -1631898.578524 + Penalty 3109.377463 = -1628789.201061 nChanged 20 SP:Iteration 126Q (1042.318322 sec): 3 clusters Score: Raw -1631905.762152 + Penalty 3109.377463 = -1628796.384689 nChanged 21 SP:Iteration 127Q (1042.347694 sec): 3 clusters Score: Raw -1631911.405109 + Penalty 3109.377463 = -1628802.027646 nChanged 19 SP:Iteration 128Q (1042.377247 sec): 3 clusters Score: Raw -1631918.205973 + Penalty 3109.377463 = -1628808.828510 nChanged 21 SP:Iteration 129Q (1042.406492 sec): 3 clusters Score: Raw -1631926.315071 + Penalty 3109.377463 = -1628816.937608 nChanged 18 SP:Iteration 130Q (1042.435955 sec): 3 clusters Score: Raw -1631932.043078 + Penalty 3109.377463 = -1628822.665615 nChanged 18 SP:Iteration 131Q (1042.465159 sec): 3 clusters Score: Raw -1631938.322480 + Penalty 3109.377463 = -1628828.945017 nChanged 18 SP:Iteration 132Q (1042.494471 sec): 3 clusters Score: Raw -1631943.733555 + Penalty 3109.377463 = -1628834.356091 nChanged 15 SP:Iteration 133Q (1042.529564 sec): 3 clusters Score: Raw -1631948.014808 + Penalty 3109.377463 = -1628838.637345 nChanged 16 SP:Iteration 134Q (1042.558792 sec): 3 clusters Score: Raw -1631952.929039 + Penalty 3109.377463 = -1628843.551576 nChanged 12 SP:Iteration 135Q (1042.590848 sec): 3 clusters Score: Raw -1631955.557647 + Penalty 3109.377463 = -1628846.180184 nChanged 7 SP:Iteration 136Q (1042.619809 sec): 3 clusters Score: Raw -1631957.503561 + Penalty 3109.377463 = -1628848.126098 nChanged 10 SP:Iteration 137Q (1042.649073 sec): 3 clusters Score: Raw -1631959.367524 + Penalty 3109.377463 = -1628849.990061 nChanged 8 SP:Iteration 138Q (1042.678283 sec): 3 clusters Score: Raw -1631962.393629 + Penalty 3109.377463 = -1628853.016166 nChanged 10 SP:Iteration 139Q (1042.707697 sec): 3 clusters Score: Raw -1631965.051515 + Penalty 3109.377463 = -1628855.674052 nChanged 12 SP:Iteration 140F (1042.740876 sec): 3 clusters Score: Raw -1631969.503334 + Penalty 3109.377463 = -1628860.125870 nChanged 15 SP:Iteration 141Q (1042.770110 sec): 3 clusters Score: Raw -1631975.773034 + Penalty 3109.377463 = -1628866.395571 nChanged 11 SP:Iteration 142Q (1042.799252 sec): 3 clusters Score: Raw -1631977.911115 + Penalty 3109.377463 = -1628868.533652 nChanged 3 SP:Iteration 143Q (1042.828504 sec): 3 clusters Score: Raw -1631978.701394 + Penalty 3109.377463 = -1628869.323930 nChanged 4 SP:Iteration 144Q (1042.857690 sec): 3 clusters Score: Raw -1631979.639766 + Penalty 3109.377463 = -1628870.262303 nChanged 5 SP:Iteration 145Q (1042.886800 sec): 3 clusters Score: Raw -1631980.941861 + Penalty 3109.377463 = -1628871.564398 nChanged 3 SP:Iteration 146Q (1042.916008 sec): 3 clusters Score: Raw -1631981.596906 + Penalty 3109.377463 = -1628872.219443 nChanged 2 SP:Iteration 147Q (1042.945187 sec): 3 clusters Score: Raw -1631982.357399 + Penalty 3109.377463 = -1628872.979936 nChanged 3 SP:Iteration 148Q (1042.974285 sec): 3 clusters Score: Raw -1631983.005400 + Penalty 3109.377463 = -1628873.627937 nChanged 3 SP:Iteration 149Q (1043.003482 sec): 3 clusters Score: Raw -1631983.688189 + Penalty 3109.377463 = -1628874.310726 nChanged 4 SP:Iteration 150Q (1043.032768 sec): 3 clusters Score: Raw -1631984.782597 + Penalty 3109.377463 = -1628875.405133 nChanged 2 SP:Iteration 151Q (1043.061882 sec): 3 clusters Score: Raw -1631985.401245 + Penalty 3109.377463 = -1628876.023782 nChanged 0 SP:Iteration 152F (1043.095054 sec): 3 clusters Score: Raw -1631985.401245 + Penalty 3109.377463 = -1628876.023782 nChanged 0 Trying to split cluster 11 (34550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1043.146697 sec): 2 clusters Score: Raw -3689198.966578 + Penalty 1698.151460 = -3687500.815118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1043.213470 sec): 3 clusters Score: Raw -3667790.033295 + Penalty 3396.302919 = -3664393.730376 nChanged 15935 SP:Iteration 1F (1043.275869 sec): 3 clusters Score: Raw -3677128.032473 + Penalty 3396.302919 = -3673731.729554 nChanged 1921 SP:Iteration 2F (1043.338416 sec): 3 clusters Score: Raw -3677940.369057 + Penalty 3396.302919 = -3674544.066138 nChanged 1929 SP:Iteration 3F (1043.400658 sec): 3 clusters Score: Raw -3678840.525612 + Penalty 3396.302919 = -3675444.222693 nChanged 1975 SP:Iteration 4F (1043.462953 sec): 3 clusters Score: Raw -3679861.107863 + Penalty 3396.302919 = -3676464.804944 nChanged 1984 SP:Iteration 5F (1043.525123 sec): 3 clusters Score: Raw -3681039.642509 + Penalty 3396.302919 = -3677643.339590 nChanged 1988 SP:Iteration 6F (1043.587066 sec): 3 clusters Score: Raw -3682380.047979 + Penalty 3396.302919 = -3678983.745060 nChanged 1821 SP:Iteration 7F (1043.649709 sec): 3 clusters Score: Raw -3683832.409441 + Penalty 3396.302919 = -3680436.106522 nChanged 1592 SP:Iteration 8Q (1043.714184 sec): 3 clusters Score: Raw -3685216.653343 + Penalty 3396.302919 = -3681820.350423 nChanged 1276 SP:Iteration 9Q (1043.776662 sec): 3 clusters Score: Raw -3686137.594873 + Penalty 3396.302919 = -3682741.291954 nChanged 927 SP:Iteration 10Q (1043.837307 sec): 3 clusters Score: Raw -3686631.273764 + Penalty 3396.302919 = -3683234.970845 nChanged 636 SP:Iteration 11Q (1043.896626 sec): 3 clusters Score: Raw -3686900.588059 + Penalty 3396.302919 = -3683504.285139 nChanged 496 SP:Iteration 12Q (1043.954842 sec): 3 clusters Score: Raw -3687095.434239 + Penalty 3396.302919 = -3683699.131319 nChanged 445 SP:Iteration 13Q (1044.012714 sec): 3 clusters Score: Raw -3687270.726680 + Penalty 3396.302919 = -3683874.423760 nChanged 385 SP:Iteration 14Q (1044.070093 sec): 3 clusters Score: Raw -3687426.337637 + Penalty 3396.302919 = -3684030.034718 nChanged 367 SP:Iteration 15Q (1044.126585 sec): 3 clusters Score: Raw -3687598.247060 + Penalty 3396.302919 = -3684201.944141 nChanged 369 SP:Iteration 16Q (1044.182731 sec): 3 clusters Score: Raw -3687783.328280 + Penalty 3396.302919 = -3684387.025361 nChanged 376 SP:Iteration 17Q (1044.238259 sec): 3 clusters Score: Raw -3687975.873065 + Penalty 3396.302919 = -3684579.570146 nChanged 340 SP:Iteration 18Q (1044.293626 sec): 3 clusters Score: Raw -3688166.277224 + Penalty 3396.302919 = -3684769.974305 nChanged 327 SP:Iteration 19Q (1044.348275 sec): 3 clusters Score: Raw -3688345.680583 + Penalty 3396.302919 = -3684949.377664 nChanged 315 SP:Iteration 20F (1044.410061 sec): 3 clusters Score: Raw -3688532.833037 + Penalty 3396.302919 = -3685136.530117 nChanged 308 SP:Iteration 21Q (1044.464198 sec): 3 clusters Score: Raw -3688702.758115 + Penalty 3396.302919 = -3685306.455195 nChanged 268 SP:Iteration 22Q (1044.548381 sec): 3 clusters Score: Raw -3688858.165094 + Penalty 3396.302919 = -3685461.862174 nChanged 269 SP:Iteration 23Q (1044.601386 sec): 3 clusters Score: Raw -3688994.558188 + Penalty 3396.302919 = -3685598.255268 nChanged 196 SP:Iteration 24Q (1044.654417 sec): 3 clusters Score: Raw -3689099.310098 + Penalty 3396.302919 = -3685703.007179 nChanged 203 SP:Iteration 25Q (1044.708901 sec): 3 clusters Score: Raw -3689192.009883 + Penalty 3396.302919 = -3685795.706964 nChanged 159 SP:Iteration 26Q (1044.761139 sec): 3 clusters Score: Raw -3689253.081811 + Penalty 3396.302919 = -3685856.778892 nChanged 130 SP:Iteration 27Q (1044.813763 sec): 3 clusters Score: Raw -3689296.253236 + Penalty 3396.302919 = -3685899.950317 nChanged 105 SP:Iteration 28Q (1044.866207 sec): 3 clusters Score: Raw -3689334.707159 + Penalty 3396.302919 = -3685938.404239 nChanged 102 SP:Iteration 29Q (1044.919149 sec): 3 clusters Score: Raw -3689372.152420 + Penalty 3396.302919 = -3685975.849501 nChanged 82 SP:Iteration 30Q (1044.970973 sec): 3 clusters Score: Raw -3689397.996324 + Penalty 3396.302919 = -3686001.693404 nChanged 66 SP:Iteration 31Q (1045.023118 sec): 3 clusters Score: Raw -3689415.302969 + Penalty 3396.302919 = -3686019.000049 nChanged 60 SP:Iteration 32Q (1045.075487 sec): 3 clusters Score: Raw -3689430.547841 + Penalty 3396.302919 = -3686034.244922 nChanged 54 SP:Iteration 33Q (1045.127610 sec): 3 clusters Score: Raw -3689444.214330 + Penalty 3396.302919 = -3686047.911410 nChanged 48 SP:Iteration 34Q (1045.179729 sec): 3 clusters Score: Raw -3689453.629841 + Penalty 3396.302919 = -3686057.326922 nChanged 40 SP:Iteration 35Q (1045.231814 sec): 3 clusters Score: Raw -3689461.988960 + Penalty 3396.302919 = -3686065.686041 nChanged 39 SP:Iteration 36Q (1045.283733 sec): 3 clusters Score: Raw -3689469.344245 + Penalty 3396.302919 = -3686073.041325 nChanged 27 SP:Iteration 37Q (1045.335620 sec): 3 clusters Score: Raw -3689473.999517 + Penalty 3396.302919 = -3686077.696598 nChanged 31 SP:Iteration 38Q (1045.387422 sec): 3 clusters Score: Raw -3689481.214652 + Penalty 3396.302919 = -3686084.911732 nChanged 21 SP:Iteration 39Q (1045.439225 sec): 3 clusters Score: Raw -3689484.703721 + Penalty 3396.302919 = -3686088.400801 nChanged 15 SP:Iteration 40F (1045.501078 sec): 3 clusters Score: Raw -3689486.680565 + Penalty 3396.302919 = -3686090.377645 nChanged 12 SP:Iteration 41Q (1045.553880 sec): 3 clusters Score: Raw -3689488.090754 + Penalty 3396.302919 = -3686091.787835 nChanged 9 SP:Iteration 42Q (1045.605895 sec): 3 clusters Score: Raw -3689489.263811 + Penalty 3396.302919 = -3686092.960892 nChanged 8 SP:Iteration 43Q (1045.657938 sec): 3 clusters Score: Raw -3689490.583784 + Penalty 3396.302919 = -3686094.280865 nChanged 9 SP:Iteration 44Q (1045.727042 sec): 3 clusters Score: Raw -3689491.899455 + Penalty 3396.302919 = -3686095.596536 nChanged 7 SP:Iteration 45Q (1045.785469 sec): 3 clusters Score: Raw -3689492.734814 + Penalty 3396.302919 = -3686096.431895 nChanged 4 SP:Iteration 46Q (1045.838664 sec): 3 clusters Score: Raw -3689493.199125 + Penalty 3396.302919 = -3686096.896206 nChanged 6 SP:Iteration 47Q (1045.890606 sec): 3 clusters Score: Raw -3689493.977878 + Penalty 3396.302919 = -3686097.674959 nChanged 6 SP:Iteration 48Q (1045.942306 sec): 3 clusters Score: Raw -3689494.522312 + Penalty 3396.302919 = -3686098.219393 nChanged 5 SP:Iteration 49Q (1045.993860 sec): 3 clusters Score: Raw -3689495.124841 + Penalty 3396.302919 = -3686098.821922 nChanged 5 SP:Iteration 50Q (1046.045864 sec): 3 clusters Score: Raw -3689495.722720 + Penalty 3396.302919 = -3686099.419801 nChanged 7 SP:Iteration 51Q (1046.097776 sec): 3 clusters Score: Raw -3689496.575721 + Penalty 3396.302919 = -3686100.272801 nChanged 6 SP:Iteration 52Q (1046.149348 sec): 3 clusters Score: Raw -3689497.372448 + Penalty 3396.302919 = -3686101.069528 nChanged 5 SP:Iteration 53Q (1046.201130 sec): 3 clusters Score: Raw -3689497.870682 + Penalty 3396.302919 = -3686101.567763 nChanged 1 SP:Iteration 54Q (1046.252941 sec): 3 clusters Score: Raw -3689498.084089 + Penalty 3396.302919 = -3686101.781170 nChanged 2 SP:Iteration 55Q (1046.304688 sec): 3 clusters Score: Raw -3689498.364739 + Penalty 3396.302919 = -3686102.061819 nChanged 2 SP:Iteration 56Q (1046.392362 sec): 3 clusters Score: Raw -3689498.501114 + Penalty 3396.302919 = -3686102.198195 nChanged 0 SP:Iteration 57F (1046.453328 sec): 3 clusters Score: Raw -3689498.501114 + Penalty 3396.302919 = -3686102.198195 nChanged 0 Trying to split cluster 12 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.462773 sec): 2 clusters Score: Raw -18210.478505 + Penalty 870.445270 = -17340.033236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.464667 sec): 3 clusters Score: Raw -18352.069903 + Penalty 1740.890539 = -16611.179364 nChanged 30 SP:Iteration 1F (1046.466467 sec): 3 clusters Score: Raw -18496.141254 + Penalty 1740.890539 = -16755.250714 nChanged 14 SP:Iteration 2F (1046.468161 sec): 3 clusters Score: Raw -18548.066676 + Penalty 1740.890539 = -16807.176137 nChanged 8 SP:Iteration 3Q (1046.469783 sec): 3 clusters Score: Raw -18580.670312 + Penalty 1740.890539 = -16839.779772 nChanged 5 SP:Iteration 4Q (1046.471374 sec): 3 clusters Score: Raw -18650.293604 + Penalty 1740.890539 = -16909.403064 nChanged 5 SP:Iteration 5Q (1046.472962 sec): 3 clusters Score: Raw -18671.755051 + Penalty 1740.890539 = -16930.864512 nChanged 5 SP:Iteration 6Q (1046.474554 sec): 3 clusters Score: Raw -18702.413077 + Penalty 1740.890539 = -16961.522538 nChanged 2 SP:Iteration 7Q (1046.476130 sec): 3 clusters Score: Raw -18753.057074 + Penalty 1740.890539 = -17012.166535 nChanged 2 SP:Iteration 8Q (1046.477695 sec): 3 clusters Score: Raw -18767.124673 + Penalty 1740.890539 = -17026.234134 nChanged 1 SP:Iteration 9Q (1046.479264 sec): 3 clusters Score: Raw -18770.526427 + Penalty 1740.890539 = -17029.635887 nChanged 0 SP:Iteration 10F (1046.480922 sec): 3 clusters Score: Raw -18770.526427 + Penalty 1740.890539 = -17029.635887 nChanged 0 Trying to split cluster 13 (101632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.612852 sec): 2 clusters Score: Raw -11652279.609755 + Penalty 1873.480980 = -11650406.128775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.782712 sec): 3 clusters Score: Raw -11586341.504623 + Penalty 3746.961961 = -11582594.542662 nChanged 48468 SP:Iteration 1F (1046.950420 sec): 3 clusters Score: Raw -11615204.369444 + Penalty 3746.961961 = -11611457.407484 nChanged 4410 SP:Iteration 2Q (1047.128940 sec): 3 clusters Score: Raw -11616688.320766 + Penalty 3746.961961 = -11612941.358805 nChanged 5252 SP:Iteration 3F (1047.296745 sec): 3 clusters Score: Raw -11618997.175131 + Penalty 3746.961961 = -11615250.213170 nChanged 6322 SP:Iteration 4F (1047.464401 sec): 3 clusters Score: Raw -11622609.984587 + Penalty 3746.961961 = -11618863.022627 nChanged 7617 SP:Iteration 5F (1047.632691 sec): 3 clusters Score: Raw -11628241.793898 + Penalty 3746.961961 = -11624494.831937 nChanged 8348 SP:Iteration 6F (1047.801200 sec): 3 clusters Score: Raw -11635624.680921 + Penalty 3746.961961 = -11631877.718960 nChanged 7648 SP:Iteration 7F (1047.969451 sec): 3 clusters Score: Raw -11642912.751360 + Penalty 3746.961961 = -11639165.789399 nChanged 5439 SP:Iteration 8F (1048.137471 sec): 3 clusters Score: Raw -11648075.000258 + Penalty 3746.961961 = -11644328.038298 nChanged 3049 SP:Iteration 9Q (1048.308838 sec): 3 clusters Score: Raw -11650757.379529 + Penalty 3746.961961 = -11647010.417569 nChanged 1478 SP:Iteration 10Q (1048.466406 sec): 3 clusters Score: Raw -11651900.895898 + Penalty 3746.961961 = -11648153.933937 nChanged 684 SP:Iteration 11Q (1048.613948 sec): 3 clusters Score: Raw -11652411.326502 + Penalty 3746.961961 = -11648664.364542 nChanged 366 SP:Iteration 12Q (1048.755330 sec): 3 clusters Score: Raw -11652698.366343 + Penalty 3746.961961 = -11648951.404382 nChanged 225 SP:Iteration 13Q (1048.893261 sec): 3 clusters Score: Raw -11652904.126431 + Penalty 3746.961961 = -11649157.164471 nChanged 173 SP:Iteration 14Q (1049.029394 sec): 3 clusters Score: Raw -11653032.052670 + Penalty 3746.961961 = -11649285.090709 nChanged 135 SP:Iteration 15Q (1049.163406 sec): 3 clusters Score: Raw -11653122.257189 + Penalty 3746.961961 = -11649375.295228 nChanged 123 SP:Iteration 16Q (1049.296708 sec): 3 clusters Score: Raw -11653199.819060 + Penalty 3746.961961 = -11649452.857100 nChanged 109 SP:Iteration 17Q (1049.429795 sec): 3 clusters Score: Raw -11653263.864425 + Penalty 3746.961961 = -11649516.902464 nChanged 100 SP:Iteration 18Q (1049.596754 sec): 3 clusters Score: Raw -11653314.688292 + Penalty 3746.961961 = -11649567.726332 nChanged 90 SP:Iteration 19Q (1049.765614 sec): 3 clusters Score: Raw -11653359.106559 + Penalty 3746.961961 = -11649612.144599 nChanged 82 SP:Iteration 20F (1049.968904 sec): 3 clusters Score: Raw -11653396.076593 + Penalty 3746.961961 = -11649649.114633 nChanged 67 SP:Iteration 21Q (1050.137010 sec): 3 clusters Score: Raw -11653424.683492 + Penalty 3746.961961 = -11649677.721531 nChanged 73 SP:Iteration 22Q (1050.305757 sec): 3 clusters Score: Raw -11653458.629556 + Penalty 3746.961961 = -11649711.667595 nChanged 76 SP:Iteration 23Q (1050.474750 sec): 3 clusters Score: Raw -11653492.466851 + Penalty 3746.961961 = -11649745.504891 nChanged 77 SP:Iteration 24Q (1050.639943 sec): 3 clusters Score: Raw -11653532.298494 + Penalty 3746.961961 = -11649785.336533 nChanged 85 SP:Iteration 25Q (1050.802554 sec): 3 clusters Score: Raw -11653576.680692 + Penalty 3746.961961 = -11649829.718731 nChanged 74 SP:Iteration 26Q (1050.970928 sec): 3 clusters Score: Raw -11653612.155273 + Penalty 3746.961961 = -11649865.193312 nChanged 82 SP:Iteration 27Q (1051.132818 sec): 3 clusters Score: Raw -11653648.299627 + Penalty 3746.961961 = -11649901.337666 nChanged 72 SP:Iteration 28Q (1051.288728 sec): 3 clusters Score: Raw -11653671.816880 + Penalty 3746.961961 = -11649924.854920 nChanged 71 SP:Iteration 29Q (1051.421181 sec): 3 clusters Score: Raw -11653693.954294 + Penalty 3746.961961 = -11649946.992333 nChanged 57 SP:Iteration 30Q (1051.553021 sec): 3 clusters Score: Raw -11653709.441759 + Penalty 3746.961961 = -11649962.479798 nChanged 58 SP:Iteration 31Q (1051.684623 sec): 3 clusters Score: Raw -11653726.459116 + Penalty 3746.961961 = -11649979.497155 nChanged 57 SP:Iteration 32Q (1051.816476 sec): 3 clusters Score: Raw -11653739.039454 + Penalty 3746.961961 = -11649992.077494 nChanged 46 SP:Iteration 33Q (1051.948161 sec): 3 clusters Score: Raw -11653749.144477 + Penalty 3746.961961 = -11650002.182516 nChanged 42 SP:Iteration 34Q (1052.080426 sec): 3 clusters Score: Raw -11653758.601150 + Penalty 3746.961961 = -11650011.639189 nChanged 35 SP:Iteration 35Q (1052.212482 sec): 3 clusters Score: Raw -11653768.982120 + Penalty 3746.961961 = -11650022.020159 nChanged 39 SP:Iteration 36Q (1052.344139 sec): 3 clusters Score: Raw -11653775.959645 + Penalty 3746.961961 = -11650028.997684 nChanged 26 SP:Iteration 37Q (1052.479700 sec): 3 clusters Score: Raw -11653780.788034 + Penalty 3746.961961 = -11650033.826074 nChanged 22 SP:Iteration 38Q (1052.611566 sec): 3 clusters Score: Raw -11653784.091458 + Penalty 3746.961961 = -11650037.129497 nChanged 15 SP:Iteration 39Q (1052.743638 sec): 3 clusters Score: Raw -11653786.594684 + Penalty 3746.961961 = -11650039.632723 nChanged 17 SP:Iteration 40F (1052.918214 sec): 3 clusters Score: Raw -11653826.794443 + Penalty 3746.961961 = -11650079.832482 nChanged 47 SP:Iteration 41Q (1053.051146 sec): 3 clusters Score: Raw -11653853.349026 + Penalty 3746.961961 = -11650106.387066 nChanged 62 SP:Iteration 42Q (1053.184366 sec): 3 clusters Score: Raw -11653874.488585 + Penalty 3746.961961 = -11650127.526624 nChanged 58 SP:Iteration 43Q (1053.317468 sec): 3 clusters Score: Raw -11653890.367101 + Penalty 3746.961961 = -11650143.405141 nChanged 63 SP:Iteration 44Q (1053.450941 sec): 3 clusters Score: Raw -11653907.772940 + Penalty 3746.961961 = -11650160.810979 nChanged 55 SP:Iteration 45Q (1053.584573 sec): 3 clusters Score: Raw -11653921.553566 + Penalty 3746.961961 = -11650174.591605 nChanged 47 SP:Iteration 46Q (1053.717951 sec): 3 clusters Score: Raw -11653931.684071 + Penalty 3746.961961 = -11650184.722110 nChanged 42 SP:Iteration 47Q (1053.851226 sec): 3 clusters Score: Raw -11653938.677571 + Penalty 3746.961961 = -11650191.715611 nChanged 33 SP:Iteration 48Q (1053.984641 sec): 3 clusters Score: Raw -11653944.072781 + Penalty 3746.961961 = -11650197.110820 nChanged 35 SP:Iteration 49Q (1054.147279 sec): 3 clusters Score: Raw -11653950.109732 + Penalty 3746.961961 = -11650203.147772 nChanged 35 SP:Iteration 50Q (1054.283010 sec): 3 clusters Score: Raw -11653956.638785 + Penalty 3746.961961 = -11650209.676825 nChanged 28 SP:Iteration 51Q (1054.416611 sec): 3 clusters Score: Raw -11653961.144611 + Penalty 3746.961961 = -11650214.182650 nChanged 31 SP:Iteration 52Q (1054.562211 sec): 3 clusters Score: Raw -11653966.764382 + Penalty 3746.961961 = -11650219.802421 nChanged 28 SP:Iteration 53Q (1054.696592 sec): 3 clusters Score: Raw -11653970.658470 + Penalty 3746.961961 = -11650223.696509 nChanged 27 SP:Iteration 54Q (1054.829259 sec): 3 clusters Score: Raw -11653974.312585 + Penalty 3746.961961 = -11650227.350625 nChanged 27 SP:Iteration 55Q (1054.961736 sec): 3 clusters Score: Raw -11653977.935428 + Penalty 3746.961961 = -11650230.973467 nChanged 24 SP:Iteration 56Q (1055.094571 sec): 3 clusters Score: Raw -11653981.329974 + Penalty 3746.961961 = -11650234.368013 nChanged 23 SP:Iteration 57Q (1055.227152 sec): 3 clusters Score: Raw -11653984.189856 + Penalty 3746.961961 = -11650237.227896 nChanged 22 SP:Iteration 58Q (1055.360019 sec): 3 clusters Score: Raw -11653987.064960 + Penalty 3746.961961 = -11650240.102999 nChanged 23 SP:Iteration 59Q (1055.493495 sec): 3 clusters Score: Raw -11653990.270933 + Penalty 3746.961961 = -11650243.308973 nChanged 15 SP:Iteration 60F (1055.657424 sec): 3 clusters Score: Raw -11653994.144017 + Penalty 3746.961961 = -11650247.182057 nChanged 23 SP:Iteration 61Q (1055.791896 sec): 3 clusters Score: Raw -11653998.190676 + Penalty 3746.961961 = -11650251.228716 nChanged 21 SP:Iteration 62Q (1055.926215 sec): 3 clusters Score: Raw -11654002.266859 + Penalty 3746.961961 = -11650255.304898 nChanged 28 SP:Iteration 63Q (1056.061125 sec): 3 clusters Score: Raw -11654006.813896 + Penalty 3746.961961 = -11650259.851935 nChanged 27 SP:Iteration 64Q (1056.195415 sec): 3 clusters Score: Raw -11654011.165790 + Penalty 3746.961961 = -11650264.203829 nChanged 27 SP:Iteration 65Q (1056.329512 sec): 3 clusters Score: Raw -11654015.097751 + Penalty 3746.961961 = -11650268.135790 nChanged 17 SP:Iteration 66Q (1056.463841 sec): 3 clusters Score: Raw -11654016.964257 + Penalty 3746.961961 = -11650270.002296 nChanged 8 SP:Iteration 67Q (1056.598477 sec): 3 clusters Score: Raw -11654017.839036 + Penalty 3746.961961 = -11650270.877075 nChanged 11 SP:Iteration 68Q (1056.734350 sec): 3 clusters Score: Raw -11654018.914653 + Penalty 3746.961961 = -11650271.952692 nChanged 9 SP:Iteration 69Q (1056.868583 sec): 3 clusters Score: Raw -11654019.913762 + Penalty 3746.961961 = -11650272.951802 nChanged 8 SP:Iteration 70Q (1057.003807 sec): 3 clusters Score: Raw -11654020.563788 + Penalty 3746.961961 = -11650273.601827 nChanged 5 SP:Iteration 71Q (1057.138105 sec): 3 clusters Score: Raw -11654021.046397 + Penalty 3746.961961 = -11650274.084436 nChanged 4 SP:Iteration 72Q (1057.272424 sec): 3 clusters Score: Raw -11654021.465968 + Penalty 3746.961961 = -11650274.504007 nChanged 0 SP:Iteration 73F (1057.439634 sec): 3 clusters Score: Raw -11654021.465968 + Penalty 3746.961961 = -11650274.504007 nChanged 0 Trying to split cluster 14 (28391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1057.478590 sec): 2 clusters Score: Raw -3226422.693197 + Penalty 1666.246964 = -3224756.446232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1057.538794 sec): 3 clusters Score: Raw -3209048.180494 + Penalty 3332.493929 = -3205715.686565 nChanged 13050 SP:Iteration 1F (1057.595957 sec): 3 clusters Score: Raw -3216198.612428 + Penalty 3332.493929 = -3212866.118500 nChanged 1309 SP:Iteration 2Q (1057.654468 sec): 3 clusters Score: Raw -3216666.480338 + Penalty 3332.493929 = -3213333.986410 nChanged 1346 SP:Iteration 3Q (1057.712618 sec): 3 clusters Score: Raw -3217248.091667 + Penalty 3332.493929 = -3213915.597739 nChanged 1457 SP:Iteration 4F (1057.769079 sec): 3 clusters Score: Raw -3218025.661310 + Penalty 3332.493929 = -3214693.167382 nChanged 1692 SP:Iteration 5F (1057.825627 sec): 3 clusters Score: Raw -3219140.519232 + Penalty 3332.493929 = -3215808.025303 nChanged 1843 SP:Iteration 6F (1057.882523 sec): 3 clusters Score: Raw -3220623.205597 + Penalty 3332.493929 = -3217290.711669 nChanged 1900 SP:Iteration 7F (1057.939393 sec): 3 clusters Score: Raw -3222345.038120 + Penalty 3332.493929 = -3219012.544191 nChanged 1658 SP:Iteration 8F (1057.996099 sec): 3 clusters Score: Raw -3223970.799036 + Penalty 3332.493929 = -3220638.305107 nChanged 1244 SP:Iteration 9Q (1058.051184 sec): 3 clusters Score: Raw -3225193.761743 + Penalty 3332.493929 = -3221861.267814 nChanged 817 SP:Iteration 10Q (1058.103138 sec): 3 clusters Score: Raw -3226057.370423 + Penalty 3332.493929 = -3222724.876494 nChanged 546 SP:Iteration 11Q (1058.152957 sec): 3 clusters Score: Raw -3226692.460492 + Penalty 3332.493929 = -3223359.966563 nChanged 413 SP:Iteration 12Q (1058.200767 sec): 3 clusters Score: Raw -3227183.863077 + Penalty 3332.493929 = -3223851.369149 nChanged 282 SP:Iteration 13Q (1058.247308 sec): 3 clusters Score: Raw -3227470.621345 + Penalty 3332.493929 = -3224138.127416 nChanged 237 SP:Iteration 14Q (1058.293109 sec): 3 clusters Score: Raw -3227641.637471 + Penalty 3332.493929 = -3224309.143543 nChanged 173 SP:Iteration 15Q (1058.338734 sec): 3 clusters Score: Raw -3227731.397990 + Penalty 3332.493929 = -3224398.904062 nChanged 122 SP:Iteration 16Q (1058.384047 sec): 3 clusters Score: Raw -3227792.165331 + Penalty 3332.493929 = -3224459.671402 nChanged 89 SP:Iteration 17Q (1058.428976 sec): 3 clusters Score: Raw -3227827.316615 + Penalty 3332.493929 = -3224494.822686 nChanged 71 SP:Iteration 18Q (1058.474005 sec): 3 clusters Score: Raw -3227852.830580 + Penalty 3332.493929 = -3224520.336651 nChanged 53 SP:Iteration 19Q (1058.519066 sec): 3 clusters Score: Raw -3227866.202846 + Penalty 3332.493929 = -3224533.708918 nChanged 38 SP:Iteration 20F (1058.575145 sec): 3 clusters Score: Raw -3227880.736954 + Penalty 3332.493929 = -3224548.243025 nChanged 38 SP:Iteration 21Q (1058.620618 sec): 3 clusters Score: Raw -3227893.324830 + Penalty 3332.493929 = -3224560.830901 nChanged 41 SP:Iteration 22Q (1058.665715 sec): 3 clusters Score: Raw -3227903.326179 + Penalty 3332.493929 = -3224570.832250 nChanged 32 SP:Iteration 23Q (1058.710814 sec): 3 clusters Score: Raw -3227911.988545 + Penalty 3332.493929 = -3224579.494616 nChanged 32 SP:Iteration 24Q (1058.755745 sec): 3 clusters Score: Raw -3227920.980818 + Penalty 3332.493929 = -3224588.486890 nChanged 26 SP:Iteration 25Q (1058.800686 sec): 3 clusters Score: Raw -3227926.934137 + Penalty 3332.493929 = -3224594.440208 nChanged 20 SP:Iteration 26Q (1058.845629 sec): 3 clusters Score: Raw -3227931.213094 + Penalty 3332.493929 = -3224598.719166 nChanged 19 SP:Iteration 27Q (1058.889958 sec): 3 clusters Score: Raw -3227934.417060 + Penalty 3332.493929 = -3224601.923132 nChanged 10 SP:Iteration 28Q (1058.936692 sec): 3 clusters Score: Raw -3227936.079388 + Penalty 3332.493929 = -3224603.585460 nChanged 11 SP:Iteration 29Q (1058.981645 sec): 3 clusters Score: Raw -3227938.273578 + Penalty 3332.493929 = -3224605.779649 nChanged 7 SP:Iteration 30Q (1059.026583 sec): 3 clusters Score: Raw -3227939.106319 + Penalty 3332.493929 = -3224606.612390 nChanged 7 SP:Iteration 31Q (1059.071499 sec): 3 clusters Score: Raw -3227940.179923 + Penalty 3332.493929 = -3224607.685994 nChanged 7 SP:Iteration 32Q (1059.116285 sec): 3 clusters Score: Raw -3227941.390153 + Penalty 3332.493929 = -3224608.896224 nChanged 7 SP:Iteration 33Q (1059.161455 sec): 3 clusters Score: Raw -3227942.836088 + Penalty 3332.493929 = -3224610.342160 nChanged 9 SP:Iteration 34Q (1059.206332 sec): 3 clusters Score: Raw -3227944.178120 + Penalty 3332.493929 = -3224611.684191 nChanged 7 SP:Iteration 35Q (1059.251329 sec): 3 clusters Score: Raw -3227944.966723 + Penalty 3332.493929 = -3224612.472795 nChanged 5 SP:Iteration 36Q (1059.296461 sec): 3 clusters Score: Raw -3227945.526809 + Penalty 3332.493929 = -3224613.032881 nChanged 1 SP:Iteration 37Q (1059.341269 sec): 3 clusters Score: Raw -3227945.668900 + Penalty 3332.493929 = -3224613.174971 nChanged 0 SP:Iteration 38F (1059.397458 sec): 3 clusters Score: Raw -3227945.668900 + Penalty 3332.493929 = -3224613.174971 nChanged 0 Trying to split cluster 15 (6079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.414991 sec): 2 clusters Score: Raw -671067.058704 + Penalty 1415.796767 = -669651.261937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.438033 sec): 3 clusters Score: Raw -667781.310042 + Penalty 2831.593534 = -664949.716509 nChanged 2555 SP:Iteration 1F (1059.460359 sec): 3 clusters Score: Raw -669170.404156 + Penalty 2831.593534 = -666338.810623 nChanged 429 SP:Iteration 2F (1059.482978 sec): 3 clusters Score: Raw -669386.344489 + Penalty 2831.593534 = -666554.750955 nChanged 342 SP:Iteration 3F (1059.505602 sec): 3 clusters Score: Raw -669562.184315 + Penalty 2831.593534 = -666730.590781 nChanged 296 SP:Iteration 4Q (1059.544705 sec): 3 clusters Score: Raw -669712.548352 + Penalty 2831.593534 = -666880.954818 nChanged 260 SP:Iteration 5Q (1059.567058 sec): 3 clusters Score: Raw -669832.808347 + Penalty 2831.593534 = -667001.214814 nChanged 222 SP:Iteration 6Q (1059.594268 sec): 3 clusters Score: Raw -669932.077102 + Penalty 2831.593534 = -667100.483568 nChanged 217 SP:Iteration 7Q (1059.616562 sec): 3 clusters Score: Raw -670022.396229 + Penalty 2831.593534 = -667190.802695 nChanged 174 SP:Iteration 8Q (1059.638770 sec): 3 clusters Score: Raw -670089.870019 + Penalty 2831.593534 = -667258.276486 nChanged 154 SP:Iteration 9Q (1059.661356 sec): 3 clusters Score: Raw -670147.699156 + Penalty 2831.593534 = -667316.105622 nChanged 147 SP:Iteration 10Q (1059.683877 sec): 3 clusters Score: Raw -670207.483087 + Penalty 2831.593534 = -667375.889554 nChanged 139 SP:Iteration 11Q (1059.706137 sec): 3 clusters Score: Raw -670260.291447 + Penalty 2831.593534 = -667428.697914 nChanged 134 SP:Iteration 12Q (1059.728652 sec): 3 clusters Score: Raw -670314.555333 + Penalty 2831.593534 = -667482.961800 nChanged 134 SP:Iteration 13Q (1059.751102 sec): 3 clusters Score: Raw -670366.396024 + Penalty 2831.593534 = -667534.802491 nChanged 133 SP:Iteration 14Q (1059.773444 sec): 3 clusters Score: Raw -670417.693233 + Penalty 2831.593534 = -667586.099700 nChanged 108 SP:Iteration 15Q (1059.795996 sec): 3 clusters Score: Raw -670455.843625 + Penalty 2831.593534 = -667624.250091 nChanged 122 SP:Iteration 16Q (1059.818318 sec): 3 clusters Score: Raw -670508.651389 + Penalty 2831.593534 = -667677.057855 nChanged 126 SP:Iteration 17Q (1059.840729 sec): 3 clusters Score: Raw -670563.512212 + Penalty 2831.593534 = -667731.918679 nChanged 115 SP:Iteration 18Q (1059.863082 sec): 3 clusters Score: Raw -670610.040145 + Penalty 2831.593534 = -667778.446611 nChanged 110 SP:Iteration 19Q (1059.885530 sec): 3 clusters Score: Raw -670659.176377 + Penalty 2831.593534 = -667827.582843 nChanged 114 SP:Iteration 20F (1059.908004 sec): 3 clusters Score: Raw -670717.175422 + Penalty 2831.593534 = -667885.581888 nChanged 114 SP:Iteration 21Q (1059.930151 sec): 3 clusters Score: Raw -670773.745955 + Penalty 2831.593534 = -667942.152422 nChanged 102 SP:Iteration 22Q (1059.952203 sec): 3 clusters Score: Raw -670827.947330 + Penalty 2831.593534 = -667996.353797 nChanged 112 SP:Iteration 23Q (1059.974377 sec): 3 clusters Score: Raw -670888.099184 + Penalty 2831.593534 = -668056.505650 nChanged 90 SP:Iteration 24Q (1059.996283 sec): 3 clusters Score: Raw -670938.563096 + Penalty 2831.593534 = -668106.969563 nChanged 86 SP:Iteration 25Q (1060.018597 sec): 3 clusters Score: Raw -670990.241368 + Penalty 2831.593534 = -668158.647835 nChanged 79 SP:Iteration 26Q (1060.040411 sec): 3 clusters Score: Raw -671032.362120 + Penalty 2831.593534 = -668200.768587 nChanged 70 SP:Iteration 27Q (1060.062215 sec): 3 clusters Score: Raw -671066.642041 + Penalty 2831.593534 = -668235.048508 nChanged 52 SP:Iteration 28Q (1060.083898 sec): 3 clusters Score: Raw -671092.528181 + Penalty 2831.593534 = -668260.934648 nChanged 48 SP:Iteration 29Q (1060.105463 sec): 3 clusters Score: Raw -671120.203611 + Penalty 2831.593534 = -668288.610077 nChanged 50 SP:Iteration 30Q (1060.126943 sec): 3 clusters Score: Raw -671148.242331 + Penalty 2831.593534 = -668316.648798 nChanged 43 SP:Iteration 31Q (1060.148710 sec): 3 clusters Score: Raw -671170.466068 + Penalty 2831.593534 = -668338.872535 nChanged 32 SP:Iteration 32Q (1060.170872 sec): 3 clusters Score: Raw -671189.147768 + Penalty 2831.593534 = -668357.554234 nChanged 36 SP:Iteration 33Q (1060.192733 sec): 3 clusters Score: Raw -671207.490616 + Penalty 2831.593534 = -668375.897082 nChanged 29 SP:Iteration 34Q (1060.214408 sec): 3 clusters Score: Raw -671220.195339 + Penalty 2831.593534 = -668388.601805 nChanged 16 SP:Iteration 35Q (1060.236187 sec): 3 clusters Score: Raw -671226.775910 + Penalty 2831.593534 = -668395.182377 nChanged 18 SP:Iteration 36Q (1060.257811 sec): 3 clusters Score: Raw -671234.634919 + Penalty 2831.593534 = -668403.041385 nChanged 15 SP:Iteration 37Q (1060.279569 sec): 3 clusters Score: Raw -671241.154477 + Penalty 2831.593534 = -668409.560943 nChanged 14 SP:Iteration 38Q (1060.301124 sec): 3 clusters Score: Raw -671248.019753 + Penalty 2831.593534 = -668416.426219 nChanged 15 SP:Iteration 39Q (1060.322537 sec): 3 clusters Score: Raw -671255.400150 + Penalty 2831.593534 = -668423.806616 nChanged 10 SP:Iteration 40F (1060.345007 sec): 3 clusters Score: Raw -671260.020137 + Penalty 2831.593534 = -668428.426603 nChanged 8 SP:Iteration 41Q (1060.366487 sec): 3 clusters Score: Raw -671264.436633 + Penalty 2831.593534 = -668432.843100 nChanged 8 SP:Iteration 42Q (1060.387829 sec): 3 clusters Score: Raw -671268.918158 + Penalty 2831.593534 = -668437.324625 nChanged 8 SP:Iteration 43Q (1060.409091 sec): 3 clusters Score: Raw -671271.515413 + Penalty 2831.593534 = -668439.921879 nChanged 3 SP:Iteration 44Q (1060.430521 sec): 3 clusters Score: Raw -671273.152911 + Penalty 2831.593534 = -668441.559377 nChanged 4 SP:Iteration 45Q (1060.451732 sec): 3 clusters Score: Raw -671274.658049 + Penalty 2831.593534 = -668443.064516 nChanged 3 SP:Iteration 46Q (1060.473203 sec): 3 clusters Score: Raw -671276.912470 + Penalty 2831.593534 = -668445.318936 nChanged 5 SP:Iteration 47Q (1060.494602 sec): 3 clusters Score: Raw -671280.802271 + Penalty 2831.593534 = -668449.208737 nChanged 1 SP:Iteration 48Q (1060.516068 sec): 3 clusters Score: Raw -671281.576363 + Penalty 2831.593534 = -668449.982830 nChanged 3 SP:Iteration 49Q (1060.537212 sec): 3 clusters Score: Raw -671283.073368 + Penalty 2831.593534 = -668451.479834 nChanged 1 SP:Iteration 50Q (1060.558548 sec): 3 clusters Score: Raw -671283.983488 + Penalty 2831.593534 = -668452.389955 nChanged 1 SP:Iteration 51Q (1060.580071 sec): 3 clusters Score: Raw -671284.926191 + Penalty 2831.593534 = -668453.332657 nChanged 2 SP:Iteration 52Q (1060.601405 sec): 3 clusters Score: Raw -671286.051571 + Penalty 2831.593534 = -668454.458037 nChanged 0 SP:Iteration 53F (1060.623978 sec): 3 clusters Score: Raw -671286.051571 + Penalty 2831.593534 = -668454.458037 nChanged 0 Trying to split cluster 16 (13920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1060.652510 sec): 2 clusters Score: Raw -1489948.594766 + Penalty 1550.425814 = -1488398.168952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1060.686650 sec): 3 clusters Score: Raw -1481917.652390 + Penalty 3100.851629 = -1478816.800762 nChanged 6099 SP:Iteration 1F (1060.719358 sec): 3 clusters Score: Raw -1485292.688672 + Penalty 3100.851629 = -1482191.837043 nChanged 873 SP:Iteration 2F (1060.752299 sec): 3 clusters Score: Raw -1485806.496809 + Penalty 3100.851629 = -1482705.645181 nChanged 885 SP:Iteration 3F (1060.785092 sec): 3 clusters Score: Raw -1486432.736651 + Penalty 3100.851629 = -1483331.885022 nChanged 931 SP:Iteration 4F (1060.817973 sec): 3 clusters Score: Raw -1487124.732017 + Penalty 3100.851629 = -1484023.880389 nChanged 923 SP:Iteration 5F (1060.850848 sec): 3 clusters Score: Raw -1487801.211355 + Penalty 3100.851629 = -1484700.359726 nChanged 869 SP:Iteration 6F (1060.883639 sec): 3 clusters Score: Raw -1488378.409992 + Penalty 3100.851629 = -1485277.558364 nChanged 728 SP:Iteration 7F (1060.916460 sec): 3 clusters Score: Raw -1488795.415195 + Penalty 3100.851629 = -1485694.563567 nChanged 517 SP:Iteration 8Q (1060.949482 sec): 3 clusters Score: Raw -1489054.438060 + Penalty 3100.851629 = -1485953.586432 nChanged 383 SP:Iteration 9Q (1060.982178 sec): 3 clusters Score: Raw -1489219.449923 + Penalty 3100.851629 = -1486118.598294 nChanged 301 SP:Iteration 10Q (1061.014656 sec): 3 clusters Score: Raw -1489347.834149 + Penalty 3100.851629 = -1486246.982520 nChanged 250 SP:Iteration 11Q (1061.047254 sec): 3 clusters Score: Raw -1489440.663416 + Penalty 3100.851629 = -1486339.811787 nChanged 227 SP:Iteration 12Q (1061.079648 sec): 3 clusters Score: Raw -1489521.616428 + Penalty 3100.851629 = -1486420.764799 nChanged 201 SP:Iteration 13Q (1061.112130 sec): 3 clusters Score: Raw -1489590.545552 + Penalty 3100.851629 = -1486489.693923 nChanged 192 SP:Iteration 14Q (1061.144298 sec): 3 clusters Score: Raw -1489656.003090 + Penalty 3100.851629 = -1486555.151462 nChanged 192 SP:Iteration 15Q (1061.176549 sec): 3 clusters Score: Raw -1489721.669116 + Penalty 3100.851629 = -1486620.817488 nChanged 195 SP:Iteration 16Q (1061.208896 sec): 3 clusters Score: Raw -1489789.273006 + Penalty 3100.851629 = -1486688.421378 nChanged 184 SP:Iteration 17Q (1061.240949 sec): 3 clusters Score: Raw -1489849.445973 + Penalty 3100.851629 = -1486748.594344 nChanged 184 SP:Iteration 18Q (1061.273104 sec): 3 clusters Score: Raw -1489912.155810 + Penalty 3100.851629 = -1486811.304181 nChanged 177 SP:Iteration 19Q (1061.305023 sec): 3 clusters Score: Raw -1489973.408650 + Penalty 3100.851629 = -1486872.557021 nChanged 182 SP:Iteration 20F (1061.337822 sec): 3 clusters Score: Raw -1490040.746219 + Penalty 3100.851629 = -1486939.894590 nChanged 164 SP:Iteration 21Q (1061.369620 sec): 3 clusters Score: Raw -1490115.752244 + Penalty 3100.851629 = -1487014.900616 nChanged 170 SP:Iteration 22Q (1061.401234 sec): 3 clusters Score: Raw -1490201.202580 + Penalty 3100.851629 = -1487100.350952 nChanged 142 SP:Iteration 23Q (1061.432724 sec): 3 clusters Score: Raw -1490272.390975 + Penalty 3100.851629 = -1487171.539346 nChanged 146 SP:Iteration 24Q (1061.463913 sec): 3 clusters Score: Raw -1490343.217238 + Penalty 3100.851629 = -1487242.365609 nChanged 122 SP:Iteration 25Q (1061.494957 sec): 3 clusters Score: Raw -1490404.972808 + Penalty 3100.851629 = -1487304.121180 nChanged 123 SP:Iteration 26Q (1061.525874 sec): 3 clusters Score: Raw -1490467.926063 + Penalty 3100.851629 = -1487367.074435 nChanged 104 SP:Iteration 27Q (1061.556363 sec): 3 clusters Score: Raw -1490522.773294 + Penalty 3100.851629 = -1487421.921666 nChanged 102 SP:Iteration 28Q (1061.586595 sec): 3 clusters Score: Raw -1490583.595471 + Penalty 3100.851629 = -1487482.743843 nChanged 101 SP:Iteration 29Q (1061.616647 sec): 3 clusters Score: Raw -1490639.345560 + Penalty 3100.851629 = -1487538.493931 nChanged 91 SP:Iteration 30Q (1061.646473 sec): 3 clusters Score: Raw -1490682.700998 + Penalty 3100.851629 = -1487581.849369 nChanged 67 SP:Iteration 31Q (1061.676118 sec): 3 clusters Score: Raw -1490709.756497 + Penalty 3100.851629 = -1487608.904868 nChanged 62 SP:Iteration 32Q (1061.705727 sec): 3 clusters Score: Raw -1490730.698404 + Penalty 3100.851629 = -1487629.846776 nChanged 41 SP:Iteration 33Q (1061.735037 sec): 3 clusters Score: Raw -1490745.056080 + Penalty 3100.851629 = -1487644.204451 nChanged 39 SP:Iteration 34Q (1061.764496 sec): 3 clusters Score: Raw -1490755.840259 + Penalty 3100.851629 = -1487654.988630 nChanged 26 SP:Iteration 35Q (1061.793916 sec): 3 clusters Score: Raw -1490761.700867 + Penalty 3100.851629 = -1487660.849239 nChanged 22 SP:Iteration 36Q (1061.823224 sec): 3 clusters Score: Raw -1490767.733878 + Penalty 3100.851629 = -1487666.882249 nChanged 19 SP:Iteration 37Q (1061.852392 sec): 3 clusters Score: Raw -1490771.787480 + Penalty 3100.851629 = -1487670.935851 nChanged 10 SP:Iteration 38Q (1061.881639 sec): 3 clusters Score: Raw -1490774.932672 + Penalty 3100.851629 = -1487674.081043 nChanged 12 SP:Iteration 39Q (1061.910679 sec): 3 clusters Score: Raw -1490777.583158 + Penalty 3100.851629 = -1487676.731530 nChanged 8 SP:Iteration 40F (1061.943483 sec): 3 clusters Score: Raw -1490779.311121 + Penalty 3100.851629 = -1487678.459492 nChanged 5 SP:Iteration 41Q (1061.972759 sec): 3 clusters Score: Raw -1490780.628687 + Penalty 3100.851629 = -1487679.777059 nChanged 7 SP:Iteration 42Q (1062.001973 sec): 3 clusters Score: Raw -1490782.035421 + Penalty 3100.851629 = -1487681.183792 nChanged 7 SP:Iteration 43Q (1062.031067 sec): 3 clusters Score: Raw -1490783.416240 + Penalty 3100.851629 = -1487682.564612 nChanged 6 SP:Iteration 44Q (1062.060375 sec): 3 clusters Score: Raw -1490784.128137 + Penalty 3100.851629 = -1487683.276509 nChanged 3 SP:Iteration 45Q (1062.089511 sec): 3 clusters Score: Raw -1490785.013985 + Penalty 3100.851629 = -1487684.162356 nChanged 7 SP:Iteration 46Q (1062.118803 sec): 3 clusters Score: Raw -1490786.498340 + Penalty 3100.851629 = -1487685.646711 nChanged 5 SP:Iteration 47Q (1062.148004 sec): 3 clusters Score: Raw -1490787.433412 + Penalty 3100.851629 = -1487686.581783 nChanged 4 SP:Iteration 48Q (1062.177196 sec): 3 clusters Score: Raw -1490787.951564 + Penalty 3100.851629 = -1487687.099936 nChanged 3 SP:Iteration 49Q (1062.206383 sec): 3 clusters Score: Raw -1490788.481352 + Penalty 3100.851629 = -1487687.629724 nChanged 3 SP:Iteration 50Q (1062.235513 sec): 3 clusters Score: Raw -1490789.991106 + Penalty 3100.851629 = -1487689.139477 nChanged 8 SP:Iteration 51Q (1062.264766 sec): 3 clusters Score: Raw -1490792.430927 + Penalty 3100.851629 = -1487691.579299 nChanged 7 SP:Iteration 52Q (1062.293875 sec): 3 clusters Score: Raw -1490793.949047 + Penalty 3100.851629 = -1487693.097419 nChanged 4 SP:Iteration 53Q (1062.322898 sec): 3 clusters Score: Raw -1490794.605720 + Penalty 3100.851629 = -1487693.754091 nChanged 6 SP:Iteration 54Q (1062.352155 sec): 3 clusters Score: Raw -1490796.083417 + Penalty 3100.851629 = -1487695.231788 nChanged 8 SP:Iteration 55Q (1062.381228 sec): 3 clusters Score: Raw -1490797.981462 + Penalty 3100.851629 = -1487697.129834 nChanged 11 SP:Iteration 56Q (1062.410328 sec): 3 clusters Score: Raw -1490801.573146 + Penalty 3100.851629 = -1487700.721517 nChanged 15 SP:Iteration 57Q (1062.462511 sec): 3 clusters Score: Raw -1490805.925766 + Penalty 3100.851629 = -1487705.074137 nChanged 10 SP:Iteration 58Q (1062.480643 sec): 3 clusters Score: Raw -1490808.383064 + Penalty 3100.851629 = -1487707.531435 nChanged 6 SP:Iteration 59Q (1062.509648 sec): 3 clusters Score: Raw -1490809.902714 + Penalty 3100.851629 = -1487709.051085 nChanged 4 SP:Iteration 60F (1062.542404 sec): 3 clusters Score: Raw -1490810.573011 + Penalty 3100.851629 = -1487709.721383 nChanged 2 SP:Iteration 61Q (1062.571482 sec): 3 clusters Score: Raw -1490811.118083 + Penalty 3100.851629 = -1487710.266455 nChanged 5 SP:Iteration 62Q (1062.600538 sec): 3 clusters Score: Raw -1490812.342343 + Penalty 3100.851629 = -1487711.490715 nChanged 3 SP:Iteration 63Q (1062.629596 sec): 3 clusters Score: Raw -1490813.089996 + Penalty 3100.851629 = -1487712.238367 nChanged 2 SP:Iteration 64Q (1062.658655 sec): 3 clusters Score: Raw -1490813.460996 + Penalty 3100.851629 = -1487712.609367 nChanged 1 SP:Iteration 65Q (1062.687652 sec): 3 clusters Score: Raw -1490813.713063 + Penalty 3100.851629 = -1487712.861434 nChanged 1 SP:Iteration 66Q (1062.716828 sec): 3 clusters Score: Raw -1490813.914472 + Penalty 3100.851629 = -1487713.062843 nChanged 0 SP:Iteration 67F (1062.749563 sec): 3 clusters Score: Raw -1490813.914472 + Penalty 3100.851629 = -1487713.062843 nChanged 0 Trying to split cluster 17 (193058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1062.994606 sec): 2 clusters Score: Raw -22058131.687025 + Penalty 1977.746215 = -22056153.940809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1063.312466 sec): 3 clusters Score: Raw -21930341.764105 + Penalty 3955.492431 = -21926386.271674 nChanged 93396 SP:Iteration 1F (1063.625769 sec): 3 clusters Score: Raw -21988299.810375 + Penalty 3955.492431 = -21984344.317944 nChanged 8102 SP:Iteration 2Q (1063.962024 sec): 3 clusters Score: Raw -21990967.262248 + Penalty 3955.492431 = -21987011.769817 nChanged 8658 SP:Iteration 3Q (1064.307801 sec): 3 clusters Score: Raw -21994173.045398 + Penalty 3955.492431 = -21990217.552967 nChanged 9387 SP:Iteration 4Q (1064.652603 sec): 3 clusters Score: Raw -21997924.694889 + Penalty 3955.492431 = -21993969.202458 nChanged 9574 SP:Iteration 5Q (1064.988984 sec): 3 clusters Score: Raw -22002232.444799 + Penalty 3955.492431 = -21998276.952368 nChanged 9964 SP:Iteration 6F (1065.301997 sec): 3 clusters Score: Raw -22007415.551798 + Penalty 3955.492431 = -22003460.059368 nChanged 10074 SP:Iteration 7F (1065.614393 sec): 3 clusters Score: Raw -22013343.515655 + Penalty 3955.492431 = -22009388.023224 nChanged 9862 SP:Iteration 8F (1065.927132 sec): 3 clusters Score: Raw -22019703.153060 + Penalty 3955.492431 = -22015747.660629 nChanged 9132 SP:Iteration 9Q (1066.259868 sec): 3 clusters Score: Raw -22025590.533097 + Penalty 3955.492431 = -22021635.040666 nChanged 7718 SP:Iteration 10Q (1066.589092 sec): 3 clusters Score: Raw -22029938.686755 + Penalty 3955.492431 = -22025983.194324 nChanged 5917 SP:Iteration 11Q (1066.914236 sec): 3 clusters Score: Raw -22032710.267262 + Penalty 3955.492431 = -22028754.774832 nChanged 4455 SP:Iteration 12Q (1067.235963 sec): 3 clusters Score: Raw -22034566.411039 + Penalty 3955.492431 = -22030610.918608 nChanged 3762 SP:Iteration 13Q (1067.553529 sec): 3 clusters Score: Raw -22036117.577102 + Penalty 3955.492431 = -22032162.084672 nChanged 3632 SP:Iteration 14Q (1067.867496 sec): 3 clusters Score: Raw -22037608.692684 + Penalty 3955.492431 = -22033653.200253 nChanged 3648 SP:Iteration 15Q (1068.178511 sec): 3 clusters Score: Raw -22039131.825663 + Penalty 3955.492431 = -22035176.333232 nChanged 3526 SP:Iteration 16Q (1068.487326 sec): 3 clusters Score: Raw -22040602.002190 + Penalty 3955.492431 = -22036646.509759 nChanged 3442 SP:Iteration 17Q (1068.792975 sec): 3 clusters Score: Raw -22042084.703946 + Penalty 3955.492431 = -22038129.211515 nChanged 3336 SP:Iteration 18Q (1069.095372 sec): 3 clusters Score: Raw -22043585.057123 + Penalty 3955.492431 = -22039629.564692 nChanged 3220 SP:Iteration 19Q (1069.395227 sec): 3 clusters Score: Raw -22045027.062899 + Penalty 3955.492431 = -22041071.570468 nChanged 3032 SP:Iteration 20F (1069.707949 sec): 3 clusters Score: Raw -22046371.936581 + Penalty 3955.492431 = -22042416.444150 nChanged 2819 SP:Iteration 21Q (1070.002753 sec): 3 clusters Score: Raw -22047580.385254 + Penalty 3955.492431 = -22043624.892823 nChanged 2610 SP:Iteration 22Q (1070.294681 sec): 3 clusters Score: Raw -22048688.519104 + Penalty 3955.492431 = -22044733.026673 nChanged 2384 SP:Iteration 23Q (1070.584785 sec): 3 clusters Score: Raw -22049655.048529 + Penalty 3955.492431 = -22045699.556098 nChanged 2148 SP:Iteration 24Q (1070.871853 sec): 3 clusters Score: Raw -22050483.486015 + Penalty 3955.492431 = -22046527.993584 nChanged 1957 SP:Iteration 25Q (1071.157877 sec): 3 clusters Score: Raw -22051218.021540 + Penalty 3955.492431 = -22047262.529110 nChanged 1876 SP:Iteration 26Q (1071.441072 sec): 3 clusters Score: Raw -22051902.036717 + Penalty 3955.492431 = -22047946.544286 nChanged 1641 SP:Iteration 27Q (1071.722765 sec): 3 clusters Score: Raw -22052488.779999 + Penalty 3955.492431 = -22048533.287568 nChanged 1575 SP:Iteration 28Q (1072.002354 sec): 3 clusters Score: Raw -22053067.628779 + Penalty 3955.492431 = -22049112.136349 nChanged 1496 SP:Iteration 29Q (1072.280521 sec): 3 clusters Score: Raw -22053595.923999 + Penalty 3955.492431 = -22049640.431568 nChanged 1308 SP:Iteration 30Q (1072.556679 sec): 3 clusters Score: Raw -22054035.623988 + Penalty 3955.492431 = -22050080.131557 nChanged 1153 SP:Iteration 31Q (1072.831123 sec): 3 clusters Score: Raw -22054401.401713 + Penalty 3955.492431 = -22050445.909282 nChanged 1112 SP:Iteration 32Q (1073.104500 sec): 3 clusters Score: Raw -22054759.606014 + Penalty 3955.492431 = -22050804.113583 nChanged 1078 SP:Iteration 33Q (1073.379368 sec): 3 clusters Score: Raw -22055108.776888 + Penalty 3955.492431 = -22051153.284457 nChanged 1013 SP:Iteration 34Q (1073.650502 sec): 3 clusters Score: Raw -22055439.280451 + Penalty 3955.492431 = -22051483.788020 nChanged 930 SP:Iteration 35Q (1073.920730 sec): 3 clusters Score: Raw -22055740.709792 + Penalty 3955.492431 = -22051785.217361 nChanged 907 SP:Iteration 36Q (1074.187150 sec): 3 clusters Score: Raw -22056044.979020 + Penalty 3955.492431 = -22052089.486590 nChanged 864 SP:Iteration 37Q (1074.453655 sec): 3 clusters Score: Raw -22056348.595569 + Penalty 3955.492431 = -22052393.103138 nChanged 821 SP:Iteration 38Q (1074.718454 sec): 3 clusters Score: Raw -22056643.697312 + Penalty 3955.492431 = -22052688.204881 nChanged 772 SP:Iteration 39Q (1074.990050 sec): 3 clusters Score: Raw -22056918.339318 + Penalty 3955.492431 = -22052962.846887 nChanged 674 SP:Iteration 40F (1075.302331 sec): 3 clusters Score: Raw -22057152.663577 + Penalty 3955.492431 = -22053197.171147 nChanged 563 SP:Iteration 41Q (1075.563302 sec): 3 clusters Score: Raw -22057322.237752 + Penalty 3955.492431 = -22053366.745321 nChanged 456 SP:Iteration 42Q (1075.823356 sec): 3 clusters Score: Raw -22057455.166370 + Penalty 3955.492431 = -22053499.673939 nChanged 418 SP:Iteration 43Q (1076.082839 sec): 3 clusters Score: Raw -22057578.613544 + Penalty 3955.492431 = -22053623.121114 nChanged 378 SP:Iteration 44Q (1076.341925 sec): 3 clusters Score: Raw -22057696.857269 + Penalty 3955.492431 = -22053741.364838 nChanged 353 SP:Iteration 45Q (1076.635161 sec): 3 clusters Score: Raw -22057811.340101 + Penalty 3955.492431 = -22053855.847670 nChanged 333 SP:Iteration 46Q (1076.913573 sec): 3 clusters Score: Raw -22057922.663014 + Penalty 3955.492431 = -22053967.170584 nChanged 330 SP:Iteration 47Q (1077.171248 sec): 3 clusters Score: Raw -22058040.779579 + Penalty 3955.492431 = -22054085.287148 nChanged 289 SP:Iteration 48Q (1077.428925 sec): 3 clusters Score: Raw -22058141.324543 + Penalty 3955.492431 = -22054185.832112 nChanged 243 SP:Iteration 49Q (1077.685491 sec): 3 clusters Score: Raw -22058218.936534 + Penalty 3955.492431 = -22054263.444103 nChanged 208 SP:Iteration 50Q (1077.942148 sec): 3 clusters Score: Raw -22058282.882855 + Penalty 3955.492431 = -22054327.390424 nChanged 193 SP:Iteration 51Q (1078.198120 sec): 3 clusters Score: Raw -22058341.829019 + Penalty 3955.492431 = -22054386.336589 nChanged 165 SP:Iteration 52Q (1078.454549 sec): 3 clusters Score: Raw -22058388.681403 + Penalty 3955.492431 = -22054433.188972 nChanged 117 SP:Iteration 53Q (1078.720845 sec): 3 clusters Score: Raw -22058423.421099 + Penalty 3955.492431 = -22054467.928668 nChanged 112 SP:Iteration 54Q (1079.007576 sec): 3 clusters Score: Raw -22058457.360509 + Penalty 3955.492431 = -22054501.868078 nChanged 100 SP:Iteration 55Q (1079.297845 sec): 3 clusters Score: Raw -22058484.215501 + Penalty 3955.492431 = -22054528.723070 nChanged 86 SP:Iteration 56Q (1079.553109 sec): 3 clusters Score: Raw -22058504.482843 + Penalty 3955.492431 = -22054548.990412 nChanged 67 SP:Iteration 57Q (1079.807951 sec): 3 clusters Score: Raw -22058522.348560 + Penalty 3955.492431 = -22054566.856129 nChanged 63 SP:Iteration 58Q (1080.062292 sec): 3 clusters Score: Raw -22058539.203932 + Penalty 3955.492431 = -22054583.711501 nChanged 59 SP:Iteration 59Q (1080.317794 sec): 3 clusters Score: Raw -22058551.173311 + Penalty 3955.492431 = -22054595.680880 nChanged 36 SP:Iteration 60F (1080.626345 sec): 3 clusters Score: Raw -22058559.515319 + Penalty 3955.492431 = -22054604.022889 nChanged 36 SP:Iteration 61Q (1080.880542 sec): 3 clusters Score: Raw -22058567.737211 + Penalty 3955.492431 = -22054612.244780 nChanged 23 SP:Iteration 62Q (1081.134487 sec): 3 clusters Score: Raw -22058572.056465 + Penalty 3955.492431 = -22054616.564034 nChanged 29 SP:Iteration 63Q (1081.390101 sec): 3 clusters Score: Raw -22058577.804343 + Penalty 3955.492431 = -22054622.311913 nChanged 25 SP:Iteration 64Q (1081.645187 sec): 3 clusters Score: Raw -22058584.565964 + Penalty 3955.492431 = -22054629.073533 nChanged 26 SP:Iteration 65Q (1081.898808 sec): 3 clusters Score: Raw -22058590.484363 + Penalty 3955.492431 = -22054634.991932 nChanged 21 SP:Iteration 66Q (1082.152965 sec): 3 clusters Score: Raw -22058595.238972 + Penalty 3955.492431 = -22054639.746541 nChanged 11 SP:Iteration 67Q (1082.407855 sec): 3 clusters Score: Raw -22058597.834660 + Penalty 3955.492431 = -22054642.342229 nChanged 10 SP:Iteration 68Q (1082.663237 sec): 3 clusters Score: Raw -22058599.902117 + Penalty 3955.492431 = -22054644.409686 nChanged 11 SP:Iteration 69Q (1082.918637 sec): 3 clusters Score: Raw -22058602.189786 + Penalty 3955.492431 = -22054646.697356 nChanged 11 SP:Iteration 70Q (1083.174337 sec): 3 clusters Score: Raw -22058603.380956 + Penalty 3955.492431 = -22054647.888525 nChanged 5 SP:Iteration 71Q (1083.429400 sec): 3 clusters Score: Raw -22058604.460781 + Penalty 3955.492431 = -22054648.968350 nChanged 4 SP:Iteration 72Q (1083.684264 sec): 3 clusters Score: Raw -22058605.394089 + Penalty 3955.492431 = -22054649.901659 nChanged 8 SP:Iteration 73Q (1083.939575 sec): 3 clusters Score: Raw -22058607.267339 + Penalty 3955.492431 = -22054651.774908 nChanged 10 SP:Iteration 74Q (1084.195133 sec): 3 clusters Score: Raw -22058609.500161 + Penalty 3955.492431 = -22054654.007730 nChanged 7 SP:Iteration 75Q (1084.450908 sec): 3 clusters Score: Raw -22058611.141477 + Penalty 3955.492431 = -22054655.649046 nChanged 8 SP:Iteration 76Q (1084.705094 sec): 3 clusters Score: Raw -22058612.322945 + Penalty 3955.492431 = -22054656.830514 nChanged 11 SP:Iteration 77Q (1084.960511 sec): 3 clusters Score: Raw -22058614.346648 + Penalty 3955.492431 = -22054658.854217 nChanged 14 SP:Iteration 78Q (1085.215785 sec): 3 clusters Score: Raw -22058617.402564 + Penalty 3955.492431 = -22054661.910133 nChanged 13 SP:Iteration 79Q (1085.470868 sec): 3 clusters Score: Raw -22058620.232657 + Penalty 3955.492431 = -22054664.740226 nChanged 10 SP:Iteration 80F (1085.779774 sec): 3 clusters Score: Raw -22058621.834438 + Penalty 3955.492431 = -22054666.342007 nChanged 4 SP:Iteration 81Q (1086.034981 sec): 3 clusters Score: Raw -22058622.516400 + Penalty 3955.492431 = -22054667.023969 nChanged 2 SP:Iteration 82Q (1086.290169 sec): 3 clusters Score: Raw -22058623.119220 + Penalty 3955.492431 = -22054667.626790 nChanged 3 SP:Iteration 83Q (1086.545102 sec): 3 clusters Score: Raw -22058623.550503 + Penalty 3955.492431 = -22054668.058072 nChanged 1 SP:Iteration 84Q (1086.801942 sec): 3 clusters Score: Raw -22058623.622771 + Penalty 3955.492431 = -22054668.130340 nChanged 1 SP:Iteration 85Q (1087.055570 sec): 3 clusters Score: Raw -22058623.775140 + Penalty 3955.492431 = -22054668.282709 nChanged 0 SP:Iteration 86F (1087.376174 sec): 3 clusters Score: Raw -22058623.775140 + Penalty 3955.492431 = -22054668.282709 nChanged 0 Trying to split cluster 18 (76905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.496506 sec): 2 clusters Score: Raw -8495923.113365 + Penalty 1828.178003 = -8494094.935362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.667980 sec): 3 clusters Score: Raw -8446437.903333 + Penalty 3656.356006 = -8442781.547327 nChanged 36505 SP:Iteration 1F (1087.837367 sec): 3 clusters Score: Raw -8467565.907757 + Penalty 3656.356006 = -8463909.551750 nChanged 3128 SP:Iteration 2Q (1088.009125 sec): 3 clusters Score: Raw -8468594.959417 + Penalty 3656.356006 = -8464938.603410 nChanged 3375 SP:Iteration 3Q (1088.151872 sec): 3 clusters Score: Raw -8469845.527436 + Penalty 3656.356006 = -8466189.171430 nChanged 3581 SP:Iteration 4Q (1088.292960 sec): 3 clusters Score: Raw -8471405.531703 + Penalty 3656.356006 = -8467749.175696 nChanged 3915 SP:Iteration 5F (1088.425560 sec): 3 clusters Score: Raw -8473354.030995 + Penalty 3656.356006 = -8469697.674989 nChanged 4396 SP:Iteration 6F (1088.558126 sec): 3 clusters Score: Raw -8475745.921064 + Penalty 3656.356006 = -8472089.565058 nChanged 4543 SP:Iteration 7F (1088.690771 sec): 3 clusters Score: Raw -8478645.737368 + Penalty 3656.356006 = -8474989.381361 nChanged 4679 SP:Iteration 8F (1088.823551 sec): 3 clusters Score: Raw -8482065.490530 + Penalty 3656.356006 = -8478409.134523 nChanged 4511 SP:Iteration 9F (1088.956164 sec): 3 clusters Score: Raw -8485234.528914 + Penalty 3656.356006 = -8481578.172908 nChanged 3669 SP:Iteration 10Q (1089.093726 sec): 3 clusters Score: Raw -8487093.314745 + Penalty 3656.356006 = -8483436.958739 nChanged 2347 SP:Iteration 11Q (1089.230456 sec): 3 clusters Score: Raw -8487887.210965 + Penalty 3656.356006 = -8484230.854959 nChanged 1475 SP:Iteration 12Q (1089.366132 sec): 3 clusters Score: Raw -8488239.195199 + Penalty 3656.356006 = -8484582.839193 nChanged 1012 SP:Iteration 13Q (1089.501174 sec): 3 clusters Score: Raw -8488459.428167 + Penalty 3656.356006 = -8484803.072161 nChanged 808 SP:Iteration 14Q (1089.635499 sec): 3 clusters Score: Raw -8488607.633778 + Penalty 3656.356006 = -8484951.277772 nChanged 694 SP:Iteration 15Q (1089.769596 sec): 3 clusters Score: Raw -8488729.638747 + Penalty 3656.356006 = -8485073.282740 nChanged 644 SP:Iteration 16Q (1089.903571 sec): 3 clusters Score: Raw -8488837.937129 + Penalty 3656.356006 = -8485181.581123 nChanged 584 SP:Iteration 17Q (1090.037888 sec): 3 clusters Score: Raw -8488925.022144 + Penalty 3656.356006 = -8485268.666138 nChanged 519 SP:Iteration 18Q (1090.171605 sec): 3 clusters Score: Raw -8488993.029960 + Penalty 3656.356006 = -8485336.673954 nChanged 439 SP:Iteration 19Q (1090.305843 sec): 3 clusters Score: Raw -8489043.317190 + Penalty 3656.356006 = -8485386.961184 nChanged 379 SP:Iteration 20F (1090.437967 sec): 3 clusters Score: Raw -8489079.377013 + Penalty 3656.356006 = -8485423.021007 nChanged 339 SP:Iteration 21Q (1090.571833 sec): 3 clusters Score: Raw -8489112.023338 + Penalty 3656.356006 = -8485455.667332 nChanged 311 SP:Iteration 22Q (1090.706179 sec): 3 clusters Score: Raw -8489137.894601 + Penalty 3656.356006 = -8485481.538595 nChanged 265 SP:Iteration 23Q (1090.840076 sec): 3 clusters Score: Raw -8489156.685418 + Penalty 3656.356006 = -8485500.329412 nChanged 209 SP:Iteration 24Q (1090.973809 sec): 3 clusters Score: Raw -8489168.995046 + Penalty 3656.356006 = -8485512.639040 nChanged 182 SP:Iteration 25Q (1091.108674 sec): 3 clusters Score: Raw -8489179.129641 + Penalty 3656.356006 = -8485522.773635 nChanged 164 SP:Iteration 26Q (1091.242980 sec): 3 clusters Score: Raw -8489187.059064 + Penalty 3656.356006 = -8485530.703058 nChanged 143 SP:Iteration 27Q (1091.377479 sec): 3 clusters Score: Raw -8489194.395112 + Penalty 3656.356006 = -8485538.039106 nChanged 164 SP:Iteration 28Q (1091.512243 sec): 3 clusters Score: Raw -8489203.312232 + Penalty 3656.356006 = -8485546.956225 nChanged 161 SP:Iteration 29Q (1091.646345 sec): 3 clusters Score: Raw -8489211.671640 + Penalty 3656.356006 = -8485555.315634 nChanged 157 SP:Iteration 30Q (1091.779848 sec): 3 clusters Score: Raw -8489220.719511 + Penalty 3656.356006 = -8485564.363505 nChanged 153 SP:Iteration 31Q (1091.913124 sec): 3 clusters Score: Raw -8489230.503450 + Penalty 3656.356006 = -8485574.147443 nChanged 161 SP:Iteration 32Q (1092.046326 sec): 3 clusters Score: Raw -8489238.744790 + Penalty 3656.356006 = -8485582.388784 nChanged 155 SP:Iteration 33Q (1092.179353 sec): 3 clusters Score: Raw -8489246.635234 + Penalty 3656.356006 = -8485590.279228 nChanged 158 SP:Iteration 34Q (1092.312269 sec): 3 clusters Score: Raw -8489254.402362 + Penalty 3656.356006 = -8485598.046356 nChanged 150 SP:Iteration 35Q (1092.445171 sec): 3 clusters Score: Raw -8489262.208041 + Penalty 3656.356006 = -8485605.852035 nChanged 175 SP:Iteration 36Q (1092.577985 sec): 3 clusters Score: Raw -8489272.867217 + Penalty 3656.356006 = -8485616.511211 nChanged 205 SP:Iteration 37Q (1092.711047 sec): 3 clusters Score: Raw -8489286.902197 + Penalty 3656.356006 = -8485630.546191 nChanged 231 SP:Iteration 38Q (1092.843797 sec): 3 clusters Score: Raw -8489303.657513 + Penalty 3656.356006 = -8485647.301507 nChanged 258 SP:Iteration 39Q (1092.976699 sec): 3 clusters Score: Raw -8489324.782703 + Penalty 3656.356006 = -8485668.426697 nChanged 272 SP:Iteration 40F (1093.109364 sec): 3 clusters Score: Raw -8489345.187331 + Penalty 3656.356006 = -8485688.831325 nChanged 287 SP:Iteration 41Q (1093.243002 sec): 3 clusters Score: Raw -8489367.871411 + Penalty 3656.356006 = -8485711.515405 nChanged 307 SP:Iteration 42Q (1093.376325 sec): 3 clusters Score: Raw -8489392.531984 + Penalty 3656.356006 = -8485736.175978 nChanged 296 SP:Iteration 43Q (1093.509640 sec): 3 clusters Score: Raw -8489414.738573 + Penalty 3656.356006 = -8485758.382567 nChanged 292 SP:Iteration 44Q (1093.642564 sec): 3 clusters Score: Raw -8489438.090299 + Penalty 3656.356006 = -8485781.734293 nChanged 321 SP:Iteration 45Q (1093.775388 sec): 3 clusters Score: Raw -8489464.170759 + Penalty 3656.356006 = -8485807.814752 nChanged 332 SP:Iteration 46Q (1093.917632 sec): 3 clusters Score: Raw -8489494.215810 + Penalty 3656.356006 = -8485837.859804 nChanged 363 SP:Iteration 47Q (1094.050608 sec): 3 clusters Score: Raw -8489529.675493 + Penalty 3656.356006 = -8485873.319487 nChanged 413 SP:Iteration 48Q (1094.182844 sec): 3 clusters Score: Raw -8489573.733466 + Penalty 3656.356006 = -8485917.377460 nChanged 440 SP:Iteration 49Q (1094.314927 sec): 3 clusters Score: Raw -8489624.914854 + Penalty 3656.356006 = -8485968.558848 nChanged 457 SP:Iteration 50Q (1094.446876 sec): 3 clusters Score: Raw -8489678.707483 + Penalty 3656.356006 = -8486022.351477 nChanged 468 SP:Iteration 51Q (1094.578824 sec): 3 clusters Score: Raw -8489733.584319 + Penalty 3656.356006 = -8486077.228313 nChanged 468 SP:Iteration 52Q (1094.710386 sec): 3 clusters Score: Raw -8489788.779135 + Penalty 3656.356006 = -8486132.423128 nChanged 467 SP:Iteration 53Q (1094.841743 sec): 3 clusters Score: Raw -8489842.466960 + Penalty 3656.356006 = -8486186.110953 nChanged 460 SP:Iteration 54Q (1094.973095 sec): 3 clusters Score: Raw -8489897.550783 + Penalty 3656.356006 = -8486241.194777 nChanged 491 SP:Iteration 55Q (1095.104229 sec): 3 clusters Score: Raw -8489964.379163 + Penalty 3656.356006 = -8486308.023157 nChanged 535 SP:Iteration 56Q (1095.234950 sec): 3 clusters Score: Raw -8490037.435538 + Penalty 3656.356006 = -8486381.079532 nChanged 534 SP:Iteration 57Q (1095.365256 sec): 3 clusters Score: Raw -8490108.664933 + Penalty 3656.356006 = -8486452.308926 nChanged 520 SP:Iteration 58Q (1095.495240 sec): 3 clusters Score: Raw -8490178.585358 + Penalty 3656.356006 = -8486522.229351 nChanged 561 SP:Iteration 59Q (1095.625166 sec): 3 clusters Score: Raw -8490257.380260 + Penalty 3656.356006 = -8486601.024254 nChanged 590 SP:Iteration 60F (1095.757769 sec): 3 clusters Score: Raw -8490340.934453 + Penalty 3656.356006 = -8486684.578446 nChanged 601 SP:Iteration 61Q (1095.888651 sec): 3 clusters Score: Raw -8490428.815863 + Penalty 3656.356006 = -8486772.459857 nChanged 623 SP:Iteration 62Q (1096.019137 sec): 3 clusters Score: Raw -8490523.914850 + Penalty 3656.356006 = -8486867.558844 nChanged 602 SP:Iteration 63Q (1096.170522 sec): 3 clusters Score: Raw -8490619.046214 + Penalty 3656.356006 = -8486962.690208 nChanged 663 SP:Iteration 64Q (1096.299895 sec): 3 clusters Score: Raw -8490729.151910 + Penalty 3656.356006 = -8487072.795904 nChanged 678 SP:Iteration 65Q (1096.429059 sec): 3 clusters Score: Raw -8490850.611082 + Penalty 3656.356006 = -8487194.255076 nChanged 687 SP:Iteration 66Q (1096.557675 sec): 3 clusters Score: Raw -8490985.359613 + Penalty 3656.356006 = -8487329.003607 nChanged 753 SP:Iteration 67Q (1096.685814 sec): 3 clusters Score: Raw -8491148.361191 + Penalty 3656.356006 = -8487492.005185 nChanged 781 SP:Iteration 68Q (1096.813087 sec): 3 clusters Score: Raw -8491330.056676 + Penalty 3656.356006 = -8487673.700670 nChanged 808 SP:Iteration 69Q (1096.939555 sec): 3 clusters Score: Raw -8491516.649774 + Penalty 3656.356006 = -8487860.293768 nChanged 755 SP:Iteration 70Q (1097.065782 sec): 3 clusters Score: Raw -8491695.681862 + Penalty 3656.356006 = -8488039.325856 nChanged 794 SP:Iteration 71Q (1097.199370 sec): 3 clusters Score: Raw -8491887.375977 + Penalty 3656.356006 = -8488231.019971 nChanged 775 SP:Iteration 72Q (1097.324403 sec): 3 clusters Score: Raw -8492081.738637 + Penalty 3656.356006 = -8488425.382631 nChanged 799 SP:Iteration 73Q (1097.448000 sec): 3 clusters Score: Raw -8492279.854655 + Penalty 3656.356006 = -8488623.498649 nChanged 742 SP:Iteration 74Q (1097.571648 sec): 3 clusters Score: Raw -8492462.802823 + Penalty 3656.356006 = -8488806.446817 nChanged 702 SP:Iteration 75Q (1097.694628 sec): 3 clusters Score: Raw -8492636.989693 + Penalty 3656.356006 = -8488980.633687 nChanged 708 SP:Iteration 76Q (1097.817163 sec): 3 clusters Score: Raw -8492825.155242 + Penalty 3656.356006 = -8489168.799236 nChanged 727 SP:Iteration 77Q (1097.939482 sec): 3 clusters Score: Raw -8493031.114215 + Penalty 3656.356006 = -8489374.758209 nChanged 724 SP:Iteration 78Q (1098.060864 sec): 3 clusters Score: Raw -8493242.946132 + Penalty 3656.356006 = -8489586.590125 nChanged 713 SP:Iteration 79Q (1098.181655 sec): 3 clusters Score: Raw -8493464.805752 + Penalty 3656.356006 = -8489808.449745 nChanged 677 SP:Iteration 80F (1098.313990 sec): 3 clusters Score: Raw -8493690.602274 + Penalty 3656.356006 = -8490034.246267 nChanged 721 SP:Iteration 81Q (1098.434206 sec): 3 clusters Score: Raw -8493954.369476 + Penalty 3656.356006 = -8490298.013470 nChanged 740 SP:Iteration 82Q (1098.572923 sec): 3 clusters Score: Raw -8494230.454119 + Penalty 3656.356006 = -8490574.098113 nChanged 674 SP:Iteration 83Q (1098.718552 sec): 3 clusters Score: Raw -8494468.755860 + Penalty 3656.356006 = -8490812.399854 nChanged 608 SP:Iteration 84Q (1098.873094 sec): 3 clusters Score: Raw -8494686.914700 + Penalty 3656.356006 = -8491030.558694 nChanged 569 SP:Iteration 85Q (1099.015871 sec): 3 clusters Score: Raw -8494901.699518 + Penalty 3656.356006 = -8491245.343512 nChanged 553 SP:Iteration 86Q (1099.168940 sec): 3 clusters Score: Raw -8495129.002641 + Penalty 3656.356006 = -8491472.646635 nChanged 510 SP:Iteration 87Q (1099.321039 sec): 3 clusters Score: Raw -8495329.398109 + Penalty 3656.356006 = -8491673.042102 nChanged 414 SP:Iteration 88Q (1099.472222 sec): 3 clusters Score: Raw -8495485.049605 + Penalty 3656.356006 = -8491828.693599 nChanged 360 SP:Iteration 89Q (1099.587313 sec): 3 clusters Score: Raw -8495610.625063 + Penalty 3656.356006 = -8491954.269057 nChanged 312 SP:Iteration 90Q (1099.701058 sec): 3 clusters Score: Raw -8495725.352370 + Penalty 3656.356006 = -8492068.996364 nChanged 254 SP:Iteration 91Q (1099.813570 sec): 3 clusters Score: Raw -8495821.402236 + Penalty 3656.356006 = -8492165.046230 nChanged 222 SP:Iteration 92Q (1099.925587 sec): 3 clusters Score: Raw -8495907.928521 + Penalty 3656.356006 = -8492251.572515 nChanged 202 SP:Iteration 93Q (1100.037145 sec): 3 clusters Score: Raw -8495985.904695 + Penalty 3656.356006 = -8492329.548689 nChanged 177 SP:Iteration 94Q (1100.148449 sec): 3 clusters Score: Raw -8496055.737569 + Penalty 3656.356006 = -8492399.381563 nChanged 145 SP:Iteration 95Q (1100.259195 sec): 3 clusters Score: Raw -8496106.144108 + Penalty 3656.356006 = -8492449.788102 nChanged 98 SP:Iteration 96Q (1100.370309 sec): 3 clusters Score: Raw -8496141.796520 + Penalty 3656.356006 = -8492485.440513 nChanged 92 SP:Iteration 97Q (1100.480754 sec): 3 clusters Score: Raw -8496176.114460 + Penalty 3656.356006 = -8492519.758454 nChanged 68 SP:Iteration 98Q (1100.590936 sec): 3 clusters Score: Raw -8496196.200362 + Penalty 3656.356006 = -8492539.844356 nChanged 46 SP:Iteration 99Q (1100.700869 sec): 3 clusters Score: Raw -8496208.291634 + Penalty 3656.356006 = -8492551.935628 nChanged 35 SP:Iteration 100F (1100.831726 sec): 3 clusters Score: Raw -8496218.254149 + Penalty 3656.356006 = -8492561.898143 nChanged 28 SP:Iteration 101Q (1100.961211 sec): 3 clusters Score: Raw -8496227.296577 + Penalty 3656.356006 = -8492570.940571 nChanged 30 SP:Iteration 102Q (1101.071187 sec): 3 clusters Score: Raw -8496237.886991 + Penalty 3656.356006 = -8492581.530985 nChanged 28 SP:Iteration 103Q (1101.181013 sec): 3 clusters Score: Raw -8496247.218050 + Penalty 3656.356006 = -8492590.862044 nChanged 28 SP:Iteration 104Q (1101.291552 sec): 3 clusters Score: Raw -8496256.773911 + Penalty 3656.356006 = -8492600.417905 nChanged 24 SP:Iteration 105Q (1101.401720 sec): 3 clusters Score: Raw -8496263.895810 + Penalty 3656.356006 = -8492607.539804 nChanged 23 SP:Iteration 106Q (1101.511840 sec): 3 clusters Score: Raw -8496270.220238 + Penalty 3656.356006 = -8492613.864232 nChanged 21 SP:Iteration 107Q (1101.621859 sec): 3 clusters Score: Raw -8496276.723351 + Penalty 3656.356006 = -8492620.367345 nChanged 23 SP:Iteration 108Q (1101.731941 sec): 3 clusters Score: Raw -8496282.561666 + Penalty 3656.356006 = -8492626.205660 nChanged 22 SP:Iteration 109Q (1101.841753 sec): 3 clusters Score: Raw -8496288.907524 + Penalty 3656.356006 = -8492632.551518 nChanged 13 SP:Iteration 110Q (1101.951974 sec): 3 clusters Score: Raw -8496293.241990 + Penalty 3656.356006 = -8492636.885984 nChanged 17 SP:Iteration 111Q (1102.061863 sec): 3 clusters Score: Raw -8496298.222662 + Penalty 3656.356006 = -8492641.866655 nChanged 13 SP:Iteration 112Q (1102.171565 sec): 3 clusters Score: Raw -8496302.975212 + Penalty 3656.356006 = -8492646.619206 nChanged 13 SP:Iteration 113Q (1102.281207 sec): 3 clusters Score: Raw -8496308.951412 + Penalty 3656.356006 = -8492652.595406 nChanged 15 SP:Iteration 114Q (1102.390821 sec): 3 clusters Score: Raw -8496314.120763 + Penalty 3656.356006 = -8492657.764757 nChanged 15 SP:Iteration 115Q (1102.500210 sec): 3 clusters Score: Raw -8496318.579919 + Penalty 3656.356006 = -8492662.223912 nChanged 10 SP:Iteration 116Q (1102.610233 sec): 3 clusters Score: Raw -8496320.865533 + Penalty 3656.356006 = -8492664.509527 nChanged 4 SP:Iteration 117Q (1102.720411 sec): 3 clusters Score: Raw -8496321.933658 + Penalty 3656.356006 = -8492665.577651 nChanged 5 SP:Iteration 118Q (1102.830451 sec): 3 clusters Score: Raw -8496323.205967 + Penalty 3656.356006 = -8492666.849961 nChanged 4 SP:Iteration 119Q (1102.940279 sec): 3 clusters Score: Raw -8496324.501539 + Penalty 3656.356006 = -8492668.145533 nChanged 6 SP:Iteration 120F (1103.071915 sec): 3 clusters Score: Raw -8496325.971255 + Penalty 3656.356006 = -8492669.615249 nChanged 2 SP:Iteration 121Q (1103.181345 sec): 3 clusters Score: Raw -8496326.478939 + Penalty 3656.356006 = -8492670.122933 nChanged 5 SP:Iteration 122Q (1103.290820 sec): 3 clusters Score: Raw -8496329.056620 + Penalty 3656.356006 = -8492672.700613 nChanged 8 SP:Iteration 123Q (1103.400283 sec): 3 clusters Score: Raw -8496331.449231 + Penalty 3656.356006 = -8492675.093225 nChanged 4 SP:Iteration 124Q (1103.510137 sec): 3 clusters Score: Raw -8496331.984900 + Penalty 3656.356006 = -8492675.628893 nChanged 2 SP:Iteration 125Q (1103.619577 sec): 3 clusters Score: Raw -8496332.335005 + Penalty 3656.356006 = -8492675.978999 nChanged 1 SP:Iteration 126Q (1103.729012 sec): 3 clusters Score: Raw -8496332.616952 + Penalty 3656.356006 = -8492676.260946 nChanged 0 SP:Iteration 127F (1103.880110 sec): 3 clusters Score: Raw -8496332.616952 + Penalty 3656.356006 = -8492676.260946 nChanged 0 Trying to split cluster 19 (1484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1103.887780 sec): 2 clusters Score: Raw -158645.719998 + Penalty 1186.655669 = -157459.064329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1103.896138 sec): 3 clusters Score: Raw -158085.686927 + Penalty 2373.311338 = -155712.375589 nChanged 490 SP:Iteration 1F (1103.903990 sec): 3 clusters Score: Raw -158452.572307 + Penalty 2373.311338 = -156079.260969 nChanged 109 SP:Iteration 2F (1103.911784 sec): 3 clusters Score: Raw -158533.356995 + Penalty 2373.311338 = -156160.045657 nChanged 47 SP:Iteration 3Q (1103.919556 sec): 3 clusters Score: Raw -158573.942202 + Penalty 2373.311338 = -156200.630864 nChanged 27 SP:Iteration 4Q (1103.927232 sec): 3 clusters Score: Raw -158592.943980 + Penalty 2373.311338 = -156219.632642 nChanged 20 SP:Iteration 5Q (1103.934912 sec): 3 clusters Score: Raw -158607.226700 + Penalty 2373.311338 = -156233.915363 nChanged 23 SP:Iteration 6Q (1103.942702 sec): 3 clusters Score: Raw -158624.603370 + Penalty 2373.311338 = -156251.292032 nChanged 20 SP:Iteration 7Q (1103.950423 sec): 3 clusters Score: Raw -158637.374401 + Penalty 2373.311338 = -156264.063063 nChanged 15 SP:Iteration 8Q (1103.958218 sec): 3 clusters Score: Raw -158645.959244 + Penalty 2373.311338 = -156272.647906 nChanged 21 SP:Iteration 9Q (1103.965985 sec): 3 clusters Score: Raw -158657.178694 + Penalty 2373.311338 = -156283.867356 nChanged 13 SP:Iteration 10Q (1103.973758 sec): 3 clusters Score: Raw -158664.036461 + Penalty 2373.311338 = -156290.725123 nChanged 9 SP:Iteration 11Q (1103.981562 sec): 3 clusters Score: Raw -158670.455373 + Penalty 2373.311338 = -156297.144036 nChanged 9 SP:Iteration 12Q (1103.989254 sec): 3 clusters Score: Raw -158677.291813 + Penalty 2373.311338 = -156303.980476 nChanged 10 SP:Iteration 13Q (1103.997005 sec): 3 clusters Score: Raw -158682.878222 + Penalty 2373.311338 = -156309.566884 nChanged 12 SP:Iteration 14Q (1104.004712 sec): 3 clusters Score: Raw -158689.374352 + Penalty 2373.311338 = -156316.063014 nChanged 5 SP:Iteration 15Q (1104.012458 sec): 3 clusters Score: Raw -158692.000044 + Penalty 2373.311338 = -156318.688707 nChanged 4 SP:Iteration 16Q (1104.020199 sec): 3 clusters Score: Raw -158695.160894 + Penalty 2373.311338 = -156321.849556 nChanged 6 SP:Iteration 17Q (1104.027930 sec): 3 clusters Score: Raw -158701.149714 + Penalty 2373.311338 = -156327.838376 nChanged 9 SP:Iteration 18Q (1104.035646 sec): 3 clusters Score: Raw -158705.799644 + Penalty 2373.311338 = -156332.488307 nChanged 8 SP:Iteration 19Q (1104.043444 sec): 3 clusters Score: Raw -158709.139413 + Penalty 2373.311338 = -156335.828075 nChanged 7 SP:Iteration 20F (1104.051135 sec): 3 clusters Score: Raw -158712.596706 + Penalty 2373.311338 = -156339.285368 nChanged 3 SP:Iteration 21Q (1104.058841 sec): 3 clusters Score: Raw -158716.644198 + Penalty 2373.311338 = -156343.332860 nChanged 6 SP:Iteration 22Q (1104.066501 sec): 3 clusters Score: Raw -158724.883449 + Penalty 2373.311338 = -156351.572111 nChanged 8 SP:Iteration 23Q (1104.074190 sec): 3 clusters Score: Raw -158731.846368 + Penalty 2373.311338 = -156358.535030 nChanged 10 SP:Iteration 24Q (1104.081935 sec): 3 clusters Score: Raw -158738.482039 + Penalty 2373.311338 = -156365.170701 nChanged 7 SP:Iteration 25Q (1104.089560 sec): 3 clusters Score: Raw -158742.762892 + Penalty 2373.311338 = -156369.451554 nChanged 4 SP:Iteration 26Q (1104.097267 sec): 3 clusters Score: Raw -158745.037261 + Penalty 2373.311338 = -156371.725924 nChanged 2 SP:Iteration 27Q (1104.105047 sec): 3 clusters Score: Raw -158745.697504 + Penalty 2373.311338 = -156372.386166 nChanged 3 SP:Iteration 28Q (1104.112605 sec): 3 clusters Score: Raw -158748.292444 + Penalty 2373.311338 = -156374.981106 nChanged 1 SP:Iteration 29Q (1104.120246 sec): 3 clusters Score: Raw -158749.098891 + Penalty 2373.311338 = -156375.787553 nChanged 1 SP:Iteration 30Q (1104.127857 sec): 3 clusters Score: Raw -158749.778521 + Penalty 2373.311338 = -156376.467183 nChanged 1 SP:Iteration 31Q (1104.135477 sec): 3 clusters Score: Raw -158750.394632 + Penalty 2373.311338 = -156377.083294 nChanged 1 SP:Iteration 32Q (1104.143118 sec): 3 clusters Score: Raw -158750.821112 + Penalty 2373.311338 = -156377.509774 nChanged 0 SP:Iteration 33F (1104.150790 sec): 3 clusters Score: Raw -158750.821112 + Penalty 2373.311338 = -156377.509774 nChanged 0 Trying to split cluster 20 (13223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1104.180754 sec): 2 clusters Score: Raw -1425812.174863 + Penalty 1542.078365 = -1424270.096497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1104.215257 sec): 3 clusters Score: Raw -1418149.575008 + Penalty 3084.156730 = -1415065.418277 nChanged 5890 SP:Iteration 1F (1104.248359 sec): 3 clusters Score: Raw -1421874.151618 + Penalty 3084.156730 = -1418789.994888 nChanged 998 SP:Iteration 2F (1104.282039 sec): 3 clusters Score: Raw -1422589.176875 + Penalty 3084.156730 = -1419505.020145 nChanged 1037 SP:Iteration 3F (1104.315441 sec): 3 clusters Score: Raw -1423381.044111 + Penalty 3084.156730 = -1420296.887381 nChanged 996 SP:Iteration 4F (1104.348828 sec): 3 clusters Score: Raw -1424141.313156 + Penalty 3084.156730 = -1421057.156426 nChanged 862 SP:Iteration 5F (1104.382149 sec): 3 clusters Score: Raw -1424831.892001 + Penalty 3084.156730 = -1421747.735271 nChanged 707 SP:Iteration 6F (1104.415517 sec): 3 clusters Score: Raw -1425384.932891 + Penalty 3084.156730 = -1422300.776160 nChanged 527 SP:Iteration 7Q (1104.448928 sec): 3 clusters Score: Raw -1425773.312942 + Penalty 3084.156730 = -1422689.156212 nChanged 410 SP:Iteration 8Q (1104.481853 sec): 3 clusters Score: Raw -1426020.987959 + Penalty 3084.156730 = -1422936.831229 nChanged 295 SP:Iteration 9Q (1104.548767 sec): 3 clusters Score: Raw -1426171.606277 + Penalty 3084.156730 = -1423087.449546 nChanged 247 SP:Iteration 10Q (1104.590728 sec): 3 clusters Score: Raw -1426293.524790 + Penalty 3084.156730 = -1423209.368059 nChanged 193 SP:Iteration 11Q (1104.622897 sec): 3 clusters Score: Raw -1426388.017111 + Penalty 3084.156730 = -1423303.860381 nChanged 170 SP:Iteration 12Q (1104.654748 sec): 3 clusters Score: Raw -1426478.963168 + Penalty 3084.156730 = -1423394.806437 nChanged 155 SP:Iteration 13Q (1104.686461 sec): 3 clusters Score: Raw -1426562.995346 + Penalty 3084.156730 = -1423478.838616 nChanged 141 SP:Iteration 14Q (1104.718029 sec): 3 clusters Score: Raw -1426635.098433 + Penalty 3084.156730 = -1423550.941703 nChanged 119 SP:Iteration 15Q (1104.749366 sec): 3 clusters Score: Raw -1426706.178948 + Penalty 3084.156730 = -1423622.022217 nChanged 120 SP:Iteration 16Q (1104.780420 sec): 3 clusters Score: Raw -1426789.646782 + Penalty 3084.156730 = -1423705.490051 nChanged 113 SP:Iteration 17Q (1104.811282 sec): 3 clusters Score: Raw -1426866.470849 + Penalty 3084.156730 = -1423782.314119 nChanged 100 SP:Iteration 18Q (1104.842193 sec): 3 clusters Score: Raw -1426922.576679 + Penalty 3084.156730 = -1423838.419948 nChanged 78 SP:Iteration 19Q (1104.872593 sec): 3 clusters Score: Raw -1426953.924265 + Penalty 3084.156730 = -1423869.767535 nChanged 67 SP:Iteration 20F (1104.905936 sec): 3 clusters Score: Raw -1426986.975502 + Penalty 3084.156730 = -1423902.818772 nChanged 69 SP:Iteration 21Q (1104.935943 sec): 3 clusters Score: Raw -1427017.383466 + Penalty 3084.156730 = -1423933.226736 nChanged 58 SP:Iteration 22Q (1104.965863 sec): 3 clusters Score: Raw -1427043.752375 + Penalty 3084.156730 = -1423959.595645 nChanged 49 SP:Iteration 23Q (1104.995529 sec): 3 clusters Score: Raw -1427071.246903 + Penalty 3084.156730 = -1423987.090173 nChanged 53 SP:Iteration 24Q (1105.025041 sec): 3 clusters Score: Raw -1427093.715060 + Penalty 3084.156730 = -1424009.558330 nChanged 44 SP:Iteration 25Q (1105.054485 sec): 3 clusters Score: Raw -1427106.131099 + Penalty 3084.156730 = -1424021.974369 nChanged 32 SP:Iteration 26Q (1105.083818 sec): 3 clusters Score: Raw -1427112.132150 + Penalty 3084.156730 = -1424027.975420 nChanged 18 SP:Iteration 27Q (1105.113193 sec): 3 clusters Score: Raw -1427115.797456 + Penalty 3084.156730 = -1424031.640726 nChanged 14 SP:Iteration 28Q (1105.142378 sec): 3 clusters Score: Raw -1427118.332185 + Penalty 3084.156730 = -1424034.175455 nChanged 9 SP:Iteration 29Q (1105.171596 sec): 3 clusters Score: Raw -1427121.482336 + Penalty 3084.156730 = -1424037.325605 nChanged 12 SP:Iteration 30Q (1105.210513 sec): 3 clusters Score: Raw -1427128.626097 + Penalty 3084.156730 = -1424044.469366 nChanged 16 SP:Iteration 31Q (1105.239624 sec): 3 clusters Score: Raw -1427132.652215 + Penalty 3084.156730 = -1424048.495485 nChanged 14 SP:Iteration 32Q (1105.268567 sec): 3 clusters Score: Raw -1427137.293388 + Penalty 3084.156730 = -1424053.136657 nChanged 13 SP:Iteration 33Q (1105.297685 sec): 3 clusters Score: Raw -1427144.404258 + Penalty 3084.156730 = -1424060.247527 nChanged 16 SP:Iteration 34Q (1105.326655 sec): 3 clusters Score: Raw -1427153.535452 + Penalty 3084.156730 = -1424069.378721 nChanged 17 SP:Iteration 35Q (1105.355625 sec): 3 clusters Score: Raw -1427156.817757 + Penalty 3084.156730 = -1424072.661027 nChanged 11 SP:Iteration 36Q (1105.384691 sec): 3 clusters Score: Raw -1427159.236302 + Penalty 3084.156730 = -1424075.079572 nChanged 10 SP:Iteration 37Q (1105.413699 sec): 3 clusters Score: Raw -1427160.958134 + Penalty 3084.156730 = -1424076.801404 nChanged 7 SP:Iteration 38Q (1105.442579 sec): 3 clusters Score: Raw -1427161.830376 + Penalty 3084.156730 = -1424077.673645 nChanged 5 SP:Iteration 39Q (1105.471488 sec): 3 clusters Score: Raw -1427162.601122 + Penalty 3084.156730 = -1424078.444392 nChanged 5 SP:Iteration 40F (1105.504648 sec): 3 clusters Score: Raw -1427163.005304 + Penalty 3084.156730 = -1424078.848574 nChanged 8 SP:Iteration 41Q (1105.533715 sec): 3 clusters Score: Raw -1427164.695335 + Penalty 3084.156730 = -1424080.538604 nChanged 10 SP:Iteration 42Q (1105.562637 sec): 3 clusters Score: Raw -1427166.770231 + Penalty 3084.156730 = -1424082.613501 nChanged 7 SP:Iteration 43Q (1105.591492 sec): 3 clusters Score: Raw -1427167.649040 + Penalty 3084.156730 = -1424083.492310 nChanged 2 SP:Iteration 44Q (1105.620244 sec): 3 clusters Score: Raw -1427167.936240 + Penalty 3084.156730 = -1424083.779509 nChanged 2 SP:Iteration 45Q (1105.649281 sec): 3 clusters Score: Raw -1427168.151206 + Penalty 3084.156730 = -1424083.994475 nChanged 3 SP:Iteration 46Q (1105.678034 sec): 3 clusters Score: Raw -1427168.563926 + Penalty 3084.156730 = -1424084.407195 nChanged 1 SP:Iteration 47Q (1105.706984 sec): 3 clusters Score: Raw -1427168.607748 + Penalty 3084.156730 = -1424084.451017 nChanged 0 SP:Iteration 48F (1105.740257 sec): 3 clusters Score: Raw -1427168.607748 + Penalty 3084.156730 = -1424084.451017 nChanged 0 Trying to split cluster 21 (10252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.764095 sec): 2 clusters Score: Raw -1175024.950895 + Penalty 1500.724564 = -1173524.226330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.792959 sec): 3 clusters Score: Raw -1169222.207092 + Penalty 3001.449128 = -1166220.757964 nChanged 4428 SP:Iteration 1F (1105.820655 sec): 3 clusters Score: Raw -1171721.634568 + Penalty 3001.449128 = -1168720.185439 nChanged 647 SP:Iteration 2F (1105.848349 sec): 3 clusters Score: Raw -1172068.602071 + Penalty 3001.449128 = -1169067.152942 nChanged 595 SP:Iteration 3F (1105.876081 sec): 3 clusters Score: Raw -1172434.518411 + Penalty 3001.449128 = -1169433.069282 nChanged 590 SP:Iteration 4F (1105.903904 sec): 3 clusters Score: Raw -1172842.355339 + Penalty 3001.449128 = -1169840.906211 nChanged 587 SP:Iteration 5F (1105.931579 sec): 3 clusters Score: Raw -1173311.854245 + Penalty 3001.449128 = -1170310.405117 nChanged 636 SP:Iteration 6F (1105.959299 sec): 3 clusters Score: Raw -1173859.453223 + Penalty 3001.449128 = -1170858.004095 nChanged 599 SP:Iteration 7F (1105.987061 sec): 3 clusters Score: Raw -1174325.832014 + Penalty 3001.449128 = -1171324.382885 nChanged 506 SP:Iteration 8Q (1106.014550 sec): 3 clusters Score: Raw -1174652.039850 + Penalty 3001.449128 = -1171650.590721 nChanged 365 SP:Iteration 9Q (1106.041696 sec): 3 clusters Score: Raw -1174844.054226 + Penalty 3001.449128 = -1171842.605097 nChanged 284 SP:Iteration 10Q (1106.068776 sec): 3 clusters Score: Raw -1174956.156665 + Penalty 3001.449128 = -1171954.707537 nChanged 188 SP:Iteration 11Q (1106.095990 sec): 3 clusters Score: Raw -1175026.254817 + Penalty 3001.449128 = -1172024.805689 nChanged 147 SP:Iteration 12Q (1106.122921 sec): 3 clusters Score: Raw -1175072.352499 + Penalty 3001.449128 = -1172070.903371 nChanged 129 SP:Iteration 13Q (1106.150030 sec): 3 clusters Score: Raw -1175113.341689 + Penalty 3001.449128 = -1172111.892560 nChanged 110 SP:Iteration 14Q (1106.177168 sec): 3 clusters Score: Raw -1175145.536720 + Penalty 3001.449128 = -1172144.087592 nChanged 89 SP:Iteration 15Q (1106.204089 sec): 3 clusters Score: Raw -1175169.464957 + Penalty 3001.449128 = -1172168.015828 nChanged 87 SP:Iteration 16Q (1106.231112 sec): 3 clusters Score: Raw -1175191.343336 + Penalty 3001.449128 = -1172189.894207 nChanged 85 SP:Iteration 17Q (1106.258114 sec): 3 clusters Score: Raw -1175213.961684 + Penalty 3001.449128 = -1172212.512556 nChanged 68 SP:Iteration 18Q (1106.285273 sec): 3 clusters Score: Raw -1175226.278266 + Penalty 3001.449128 = -1172224.829137 nChanged 44 SP:Iteration 19Q (1106.312322 sec): 3 clusters Score: Raw -1175232.883452 + Penalty 3001.449128 = -1172231.434324 nChanged 37 SP:Iteration 20F (1106.340055 sec): 3 clusters Score: Raw -1175239.270789 + Penalty 3001.449128 = -1172237.821660 nChanged 36 SP:Iteration 21Q (1106.366991 sec): 3 clusters Score: Raw -1175245.539415 + Penalty 3001.449128 = -1172244.090286 nChanged 40 SP:Iteration 22Q (1106.394125 sec): 3 clusters Score: Raw -1175252.521655 + Penalty 3001.449128 = -1172251.072526 nChanged 24 SP:Iteration 23Q (1106.421252 sec): 3 clusters Score: Raw -1175256.292132 + Penalty 3001.449128 = -1172254.843004 nChanged 23 SP:Iteration 24Q (1106.448287 sec): 3 clusters Score: Raw -1175260.574498 + Penalty 3001.449128 = -1172259.125370 nChanged 32 SP:Iteration 25Q (1106.475289 sec): 3 clusters Score: Raw -1175265.670070 + Penalty 3001.449128 = -1172264.220941 nChanged 24 SP:Iteration 26Q (1106.502321 sec): 3 clusters Score: Raw -1175270.275071 + Penalty 3001.449128 = -1172268.825942 nChanged 27 SP:Iteration 27Q (1106.529337 sec): 3 clusters Score: Raw -1175274.682909 + Penalty 3001.449128 = -1172273.233781 nChanged 30 SP:Iteration 28Q (1106.556388 sec): 3 clusters Score: Raw -1175279.282278 + Penalty 3001.449128 = -1172277.833149 nChanged 21 SP:Iteration 29Q (1106.583499 sec): 3 clusters Score: Raw -1175281.660091 + Penalty 3001.449128 = -1172280.210963 nChanged 15 SP:Iteration 30Q (1106.610479 sec): 3 clusters Score: Raw -1175282.930704 + Penalty 3001.449128 = -1172281.481576 nChanged 9 SP:Iteration 31Q (1106.637640 sec): 3 clusters Score: Raw -1175283.476146 + Penalty 3001.449128 = -1172282.027018 nChanged 7 SP:Iteration 32Q (1106.664525 sec): 3 clusters Score: Raw -1175284.168387 + Penalty 3001.449128 = -1172282.719259 nChanged 9 SP:Iteration 33Q (1106.691695 sec): 3 clusters Score: Raw -1175285.364434 + Penalty 3001.449128 = -1172283.915305 nChanged 20 SP:Iteration 34Q (1106.718564 sec): 3 clusters Score: Raw -1175287.710823 + Penalty 3001.449128 = -1172286.261694 nChanged 23 SP:Iteration 35Q (1106.745509 sec): 3 clusters Score: Raw -1175290.671565 + Penalty 3001.449128 = -1172289.222436 nChanged 21 SP:Iteration 36Q (1106.772609 sec): 3 clusters Score: Raw -1175292.656567 + Penalty 3001.449128 = -1172291.207439 nChanged 14 SP:Iteration 37Q (1106.799527 sec): 3 clusters Score: Raw -1175293.999724 + Penalty 3001.449128 = -1172292.550595 nChanged 9 SP:Iteration 38Q (1106.826598 sec): 3 clusters Score: Raw -1175294.841065 + Penalty 3001.449128 = -1172293.391937 nChanged 9 SP:Iteration 39Q (1106.853612 sec): 3 clusters Score: Raw -1175295.987061 + Penalty 3001.449128 = -1172294.537932 nChanged 7 SP:Iteration 40F (1106.881559 sec): 3 clusters Score: Raw -1175296.658406 + Penalty 3001.449128 = -1172295.209278 nChanged 4 SP:Iteration 41Q (1106.908607 sec): 3 clusters Score: Raw -1175297.016330 + Penalty 3001.449128 = -1172295.567202 nChanged 3 SP:Iteration 42Q (1106.935620 sec): 3 clusters Score: Raw -1175297.318662 + Penalty 3001.449128 = -1172295.869534 nChanged 0 SP:Iteration 43F (1106.963493 sec): 3 clusters Score: Raw -1175297.318662 + Penalty 3001.449128 = -1172295.869534 nChanged 0 Trying to split cluster 22 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.984106 sec): 2 clusters Score: Raw -714172.962673 + Penalty 1439.114796 = -712733.847877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.008669 sec): 3 clusters Score: Raw -710436.528415 + Penalty 2878.229593 = -707558.298822 nChanged 2913 SP:Iteration 1F (1107.032370 sec): 3 clusters Score: Raw -712110.154791 + Penalty 2878.229593 = -709231.925198 nChanged 516 SP:Iteration 2F (1107.090024 sec): 3 clusters Score: Raw -712396.612993 + Penalty 2878.229593 = -709518.383400 nChanged 415 SP:Iteration 3F (1107.141368 sec): 3 clusters Score: Raw -712629.820315 + Penalty 2878.229593 = -709751.590722 nChanged 357 SP:Iteration 4F (1107.200432 sec): 3 clusters Score: Raw -712845.953852 + Penalty 2878.229593 = -709967.724259 nChanged 347 SP:Iteration 5Q (1107.226027 sec): 3 clusters Score: Raw -713072.451500 + Penalty 2878.229593 = -710194.221907 nChanged 367 SP:Iteration 6F (1107.285313 sec): 3 clusters Score: Raw -713301.739515 + Penalty 2878.229593 = -710423.509922 nChanged 350 SP:Iteration 7Q (1107.310457 sec): 3 clusters Score: Raw -713551.646435 + Penalty 2878.229593 = -710673.416842 nChanged 323 SP:Iteration 8Q (1107.334104 sec): 3 clusters Score: Raw -713780.093730 + Penalty 2878.229593 = -710901.864137 nChanged 310 SP:Iteration 9Q (1107.357963 sec): 3 clusters Score: Raw -714030.075750 + Penalty 2878.229593 = -711151.846157 nChanged 295 SP:Iteration 10Q (1107.393456 sec): 3 clusters Score: Raw -714221.599387 + Penalty 2878.229593 = -711343.369794 nChanged 231 SP:Iteration 11Q (1107.417202 sec): 3 clusters Score: Raw -714374.094350 + Penalty 2878.229593 = -711495.864757 nChanged 204 SP:Iteration 12Q (1107.440954 sec): 3 clusters Score: Raw -714488.413223 + Penalty 2878.229593 = -711610.183630 nChanged 155 SP:Iteration 13Q (1107.464352 sec): 3 clusters Score: Raw -714579.860274 + Penalty 2878.229593 = -711701.630681 nChanged 147 SP:Iteration 14Q (1107.487733 sec): 3 clusters Score: Raw -714659.217509 + Penalty 2878.229593 = -711780.987916 nChanged 126 SP:Iteration 15Q (1107.510989 sec): 3 clusters Score: Raw -714728.449340 + Penalty 2878.229593 = -711850.219747 nChanged 96 SP:Iteration 16Q (1107.534149 sec): 3 clusters Score: Raw -714777.839702 + Penalty 2878.229593 = -711899.610109 nChanged 91 SP:Iteration 17Q (1107.557384 sec): 3 clusters Score: Raw -714826.635218 + Penalty 2878.229593 = -711948.405625 nChanged 68 SP:Iteration 18Q (1107.580735 sec): 3 clusters Score: Raw -714860.913993 + Penalty 2878.229593 = -711982.684400 nChanged 55 SP:Iteration 19Q (1107.603948 sec): 3 clusters Score: Raw -714888.563747 + Penalty 2878.229593 = -712010.334154 nChanged 54 SP:Iteration 20F (1107.627695 sec): 3 clusters Score: Raw -714919.925756 + Penalty 2878.229593 = -712041.696163 nChanged 44 SP:Iteration 21Q (1107.651165 sec): 3 clusters Score: Raw -714939.040102 + Penalty 2878.229593 = -712060.810509 nChanged 33 SP:Iteration 22Q (1107.674681 sec): 3 clusters Score: Raw -714955.474407 + Penalty 2878.229593 = -712077.244814 nChanged 24 SP:Iteration 23Q (1107.697691 sec): 3 clusters Score: Raw -714965.201608 + Penalty 2878.229593 = -712086.972015 nChanged 15 SP:Iteration 24Q (1107.721068 sec): 3 clusters Score: Raw -714972.326434 + Penalty 2878.229593 = -712094.096841 nChanged 12 SP:Iteration 25Q (1107.744261 sec): 3 clusters Score: Raw -714977.481660 + Penalty 2878.229593 = -712099.252067 nChanged 8 SP:Iteration 26Q (1107.767192 sec): 3 clusters Score: Raw -714982.051407 + Penalty 2878.229593 = -712103.821814 nChanged 8 SP:Iteration 27Q (1107.790126 sec): 3 clusters Score: Raw -714984.948407 + Penalty 2878.229593 = -712106.718815 nChanged 8 SP:Iteration 28Q (1107.813374 sec): 3 clusters Score: Raw -714987.723665 + Penalty 2878.229593 = -712109.494072 nChanged 7 SP:Iteration 29Q (1107.836755 sec): 3 clusters Score: Raw -714990.620204 + Penalty 2878.229593 = -712112.390611 nChanged 7 SP:Iteration 30Q (1107.859944 sec): 3 clusters Score: Raw -714992.503962 + Penalty 2878.229593 = -712114.274369 nChanged 7 SP:Iteration 31Q (1107.883117 sec): 3 clusters Score: Raw -714996.070284 + Penalty 2878.229593 = -712117.840691 nChanged 3 SP:Iteration 32Q (1107.906155 sec): 3 clusters Score: Raw -714997.458886 + Penalty 2878.229593 = -712119.229293 nChanged 5 SP:Iteration 33Q (1107.929396 sec): 3 clusters Score: Raw -715000.044244 + Penalty 2878.229593 = -712121.814651 nChanged 6 SP:Iteration 34Q (1107.952290 sec): 3 clusters Score: Raw -715003.108131 + Penalty 2878.229593 = -712124.878538 nChanged 8 SP:Iteration 35Q (1107.975345 sec): 3 clusters Score: Raw -715007.075264 + Penalty 2878.229593 = -712128.845671 nChanged 5 SP:Iteration 36Q (1107.998272 sec): 3 clusters Score: Raw -715009.064913 + Penalty 2878.229593 = -712130.835320 nChanged 5 SP:Iteration 37Q (1108.021417 sec): 3 clusters Score: Raw -715010.385321 + Penalty 2878.229593 = -712132.155728 nChanged 2 SP:Iteration 38Q (1108.044585 sec): 3 clusters Score: Raw -715011.349952 + Penalty 2878.229593 = -712133.120359 nChanged 1 SP:Iteration 39Q (1108.067552 sec): 3 clusters Score: Raw -715011.596561 + Penalty 2878.229593 = -712133.366968 nChanged 1 SP:Iteration 40F (1108.091237 sec): 3 clusters Score: Raw -715011.922891 + Penalty 2878.229593 = -712133.693298 nChanged 1 SP:Iteration 41Q (1108.114277 sec): 3 clusters Score: Raw -715012.249565 + Penalty 2878.229593 = -712134.019972 nChanged 0 SP:Iteration 42F (1108.137953 sec): 3 clusters Score: Raw -715012.249565 + Penalty 2878.229593 = -712134.019972 nChanged 0 Trying to split cluster 23 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1108.150558 sec): 2 clusters Score: Raw -10581.133427 + Penalty 771.051471 = -9810.081956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1108.151911 sec): 3 clusters Score: Raw -10803.087385 + Penalty 1542.102942 = -9260.984443 nChanged 8 SP:Iteration 1F (1108.153111 sec): 3 clusters Score: Raw -10849.818584 + Penalty 1542.102942 = -9307.715642 nChanged 2 SP:Iteration 2Q (1108.154248 sec): 3 clusters Score: Raw -10877.076709 + Penalty 1542.102942 = -9334.973767 nChanged 0 SP:Iteration 3F (1108.155413 sec): 3 clusters Score: Raw -10877.076709 + Penalty 1542.102942 = -9334.973767 nChanged 0 Trying to split cluster 24 (27751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1108.201452 sec): 2 clusters Score: Raw -3132075.340695 + Penalty 1662.541913 = -3130412.798783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1108.258233 sec): 3 clusters Score: Raw -3115154.466542 + Penalty 3325.083825 = -3111829.382717 nChanged 12654 SP:Iteration 1F (1108.312131 sec): 3 clusters Score: Raw -3122096.048758 + Penalty 3325.083825 = -3118770.964933 nChanged 1237 SP:Iteration 2Q (1108.367281 sec): 3 clusters Score: Raw -3122526.788881 + Penalty 3325.083825 = -3119201.705056 nChanged 1183 SP:Iteration 3Q (1108.460399 sec): 3 clusters Score: Raw -3123016.158177 + Penalty 3325.083825 = -3119691.074352 nChanged 1226 SP:Iteration 4Q (1108.524996 sec): 3 clusters Score: Raw -3123626.453894 + Penalty 3325.083825 = -3120301.370069 nChanged 1347 SP:Iteration 5Q (1108.579679 sec): 3 clusters Score: Raw -3124451.795023 + Penalty 3325.083825 = -3121126.711197 nChanged 1428 SP:Iteration 6F (1108.633697 sec): 3 clusters Score: Raw -3125549.440944 + Penalty 3325.083825 = -3122224.357118 nChanged 1520 SP:Iteration 7F (1108.687530 sec): 3 clusters Score: Raw -3126893.590390 + Penalty 3325.083825 = -3123568.506565 nChanged 1560 SP:Iteration 8F (1108.741883 sec): 3 clusters Score: Raw -3128281.098582 + Penalty 3325.083825 = -3124956.014756 nChanged 1484 SP:Iteration 9F (1108.795290 sec): 3 clusters Score: Raw -3129419.465311 + Penalty 3325.083825 = -3126094.381486 nChanged 1294 SP:Iteration 10Q (1108.846833 sec): 3 clusters Score: Raw -3130224.502206 + Penalty 3325.083825 = -3126899.418381 nChanged 954 SP:Iteration 11Q (1108.897408 sec): 3 clusters Score: Raw -3130661.638789 + Penalty 3325.083825 = -3127336.554964 nChanged 648 SP:Iteration 12Q (1108.947589 sec): 3 clusters Score: Raw -3130884.207319 + Penalty 3325.083825 = -3127559.123494 nChanged 456 SP:Iteration 13Q (1108.997149 sec): 3 clusters Score: Raw -3131015.172310 + Penalty 3325.083825 = -3127690.088485 nChanged 330 SP:Iteration 14Q (1109.046719 sec): 3 clusters Score: Raw -3131097.462245 + Penalty 3325.083825 = -3127772.378420 nChanged 274 SP:Iteration 15Q (1109.131024 sec): 3 clusters Score: Raw -3131158.066792 + Penalty 3325.083825 = -3127832.982967 nChanged 243 SP:Iteration 16Q (1109.179569 sec): 3 clusters Score: Raw -3131211.346157 + Penalty 3325.083825 = -3127886.262331 nChanged 213 SP:Iteration 17Q (1109.228496 sec): 3 clusters Score: Raw -3131260.877654 + Penalty 3325.083825 = -3127935.793829 nChanged 250 SP:Iteration 18Q (1109.277339 sec): 3 clusters Score: Raw -3131321.558915 + Penalty 3325.083825 = -3127996.475090 nChanged 234 SP:Iteration 19Q (1109.326312 sec): 3 clusters Score: Raw -3131377.842170 + Penalty 3325.083825 = -3128052.758345 nChanged 225 SP:Iteration 20F (1109.379604 sec): 3 clusters Score: Raw -3131434.870249 + Penalty 3325.083825 = -3128109.786423 nChanged 232 SP:Iteration 21Q (1109.428197 sec): 3 clusters Score: Raw -3131494.243523 + Penalty 3325.083825 = -3128169.159698 nChanged 223 SP:Iteration 22Q (1109.476562 sec): 3 clusters Score: Raw -3131551.596504 + Penalty 3325.083825 = -3128226.512679 nChanged 207 SP:Iteration 23Q (1109.524814 sec): 3 clusters Score: Raw -3131613.472631 + Penalty 3325.083825 = -3128288.388806 nChanged 194 SP:Iteration 24Q (1109.573227 sec): 3 clusters Score: Raw -3131674.967169 + Penalty 3325.083825 = -3128349.883344 nChanged 197 SP:Iteration 25Q (1109.621345 sec): 3 clusters Score: Raw -3131737.976587 + Penalty 3325.083825 = -3128412.892761 nChanged 198 SP:Iteration 26Q (1109.668996 sec): 3 clusters Score: Raw -3131805.502249 + Penalty 3325.083825 = -3128480.418424 nChanged 193 SP:Iteration 27Q (1109.716600 sec): 3 clusters Score: Raw -3131863.279313 + Penalty 3325.083825 = -3128538.195487 nChanged 190 SP:Iteration 28Q (1109.802292 sec): 3 clusters Score: Raw -3131923.120765 + Penalty 3325.083825 = -3128598.036940 nChanged 184 SP:Iteration 29Q (1109.856800 sec): 3 clusters Score: Raw -3131983.810727 + Penalty 3325.083825 = -3128658.726902 nChanged 203 SP:Iteration 30Q (1109.903749 sec): 3 clusters Score: Raw -3132053.757485 + Penalty 3325.083825 = -3128728.673660 nChanged 190 SP:Iteration 31Q (1109.950785 sec): 3 clusters Score: Raw -3132118.600089 + Penalty 3325.083825 = -3128793.516264 nChanged 173 SP:Iteration 32Q (1109.997655 sec): 3 clusters Score: Raw -3132175.323594 + Penalty 3325.083825 = -3128850.239769 nChanged 148 SP:Iteration 33Q (1110.044795 sec): 3 clusters Score: Raw -3132224.263348 + Penalty 3325.083825 = -3128899.179523 nChanged 153 SP:Iteration 34Q (1110.090842 sec): 3 clusters Score: Raw -3132272.320834 + Penalty 3325.083825 = -3128947.237009 nChanged 151 SP:Iteration 35Q (1110.137211 sec): 3 clusters Score: Raw -3132318.680489 + Penalty 3325.083825 = -3128993.596664 nChanged 127 SP:Iteration 36Q (1110.183476 sec): 3 clusters Score: Raw -3132351.504982 + Penalty 3325.083825 = -3129026.421157 nChanged 109 SP:Iteration 37Q (1110.229761 sec): 3 clusters Score: Raw -3132376.818846 + Penalty 3325.083825 = -3129051.735021 nChanged 101 SP:Iteration 38Q (1110.275796 sec): 3 clusters Score: Raw -3132407.362745 + Penalty 3325.083825 = -3129082.278920 nChanged 99 SP:Iteration 39Q (1110.321451 sec): 3 clusters Score: Raw -3132435.717974 + Penalty 3325.083825 = -3129110.634149 nChanged 83 SP:Iteration 40F (1110.376712 sec): 3 clusters Score: Raw -3132460.756182 + Penalty 3325.083825 = -3129135.672357 nChanged 86 SP:Iteration 41Q (1110.423921 sec): 3 clusters Score: Raw -3132485.953930 + Penalty 3325.083825 = -3129160.870104 nChanged 80 SP:Iteration 42Q (1110.469443 sec): 3 clusters Score: Raw -3132510.969263 + Penalty 3325.083825 = -3129185.885437 nChanged 79 SP:Iteration 43Q (1110.515286 sec): 3 clusters Score: Raw -3132530.797789 + Penalty 3325.083825 = -3129205.713964 nChanged 62 SP:Iteration 44Q (1110.560760 sec): 3 clusters Score: Raw -3132548.278640 + Penalty 3325.083825 = -3129223.194815 nChanged 59 SP:Iteration 45Q (1110.607627 sec): 3 clusters Score: Raw -3132565.319984 + Penalty 3325.083825 = -3129240.236158 nChanged 47 SP:Iteration 46Q (1110.652714 sec): 3 clusters Score: Raw -3132574.424057 + Penalty 3325.083825 = -3129249.340232 nChanged 36 SP:Iteration 47Q (1110.698133 sec): 3 clusters Score: Raw -3132582.301204 + Penalty 3325.083825 = -3129257.217379 nChanged 43 SP:Iteration 48Q (1110.744236 sec): 3 clusters Score: Raw -3132590.870331 + Penalty 3325.083825 = -3129265.786505 nChanged 29 SP:Iteration 49Q (1110.789035 sec): 3 clusters Score: Raw -3132595.945188 + Penalty 3325.083825 = -3129270.861363 nChanged 27 SP:Iteration 50Q (1110.834514 sec): 3 clusters Score: Raw -3132601.987098 + Penalty 3325.083825 = -3129276.903273 nChanged 25 SP:Iteration 51Q (1110.879654 sec): 3 clusters Score: Raw -3132606.284175 + Penalty 3325.083825 = -3129281.200350 nChanged 22 SP:Iteration 52Q (1110.924987 sec): 3 clusters Score: Raw -3132609.655081 + Penalty 3325.083825 = -3129284.571256 nChanged 24 SP:Iteration 53Q (1110.970076 sec): 3 clusters Score: Raw -3132614.839929 + Penalty 3325.083825 = -3129289.756103 nChanged 26 SP:Iteration 54Q (1111.015149 sec): 3 clusters Score: Raw -3132619.977123 + Penalty 3325.083825 = -3129294.893298 nChanged 24 SP:Iteration 55Q (1111.060376 sec): 3 clusters Score: Raw -3132624.424218 + Penalty 3325.083825 = -3129299.340393 nChanged 16 SP:Iteration 56Q (1111.105641 sec): 3 clusters Score: Raw -3132627.357777 + Penalty 3325.083825 = -3129302.273952 nChanged 15 SP:Iteration 57Q (1111.150819 sec): 3 clusters Score: Raw -3132629.523278 + Penalty 3325.083825 = -3129304.439453 nChanged 7 SP:Iteration 58Q (1111.195762 sec): 3 clusters Score: Raw -3132630.767574 + Penalty 3325.083825 = -3129305.683749 nChanged 6 SP:Iteration 59Q (1111.240734 sec): 3 clusters Score: Raw -3132631.577667 + Penalty 3325.083825 = -3129306.493841 nChanged 3 SP:Iteration 60F (1111.294100 sec): 3 clusters Score: Raw -3132632.241935 + Penalty 3325.083825 = -3129307.158110 nChanged 4 SP:Iteration 61Q (1111.339528 sec): 3 clusters Score: Raw -3132632.915629 + Penalty 3325.083825 = -3129307.831804 nChanged 5 SP:Iteration 62Q (1111.384672 sec): 3 clusters Score: Raw -3132633.687712 + Penalty 3325.083825 = -3129308.603886 nChanged 6 SP:Iteration 63Q (1111.429764 sec): 3 clusters Score: Raw -3132634.995131 + Penalty 3325.083825 = -3129309.911305 nChanged 7 SP:Iteration 64Q (1111.474722 sec): 3 clusters Score: Raw -3132636.269010 + Penalty 3325.083825 = -3129311.185184 nChanged 9 SP:Iteration 65Q (1111.519970 sec): 3 clusters Score: Raw -3132637.820444 + Penalty 3325.083825 = -3129312.736619 nChanged 7 SP:Iteration 66Q (1111.565203 sec): 3 clusters Score: Raw -3132639.431909 + Penalty 3325.083825 = -3129314.348083 nChanged 7 SP:Iteration 67Q (1111.610522 sec): 3 clusters Score: Raw -3132640.650810 + Penalty 3325.083825 = -3129315.566984 nChanged 5 SP:Iteration 68Q (1111.655362 sec): 3 clusters Score: Raw -3132641.223060 + Penalty 3325.083825 = -3129316.139235 nChanged 1 SP:Iteration 69Q (1111.700289 sec): 3 clusters Score: Raw -3132641.334972 + Penalty 3325.083825 = -3129316.251147 nChanged 0 SP:Iteration 70F (1111.753720 sec): 3 clusters Score: Raw -3132641.334972 + Penalty 3325.083825 = -3129316.251147 nChanged 0 Trying to split cluster 25 (65940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1111.850094 sec): 2 clusters Score: Raw -7559275.035165 + Penalty 1803.181334 = -7557471.853831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1111.961709 sec): 3 clusters Score: Raw -7517148.016300 + Penalty 3606.362668 = -7513541.653632 nChanged 31102 SP:Iteration 1F (1112.075140 sec): 3 clusters Score: Raw -7535427.424317 + Penalty 3606.362668 = -7531821.061649 nChanged 2898 SP:Iteration 2Q (1112.191916 sec): 3 clusters Score: Raw -7536667.502805 + Penalty 3606.362668 = -7533061.140137 nChanged 3302 SP:Iteration 3F (1112.301672 sec): 3 clusters Score: Raw -7538340.577512 + Penalty 3606.362668 = -7534734.214844 nChanged 3585 SP:Iteration 4F (1112.411104 sec): 3 clusters Score: Raw -7540459.267663 + Penalty 3606.362668 = -7536852.904995 nChanged 3988 SP:Iteration 5F (1112.520738 sec): 3 clusters Score: Raw -7543273.994564 + Penalty 3606.362668 = -7539667.631896 nChanged 4328 SP:Iteration 6F (1112.630188 sec): 3 clusters Score: Raw -7546470.596637 + Penalty 3606.362668 = -7542864.233969 nChanged 4288 SP:Iteration 7F (1112.739792 sec): 3 clusters Score: Raw -7549462.983741 + Penalty 3606.362668 = -7545856.621073 nChanged 3671 SP:Iteration 8F (1112.849444 sec): 3 clusters Score: Raw -7551562.026350 + Penalty 3606.362668 = -7547955.663682 nChanged 2612 SP:Iteration 9Q (1112.960639 sec): 3 clusters Score: Raw -7552633.413446 + Penalty 3606.362668 = -7549027.050778 nChanged 1811 SP:Iteration 10Q (1113.071220 sec): 3 clusters Score: Raw -7553176.559949 + Penalty 3606.362668 = -7549570.197281 nChanged 1234 SP:Iteration 11Q (1113.181279 sec): 3 clusters Score: Raw -7553479.028431 + Penalty 3606.362668 = -7549872.665763 nChanged 906 SP:Iteration 12Q (1113.293180 sec): 3 clusters Score: Raw -7553679.187980 + Penalty 3606.362668 = -7550072.825312 nChanged 801 SP:Iteration 13Q (1113.403988 sec): 3 clusters Score: Raw -7553860.756897 + Penalty 3606.362668 = -7550254.394230 nChanged 758 SP:Iteration 14Q (1113.513629 sec): 3 clusters Score: Raw -7554041.922823 + Penalty 3606.362668 = -7550435.560155 nChanged 797 SP:Iteration 15Q (1113.623732 sec): 3 clusters Score: Raw -7554241.240277 + Penalty 3606.362668 = -7550634.877609 nChanged 806 SP:Iteration 16Q (1113.733424 sec): 3 clusters Score: Raw -7554446.304345 + Penalty 3606.362668 = -7550839.941677 nChanged 760 SP:Iteration 17Q (1113.842965 sec): 3 clusters Score: Raw -7554638.982536 + Penalty 3606.362668 = -7551032.619868 nChanged 774 SP:Iteration 18Q (1113.952662 sec): 3 clusters Score: Raw -7554858.564496 + Penalty 3606.362668 = -7551252.201829 nChanged 771 SP:Iteration 19Q (1114.062341 sec): 3 clusters Score: Raw -7555092.314097 + Penalty 3606.362668 = -7551485.951429 nChanged 802 SP:Iteration 20F (1114.171888 sec): 3 clusters Score: Raw -7555351.402506 + Penalty 3606.362668 = -7551745.039838 nChanged 796 SP:Iteration 21Q (1114.282262 sec): 3 clusters Score: Raw -7555643.452951 + Penalty 3606.362668 = -7552037.090283 nChanged 837 SP:Iteration 22Q (1114.392936 sec): 3 clusters Score: Raw -7555956.349813 + Penalty 3606.362668 = -7552349.987145 nChanged 797 SP:Iteration 23Q (1114.503482 sec): 3 clusters Score: Raw -7556219.775175 + Penalty 3606.362668 = -7552613.412507 nChanged 733 SP:Iteration 24Q (1114.613969 sec): 3 clusters Score: Raw -7556432.489256 + Penalty 3606.362668 = -7552826.126588 nChanged 647 SP:Iteration 25Q (1114.724537 sec): 3 clusters Score: Raw -7556592.951433 + Penalty 3606.362668 = -7552986.588765 nChanged 600 SP:Iteration 26Q (1114.835166 sec): 3 clusters Score: Raw -7556733.450858 + Penalty 3606.362668 = -7553127.088190 nChanged 546 SP:Iteration 27Q (1114.945732 sec): 3 clusters Score: Raw -7556844.286472 + Penalty 3606.362668 = -7553237.923804 nChanged 506 SP:Iteration 28Q (1115.056255 sec): 3 clusters Score: Raw -7556936.015994 + Penalty 3606.362668 = -7553329.653326 nChanged 455 SP:Iteration 29Q (1115.165967 sec): 3 clusters Score: Raw -7557006.481922 + Penalty 3606.362668 = -7553400.119254 nChanged 396 SP:Iteration 30Q (1115.276572 sec): 3 clusters Score: Raw -7557065.848932 + Penalty 3606.362668 = -7553459.486264 nChanged 415 SP:Iteration 31Q (1115.386977 sec): 3 clusters Score: Raw -7557128.995868 + Penalty 3606.362668 = -7553522.633200 nChanged 421 SP:Iteration 32Q (1115.497429 sec): 3 clusters Score: Raw -7557193.865616 + Penalty 3606.362668 = -7553587.502948 nChanged 426 SP:Iteration 33Q (1115.607391 sec): 3 clusters Score: Raw -7557254.582053 + Penalty 3606.362668 = -7553648.219385 nChanged 405 SP:Iteration 34Q (1115.717096 sec): 3 clusters Score: Raw -7557309.952919 + Penalty 3606.362668 = -7553703.590251 nChanged 420 SP:Iteration 35Q (1115.826578 sec): 3 clusters Score: Raw -7557368.982099 + Penalty 3606.362668 = -7553762.619432 nChanged 418 SP:Iteration 36Q (1115.946754 sec): 3 clusters Score: Raw -7557428.352686 + Penalty 3606.362668 = -7553821.990018 nChanged 405 SP:Iteration 37Q (1116.055335 sec): 3 clusters Score: Raw -7557482.546388 + Penalty 3606.362668 = -7553876.183720 nChanged 371 SP:Iteration 38Q (1116.163993 sec): 3 clusters Score: Raw -7557527.201698 + Penalty 3606.362668 = -7553920.839030 nChanged 363 SP:Iteration 39Q (1116.272462 sec): 3 clusters Score: Raw -7557572.928892 + Penalty 3606.362668 = -7553966.566224 nChanged 348 SP:Iteration 40F (1116.382474 sec): 3 clusters Score: Raw -7557616.760770 + Penalty 3606.362668 = -7554010.398102 nChanged 337 SP:Iteration 41Q (1116.517391 sec): 3 clusters Score: Raw -7557655.702387 + Penalty 3606.362668 = -7554049.339719 nChanged 361 SP:Iteration 42Q (1116.627015 sec): 3 clusters Score: Raw -7557698.998811 + Penalty 3606.362668 = -7554092.636143 nChanged 346 SP:Iteration 43Q (1116.736168 sec): 3 clusters Score: Raw -7557743.809434 + Penalty 3606.362668 = -7554137.446766 nChanged 373 SP:Iteration 44Q (1116.863823 sec): 3 clusters Score: Raw -7557791.637661 + Penalty 3606.362668 = -7554185.274993 nChanged 366 SP:Iteration 45Q (1116.972472 sec): 3 clusters Score: Raw -7557842.608176 + Penalty 3606.362668 = -7554236.245508 nChanged 383 SP:Iteration 46Q (1117.080473 sec): 3 clusters Score: Raw -7557898.431204 + Penalty 3606.362668 = -7554292.068537 nChanged 402 SP:Iteration 47Q (1117.188884 sec): 3 clusters Score: Raw -7557958.118140 + Penalty 3606.362668 = -7554351.755472 nChanged 419 SP:Iteration 48Q (1117.333455 sec): 3 clusters Score: Raw -7558022.147323 + Penalty 3606.362668 = -7554415.784655 nChanged 413 SP:Iteration 49Q (1117.476874 sec): 3 clusters Score: Raw -7558083.446895 + Penalty 3606.362668 = -7554477.084227 nChanged 402 SP:Iteration 50Q (1117.615984 sec): 3 clusters Score: Raw -7558147.526438 + Penalty 3606.362668 = -7554541.163770 nChanged 415 SP:Iteration 51Q (1117.750908 sec): 3 clusters Score: Raw -7558212.093234 + Penalty 3606.362668 = -7554605.730566 nChanged 386 SP:Iteration 52Q (1117.888475 sec): 3 clusters Score: Raw -7558269.826242 + Penalty 3606.362668 = -7554663.463574 nChanged 377 SP:Iteration 53Q (1118.025110 sec): 3 clusters Score: Raw -7558324.976279 + Penalty 3606.362668 = -7554718.613611 nChanged 350 SP:Iteration 54Q (1118.149709 sec): 3 clusters Score: Raw -7558374.020248 + Penalty 3606.362668 = -7554767.657580 nChanged 353 SP:Iteration 55Q (1118.284636 sec): 3 clusters Score: Raw -7558425.934647 + Penalty 3606.362668 = -7554819.571979 nChanged 332 SP:Iteration 56Q (1118.389236 sec): 3 clusters Score: Raw -7558475.930144 + Penalty 3606.362668 = -7554869.567476 nChanged 349 SP:Iteration 57Q (1118.492148 sec): 3 clusters Score: Raw -7558529.244594 + Penalty 3606.362668 = -7554922.881926 nChanged 323 SP:Iteration 58Q (1118.594713 sec): 3 clusters Score: Raw -7558578.249462 + Penalty 3606.362668 = -7554971.886795 nChanged 355 SP:Iteration 59Q (1118.696752 sec): 3 clusters Score: Raw -7558630.301950 + Penalty 3606.362668 = -7555023.939282 nChanged 323 SP:Iteration 60F (1118.807067 sec): 3 clusters Score: Raw -7558678.451410 + Penalty 3606.362668 = -7555072.088742 nChanged 321 SP:Iteration 61Q (1118.910131 sec): 3 clusters Score: Raw -7558726.237314 + Penalty 3606.362668 = -7555119.874646 nChanged 322 SP:Iteration 62Q (1119.013190 sec): 3 clusters Score: Raw -7558776.280265 + Penalty 3606.362668 = -7555169.917597 nChanged 328 SP:Iteration 63Q (1119.115931 sec): 3 clusters Score: Raw -7558828.182405 + Penalty 3606.362668 = -7555221.819737 nChanged 340 SP:Iteration 64Q (1119.218037 sec): 3 clusters Score: Raw -7558884.546906 + Penalty 3606.362668 = -7555278.184238 nChanged 323 SP:Iteration 65Q (1119.319812 sec): 3 clusters Score: Raw -7558933.662173 + Penalty 3606.362668 = -7555327.299505 nChanged 285 SP:Iteration 66Q (1119.421084 sec): 3 clusters Score: Raw -7558975.815865 + Penalty 3606.362668 = -7555369.453197 nChanged 279 SP:Iteration 67Q (1119.522052 sec): 3 clusters Score: Raw -7559016.248298 + Penalty 3606.362668 = -7555409.885630 nChanged 277 SP:Iteration 68Q (1119.622502 sec): 3 clusters Score: Raw -7559054.752499 + Penalty 3606.362668 = -7555448.389831 nChanged 226 SP:Iteration 69Q (1119.723105 sec): 3 clusters Score: Raw -7559085.536653 + Penalty 3606.362668 = -7555479.173985 nChanged 233 SP:Iteration 70Q (1119.823454 sec): 3 clusters Score: Raw -7559116.987661 + Penalty 3606.362668 = -7555510.624993 nChanged 230 SP:Iteration 71Q (1119.923207 sec): 3 clusters Score: Raw -7559148.501639 + Penalty 3606.362668 = -7555542.138971 nChanged 245 SP:Iteration 72Q (1120.022833 sec): 3 clusters Score: Raw -7559183.877469 + Penalty 3606.362668 = -7555577.514801 nChanged 237 SP:Iteration 73Q (1120.122193 sec): 3 clusters Score: Raw -7559218.465321 + Penalty 3606.362668 = -7555612.102653 nChanged 229 SP:Iteration 74Q (1120.221240 sec): 3 clusters Score: Raw -7559251.337475 + Penalty 3606.362668 = -7555644.974808 nChanged 232 SP:Iteration 75Q (1120.320678 sec): 3 clusters Score: Raw -7559286.564502 + Penalty 3606.362668 = -7555680.201834 nChanged 219 SP:Iteration 76Q (1120.419512 sec): 3 clusters Score: Raw -7559318.590674 + Penalty 3606.362668 = -7555712.228007 nChanged 231 SP:Iteration 77Q (1120.518085 sec): 3 clusters Score: Raw -7559354.267107 + Penalty 3606.362668 = -7555747.904439 nChanged 220 SP:Iteration 78Q (1120.616250 sec): 3 clusters Score: Raw -7559385.977602 + Penalty 3606.362668 = -7555779.614934 nChanged 210 SP:Iteration 79Q (1120.714845 sec): 3 clusters Score: Raw -7559417.530471 + Penalty 3606.362668 = -7555811.167803 nChanged 219 SP:Iteration 80F (1120.824735 sec): 3 clusters Score: Raw -7559452.235265 + Penalty 3606.362668 = -7555845.872597 nChanged 205 SP:Iteration 81Q (1120.925617 sec): 3 clusters Score: Raw -7559487.014652 + Penalty 3606.362668 = -7555880.651984 nChanged 213 SP:Iteration 82Q (1121.023944 sec): 3 clusters Score: Raw -7559523.082100 + Penalty 3606.362668 = -7555916.719432 nChanged 199 SP:Iteration 83Q (1121.122119 sec): 3 clusters Score: Raw -7559557.241377 + Penalty 3606.362668 = -7555950.878709 nChanged 189 SP:Iteration 84Q (1121.219910 sec): 3 clusters Score: Raw -7559588.515807 + Penalty 3606.362668 = -7555982.153139 nChanged 168 SP:Iteration 85Q (1121.317440 sec): 3 clusters Score: Raw -7559613.798828 + Penalty 3606.362668 = -7556007.436160 nChanged 176 SP:Iteration 86Q (1121.414944 sec): 3 clusters Score: Raw -7559640.251797 + Penalty 3606.362668 = -7556033.889129 nChanged 176 SP:Iteration 87Q (1121.512418 sec): 3 clusters Score: Raw -7559665.258213 + Penalty 3606.362668 = -7556058.895545 nChanged 167 SP:Iteration 88Q (1121.609463 sec): 3 clusters Score: Raw -7559690.616837 + Penalty 3606.362668 = -7556084.254169 nChanged 168 SP:Iteration 89Q (1121.706227 sec): 3 clusters Score: Raw -7559717.296941 + Penalty 3606.362668 = -7556110.934273 nChanged 137 SP:Iteration 90Q (1121.802978 sec): 3 clusters Score: Raw -7559736.288201 + Penalty 3606.362668 = -7556129.925533 nChanged 124 SP:Iteration 91Q (1121.900138 sec): 3 clusters Score: Raw -7559753.192736 + Penalty 3606.362668 = -7556146.830068 nChanged 114 SP:Iteration 92Q (1121.996977 sec): 3 clusters Score: Raw -7559768.629346 + Penalty 3606.362668 = -7556162.266678 nChanged 104 SP:Iteration 93Q (1122.093644 sec): 3 clusters Score: Raw -7559781.793414 + Penalty 3606.362668 = -7556175.430746 nChanged 96 SP:Iteration 94Q (1122.189846 sec): 3 clusters Score: Raw -7559795.331827 + Penalty 3606.362668 = -7556188.969159 nChanged 109 SP:Iteration 95Q (1122.286123 sec): 3 clusters Score: Raw -7559810.588624 + Penalty 3606.362668 = -7556204.225956 nChanged 100 SP:Iteration 96Q (1122.382441 sec): 3 clusters Score: Raw -7559823.454377 + Penalty 3606.362668 = -7556217.091709 nChanged 94 SP:Iteration 97Q (1122.478717 sec): 3 clusters Score: Raw -7559836.305294 + Penalty 3606.362668 = -7556229.942626 nChanged 99 SP:Iteration 98Q (1122.574879 sec): 3 clusters Score: Raw -7559849.595148 + Penalty 3606.362668 = -7556243.232480 nChanged 114 SP:Iteration 99Q (1122.670898 sec): 3 clusters Score: Raw -7559865.715833 + Penalty 3606.362668 = -7556259.353165 nChanged 97 SP:Iteration 100F (1122.780813 sec): 3 clusters Score: Raw -7559880.677302 + Penalty 3606.362668 = -7556274.314634 nChanged 104 SP:Iteration 101Q (1122.876516 sec): 3 clusters Score: Raw -7559896.319322 + Penalty 3606.362668 = -7556289.956655 nChanged 104 SP:Iteration 102Q (1122.972376 sec): 3 clusters Score: Raw -7559910.233539 + Penalty 3606.362668 = -7556303.870871 nChanged 91 SP:Iteration 103Q (1123.068031 sec): 3 clusters Score: Raw -7559920.563488 + Penalty 3606.362668 = -7556314.200820 nChanged 69 SP:Iteration 104Q (1123.163493 sec): 3 clusters Score: Raw -7559928.069612 + Penalty 3606.362668 = -7556321.706944 nChanged 57 SP:Iteration 105Q (1123.258715 sec): 3 clusters Score: Raw -7559935.454962 + Penalty 3606.362668 = -7556329.092294 nChanged 63 SP:Iteration 106Q (1123.354620 sec): 3 clusters Score: Raw -7559944.688356 + Penalty 3606.362668 = -7556338.325688 nChanged 67 SP:Iteration 107Q (1123.449527 sec): 3 clusters Score: Raw -7559954.653660 + Penalty 3606.362668 = -7556348.290992 nChanged 65 SP:Iteration 108Q (1123.544454 sec): 3 clusters Score: Raw -7559964.253130 + Penalty 3606.362668 = -7556357.890462 nChanged 65 SP:Iteration 109Q (1123.640627 sec): 3 clusters Score: Raw -7559973.603399 + Penalty 3606.362668 = -7556367.240731 nChanged 65 SP:Iteration 110Q (1123.735321 sec): 3 clusters Score: Raw -7559982.027909 + Penalty 3606.362668 = -7556375.665241 nChanged 56 SP:Iteration 111Q (1123.829816 sec): 3 clusters Score: Raw -7559988.431841 + Penalty 3606.362668 = -7556382.069173 nChanged 48 SP:Iteration 112Q (1123.924785 sec): 3 clusters Score: Raw -7559994.684079 + Penalty 3606.362668 = -7556388.321411 nChanged 56 SP:Iteration 113Q (1124.019322 sec): 3 clusters Score: Raw -7560000.730489 + Penalty 3606.362668 = -7556394.367821 nChanged 50 SP:Iteration 114Q (1124.114160 sec): 3 clusters Score: Raw -7560005.847215 + Penalty 3606.362668 = -7556399.484547 nChanged 45 SP:Iteration 115Q (1124.209559 sec): 3 clusters Score: Raw -7560011.363064 + Penalty 3606.362668 = -7556405.000397 nChanged 39 SP:Iteration 116Q (1124.304100 sec): 3 clusters Score: Raw -7560015.454822 + Penalty 3606.362668 = -7556409.092154 nChanged 39 SP:Iteration 117Q (1124.398545 sec): 3 clusters Score: Raw -7560019.613706 + Penalty 3606.362668 = -7556413.251038 nChanged 34 SP:Iteration 118Q (1124.492908 sec): 3 clusters Score: Raw -7560023.135750 + Penalty 3606.362668 = -7556416.773082 nChanged 33 SP:Iteration 119Q (1124.587664 sec): 3 clusters Score: Raw -7560025.847682 + Penalty 3606.362668 = -7556419.485014 nChanged 23 SP:Iteration 120F (1124.697906 sec): 3 clusters Score: Raw -7560028.112865 + Penalty 3606.362668 = -7556421.750198 nChanged 26 SP:Iteration 121Q (1124.792528 sec): 3 clusters Score: Raw -7560030.327559 + Penalty 3606.362668 = -7556423.964891 nChanged 27 SP:Iteration 122Q (1124.887150 sec): 3 clusters Score: Raw -7560032.532102 + Penalty 3606.362668 = -7556426.169434 nChanged 18 SP:Iteration 123Q (1124.981756 sec): 3 clusters Score: Raw -7560033.795576 + Penalty 3606.362668 = -7556427.432908 nChanged 12 SP:Iteration 124Q (1125.076288 sec): 3 clusters Score: Raw -7560034.540704 + Penalty 3606.362668 = -7556428.178036 nChanged 7 SP:Iteration 125Q (1125.170817 sec): 3 clusters Score: Raw -7560035.044689 + Penalty 3606.362668 = -7556428.682021 nChanged 9 SP:Iteration 126Q (1125.265134 sec): 3 clusters Score: Raw -7560035.439011 + Penalty 3606.362668 = -7556429.076343 nChanged 6 SP:Iteration 127Q (1125.359590 sec): 3 clusters Score: Raw -7560035.760963 + Penalty 3606.362668 = -7556429.398295 nChanged 6 SP:Iteration 128Q (1125.454172 sec): 3 clusters Score: Raw -7560036.315987 + Penalty 3606.362668 = -7556429.953319 nChanged 9 SP:Iteration 129Q (1125.548540 sec): 3 clusters Score: Raw -7560037.104416 + Penalty 3606.362668 = -7556430.741748 nChanged 6 SP:Iteration 130Q (1125.642815 sec): 3 clusters Score: Raw -7560037.414521 + Penalty 3606.362668 = -7556431.051853 nChanged 8 SP:Iteration 131Q (1125.737234 sec): 3 clusters Score: Raw -7560037.940967 + Penalty 3606.362668 = -7556431.578299 nChanged 7 SP:Iteration 132Q (1125.831809 sec): 3 clusters Score: Raw -7560038.386115 + Penalty 3606.362668 = -7556432.023448 nChanged 7 SP:Iteration 133Q (1125.926043 sec): 3 clusters Score: Raw -7560038.954419 + Penalty 3606.362668 = -7556432.591751 nChanged 10 SP:Iteration 134Q (1126.020570 sec): 3 clusters Score: Raw -7560039.776180 + Penalty 3606.362668 = -7556433.413512 nChanged 11 SP:Iteration 135Q (1126.115122 sec): 3 clusters Score: Raw -7560040.496578 + Penalty 3606.362668 = -7556434.133910 nChanged 5 SP:Iteration 136Q (1126.209600 sec): 3 clusters Score: Raw -7560040.908699 + Penalty 3606.362668 = -7556434.546031 nChanged 7 SP:Iteration 137Q (1126.339633 sec): 3 clusters Score: Raw -7560041.311237 + Penalty 3606.362668 = -7556434.948569 nChanged 6 SP:Iteration 138Q (1126.435949 sec): 3 clusters Score: Raw -7560041.577931 + Penalty 3606.362668 = -7556435.215264 nChanged 1 SP:Iteration 139Q (1126.559744 sec): 3 clusters Score: Raw -7560041.686271 + Penalty 3606.362668 = -7556435.323604 nChanged 3 SP:Iteration 140F (1126.672395 sec): 3 clusters Score: Raw -7560041.840017 + Penalty 3606.362668 = -7556435.477349 nChanged 1 SP:Iteration 141Q (1126.766718 sec): 3 clusters Score: Raw -7560041.920585 + Penalty 3606.362668 = -7556435.557917 nChanged 2 SP:Iteration 142Q (1126.895848 sec): 3 clusters Score: Raw -7560042.053022 + Penalty 3606.362668 = -7556435.690354 nChanged 3 SP:Iteration 143Q (1127.022981 sec): 3 clusters Score: Raw -7560042.153179 + Penalty 3606.362668 = -7556435.790511 nChanged 1 SP:Iteration 144Q (1127.153700 sec): 3 clusters Score: Raw -7560042.219026 + Penalty 3606.362668 = -7556435.856358 nChanged 1 SP:Iteration 145Q (1127.282707 sec): 3 clusters Score: Raw -7560042.255477 + Penalty 3606.362668 = -7556435.892809 nChanged 0 SP:Iteration 146F (1127.408836 sec): 3 clusters Score: Raw -7560042.255477 + Penalty 3606.362668 = -7556435.892809 nChanged 0 Trying to split cluster 26 (43179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.468302 sec): 2 clusters Score: Raw -4936370.874262 + Penalty 1734.380301 = -4934636.493961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.549317 sec): 3 clusters Score: Raw -4909257.024483 + Penalty 3468.760602 = -4905788.263881 nChanged 20171 SP:Iteration 1F (1127.625862 sec): 3 clusters Score: Raw -4920713.704897 + Penalty 3468.760602 = -4917244.944295 nChanged 1904 SP:Iteration 2Q (1127.703526 sec): 3 clusters Score: Raw -4921393.880766 + Penalty 3468.760602 = -4917925.120164 nChanged 1983 SP:Iteration 3Q (1127.781931 sec): 3 clusters Score: Raw -4922174.673214 + Penalty 3468.760602 = -4918705.912612 nChanged 2092 SP:Iteration 4Q (1127.859959 sec): 3 clusters Score: Raw -4923138.169782 + Penalty 3468.760602 = -4919669.409180 nChanged 2304 SP:Iteration 5F (1127.935081 sec): 3 clusters Score: Raw -4924446.059708 + Penalty 3468.760602 = -4920977.299105 nChanged 2634 SP:Iteration 6F (1128.009499 sec): 3 clusters Score: Raw -4926342.123297 + Penalty 3468.760602 = -4922873.362695 nChanged 2882 SP:Iteration 7F (1128.084606 sec): 3 clusters Score: Raw -4928756.824262 + Penalty 3468.760602 = -4925288.063660 nChanged 2640 SP:Iteration 8F (1128.159686 sec): 3 clusters Score: Raw -4931016.353036 + Penalty 3468.760602 = -4927547.592434 nChanged 2129 SP:Iteration 9Q (1128.234031 sec): 3 clusters Score: Raw -4932727.246172 + Penalty 3468.760602 = -4929258.485570 nChanged 1576 SP:Iteration 10Q (1128.305390 sec): 3 clusters Score: Raw -4933851.763723 + Penalty 3468.760602 = -4930383.003121 nChanged 1129 SP:Iteration 11Q (1128.373795 sec): 3 clusters Score: Raw -4934567.641860 + Penalty 3468.760602 = -4931098.881258 nChanged 850 SP:Iteration 12Q (1128.440601 sec): 3 clusters Score: Raw -4935068.077201 + Penalty 3468.760602 = -4931599.316599 nChanged 657 SP:Iteration 13Q (1128.506318 sec): 3 clusters Score: Raw -4935440.004440 + Penalty 3468.760602 = -4931971.243838 nChanged 518 SP:Iteration 14Q (1128.571226 sec): 3 clusters Score: Raw -4935732.315404 + Penalty 3468.760602 = -4932263.554801 nChanged 419 SP:Iteration 15Q (1128.636084 sec): 3 clusters Score: Raw -4935984.677201 + Penalty 3468.760602 = -4932515.916599 nChanged 342 SP:Iteration 16Q (1128.699254 sec): 3 clusters Score: Raw -4936173.900374 + Penalty 3468.760602 = -4932705.139772 nChanged 238 SP:Iteration 17Q (1128.763268 sec): 3 clusters Score: Raw -4936291.364527 + Penalty 3468.760602 = -4932822.603925 nChanged 191 SP:Iteration 18Q (1128.825641 sec): 3 clusters Score: Raw -4936390.956506 + Penalty 3468.760602 = -4932922.195904 nChanged 168 SP:Iteration 19Q (1128.886411 sec): 3 clusters Score: Raw -4936474.262051 + Penalty 3468.760602 = -4933005.501449 nChanged 127 SP:Iteration 20F (1128.961639 sec): 3 clusters Score: Raw -4936531.039955 + Penalty 3468.760602 = -4933062.279353 nChanged 100 SP:Iteration 21Q (1129.022236 sec): 3 clusters Score: Raw -4936576.748784 + Penalty 3468.760602 = -4933107.988182 nChanged 84 SP:Iteration 22Q (1129.082872 sec): 3 clusters Score: Raw -4936616.406028 + Penalty 3468.760602 = -4933147.645426 nChanged 62 SP:Iteration 23Q (1129.143643 sec): 3 clusters Score: Raw -4936643.972483 + Penalty 3468.760602 = -4933175.211881 nChanged 52 SP:Iteration 24Q (1129.204122 sec): 3 clusters Score: Raw -4936665.965169 + Penalty 3468.760602 = -4933197.204567 nChanged 44 SP:Iteration 25Q (1129.264708 sec): 3 clusters Score: Raw -4936686.089668 + Penalty 3468.760602 = -4933217.329066 nChanged 35 SP:Iteration 26Q (1129.325219 sec): 3 clusters Score: Raw -4936702.579262 + Penalty 3468.760602 = -4933233.818660 nChanged 38 SP:Iteration 27Q (1129.385789 sec): 3 clusters Score: Raw -4936721.976293 + Penalty 3468.760602 = -4933253.215691 nChanged 41 SP:Iteration 28Q (1129.447457 sec): 3 clusters Score: Raw -4936743.747664 + Penalty 3468.760602 = -4933274.987062 nChanged 43 SP:Iteration 29Q (1129.507540 sec): 3 clusters Score: Raw -4936761.708742 + Penalty 3468.760602 = -4933292.948140 nChanged 26 SP:Iteration 30Q (1129.567901 sec): 3 clusters Score: Raw -4936772.874430 + Penalty 3468.760602 = -4933304.113828 nChanged 15 SP:Iteration 31Q (1129.628288 sec): 3 clusters Score: Raw -4936779.467552 + Penalty 3468.760602 = -4933310.706950 nChanged 13 SP:Iteration 32Q (1129.688560 sec): 3 clusters Score: Raw -4936785.007763 + Penalty 3468.760602 = -4933316.247161 nChanged 18 SP:Iteration 33Q (1129.748833 sec): 3 clusters Score: Raw -4936794.767371 + Penalty 3468.760602 = -4933326.006769 nChanged 19 SP:Iteration 34Q (1129.809733 sec): 3 clusters Score: Raw -4936805.743434 + Penalty 3468.760602 = -4933336.982832 nChanged 20 SP:Iteration 35Q (1129.870287 sec): 3 clusters Score: Raw -4936818.015639 + Penalty 3468.760602 = -4933349.255037 nChanged 20 SP:Iteration 36Q (1129.931287 sec): 3 clusters Score: Raw -4936826.381927 + Penalty 3468.760602 = -4933357.621325 nChanged 9 SP:Iteration 37Q (1129.991848 sec): 3 clusters Score: Raw -4936829.102949 + Penalty 3468.760602 = -4933360.342347 nChanged 1 SP:Iteration 38Q (1130.075421 sec): 3 clusters Score: Raw -4936829.297277 + Penalty 3468.760602 = -4933360.536675 nChanged 2 SP:Iteration 39Q (1130.135563 sec): 3 clusters Score: Raw -4936829.764144 + Penalty 3468.760602 = -4933361.003542 nChanged 3 SP:Iteration 40F (1130.210557 sec): 3 clusters Score: Raw -4936830.938953 + Penalty 3468.760602 = -4933362.178351 nChanged 3 SP:Iteration 41Q (1130.269948 sec): 3 clusters Score: Raw -4936831.886858 + Penalty 3468.760602 = -4933363.126256 nChanged 1 SP:Iteration 42Q (1130.330970 sec): 3 clusters Score: Raw -4936832.043455 + Penalty 3468.760602 = -4933363.282852 nChanged 1 SP:Iteration 43Q (1130.391706 sec): 3 clusters Score: Raw -4936832.393770 + Penalty 3468.760602 = -4933363.633168 nChanged 1 SP:Iteration 44Q (1130.452102 sec): 3 clusters Score: Raw -4936832.726969 + Penalty 3468.760602 = -4933363.966367 nChanged 0 SP:Iteration 45F (1130.528281 sec): 3 clusters Score: Raw -4936832.726969 + Penalty 3468.760602 = -4933363.966367 nChanged 0 Trying to split cluster 27 (4991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.540398 sec): 2 clusters Score: Raw -568324.379939 + Penalty 1383.751130 = -566940.628809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.561878 sec): 3 clusters Score: Raw -565720.971803 + Penalty 2767.502260 = -562953.469542 nChanged 2033 SP:Iteration 1F (1130.582735 sec): 3 clusters Score: Raw -566892.260470 + Penalty 2767.502260 = -564124.758210 nChanged 384 SP:Iteration 2F (1130.603833 sec): 3 clusters Score: Raw -567092.683761 + Penalty 2767.502260 = -564325.181501 nChanged 270 SP:Iteration 3F (1130.624892 sec): 3 clusters Score: Raw -567222.695534 + Penalty 2767.502260 = -564455.193274 nChanged 193 SP:Iteration 4Q (1130.646005 sec): 3 clusters Score: Raw -567323.791149 + Penalty 2767.502260 = -564556.288889 nChanged 174 SP:Iteration 5Q (1130.666888 sec): 3 clusters Score: Raw -567420.932183 + Penalty 2767.502260 = -564653.429923 nChanged 161 SP:Iteration 6Q (1130.687982 sec): 3 clusters Score: Raw -567494.620431 + Penalty 2767.502260 = -564727.118171 nChanged 147 SP:Iteration 7Q (1130.708811 sec): 3 clusters Score: Raw -567569.813834 + Penalty 2767.502260 = -564802.311574 nChanged 158 SP:Iteration 8Q (1130.729614 sec): 3 clusters Score: Raw -567647.251483 + Penalty 2767.502260 = -564879.749223 nChanged 151 SP:Iteration 9Q (1130.750654 sec): 3 clusters Score: Raw -567739.544529 + Penalty 2767.502260 = -564972.042269 nChanged 182 SP:Iteration 10Q (1130.771495 sec): 3 clusters Score: Raw -567869.930990 + Penalty 2767.502260 = -565102.428730 nChanged 195 SP:Iteration 11Q (1130.792037 sec): 3 clusters Score: Raw -568017.103674 + Penalty 2767.502260 = -565249.601414 nChanged 192 SP:Iteration 12Q (1130.812839 sec): 3 clusters Score: Raw -568159.595981 + Penalty 2767.502260 = -565392.093721 nChanged 180 SP:Iteration 13Q (1130.833637 sec): 3 clusters Score: Raw -568282.501024 + Penalty 2767.502260 = -565514.998764 nChanged 152 SP:Iteration 14Q (1130.854195 sec): 3 clusters Score: Raw -568371.564685 + Penalty 2767.502260 = -565604.062425 nChanged 120 SP:Iteration 15Q (1130.874847 sec): 3 clusters Score: Raw -568440.183260 + Penalty 2767.502260 = -565672.681000 nChanged 88 SP:Iteration 16Q (1130.895229 sec): 3 clusters Score: Raw -568483.844246 + Penalty 2767.502260 = -565716.341986 nChanged 57 SP:Iteration 17Q (1130.915590 sec): 3 clusters Score: Raw -568505.832321 + Penalty 2767.502260 = -565738.330060 nChanged 42 SP:Iteration 18Q (1130.936185 sec): 3 clusters Score: Raw -568518.810224 + Penalty 2767.502260 = -565751.307964 nChanged 25 SP:Iteration 19Q (1130.956364 sec): 3 clusters Score: Raw -568524.994286 + Penalty 2767.502260 = -565757.492026 nChanged 15 SP:Iteration 20F (1130.977240 sec): 3 clusters Score: Raw -568528.226385 + Penalty 2767.502260 = -565760.724125 nChanged 14 SP:Iteration 21Q (1130.997278 sec): 3 clusters Score: Raw -568530.478963 + Penalty 2767.502260 = -565762.976703 nChanged 9 SP:Iteration 22Q (1131.017802 sec): 3 clusters Score: Raw -568532.514720 + Penalty 2767.502260 = -565765.012460 nChanged 9 SP:Iteration 23Q (1131.038217 sec): 3 clusters Score: Raw -568534.793009 + Penalty 2767.502260 = -565767.290749 nChanged 11 SP:Iteration 24Q (1131.058548 sec): 3 clusters Score: Raw -568537.550530 + Penalty 2767.502260 = -565770.048270 nChanged 10 SP:Iteration 25Q (1131.078956 sec): 3 clusters Score: Raw -568539.255355 + Penalty 2767.502260 = -565771.753095 nChanged 6 SP:Iteration 26Q (1131.099314 sec): 3 clusters Score: Raw -568540.982672 + Penalty 2767.502260 = -565773.480412 nChanged 8 SP:Iteration 27Q (1131.119671 sec): 3 clusters Score: Raw -568543.203714 + Penalty 2767.502260 = -565775.701454 nChanged 8 SP:Iteration 28Q (1131.140086 sec): 3 clusters Score: Raw -568544.845559 + Penalty 2767.502260 = -565777.343299 nChanged 12 SP:Iteration 29Q (1131.160545 sec): 3 clusters Score: Raw -568549.065996 + Penalty 2767.502260 = -565781.563736 nChanged 8 SP:Iteration 30Q (1131.180752 sec): 3 clusters Score: Raw -568550.550111 + Penalty 2767.502260 = -565783.047851 nChanged 6 SP:Iteration 31Q (1131.200992 sec): 3 clusters Score: Raw -568551.812201 + Penalty 2767.502260 = -565784.309941 nChanged 5 SP:Iteration 32Q (1131.221362 sec): 3 clusters Score: Raw -568553.048945 + Penalty 2767.502260 = -565785.546684 nChanged 1 SP:Iteration 33Q (1131.241583 sec): 3 clusters Score: Raw -568553.258022 + Penalty 2767.502260 = -565785.755761 nChanged 1 SP:Iteration 34Q (1131.262036 sec): 3 clusters Score: Raw -568553.979516 + Penalty 2767.502260 = -565786.477256 nChanged 1 SP:Iteration 35Q (1131.282588 sec): 3 clusters Score: Raw -568554.258210 + Penalty 2767.502260 = -565786.755950 nChanged 1 SP:Iteration 36Q (1131.302797 sec): 3 clusters Score: Raw -568554.899179 + Penalty 2767.502260 = -565787.396919 nChanged 4 SP:Iteration 37Q (1131.323301 sec): 3 clusters Score: Raw -568556.346054 + Penalty 2767.502260 = -565788.843794 nChanged 7 SP:Iteration 38Q (1131.379471 sec): 3 clusters Score: Raw -568559.570635 + Penalty 2767.502260 = -565792.068375 nChanged 13 SP:Iteration 39Q (1131.399108 sec): 3 clusters Score: Raw -568564.392841 + Penalty 2767.502260 = -565796.890581 nChanged 11 SP:Iteration 40F (1131.420057 sec): 3 clusters Score: Raw -568568.153509 + Penalty 2767.502260 = -565800.651249 nChanged 12 SP:Iteration 41Q (1131.440572 sec): 3 clusters Score: Raw -568571.368896 + Penalty 2767.502260 = -565803.866636 nChanged 11 SP:Iteration 42Q (1131.460858 sec): 3 clusters Score: Raw -568575.075416 + Penalty 2767.502260 = -565807.573156 nChanged 13 SP:Iteration 43Q (1131.481002 sec): 3 clusters Score: Raw -568579.300766 + Penalty 2767.502260 = -565811.798506 nChanged 15 SP:Iteration 44Q (1131.536534 sec): 3 clusters Score: Raw -568583.512713 + Penalty 2767.502260 = -565816.010453 nChanged 10 SP:Iteration 45Q (1131.591030 sec): 3 clusters Score: Raw -568586.000425 + Penalty 2767.502260 = -565818.498165 nChanged 11 SP:Iteration 46Q (1131.644484 sec): 3 clusters Score: Raw -568590.064718 + Penalty 2767.502260 = -565822.562458 nChanged 12 SP:Iteration 47Q (1131.686384 sec): 3 clusters Score: Raw -568592.867229 + Penalty 2767.502260 = -565825.364969 nChanged 11 SP:Iteration 48Q (1131.706530 sec): 3 clusters Score: Raw -568595.815676 + Penalty 2767.502260 = -565828.313416 nChanged 9 SP:Iteration 49Q (1131.726703 sec): 3 clusters Score: Raw -568598.339502 + Penalty 2767.502260 = -565830.837241 nChanged 12 SP:Iteration 50Q (1131.747021 sec): 3 clusters Score: Raw -568601.464443 + Penalty 2767.502260 = -565833.962183 nChanged 8 SP:Iteration 51Q (1131.767041 sec): 3 clusters Score: Raw -568603.387425 + Penalty 2767.502260 = -565835.885165 nChanged 8 SP:Iteration 52Q (1131.787354 sec): 3 clusters Score: Raw -568605.142155 + Penalty 2767.502260 = -565837.639895 nChanged 4 SP:Iteration 53Q (1131.807729 sec): 3 clusters Score: Raw -568606.220380 + Penalty 2767.502260 = -565838.718120 nChanged 8 SP:Iteration 54Q (1131.827768 sec): 3 clusters Score: Raw -568608.864281 + Penalty 2767.502260 = -565841.362021 nChanged 8 SP:Iteration 55Q (1131.847674 sec): 3 clusters Score: Raw -568611.329049 + Penalty 2767.502260 = -565843.826789 nChanged 8 SP:Iteration 56Q (1131.868014 sec): 3 clusters Score: Raw -568613.156484 + Penalty 2767.502260 = -565845.654224 nChanged 8 SP:Iteration 57Q (1131.888249 sec): 3 clusters Score: Raw -568615.315862 + Penalty 2767.502260 = -565847.813601 nChanged 7 SP:Iteration 58Q (1131.908433 sec): 3 clusters Score: Raw -568616.706925 + Penalty 2767.502260 = -565849.204665 nChanged 4 SP:Iteration 59Q (1131.928622 sec): 3 clusters Score: Raw -568617.241342 + Penalty 2767.502260 = -565849.739082 nChanged 5 SP:Iteration 60F (1131.949756 sec): 3 clusters Score: Raw -568618.465640 + Penalty 2767.502260 = -565850.963380 nChanged 2 SP:Iteration 61Q (1131.970222 sec): 3 clusters Score: Raw -568618.699846 + Penalty 2767.502260 = -565851.197586 nChanged 1 SP:Iteration 62Q (1131.990436 sec): 3 clusters Score: Raw -568618.979012 + Penalty 2767.502260 = -565851.476752 nChanged 2 SP:Iteration 63Q (1132.010680 sec): 3 clusters Score: Raw -568619.235330 + Penalty 2767.502260 = -565851.733070 nChanged 1 SP:Iteration 64Q (1132.031138 sec): 3 clusters Score: Raw -568619.378842 + Penalty 2767.502260 = -565851.876582 nChanged 0 SP:Iteration 65F (1132.052101 sec): 3 clusters Score: Raw -568619.378842 + Penalty 2767.502260 = -565851.876582 nChanged 0 Trying to split cluster 28 (1040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1132.066736 sec): 2 clusters Score: Raw -114093.576419 + Penalty 1128.883599 = -112964.692820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1132.072852 sec): 3 clusters Score: Raw -113739.800103 + Penalty 2257.767197 = -111482.032905 nChanged 314 SP:Iteration 1F (1132.078502 sec): 3 clusters Score: Raw -114036.424008 + Penalty 2257.767197 = -111778.656811 nChanged 105 SP:Iteration 2F (1132.084190 sec): 3 clusters Score: Raw -114150.713368 + Penalty 2257.767197 = -111892.946170 nChanged 56 SP:Iteration 3F (1132.089892 sec): 3 clusters Score: Raw -114212.421604 + Penalty 2257.767197 = -111954.654407 nChanged 42 SP:Iteration 4Q (1132.095536 sec): 3 clusters Score: Raw -114250.134996 + Penalty 2257.767197 = -111992.367799 nChanged 16 SP:Iteration 5Q (1132.101163 sec): 3 clusters Score: Raw -114265.953741 + Penalty 2257.767197 = -112008.186543 nChanged 15 SP:Iteration 6Q (1132.106764 sec): 3 clusters Score: Raw -114279.503887 + Penalty 2257.767197 = -112021.736689 nChanged 12 SP:Iteration 7Q (1132.112371 sec): 3 clusters Score: Raw -114289.506062 + Penalty 2257.767197 = -112031.738865 nChanged 10 SP:Iteration 8Q (1132.117989 sec): 3 clusters Score: Raw -114301.216219 + Penalty 2257.767197 = -112043.449022 nChanged 4 SP:Iteration 9Q (1132.123547 sec): 3 clusters Score: Raw -114306.431784 + Penalty 2257.767197 = -112048.664587 nChanged 5 SP:Iteration 10Q (1132.129147 sec): 3 clusters Score: Raw -114309.960555 + Penalty 2257.767197 = -112052.193358 nChanged 2 SP:Iteration 11Q (1132.134742 sec): 3 clusters Score: Raw -114312.065656 + Penalty 2257.767197 = -112054.298459 nChanged 4 SP:Iteration 12Q (1132.140279 sec): 3 clusters Score: Raw -114314.623430 + Penalty 2257.767197 = -112056.856232 nChanged 3 SP:Iteration 13Q (1132.145869 sec): 3 clusters Score: Raw -114319.481049 + Penalty 2257.767197 = -112061.713852 nChanged 3 SP:Iteration 14Q (1132.159140 sec): 3 clusters Score: Raw -114321.411325 + Penalty 2257.767197 = -112063.644127 nChanged 2 SP:Iteration 15Q (1132.164753 sec): 3 clusters Score: Raw -114322.185499 + Penalty 2257.767197 = -112064.418302 nChanged 1 SP:Iteration 16Q (1132.170289 sec): 3 clusters Score: Raw -114322.386667 + Penalty 2257.767197 = -112064.619470 nChanged 0 SP:Iteration 17F (1132.175942 sec): 3 clusters Score: Raw -114322.386667 + Penalty 2257.767197 = -112064.619470 nChanged 0 Trying to split cluster 29 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1132.187729 sec): 2 clusters Score: Raw -35684.278693 + Penalty 959.177917 = -34725.100776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1132.190430 sec): 3 clusters Score: Raw -35670.522195 + Penalty 1918.355833 = -33752.166362 nChanged 78 SP:Iteration 1F (1132.192948 sec): 3 clusters Score: Raw -35873.130994 + Penalty 1918.355833 = -33954.775161 nChanged 30 SP:Iteration 2F (1132.195422 sec): 3 clusters Score: Raw -36012.925229 + Penalty 1918.355833 = -34094.569395 nChanged 17 SP:Iteration 3Q (1132.197840 sec): 3 clusters Score: Raw -36086.823015 + Penalty 1918.355833 = -34168.467182 nChanged 10 SP:Iteration 4Q (1132.200254 sec): 3 clusters Score: Raw -36110.922243 + Penalty 1918.355833 = -34192.566410 nChanged 8 SP:Iteration 5Q (1132.202710 sec): 3 clusters Score: Raw -36124.907738 + Penalty 1918.355833 = -34206.551905 nChanged 1 SP:Iteration 6Q (1132.205093 sec): 3 clusters Score: Raw -36126.254924 + Penalty 1918.355833 = -34207.899090 nChanged 4 SP:Iteration 7Q (1132.207473 sec): 3 clusters Score: Raw -36133.311661 + Penalty 1918.355833 = -34214.955828 nChanged 1 SP:Iteration 8Q (1132.209843 sec): 3 clusters Score: Raw -36134.974861 + Penalty 1918.355833 = -34216.619027 nChanged 0 SP:Iteration 9F (1132.212348 sec): 3 clusters Score: Raw -36134.974861 + Penalty 1918.355833 = -34216.619027 nChanged 0 Trying to split cluster 30 (11737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1132.241034 sec): 2 clusters Score: Raw -1278773.517166 + Penalty 1522.706498 = -1277250.810668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1132.272151 sec): 3 clusters Score: Raw -1272058.343136 + Penalty 3045.412995 = -1269012.930141 nChanged 5115 SP:Iteration 1F (1132.302928 sec): 3 clusters Score: Raw -1275088.043920 + Penalty 3045.412995 = -1272042.630925 nChanged 900 SP:Iteration 2F (1132.332790 sec): 3 clusters Score: Raw -1275785.355808 + Penalty 3045.412995 = -1272739.942812 nChanged 971 SP:Iteration 3F (1132.363028 sec): 3 clusters Score: Raw -1276803.919597 + Penalty 3045.412995 = -1273758.506602 nChanged 1078 SP:Iteration 4F (1132.393212 sec): 3 clusters Score: Raw -1278091.549831 + Penalty 3045.412995 = -1275046.136835 nChanged 1071 SP:Iteration 5F (1132.422930 sec): 3 clusters Score: Raw -1279211.761891 + Penalty 3045.412995 = -1276166.348895 nChanged 819 SP:Iteration 6F (1132.453001 sec): 3 clusters Score: Raw -1279910.554239 + Penalty 3045.412995 = -1276865.141243 nChanged 519 SP:Iteration 7Q (1132.482667 sec): 3 clusters Score: Raw -1280229.846264 + Penalty 3045.412995 = -1277184.433269 nChanged 322 SP:Iteration 8Q (1132.512075 sec): 3 clusters Score: Raw -1280354.718876 + Penalty 3045.412995 = -1277309.305881 nChanged 199 SP:Iteration 9Q (1132.541520 sec): 3 clusters Score: Raw -1280417.659882 + Penalty 3045.412995 = -1277372.246886 nChanged 141 SP:Iteration 10Q (1132.571033 sec): 3 clusters Score: Raw -1280451.345212 + Penalty 3045.412995 = -1277405.932217 nChanged 101 SP:Iteration 11Q (1132.600557 sec): 3 clusters Score: Raw -1280475.482029 + Penalty 3045.412995 = -1277430.069033 nChanged 81 SP:Iteration 12Q (1132.629757 sec): 3 clusters Score: Raw -1280493.251704 + Penalty 3045.412995 = -1277447.838709 nChanged 67 SP:Iteration 13Q (1132.658930 sec): 3 clusters Score: Raw -1280506.662495 + Penalty 3045.412995 = -1277461.249500 nChanged 61 SP:Iteration 14Q (1132.687891 sec): 3 clusters Score: Raw -1280515.981616 + Penalty 3045.412995 = -1277470.568620 nChanged 47 SP:Iteration 15Q (1132.717054 sec): 3 clusters Score: Raw -1280523.109465 + Penalty 3045.412995 = -1277477.696469 nChanged 42 SP:Iteration 16Q (1132.746195 sec): 3 clusters Score: Raw -1280530.482072 + Penalty 3045.412995 = -1277485.069076 nChanged 42 SP:Iteration 17Q (1132.775246 sec): 3 clusters Score: Raw -1280537.618943 + Penalty 3045.412995 = -1277492.205947 nChanged 42 SP:Iteration 18Q (1132.804245 sec): 3 clusters Score: Raw -1280544.331204 + Penalty 3045.412995 = -1277498.918208 nChanged 40 SP:Iteration 19Q (1132.833000 sec): 3 clusters Score: Raw -1280550.160450 + Penalty 3045.412995 = -1277504.747455 nChanged 32 SP:Iteration 20F (1132.863173 sec): 3 clusters Score: Raw -1280554.856905 + Penalty 3045.412995 = -1277509.443910 nChanged 27 SP:Iteration 21Q (1132.892062 sec): 3 clusters Score: Raw -1280559.465139 + Penalty 3045.412995 = -1277514.052144 nChanged 25 SP:Iteration 22Q (1132.921085 sec): 3 clusters Score: Raw -1280562.898601 + Penalty 3045.412995 = -1277517.485606 nChanged 28 SP:Iteration 23Q (1132.949980 sec): 3 clusters Score: Raw -1280565.999488 + Penalty 3045.412995 = -1277520.586493 nChanged 22 SP:Iteration 24Q (1132.979128 sec): 3 clusters Score: Raw -1280567.851723 + Penalty 3045.412995 = -1277522.438728 nChanged 15 SP:Iteration 25Q (1133.008224 sec): 3 clusters Score: Raw -1280568.913100 + Penalty 3045.412995 = -1277523.500105 nChanged 14 SP:Iteration 26Q (1133.037133 sec): 3 clusters Score: Raw -1280570.384480 + Penalty 3045.412995 = -1277524.971485 nChanged 8 SP:Iteration 27Q (1133.066146 sec): 3 clusters Score: Raw -1280571.023072 + Penalty 3045.412995 = -1277525.610077 nChanged 6 SP:Iteration 28Q (1133.095231 sec): 3 clusters Score: Raw -1280571.588646 + Penalty 3045.412995 = -1277526.175650 nChanged 5 SP:Iteration 29Q (1133.124283 sec): 3 clusters Score: Raw -1280572.227853 + Penalty 3045.412995 = -1277526.814858 nChanged 5 SP:Iteration 30Q (1133.153162 sec): 3 clusters Score: Raw -1280572.860607 + Penalty 3045.412995 = -1277527.447612 nChanged 3 SP:Iteration 31Q (1133.182041 sec): 3 clusters Score: Raw -1280573.099108 + Penalty 3045.412995 = -1277527.686113 nChanged 3 SP:Iteration 32Q (1133.210832 sec): 3 clusters Score: Raw -1280573.318938 + Penalty 3045.412995 = -1277527.905942 nChanged 2 SP:Iteration 33Q (1133.239899 sec): 3 clusters Score: Raw -1280573.392681 + Penalty 3045.412995 = -1277527.979686 nChanged 2 SP:Iteration 34Q (1133.268919 sec): 3 clusters Score: Raw -1280573.473150 + Penalty 3045.412995 = -1277528.060155 nChanged 1 SP:Iteration 35Q (1133.297742 sec): 3 clusters Score: Raw -1280573.523807 + Penalty 3045.412995 = -1277528.110811 nChanged 1 SP:Iteration 36Q (1133.326744 sec): 3 clusters Score: Raw -1280573.597614 + Penalty 3045.412995 = -1277528.184619 nChanged 1 SP:Iteration 37Q (1133.355650 sec): 3 clusters Score: Raw -1280573.661330 + Penalty 3045.412995 = -1277528.248335 nChanged 0 SP:Iteration 38F (1133.385683 sec): 3 clusters Score: Raw -1280573.661330 + Penalty 3045.412995 = -1277528.248335 nChanged 0 Score: Raw -82215920.292767 + Penalty 70326.740585 = -82145593.552182 Splitting cluster 30 changes total score from -82144701.134133 to -82145593.552182 So it's getting split into cluster 32. Iteration 99Q (1154.056988 sec): 33 clusters Score: Raw -82217021.335850 + Penalty 70326.740585 = -82146694.595264 nChanged 1721 Iteration 100F (1167.959117 sec): 33 clusters Score: Raw -82217881.182631 + Penalty 70326.740585 = -82147554.442045 nChanged 1682 Iteration 101Q (1174.599646 sec): 33 clusters Score: Raw -82218251.526282 + Penalty 70326.740585 = -82147924.785697 nChanged 1196 Iteration 102Q (1181.189384 sec): 33 clusters Score: Raw -82218426.292293 + Penalty 70326.740585 = -82148099.551708 nChanged 947 Iteration 103Q (1187.875208 sec): 33 clusters Score: Raw -82218532.979418 + Penalty 70326.740585 = -82148206.238832 nChanged 819 Iteration 104Q (1194.462416 sec): 33 clusters Score: Raw -82218610.073766 + Penalty 70326.740585 = -82148283.333180 nChanged 669 Iteration 105Q (1201.105169 sec): 33 clusters Score: Raw -82218670.040568 + Penalty 70326.740585 = -82148343.299983 nChanged 660 Iteration 106Q (1207.730442 sec): 33 clusters Score: Raw -82218726.704359 + Penalty 70326.740585 = -82148399.963773 nChanged 621 Iteration 107Q (1214.283636 sec): 33 clusters Score: Raw -82218779.067031 + Penalty 70326.740585 = -82148452.326445 nChanged 603 Iteration 108Q (1220.952187 sec): 33 clusters Score: Raw -82218834.720766 + Penalty 70326.740585 = -82148507.980180 nChanged 571 Iteration 109Q (1227.510702 sec): 33 clusters Score: Raw -82218883.117872 + Penalty 70326.740585 = -82148556.377287 nChanged 553 Iteration 110Q (1234.080891 sec): 33 clusters Score: Raw -82218924.820203 + Penalty 70326.740585 = -82148598.079617 nChanged 560 Iteration 111Q (1240.724525 sec): 33 clusters Score: Raw -82218963.358035 + Penalty 70326.740585 = -82148636.617450 nChanged 546 Iteration 112Q (1247.299534 sec): 33 clusters Score: Raw -82219004.462839 + Penalty 70326.740585 = -82148677.722253 nChanged 547 Iteration 113Q (1253.948025 sec): 33 clusters Score: Raw -82219051.002159 + Penalty 70326.740585 = -82148724.261574 nChanged 541 Iteration 114Q (1260.510449 sec): 33 clusters Score: Raw -82219099.188077 + Penalty 70326.740585 = -82148772.447491 nChanged 558 Iteration 115Q (1267.057517 sec): 33 clusters Score: Raw -82219150.741896 + Penalty 70326.740585 = -82148824.001311 nChanged 535 Iteration 116Q (1273.637069 sec): 33 clusters Score: Raw -82219201.179255 + Penalty 70326.740585 = -82148874.438669 nChanged 544 Iteration 117Q (1280.194242 sec): 33 clusters Score: Raw -82219257.066327 + Penalty 70326.740585 = -82148930.325742 nChanged 550 Iteration 118Q (1286.751408 sec): 33 clusters Score: Raw -82219312.044169 + Penalty 70326.740585 = -82148985.303584 nChanged 550 Iteration 119Q (1293.313814 sec): 33 clusters Score: Raw -82219360.630550 + Penalty 70326.740585 = -82149033.889965 nChanged 536 Iteration 120F (1307.313989 sec): 33 clusters Score: Raw -82219409.691181 + Penalty 70326.740585 = -82149082.950595 nChanged 510 Iteration 121Q (1313.891413 sec): 33 clusters Score: Raw -82219455.337422 + Penalty 70326.740585 = -82149128.596837 nChanged 532 Iteration 122Q (1320.603192 sec): 33 clusters Score: Raw -82219503.577347 + Penalty 70326.740585 = -82149176.836762 nChanged 522 Iteration 123Q (1327.205087 sec): 33 clusters Score: Raw -82219546.542550 + Penalty 70326.740585 = -82149219.801964 nChanged 501 Iteration 124Q (1333.774702 sec): 33 clusters Score: Raw -82219587.396033 + Penalty 70326.740585 = -82149260.655447 nChanged 488 Iteration 125Q (1340.545130 sec): 33 clusters Score: Raw -82219624.137347 + Penalty 70326.740585 = -82149297.396761 nChanged 442 Iteration 126Q (1347.109909 sec): 33 clusters Score: Raw -82219656.967895 + Penalty 70326.740585 = -82149330.227310 nChanged 467 Iteration 127Q (1353.689584 sec): 33 clusters Score: Raw -82219691.962758 + Penalty 70326.740585 = -82149365.222173 nChanged 490 Iteration 128Q (1360.372279 sec): 33 clusters Score: Raw -82219731.527105 + Penalty 70326.740585 = -82149404.786519 nChanged 497 Iteration 129Q (1366.933941 sec): 33 clusters Score: Raw -82219770.415571 + Penalty 70326.740585 = -82149443.674985 nChanged 484 Iteration 130Q (1373.497550 sec): 33 clusters Score: Raw -82219807.509333 + Penalty 70326.740585 = -82149480.768748 nChanged 515 Iteration 131Q (1380.062271 sec): 33 clusters Score: Raw -82219847.674386 + Penalty 70326.740585 = -82149520.933801 nChanged 530 Iteration 132Q (1386.725993 sec): 33 clusters Score: Raw -82219884.953203 + Penalty 70326.740585 = -82149558.212618 nChanged 498 Iteration 133Q (1393.336006 sec): 33 clusters Score: Raw -82219922.646332 + Penalty 70326.740585 = -82149595.905747 nChanged 522 Iteration 134Q (1399.957486 sec): 33 clusters Score: Raw -82219963.465989 + Penalty 70326.740585 = -82149636.725404 nChanged 520 Iteration 135Q (1406.514210 sec): 33 clusters Score: Raw -82220006.652931 + Penalty 70326.740585 = -82149679.912345 nChanged 522 Iteration 136Q (1413.296589 sec): 33 clusters Score: Raw -82220050.688345 + Penalty 70326.740585 = -82149723.947760 nChanged 548 Iteration 137Q (1419.895698 sec): 33 clusters Score: Raw -82220103.279173 + Penalty 70326.740585 = -82149776.538587 nChanged 598 Iteration 138Q (1426.471482 sec): 33 clusters Score: Raw -82220160.977696 + Penalty 70326.740585 = -82149834.237111 nChanged 611 Writing temp clu file Because OldScore, -82149776.538587, is greater than current (better) Score,-82149834.237111 Compute initial score before splitting: Score: Raw -82220160.977696 + Penalty 70326.740585 = -82149834.237111 Trying to split cluster 1 (3117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.618934 sec): 2 clusters Score: Raw -321030.303790 + Penalty 1307.251770 = -319723.052020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.635167 sec): 3 clusters Score: Raw -319609.506134 + Penalty 2614.503541 = -316995.002593 nChanged 1201 SP:Iteration 1F (1426.650368 sec): 3 clusters Score: Raw -320505.370598 + Penalty 2614.503541 = -317890.867057 nChanged 284 SP:Iteration 2F (1426.665625 sec): 3 clusters Score: Raw -320741.393793 + Penalty 2614.503541 = -318126.890252 nChanged 194 SP:Iteration 3F (1426.680904 sec): 3 clusters Score: Raw -320928.058062 + Penalty 2614.503541 = -318313.554521 nChanged 148 SP:Iteration 4Q (1426.696143 sec): 3 clusters Score: Raw -321045.224698 + Penalty 2614.503541 = -318430.721157 nChanged 128 SP:Iteration 5Q (1426.711399 sec): 3 clusters Score: Raw -321131.703646 + Penalty 2614.503541 = -318517.200105 nChanged 85 SP:Iteration 6Q (1426.726545 sec): 3 clusters Score: Raw -321186.052106 + Penalty 2614.503541 = -318571.548565 nChanged 68 SP:Iteration 7Q (1426.741610 sec): 3 clusters Score: Raw -321231.596179 + Penalty 2614.503541 = -318617.092638 nChanged 59 SP:Iteration 8Q (1426.756661 sec): 3 clusters Score: Raw -321267.093063 + Penalty 2614.503541 = -318652.589522 nChanged 52 SP:Iteration 9Q (1426.771648 sec): 3 clusters Score: Raw -321292.060967 + Penalty 2614.503541 = -318677.557426 nChanged 43 SP:Iteration 10Q (1426.786505 sec): 3 clusters Score: Raw -321311.849297 + Penalty 2614.503541 = -318697.345757 nChanged 39 SP:Iteration 11Q (1426.801477 sec): 3 clusters Score: Raw -321328.633736 + Penalty 2614.503541 = -318714.130195 nChanged 33 SP:Iteration 12Q (1426.816412 sec): 3 clusters Score: Raw -321343.626549 + Penalty 2614.503541 = -318729.123008 nChanged 27 SP:Iteration 13Q (1426.831222 sec): 3 clusters Score: Raw -321359.432242 + Penalty 2614.503541 = -318744.928701 nChanged 28 SP:Iteration 14Q (1426.846205 sec): 3 clusters Score: Raw -321374.837890 + Penalty 2614.503541 = -318760.334349 nChanged 22 SP:Iteration 15Q (1426.861018 sec): 3 clusters Score: Raw -321384.403159 + Penalty 2614.503541 = -318769.899618 nChanged 24 SP:Iteration 16Q (1426.875971 sec): 3 clusters Score: Raw -321393.583187 + Penalty 2614.503541 = -318779.079646 nChanged 18 SP:Iteration 17Q (1426.890927 sec): 3 clusters Score: Raw -321402.108633 + Penalty 2614.503541 = -318787.605093 nChanged 20 SP:Iteration 18Q (1426.905794 sec): 3 clusters Score: Raw -321410.901804 + Penalty 2614.503541 = -318796.398263 nChanged 20 SP:Iteration 19Q (1426.920772 sec): 3 clusters Score: Raw -321417.179725 + Penalty 2614.503541 = -318802.676184 nChanged 15 SP:Iteration 20F (1426.936004 sec): 3 clusters Score: Raw -321422.161798 + Penalty 2614.503541 = -318807.658257 nChanged 15 SP:Iteration 21Q (1426.950758 sec): 3 clusters Score: Raw -321427.820291 + Penalty 2614.503541 = -318813.316751 nChanged 11 SP:Iteration 22Q (1426.965651 sec): 3 clusters Score: Raw -321432.126990 + Penalty 2614.503541 = -318817.623449 nChanged 14 SP:Iteration 23Q (1426.980586 sec): 3 clusters Score: Raw -321437.744716 + Penalty 2614.503541 = -318823.241175 nChanged 10 SP:Iteration 24Q (1426.995503 sec): 3 clusters Score: Raw -321442.136822 + Penalty 2614.503541 = -318827.633281 nChanged 9 SP:Iteration 25Q (1427.010411 sec): 3 clusters Score: Raw -321446.061131 + Penalty 2614.503541 = -318831.557590 nChanged 8 SP:Iteration 26Q (1427.025171 sec): 3 clusters Score: Raw -321453.159317 + Penalty 2614.503541 = -318838.655776 nChanged 11 SP:Iteration 27Q (1427.040066 sec): 3 clusters Score: Raw -321458.652975 + Penalty 2614.503541 = -318844.149434 nChanged 7 SP:Iteration 28Q (1427.054807 sec): 3 clusters Score: Raw -321460.316734 + Penalty 2614.503541 = -318845.813193 nChanged 8 SP:Iteration 29Q (1427.069731 sec): 3 clusters Score: Raw -321463.834609 + Penalty 2614.503541 = -318849.331068 nChanged 10 SP:Iteration 30Q (1427.084604 sec): 3 clusters Score: Raw -321467.340017 + Penalty 2614.503541 = -318852.836476 nChanged 9 SP:Iteration 31Q (1427.099496 sec): 3 clusters Score: Raw -321469.931798 + Penalty 2614.503541 = -318855.428258 nChanged 8 SP:Iteration 32Q (1427.114404 sec): 3 clusters Score: Raw -321474.142502 + Penalty 2614.503541 = -318859.638961 nChanged 13 SP:Iteration 33Q (1427.129322 sec): 3 clusters Score: Raw -321479.512319 + Penalty 2614.503541 = -318865.008778 nChanged 12 SP:Iteration 34Q (1427.144223 sec): 3 clusters Score: Raw -321486.703175 + Penalty 2614.503541 = -318872.199634 nChanged 15 SP:Iteration 35Q (1427.168938 sec): 3 clusters Score: Raw -321496.951697 + Penalty 2614.503541 = -318882.448156 nChanged 14 SP:Iteration 36Q (1427.183820 sec): 3 clusters Score: Raw -321508.917506 + Penalty 2614.503541 = -318894.413965 nChanged 19 SP:Iteration 37Q (1427.198664 sec): 3 clusters Score: Raw -321524.653010 + Penalty 2614.503541 = -318910.149469 nChanged 19 SP:Iteration 38Q (1427.213405 sec): 3 clusters Score: Raw -321534.903291 + Penalty 2614.503541 = -318920.399750 nChanged 18 SP:Iteration 39Q (1427.228195 sec): 3 clusters Score: Raw -321547.609991 + Penalty 2614.503541 = -318933.106450 nChanged 15 SP:Iteration 40F (1427.243245 sec): 3 clusters Score: Raw -321554.940761 + Penalty 2614.503541 = -318940.437220 nChanged 14 SP:Iteration 41Q (1427.258021 sec): 3 clusters Score: Raw -321560.968961 + Penalty 2614.503541 = -318946.465420 nChanged 8 SP:Iteration 42Q (1427.272848 sec): 3 clusters Score: Raw -321565.233386 + Penalty 2614.503541 = -318950.729845 nChanged 13 SP:Iteration 43Q (1427.287727 sec): 3 clusters Score: Raw -321570.946123 + Penalty 2614.503541 = -318956.442582 nChanged 9 SP:Iteration 44Q (1427.302519 sec): 3 clusters Score: Raw -321576.560661 + Penalty 2614.503541 = -318962.057120 nChanged 11 SP:Iteration 45Q (1427.317146 sec): 3 clusters Score: Raw -321581.053245 + Penalty 2614.503541 = -318966.549704 nChanged 9 SP:Iteration 46Q (1427.331801 sec): 3 clusters Score: Raw -321586.976153 + Penalty 2614.503541 = -318972.472612 nChanged 10 SP:Iteration 47Q (1427.346596 sec): 3 clusters Score: Raw -321592.426940 + Penalty 2614.503541 = -318977.923399 nChanged 12 SP:Iteration 48Q (1427.361340 sec): 3 clusters Score: Raw -321597.800555 + Penalty 2614.503541 = -318983.297014 nChanged 12 SP:Iteration 49Q (1427.375947 sec): 3 clusters Score: Raw -321601.211008 + Penalty 2614.503541 = -318986.707467 nChanged 6 SP:Iteration 50Q (1427.390699 sec): 3 clusters Score: Raw -321603.084419 + Penalty 2614.503541 = -318988.580878 nChanged 7 SP:Iteration 51Q (1427.405343 sec): 3 clusters Score: Raw -321604.939678 + Penalty 2614.503541 = -318990.436137 nChanged 3 SP:Iteration 52Q (1427.420065 sec): 3 clusters Score: Raw -321606.016540 + Penalty 2614.503541 = -318991.512999 nChanged 1 SP:Iteration 53Q (1427.434802 sec): 3 clusters Score: Raw -321606.118765 + Penalty 2614.503541 = -318991.615224 nChanged 0 SP:Iteration 54F (1427.449850 sec): 3 clusters Score: Raw -321606.118765 + Penalty 2614.503541 = -318991.615224 nChanged 0 Trying to split cluster 2 (1765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.465346 sec): 2 clusters Score: Raw -212095.367998 + Penalty 1214.834720 = -210880.533278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.475037 sec): 3 clusters Score: Raw -211379.049650 + Penalty 2429.669440 = -208949.380210 nChanged 597 SP:Iteration 1F (1427.484045 sec): 3 clusters Score: Raw -211832.998046 + Penalty 2429.669440 = -209403.328606 nChanged 160 SP:Iteration 2F (1427.493045 sec): 3 clusters Score: Raw -211976.871315 + Penalty 2429.669440 = -209547.201874 nChanged 93 SP:Iteration 3F (1427.502072 sec): 3 clusters Score: Raw -212051.514192 + Penalty 2429.669440 = -209621.844752 nChanged 61 SP:Iteration 4Q (1427.511007 sec): 3 clusters Score: Raw -212093.121342 + Penalty 2429.669440 = -209663.451902 nChanged 44 SP:Iteration 5Q (1427.519994 sec): 3 clusters Score: Raw -212124.092622 + Penalty 2429.669440 = -209694.423182 nChanged 32 SP:Iteration 6Q (1427.528965 sec): 3 clusters Score: Raw -212148.594262 + Penalty 2429.669440 = -209718.924822 nChanged 41 SP:Iteration 7Q (1427.537913 sec): 3 clusters Score: Raw -212176.653667 + Penalty 2429.669440 = -209746.984227 nChanged 30 SP:Iteration 8Q (1427.546817 sec): 3 clusters Score: Raw -212198.903331 + Penalty 2429.669440 = -209769.233891 nChanged 33 SP:Iteration 9Q (1427.555795 sec): 3 clusters Score: Raw -212226.917497 + Penalty 2429.669440 = -209797.248057 nChanged 36 SP:Iteration 10Q (1427.564722 sec): 3 clusters Score: Raw -212260.072390 + Penalty 2429.669440 = -209830.402950 nChanged 38 SP:Iteration 11Q (1427.573625 sec): 3 clusters Score: Raw -212295.411865 + Penalty 2429.669440 = -209865.742425 nChanged 40 SP:Iteration 12Q (1427.582491 sec): 3 clusters Score: Raw -212327.187657 + Penalty 2429.669440 = -209897.518217 nChanged 38 SP:Iteration 13Q (1427.591282 sec): 3 clusters Score: Raw -212358.258036 + Penalty 2429.669440 = -209928.588596 nChanged 34 SP:Iteration 14Q (1427.600208 sec): 3 clusters Score: Raw -212384.165855 + Penalty 2429.669440 = -209954.496415 nChanged 32 SP:Iteration 15Q (1427.609170 sec): 3 clusters Score: Raw -212405.942718 + Penalty 2429.669440 = -209976.273278 nChanged 19 SP:Iteration 16Q (1427.618121 sec): 3 clusters Score: Raw -212421.033517 + Penalty 2429.669440 = -209991.364077 nChanged 12 SP:Iteration 17Q (1427.626917 sec): 3 clusters Score: Raw -212427.174977 + Penalty 2429.669440 = -209997.505537 nChanged 8 SP:Iteration 18Q (1427.635946 sec): 3 clusters Score: Raw -212434.080334 + Penalty 2429.669440 = -210004.410894 nChanged 8 SP:Iteration 19Q (1427.644726 sec): 3 clusters Score: Raw -212440.838401 + Penalty 2429.669440 = -210011.168961 nChanged 9 SP:Iteration 20F (1427.653662 sec): 3 clusters Score: Raw -212445.009008 + Penalty 2429.669440 = -210015.339568 nChanged 4 SP:Iteration 21Q (1427.662439 sec): 3 clusters Score: Raw -212447.810839 + Penalty 2429.669440 = -210018.141399 nChanged 4 SP:Iteration 22Q (1427.671309 sec): 3 clusters Score: Raw -212449.665071 + Penalty 2429.669440 = -210019.995631 nChanged 2 SP:Iteration 23Q (1427.680170 sec): 3 clusters Score: Raw -212451.224413 + Penalty 2429.669440 = -210021.554973 nChanged 1 SP:Iteration 24Q (1427.689027 sec): 3 clusters Score: Raw -212452.311165 + Penalty 2429.669440 = -210022.641725 nChanged 2 SP:Iteration 25Q (1427.697843 sec): 3 clusters Score: Raw -212454.187436 + Penalty 2429.669440 = -210024.517996 nChanged 3 SP:Iteration 26Q (1427.706897 sec): 3 clusters Score: Raw -212455.063288 + Penalty 2429.669440 = -210025.393848 nChanged 1 SP:Iteration 27Q (1427.715753 sec): 3 clusters Score: Raw -212455.304873 + Penalty 2429.669440 = -210025.635433 nChanged 0 SP:Iteration 28F (1427.724811 sec): 3 clusters Score: Raw -212455.304873 + Penalty 2429.669440 = -210025.635433 nChanged 0 Trying to split cluster 3 (10128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.751309 sec): 2 clusters Score: Raw -1119522.403417 + Penalty 1498.747111 = -1118023.656306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.780766 sec): 3 clusters Score: Raw -1113783.224623 + Penalty 2997.494222 = -1110785.730401 nChanged 4376 SP:Iteration 1F (1427.809328 sec): 3 clusters Score: Raw -1116210.953914 + Penalty 2997.494222 = -1113213.459692 nChanged 655 SP:Iteration 2F (1427.837591 sec): 3 clusters Score: Raw -1116536.853771 + Penalty 2997.494222 = -1113539.359549 nChanged 578 SP:Iteration 3F (1427.866076 sec): 3 clusters Score: Raw -1116846.248800 + Penalty 2997.494222 = -1113848.754578 nChanged 579 SP:Iteration 4F (1427.894318 sec): 3 clusters Score: Raw -1117181.233246 + Penalty 2997.494222 = -1114183.739024 nChanged 579 SP:Iteration 5F (1427.922515 sec): 3 clusters Score: Raw -1117532.823283 + Penalty 2997.494222 = -1114535.329061 nChanged 570 SP:Iteration 6F (1427.950826 sec): 3 clusters Score: Raw -1117929.596094 + Penalty 2997.494222 = -1114932.101872 nChanged 531 SP:Iteration 7F (1427.979057 sec): 3 clusters Score: Raw -1118335.138302 + Penalty 2997.494222 = -1115337.644080 nChanged 496 SP:Iteration 8Q (1428.007604 sec): 3 clusters Score: Raw -1118746.451808 + Penalty 2997.494222 = -1115748.957586 nChanged 437 SP:Iteration 9Q (1428.036084 sec): 3 clusters Score: Raw -1119068.723789 + Penalty 2997.494222 = -1116071.229567 nChanged 302 SP:Iteration 10Q (1428.064597 sec): 3 clusters Score: Raw -1119260.994354 + Penalty 2997.494222 = -1116263.500132 nChanged 219 SP:Iteration 11Q (1428.092627 sec): 3 clusters Score: Raw -1119377.986111 + Penalty 2997.494222 = -1116380.491889 nChanged 174 SP:Iteration 12Q (1428.120444 sec): 3 clusters Score: Raw -1119463.861485 + Penalty 2997.494222 = -1116466.367263 nChanged 129 SP:Iteration 13Q (1428.147938 sec): 3 clusters Score: Raw -1119514.094958 + Penalty 2997.494222 = -1116516.600736 nChanged 99 SP:Iteration 14Q (1428.175359 sec): 3 clusters Score: Raw -1119550.877608 + Penalty 2997.494222 = -1116553.383386 nChanged 91 SP:Iteration 15Q (1428.202727 sec): 3 clusters Score: Raw -1119580.814747 + Penalty 2997.494222 = -1116583.320525 nChanged 85 SP:Iteration 16Q (1428.229737 sec): 3 clusters Score: Raw -1119612.056580 + Penalty 2997.494222 = -1116614.562358 nChanged 74 SP:Iteration 17Q (1428.256809 sec): 3 clusters Score: Raw -1119639.876483 + Penalty 2997.494222 = -1116642.382261 nChanged 63 SP:Iteration 18Q (1428.283729 sec): 3 clusters Score: Raw -1119662.601831 + Penalty 2997.494222 = -1116665.107609 nChanged 56 SP:Iteration 19Q (1428.310383 sec): 3 clusters Score: Raw -1119683.547026 + Penalty 2997.494222 = -1116686.052804 nChanged 59 SP:Iteration 20F (1428.338822 sec): 3 clusters Score: Raw -1119700.773435 + Penalty 2997.494222 = -1116703.279213 nChanged 43 SP:Iteration 21Q (1428.365398 sec): 3 clusters Score: Raw -1119714.131895 + Penalty 2997.494222 = -1116716.637673 nChanged 43 SP:Iteration 22Q (1428.391872 sec): 3 clusters Score: Raw -1119729.723481 + Penalty 2997.494222 = -1116732.229259 nChanged 41 SP:Iteration 23Q (1428.418433 sec): 3 clusters Score: Raw -1119742.195720 + Penalty 2997.494222 = -1116744.701498 nChanged 32 SP:Iteration 24Q (1428.444780 sec): 3 clusters Score: Raw -1119755.114539 + Penalty 2997.494222 = -1116757.620317 nChanged 47 SP:Iteration 25Q (1428.471250 sec): 3 clusters Score: Raw -1119776.050301 + Penalty 2997.494222 = -1116778.556080 nChanged 49 SP:Iteration 26Q (1428.497887 sec): 3 clusters Score: Raw -1119799.649651 + Penalty 2997.494222 = -1116802.155429 nChanged 36 SP:Iteration 27Q (1428.524415 sec): 3 clusters Score: Raw -1119813.699722 + Penalty 2997.494222 = -1116816.205500 nChanged 31 SP:Iteration 28Q (1428.550648 sec): 3 clusters Score: Raw -1119824.199753 + Penalty 2997.494222 = -1116826.705531 nChanged 26 SP:Iteration 29Q (1428.577016 sec): 3 clusters Score: Raw -1119833.812629 + Penalty 2997.494222 = -1116836.318407 nChanged 18 SP:Iteration 30Q (1428.603445 sec): 3 clusters Score: Raw -1119839.853132 + Penalty 2997.494222 = -1116842.358910 nChanged 19 SP:Iteration 31Q (1428.629671 sec): 3 clusters Score: Raw -1119848.134486 + Penalty 2997.494222 = -1116850.640264 nChanged 24 SP:Iteration 32Q (1428.655807 sec): 3 clusters Score: Raw -1119857.429059 + Penalty 2997.494222 = -1116859.934837 nChanged 22 SP:Iteration 33Q (1428.681956 sec): 3 clusters Score: Raw -1119868.616098 + Penalty 2997.494222 = -1116871.121876 nChanged 21 SP:Iteration 34Q (1428.708368 sec): 3 clusters Score: Raw -1119880.931240 + Penalty 2997.494222 = -1116883.437018 nChanged 22 SP:Iteration 35Q (1428.734459 sec): 3 clusters Score: Raw -1119893.106417 + Penalty 2997.494222 = -1116895.612195 nChanged 25 SP:Iteration 36Q (1428.760550 sec): 3 clusters Score: Raw -1119905.112992 + Penalty 2997.494222 = -1116907.618770 nChanged 19 SP:Iteration 37Q (1428.786697 sec): 3 clusters Score: Raw -1119913.732758 + Penalty 2997.494222 = -1116916.238536 nChanged 22 SP:Iteration 38Q (1428.812777 sec): 3 clusters Score: Raw -1119925.223850 + Penalty 2997.494222 = -1116927.729628 nChanged 23 SP:Iteration 39Q (1428.838803 sec): 3 clusters Score: Raw -1119935.432964 + Penalty 2997.494222 = -1116937.938742 nChanged 17 SP:Iteration 40F (1428.868656 sec): 3 clusters Score: Raw -1119942.694838 + Penalty 2997.494222 = -1116945.200616 nChanged 10 SP:Iteration 41Q (1428.907626 sec): 3 clusters Score: Raw -1119944.964267 + Penalty 2997.494222 = -1116947.470045 nChanged 6 SP:Iteration 42Q (1428.961609 sec): 3 clusters Score: Raw -1119948.707868 + Penalty 2997.494222 = -1116951.213646 nChanged 7 SP:Iteration 43Q (1428.995134 sec): 3 clusters Score: Raw -1119950.988414 + Penalty 2997.494222 = -1116953.494192 nChanged 5 SP:Iteration 44Q (1429.021057 sec): 3 clusters Score: Raw -1119952.961721 + Penalty 2997.494222 = -1116955.467499 nChanged 7 SP:Iteration 45Q (1429.046824 sec): 3 clusters Score: Raw -1119954.976763 + Penalty 2997.494222 = -1116957.482541 nChanged 11 SP:Iteration 46Q (1429.072609 sec): 3 clusters Score: Raw -1119957.925365 + Penalty 2997.494222 = -1116960.431143 nChanged 4 SP:Iteration 47Q (1429.098529 sec): 3 clusters Score: Raw -1119958.977402 + Penalty 2997.494222 = -1116961.483180 nChanged 3 SP:Iteration 48Q (1429.124367 sec): 3 clusters Score: Raw -1119959.697034 + Penalty 2997.494222 = -1116962.202812 nChanged 1 SP:Iteration 49Q (1429.150069 sec): 3 clusters Score: Raw -1119959.940529 + Penalty 2997.494222 = -1116962.446307 nChanged 1 SP:Iteration 50Q (1429.175795 sec): 3 clusters Score: Raw -1119960.304795 + Penalty 2997.494222 = -1116962.810573 nChanged 2 SP:Iteration 51Q (1429.201531 sec): 3 clusters Score: Raw -1119960.884683 + Penalty 2997.494222 = -1116963.390461 nChanged 1 SP:Iteration 52Q (1429.227426 sec): 3 clusters Score: Raw -1119961.011012 + Penalty 2997.494222 = -1116963.516790 nChanged 1 SP:Iteration 53Q (1429.253092 sec): 3 clusters Score: Raw -1119961.166062 + Penalty 2997.494222 = -1116963.671840 nChanged 2 SP:Iteration 54Q (1429.278768 sec): 3 clusters Score: Raw -1119961.946414 + Penalty 2997.494222 = -1116964.452192 nChanged 2 SP:Iteration 55Q (1429.304500 sec): 3 clusters Score: Raw -1119962.977717 + Penalty 2997.494222 = -1116965.483495 nChanged 1 SP:Iteration 56Q (1429.330324 sec): 3 clusters Score: Raw -1119963.615699 + Penalty 2997.494222 = -1116966.121477 nChanged 0 SP:Iteration 57F (1429.358775 sec): 3 clusters Score: Raw -1119963.615699 + Penalty 2997.494222 = -1116966.121477 nChanged 0 Trying to split cluster 4 (12088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.386303 sec): 2 clusters Score: Raw -1346754.464452 + Penalty 1527.494882 = -1345226.969570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.418944 sec): 3 clusters Score: Raw -1339743.048609 + Penalty 3054.989764 = -1336688.058846 nChanged 5323 SP:Iteration 1F (1429.450570 sec): 3 clusters Score: Raw -1342680.753479 + Penalty 3054.989764 = -1339625.763716 nChanged 837 SP:Iteration 2F (1429.482054 sec): 3 clusters Score: Raw -1343156.956398 + Penalty 3054.989764 = -1340101.966634 nChanged 801 SP:Iteration 3F (1429.513631 sec): 3 clusters Score: Raw -1343652.995937 + Penalty 3054.989764 = -1340598.006173 nChanged 770 SP:Iteration 4F (1429.545244 sec): 3 clusters Score: Raw -1344152.697465 + Penalty 3054.989764 = -1341097.707701 nChanged 778 SP:Iteration 5F (1429.576910 sec): 3 clusters Score: Raw -1344686.407216 + Penalty 3054.989764 = -1341631.417452 nChanged 721 SP:Iteration 6F (1429.608369 sec): 3 clusters Score: Raw -1345129.302555 + Penalty 3054.989764 = -1342074.312791 nChanged 613 SP:Iteration 7F (1429.639743 sec): 3 clusters Score: Raw -1345477.619658 + Penalty 3054.989764 = -1342422.629894 nChanged 494 SP:Iteration 8Q (1429.671282 sec): 3 clusters Score: Raw -1345774.686704 + Penalty 3054.989764 = -1342719.696940 nChanged 445 SP:Iteration 9Q (1429.715886 sec): 3 clusters Score: Raw -1346036.519164 + Penalty 3054.989764 = -1342981.529400 nChanged 373 SP:Iteration 10Q (1429.746539 sec): 3 clusters Score: Raw -1346285.891704 + Penalty 3054.989764 = -1343230.901940 nChanged 336 SP:Iteration 11Q (1429.777701 sec): 3 clusters Score: Raw -1346500.516876 + Penalty 3054.989764 = -1343445.527112 nChanged 269 SP:Iteration 12Q (1429.808530 sec): 3 clusters Score: Raw -1346666.056106 + Penalty 3054.989764 = -1343611.066342 nChanged 224 SP:Iteration 13Q (1429.839154 sec): 3 clusters Score: Raw -1346805.448247 + Penalty 3054.989764 = -1343750.458483 nChanged 189 SP:Iteration 14Q (1429.869211 sec): 3 clusters Score: Raw -1346921.129690 + Penalty 3054.989764 = -1343866.139926 nChanged 144 SP:Iteration 15Q (1429.899140 sec): 3 clusters Score: Raw -1347007.968098 + Penalty 3054.989764 = -1343952.978334 nChanged 127 SP:Iteration 16Q (1429.928805 sec): 3 clusters Score: Raw -1347088.910066 + Penalty 3054.989764 = -1344033.920302 nChanged 108 SP:Iteration 17Q (1429.958182 sec): 3 clusters Score: Raw -1347161.280459 + Penalty 3054.989764 = -1344106.290696 nChanged 104 SP:Iteration 18Q (1429.987402 sec): 3 clusters Score: Raw -1347222.063575 + Penalty 3054.989764 = -1344167.073812 nChanged 82 SP:Iteration 19Q (1430.016429 sec): 3 clusters Score: Raw -1347260.043452 + Penalty 3054.989764 = -1344205.053689 nChanged 63 SP:Iteration 20F (1430.047859 sec): 3 clusters Score: Raw -1347291.887386 + Penalty 3054.989764 = -1344236.897622 nChanged 68 SP:Iteration 21Q (1430.076883 sec): 3 clusters Score: Raw -1347326.088423 + Penalty 3054.989764 = -1344271.098659 nChanged 56 SP:Iteration 22Q (1430.105691 sec): 3 clusters Score: Raw -1347350.434592 + Penalty 3054.989764 = -1344295.444828 nChanged 52 SP:Iteration 23Q (1430.134696 sec): 3 clusters Score: Raw -1347375.356958 + Penalty 3054.989764 = -1344320.367194 nChanged 54 SP:Iteration 24Q (1430.163456 sec): 3 clusters Score: Raw -1347396.720199 + Penalty 3054.989764 = -1344341.730435 nChanged 39 SP:Iteration 25Q (1430.192016 sec): 3 clusters Score: Raw -1347410.727337 + Penalty 3054.989764 = -1344355.737573 nChanged 25 SP:Iteration 26Q (1430.220719 sec): 3 clusters Score: Raw -1347420.659718 + Penalty 3054.989764 = -1344365.669954 nChanged 26 SP:Iteration 27Q (1430.249435 sec): 3 clusters Score: Raw -1347429.698257 + Penalty 3054.989764 = -1344374.708493 nChanged 20 SP:Iteration 28Q (1430.278081 sec): 3 clusters Score: Raw -1347437.633971 + Penalty 3054.989764 = -1344382.644207 nChanged 22 SP:Iteration 29Q (1430.306809 sec): 3 clusters Score: Raw -1347443.544728 + Penalty 3054.989764 = -1344388.554964 nChanged 15 SP:Iteration 30Q (1430.335325 sec): 3 clusters Score: Raw -1347447.628421 + Penalty 3054.989764 = -1344392.638657 nChanged 13 SP:Iteration 31Q (1430.364035 sec): 3 clusters Score: Raw -1347451.629231 + Penalty 3054.989764 = -1344396.639467 nChanged 12 SP:Iteration 32Q (1430.392687 sec): 3 clusters Score: Raw -1347456.140905 + Penalty 3054.989764 = -1344401.151141 nChanged 13 SP:Iteration 33Q (1430.421470 sec): 3 clusters Score: Raw -1347461.062501 + Penalty 3054.989764 = -1344406.072737 nChanged 10 SP:Iteration 34Q (1430.458649 sec): 3 clusters Score: Raw -1347463.869502 + Penalty 3054.989764 = -1344408.879739 nChanged 11 SP:Iteration 35Q (1430.487263 sec): 3 clusters Score: Raw -1347467.404553 + Penalty 3054.989764 = -1344412.414789 nChanged 8 SP:Iteration 36Q (1430.515626 sec): 3 clusters Score: Raw -1347471.070140 + Penalty 3054.989764 = -1344416.080377 nChanged 14 SP:Iteration 37Q (1430.544080 sec): 3 clusters Score: Raw -1347475.924625 + Penalty 3054.989764 = -1344420.934861 nChanged 13 SP:Iteration 38Q (1430.572571 sec): 3 clusters Score: Raw -1347479.948547 + Penalty 3054.989764 = -1344424.958783 nChanged 13 SP:Iteration 39Q (1430.600913 sec): 3 clusters Score: Raw -1347485.261352 + Penalty 3054.989764 = -1344430.271588 nChanged 15 SP:Iteration 40F (1430.632479 sec): 3 clusters Score: Raw -1347489.046054 + Penalty 3054.989764 = -1344434.056290 nChanged 14 SP:Iteration 41Q (1430.660977 sec): 3 clusters Score: Raw -1347493.751469 + Penalty 3054.989764 = -1344438.761705 nChanged 17 SP:Iteration 42Q (1430.689301 sec): 3 clusters Score: Raw -1347501.156785 + Penalty 3054.989764 = -1344446.167021 nChanged 17 SP:Iteration 43Q (1430.717774 sec): 3 clusters Score: Raw -1347506.626330 + Penalty 3054.989764 = -1344451.636567 nChanged 14 SP:Iteration 44Q (1430.746105 sec): 3 clusters Score: Raw -1347512.861534 + Penalty 3054.989764 = -1344457.871770 nChanged 21 SP:Iteration 45Q (1430.774561 sec): 3 clusters Score: Raw -1347520.790763 + Penalty 3054.989764 = -1344465.800999 nChanged 22 SP:Iteration 46Q (1430.803035 sec): 3 clusters Score: Raw -1347530.060067 + Penalty 3054.989764 = -1344475.070303 nChanged 15 SP:Iteration 47Q (1430.831439 sec): 3 clusters Score: Raw -1347537.375361 + Penalty 3054.989764 = -1344482.385598 nChanged 15 SP:Iteration 48Q (1430.859776 sec): 3 clusters Score: Raw -1347543.009855 + Penalty 3054.989764 = -1344488.020091 nChanged 14 SP:Iteration 49Q (1430.888047 sec): 3 clusters Score: Raw -1347548.514607 + Penalty 3054.989764 = -1344493.524844 nChanged 11 SP:Iteration 50Q (1430.916268 sec): 3 clusters Score: Raw -1347553.186067 + Penalty 3054.989764 = -1344498.196303 nChanged 16 SP:Iteration 51Q (1430.944761 sec): 3 clusters Score: Raw -1347558.679125 + Penalty 3054.989764 = -1344503.689362 nChanged 12 SP:Iteration 52Q (1430.972951 sec): 3 clusters Score: Raw -1347561.098771 + Penalty 3054.989764 = -1344506.109007 nChanged 8 SP:Iteration 53Q (1431.001119 sec): 3 clusters Score: Raw -1347563.535686 + Penalty 3054.989764 = -1344508.545922 nChanged 6 SP:Iteration 54Q (1431.029530 sec): 3 clusters Score: Raw -1347565.000403 + Penalty 3054.989764 = -1344510.010640 nChanged 6 SP:Iteration 55Q (1431.057766 sec): 3 clusters Score: Raw -1347567.065115 + Penalty 3054.989764 = -1344512.075351 nChanged 11 SP:Iteration 56Q (1431.086107 sec): 3 clusters Score: Raw -1347569.663871 + Penalty 3054.989764 = -1344514.674108 nChanged 9 SP:Iteration 57Q (1431.114343 sec): 3 clusters Score: Raw -1347571.886510 + Penalty 3054.989764 = -1344516.896746 nChanged 4 SP:Iteration 58Q (1431.142657 sec): 3 clusters Score: Raw -1347572.530610 + Penalty 3054.989764 = -1344517.540846 nChanged 0 SP:Iteration 59F (1431.174162 sec): 3 clusters Score: Raw -1347572.530610 + Penalty 3054.989764 = -1344517.540846 nChanged 0 Trying to split cluster 5 (5922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1431.193670 sec): 2 clusters Score: Raw -659124.265657 + Penalty 1411.544795 = -657712.720861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1431.215957 sec): 3 clusters Score: Raw -656027.819519 + Penalty 2823.089590 = -653204.729929 nChanged 2434 SP:Iteration 1F (1431.237644 sec): 3 clusters Score: Raw -657515.364570 + Penalty 2823.089590 = -654692.274979 nChanged 484 SP:Iteration 2F (1431.259627 sec): 3 clusters Score: Raw -657863.071672 + Penalty 2823.089590 = -655039.982081 nChanged 395 SP:Iteration 3F (1431.281530 sec): 3 clusters Score: Raw -658100.389164 + Penalty 2823.089590 = -655277.299574 nChanged 310 SP:Iteration 4F (1431.303553 sec): 3 clusters Score: Raw -658274.059434 + Penalty 2823.089590 = -655450.969844 nChanged 258 SP:Iteration 5Q (1431.325387 sec): 3 clusters Score: Raw -658424.990926 + Penalty 2823.089590 = -655601.901336 nChanged 223 SP:Iteration 6Q (1431.347280 sec): 3 clusters Score: Raw -658554.718324 + Penalty 2823.089590 = -655731.628734 nChanged 209 SP:Iteration 7Q (1431.369032 sec): 3 clusters Score: Raw -658672.631362 + Penalty 2823.089590 = -655849.541772 nChanged 179 SP:Iteration 8Q (1431.390846 sec): 3 clusters Score: Raw -658775.489381 + Penalty 2823.089590 = -655952.399791 nChanged 181 SP:Iteration 9Q (1431.412725 sec): 3 clusters Score: Raw -658889.090818 + Penalty 2823.089590 = -656066.001228 nChanged 151 SP:Iteration 10Q (1431.434339 sec): 3 clusters Score: Raw -658994.787116 + Penalty 2823.089590 = -656171.697526 nChanged 145 SP:Iteration 11Q (1431.455865 sec): 3 clusters Score: Raw -659105.963304 + Penalty 2823.089590 = -656282.873714 nChanged 127 SP:Iteration 12Q (1431.477265 sec): 3 clusters Score: Raw -659208.644500 + Penalty 2823.089590 = -656385.554910 nChanged 122 SP:Iteration 13Q (1431.498559 sec): 3 clusters Score: Raw -659289.443388 + Penalty 2823.089590 = -656466.353798 nChanged 105 SP:Iteration 14Q (1431.519876 sec): 3 clusters Score: Raw -659360.283804 + Penalty 2823.089590 = -656537.194213 nChanged 97 SP:Iteration 15Q (1431.541184 sec): 3 clusters Score: Raw -659428.625429 + Penalty 2823.089590 = -656605.535839 nChanged 83 SP:Iteration 16Q (1431.562501 sec): 3 clusters Score: Raw -659481.463693 + Penalty 2823.089590 = -656658.374102 nChanged 72 SP:Iteration 17Q (1431.583636 sec): 3 clusters Score: Raw -659526.130703 + Penalty 2823.089590 = -656703.041113 nChanged 67 SP:Iteration 18Q (1431.604885 sec): 3 clusters Score: Raw -659560.282995 + Penalty 2823.089590 = -656737.193404 nChanged 57 SP:Iteration 19Q (1431.625808 sec): 3 clusters Score: Raw -659582.442773 + Penalty 2823.089590 = -656759.353182 nChanged 43 SP:Iteration 20F (1431.647654 sec): 3 clusters Score: Raw -659603.300672 + Penalty 2823.089590 = -656780.211082 nChanged 41 SP:Iteration 21Q (1431.668732 sec): 3 clusters Score: Raw -659619.079747 + Penalty 2823.089590 = -656795.990157 nChanged 35 SP:Iteration 22Q (1431.689812 sec): 3 clusters Score: Raw -659632.905763 + Penalty 2823.089590 = -656809.816173 nChanged 27 SP:Iteration 23Q (1431.710460 sec): 3 clusters Score: Raw -659641.063751 + Penalty 2823.089590 = -656817.974161 nChanged 21 SP:Iteration 24Q (1431.731472 sec): 3 clusters Score: Raw -659646.652104 + Penalty 2823.089590 = -656823.562513 nChanged 15 SP:Iteration 25Q (1431.752363 sec): 3 clusters Score: Raw -659651.795228 + Penalty 2823.089590 = -656828.705637 nChanged 10 SP:Iteration 26Q (1431.773157 sec): 3 clusters Score: Raw -659654.447151 + Penalty 2823.089590 = -656831.357561 nChanged 7 SP:Iteration 27Q (1431.794149 sec): 3 clusters Score: Raw -659656.537197 + Penalty 2823.089590 = -656833.447606 nChanged 6 SP:Iteration 28Q (1431.814878 sec): 3 clusters Score: Raw -659657.789021 + Penalty 2823.089590 = -656834.699431 nChanged 3 SP:Iteration 29Q (1431.835629 sec): 3 clusters Score: Raw -659658.420869 + Penalty 2823.089590 = -656835.331279 nChanged 2 SP:Iteration 30Q (1431.856371 sec): 3 clusters Score: Raw -659658.982097 + Penalty 2823.089590 = -656835.892506 nChanged 3 SP:Iteration 31Q (1431.877349 sec): 3 clusters Score: Raw -659659.659564 + Penalty 2823.089590 = -656836.569974 nChanged 3 SP:Iteration 32Q (1431.897973 sec): 3 clusters Score: Raw -659660.270784 + Penalty 2823.089590 = -656837.181194 nChanged 2 SP:Iteration 33Q (1431.918673 sec): 3 clusters Score: Raw -659660.866215 + Penalty 2823.089590 = -656837.776625 nChanged 1 SP:Iteration 34Q (1431.939483 sec): 3 clusters Score: Raw -659660.993174 + Penalty 2823.089590 = -656837.903584 nChanged 0 SP:Iteration 35F (1431.961257 sec): 3 clusters Score: Raw -659660.993174 + Penalty 2823.089590 = -656837.903584 nChanged 0 Trying to split cluster 6 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1431.978174 sec): 2 clusters Score: Raw -323685.254054 + Penalty 1310.554520 = -322374.699534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1431.994617 sec): 3 clusters Score: Raw -322157.539168 + Penalty 2621.109040 = -319536.430128 nChanged 1247 SP:Iteration 1F (1432.010233 sec): 3 clusters Score: Raw -322947.820378 + Penalty 2621.109040 = -320326.711338 nChanged 320 SP:Iteration 2F (1432.025911 sec): 3 clusters Score: Raw -323230.314633 + Penalty 2621.109040 = -320609.205593 nChanged 270 SP:Iteration 3F (1432.041514 sec): 3 clusters Score: Raw -323475.323204 + Penalty 2621.109040 = -320854.214165 nChanged 198 SP:Iteration 4F (1432.057184 sec): 3 clusters Score: Raw -323656.572246 + Penalty 2621.109040 = -321035.463206 nChanged 170 SP:Iteration 5F (1432.072736 sec): 3 clusters Score: Raw -323807.708575 + Penalty 2621.109040 = -321186.599535 nChanged 126 SP:Iteration 6Q (1432.088256 sec): 3 clusters Score: Raw -323917.811710 + Penalty 2621.109040 = -321296.702671 nChanged 109 SP:Iteration 7Q (1432.103586 sec): 3 clusters Score: Raw -324002.573377 + Penalty 2621.109040 = -321381.464337 nChanged 83 SP:Iteration 8Q (1432.118764 sec): 3 clusters Score: Raw -324057.417409 + Penalty 2621.109040 = -321436.308369 nChanged 64 SP:Iteration 9Q (1432.134052 sec): 3 clusters Score: Raw -324100.392864 + Penalty 2621.109040 = -321479.283824 nChanged 46 SP:Iteration 10Q (1432.149474 sec): 3 clusters Score: Raw -324123.064354 + Penalty 2621.109040 = -321501.955314 nChanged 35 SP:Iteration 11Q (1432.164960 sec): 3 clusters Score: Raw -324138.344668 + Penalty 2621.109040 = -321517.235628 nChanged 26 SP:Iteration 12Q (1432.180421 sec): 3 clusters Score: Raw -324149.554198 + Penalty 2621.109040 = -321528.445158 nChanged 20 SP:Iteration 13Q (1432.195873 sec): 3 clusters Score: Raw -324158.011887 + Penalty 2621.109040 = -321536.902847 nChanged 10 SP:Iteration 14Q (1432.211201 sec): 3 clusters Score: Raw -324161.999706 + Penalty 2621.109040 = -321540.890666 nChanged 11 SP:Iteration 15Q (1432.226503 sec): 3 clusters Score: Raw -324166.251254 + Penalty 2621.109040 = -321545.142214 nChanged 14 SP:Iteration 16Q (1432.241956 sec): 3 clusters Score: Raw -324171.917926 + Penalty 2621.109040 = -321550.808886 nChanged 12 SP:Iteration 17Q (1432.257256 sec): 3 clusters Score: Raw -324176.837026 + Penalty 2621.109040 = -321555.727986 nChanged 6 SP:Iteration 18Q (1432.272578 sec): 3 clusters Score: Raw -324178.877668 + Penalty 2621.109040 = -321557.768628 nChanged 3 SP:Iteration 19Q (1432.287987 sec): 3 clusters Score: Raw -324180.261805 + Penalty 2621.109040 = -321559.152766 nChanged 2 SP:Iteration 20F (1432.303517 sec): 3 clusters Score: Raw -324181.134231 + Penalty 2621.109040 = -321560.025192 nChanged 3 SP:Iteration 21Q (1432.318987 sec): 3 clusters Score: Raw -324182.523705 + Penalty 2621.109040 = -321561.414666 nChanged 2 SP:Iteration 22Q (1432.334305 sec): 3 clusters Score: Raw -324183.149352 + Penalty 2621.109040 = -321562.040313 nChanged 2 SP:Iteration 23Q (1432.349602 sec): 3 clusters Score: Raw -324183.629281 + Penalty 2621.109040 = -321562.520241 nChanged 2 SP:Iteration 24Q (1432.365077 sec): 3 clusters Score: Raw -324184.312833 + Penalty 2621.109040 = -321563.203794 nChanged 2 SP:Iteration 25Q (1432.380367 sec): 3 clusters Score: Raw -324184.784191 + Penalty 2621.109040 = -321563.675151 nChanged 2 SP:Iteration 26Q (1432.395824 sec): 3 clusters Score: Raw -324185.434160 + Penalty 2621.109040 = -321564.325120 nChanged 2 SP:Iteration 27Q (1432.411131 sec): 3 clusters Score: Raw -324185.854157 + Penalty 2621.109040 = -321564.745117 nChanged 2 SP:Iteration 28Q (1432.426658 sec): 3 clusters Score: Raw -324186.747669 + Penalty 2621.109040 = -321565.638629 nChanged 1 SP:Iteration 29Q (1432.442101 sec): 3 clusters Score: Raw -324187.000030 + Penalty 2621.109040 = -321565.890990 nChanged 0 SP:Iteration 30F (1432.457671 sec): 3 clusters Score: Raw -324187.000030 + Penalty 2621.109040 = -321565.890990 nChanged 0 Trying to split cluster 7 (13879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.487254 sec): 2 clusters Score: Raw -1590053.577090 + Penalty 1549.946480 = -1588503.630610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.521216 sec): 3 clusters Score: Raw -1581911.275612 + Penalty 3099.892960 = -1578811.382651 nChanged 6240 SP:Iteration 1F (1432.563235 sec): 3 clusters Score: Raw -1585346.777712 + Penalty 3099.892960 = -1582246.884752 nChanged 838 SP:Iteration 2F (1432.595788 sec): 3 clusters Score: Raw -1585775.064453 + Penalty 3099.892960 = -1582675.171493 nChanged 905 SP:Iteration 3F (1432.628569 sec): 3 clusters Score: Raw -1586328.278248 + Penalty 3099.892960 = -1583228.385288 nChanged 969 SP:Iteration 4F (1432.661268 sec): 3 clusters Score: Raw -1587041.006855 + Penalty 3099.892960 = -1583941.113895 nChanged 1015 SP:Iteration 5F (1432.693932 sec): 3 clusters Score: Raw -1587878.749817 + Penalty 3099.892960 = -1584778.856857 nChanged 930 SP:Iteration 6F (1432.726642 sec): 3 clusters Score: Raw -1588663.468321 + Penalty 3099.892960 = -1585563.575360 nChanged 713 SP:Iteration 7F (1432.759381 sec): 3 clusters Score: Raw -1589273.788187 + Penalty 3099.892960 = -1586173.895227 nChanged 476 SP:Iteration 8Q (1432.792258 sec): 3 clusters Score: Raw -1589656.297779 + Penalty 3099.892960 = -1586556.404818 nChanged 309 SP:Iteration 9Q (1432.824499 sec): 3 clusters Score: Raw -1589915.745877 + Penalty 3099.892960 = -1586815.852917 nChanged 221 SP:Iteration 10Q (1432.855504 sec): 3 clusters Score: Raw -1590087.953100 + Penalty 3099.892960 = -1586988.060140 nChanged 155 SP:Iteration 11Q (1432.885941 sec): 3 clusters Score: Raw -1590170.307210 + Penalty 3099.892960 = -1587070.414250 nChanged 101 SP:Iteration 12Q (1432.915830 sec): 3 clusters Score: Raw -1590215.094440 + Penalty 3099.892960 = -1587115.201480 nChanged 76 SP:Iteration 13Q (1432.945578 sec): 3 clusters Score: Raw -1590240.184995 + Penalty 3099.892960 = -1587140.292035 nChanged 55 SP:Iteration 14Q (1432.975089 sec): 3 clusters Score: Raw -1590254.369919 + Penalty 3099.892960 = -1587154.476958 nChanged 37 SP:Iteration 15Q (1433.004831 sec): 3 clusters Score: Raw -1590264.261519 + Penalty 3099.892960 = -1587164.368559 nChanged 30 SP:Iteration 16Q (1433.034323 sec): 3 clusters Score: Raw -1590274.022410 + Penalty 3099.892960 = -1587174.129450 nChanged 30 SP:Iteration 17Q (1433.063915 sec): 3 clusters Score: Raw -1590284.277082 + Penalty 3099.892960 = -1587184.384122 nChanged 21 SP:Iteration 18Q (1433.093247 sec): 3 clusters Score: Raw -1590290.655659 + Penalty 3099.892960 = -1587190.762699 nChanged 19 SP:Iteration 19Q (1433.122612 sec): 3 clusters Score: Raw -1590295.243514 + Penalty 3099.892960 = -1587195.350553 nChanged 14 SP:Iteration 20F (1433.155616 sec): 3 clusters Score: Raw -1590299.469189 + Penalty 3099.892960 = -1587199.576229 nChanged 16 SP:Iteration 21Q (1433.185041 sec): 3 clusters Score: Raw -1590303.711589 + Penalty 3099.892960 = -1587203.818629 nChanged 13 SP:Iteration 22Q (1433.214313 sec): 3 clusters Score: Raw -1590307.814955 + Penalty 3099.892960 = -1587207.921995 nChanged 12 SP:Iteration 23Q (1433.243643 sec): 3 clusters Score: Raw -1590311.770806 + Penalty 3099.892960 = -1587211.877846 nChanged 17 SP:Iteration 24Q (1433.272983 sec): 3 clusters Score: Raw -1590315.423616 + Penalty 3099.892960 = -1587215.530656 nChanged 19 SP:Iteration 25Q (1433.302221 sec): 3 clusters Score: Raw -1590319.721952 + Penalty 3099.892960 = -1587219.828992 nChanged 18 SP:Iteration 26Q (1433.331551 sec): 3 clusters Score: Raw -1590324.106088 + Penalty 3099.892960 = -1587224.213127 nChanged 16 SP:Iteration 27Q (1433.360752 sec): 3 clusters Score: Raw -1590327.811208 + Penalty 3099.892960 = -1587227.918248 nChanged 14 SP:Iteration 28Q (1433.389919 sec): 3 clusters Score: Raw -1590330.248400 + Penalty 3099.892960 = -1587230.355439 nChanged 7 SP:Iteration 29Q (1433.419255 sec): 3 clusters Score: Raw -1590331.166691 + Penalty 3099.892960 = -1587231.273731 nChanged 3 SP:Iteration 30Q (1433.448433 sec): 3 clusters Score: Raw -1590331.640463 + Penalty 3099.892960 = -1587231.747503 nChanged 3 SP:Iteration 31Q (1433.477636 sec): 3 clusters Score: Raw -1590332.067540 + Penalty 3099.892960 = -1587232.174579 nChanged 2 SP:Iteration 32Q (1433.506899 sec): 3 clusters Score: Raw -1590332.233989 + Penalty 3099.892960 = -1587232.341029 nChanged 3 SP:Iteration 33Q (1433.535985 sec): 3 clusters Score: Raw -1590332.382589 + Penalty 3099.892960 = -1587232.489629 nChanged 2 SP:Iteration 34Q (1433.565072 sec): 3 clusters Score: Raw -1590332.592353 + Penalty 3099.892960 = -1587232.699393 nChanged 1 SP:Iteration 35Q (1433.594137 sec): 3 clusters Score: Raw -1590332.690731 + Penalty 3099.892960 = -1587232.797771 nChanged 2 SP:Iteration 36Q (1433.623227 sec): 3 clusters Score: Raw -1590333.257086 + Penalty 3099.892960 = -1587233.364126 nChanged 0 SP:Iteration 37F (1433.655831 sec): 3 clusters Score: Raw -1590333.257086 + Penalty 3099.892960 = -1587233.364126 nChanged 0 Trying to split cluster 8 (2732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1433.671893 sec): 2 clusters Score: Raw -278953.830618 + Penalty 1285.828248 = -277668.002370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1433.686332 sec): 3 clusters Score: Raw -277749.995076 + Penalty 2571.656497 = -275178.338579 nChanged 1014 SP:Iteration 1F (1433.699982 sec): 3 clusters Score: Raw -278545.431142 + Penalty 2571.656497 = -275973.774645 nChanged 270 SP:Iteration 2F (1433.713412 sec): 3 clusters Score: Raw -278848.893385 + Penalty 2571.656497 = -276277.236888 nChanged 242 SP:Iteration 3F (1433.726852 sec): 3 clusters Score: Raw -279153.803324 + Penalty 2571.656497 = -276582.146827 nChanged 200 SP:Iteration 4F (1433.740262 sec): 3 clusters Score: Raw -279377.099878 + Penalty 2571.656497 = -276805.443381 nChanged 132 SP:Iteration 5Q (1433.753753 sec): 3 clusters Score: Raw -279489.465146 + Penalty 2571.656497 = -276917.808649 nChanged 88 SP:Iteration 6Q (1433.767126 sec): 3 clusters Score: Raw -279551.496248 + Penalty 2571.656497 = -276979.839752 nChanged 51 SP:Iteration 7Q (1433.780474 sec): 3 clusters Score: Raw -279584.767642 + Penalty 2571.656497 = -277013.111145 nChanged 36 SP:Iteration 8Q (1433.793865 sec): 3 clusters Score: Raw -279600.543608 + Penalty 2571.656497 = -277028.887111 nChanged 24 SP:Iteration 9Q (1433.807453 sec): 3 clusters Score: Raw -279613.120048 + Penalty 2571.656497 = -277041.463551 nChanged 17 SP:Iteration 10Q (1433.820841 sec): 3 clusters Score: Raw -279619.190920 + Penalty 2571.656497 = -277047.534423 nChanged 9 SP:Iteration 11Q (1433.834165 sec): 3 clusters Score: Raw -279622.254507 + Penalty 2571.656497 = -277050.598010 nChanged 6 SP:Iteration 12Q (1433.847380 sec): 3 clusters Score: Raw -279624.924289 + Penalty 2571.656497 = -277053.267792 nChanged 4 SP:Iteration 13Q (1433.860733 sec): 3 clusters Score: Raw -279626.386402 + Penalty 2571.656497 = -277054.729905 nChanged 3 SP:Iteration 14Q (1433.874094 sec): 3 clusters Score: Raw -279627.856809 + Penalty 2571.656497 = -277056.200312 nChanged 3 SP:Iteration 15Q (1433.887460 sec): 3 clusters Score: Raw -279630.336895 + Penalty 2571.656497 = -277058.680398 nChanged 4 SP:Iteration 16Q (1433.900820 sec): 3 clusters Score: Raw -279631.809392 + Penalty 2571.656497 = -277060.152895 nChanged 1 SP:Iteration 17Q (1433.914057 sec): 3 clusters Score: Raw -279632.430607 + Penalty 2571.656497 = -277060.774110 nChanged 1 SP:Iteration 18Q (1433.939486 sec): 3 clusters Score: Raw -279632.568517 + Penalty 2571.656497 = -277060.912021 nChanged 0 SP:Iteration 19F (1433.953056 sec): 3 clusters Score: Raw -279632.568517 + Penalty 2571.656497 = -277060.912021 nChanged 0 Trying to split cluster 9 (41399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.015748 sec): 2 clusters Score: Raw -4576859.637527 + Penalty 1727.539451 = -4575132.098076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.094544 sec): 3 clusters Score: Raw -4550751.348857 + Penalty 3455.078902 = -4547296.269956 nChanged 19344 SP:Iteration 1F (1434.167269 sec): 3 clusters Score: Raw -4561707.072376 + Penalty 3455.078902 = -4558251.993474 nChanged 1668 SP:Iteration 2Q (1434.243012 sec): 3 clusters Score: Raw -4562141.745887 + Penalty 3455.078902 = -4558686.666986 nChanged 1424 SP:Iteration 3Q (1434.318635 sec): 3 clusters Score: Raw -4562504.517092 + Penalty 3455.078902 = -4559049.438190 nChanged 1403 SP:Iteration 4Q (1434.394127 sec): 3 clusters Score: Raw -4562876.707918 + Penalty 3455.078902 = -4559421.629016 nChanged 1423 SP:Iteration 5Q (1434.469245 sec): 3 clusters Score: Raw -4563291.082678 + Penalty 3455.078902 = -4559836.003776 nChanged 1444 SP:Iteration 6Q (1434.544525 sec): 3 clusters Score: Raw -4563751.373327 + Penalty 3455.078902 = -4560296.294425 nChanged 1471 SP:Iteration 7Q (1434.619481 sec): 3 clusters Score: Raw -4564267.981480 + Penalty 3455.078902 = -4560812.902579 nChanged 1589 SP:Iteration 8Q (1434.694773 sec): 3 clusters Score: Raw -4564874.522332 + Penalty 3455.078902 = -4561419.443431 nChanged 1664 SP:Iteration 9Q (1434.769897 sec): 3 clusters Score: Raw -4565613.028966 + Penalty 3455.078902 = -4562157.950064 nChanged 1794 SP:Iteration 10Q (1434.844801 sec): 3 clusters Score: Raw -4566517.225072 + Penalty 3455.078902 = -4563062.146170 nChanged 1905 SP:Iteration 11Q (1434.919908 sec): 3 clusters Score: Raw -4567591.846457 + Penalty 3455.078902 = -4564136.767556 nChanged 1926 SP:Iteration 12Q (1434.994712 sec): 3 clusters Score: Raw -4568750.595200 + Penalty 3455.078902 = -4565295.516298 nChanged 1738 SP:Iteration 13Q (1435.069068 sec): 3 clusters Score: Raw -4569618.567137 + Penalty 3455.078902 = -4566163.488236 nChanged 1426 SP:Iteration 14Q (1435.142819 sec): 3 clusters Score: Raw -4570139.179724 + Penalty 3455.078902 = -4566684.100822 nChanged 1027 SP:Iteration 15Q (1435.215962 sec): 3 clusters Score: Raw -4570407.655576 + Penalty 3455.078902 = -4566952.576674 nChanged 653 SP:Iteration 16Q (1435.288677 sec): 3 clusters Score: Raw -4570542.595204 + Penalty 3455.078902 = -4567087.516302 nChanged 486 SP:Iteration 17Q (1435.360891 sec): 3 clusters Score: Raw -4570632.912985 + Penalty 3455.078902 = -4567177.834083 nChanged 401 SP:Iteration 18Q (1435.433043 sec): 3 clusters Score: Raw -4570708.700003 + Penalty 3455.078902 = -4567253.621101 nChanged 369 SP:Iteration 19Q (1435.504858 sec): 3 clusters Score: Raw -4570779.705232 + Penalty 3455.078902 = -4567324.626330 nChanged 397 SP:Iteration 20F (1435.576798 sec): 3 clusters Score: Raw -4570863.177162 + Penalty 3455.078902 = -4567408.098261 nChanged 439 SP:Iteration 21Q (1435.648739 sec): 3 clusters Score: Raw -4570963.110367 + Penalty 3455.078902 = -4567508.031465 nChanged 502 SP:Iteration 22Q (1435.720228 sec): 3 clusters Score: Raw -4571085.133195 + Penalty 3455.078902 = -4567630.054293 nChanged 520 SP:Iteration 23Q (1435.791237 sec): 3 clusters Score: Raw -4571221.701198 + Penalty 3455.078902 = -4567766.622296 nChanged 564 SP:Iteration 24Q (1435.862215 sec): 3 clusters Score: Raw -4571368.420646 + Penalty 3455.078902 = -4567913.341745 nChanged 580 SP:Iteration 25Q (1435.933354 sec): 3 clusters Score: Raw -4571528.125370 + Penalty 3455.078902 = -4568073.046469 nChanged 555 SP:Iteration 26Q (1436.003294 sec): 3 clusters Score: Raw -4571677.970967 + Penalty 3455.078902 = -4568222.892066 nChanged 601 SP:Iteration 27Q (1436.073130 sec): 3 clusters Score: Raw -4571849.400527 + Penalty 3455.078902 = -4568394.321625 nChanged 609 SP:Iteration 28Q (1436.143009 sec): 3 clusters Score: Raw -4572031.501749 + Penalty 3455.078902 = -4568576.422847 nChanged 624 SP:Iteration 29Q (1436.212080 sec): 3 clusters Score: Raw -4572234.593185 + Penalty 3455.078902 = -4568779.514284 nChanged 664 SP:Iteration 30Q (1436.280774 sec): 3 clusters Score: Raw -4572461.829529 + Penalty 3455.078902 = -4569006.750627 nChanged 718 SP:Iteration 31Q (1436.349254 sec): 3 clusters Score: Raw -4572737.337946 + Penalty 3455.078902 = -4569282.259045 nChanged 744 SP:Iteration 32Q (1436.416449 sec): 3 clusters Score: Raw -4573045.487694 + Penalty 3455.078902 = -4569590.408792 nChanged 768 SP:Iteration 33Q (1436.483296 sec): 3 clusters Score: Raw -4573388.813603 + Penalty 3455.078902 = -4569933.734701 nChanged 736 SP:Iteration 34Q (1436.549579 sec): 3 clusters Score: Raw -4573737.748562 + Penalty 3455.078902 = -4570282.669660 nChanged 754 SP:Iteration 35Q (1436.615044 sec): 3 clusters Score: Raw -4574131.569776 + Penalty 3455.078902 = -4570676.490875 nChanged 754 SP:Iteration 36Q (1436.680185 sec): 3 clusters Score: Raw -4574536.987406 + Penalty 3455.078902 = -4571081.908504 nChanged 671 SP:Iteration 37Q (1436.744535 sec): 3 clusters Score: Raw -4574906.060285 + Penalty 3455.078902 = -4571450.981384 nChanged 633 SP:Iteration 38Q (1436.808096 sec): 3 clusters Score: Raw -4575270.542532 + Penalty 3455.078902 = -4571815.463630 nChanged 572 SP:Iteration 39Q (1436.870999 sec): 3 clusters Score: Raw -4575616.207100 + Penalty 3455.078902 = -4572161.128198 nChanged 489 SP:Iteration 40F (1436.942691 sec): 3 clusters Score: Raw -4575932.278898 + Penalty 3455.078902 = -4572477.199996 nChanged 405 SP:Iteration 41Q (1437.004935 sec): 3 clusters Score: Raw -4576187.959619 + Penalty 3455.078902 = -4572732.880717 nChanged 341 SP:Iteration 42Q (1437.065668 sec): 3 clusters Score: Raw -4576387.143974 + Penalty 3455.078902 = -4572932.065072 nChanged 239 SP:Iteration 43Q (1437.126380 sec): 3 clusters Score: Raw -4576527.538466 + Penalty 3455.078902 = -4573072.459564 nChanged 204 SP:Iteration 44Q (1437.185854 sec): 3 clusters Score: Raw -4576647.401084 + Penalty 3455.078902 = -4573192.322183 nChanged 166 SP:Iteration 45Q (1437.245259 sec): 3 clusters Score: Raw -4576748.169440 + Penalty 3455.078902 = -4573293.090539 nChanged 118 SP:Iteration 46Q (1437.349849 sec): 3 clusters Score: Raw -4576822.361261 + Penalty 3455.078902 = -4573367.282360 nChanged 95 SP:Iteration 47Q (1437.445508 sec): 3 clusters Score: Raw -4576891.448700 + Penalty 3455.078902 = -4573436.369798 nChanged 81 SP:Iteration 48Q (1437.541019 sec): 3 clusters Score: Raw -4576945.018623 + Penalty 3455.078902 = -4573489.939722 nChanged 54 SP:Iteration 49Q (1437.637096 sec): 3 clusters Score: Raw -4576977.365662 + Penalty 3455.078902 = -4573522.286761 nChanged 45 SP:Iteration 50Q (1437.733243 sec): 3 clusters Score: Raw -4577005.160715 + Penalty 3455.078902 = -4573550.081813 nChanged 34 SP:Iteration 51Q (1437.828650 sec): 3 clusters Score: Raw -4577023.788712 + Penalty 3455.078902 = -4573568.709811 nChanged 37 SP:Iteration 52Q (1437.923908 sec): 3 clusters Score: Raw -4577050.728120 + Penalty 3455.078902 = -4573595.649219 nChanged 32 SP:Iteration 53Q (1438.018980 sec): 3 clusters Score: Raw -4577074.317105 + Penalty 3455.078902 = -4573619.238203 nChanged 25 SP:Iteration 54Q (1438.108255 sec): 3 clusters Score: Raw -4577092.508415 + Penalty 3455.078902 = -4573637.429513 nChanged 19 SP:Iteration 55Q (1438.198590 sec): 3 clusters Score: Raw -4577105.761476 + Penalty 3455.078902 = -4573650.682574 nChanged 14 SP:Iteration 56Q (1438.260599 sec): 3 clusters Score: Raw -4577114.171444 + Penalty 3455.078902 = -4573659.092543 nChanged 12 SP:Iteration 57Q (1438.319084 sec): 3 clusters Score: Raw -4577120.951928 + Penalty 3455.078902 = -4573665.873026 nChanged 7 SP:Iteration 58Q (1438.377085 sec): 3 clusters Score: Raw -4577123.356233 + Penalty 3455.078902 = -4573668.277332 nChanged 4 SP:Iteration 59Q (1438.435875 sec): 3 clusters Score: Raw -4577125.146841 + Penalty 3455.078902 = -4573670.067939 nChanged 3 SP:Iteration 60F (1438.506231 sec): 3 clusters Score: Raw -4577126.509345 + Penalty 3455.078902 = -4573671.430443 nChanged 3 SP:Iteration 61Q (1438.565294 sec): 3 clusters Score: Raw -4577127.855605 + Penalty 3455.078902 = -4573672.776704 nChanged 1 SP:Iteration 62Q (1438.623180 sec): 3 clusters Score: Raw -4577128.052552 + Penalty 3455.078902 = -4573672.973651 nChanged 1 SP:Iteration 63Q (1438.682149 sec): 3 clusters Score: Raw -4577128.426593 + Penalty 3455.078902 = -4573673.347691 nChanged 0 SP:Iteration 64F (1438.752866 sec): 3 clusters Score: Raw -4577128.426593 + Penalty 3455.078902 = -4573673.347691 nChanged 0 Trying to split cluster 10 (15419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.776134 sec): 2 clusters Score: Raw -1772131.859085 + Penalty 1567.045317 = -1770564.813768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.812516 sec): 3 clusters Score: Raw -1763041.817342 + Penalty 3134.090633 = -1759907.726709 nChanged 6841 SP:Iteration 1F (1438.847331 sec): 3 clusters Score: Raw -1766775.623162 + Penalty 3134.090633 = -1763641.532529 nChanged 891 SP:Iteration 2F (1438.882188 sec): 3 clusters Score: Raw -1767145.917605 + Penalty 3134.090633 = -1764011.826972 nChanged 780 SP:Iteration 3F (1438.917238 sec): 3 clusters Score: Raw -1767487.023870 + Penalty 3134.090633 = -1764352.933237 nChanged 760 SP:Iteration 4Q (1438.953012 sec): 3 clusters Score: Raw -1767873.060621 + Penalty 3134.090633 = -1764738.969988 nChanged 772 SP:Iteration 5F (1438.988062 sec): 3 clusters Score: Raw -1768317.178688 + Penalty 3134.090633 = -1765183.088055 nChanged 837 SP:Iteration 6F (1439.022918 sec): 3 clusters Score: Raw -1768870.661445 + Penalty 3134.090633 = -1765736.570812 nChanged 875 SP:Iteration 7F (1439.057648 sec): 3 clusters Score: Raw -1769498.108460 + Penalty 3134.090633 = -1766364.017827 nChanged 867 SP:Iteration 8F (1439.092745 sec): 3 clusters Score: Raw -1770177.580564 + Penalty 3134.090633 = -1767043.489931 nChanged 761 SP:Iteration 9Q (1439.127537 sec): 3 clusters Score: Raw -1770820.938908 + Penalty 3134.090633 = -1767686.848274 nChanged 621 SP:Iteration 10Q (1439.161237 sec): 3 clusters Score: Raw -1771340.405341 + Penalty 3134.090633 = -1768206.314708 nChanged 426 SP:Iteration 11Q (1439.193915 sec): 3 clusters Score: Raw -1771667.458891 + Penalty 3134.090633 = -1768533.368258 nChanged 287 SP:Iteration 12Q (1439.225847 sec): 3 clusters Score: Raw -1771877.660667 + Penalty 3134.090633 = -1768743.570033 nChanged 218 SP:Iteration 13Q (1439.257568 sec): 3 clusters Score: Raw -1772031.515217 + Penalty 3134.090633 = -1768897.424584 nChanged 148 SP:Iteration 14Q (1439.288694 sec): 3 clusters Score: Raw -1772137.012009 + Penalty 3134.090633 = -1769002.921376 nChanged 109 SP:Iteration 15Q (1439.319429 sec): 3 clusters Score: Raw -1772217.446589 + Penalty 3134.090633 = -1769083.355956 nChanged 77 SP:Iteration 16Q (1439.350054 sec): 3 clusters Score: Raw -1772269.952294 + Penalty 3134.090633 = -1769135.861661 nChanged 56 SP:Iteration 17Q (1439.380430 sec): 3 clusters Score: Raw -1772310.400182 + Penalty 3134.090633 = -1769176.309549 nChanged 36 SP:Iteration 18Q (1439.410622 sec): 3 clusters Score: Raw -1772335.538542 + Penalty 3134.090633 = -1769201.447909 nChanged 32 SP:Iteration 19Q (1439.440822 sec): 3 clusters Score: Raw -1772353.878945 + Penalty 3134.090633 = -1769219.788312 nChanged 21 SP:Iteration 20F (1439.475488 sec): 3 clusters Score: Raw -1772366.144925 + Penalty 3134.090633 = -1769232.054292 nChanged 14 SP:Iteration 21Q (1439.505424 sec): 3 clusters Score: Raw -1772376.440252 + Penalty 3134.090633 = -1769242.349619 nChanged 13 SP:Iteration 22Q (1439.535211 sec): 3 clusters Score: Raw -1772387.803272 + Penalty 3134.090633 = -1769253.712639 nChanged 14 SP:Iteration 23Q (1439.564932 sec): 3 clusters Score: Raw -1772396.955013 + Penalty 3134.090633 = -1769262.864380 nChanged 10 SP:Iteration 24Q (1439.594683 sec): 3 clusters Score: Raw -1772404.416823 + Penalty 3134.090633 = -1769270.326190 nChanged 10 SP:Iteration 25Q (1439.624708 sec): 3 clusters Score: Raw -1772411.507610 + Penalty 3134.090633 = -1769277.416976 nChanged 9 SP:Iteration 26Q (1439.654340 sec): 3 clusters Score: Raw -1772417.557058 + Penalty 3134.090633 = -1769283.466425 nChanged 5 SP:Iteration 27Q (1439.684170 sec): 3 clusters Score: Raw -1772421.135047 + Penalty 3134.090633 = -1769287.044414 nChanged 4 SP:Iteration 28Q (1439.714039 sec): 3 clusters Score: Raw -1772422.979657 + Penalty 3134.090633 = -1769288.889024 nChanged 1 SP:Iteration 29Q (1439.743904 sec): 3 clusters Score: Raw -1772423.595095 + Penalty 3134.090633 = -1769289.504462 nChanged 4 SP:Iteration 30Q (1439.773631 sec): 3 clusters Score: Raw -1772425.230080 + Penalty 3134.090633 = -1769291.139447 nChanged 0 SP:Iteration 31F (1439.808172 sec): 3 clusters Score: Raw -1772425.230080 + Penalty 3134.090633 = -1769291.139447 nChanged 0 Trying to split cluster 11 (34819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1439.860007 sec): 2 clusters Score: Raw -3719334.484705 + Penalty 1699.411755 = -3717635.072950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1439.927564 sec): 3 clusters Score: Raw -3697696.889697 + Penalty 3398.823510 = -3694298.066186 nChanged 16063 SP:Iteration 1F (1439.990048 sec): 3 clusters Score: Raw -3706880.749808 + Penalty 3398.823510 = -3703481.926298 nChanged 1874 SP:Iteration 2F (1440.052723 sec): 3 clusters Score: Raw -3707676.277217 + Penalty 3398.823510 = -3704277.453706 nChanged 2047 SP:Iteration 3F (1440.115689 sec): 3 clusters Score: Raw -3708722.942731 + Penalty 3398.823510 = -3705324.119220 nChanged 2307 SP:Iteration 4F (1440.178068 sec): 3 clusters Score: Raw -3710174.962294 + Penalty 3398.823510 = -3706776.138784 nChanged 2549 SP:Iteration 5F (1440.240757 sec): 3 clusters Score: Raw -3712017.342380 + Penalty 3398.823510 = -3708618.518870 nChanged 2398 SP:Iteration 6F (1440.303331 sec): 3 clusters Score: Raw -3713898.142450 + Penalty 3398.823510 = -3710499.318940 nChanged 1980 SP:Iteration 7F (1440.365676 sec): 3 clusters Score: Raw -3715457.651557 + Penalty 3398.823510 = -3712058.828047 nChanged 1390 SP:Iteration 8Q (1440.429989 sec): 3 clusters Score: Raw -3716642.080334 + Penalty 3398.823510 = -3713243.256824 nChanged 999 SP:Iteration 9Q (1440.491696 sec): 3 clusters Score: Raw -3717610.776943 + Penalty 3398.823510 = -3714211.953433 nChanged 629 SP:Iteration 10Q (1440.549056 sec): 3 clusters Score: Raw -3718348.539847 + Penalty 3398.823510 = -3714949.716337 nChanged 444 SP:Iteration 11Q (1440.604065 sec): 3 clusters Score: Raw -3718868.813722 + Penalty 3398.823510 = -3715469.990212 nChanged 353 SP:Iteration 12Q (1440.657350 sec): 3 clusters Score: Raw -3719166.531198 + Penalty 3398.823510 = -3715767.707687 nChanged 240 SP:Iteration 13Q (1440.709882 sec): 3 clusters Score: Raw -3719320.489833 + Penalty 3398.823510 = -3715921.666323 nChanged 187 SP:Iteration 14Q (1440.762288 sec): 3 clusters Score: Raw -3719421.534892 + Penalty 3398.823510 = -3716022.711382 nChanged 136 SP:Iteration 15Q (1440.814360 sec): 3 clusters Score: Raw -3719473.503861 + Penalty 3398.823510 = -3716074.680350 nChanged 98 SP:Iteration 16Q (1440.866203 sec): 3 clusters Score: Raw -3719510.081375 + Penalty 3398.823510 = -3716111.257864 nChanged 84 SP:Iteration 17Q (1440.918250 sec): 3 clusters Score: Raw -3719536.712579 + Penalty 3398.823510 = -3716137.889068 nChanged 64 SP:Iteration 18Q (1440.970306 sec): 3 clusters Score: Raw -3719556.085495 + Penalty 3398.823510 = -3716157.261985 nChanged 48 SP:Iteration 19Q (1441.022323 sec): 3 clusters Score: Raw -3719568.378755 + Penalty 3398.823510 = -3716169.555245 nChanged 37 SP:Iteration 20F (1441.084150 sec): 3 clusters Score: Raw -3719577.713363 + Penalty 3398.823510 = -3716178.889852 nChanged 37 SP:Iteration 21Q (1441.137111 sec): 3 clusters Score: Raw -3719587.269596 + Penalty 3398.823510 = -3716188.446085 nChanged 38 SP:Iteration 22Q (1441.188762 sec): 3 clusters Score: Raw -3719598.403955 + Penalty 3398.823510 = -3716199.580445 nChanged 37 SP:Iteration 23Q (1441.240826 sec): 3 clusters Score: Raw -3719608.102309 + Penalty 3398.823510 = -3716209.278798 nChanged 30 SP:Iteration 24Q (1441.292530 sec): 3 clusters Score: Raw -3719614.966728 + Penalty 3398.823510 = -3716216.143218 nChanged 26 SP:Iteration 25Q (1441.344489 sec): 3 clusters Score: Raw -3719621.420156 + Penalty 3398.823510 = -3716222.596646 nChanged 21 SP:Iteration 26Q (1441.396325 sec): 3 clusters Score: Raw -3719625.288104 + Penalty 3398.823510 = -3716226.464594 nChanged 12 SP:Iteration 27Q (1441.448156 sec): 3 clusters Score: Raw -3719628.201677 + Penalty 3398.823510 = -3716229.378167 nChanged 13 SP:Iteration 28Q (1441.500122 sec): 3 clusters Score: Raw -3719630.311525 + Penalty 3398.823510 = -3716231.488015 nChanged 10 SP:Iteration 29Q (1441.551704 sec): 3 clusters Score: Raw -3719631.582962 + Penalty 3398.823510 = -3716232.759451 nChanged 3 SP:Iteration 30Q (1441.603542 sec): 3 clusters Score: Raw -3719631.859718 + Penalty 3398.823510 = -3716233.036208 nChanged 4 SP:Iteration 31Q (1441.655413 sec): 3 clusters Score: Raw -3719632.275946 + Penalty 3398.823510 = -3716233.452435 nChanged 1 SP:Iteration 32Q (1441.707601 sec): 3 clusters Score: Raw -3719632.347733 + Penalty 3398.823510 = -3716233.524223 nChanged 2 SP:Iteration 33Q (1441.759393 sec): 3 clusters Score: Raw -3719632.566579 + Penalty 3398.823510 = -3716233.743068 nChanged 1 SP:Iteration 34Q (1441.811122 sec): 3 clusters Score: Raw -3719632.781010 + Penalty 3398.823510 = -3716233.957499 nChanged 2 SP:Iteration 35Q (1441.863021 sec): 3 clusters Score: Raw -3719633.168548 + Penalty 3398.823510 = -3716234.345037 nChanged 2 SP:Iteration 36Q (1441.914785 sec): 3 clusters Score: Raw -3719633.392084 + Penalty 3398.823510 = -3716234.568573 nChanged 0 SP:Iteration 37F (1441.976603 sec): 3 clusters Score: Raw -3719633.392084 + Penalty 3398.823510 = -3716234.568573 nChanged 0 Trying to split cluster 12 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1441.986029 sec): 2 clusters Score: Raw -18299.177014 + Penalty 871.209977 = -17427.967037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1441.987895 sec): 3 clusters Score: Raw -18486.378253 + Penalty 1742.419954 = -16743.958299 nChanged 41 SP:Iteration 1F (1441.989601 sec): 3 clusters Score: Raw -18627.830037 + Penalty 1742.419954 = -16885.410083 nChanged 9 SP:Iteration 2Q (1441.991222 sec): 3 clusters Score: Raw -18675.702402 + Penalty 1742.419954 = -16933.282449 nChanged 10 SP:Iteration 3Q (1441.992984 sec): 3 clusters Score: Raw -18717.904240 + Penalty 1742.419954 = -16975.484286 nChanged 3 SP:Iteration 4Q (1441.994578 sec): 3 clusters Score: Raw -18731.015990 + Penalty 1742.419954 = -16988.596036 nChanged 3 SP:Iteration 5Q (1441.996168 sec): 3 clusters Score: Raw -18748.259173 + Penalty 1742.419954 = -17005.839219 nChanged 1 SP:Iteration 6Q (1441.997764 sec): 3 clusters Score: Raw -18749.133108 + Penalty 1742.419954 = -17006.713154 nChanged 0 SP:Iteration 7F (1441.999448 sec): 3 clusters Score: Raw -18749.133108 + Penalty 1742.419954 = -17006.713154 nChanged 0 Trying to split cluster 13 (100616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.131162 sec): 2 clusters Score: Raw -11541234.922673 + Penalty 1871.848318 = -11539363.074355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.300250 sec): 3 clusters Score: Raw -11475941.221833 + Penalty 3743.696635 = -11472197.525198 nChanged 48041 SP:Iteration 1F (1442.467444 sec): 3 clusters Score: Raw -11504164.919726 + Penalty 3743.696635 = -11500421.223090 nChanged 4708 SP:Iteration 2Q (1442.644381 sec): 3 clusters Score: Raw -11506084.812712 + Penalty 3743.696635 = -11502341.116077 nChanged 5867 SP:Iteration 3F (1442.810725 sec): 3 clusters Score: Raw -11509235.033165 + Penalty 3743.696635 = -11505491.336530 nChanged 7055 SP:Iteration 4F (1442.977339 sec): 3 clusters Score: Raw -11513818.771604 + Penalty 3743.696635 = -11510075.074969 nChanged 7803 SP:Iteration 5F (1443.144124 sec): 3 clusters Score: Raw -11519256.113067 + Penalty 3743.696635 = -11515512.416431 nChanged 7312 SP:Iteration 6F (1443.310704 sec): 3 clusters Score: Raw -11524285.712899 + Penalty 3743.696635 = -11520542.016264 nChanged 6128 SP:Iteration 7F (1443.477706 sec): 3 clusters Score: Raw -11528487.124352 + Penalty 3743.696635 = -11524743.427717 nChanged 4887 SP:Iteration 8Q (1443.653410 sec): 3 clusters Score: Raw -11531951.550079 + Penalty 3743.696635 = -11528207.853444 nChanged 3878 SP:Iteration 9Q (1443.826605 sec): 3 clusters Score: Raw -11534704.522431 + Penalty 3743.696635 = -11530960.825796 nChanged 3082 SP:Iteration 10Q (1443.996998 sec): 3 clusters Score: Raw -11536917.249373 + Penalty 3743.696635 = -11533173.552737 nChanged 2338 SP:Iteration 11Q (1444.161439 sec): 3 clusters Score: Raw -11538509.970286 + Penalty 3743.696635 = -11534766.273651 nChanged 1763 SP:Iteration 12Q (1444.319655 sec): 3 clusters Score: Raw -11539630.240410 + Penalty 3743.696635 = -11535886.543775 nChanged 1304 SP:Iteration 13Q (1444.472521 sec): 3 clusters Score: Raw -11540374.204033 + Penalty 3743.696635 = -11536630.507398 nChanged 935 SP:Iteration 14Q (1444.620798 sec): 3 clusters Score: Raw -11540830.026913 + Penalty 3743.696635 = -11537086.330278 nChanged 730 SP:Iteration 15Q (1444.765643 sec): 3 clusters Score: Raw -11541150.959529 + Penalty 3743.696635 = -11537407.262894 nChanged 555 SP:Iteration 16Q (1444.908101 sec): 3 clusters Score: Raw -11541380.191338 + Penalty 3743.696635 = -11537636.494703 nChanged 428 SP:Iteration 17Q (1445.048544 sec): 3 clusters Score: Raw -11541545.246131 + Penalty 3743.696635 = -11537801.549496 nChanged 344 SP:Iteration 18Q (1445.187621 sec): 3 clusters Score: Raw -11541666.987860 + Penalty 3743.696635 = -11537923.291225 nChanged 269 SP:Iteration 19Q (1445.328187 sec): 3 clusters Score: Raw -11541759.903704 + Penalty 3743.696635 = -11538016.207069 nChanged 227 SP:Iteration 20F (1445.494095 sec): 3 clusters Score: Raw -11541833.584221 + Penalty 3743.696635 = -11538089.887586 nChanged 199 SP:Iteration 21Q (1445.629474 sec): 3 clusters Score: Raw -11541898.031172 + Penalty 3743.696635 = -11538154.334537 nChanged 169 SP:Iteration 22Q (1445.763993 sec): 3 clusters Score: Raw -11541949.942509 + Penalty 3743.696635 = -11538206.245874 nChanged 147 SP:Iteration 23Q (1445.898398 sec): 3 clusters Score: Raw -11541989.205013 + Penalty 3743.696635 = -11538245.508377 nChanged 106 SP:Iteration 24Q (1446.037750 sec): 3 clusters Score: Raw -11542015.634812 + Penalty 3743.696635 = -11538271.938177 nChanged 93 SP:Iteration 25Q (1446.172990 sec): 3 clusters Score: Raw -11542040.898204 + Penalty 3743.696635 = -11538297.201568 nChanged 85 SP:Iteration 26Q (1446.307193 sec): 3 clusters Score: Raw -11542064.372192 + Penalty 3743.696635 = -11538320.675557 nChanged 76 SP:Iteration 27Q (1446.441028 sec): 3 clusters Score: Raw -11542084.165396 + Penalty 3743.696635 = -11538340.468760 nChanged 57 SP:Iteration 28Q (1446.574162 sec): 3 clusters Score: Raw -11542098.195633 + Penalty 3743.696635 = -11538354.498998 nChanged 51 SP:Iteration 29Q (1446.706966 sec): 3 clusters Score: Raw -11542112.571138 + Penalty 3743.696635 = -11538368.874503 nChanged 59 SP:Iteration 30Q (1446.839827 sec): 3 clusters Score: Raw -11542126.400926 + Penalty 3743.696635 = -11538382.704290 nChanged 45 SP:Iteration 31Q (1446.972502 sec): 3 clusters Score: Raw -11542136.062299 + Penalty 3743.696635 = -11538392.365664 nChanged 34 SP:Iteration 32Q (1447.105202 sec): 3 clusters Score: Raw -11542143.867743 + Penalty 3743.696635 = -11538400.171108 nChanged 38 SP:Iteration 33Q (1447.237881 sec): 3 clusters Score: Raw -11542150.238107 + Penalty 3743.696635 = -11538406.541472 nChanged 33 SP:Iteration 34Q (1447.370318 sec): 3 clusters Score: Raw -11542156.380812 + Penalty 3743.696635 = -11538412.684177 nChanged 25 SP:Iteration 35Q (1447.502874 sec): 3 clusters Score: Raw -11542161.482474 + Penalty 3743.696635 = -11538417.785839 nChanged 30 SP:Iteration 36Q (1447.635262 sec): 3 clusters Score: Raw -11542166.939030 + Penalty 3743.696635 = -11538423.242394 nChanged 21 SP:Iteration 37Q (1447.767683 sec): 3 clusters Score: Raw -11542170.795323 + Penalty 3743.696635 = -11538427.098688 nChanged 19 SP:Iteration 38Q (1447.900352 sec): 3 clusters Score: Raw -11542172.724337 + Penalty 3743.696635 = -11538429.027701 nChanged 8 SP:Iteration 39Q (1448.031174 sec): 3 clusters Score: Raw -11542173.516198 + Penalty 3743.696635 = -11538429.819563 nChanged 5 SP:Iteration 40F (1448.196462 sec): 3 clusters Score: Raw -11542174.268185 + Penalty 3743.696635 = -11538430.571549 nChanged 8 SP:Iteration 41Q (1448.365620 sec): 3 clusters Score: Raw -11542175.160282 + Penalty 3743.696635 = -11538431.463647 nChanged 7 SP:Iteration 42Q (1448.527070 sec): 3 clusters Score: Raw -11542176.711254 + Penalty 3743.696635 = -11538433.014619 nChanged 12 SP:Iteration 43Q (1448.686359 sec): 3 clusters Score: Raw -11542178.480569 + Penalty 3743.696635 = -11538434.783934 nChanged 8 SP:Iteration 44Q (1448.856154 sec): 3 clusters Score: Raw -11542179.979879 + Penalty 3743.696635 = -11538436.283244 nChanged 14 SP:Iteration 45Q (1449.025396 sec): 3 clusters Score: Raw -11542182.071454 + Penalty 3743.696635 = -11538438.374819 nChanged 9 SP:Iteration 46Q (1449.155228 sec): 3 clusters Score: Raw -11542183.399878 + Penalty 3743.696635 = -11538439.703243 nChanged 6 SP:Iteration 47Q (1449.287603 sec): 3 clusters Score: Raw -11542184.495576 + Penalty 3743.696635 = -11538440.798941 nChanged 9 SP:Iteration 48Q (1449.419931 sec): 3 clusters Score: Raw -11542186.242977 + Penalty 3743.696635 = -11538442.546342 nChanged 7 SP:Iteration 49Q (1449.552911 sec): 3 clusters Score: Raw -11542187.627795 + Penalty 3743.696635 = -11538443.931160 nChanged 9 SP:Iteration 50Q (1449.685325 sec): 3 clusters Score: Raw -11542188.769590 + Penalty 3743.696635 = -11538445.072955 nChanged 6 SP:Iteration 51Q (1449.817615 sec): 3 clusters Score: Raw -11542189.677819 + Penalty 3743.696635 = -11538445.981183 nChanged 5 SP:Iteration 52Q (1449.949779 sec): 3 clusters Score: Raw -11542190.317445 + Penalty 3743.696635 = -11538446.620810 nChanged 6 SP:Iteration 53Q (1450.081887 sec): 3 clusters Score: Raw -11542191.891151 + Penalty 3743.696635 = -11538448.194516 nChanged 9 SP:Iteration 54Q (1450.214258 sec): 3 clusters Score: Raw -11542193.911780 + Penalty 3743.696635 = -11538450.215145 nChanged 9 SP:Iteration 55Q (1450.346046 sec): 3 clusters Score: Raw -11542195.521088 + Penalty 3743.696635 = -11538451.824453 nChanged 7 SP:Iteration 56Q (1450.476474 sec): 3 clusters Score: Raw -11542196.759994 + Penalty 3743.696635 = -11538453.063359 nChanged 6 SP:Iteration 57Q (1450.608845 sec): 3 clusters Score: Raw -11542197.803413 + Penalty 3743.696635 = -11538454.106778 nChanged 11 SP:Iteration 58Q (1450.741051 sec): 3 clusters Score: Raw -11542199.460607 + Penalty 3743.696635 = -11538455.763972 nChanged 11 SP:Iteration 59Q (1450.873305 sec): 3 clusters Score: Raw -11542202.354310 + Penalty 3743.696635 = -11538458.657675 nChanged 19 SP:Iteration 60F (1451.038736 sec): 3 clusters Score: Raw -11542206.084228 + Penalty 3743.696635 = -11538462.387593 nChanged 17 SP:Iteration 61Q (1451.171243 sec): 3 clusters Score: Raw -11542209.919313 + Penalty 3743.696635 = -11538466.222678 nChanged 15 SP:Iteration 62Q (1451.303402 sec): 3 clusters Score: Raw -11542211.667618 + Penalty 3743.696635 = -11538467.970983 nChanged 13 SP:Iteration 63Q (1451.435109 sec): 3 clusters Score: Raw -11542214.405508 + Penalty 3743.696635 = -11538470.708873 nChanged 15 SP:Iteration 64Q (1451.577159 sec): 3 clusters Score: Raw -11542217.742184 + Penalty 3743.696635 = -11538474.045549 nChanged 16 SP:Iteration 65Q (1451.708850 sec): 3 clusters Score: Raw -11542221.610361 + Penalty 3743.696635 = -11538477.913725 nChanged 14 SP:Iteration 66Q (1451.841007 sec): 3 clusters Score: Raw -11542224.575868 + Penalty 3743.696635 = -11538480.879233 nChanged 12 SP:Iteration 67Q (1451.972359 sec): 3 clusters Score: Raw -11542226.519038 + Penalty 3743.696635 = -11538482.822403 nChanged 9 SP:Iteration 68Q (1452.134954 sec): 3 clusters Score: Raw -11542227.962560 + Penalty 3743.696635 = -11538484.265924 nChanged 9 SP:Iteration 69Q (1452.266632 sec): 3 clusters Score: Raw -11542229.371432 + Penalty 3743.696635 = -11538485.674797 nChanged 5 SP:Iteration 70Q (1452.397858 sec): 3 clusters Score: Raw -11542230.071090 + Penalty 3743.696635 = -11538486.374454 nChanged 6 SP:Iteration 71Q (1452.529064 sec): 3 clusters Score: Raw -11542231.107852 + Penalty 3743.696635 = -11538487.411217 nChanged 5 SP:Iteration 72Q (1452.660414 sec): 3 clusters Score: Raw -11542231.722209 + Penalty 3743.696635 = -11538488.025574 nChanged 2 SP:Iteration 73Q (1452.791480 sec): 3 clusters Score: Raw -11542231.949486 + Penalty 3743.696635 = -11538488.252851 nChanged 3 SP:Iteration 74Q (1452.922650 sec): 3 clusters Score: Raw -11542232.383438 + Penalty 3743.696635 = -11538488.686803 nChanged 3 SP:Iteration 75Q (1453.054052 sec): 3 clusters Score: Raw -11542232.961762 + Penalty 3743.696635 = -11538489.265127 nChanged 5 SP:Iteration 76Q (1453.185682 sec): 3 clusters Score: Raw -11542233.830172 + Penalty 3743.696635 = -11538490.133537 nChanged 13 SP:Iteration 77Q (1453.317759 sec): 3 clusters Score: Raw -11542236.361988 + Penalty 3743.696635 = -11538492.665353 nChanged 16 SP:Iteration 78Q (1453.449082 sec): 3 clusters Score: Raw -11542239.027558 + Penalty 3743.696635 = -11538495.330923 nChanged 14 SP:Iteration 79Q (1453.580101 sec): 3 clusters Score: Raw -11542240.938208 + Penalty 3743.696635 = -11538497.241573 nChanged 8 SP:Iteration 80F (1453.745167 sec): 3 clusters Score: Raw -11542243.158776 + Penalty 3743.696635 = -11538499.462141 nChanged 14 SP:Iteration 81Q (1453.876303 sec): 3 clusters Score: Raw -11542245.499933 + Penalty 3743.696635 = -11538501.803298 nChanged 13 SP:Iteration 82Q (1454.007351 sec): 3 clusters Score: Raw -11542247.882602 + Penalty 3743.696635 = -11538504.185967 nChanged 13 SP:Iteration 83Q (1454.138618 sec): 3 clusters Score: Raw -11542250.654230 + Penalty 3743.696635 = -11538506.957594 nChanged 14 SP:Iteration 84Q (1454.269699 sec): 3 clusters Score: Raw -11542253.636425 + Penalty 3743.696635 = -11538509.939790 nChanged 14 SP:Iteration 85Q (1454.400601 sec): 3 clusters Score: Raw -11542255.950115 + Penalty 3743.696635 = -11538512.253480 nChanged 11 SP:Iteration 86Q (1454.531603 sec): 3 clusters Score: Raw -11542257.767881 + Penalty 3743.696635 = -11538514.071245 nChanged 12 SP:Iteration 87Q (1454.662612 sec): 3 clusters Score: Raw -11542261.288504 + Penalty 3743.696635 = -11538517.591869 nChanged 12 SP:Iteration 88Q (1454.794769 sec): 3 clusters Score: Raw -11542263.632695 + Penalty 3743.696635 = -11538519.936060 nChanged 15 SP:Iteration 89Q (1454.925425 sec): 3 clusters Score: Raw -11542265.350188 + Penalty 3743.696635 = -11538521.653553 nChanged 11 SP:Iteration 90Q (1455.056309 sec): 3 clusters Score: Raw -11542267.182949 + Penalty 3743.696635 = -11538523.486314 nChanged 8 SP:Iteration 91Q (1455.187108 sec): 3 clusters Score: Raw -11542269.771900 + Penalty 3743.696635 = -11538526.075265 nChanged 15 SP:Iteration 92Q (1455.318780 sec): 3 clusters Score: Raw -11542272.802509 + Penalty 3743.696635 = -11538529.105874 nChanged 14 SP:Iteration 93Q (1455.449942 sec): 3 clusters Score: Raw -11542275.696072 + Penalty 3743.696635 = -11538531.999436 nChanged 18 SP:Iteration 94Q (1455.580794 sec): 3 clusters Score: Raw -11542281.293035 + Penalty 3743.696635 = -11538537.596400 nChanged 19 SP:Iteration 95Q (1455.712006 sec): 3 clusters Score: Raw -11542285.360896 + Penalty 3743.696635 = -11538541.664261 nChanged 20 SP:Iteration 96Q (1455.843348 sec): 3 clusters Score: Raw -11542290.220651 + Penalty 3743.696635 = -11538546.524015 nChanged 19 SP:Iteration 97Q (1455.974814 sec): 3 clusters Score: Raw -11542295.368428 + Penalty 3743.696635 = -11538551.671793 nChanged 22 SP:Iteration 98Q (1456.106442 sec): 3 clusters Score: Raw -11542301.569462 + Penalty 3743.696635 = -11538557.872827 nChanged 25 SP:Iteration 99Q (1456.237624 sec): 3 clusters Score: Raw -11542308.315041 + Penalty 3743.696635 = -11538564.618406 nChanged 25 SP:Iteration 100F (1456.402730 sec): 3 clusters Score: Raw -11542317.547753 + Penalty 3743.696635 = -11538573.851118 nChanged 31 SP:Iteration 101Q (1456.533585 sec): 3 clusters Score: Raw -11542327.984301 + Penalty 3743.696635 = -11538584.287666 nChanged 34 SP:Iteration 102Q (1456.664582 sec): 3 clusters Score: Raw -11542338.806382 + Penalty 3743.696635 = -11538595.109747 nChanged 27 SP:Iteration 103Q (1456.795330 sec): 3 clusters Score: Raw -11542347.345176 + Penalty 3743.696635 = -11538603.648541 nChanged 23 SP:Iteration 104Q (1456.926389 sec): 3 clusters Score: Raw -11542353.436842 + Penalty 3743.696635 = -11538609.740207 nChanged 31 SP:Iteration 105Q (1457.056684 sec): 3 clusters Score: Raw -11542364.927916 + Penalty 3743.696635 = -11538621.231281 nChanged 34 SP:Iteration 106Q (1457.186953 sec): 3 clusters Score: Raw -11542375.789931 + Penalty 3743.696635 = -11538632.093296 nChanged 39 SP:Iteration 107Q (1457.316828 sec): 3 clusters Score: Raw -11542386.944272 + Penalty 3743.696635 = -11538643.247637 nChanged 28 SP:Iteration 108Q (1457.447117 sec): 3 clusters Score: Raw -11542395.069257 + Penalty 3743.696635 = -11538651.372622 nChanged 30 SP:Iteration 109Q (1457.576986 sec): 3 clusters Score: Raw -11542407.003319 + Penalty 3743.696635 = -11538663.306684 nChanged 37 SP:Iteration 110Q (1457.706990 sec): 3 clusters Score: Raw -11542420.127596 + Penalty 3743.696635 = -11538676.430961 nChanged 42 SP:Iteration 111Q (1457.837753 sec): 3 clusters Score: Raw -11542433.678722 + Penalty 3743.696635 = -11538689.982087 nChanged 42 SP:Iteration 112Q (1457.968421 sec): 3 clusters Score: Raw -11542445.613440 + Penalty 3743.696635 = -11538701.916805 nChanged 32 SP:Iteration 113Q (1458.098282 sec): 3 clusters Score: Raw -11542452.510042 + Penalty 3743.696635 = -11538708.813406 nChanged 18 SP:Iteration 114Q (1458.228086 sec): 3 clusters Score: Raw -11542457.607001 + Penalty 3743.696635 = -11538713.910366 nChanged 24 SP:Iteration 115Q (1458.392707 sec): 3 clusters Score: Raw -11542464.017114 + Penalty 3743.696635 = -11538720.320479 nChanged 29 SP:Iteration 116Q (1458.523780 sec): 3 clusters Score: Raw -11542473.315301 + Penalty 3743.696635 = -11538729.618666 nChanged 39 SP:Iteration 117Q (1458.654383 sec): 3 clusters Score: Raw -11542486.775945 + Penalty 3743.696635 = -11538743.079310 nChanged 27 SP:Iteration 118Q (1458.784834 sec): 3 clusters Score: Raw -11542493.712015 + Penalty 3743.696635 = -11538750.015380 nChanged 30 SP:Iteration 119Q (1458.915224 sec): 3 clusters Score: Raw -11542504.535442 + Penalty 3743.696635 = -11538760.838806 nChanged 42 SP:Iteration 120F (1459.080529 sec): 3 clusters Score: Raw -11542517.745684 + Penalty 3743.696635 = -11538774.049049 nChanged 40 SP:Iteration 121Q (1459.210987 sec): 3 clusters Score: Raw -11542528.679572 + Penalty 3743.696635 = -11538784.982937 nChanged 34 SP:Iteration 122Q (1459.341939 sec): 3 clusters Score: Raw -11542537.673949 + Penalty 3743.696635 = -11538793.977314 nChanged 28 SP:Iteration 123Q (1459.472040 sec): 3 clusters Score: Raw -11542544.409538 + Penalty 3743.696635 = -11538800.712903 nChanged 31 SP:Iteration 124Q (1459.602195 sec): 3 clusters Score: Raw -11542552.379458 + Penalty 3743.696635 = -11538808.682823 nChanged 33 SP:Iteration 125Q (1459.732765 sec): 3 clusters Score: Raw -11542561.075433 + Penalty 3743.696635 = -11538817.378798 nChanged 34 SP:Iteration 126Q (1459.863403 sec): 3 clusters Score: Raw -11542569.367795 + Penalty 3743.696635 = -11538825.671160 nChanged 25 SP:Iteration 127Q (1459.993698 sec): 3 clusters Score: Raw -11542574.655893 + Penalty 3743.696635 = -11538830.959258 nChanged 26 SP:Iteration 128Q (1460.124804 sec): 3 clusters Score: Raw -11542580.375939 + Penalty 3743.696635 = -11538836.679304 nChanged 29 SP:Iteration 129Q (1460.255371 sec): 3 clusters Score: Raw -11542586.428688 + Penalty 3743.696635 = -11538842.732053 nChanged 25 SP:Iteration 130Q (1460.385022 sec): 3 clusters Score: Raw -11542591.938719 + Penalty 3743.696635 = -11538848.242083 nChanged 30 SP:Iteration 131Q (1460.515704 sec): 3 clusters Score: Raw -11542600.843699 + Penalty 3743.696635 = -11538857.147064 nChanged 29 SP:Iteration 132Q (1460.646062 sec): 3 clusters Score: Raw -11542607.394112 + Penalty 3743.696635 = -11538863.697477 nChanged 28 SP:Iteration 133Q (1460.776364 sec): 3 clusters Score: Raw -11542613.619655 + Penalty 3743.696635 = -11538869.923020 nChanged 28 SP:Iteration 134Q (1460.907364 sec): 3 clusters Score: Raw -11542619.085994 + Penalty 3743.696635 = -11538875.389358 nChanged 22 SP:Iteration 135Q (1461.038170 sec): 3 clusters Score: Raw -11542624.031816 + Penalty 3743.696635 = -11538880.335181 nChanged 30 SP:Iteration 136Q (1461.168685 sec): 3 clusters Score: Raw -11542631.484402 + Penalty 3743.696635 = -11538887.787767 nChanged 27 SP:Iteration 137Q (1461.299191 sec): 3 clusters Score: Raw -11542636.874352 + Penalty 3743.696635 = -11538893.177717 nChanged 28 SP:Iteration 138Q (1461.429878 sec): 3 clusters Score: Raw -11542644.417488 + Penalty 3743.696635 = -11538900.720853 nChanged 25 SP:Iteration 139Q (1461.561672 sec): 3 clusters Score: Raw -11542650.085848 + Penalty 3743.696635 = -11538906.389213 nChanged 19 SP:Iteration 140F (1461.727838 sec): 3 clusters Score: Raw -11542654.150174 + Penalty 3743.696635 = -11538910.453538 nChanged 27 SP:Iteration 141Q (1461.860005 sec): 3 clusters Score: Raw -11542659.529010 + Penalty 3743.696635 = -11538915.832375 nChanged 15 SP:Iteration 142Q (1462.004324 sec): 3 clusters Score: Raw -11542662.770296 + Penalty 3743.696635 = -11538919.073661 nChanged 17 SP:Iteration 143Q (1462.190561 sec): 3 clusters Score: Raw -11542665.483045 + Penalty 3743.696635 = -11538921.786410 nChanged 14 SP:Iteration 144Q (1462.357836 sec): 3 clusters Score: Raw -11542668.262207 + Penalty 3743.696635 = -11538924.565571 nChanged 10 SP:Iteration 145Q (1462.515386 sec): 3 clusters Score: Raw -11542670.548572 + Penalty 3743.696635 = -11538926.851937 nChanged 16 SP:Iteration 146Q (1462.678126 sec): 3 clusters Score: Raw -11542672.982806 + Penalty 3743.696635 = -11538929.286171 nChanged 12 SP:Iteration 147Q (1462.845599 sec): 3 clusters Score: Raw -11542674.972440 + Penalty 3743.696635 = -11538931.275805 nChanged 13 SP:Iteration 148Q (1463.010311 sec): 3 clusters Score: Raw -11542677.327600 + Penalty 3743.696635 = -11538933.630965 nChanged 17 SP:Iteration 149Q (1463.177734 sec): 3 clusters Score: Raw -11542680.749695 + Penalty 3743.696635 = -11538937.053060 nChanged 23 SP:Iteration 150Q (1463.345169 sec): 3 clusters Score: Raw -11542684.052914 + Penalty 3743.696635 = -11538940.356279 nChanged 16 SP:Iteration 151Q (1463.501334 sec): 3 clusters Score: Raw -11542687.603904 + Penalty 3743.696635 = -11538943.907269 nChanged 25 SP:Iteration 152Q (1463.662301 sec): 3 clusters Score: Raw -11542693.056224 + Penalty 3743.696635 = -11538949.359589 nChanged 20 SP:Iteration 153Q (1463.829534 sec): 3 clusters Score: Raw -11542696.453946 + Penalty 3743.696635 = -11538952.757311 nChanged 20 SP:Iteration 154Q (1463.958792 sec): 3 clusters Score: Raw -11542701.730016 + Penalty 3743.696635 = -11538958.033381 nChanged 20 SP:Iteration 155Q (1464.093861 sec): 3 clusters Score: Raw -11542706.533869 + Penalty 3743.696635 = -11538962.837234 nChanged 21 SP:Iteration 156Q (1464.247929 sec): 3 clusters Score: Raw -11542709.506089 + Penalty 3743.696635 = -11538965.809454 nChanged 8 SP:Iteration 157Q (1464.379399 sec): 3 clusters Score: Raw -11542710.228700 + Penalty 3743.696635 = -11538966.532065 nChanged 2 SP:Iteration 158Q (1464.510166 sec): 3 clusters Score: Raw -11542710.519847 + Penalty 3743.696635 = -11538966.823212 nChanged 1 SP:Iteration 159Q (1464.641574 sec): 3 clusters Score: Raw -11542710.783654 + Penalty 3743.696635 = -11538967.087018 nChanged 3 SP:Iteration 160F (1464.806776 sec): 3 clusters Score: Raw -11542711.165319 + Penalty 3743.696635 = -11538967.468684 nChanged 2 SP:Iteration 161Q (1464.939323 sec): 3 clusters Score: Raw -11542711.346678 + Penalty 3743.696635 = -11538967.650043 nChanged 0 SP:Iteration 162F (1465.104797 sec): 3 clusters Score: Raw -11542711.346678 + Penalty 3743.696635 = -11538967.650043 nChanged 0 Trying to split cluster 14 (27016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.142198 sec): 2 clusters Score: Raw -3071625.353664 + Penalty 1658.179991 = -3069967.173673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.199559 sec): 3 clusters Score: Raw -3055014.294971 + Penalty 3316.359983 = -3051697.934988 nChanged 12490 SP:Iteration 1F (1465.253591 sec): 3 clusters Score: Raw -3061988.833581 + Penalty 3316.359983 = -3058672.473599 nChanged 1280 SP:Iteration 2Q (1465.309129 sec): 3 clusters Score: Raw -3062398.399661 + Penalty 3316.359983 = -3059082.039679 nChanged 1207 SP:Iteration 3Q (1465.364764 sec): 3 clusters Score: Raw -3062838.525014 + Penalty 3316.359983 = -3059522.165032 nChanged 1296 SP:Iteration 4Q (1465.419934 sec): 3 clusters Score: Raw -3063393.319922 + Penalty 3316.359983 = -3060076.959939 nChanged 1350 SP:Iteration 5Q (1465.474853 sec): 3 clusters Score: Raw -3064108.032979 + Penalty 3316.359983 = -3060791.672996 nChanged 1545 SP:Iteration 6F (1465.528569 sec): 3 clusters Score: Raw -3065040.669647 + Penalty 3316.359983 = -3061724.309664 nChanged 1639 SP:Iteration 7F (1465.582381 sec): 3 clusters Score: Raw -3066130.576487 + Penalty 3316.359983 = -3062814.216505 nChanged 1605 SP:Iteration 8F (1465.636244 sec): 3 clusters Score: Raw -3067270.244369 + Penalty 3316.359983 = -3063953.884386 nChanged 1471 SP:Iteration 9F (1465.690150 sec): 3 clusters Score: Raw -3068371.578294 + Penalty 3316.359983 = -3065055.218312 nChanged 1246 SP:Iteration 10Q (1465.744851 sec): 3 clusters Score: Raw -3069299.772118 + Penalty 3316.359983 = -3065983.412136 nChanged 967 SP:Iteration 11Q (1465.798409 sec): 3 clusters Score: Raw -3069903.728794 + Penalty 3316.359983 = -3066587.368811 nChanged 659 SP:Iteration 12Q (1465.851608 sec): 3 clusters Score: Raw -3070239.036048 + Penalty 3316.359983 = -3066922.676066 nChanged 455 SP:Iteration 13Q (1465.902676 sec): 3 clusters Score: Raw -3070477.412985 + Penalty 3316.359983 = -3067161.053002 nChanged 389 SP:Iteration 14Q (1465.953559 sec): 3 clusters Score: Raw -3070692.368770 + Penalty 3316.359983 = -3067376.008787 nChanged 338 SP:Iteration 15Q (1466.003988 sec): 3 clusters Score: Raw -3070882.482989 + Penalty 3316.359983 = -3067566.123006 nChanged 343 SP:Iteration 16Q (1466.053664 sec): 3 clusters Score: Raw -3071066.517217 + Penalty 3316.359983 = -3067750.157234 nChanged 301 SP:Iteration 17Q (1466.103325 sec): 3 clusters Score: Raw -3071243.874912 + Penalty 3316.359983 = -3067927.514929 nChanged 288 SP:Iteration 18Q (1466.153201 sec): 3 clusters Score: Raw -3071403.754829 + Penalty 3316.359983 = -3068087.394846 nChanged 241 SP:Iteration 19Q (1466.201814 sec): 3 clusters Score: Raw -3071519.745285 + Penalty 3316.359983 = -3068203.385303 nChanged 218 SP:Iteration 20F (1466.255865 sec): 3 clusters Score: Raw -3071633.524065 + Penalty 3316.359983 = -3068317.164083 nChanged 231 SP:Iteration 21Q (1466.304103 sec): 3 clusters Score: Raw -3071751.520053 + Penalty 3316.359983 = -3068435.160070 nChanged 203 SP:Iteration 22Q (1466.351843 sec): 3 clusters Score: Raw -3071846.413701 + Penalty 3316.359983 = -3068530.053718 nChanged 180 SP:Iteration 23Q (1466.399284 sec): 3 clusters Score: Raw -3071924.758677 + Penalty 3316.359983 = -3068608.398695 nChanged 146 SP:Iteration 24Q (1466.446373 sec): 3 clusters Score: Raw -3071987.981200 + Penalty 3316.359983 = -3068671.621217 nChanged 149 SP:Iteration 25Q (1466.493130 sec): 3 clusters Score: Raw -3072044.603453 + Penalty 3316.359983 = -3068728.243471 nChanged 126 SP:Iteration 26Q (1466.539833 sec): 3 clusters Score: Raw -3072096.303831 + Penalty 3316.359983 = -3068779.943848 nChanged 124 SP:Iteration 27Q (1466.586340 sec): 3 clusters Score: Raw -3072141.560330 + Penalty 3316.359983 = -3068825.200347 nChanged 114 SP:Iteration 28Q (1466.632615 sec): 3 clusters Score: Raw -3072177.700373 + Penalty 3316.359983 = -3068861.340391 nChanged 88 SP:Iteration 29Q (1466.679418 sec): 3 clusters Score: Raw -3072203.093338 + Penalty 3316.359983 = -3068886.733355 nChanged 75 SP:Iteration 30Q (1466.725470 sec): 3 clusters Score: Raw -3072224.092557 + Penalty 3316.359983 = -3068907.732574 nChanged 70 SP:Iteration 31Q (1466.771453 sec): 3 clusters Score: Raw -3072240.042837 + Penalty 3316.359983 = -3068923.682854 nChanged 48 SP:Iteration 32Q (1466.817556 sec): 3 clusters Score: Raw -3072249.910844 + Penalty 3316.359983 = -3068933.550861 nChanged 46 SP:Iteration 33Q (1466.863396 sec): 3 clusters Score: Raw -3072260.260073 + Penalty 3316.359983 = -3068943.900090 nChanged 37 SP:Iteration 34Q (1466.909237 sec): 3 clusters Score: Raw -3072266.709276 + Penalty 3316.359983 = -3068950.349293 nChanged 25 SP:Iteration 35Q (1466.954965 sec): 3 clusters Score: Raw -3072270.919013 + Penalty 3316.359983 = -3068954.559031 nChanged 22 SP:Iteration 36Q (1467.001058 sec): 3 clusters Score: Raw -3072274.793658 + Penalty 3316.359983 = -3068958.433675 nChanged 20 SP:Iteration 37Q (1467.047306 sec): 3 clusters Score: Raw -3072277.729084 + Penalty 3316.359983 = -3068961.369102 nChanged 16 SP:Iteration 38Q (1467.093013 sec): 3 clusters Score: Raw -3072280.069672 + Penalty 3316.359983 = -3068963.709689 nChanged 19 SP:Iteration 39Q (1467.138739 sec): 3 clusters Score: Raw -3072283.004572 + Penalty 3316.359983 = -3068966.644589 nChanged 18 SP:Iteration 40F (1467.192809 sec): 3 clusters Score: Raw -3072285.747544 + Penalty 3316.359983 = -3068969.387561 nChanged 13 SP:Iteration 41Q (1467.238555 sec): 3 clusters Score: Raw -3072287.374983 + Penalty 3316.359983 = -3068971.015000 nChanged 15 SP:Iteration 42Q (1467.284138 sec): 3 clusters Score: Raw -3072289.903326 + Penalty 3316.359983 = -3068973.543344 nChanged 14 SP:Iteration 43Q (1467.329798 sec): 3 clusters Score: Raw -3072291.813229 + Penalty 3316.359983 = -3068975.453246 nChanged 9 SP:Iteration 44Q (1467.375427 sec): 3 clusters Score: Raw -3072293.263556 + Penalty 3316.359983 = -3068976.903573 nChanged 10 SP:Iteration 45Q (1467.420855 sec): 3 clusters Score: Raw -3072294.974251 + Penalty 3316.359983 = -3068978.614269 nChanged 15 SP:Iteration 46Q (1467.466363 sec): 3 clusters Score: Raw -3072297.776191 + Penalty 3316.359983 = -3068981.416209 nChanged 14 SP:Iteration 47Q (1467.512072 sec): 3 clusters Score: Raw -3072300.854507 + Penalty 3316.359983 = -3068984.494524 nChanged 12 SP:Iteration 48Q (1467.557578 sec): 3 clusters Score: Raw -3072303.209289 + Penalty 3316.359983 = -3068986.849306 nChanged 11 SP:Iteration 49Q (1467.603038 sec): 3 clusters Score: Raw -3072306.283488 + Penalty 3316.359983 = -3068989.923505 nChanged 13 SP:Iteration 50Q (1467.648488 sec): 3 clusters Score: Raw -3072309.609112 + Penalty 3316.359983 = -3068993.249130 nChanged 15 SP:Iteration 51Q (1467.694169 sec): 3 clusters Score: Raw -3072312.151269 + Penalty 3316.359983 = -3068995.791287 nChanged 13 SP:Iteration 52Q (1467.739771 sec): 3 clusters Score: Raw -3072314.120776 + Penalty 3316.359983 = -3068997.760794 nChanged 9 SP:Iteration 53Q (1467.809359 sec): 3 clusters Score: Raw -3072315.379661 + Penalty 3316.359983 = -3068999.019678 nChanged 6 SP:Iteration 54Q (1467.854805 sec): 3 clusters Score: Raw -3072316.185165 + Penalty 3316.359983 = -3068999.825183 nChanged 8 SP:Iteration 55Q (1467.900043 sec): 3 clusters Score: Raw -3072317.355583 + Penalty 3316.359983 = -3069000.995601 nChanged 7 SP:Iteration 56Q (1467.945587 sec): 3 clusters Score: Raw -3072318.228830 + Penalty 3316.359983 = -3069001.868848 nChanged 4 SP:Iteration 57Q (1467.991108 sec): 3 clusters Score: Raw -3072319.290347 + Penalty 3316.359983 = -3069002.930364 nChanged 3 SP:Iteration 58Q (1468.036639 sec): 3 clusters Score: Raw -3072319.559008 + Penalty 3316.359983 = -3069003.199026 nChanged 1 SP:Iteration 59Q (1468.082027 sec): 3 clusters Score: Raw -3072319.596753 + Penalty 3316.359983 = -3069003.236770 nChanged 0 SP:Iteration 60F (1468.136013 sec): 3 clusters Score: Raw -3072319.596753 + Penalty 3316.359983 = -3069003.236770 nChanged 0 Trying to split cluster 15 (5454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1468.152963 sec): 2 clusters Score: Raw -600744.512906 + Penalty 1398.166992 = -599346.345915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1468.174582 sec): 3 clusters Score: Raw -597861.017151 + Penalty 2796.333983 = -595064.683168 nChanged 2222 SP:Iteration 1F (1468.195788 sec): 3 clusters Score: Raw -599048.718249 + Penalty 2796.333983 = -596252.384266 nChanged 376 SP:Iteration 2F (1468.216770 sec): 3 clusters Score: Raw -599265.092983 + Penalty 2796.333983 = -596468.759000 nChanged 297 SP:Iteration 3F (1468.238010 sec): 3 clusters Score: Raw -599438.614996 + Penalty 2796.333983 = -596642.281013 nChanged 238 SP:Iteration 4Q (1468.259054 sec): 3 clusters Score: Raw -599551.699741 + Penalty 2796.333983 = -596755.365758 nChanged 196 SP:Iteration 5Q (1468.280315 sec): 3 clusters Score: Raw -599642.297255 + Penalty 2796.333983 = -596845.963272 nChanged 156 SP:Iteration 6Q (1468.301496 sec): 3 clusters Score: Raw -599708.641611 + Penalty 2796.333983 = -596912.307628 nChanged 143 SP:Iteration 7Q (1468.322672 sec): 3 clusters Score: Raw -599777.518883 + Penalty 2796.333983 = -596981.184900 nChanged 156 SP:Iteration 8Q (1468.343869 sec): 3 clusters Score: Raw -599866.103398 + Penalty 2796.333983 = -597069.769415 nChanged 183 SP:Iteration 9Q (1468.364861 sec): 3 clusters Score: Raw -599961.049901 + Penalty 2796.333983 = -597164.715918 nChanged 182 SP:Iteration 10Q (1468.385919 sec): 3 clusters Score: Raw -600061.941732 + Penalty 2796.333983 = -597265.607749 nChanged 161 SP:Iteration 11Q (1468.406805 sec): 3 clusters Score: Raw -600157.889978 + Penalty 2796.333983 = -597361.555995 nChanged 153 SP:Iteration 12Q (1468.427814 sec): 3 clusters Score: Raw -600257.465282 + Penalty 2796.333983 = -597461.131299 nChanged 158 SP:Iteration 13Q (1468.448854 sec): 3 clusters Score: Raw -600350.053240 + Penalty 2796.333983 = -597553.719257 nChanged 122 SP:Iteration 14Q (1468.469801 sec): 3 clusters Score: Raw -600420.212796 + Penalty 2796.333983 = -597623.878813 nChanged 115 SP:Iteration 15Q (1468.490515 sec): 3 clusters Score: Raw -600482.715545 + Penalty 2796.333983 = -597686.381562 nChanged 93 SP:Iteration 16Q (1468.511274 sec): 3 clusters Score: Raw -600536.641470 + Penalty 2796.333983 = -597740.307487 nChanged 89 SP:Iteration 17Q (1468.532029 sec): 3 clusters Score: Raw -600599.551677 + Penalty 2796.333983 = -597803.217694 nChanged 72 SP:Iteration 18Q (1468.552527 sec): 3 clusters Score: Raw -600644.610647 + Penalty 2796.333983 = -597848.276663 nChanged 72 SP:Iteration 19Q (1468.573046 sec): 3 clusters Score: Raw -600690.494971 + Penalty 2796.333983 = -597894.160987 nChanged 54 SP:Iteration 20F (1468.594196 sec): 3 clusters Score: Raw -600722.016309 + Penalty 2796.333983 = -597925.682326 nChanged 37 SP:Iteration 21Q (1468.614512 sec): 3 clusters Score: Raw -600742.988041 + Penalty 2796.333983 = -597946.654058 nChanged 30 SP:Iteration 22Q (1468.634747 sec): 3 clusters Score: Raw -600761.916789 + Penalty 2796.333983 = -597965.582806 nChanged 23 SP:Iteration 23Q (1468.654939 sec): 3 clusters Score: Raw -600777.137616 + Penalty 2796.333983 = -597980.803633 nChanged 24 SP:Iteration 24Q (1468.675190 sec): 3 clusters Score: Raw -600794.165366 + Penalty 2796.333983 = -597997.831383 nChanged 21 SP:Iteration 25Q (1468.695414 sec): 3 clusters Score: Raw -600805.483068 + Penalty 2796.333983 = -598009.149085 nChanged 14 SP:Iteration 26Q (1468.715431 sec): 3 clusters Score: Raw -600813.870080 + Penalty 2796.333983 = -598017.536097 nChanged 13 SP:Iteration 27Q (1468.735486 sec): 3 clusters Score: Raw -600820.186021 + Penalty 2796.333983 = -598023.852038 nChanged 12 SP:Iteration 28Q (1468.755652 sec): 3 clusters Score: Raw -600826.254283 + Penalty 2796.333983 = -598029.920300 nChanged 16 SP:Iteration 29Q (1468.775507 sec): 3 clusters Score: Raw -600836.118508 + Penalty 2796.333983 = -598039.784525 nChanged 14 SP:Iteration 30Q (1468.795303 sec): 3 clusters Score: Raw -600844.281353 + Penalty 2796.333983 = -598047.947370 nChanged 14 SP:Iteration 31Q (1468.815212 sec): 3 clusters Score: Raw -600854.624864 + Penalty 2796.333983 = -598058.290881 nChanged 17 SP:Iteration 32Q (1468.834919 sec): 3 clusters Score: Raw -600869.224863 + Penalty 2796.333983 = -598072.890880 nChanged 22 SP:Iteration 33Q (1468.854745 sec): 3 clusters Score: Raw -600886.470968 + Penalty 2796.333983 = -598090.136985 nChanged 19 SP:Iteration 34Q (1468.874618 sec): 3 clusters Score: Raw -600903.816068 + Penalty 2796.333983 = -598107.482085 nChanged 18 SP:Iteration 35Q (1468.894401 sec): 3 clusters Score: Raw -600922.300985 + Penalty 2796.333983 = -598125.967002 nChanged 12 SP:Iteration 36Q (1468.914105 sec): 3 clusters Score: Raw -600931.507384 + Penalty 2796.333983 = -598135.173400 nChanged 10 SP:Iteration 37Q (1468.933725 sec): 3 clusters Score: Raw -600943.007431 + Penalty 2796.333983 = -598146.673448 nChanged 12 SP:Iteration 38Q (1468.953277 sec): 3 clusters Score: Raw -600962.229500 + Penalty 2796.333983 = -598165.895517 nChanged 27 SP:Iteration 39Q (1468.972990 sec): 3 clusters Score: Raw -601018.190636 + Penalty 2796.333983 = -598221.856653 nChanged 23 SP:Iteration 40F (1468.994347 sec): 3 clusters Score: Raw -601094.070955 + Penalty 2796.333983 = -598297.736972 nChanged 25 SP:Iteration 41Q (1469.013698 sec): 3 clusters Score: Raw -601208.169554 + Penalty 2796.333983 = -598411.835571 nChanged 28 SP:Iteration 42Q (1469.032951 sec): 3 clusters Score: Raw -601306.865588 + Penalty 2796.333983 = -598510.531605 nChanged 34 SP:Iteration 43Q (1469.052363 sec): 3 clusters Score: Raw -601399.279681 + Penalty 2796.333983 = -598602.945698 nChanged 40 SP:Iteration 44Q (1469.071601 sec): 3 clusters Score: Raw -601455.136375 + Penalty 2796.333983 = -598658.802392 nChanged 36 SP:Iteration 45Q (1469.090808 sec): 3 clusters Score: Raw -601496.104320 + Penalty 2796.333983 = -598699.770337 nChanged 36 SP:Iteration 46Q (1469.110145 sec): 3 clusters Score: Raw -601527.808224 + Penalty 2796.333983 = -598731.474241 nChanged 36 SP:Iteration 47Q (1469.129482 sec): 3 clusters Score: Raw -601566.043182 + Penalty 2796.333983 = -598769.709199 nChanged 38 SP:Iteration 48Q (1469.149021 sec): 3 clusters Score: Raw -601609.878535 + Penalty 2796.333983 = -598813.544552 nChanged 52 SP:Iteration 49Q (1469.168335 sec): 3 clusters Score: Raw -601671.358611 + Penalty 2796.333983 = -598875.024628 nChanged 54 SP:Iteration 50Q (1469.188395 sec): 3 clusters Score: Raw -601728.474806 + Penalty 2796.333983 = -598932.140823 nChanged 55 SP:Iteration 51Q (1469.207654 sec): 3 clusters Score: Raw -601779.191980 + Penalty 2796.333983 = -598982.857997 nChanged 48 SP:Iteration 52Q (1469.226944 sec): 3 clusters Score: Raw -601820.135597 + Penalty 2796.333983 = -599023.801614 nChanged 43 SP:Iteration 53Q (1469.246451 sec): 3 clusters Score: Raw -601849.233141 + Penalty 2796.333983 = -599052.899158 nChanged 34 SP:Iteration 54Q (1469.265936 sec): 3 clusters Score: Raw -601869.657125 + Penalty 2796.333983 = -599073.323142 nChanged 30 SP:Iteration 55Q (1469.285258 sec): 3 clusters Score: Raw -601888.508066 + Penalty 2796.333983 = -599092.174083 nChanged 29 SP:Iteration 56Q (1469.304404 sec): 3 clusters Score: Raw -601903.393397 + Penalty 2796.333983 = -599107.059414 nChanged 23 SP:Iteration 57Q (1469.323639 sec): 3 clusters Score: Raw -601916.775474 + Penalty 2796.333983 = -599120.441490 nChanged 19 SP:Iteration 58Q (1469.342947 sec): 3 clusters Score: Raw -601926.866738 + Penalty 2796.333983 = -599130.532755 nChanged 12 SP:Iteration 59Q (1469.362191 sec): 3 clusters Score: Raw -601932.152453 + Penalty 2796.333983 = -599135.818470 nChanged 8 SP:Iteration 60F (1469.383219 sec): 3 clusters Score: Raw -602012.826581 + Penalty 2796.333983 = -599216.492597 nChanged 74 SP:Iteration 61Q (1469.403058 sec): 3 clusters Score: Raw -602090.869767 + Penalty 2796.333983 = -599294.535784 nChanged 68 SP:Iteration 62Q (1469.422697 sec): 3 clusters Score: Raw -602156.286590 + Penalty 2796.333983 = -599359.952607 nChanged 73 SP:Iteration 63Q (1469.442565 sec): 3 clusters Score: Raw -602229.908110 + Penalty 2796.333983 = -599433.574127 nChanged 86 SP:Iteration 64Q (1469.462497 sec): 3 clusters Score: Raw -602303.720442 + Penalty 2796.333983 = -599507.386459 nChanged 71 SP:Iteration 65Q (1469.482485 sec): 3 clusters Score: Raw -602354.382450 + Penalty 2796.333983 = -599558.048467 nChanged 65 SP:Iteration 66Q (1469.502248 sec): 3 clusters Score: Raw -602400.399019 + Penalty 2796.333983 = -599604.065036 nChanged 82 SP:Iteration 67Q (1469.521968 sec): 3 clusters Score: Raw -602455.091352 + Penalty 2796.333983 = -599658.757369 nChanged 83 SP:Iteration 68Q (1469.541510 sec): 3 clusters Score: Raw -602510.494697 + Penalty 2796.333983 = -599714.160714 nChanged 70 SP:Iteration 69Q (1469.561140 sec): 3 clusters Score: Raw -602548.638948 + Penalty 2796.333983 = -599752.304965 nChanged 58 SP:Iteration 70Q (1469.580852 sec): 3 clusters Score: Raw -602580.123963 + Penalty 2796.333983 = -599783.789979 nChanged 57 SP:Iteration 71Q (1469.600524 sec): 3 clusters Score: Raw -602612.036217 + Penalty 2796.333983 = -599815.702234 nChanged 60 SP:Iteration 72Q (1469.620367 sec): 3 clusters Score: Raw -602645.042609 + Penalty 2796.333983 = -599848.708626 nChanged 38 SP:Iteration 73Q (1469.640134 sec): 3 clusters Score: Raw -602660.830312 + Penalty 2796.333983 = -599864.496329 nChanged 26 SP:Iteration 74Q (1469.659725 sec): 3 clusters Score: Raw -602674.049711 + Penalty 2796.333983 = -599877.715728 nChanged 27 SP:Iteration 75Q (1469.679475 sec): 3 clusters Score: Raw -602686.552285 + Penalty 2796.333983 = -599890.218302 nChanged 19 SP:Iteration 76Q (1469.699183 sec): 3 clusters Score: Raw -602694.362099 + Penalty 2796.333983 = -599898.028116 nChanged 6 SP:Iteration 77Q (1469.718825 sec): 3 clusters Score: Raw -602698.365207 + Penalty 2796.333983 = -599902.031224 nChanged 6 SP:Iteration 78Q (1469.738563 sec): 3 clusters Score: Raw -602700.683510 + Penalty 2796.333983 = -599904.349527 nChanged 4 SP:Iteration 79Q (1469.758432 sec): 3 clusters Score: Raw -602702.147515 + Penalty 2796.333983 = -599905.813531 nChanged 3 SP:Iteration 80F (1469.779626 sec): 3 clusters Score: Raw -602853.671148 + Penalty 2796.333983 = -600057.337165 nChanged 182 SP:Iteration 81Q (1469.799666 sec): 3 clusters Score: Raw -603105.690178 + Penalty 2796.333983 = -600309.356195 nChanged 182 SP:Iteration 82Q (1469.819794 sec): 3 clusters Score: Raw -603377.669777 + Penalty 2796.333983 = -600581.335794 nChanged 159 SP:Iteration 83Q (1469.839843 sec): 3 clusters Score: Raw -603675.949649 + Penalty 2796.333983 = -600879.615666 nChanged 114 SP:Iteration 84Q (1469.859780 sec): 3 clusters Score: Raw -603972.580563 + Penalty 2796.333983 = -601176.246579 nChanged 76 SP:Iteration 85Q (1469.879492 sec): 3 clusters Score: Raw -604238.362818 + Penalty 2796.333983 = -601442.028835 nChanged 35 SP:Iteration 86Q (1469.898619 sec): 3 clusters Score: Raw -604345.454189 + Penalty 2796.333983 = -601549.120206 nChanged 11 SP:Iteration 87Q (1469.917255 sec): 3 clusters Score: Raw -604408.870466 + Penalty 2796.333983 = -601612.536483 nChanged 7 SP:Iteration 88Q (1469.936036 sec): 3 clusters Score: Raw -604439.349549 + Penalty 2796.333983 = -601643.015566 nChanged 2 SP:Iteration 89Q (1469.955017 sec): 3 clusters Score: Raw -604441.471895 + Penalty 2796.333983 = -601645.137912 nChanged 0 SP:Iteration 90F (1469.975835 sec): 3 clusters Score: Raw -604538.101411 + Penalty 2796.333983 = -601741.767428 nChanged 17 SP:Iteration 91Q (1469.994602 sec): 3 clusters Score: Raw -604843.826582 + Penalty 2796.333983 = -602047.492599 nChanged 12 SP:Iteration 92Q (1470.013372 sec): 3 clusters Score: Raw -605289.398134 + Penalty 2796.333983 = -602493.064151 nChanged 3 SP:Iteration 93Q (1470.032147 sec): 3 clusters Score: Raw -605362.903815 + Penalty 2796.333983 = -602566.569831 nChanged 0 SP:Iteration 94F (1470.053326 sec): 3 clusters Score: Raw -605362.903815 + Penalty 2796.333983 = -602566.569831 nChanged 0 Score: Raw -82224810.684560 + Penalty 72524.451229 = -82152286.233331 Splitting cluster 15 changes total score from -82149834.237111 to -82152286.233331 So it's getting split into cluster 33. Trying to split cluster 16 (13984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.457987 sec): 2 clusters Score: Raw -1496268.214384 + Penalty 1551.171228 = -1494717.043155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1484.492111 sec): 3 clusters Score: Raw -1488151.410649 + Penalty 3102.342457 = -1485049.068192 nChanged 6208 SP:Iteration 1F (1484.525029 sec): 3 clusters Score: Raw -1491498.907667 + Penalty 3102.342457 = -1488396.565210 nChanged 780 SP:Iteration 2F (1484.557956 sec): 3 clusters Score: Raw -1491820.799764 + Penalty 3102.342457 = -1488718.457307 nChanged 692 SP:Iteration 3Q (1484.591191 sec): 3 clusters Score: Raw -1492172.209804 + Penalty 3102.342457 = -1489069.867347 nChanged 700 SP:Iteration 4F (1484.624017 sec): 3 clusters Score: Raw -1492564.864435 + Penalty 3102.342457 = -1489462.521979 nChanged 671 SP:Iteration 5Q (1484.657350 sec): 3 clusters Score: Raw -1492948.957481 + Penalty 3102.342457 = -1489846.615024 nChanged 711 SP:Iteration 6F (1484.690194 sec): 3 clusters Score: Raw -1493348.282544 + Penalty 3102.342457 = -1490245.940088 nChanged 671 SP:Iteration 7Q (1484.723129 sec): 3 clusters Score: Raw -1493763.679636 + Penalty 3102.342457 = -1490661.337179 nChanged 680 SP:Iteration 8Q (1484.755929 sec): 3 clusters Score: Raw -1494192.922690 + Penalty 3102.342457 = -1491090.580233 nChanged 645 SP:Iteration 9Q (1484.788621 sec): 3 clusters Score: Raw -1494649.849729 + Penalty 3102.342457 = -1491547.507272 nChanged 623 SP:Iteration 10Q (1484.821175 sec): 3 clusters Score: Raw -1495112.422750 + Penalty 3102.342457 = -1492010.080293 nChanged 552 SP:Iteration 11Q (1484.853300 sec): 3 clusters Score: Raw -1495469.997917 + Penalty 3102.342457 = -1492367.655460 nChanged 425 SP:Iteration 12Q (1484.885026 sec): 3 clusters Score: Raw -1495737.955664 + Penalty 3102.342457 = -1492635.613207 nChanged 354 SP:Iteration 13Q (1484.916286 sec): 3 clusters Score: Raw -1495948.789147 + Penalty 3102.342457 = -1492846.446690 nChanged 285 SP:Iteration 14Q (1484.947113 sec): 3 clusters Score: Raw -1496132.462862 + Penalty 3102.342457 = -1493030.120405 nChanged 262 SP:Iteration 15Q (1484.977763 sec): 3 clusters Score: Raw -1496297.647513 + Penalty 3102.342457 = -1493195.305056 nChanged 224 SP:Iteration 16Q (1485.007996 sec): 3 clusters Score: Raw -1496422.461576 + Penalty 3102.342457 = -1493320.119119 nChanged 212 SP:Iteration 17Q (1485.038131 sec): 3 clusters Score: Raw -1496541.685847 + Penalty 3102.342457 = -1493439.343391 nChanged 176 SP:Iteration 18Q (1485.067922 sec): 3 clusters Score: Raw -1496639.234360 + Penalty 3102.342457 = -1493536.891903 nChanged 153 SP:Iteration 19Q (1485.097722 sec): 3 clusters Score: Raw -1496719.428160 + Penalty 3102.342457 = -1493617.085703 nChanged 127 SP:Iteration 20F (1485.130504 sec): 3 clusters Score: Raw -1496792.908292 + Penalty 3102.342457 = -1493690.565836 nChanged 121 SP:Iteration 21Q (1485.160854 sec): 3 clusters Score: Raw -1496857.420439 + Penalty 3102.342457 = -1493755.077982 nChanged 94 SP:Iteration 22Q (1485.190097 sec): 3 clusters Score: Raw -1496900.088149 + Penalty 3102.342457 = -1493797.745692 nChanged 70 SP:Iteration 23Q (1485.219154 sec): 3 clusters Score: Raw -1496927.430277 + Penalty 3102.342457 = -1493825.087821 nChanged 55 SP:Iteration 24Q (1485.248202 sec): 3 clusters Score: Raw -1496949.178638 + Penalty 3102.342457 = -1493846.836181 nChanged 54 SP:Iteration 25Q (1485.277164 sec): 3 clusters Score: Raw -1496969.827563 + Penalty 3102.342457 = -1493867.485106 nChanged 52 SP:Iteration 26Q (1485.329582 sec): 3 clusters Score: Raw -1496990.266371 + Penalty 3102.342457 = -1493887.923914 nChanged 52 SP:Iteration 27Q (1485.358437 sec): 3 clusters Score: Raw -1497015.238453 + Penalty 3102.342457 = -1493912.895996 nChanged 53 SP:Iteration 28Q (1485.387190 sec): 3 clusters Score: Raw -1497041.662211 + Penalty 3102.342457 = -1493939.319754 nChanged 39 SP:Iteration 29Q (1485.416213 sec): 3 clusters Score: Raw -1497059.653669 + Penalty 3102.342457 = -1493957.311212 nChanged 40 SP:Iteration 30Q (1485.444735 sec): 3 clusters Score: Raw -1497083.415564 + Penalty 3102.342457 = -1493981.073107 nChanged 52 SP:Iteration 31Q (1485.473466 sec): 3 clusters Score: Raw -1497108.668609 + Penalty 3102.342457 = -1494006.326153 nChanged 38 SP:Iteration 32Q (1485.501868 sec): 3 clusters Score: Raw -1497125.432566 + Penalty 3102.342457 = -1494023.090109 nChanged 36 SP:Iteration 33Q (1485.530559 sec): 3 clusters Score: Raw -1497142.812187 + Penalty 3102.342457 = -1494040.469730 nChanged 23 SP:Iteration 34Q (1485.559039 sec): 3 clusters Score: Raw -1497151.846186 + Penalty 3102.342457 = -1494049.503730 nChanged 12 SP:Iteration 35Q (1485.587584 sec): 3 clusters Score: Raw -1497156.603748 + Penalty 3102.342457 = -1494054.261291 nChanged 11 SP:Iteration 36Q (1485.615983 sec): 3 clusters Score: Raw -1497161.013921 + Penalty 3102.342457 = -1494058.671464 nChanged 7 SP:Iteration 37Q (1485.644380 sec): 3 clusters Score: Raw -1497163.633352 + Penalty 3102.342457 = -1494061.290896 nChanged 2 SP:Iteration 38Q (1485.672786 sec): 3 clusters Score: Raw -1497164.319453 + Penalty 3102.342457 = -1494061.976996 nChanged 2 SP:Iteration 39Q (1485.701099 sec): 3 clusters Score: Raw -1497164.672710 + Penalty 3102.342457 = -1494062.330253 nChanged 0 SP:Iteration 40F (1485.733852 sec): 3 clusters Score: Raw -1497165.319195 + Penalty 3102.342457 = -1494062.976738 nChanged 1 SP:Iteration 41Q (1485.762509 sec): 3 clusters Score: Raw -1497165.814618 + Penalty 3102.342457 = -1494063.472161 nChanged 1 SP:Iteration 42Q (1485.790883 sec): 3 clusters Score: Raw -1497166.051228 + Penalty 3102.342457 = -1494063.708771 nChanged 0 SP:Iteration 43F (1485.823683 sec): 3 clusters Score: Raw -1497166.051228 + Penalty 3102.342457 = -1494063.708771 nChanged 0 Trying to split cluster 17 (192427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1486.056598 sec): 2 clusters Score: Raw -21990712.885363 + Penalty 1977.214223 = -21988735.671140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1486.361974 sec): 3 clusters Score: Raw -21864023.344506 + Penalty 3954.428446 = -21860068.916060 nChanged 92800 SP:Iteration 1F (1486.663312 sec): 3 clusters Score: Raw -21919732.191824 + Penalty 3954.428446 = -21915777.763378 nChanged 8607 SP:Iteration 2Q (1486.986418 sec): 3 clusters Score: Raw -21923256.027932 + Penalty 3954.428446 = -21919301.599487 nChanged 10931 SP:Iteration 3F (1487.287650 sec): 3 clusters Score: Raw -21929192.680920 + Penalty 3954.428446 = -21925238.252474 nChanged 13597 SP:Iteration 4F (1487.588139 sec): 3 clusters Score: Raw -21938719.656181 + Penalty 3954.428446 = -21934765.227736 nChanged 15327 SP:Iteration 5F (1487.890279 sec): 3 clusters Score: Raw -21951795.270703 + Penalty 3954.428446 = -21947840.842258 nChanged 14558 SP:Iteration 6F (1488.191103 sec): 3 clusters Score: Raw -21965781.685195 + Penalty 3954.428446 = -21961827.256750 nChanged 10842 SP:Iteration 7F (1488.491114 sec): 3 clusters Score: Raw -21976057.582670 + Penalty 3954.428446 = -21972103.154224 nChanged 6801 SP:Iteration 8Q (1488.790596 sec): 3 clusters Score: Raw -21981750.284724 + Penalty 3954.428446 = -21977795.856279 nChanged 4187 SP:Iteration 9Q (1489.072998 sec): 3 clusters Score: Raw -21984681.262193 + Penalty 3954.428446 = -21980726.833747 nChanged 2905 SP:Iteration 10Q (1489.345896 sec): 3 clusters Score: Raw -21986419.617949 + Penalty 3954.428446 = -21982465.189504 nChanged 2169 SP:Iteration 11Q (1489.612172 sec): 3 clusters Score: Raw -21987561.434295 + Penalty 3954.428446 = -21983607.005850 nChanged 1738 SP:Iteration 12Q (1489.874124 sec): 3 clusters Score: Raw -21988387.154763 + Penalty 3954.428446 = -21984432.726317 nChanged 1425 SP:Iteration 13Q (1490.136262 sec): 3 clusters Score: Raw -21989046.980020 + Penalty 3954.428446 = -21985092.551575 nChanged 1142 SP:Iteration 14Q (1490.389527 sec): 3 clusters Score: Raw -21989564.076210 + Penalty 3954.428446 = -21985609.647764 nChanged 919 SP:Iteration 15Q (1490.640583 sec): 3 clusters Score: Raw -21989946.496935 + Penalty 3954.428446 = -21985992.068490 nChanged 731 SP:Iteration 16Q (1490.890137 sec): 3 clusters Score: Raw -21990252.891230 + Penalty 3954.428446 = -21986298.462784 nChanged 600 SP:Iteration 17Q (1491.159531 sec): 3 clusters Score: Raw -21990504.421264 + Penalty 3954.428446 = -21986549.992818 nChanged 447 SP:Iteration 18Q (1491.406284 sec): 3 clusters Score: Raw -21990674.490615 + Penalty 3954.428446 = -21986720.062170 nChanged 356 SP:Iteration 19Q (1491.651913 sec): 3 clusters Score: Raw -21990806.543215 + Penalty 3954.428446 = -21986852.114769 nChanged 269 SP:Iteration 20F (1491.949587 sec): 3 clusters Score: Raw -21990905.020224 + Penalty 3954.428446 = -21986950.591779 nChanged 230 SP:Iteration 21Q (1492.193795 sec): 3 clusters Score: Raw -21990991.839526 + Penalty 3954.428446 = -21987037.411081 nChanged 185 SP:Iteration 22Q (1492.436209 sec): 3 clusters Score: Raw -21991062.996251 + Penalty 3954.428446 = -21987108.567806 nChanged 174 SP:Iteration 23Q (1492.679843 sec): 3 clusters Score: Raw -21991128.114724 + Penalty 3954.428446 = -21987173.686278 nChanged 136 SP:Iteration 24Q (1492.923109 sec): 3 clusters Score: Raw -21991180.267487 + Penalty 3954.428446 = -21987225.839042 nChanged 99 SP:Iteration 25Q (1493.166962 sec): 3 clusters Score: Raw -21991211.150560 + Penalty 3954.428446 = -21987256.722115 nChanged 80 SP:Iteration 26Q (1493.410319 sec): 3 clusters Score: Raw -21991234.017552 + Penalty 3954.428446 = -21987279.589106 nChanged 63 SP:Iteration 27Q (1493.652641 sec): 3 clusters Score: Raw -21991248.269495 + Penalty 3954.428446 = -21987293.841050 nChanged 44 SP:Iteration 28Q (1493.897869 sec): 3 clusters Score: Raw -21991258.590872 + Penalty 3954.428446 = -21987304.162426 nChanged 36 SP:Iteration 29Q (1494.141296 sec): 3 clusters Score: Raw -21991267.960917 + Penalty 3954.428446 = -21987313.532472 nChanged 31 SP:Iteration 30Q (1494.384072 sec): 3 clusters Score: Raw -21991276.034748 + Penalty 3954.428446 = -21987321.606303 nChanged 33 SP:Iteration 31Q (1494.626819 sec): 3 clusters Score: Raw -21991282.859458 + Penalty 3954.428446 = -21987328.431012 nChanged 23 SP:Iteration 32Q (1494.870387 sec): 3 clusters Score: Raw -21991287.036150 + Penalty 3954.428446 = -21987332.607704 nChanged 18 SP:Iteration 33Q (1495.112539 sec): 3 clusters Score: Raw -21991289.836720 + Penalty 3954.428446 = -21987335.408275 nChanged 13 SP:Iteration 34Q (1495.354758 sec): 3 clusters Score: Raw -21991292.260730 + Penalty 3954.428446 = -21987337.832285 nChanged 21 SP:Iteration 35Q (1495.597356 sec): 3 clusters Score: Raw -21991296.550049 + Penalty 3954.428446 = -21987342.121604 nChanged 18 SP:Iteration 36Q (1495.840340 sec): 3 clusters Score: Raw -21991299.333775 + Penalty 3954.428446 = -21987344.905330 nChanged 10 SP:Iteration 37Q (1496.082758 sec): 3 clusters Score: Raw -21991300.687993 + Penalty 3954.428446 = -21987346.259548 nChanged 7 SP:Iteration 38Q (1496.324380 sec): 3 clusters Score: Raw -21991301.766365 + Penalty 3954.428446 = -21987347.337919 nChanged 5 SP:Iteration 39Q (1496.567082 sec): 3 clusters Score: Raw -21991302.617666 + Penalty 3954.428446 = -21987348.189221 nChanged 5 SP:Iteration 40F (1496.865584 sec): 3 clusters Score: Raw -21991303.480789 + Penalty 3954.428446 = -21987349.052344 nChanged 5 SP:Iteration 41Q (1497.108481 sec): 3 clusters Score: Raw -21991304.596665 + Penalty 3954.428446 = -21987350.168220 nChanged 7 SP:Iteration 42Q (1497.364870 sec): 3 clusters Score: Raw -21991306.084657 + Penalty 3954.428446 = -21987351.656212 nChanged 9 SP:Iteration 43Q (1497.607303 sec): 3 clusters Score: Raw -21991307.930062 + Penalty 3954.428446 = -21987353.501616 nChanged 6 SP:Iteration 44Q (1497.849704 sec): 3 clusters Score: Raw -21991309.338194 + Penalty 3954.428446 = -21987354.909749 nChanged 7 SP:Iteration 45Q (1498.092007 sec): 3 clusters Score: Raw -21991310.015521 + Penalty 3954.428446 = -21987355.587076 nChanged 4 SP:Iteration 46Q (1498.334617 sec): 3 clusters Score: Raw -21991310.762961 + Penalty 3954.428446 = -21987356.334516 nChanged 4 SP:Iteration 47Q (1498.578322 sec): 3 clusters Score: Raw -21991311.319422 + Penalty 3954.428446 = -21987356.890976 nChanged 3 SP:Iteration 48Q (1498.823679 sec): 3 clusters Score: Raw -21991311.695099 + Penalty 3954.428446 = -21987357.266653 nChanged 1 SP:Iteration 49Q (1499.070130 sec): 3 clusters Score: Raw -21991311.762511 + Penalty 3954.428446 = -21987357.334065 nChanged 0 SP:Iteration 50F (1499.369246 sec): 3 clusters Score: Raw -21991311.762511 + Penalty 3954.428446 = -21987357.334065 nChanged 0 Trying to split cluster 18 (75020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1499.476132 sec): 2 clusters Score: Raw -8290841.308139 + Penalty 1824.145379 = -8289017.162760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1499.607577 sec): 3 clusters Score: Raw -8242466.769778 + Penalty 3648.290758 = -8238818.479021 nChanged 35599 SP:Iteration 1F (1499.737283 sec): 3 clusters Score: Raw -8263040.627957 + Penalty 3648.290758 = -8259392.337200 nChanged 2532 SP:Iteration 2Q (1499.874872 sec): 3 clusters Score: Raw -8263709.050874 + Penalty 3648.290758 = -8260060.760116 nChanged 2775 SP:Iteration 3Q (1500.012133 sec): 3 clusters Score: Raw -8264679.727407 + Penalty 3648.290758 = -8261031.436649 nChanged 3517 SP:Iteration 4Q (1500.149656 sec): 3 clusters Score: Raw -8266239.695855 + Penalty 3648.290758 = -8262591.405098 nChanged 4601 SP:Iteration 5F (1500.279246 sec): 3 clusters Score: Raw -8268930.581410 + Penalty 3648.290758 = -8265282.290652 nChanged 5877 SP:Iteration 6F (1500.409141 sec): 3 clusters Score: Raw -8273302.569096 + Penalty 3648.290758 = -8269654.278338 nChanged 6589 SP:Iteration 7F (1500.539016 sec): 3 clusters Score: Raw -8279228.968128 + Penalty 3648.290758 = -8275580.677371 nChanged 5856 SP:Iteration 8F (1500.669359 sec): 3 clusters Score: Raw -8284937.065413 + Penalty 3648.290758 = -8281288.774655 nChanged 3723 SP:Iteration 9Q (1500.803496 sec): 3 clusters Score: Raw -8288522.998461 + Penalty 3648.290758 = -8284874.707703 nChanged 1763 SP:Iteration 10Q (1500.929523 sec): 3 clusters Score: Raw -8290093.373122 + Penalty 3648.290758 = -8286445.082365 nChanged 644 SP:Iteration 11Q (1501.044363 sec): 3 clusters Score: Raw -8290647.009277 + Penalty 3648.290758 = -8286998.718519 nChanged 238 SP:Iteration 12Q (1501.150096 sec): 3 clusters Score: Raw -8290857.731778 + Penalty 3648.290758 = -8287209.441021 nChanged 81 SP:Iteration 13Q (1501.250765 sec): 3 clusters Score: Raw -8290937.964752 + Penalty 3648.290758 = -8287289.673995 nChanged 38 SP:Iteration 14Q (1501.349067 sec): 3 clusters Score: Raw -8290983.648337 + Penalty 3648.290758 = -8287335.357580 nChanged 22 SP:Iteration 15Q (1501.446615 sec): 3 clusters Score: Raw -8291008.611851 + Penalty 3648.290758 = -8287360.321093 nChanged 16 SP:Iteration 16Q (1501.543349 sec): 3 clusters Score: Raw -8291027.634368 + Penalty 3648.290758 = -8287379.343610 nChanged 7 SP:Iteration 17Q (1501.640056 sec): 3 clusters Score: Raw -8291035.351103 + Penalty 3648.290758 = -8287387.060345 nChanged 2 SP:Iteration 18Q (1501.736562 sec): 3 clusters Score: Raw -8291038.934599 + Penalty 3648.290758 = -8287390.643841 nChanged 6 SP:Iteration 19Q (1501.834659 sec): 3 clusters Score: Raw -8291044.623839 + Penalty 3648.290758 = -8287396.333081 nChanged 3 SP:Iteration 20F (1501.964235 sec): 3 clusters Score: Raw -8291046.615703 + Penalty 3648.290758 = -8287398.324946 nChanged 2 SP:Iteration 21Q (1502.062327 sec): 3 clusters Score: Raw -8291047.497913 + Penalty 3648.290758 = -8287399.207155 nChanged 1 SP:Iteration 22Q (1502.160979 sec): 3 clusters Score: Raw -8291047.886023 + Penalty 3648.290758 = -8287399.595265 nChanged 1 SP:Iteration 23Q (1502.258981 sec): 3 clusters Score: Raw -8291048.510932 + Penalty 3648.290758 = -8287400.220175 nChanged 1 SP:Iteration 24Q (1502.356509 sec): 3 clusters Score: Raw -8291049.678886 + Penalty 3648.290758 = -8287401.388129 nChanged 1 SP:Iteration 25Q (1502.453840 sec): 3 clusters Score: Raw -8291050.153540 + Penalty 3648.290758 = -8287401.862783 nChanged 0 SP:Iteration 26F (1502.582959 sec): 3 clusters Score: Raw -8291050.153540 + Penalty 3648.290758 = -8287401.862783 nChanged 0 Trying to split cluster 19 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1502.590511 sec): 2 clusters Score: Raw -155786.308280 + Penalty 1183.448692 = -154602.859588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1502.598659 sec): 3 clusters Score: Raw -155249.924896 + Penalty 2366.897383 = -152883.027513 nChanged 458 SP:Iteration 1F (1502.606112 sec): 3 clusters Score: Raw -155615.185867 + Penalty 2366.897383 = -153248.288484 nChanged 103 SP:Iteration 2F (1502.613682 sec): 3 clusters Score: Raw -155714.047681 + Penalty 2366.897383 = -153347.150298 nChanged 75 SP:Iteration 3F (1502.621136 sec): 3 clusters Score: Raw -155778.598861 + Penalty 2366.897383 = -153411.701478 nChanged 39 SP:Iteration 4Q (1502.628664 sec): 3 clusters Score: Raw -155806.625386 + Penalty 2366.897383 = -153439.728002 nChanged 28 SP:Iteration 5Q (1502.636191 sec): 3 clusters Score: Raw -155825.562177 + Penalty 2366.897383 = -153458.664794 nChanged 13 SP:Iteration 6Q (1502.643651 sec): 3 clusters Score: Raw -155834.429293 + Penalty 2366.897383 = -153467.531910 nChanged 7 SP:Iteration 7Q (1502.651086 sec): 3 clusters Score: Raw -155839.818889 + Penalty 2366.897383 = -153472.921506 nChanged 7 SP:Iteration 8Q (1502.658554 sec): 3 clusters Score: Raw -155843.987991 + Penalty 2366.897383 = -153477.090608 nChanged 5 SP:Iteration 9Q (1502.665982 sec): 3 clusters Score: Raw -155845.764947 + Penalty 2366.897383 = -153478.867563 nChanged 5 SP:Iteration 10Q (1502.673426 sec): 3 clusters Score: Raw -155847.267544 + Penalty 2366.897383 = -153480.370161 nChanged 1 SP:Iteration 11Q (1502.680925 sec): 3 clusters Score: Raw -155847.568968 + Penalty 2366.897383 = -153480.671585 nChanged 0 SP:Iteration 12F (1502.688389 sec): 3 clusters Score: Raw -155847.568968 + Penalty 2366.897383 = -153480.671585 nChanged 0 Trying to split cluster 20 (14192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1502.719811 sec): 2 clusters Score: Raw -1529165.190755 + Penalty 1553.570477 = -1527611.620278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1502.755730 sec): 3 clusters Score: Raw -1520818.169255 + Penalty 3107.140954 = -1517711.028301 nChanged 6304 SP:Iteration 1F (1502.790445 sec): 3 clusters Score: Raw -1524460.008127 + Penalty 3107.140954 = -1521352.867173 nChanged 992 SP:Iteration 2F (1502.825287 sec): 3 clusters Score: Raw -1525043.039018 + Penalty 3107.140954 = -1521935.898064 nChanged 912 SP:Iteration 3F (1502.860188 sec): 3 clusters Score: Raw -1525580.259678 + Penalty 3107.140954 = -1522473.118724 nChanged 801 SP:Iteration 4F (1502.894639 sec): 3 clusters Score: Raw -1526041.498027 + Penalty 3107.140954 = -1522934.357073 nChanged 790 SP:Iteration 5F (1502.929491 sec): 3 clusters Score: Raw -1526491.962776 + Penalty 3107.140954 = -1523384.821822 nChanged 766 SP:Iteration 6F (1502.964263 sec): 3 clusters Score: Raw -1526925.633318 + Penalty 3107.140954 = -1523818.492364 nChanged 646 SP:Iteration 7Q (1502.999072 sec): 3 clusters Score: Raw -1527262.418242 + Penalty 3107.140954 = -1524155.277288 nChanged 562 SP:Iteration 8Q (1503.033878 sec): 3 clusters Score: Raw -1527543.795941 + Penalty 3107.140954 = -1524436.654987 nChanged 487 SP:Iteration 9Q (1503.068712 sec): 3 clusters Score: Raw -1527753.463998 + Penalty 3107.140954 = -1524646.323044 nChanged 400 SP:Iteration 10Q (1503.103420 sec): 3 clusters Score: Raw -1527917.013626 + Penalty 3107.140954 = -1524809.872672 nChanged 371 SP:Iteration 11Q (1503.140878 sec): 3 clusters Score: Raw -1528051.334919 + Penalty 3107.140954 = -1524944.193965 nChanged 336 SP:Iteration 12Q (1503.175473 sec): 3 clusters Score: Raw -1528169.263840 + Penalty 3107.140954 = -1525062.122887 nChanged 307 SP:Iteration 13Q (1503.210064 sec): 3 clusters Score: Raw -1528279.456028 + Penalty 3107.140954 = -1525172.315074 nChanged 286 SP:Iteration 14Q (1503.244567 sec): 3 clusters Score: Raw -1528376.850732 + Penalty 3107.140954 = -1525269.709778 nChanged 272 SP:Iteration 15Q (1503.279068 sec): 3 clusters Score: Raw -1528459.014168 + Penalty 3107.140954 = -1525351.873214 nChanged 262 SP:Iteration 16Q (1503.313353 sec): 3 clusters Score: Raw -1528538.573215 + Penalty 3107.140954 = -1525431.432261 nChanged 247 SP:Iteration 17Q (1503.347426 sec): 3 clusters Score: Raw -1528608.356555 + Penalty 3107.140954 = -1525501.215601 nChanged 235 SP:Iteration 18Q (1503.381596 sec): 3 clusters Score: Raw -1528682.627899 + Penalty 3107.140954 = -1525575.486945 nChanged 270 SP:Iteration 19Q (1503.415704 sec): 3 clusters Score: Raw -1528771.656711 + Penalty 3107.140954 = -1525664.515757 nChanged 286 SP:Iteration 20F (1503.450462 sec): 3 clusters Score: Raw -1528870.617632 + Penalty 3107.140954 = -1525763.476678 nChanged 303 SP:Iteration 21Q (1503.484759 sec): 3 clusters Score: Raw -1528980.483816 + Penalty 3107.140954 = -1525873.342863 nChanged 297 SP:Iteration 22Q (1503.518410 sec): 3 clusters Score: Raw -1529084.477304 + Penalty 3107.140954 = -1525977.336350 nChanged 282 SP:Iteration 23Q (1503.552027 sec): 3 clusters Score: Raw -1529182.167340 + Penalty 3107.140954 = -1526075.026386 nChanged 288 SP:Iteration 24Q (1503.585465 sec): 3 clusters Score: Raw -1529285.129138 + Penalty 3107.140954 = -1526177.988184 nChanged 276 SP:Iteration 25Q (1503.618803 sec): 3 clusters Score: Raw -1529382.809592 + Penalty 3107.140954 = -1526275.668638 nChanged 269 SP:Iteration 26Q (1503.651449 sec): 3 clusters Score: Raw -1529488.425161 + Penalty 3107.140954 = -1526381.284207 nChanged 235 SP:Iteration 27Q (1503.684852 sec): 3 clusters Score: Raw -1529574.040335 + Penalty 3107.140954 = -1526466.899381 nChanged 216 SP:Iteration 28Q (1503.717214 sec): 3 clusters Score: Raw -1529649.443844 + Penalty 3107.140954 = -1526542.302890 nChanged 189 SP:Iteration 29Q (1503.749310 sec): 3 clusters Score: Raw -1529707.345373 + Penalty 3107.140954 = -1526600.204419 nChanged 161 SP:Iteration 30Q (1503.781072 sec): 3 clusters Score: Raw -1529758.380787 + Penalty 3107.140954 = -1526651.239833 nChanged 132 SP:Iteration 31Q (1503.812902 sec): 3 clusters Score: Raw -1529798.343296 + Penalty 3107.140954 = -1526691.202342 nChanged 110 SP:Iteration 32Q (1503.844298 sec): 3 clusters Score: Raw -1529827.671794 + Penalty 3107.140954 = -1526720.530840 nChanged 90 SP:Iteration 33Q (1503.875575 sec): 3 clusters Score: Raw -1529852.630211 + Penalty 3107.140954 = -1526745.489257 nChanged 94 SP:Iteration 34Q (1503.907012 sec): 3 clusters Score: Raw -1529883.189814 + Penalty 3107.140954 = -1526776.048860 nChanged 76 SP:Iteration 35Q (1503.938010 sec): 3 clusters Score: Raw -1529905.072995 + Penalty 3107.140954 = -1526797.932041 nChanged 75 SP:Iteration 36Q (1503.968948 sec): 3 clusters Score: Raw -1529922.207094 + Penalty 3107.140954 = -1526815.066140 nChanged 54 SP:Iteration 37Q (1504.000161 sec): 3 clusters Score: Raw -1529935.976815 + Penalty 3107.140954 = -1526828.835861 nChanged 51 SP:Iteration 38Q (1504.031125 sec): 3 clusters Score: Raw -1529950.514225 + Penalty 3107.140954 = -1526843.373271 nChanged 52 SP:Iteration 39Q (1504.061888 sec): 3 clusters Score: Raw -1529962.772109 + Penalty 3107.140954 = -1526855.631155 nChanged 40 SP:Iteration 40F (1504.099472 sec): 3 clusters Score: Raw -1529970.818842 + Penalty 3107.140954 = -1526863.677888 nChanged 39 SP:Iteration 41Q (1504.130014 sec): 3 clusters Score: Raw -1529978.617386 + Penalty 3107.140954 = -1526871.476432 nChanged 29 SP:Iteration 42Q (1504.160445 sec): 3 clusters Score: Raw -1529984.650101 + Penalty 3107.140954 = -1526877.509147 nChanged 22 SP:Iteration 43Q (1504.191027 sec): 3 clusters Score: Raw -1529989.277908 + Penalty 3107.140954 = -1526882.136955 nChanged 14 SP:Iteration 44Q (1504.221350 sec): 3 clusters Score: Raw -1529991.960177 + Penalty 3107.140954 = -1526884.819223 nChanged 14 SP:Iteration 45Q (1504.251875 sec): 3 clusters Score: Raw -1529995.012833 + Penalty 3107.140954 = -1526887.871879 nChanged 10 SP:Iteration 46Q (1504.305482 sec): 3 clusters Score: Raw -1529997.478102 + Penalty 3107.140954 = -1526890.337148 nChanged 13 SP:Iteration 47Q (1504.335868 sec): 3 clusters Score: Raw -1529999.783035 + Penalty 3107.140954 = -1526892.642081 nChanged 10 SP:Iteration 48Q (1504.366115 sec): 3 clusters Score: Raw -1530001.268195 + Penalty 3107.140954 = -1526894.127241 nChanged 8 SP:Iteration 49Q (1504.396503 sec): 3 clusters Score: Raw -1530002.347627 + Penalty 3107.140954 = -1526895.206673 nChanged 8 SP:Iteration 50Q (1504.426951 sec): 3 clusters Score: Raw -1530003.612246 + Penalty 3107.140954 = -1526896.471292 nChanged 3 SP:Iteration 51Q (1504.457266 sec): 3 clusters Score: Raw -1530004.097465 + Penalty 3107.140954 = -1526896.956511 nChanged 5 SP:Iteration 52Q (1504.487770 sec): 3 clusters Score: Raw -1530005.007804 + Penalty 3107.140954 = -1526897.866850 nChanged 10 SP:Iteration 53Q (1504.518098 sec): 3 clusters Score: Raw -1530006.850622 + Penalty 3107.140954 = -1526899.709668 nChanged 12 SP:Iteration 54Q (1504.548516 sec): 3 clusters Score: Raw -1530008.517212 + Penalty 3107.140954 = -1526901.376258 nChanged 6 SP:Iteration 55Q (1504.578819 sec): 3 clusters Score: Raw -1530009.289145 + Penalty 3107.140954 = -1526902.148191 nChanged 3 SP:Iteration 56Q (1504.609172 sec): 3 clusters Score: Raw -1530009.709120 + Penalty 3107.140954 = -1526902.568166 nChanged 0 SP:Iteration 57F (1504.643945 sec): 3 clusters Score: Raw -1530009.709120 + Penalty 3107.140954 = -1526902.568166 nChanged 0 Trying to split cluster 21 (10242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1504.667720 sec): 2 clusters Score: Raw -1173958.252564 + Penalty 1500.565981 = -1172457.686583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1504.696571 sec): 3 clusters Score: Raw -1168138.171577 + Penalty 3001.131962 = -1165137.039614 nChanged 4426 SP:Iteration 1F (1504.724593 sec): 3 clusters Score: Raw -1170514.820057 + Penalty 3001.131962 = -1167513.688095 nChanged 617 SP:Iteration 2F (1504.752666 sec): 3 clusters Score: Raw -1170790.964521 + Penalty 3001.131962 = -1167789.832559 nChanged 515 SP:Iteration 3F (1504.780635 sec): 3 clusters Score: Raw -1171025.334318 + Penalty 3001.131962 = -1168024.202356 nChanged 515 SP:Iteration 4F (1504.808650 sec): 3 clusters Score: Raw -1171267.246112 + Penalty 3001.131962 = -1168266.114150 nChanged 475 SP:Iteration 5Q (1504.836887 sec): 3 clusters Score: Raw -1171472.312234 + Penalty 3001.131962 = -1168471.180272 nChanged 443 SP:Iteration 6Q (1504.865413 sec): 3 clusters Score: Raw -1171660.521692 + Penalty 3001.131962 = -1168659.389730 nChanged 417 SP:Iteration 7Q (1504.893608 sec): 3 clusters Score: Raw -1171856.370317 + Penalty 3001.131962 = -1168855.238355 nChanged 395 SP:Iteration 8Q (1504.921794 sec): 3 clusters Score: Raw -1172026.697471 + Penalty 3001.131962 = -1169025.565509 nChanged 374 SP:Iteration 9Q (1504.950047 sec): 3 clusters Score: Raw -1172185.606586 + Penalty 3001.131962 = -1169184.474624 nChanged 368 SP:Iteration 10Q (1504.978305 sec): 3 clusters Score: Raw -1172361.613769 + Penalty 3001.131962 = -1169360.481807 nChanged 334 SP:Iteration 11Q (1505.006403 sec): 3 clusters Score: Raw -1172546.871927 + Penalty 3001.131962 = -1169545.739965 nChanged 349 SP:Iteration 12Q (1505.034529 sec): 3 clusters Score: Raw -1172737.126106 + Penalty 3001.131962 = -1169735.994143 nChanged 331 SP:Iteration 13Q (1505.062620 sec): 3 clusters Score: Raw -1172931.484313 + Penalty 3001.131962 = -1169930.352350 nChanged 311 SP:Iteration 14Q (1505.090783 sec): 3 clusters Score: Raw -1173115.766224 + Penalty 3001.131962 = -1170114.634261 nChanged 261 SP:Iteration 15Q (1505.119208 sec): 3 clusters Score: Raw -1173286.034950 + Penalty 3001.131962 = -1170284.902987 nChanged 252 SP:Iteration 16Q (1505.147299 sec): 3 clusters Score: Raw -1173457.962231 + Penalty 3001.131962 = -1170456.830268 nChanged 243 SP:Iteration 17Q (1505.175062 sec): 3 clusters Score: Raw -1173623.587220 + Penalty 3001.131962 = -1170622.455258 nChanged 229 SP:Iteration 18Q (1505.202465 sec): 3 clusters Score: Raw -1173785.088953 + Penalty 3001.131962 = -1170783.956991 nChanged 203 SP:Iteration 19Q (1505.229686 sec): 3 clusters Score: Raw -1173912.917755 + Penalty 3001.131962 = -1170911.785793 nChanged 157 SP:Iteration 20F (1505.257826 sec): 3 clusters Score: Raw -1174015.213164 + Penalty 3001.131962 = -1171014.081201 nChanged 154 SP:Iteration 21Q (1505.284548 sec): 3 clusters Score: Raw -1174104.976095 + Penalty 3001.131962 = -1171103.844133 nChanged 115 SP:Iteration 22Q (1505.311198 sec): 3 clusters Score: Raw -1174163.657401 + Penalty 3001.131962 = -1171162.525438 nChanged 102 SP:Iteration 23Q (1505.337537 sec): 3 clusters Score: Raw -1174212.840949 + Penalty 3001.131962 = -1171211.708987 nChanged 90 SP:Iteration 24Q (1505.363990 sec): 3 clusters Score: Raw -1174248.917048 + Penalty 3001.131962 = -1171247.785086 nChanged 73 SP:Iteration 25Q (1505.390488 sec): 3 clusters Score: Raw -1174279.569081 + Penalty 3001.131962 = -1171278.437119 nChanged 63 SP:Iteration 26Q (1505.416707 sec): 3 clusters Score: Raw -1174303.487239 + Penalty 3001.131962 = -1171302.355277 nChanged 56 SP:Iteration 27Q (1505.442763 sec): 3 clusters Score: Raw -1174324.105204 + Penalty 3001.131962 = -1171322.973242 nChanged 46 SP:Iteration 28Q (1505.469182 sec): 3 clusters Score: Raw -1174345.954639 + Penalty 3001.131962 = -1171344.822677 nChanged 58 SP:Iteration 29Q (1505.495127 sec): 3 clusters Score: Raw -1174364.413371 + Penalty 3001.131962 = -1171363.281409 nChanged 50 SP:Iteration 30Q (1505.521251 sec): 3 clusters Score: Raw -1174377.994611 + Penalty 3001.131962 = -1171376.862649 nChanged 32 SP:Iteration 31Q (1505.547242 sec): 3 clusters Score: Raw -1174384.720133 + Penalty 3001.131962 = -1171383.588171 nChanged 21 SP:Iteration 32Q (1505.573345 sec): 3 clusters Score: Raw -1174387.672141 + Penalty 3001.131962 = -1171386.540179 nChanged 17 SP:Iteration 33Q (1505.599309 sec): 3 clusters Score: Raw -1174390.736617 + Penalty 3001.131962 = -1171389.604655 nChanged 11 SP:Iteration 34Q (1505.625384 sec): 3 clusters Score: Raw -1174392.548205 + Penalty 3001.131962 = -1171391.416243 nChanged 5 SP:Iteration 35Q (1505.655811 sec): 3 clusters Score: Raw -1174393.155457 + Penalty 3001.131962 = -1171392.023494 nChanged 4 SP:Iteration 36Q (1505.681851 sec): 3 clusters Score: Raw -1174394.190596 + Penalty 3001.131962 = -1171393.058633 nChanged 5 SP:Iteration 37Q (1505.707867 sec): 3 clusters Score: Raw -1174394.771804 + Penalty 3001.131962 = -1171393.639842 nChanged 4 SP:Iteration 38Q (1505.733902 sec): 3 clusters Score: Raw -1174395.442422 + Penalty 3001.131962 = -1171394.310460 nChanged 5 SP:Iteration 39Q (1505.760029 sec): 3 clusters Score: Raw -1174395.952267 + Penalty 3001.131962 = -1171394.820305 nChanged 3 SP:Iteration 40F (1505.788001 sec): 3 clusters Score: Raw -1174396.313500 + Penalty 3001.131962 = -1171395.181538 nChanged 5 SP:Iteration 41Q (1505.814327 sec): 3 clusters Score: Raw -1174397.193326 + Penalty 3001.131962 = -1171396.061363 nChanged 3 SP:Iteration 42Q (1505.840576 sec): 3 clusters Score: Raw -1174397.763468 + Penalty 3001.131962 = -1171396.631506 nChanged 1 SP:Iteration 43Q (1505.866876 sec): 3 clusters Score: Raw -1174397.925212 + Penalty 3001.131962 = -1171396.793250 nChanged 3 SP:Iteration 44Q (1505.892849 sec): 3 clusters Score: Raw -1174398.516128 + Penalty 3001.131962 = -1171397.384165 nChanged 5 SP:Iteration 45Q (1505.919175 sec): 3 clusters Score: Raw -1174399.258811 + Penalty 3001.131962 = -1171398.126848 nChanged 5 SP:Iteration 46Q (1505.945302 sec): 3 clusters Score: Raw -1174399.853952 + Penalty 3001.131962 = -1171398.721990 nChanged 2 SP:Iteration 47Q (1505.971631 sec): 3 clusters Score: Raw -1174400.191504 + Penalty 3001.131962 = -1171399.059542 nChanged 1 SP:Iteration 48Q (1505.997780 sec): 3 clusters Score: Raw -1174400.307374 + Penalty 3001.131962 = -1171399.175412 nChanged 2 SP:Iteration 49Q (1506.024505 sec): 3 clusters Score: Raw -1174401.094782 + Penalty 3001.131962 = -1171399.962820 nChanged 5 SP:Iteration 50Q (1506.050640 sec): 3 clusters Score: Raw -1174401.776599 + Penalty 3001.131962 = -1171400.644637 nChanged 5 SP:Iteration 51Q (1506.076835 sec): 3 clusters Score: Raw -1174402.893177 + Penalty 3001.131962 = -1171401.761214 nChanged 4 SP:Iteration 52Q (1506.103043 sec): 3 clusters Score: Raw -1174403.799532 + Penalty 3001.131962 = -1171402.667570 nChanged 6 SP:Iteration 53Q (1506.129184 sec): 3 clusters Score: Raw -1174404.402959 + Penalty 3001.131962 = -1171403.270997 nChanged 5 SP:Iteration 54Q (1506.155516 sec): 3 clusters Score: Raw -1174405.154401 + Penalty 3001.131962 = -1171404.022438 nChanged 4 SP:Iteration 55Q (1506.181709 sec): 3 clusters Score: Raw -1174405.495366 + Penalty 3001.131962 = -1171404.363404 nChanged 2 SP:Iteration 56Q (1506.207889 sec): 3 clusters Score: Raw -1174405.728816 + Penalty 3001.131962 = -1171404.596854 nChanged 3 SP:Iteration 57Q (1506.234045 sec): 3 clusters Score: Raw -1174406.214662 + Penalty 3001.131962 = -1171405.082700 nChanged 4 SP:Iteration 58Q (1506.260154 sec): 3 clusters Score: Raw -1174406.603369 + Penalty 3001.131962 = -1171405.471407 nChanged 2 SP:Iteration 59Q (1506.286384 sec): 3 clusters Score: Raw -1174406.993242 + Penalty 3001.131962 = -1171405.861279 nChanged 5 SP:Iteration 60F (1506.314356 sec): 3 clusters Score: Raw -1174407.862880 + Penalty 3001.131962 = -1171406.730918 nChanged 1 SP:Iteration 61Q (1506.340436 sec): 3 clusters Score: Raw -1174407.932836 + Penalty 3001.131962 = -1171406.800874 nChanged 1 SP:Iteration 62Q (1506.366855 sec): 3 clusters Score: Raw -1174408.029696 + Penalty 3001.131962 = -1171406.897734 nChanged 3 SP:Iteration 63Q (1506.393120 sec): 3 clusters Score: Raw -1174408.374612 + Penalty 3001.131962 = -1171407.242649 nChanged 3 SP:Iteration 64Q (1506.419338 sec): 3 clusters Score: Raw -1174408.974315 + Penalty 3001.131962 = -1171407.842353 nChanged 9 SP:Iteration 65Q (1506.445482 sec): 3 clusters Score: Raw -1174410.270043 + Penalty 3001.131962 = -1171409.138081 nChanged 5 SP:Iteration 66Q (1506.471680 sec): 3 clusters Score: Raw -1174411.018879 + Penalty 3001.131962 = -1171409.886917 nChanged 5 SP:Iteration 67Q (1506.498085 sec): 3 clusters Score: Raw -1174411.591541 + Penalty 3001.131962 = -1171410.459579 nChanged 2 SP:Iteration 68Q (1506.524309 sec): 3 clusters Score: Raw -1174411.778232 + Penalty 3001.131962 = -1171410.646270 nChanged 0 SP:Iteration 69F (1506.552272 sec): 3 clusters Score: Raw -1174411.778232 + Penalty 3001.131962 = -1171410.646270 nChanged 0 Trying to split cluster 22 (7102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.572798 sec): 2 clusters Score: Raw -723278.999209 + Penalty 1441.071403 = -721837.927805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.597563 sec): 3 clusters Score: Raw -719508.261386 + Penalty 2882.142807 = -716626.118579 nChanged 2934 SP:Iteration 1F (1506.621161 sec): 3 clusters Score: Raw -721157.253974 + Penalty 2882.142807 = -718275.111167 nChanged 478 SP:Iteration 2F (1506.645148 sec): 3 clusters Score: Raw -721430.175312 + Penalty 2882.142807 = -718548.032505 nChanged 409 SP:Iteration 3F (1506.669070 sec): 3 clusters Score: Raw -721680.704800 + Penalty 2882.142807 = -718798.561993 nChanged 410 SP:Iteration 4F (1506.692896 sec): 3 clusters Score: Raw -721963.717717 + Penalty 2882.142807 = -719081.574910 nChanged 407 SP:Iteration 5F (1506.716773 sec): 3 clusters Score: Raw -722285.015819 + Penalty 2882.142807 = -719402.873012 nChanged 448 SP:Iteration 6F (1506.740521 sec): 3 clusters Score: Raw -722617.722965 + Penalty 2882.142807 = -719735.580158 nChanged 390 SP:Iteration 7F (1506.764560 sec): 3 clusters Score: Raw -722925.488969 + Penalty 2882.142807 = -720043.346162 nChanged 390 SP:Iteration 8F (1506.788193 sec): 3 clusters Score: Raw -723236.056298 + Penalty 2882.142807 = -720353.913491 nChanged 323 SP:Iteration 9Q (1506.811737 sec): 3 clusters Score: Raw -723493.387984 + Penalty 2882.142807 = -720611.245177 nChanged 255 SP:Iteration 10Q (1506.835394 sec): 3 clusters Score: Raw -723703.180444 + Penalty 2882.142807 = -720821.037637 nChanged 203 SP:Iteration 11Q (1506.859274 sec): 3 clusters Score: Raw -723873.334968 + Penalty 2882.142807 = -720991.192162 nChanged 155 SP:Iteration 12Q (1506.882909 sec): 3 clusters Score: Raw -723993.689304 + Penalty 2882.142807 = -721111.546497 nChanged 107 SP:Iteration 13Q (1506.906492 sec): 3 clusters Score: Raw -724066.910704 + Penalty 2882.142807 = -721184.767897 nChanged 73 SP:Iteration 14Q (1506.929902 sec): 3 clusters Score: Raw -724102.333628 + Penalty 2882.142807 = -721220.190821 nChanged 43 SP:Iteration 15Q (1506.952524 sec): 3 clusters Score: Raw -724122.858110 + Penalty 2882.142807 = -721240.715303 nChanged 28 SP:Iteration 16Q (1506.975973 sec): 3 clusters Score: Raw -724132.706058 + Penalty 2882.142807 = -721250.563251 nChanged 14 SP:Iteration 17Q (1506.999434 sec): 3 clusters Score: Raw -724137.137004 + Penalty 2882.142807 = -721254.994198 nChanged 8 SP:Iteration 18Q (1507.022752 sec): 3 clusters Score: Raw -724139.965187 + Penalty 2882.142807 = -721257.822380 nChanged 8 SP:Iteration 19Q (1507.046219 sec): 3 clusters Score: Raw -724142.110931 + Penalty 2882.142807 = -721259.968124 nChanged 3 SP:Iteration 20F (1507.070027 sec): 3 clusters Score: Raw -724162.075776 + Penalty 2882.142807 = -721279.932969 nChanged 8 SP:Iteration 21Q (1507.093403 sec): 3 clusters Score: Raw -724172.964891 + Penalty 2882.142807 = -721290.822084 nChanged 15 SP:Iteration 22Q (1507.117084 sec): 3 clusters Score: Raw -724178.961227 + Penalty 2882.142807 = -721296.818421 nChanged 14 SP:Iteration 23Q (1507.140603 sec): 3 clusters Score: Raw -724183.730199 + Penalty 2882.142807 = -721301.587392 nChanged 11 SP:Iteration 24Q (1507.164089 sec): 3 clusters Score: Raw -724189.090342 + Penalty 2882.142807 = -721306.947535 nChanged 9 SP:Iteration 25Q (1507.223730 sec): 3 clusters Score: Raw -724192.381009 + Penalty 2882.142807 = -721310.238202 nChanged 6 SP:Iteration 26Q (1507.276960 sec): 3 clusters Score: Raw -724194.202417 + Penalty 2882.142807 = -721312.059610 nChanged 5 SP:Iteration 27Q (1507.300285 sec): 3 clusters Score: Raw -724197.125439 + Penalty 2882.142807 = -721314.982632 nChanged 7 SP:Iteration 28Q (1507.323660 sec): 3 clusters Score: Raw -724199.745214 + Penalty 2882.142807 = -721317.602408 nChanged 3 SP:Iteration 29Q (1507.347139 sec): 3 clusters Score: Raw -724200.806866 + Penalty 2882.142807 = -721318.664059 nChanged 1 SP:Iteration 30Q (1507.370555 sec): 3 clusters Score: Raw -724201.091533 + Penalty 2882.142807 = -721318.948726 nChanged 2 SP:Iteration 31Q (1507.393985 sec): 3 clusters Score: Raw -724201.576785 + Penalty 2882.142807 = -721319.433978 nChanged 2 SP:Iteration 32Q (1507.454159 sec): 3 clusters Score: Raw -724202.024962 + Penalty 2882.142807 = -721319.882155 nChanged 1 SP:Iteration 33Q (1507.504372 sec): 3 clusters Score: Raw -724202.268551 + Penalty 2882.142807 = -721320.125744 nChanged 0 SP:Iteration 34F (1507.532381 sec): 3 clusters Score: Raw -724202.268551 + Penalty 2882.142807 = -721320.125744 nChanged 0 Trying to split cluster 23 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1507.545256 sec): 2 clusters Score: Raw -10581.133427 + Penalty 771.051471 = -9810.081956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.546678 sec): 3 clusters Score: Raw -10723.139308 + Penalty 1542.102942 = -9181.036366 nChanged 6 SP:Iteration 1F (1507.547927 sec): 3 clusters Score: Raw -10753.828509 + Penalty 1542.102942 = -9211.725568 nChanged 1 SP:Iteration 2Q (1507.549113 sec): 3 clusters Score: Raw -10761.870611 + Penalty 1542.102942 = -9219.767669 nChanged 1 SP:Iteration 3Q (1507.550300 sec): 3 clusters Score: Raw -10765.284689 + Penalty 1542.102942 = -9223.181747 nChanged 0 SP:Iteration 4F (1507.551645 sec): 3 clusters Score: Raw -10765.284689 + Penalty 1542.102942 = -9223.181747 nChanged 0 Trying to split cluster 24 (27369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1507.597319 sec): 2 clusters Score: Raw -3092016.378788 + Penalty 1660.289518 = -3090356.089270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.679293 sec): 3 clusters Score: Raw -3075173.886227 + Penalty 3320.579036 = -3071853.307191 nChanged 12595 SP:Iteration 1F (1507.740030 sec): 3 clusters Score: Raw -3082161.984958 + Penalty 3320.579036 = -3078841.405922 nChanged 1319 SP:Iteration 2Q (1507.823255 sec): 3 clusters Score: Raw -3082688.347290 + Penalty 3320.579036 = -3079367.768254 nChanged 1354 SP:Iteration 3Q (1507.875365 sec): 3 clusters Score: Raw -3083277.919903 + Penalty 3320.579036 = -3079957.340867 nChanged 1363 SP:Iteration 4Q (1507.929248 sec): 3 clusters Score: Raw -3083882.036697 + Penalty 3320.579036 = -3080561.457661 nChanged 1373 SP:Iteration 5F (1508.000968 sec): 3 clusters Score: Raw -3084520.772650 + Penalty 3320.579036 = -3081200.193614 nChanged 1342 SP:Iteration 6Q (1508.092872 sec): 3 clusters Score: Raw -3085207.621091 + Penalty 3320.579036 = -3081887.042055 nChanged 1370 SP:Iteration 7F (1508.166933 sec): 3 clusters Score: Raw -3086012.730006 + Penalty 3320.579036 = -3082692.150970 nChanged 1386 SP:Iteration 8F (1508.257055 sec): 3 clusters Score: Raw -3086885.845078 + Penalty 3320.579036 = -3083565.266042 nChanged 1336 SP:Iteration 9Q (1508.309128 sec): 3 clusters Score: Raw -3087785.223070 + Penalty 3320.579036 = -3084464.644034 nChanged 1242 SP:Iteration 10Q (1508.362499 sec): 3 clusters Score: Raw -3088661.148361 + Penalty 3320.579036 = -3085340.569325 nChanged 1046 SP:Iteration 11Q (1508.412867 sec): 3 clusters Score: Raw -3089398.534605 + Penalty 3320.579036 = -3086077.955568 nChanged 968 SP:Iteration 12Q (1508.462862 sec): 3 clusters Score: Raw -3090080.868309 + Penalty 3320.579036 = -3086760.289273 nChanged 786 SP:Iteration 13Q (1508.511612 sec): 3 clusters Score: Raw -3090609.087481 + Penalty 3320.579036 = -3087288.508445 nChanged 600 SP:Iteration 14Q (1508.559770 sec): 3 clusters Score: Raw -3090977.527598 + Penalty 3320.579036 = -3087656.948561 nChanged 521 SP:Iteration 15Q (1508.607257 sec): 3 clusters Score: Raw -3091274.904314 + Penalty 3320.579036 = -3087954.325278 nChanged 417 SP:Iteration 16Q (1508.654199 sec): 3 clusters Score: Raw -3091512.798139 + Penalty 3320.579036 = -3088192.219102 nChanged 343 SP:Iteration 17Q (1508.700600 sec): 3 clusters Score: Raw -3091699.986443 + Penalty 3320.579036 = -3088379.407407 nChanged 275 SP:Iteration 18Q (1508.746623 sec): 3 clusters Score: Raw -3091843.845119 + Penalty 3320.579036 = -3088523.266082 nChanged 238 SP:Iteration 19Q (1508.792514 sec): 3 clusters Score: Raw -3091957.204254 + Penalty 3320.579036 = -3088636.625218 nChanged 204 SP:Iteration 20F (1508.844646 sec): 3 clusters Score: Raw -3092043.651729 + Penalty 3320.579036 = -3088723.072693 nChanged 150 SP:Iteration 21Q (1508.889990 sec): 3 clusters Score: Raw -3092108.223451 + Penalty 3320.579036 = -3088787.644415 nChanged 133 SP:Iteration 22Q (1508.935239 sec): 3 clusters Score: Raw -3092165.305903 + Penalty 3320.579036 = -3088844.726867 nChanged 106 SP:Iteration 23Q (1508.980317 sec): 3 clusters Score: Raw -3092220.806205 + Penalty 3320.579036 = -3088900.227169 nChanged 101 SP:Iteration 24Q (1509.024794 sec): 3 clusters Score: Raw -3092275.580638 + Penalty 3320.579036 = -3088955.001602 nChanged 81 SP:Iteration 25Q (1509.069291 sec): 3 clusters Score: Raw -3092320.721724 + Penalty 3320.579036 = -3089000.142688 nChanged 64 SP:Iteration 26Q (1509.114064 sec): 3 clusters Score: Raw -3092359.076496 + Penalty 3320.579036 = -3089038.497460 nChanged 56 SP:Iteration 27Q (1509.158671 sec): 3 clusters Score: Raw -3092391.255669 + Penalty 3320.579036 = -3089070.676633 nChanged 51 SP:Iteration 28Q (1509.202675 sec): 3 clusters Score: Raw -3092416.008182 + Penalty 3320.579036 = -3089095.429146 nChanged 48 SP:Iteration 29Q (1509.253381 sec): 3 clusters Score: Raw -3092435.020246 + Penalty 3320.579036 = -3089114.441210 nChanged 37 SP:Iteration 30Q (1509.297113 sec): 3 clusters Score: Raw -3092453.789541 + Penalty 3320.579036 = -3089133.210504 nChanged 35 SP:Iteration 31Q (1509.340883 sec): 3 clusters Score: Raw -3092478.162508 + Penalty 3320.579036 = -3089157.583471 nChanged 41 SP:Iteration 32Q (1509.384514 sec): 3 clusters Score: Raw -3092501.951421 + Penalty 3320.579036 = -3089181.372385 nChanged 33 SP:Iteration 33Q (1509.427888 sec): 3 clusters Score: Raw -3092516.292173 + Penalty 3320.579036 = -3089195.713137 nChanged 19 SP:Iteration 34Q (1509.471265 sec): 3 clusters Score: Raw -3092525.419349 + Penalty 3320.579036 = -3089204.840313 nChanged 20 SP:Iteration 35Q (1509.514966 sec): 3 clusters Score: Raw -3092534.460889 + Penalty 3320.579036 = -3089213.881853 nChanged 19 SP:Iteration 36Q (1509.558801 sec): 3 clusters Score: Raw -3092544.818380 + Penalty 3320.579036 = -3089224.239344 nChanged 14 SP:Iteration 37Q (1509.602110 sec): 3 clusters Score: Raw -3092552.031765 + Penalty 3320.579036 = -3089231.452729 nChanged 15 SP:Iteration 38Q (1509.645632 sec): 3 clusters Score: Raw -3092558.687745 + Penalty 3320.579036 = -3089238.108709 nChanged 11 SP:Iteration 39Q (1509.688932 sec): 3 clusters Score: Raw -3092562.922142 + Penalty 3320.579036 = -3089242.343105 nChanged 9 SP:Iteration 40F (1509.740712 sec): 3 clusters Score: Raw -3092567.034860 + Penalty 3320.579036 = -3089246.455824 nChanged 6 SP:Iteration 41Q (1509.784176 sec): 3 clusters Score: Raw -3092572.297288 + Penalty 3320.579036 = -3089251.718252 nChanged 14 SP:Iteration 42Q (1509.827789 sec): 3 clusters Score: Raw -3092578.731793 + Penalty 3320.579036 = -3089258.152757 nChanged 10 SP:Iteration 43Q (1509.871286 sec): 3 clusters Score: Raw -3092584.345134 + Penalty 3320.579036 = -3089263.766098 nChanged 8 SP:Iteration 44Q (1509.914659 sec): 3 clusters Score: Raw -3092588.206983 + Penalty 3320.579036 = -3089267.627947 nChanged 6 SP:Iteration 45Q (1509.958189 sec): 3 clusters Score: Raw -3092590.531791 + Penalty 3320.579036 = -3089269.952755 nChanged 4 SP:Iteration 46Q (1510.001556 sec): 3 clusters Score: Raw -3092591.453181 + Penalty 3320.579036 = -3089270.874145 nChanged 1 SP:Iteration 47Q (1510.044506 sec): 3 clusters Score: Raw -3092591.773565 + Penalty 3320.579036 = -3089271.194529 nChanged 1 SP:Iteration 48Q (1510.088539 sec): 3 clusters Score: Raw -3092591.943212 + Penalty 3320.579036 = -3089271.364176 nChanged 0 SP:Iteration 49F (1510.141498 sec): 3 clusters Score: Raw -3092591.943212 + Penalty 3320.579036 = -3089271.364176 nChanged 0 Trying to split cluster 25 (63408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.235022 sec): 2 clusters Score: Raw -7271333.139803 + Penalty 1796.818614 = -7269536.321190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.342814 sec): 3 clusters Score: Raw -7230728.070533 + Penalty 3593.637228 = -7227134.433305 nChanged 30045 SP:Iteration 1F (1510.450918 sec): 3 clusters Score: Raw -7248280.195143 + Penalty 3593.637228 = -7244686.557915 nChanged 2632 SP:Iteration 2Q (1510.562904 sec): 3 clusters Score: Raw -7249337.839044 + Penalty 3593.637228 = -7245744.201816 nChanged 2930 SP:Iteration 3Q (1510.675119 sec): 3 clusters Score: Raw -7250772.439063 + Penalty 3593.637228 = -7247178.801835 nChanged 3627 SP:Iteration 4F (1510.782184 sec): 3 clusters Score: Raw -7252920.782513 + Penalty 3593.637228 = -7249327.145285 nChanged 4465 SP:Iteration 5F (1510.888168 sec): 3 clusters Score: Raw -7256179.517295 + Penalty 3593.637228 = -7252585.880067 nChanged 5259 SP:Iteration 6F (1510.995692 sec): 3 clusters Score: Raw -7260721.460610 + Penalty 3593.637228 = -7257127.823382 nChanged 4865 SP:Iteration 7F (1511.102478 sec): 3 clusters Score: Raw -7265260.295016 + Penalty 3593.637228 = -7261666.657788 nChanged 3541 SP:Iteration 8F (1511.209100 sec): 3 clusters Score: Raw -7268667.407404 + Penalty 3593.637228 = -7265073.770177 nChanged 1858 SP:Iteration 9Q (1511.309425 sec): 3 clusters Score: Raw -7270426.110135 + Penalty 3593.637228 = -7266832.472907 nChanged 779 SP:Iteration 10Q (1511.403858 sec): 3 clusters Score: Raw -7271182.759085 + Penalty 3593.637228 = -7267589.121858 nChanged 310 SP:Iteration 11Q (1511.492934 sec): 3 clusters Score: Raw -7271465.889828 + Penalty 3593.637228 = -7267872.252601 nChanged 170 SP:Iteration 12Q (1511.579894 sec): 3 clusters Score: Raw -7271595.487425 + Penalty 3593.637228 = -7268001.850197 nChanged 112 SP:Iteration 13Q (1511.666882 sec): 3 clusters Score: Raw -7271672.894250 + Penalty 3593.637228 = -7268079.257023 nChanged 88 SP:Iteration 14Q (1511.753178 sec): 3 clusters Score: Raw -7271740.633002 + Penalty 3593.637228 = -7268146.995774 nChanged 68 SP:Iteration 15Q (1511.839353 sec): 3 clusters Score: Raw -7271787.370776 + Penalty 3593.637228 = -7268193.733549 nChanged 56 SP:Iteration 16Q (1511.927312 sec): 3 clusters Score: Raw -7271821.066773 + Penalty 3593.637228 = -7268227.429546 nChanged 40 SP:Iteration 17Q (1512.013669 sec): 3 clusters Score: Raw -7271837.707818 + Penalty 3593.637228 = -7268244.070590 nChanged 28 SP:Iteration 18Q (1512.099660 sec): 3 clusters Score: Raw -7271849.523153 + Penalty 3593.637228 = -7268255.885926 nChanged 18 SP:Iteration 19Q (1512.185397 sec): 3 clusters Score: Raw -7271858.428608 + Penalty 3593.637228 = -7268264.791380 nChanged 9 SP:Iteration 20F (1512.290348 sec): 3 clusters Score: Raw -7271864.761382 + Penalty 3593.637228 = -7268271.124154 nChanged 13 SP:Iteration 21Q (1512.376190 sec): 3 clusters Score: Raw -7271871.149615 + Penalty 3593.637228 = -7268277.512388 nChanged 13 SP:Iteration 22Q (1512.462313 sec): 3 clusters Score: Raw -7271876.681244 + Penalty 3593.637228 = -7268283.044017 nChanged 15 SP:Iteration 23Q (1512.548235 sec): 3 clusters Score: Raw -7271882.866953 + Penalty 3593.637228 = -7268289.229726 nChanged 7 SP:Iteration 24Q (1512.633885 sec): 3 clusters Score: Raw -7271886.471535 + Penalty 3593.637228 = -7268292.834308 nChanged 3 SP:Iteration 25Q (1512.732663 sec): 3 clusters Score: Raw -7271887.371136 + Penalty 3593.637228 = -7268293.733908 nChanged 4 SP:Iteration 26Q (1512.820385 sec): 3 clusters Score: Raw -7271888.546276 + Penalty 3593.637228 = -7268294.909049 nChanged 3 SP:Iteration 27Q (1512.906126 sec): 3 clusters Score: Raw -7271889.132154 + Penalty 3593.637228 = -7268295.494927 nChanged 4 SP:Iteration 28Q (1512.992174 sec): 3 clusters Score: Raw -7271891.387482 + Penalty 3593.637228 = -7268297.750254 nChanged 10 SP:Iteration 29Q (1513.077827 sec): 3 clusters Score: Raw -7271895.232887 + Penalty 3593.637228 = -7268301.595660 nChanged 7 SP:Iteration 30Q (1513.163403 sec): 3 clusters Score: Raw -7271897.684519 + Penalty 3593.637228 = -7268304.047291 nChanged 7 SP:Iteration 31Q (1513.249160 sec): 3 clusters Score: Raw -7271900.242865 + Penalty 3593.637228 = -7268306.605637 nChanged 1 SP:Iteration 32Q (1513.334792 sec): 3 clusters Score: Raw -7271900.540613 + Penalty 3593.637228 = -7268306.903385 nChanged 1 SP:Iteration 33Q (1513.420597 sec): 3 clusters Score: Raw -7271900.866073 + Penalty 3593.637228 = -7268307.228845 nChanged 1 SP:Iteration 34Q (1513.506325 sec): 3 clusters Score: Raw -7271901.256513 + Penalty 3593.637228 = -7268307.619285 nChanged 0 SP:Iteration 35F (1513.611135 sec): 3 clusters Score: Raw -7271901.256513 + Penalty 3593.637228 = -7268307.619285 nChanged 0 Trying to split cluster 26 (43183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.663722 sec): 2 clusters Score: Raw -4936587.314038 + Penalty 1734.395354 = -4934852.918684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1513.750154 sec): 3 clusters Score: Raw -4909379.808308 + Penalty 3468.790708 = -4905911.017600 nChanged 20123 SP:Iteration 1F (1513.827074 sec): 3 clusters Score: Raw -4920940.571237 + Penalty 3468.790708 = -4917471.780530 nChanged 1838 SP:Iteration 2Q (1513.911722 sec): 3 clusters Score: Raw -4921575.703936 + Penalty 3468.790708 = -4918106.913228 nChanged 1949 SP:Iteration 3Q (1513.994150 sec): 3 clusters Score: Raw -4922349.704350 + Penalty 3468.790708 = -4918880.913642 nChanged 2108 SP:Iteration 4Q (1514.077013 sec): 3 clusters Score: Raw -4923475.844203 + Penalty 3468.790708 = -4920007.053495 nChanged 2467 SP:Iteration 5F (1514.156128 sec): 3 clusters Score: Raw -4924990.314735 + Penalty 3468.790708 = -4921521.524027 nChanged 2688 SP:Iteration 6F (1514.235837 sec): 3 clusters Score: Raw -4926948.149579 + Penalty 3468.790708 = -4923479.358871 nChanged 2926 SP:Iteration 7F (1514.315280 sec): 3 clusters Score: Raw -4929380.255444 + Penalty 3468.790708 = -4925911.464736 nChanged 2850 SP:Iteration 8F (1514.394830 sec): 3 clusters Score: Raw -4931794.365193 + Penalty 3468.790708 = -4928325.574485 nChanged 2400 SP:Iteration 9F (1514.474389 sec): 3 clusters Score: Raw -4933451.462822 + Penalty 3468.790708 = -4929982.672114 nChanged 1605 SP:Iteration 10Q (1514.553558 sec): 3 clusters Score: Raw -4934239.439918 + Penalty 3468.790708 = -4930770.649210 nChanged 997 SP:Iteration 11Q (1514.631643 sec): 3 clusters Score: Raw -4934657.084407 + Penalty 3468.790708 = -4931188.293699 nChanged 735 SP:Iteration 12Q (1514.709142 sec): 3 clusters Score: Raw -4934959.328876 + Penalty 3468.790708 = -4931490.538168 nChanged 646 SP:Iteration 13Q (1514.786863 sec): 3 clusters Score: Raw -4935197.135035 + Penalty 3468.790708 = -4931728.344328 nChanged 579 SP:Iteration 14Q (1514.864311 sec): 3 clusters Score: Raw -4935403.607602 + Penalty 3468.790708 = -4931934.816894 nChanged 514 SP:Iteration 15Q (1514.941882 sec): 3 clusters Score: Raw -4935576.107720 + Penalty 3468.790708 = -4932107.317012 nChanged 470 SP:Iteration 16Q (1515.019521 sec): 3 clusters Score: Raw -4935721.670918 + Penalty 3468.790708 = -4932252.880210 nChanged 440 SP:Iteration 17Q (1515.113656 sec): 3 clusters Score: Raw -4935837.530202 + Penalty 3468.790708 = -4932368.739494 nChanged 364 SP:Iteration 18Q (1515.190327 sec): 3 clusters Score: Raw -4935915.733272 + Penalty 3468.790708 = -4932446.942564 nChanged 296 SP:Iteration 19Q (1515.267186 sec): 3 clusters Score: Raw -4935967.845212 + Penalty 3468.790708 = -4932499.054504 nChanged 257 SP:Iteration 20F (1515.346594 sec): 3 clusters Score: Raw -4936010.841043 + Penalty 3468.790708 = -4932542.050336 nChanged 218 SP:Iteration 21Q (1515.424221 sec): 3 clusters Score: Raw -4936043.184484 + Penalty 3468.790708 = -4932574.393776 nChanged 178 SP:Iteration 22Q (1515.501576 sec): 3 clusters Score: Raw -4936064.335897 + Penalty 3468.790708 = -4932595.545189 nChanged 151 SP:Iteration 23Q (1515.578720 sec): 3 clusters Score: Raw -4936083.821608 + Penalty 3468.790708 = -4932615.030900 nChanged 159 SP:Iteration 24Q (1515.656010 sec): 3 clusters Score: Raw -4936104.833133 + Penalty 3468.790708 = -4932636.042425 nChanged 149 SP:Iteration 25Q (1515.733498 sec): 3 clusters Score: Raw -4936123.922909 + Penalty 3468.790708 = -4932655.132201 nChanged 151 SP:Iteration 26Q (1515.809894 sec): 3 clusters Score: Raw -4936142.566611 + Penalty 3468.790708 = -4932673.775903 nChanged 142 SP:Iteration 27Q (1515.886871 sec): 3 clusters Score: Raw -4936157.438616 + Penalty 3468.790708 = -4932688.647908 nChanged 155 SP:Iteration 28Q (1515.963344 sec): 3 clusters Score: Raw -4936173.441655 + Penalty 3468.790708 = -4932704.650947 nChanged 139 SP:Iteration 29Q (1516.040125 sec): 3 clusters Score: Raw -4936187.459826 + Penalty 3468.790708 = -4932718.669118 nChanged 117 SP:Iteration 30Q (1516.116761 sec): 3 clusters Score: Raw -4936198.154851 + Penalty 3468.790708 = -4932729.364143 nChanged 110 SP:Iteration 31Q (1516.192903 sec): 3 clusters Score: Raw -4936207.476563 + Penalty 3468.790708 = -4932738.685855 nChanged 83 SP:Iteration 32Q (1516.268583 sec): 3 clusters Score: Raw -4936213.669881 + Penalty 3468.790708 = -4932744.879173 nChanged 84 SP:Iteration 33Q (1516.344577 sec): 3 clusters Score: Raw -4936219.776185 + Penalty 3468.790708 = -4932750.985477 nChanged 83 SP:Iteration 34Q (1516.421823 sec): 3 clusters Score: Raw -4936225.149111 + Penalty 3468.790708 = -4932756.358403 nChanged 73 SP:Iteration 35Q (1516.497546 sec): 3 clusters Score: Raw -4936229.666714 + Penalty 3468.790708 = -4932760.876006 nChanged 75 SP:Iteration 36Q (1516.573275 sec): 3 clusters Score: Raw -4936234.408990 + Penalty 3468.790708 = -4932765.618282 nChanged 72 SP:Iteration 37Q (1516.648568 sec): 3 clusters Score: Raw -4936238.481533 + Penalty 3468.790708 = -4932769.690825 nChanged 62 SP:Iteration 38Q (1516.724078 sec): 3 clusters Score: Raw -4936241.331112 + Penalty 3468.790708 = -4932772.540404 nChanged 47 SP:Iteration 39Q (1516.799400 sec): 3 clusters Score: Raw -4936243.810474 + Penalty 3468.790708 = -4932775.019766 nChanged 59 SP:Iteration 40F (1516.878926 sec): 3 clusters Score: Raw -4936247.715812 + Penalty 3468.790708 = -4932778.925104 nChanged 60 SP:Iteration 41Q (1516.955143 sec): 3 clusters Score: Raw -4936252.038685 + Penalty 3468.790708 = -4932783.247977 nChanged 66 SP:Iteration 42Q (1517.031375 sec): 3 clusters Score: Raw -4936256.432768 + Penalty 3468.790708 = -4932787.642060 nChanged 65 SP:Iteration 43Q (1517.107350 sec): 3 clusters Score: Raw -4936260.381111 + Penalty 3468.790708 = -4932791.590404 nChanged 61 SP:Iteration 44Q (1517.207056 sec): 3 clusters Score: Raw -4936264.520008 + Penalty 3468.790708 = -4932795.729300 nChanged 69 SP:Iteration 45Q (1517.282812 sec): 3 clusters Score: Raw -4936268.876853 + Penalty 3468.790708 = -4932800.086146 nChanged 71 SP:Iteration 46Q (1517.359254 sec): 3 clusters Score: Raw -4936273.700300 + Penalty 3468.790708 = -4932804.909592 nChanged 77 SP:Iteration 47Q (1517.434829 sec): 3 clusters Score: Raw -4936279.315922 + Penalty 3468.790708 = -4932810.525214 nChanged 79 SP:Iteration 48Q (1517.510165 sec): 3 clusters Score: Raw -4936285.072561 + Penalty 3468.790708 = -4932816.281853 nChanged 82 SP:Iteration 49Q (1517.585411 sec): 3 clusters Score: Raw -4936292.871839 + Penalty 3468.790708 = -4932824.081131 nChanged 93 SP:Iteration 50Q (1517.660226 sec): 3 clusters Score: Raw -4936300.625699 + Penalty 3468.790708 = -4932831.834991 nChanged 89 SP:Iteration 51Q (1517.735102 sec): 3 clusters Score: Raw -4936308.510720 + Penalty 3468.790708 = -4932839.720012 nChanged 81 SP:Iteration 52Q (1517.810005 sec): 3 clusters Score: Raw -4936315.235815 + Penalty 3468.790708 = -4932846.445107 nChanged 78 SP:Iteration 53Q (1517.884841 sec): 3 clusters Score: Raw -4936320.672693 + Penalty 3468.790708 = -4932851.881985 nChanged 77 SP:Iteration 54Q (1517.959509 sec): 3 clusters Score: Raw -4936325.802841 + Penalty 3468.790708 = -4932857.012133 nChanged 76 SP:Iteration 55Q (1518.033883 sec): 3 clusters Score: Raw -4936330.883355 + Penalty 3468.790708 = -4932862.092647 nChanged 78 SP:Iteration 56Q (1518.108267 sec): 3 clusters Score: Raw -4936336.654719 + Penalty 3468.790708 = -4932867.864011 nChanged 81 SP:Iteration 57Q (1518.182710 sec): 3 clusters Score: Raw -4936342.601584 + Penalty 3468.790708 = -4932873.810877 nChanged 79 SP:Iteration 58Q (1518.256907 sec): 3 clusters Score: Raw -4936348.475413 + Penalty 3468.790708 = -4932879.684705 nChanged 81 SP:Iteration 59Q (1518.330791 sec): 3 clusters Score: Raw -4936355.352525 + Penalty 3468.790708 = -4932886.561817 nChanged 103 SP:Iteration 60F (1518.409535 sec): 3 clusters Score: Raw -4936364.280865 + Penalty 3468.790708 = -4932895.490157 nChanged 97 SP:Iteration 61Q (1518.484490 sec): 3 clusters Score: Raw -4936372.428129 + Penalty 3468.790708 = -4932903.637421 nChanged 104 SP:Iteration 62Q (1518.559175 sec): 3 clusters Score: Raw -4936380.863876 + Penalty 3468.790708 = -4932912.073168 nChanged 94 SP:Iteration 63Q (1518.633357 sec): 3 clusters Score: Raw -4936388.112023 + Penalty 3468.790708 = -4932919.321315 nChanged 76 SP:Iteration 64Q (1518.707613 sec): 3 clusters Score: Raw -4936393.530133 + Penalty 3468.790708 = -4932924.739425 nChanged 64 SP:Iteration 65Q (1518.781733 sec): 3 clusters Score: Raw -4936398.020090 + Penalty 3468.790708 = -4932929.229382 nChanged 68 SP:Iteration 66Q (1518.855583 sec): 3 clusters Score: Raw -4936402.933950 + Penalty 3468.790708 = -4932934.143242 nChanged 67 SP:Iteration 67Q (1518.930477 sec): 3 clusters Score: Raw -4936407.851566 + Penalty 3468.790708 = -4932939.060858 nChanged 76 SP:Iteration 68Q (1519.004851 sec): 3 clusters Score: Raw -4936413.085325 + Penalty 3468.790708 = -4932944.294617 nChanged 65 SP:Iteration 69Q (1519.078514 sec): 3 clusters Score: Raw -4936417.704326 + Penalty 3468.790708 = -4932948.913618 nChanged 57 SP:Iteration 70Q (1519.152305 sec): 3 clusters Score: Raw -4936421.705734 + Penalty 3468.790708 = -4932952.915026 nChanged 68 SP:Iteration 71Q (1519.225822 sec): 3 clusters Score: Raw -4936426.604057 + Penalty 3468.790708 = -4932957.813349 nChanged 49 SP:Iteration 72Q (1519.299566 sec): 3 clusters Score: Raw -4936430.289813 + Penalty 3468.790708 = -4932961.499105 nChanged 56 SP:Iteration 73Q (1519.373273 sec): 3 clusters Score: Raw -4936434.275694 + Penalty 3468.790708 = -4932965.484986 nChanged 54 SP:Iteration 74Q (1519.446767 sec): 3 clusters Score: Raw -4936437.978728 + Penalty 3468.790708 = -4932969.188020 nChanged 56 SP:Iteration 75Q (1519.520294 sec): 3 clusters Score: Raw -4936441.490524 + Penalty 3468.790708 = -4932972.699816 nChanged 49 SP:Iteration 76Q (1519.593691 sec): 3 clusters Score: Raw -4936443.885798 + Penalty 3468.790708 = -4932975.095090 nChanged 53 SP:Iteration 77Q (1519.666892 sec): 3 clusters Score: Raw -4936446.671337 + Penalty 3468.790708 = -4932977.880629 nChanged 44 SP:Iteration 78Q (1519.740206 sec): 3 clusters Score: Raw -4936449.348097 + Penalty 3468.790708 = -4932980.557389 nChanged 45 SP:Iteration 79Q (1519.813571 sec): 3 clusters Score: Raw -4936452.068631 + Penalty 3468.790708 = -4932983.277923 nChanged 49 SP:Iteration 80F (1519.892404 sec): 3 clusters Score: Raw -4936455.071676 + Penalty 3468.790708 = -4932986.280968 nChanged 46 SP:Iteration 81Q (1519.966645 sec): 3 clusters Score: Raw -4936458.536563 + Penalty 3468.790708 = -4932989.745855 nChanged 46 SP:Iteration 82Q (1520.040533 sec): 3 clusters Score: Raw -4936461.403989 + Penalty 3468.790708 = -4932992.613281 nChanged 45 SP:Iteration 83Q (1520.114462 sec): 3 clusters Score: Raw -4936463.961532 + Penalty 3468.790708 = -4932995.170824 nChanged 38 SP:Iteration 84Q (1520.193653 sec): 3 clusters Score: Raw -4936465.836612 + Penalty 3468.790708 = -4932997.045904 nChanged 43 SP:Iteration 85Q (1520.266577 sec): 3 clusters Score: Raw -4936467.916903 + Penalty 3468.790708 = -4932999.126195 nChanged 31 SP:Iteration 86Q (1520.340032 sec): 3 clusters Score: Raw -4936469.433376 + Penalty 3468.790708 = -4933000.642668 nChanged 35 SP:Iteration 87Q (1520.414126 sec): 3 clusters Score: Raw -4936471.444950 + Penalty 3468.790708 = -4933002.654242 nChanged 46 SP:Iteration 88Q (1520.487821 sec): 3 clusters Score: Raw -4936473.662484 + Penalty 3468.790708 = -4933004.871776 nChanged 29 SP:Iteration 89Q (1520.561515 sec): 3 clusters Score: Raw -4936475.082102 + Penalty 3468.790708 = -4933006.291394 nChanged 26 SP:Iteration 90Q (1520.635225 sec): 3 clusters Score: Raw -4936476.382285 + Penalty 3468.790708 = -4933007.591577 nChanged 25 SP:Iteration 91Q (1520.708961 sec): 3 clusters Score: Raw -4936477.386809 + Penalty 3468.790708 = -4933008.596101 nChanged 22 SP:Iteration 92Q (1520.782710 sec): 3 clusters Score: Raw -4936478.183820 + Penalty 3468.790708 = -4933009.393112 nChanged 19 SP:Iteration 93Q (1520.857083 sec): 3 clusters Score: Raw -4936479.102279 + Penalty 3468.790708 = -4933010.311571 nChanged 20 SP:Iteration 94Q (1520.930256 sec): 3 clusters Score: Raw -4936479.939362 + Penalty 3468.790708 = -4933011.148654 nChanged 10 SP:Iteration 95Q (1521.003687 sec): 3 clusters Score: Raw -4936480.223998 + Penalty 3468.790708 = -4933011.433290 nChanged 4 SP:Iteration 96Q (1521.077209 sec): 3 clusters Score: Raw -4936480.384478 + Penalty 3468.790708 = -4933011.593770 nChanged 3 SP:Iteration 97Q (1521.150656 sec): 3 clusters Score: Raw -4936480.472457 + Penalty 3468.790708 = -4933011.681749 nChanged 7 SP:Iteration 98Q (1521.235964 sec): 3 clusters Score: Raw -4936480.669769 + Penalty 3468.790708 = -4933011.879061 nChanged 6 SP:Iteration 99Q (1521.309280 sec): 3 clusters Score: Raw -4936480.934539 + Penalty 3468.790708 = -4933012.143831 nChanged 10 SP:Iteration 100F (1521.388441 sec): 3 clusters Score: Raw -4936481.251099 + Penalty 3468.790708 = -4933012.460391 nChanged 10 SP:Iteration 101Q (1521.462290 sec): 3 clusters Score: Raw -4936481.766166 + Penalty 3468.790708 = -4933012.975458 nChanged 14 SP:Iteration 102Q (1521.535579 sec): 3 clusters Score: Raw -4936482.379750 + Penalty 3468.790708 = -4933013.589042 nChanged 10 SP:Iteration 103Q (1521.609146 sec): 3 clusters Score: Raw -4936482.860611 + Penalty 3468.790708 = -4933014.069903 nChanged 15 SP:Iteration 104Q (1521.682585 sec): 3 clusters Score: Raw -4936483.532741 + Penalty 3468.790708 = -4933014.742033 nChanged 11 SP:Iteration 105Q (1521.756060 sec): 3 clusters Score: Raw -4936483.873785 + Penalty 3468.790708 = -4933015.083077 nChanged 11 SP:Iteration 106Q (1521.829946 sec): 3 clusters Score: Raw -4936484.248016 + Penalty 3468.790708 = -4933015.457308 nChanged 12 SP:Iteration 107Q (1521.903434 sec): 3 clusters Score: Raw -4936484.603199 + Penalty 3468.790708 = -4933015.812491 nChanged 16 SP:Iteration 108Q (1521.977093 sec): 3 clusters Score: Raw -4936485.178062 + Penalty 3468.790708 = -4933016.387354 nChanged 16 SP:Iteration 109Q (1522.050788 sec): 3 clusters Score: Raw -4936485.880243 + Penalty 3468.790708 = -4933017.089535 nChanged 15 SP:Iteration 110Q (1522.124455 sec): 3 clusters Score: Raw -4936486.563636 + Penalty 3468.790708 = -4933017.772928 nChanged 17 SP:Iteration 111Q (1522.198094 sec): 3 clusters Score: Raw -4936487.221663 + Penalty 3468.790708 = -4933018.430955 nChanged 18 SP:Iteration 112Q (1522.271261 sec): 3 clusters Score: Raw -4936488.098109 + Penalty 3468.790708 = -4933019.307401 nChanged 25 SP:Iteration 113Q (1522.344765 sec): 3 clusters Score: Raw -4936489.092781 + Penalty 3468.790708 = -4933020.302073 nChanged 22 SP:Iteration 114Q (1522.452708 sec): 3 clusters Score: Raw -4936489.873135 + Penalty 3468.790708 = -4933021.082427 nChanged 17 SP:Iteration 115Q (1522.526811 sec): 3 clusters Score: Raw -4936490.402883 + Penalty 3468.790708 = -4933021.612175 nChanged 15 SP:Iteration 116Q (1522.600179 sec): 3 clusters Score: Raw -4936490.859007 + Penalty 3468.790708 = -4933022.068299 nChanged 19 SP:Iteration 117Q (1522.673989 sec): 3 clusters Score: Raw -4936491.676709 + Penalty 3468.790708 = -4933022.886001 nChanged 22 SP:Iteration 118Q (1522.747647 sec): 3 clusters Score: Raw -4936492.528764 + Penalty 3468.790708 = -4933023.738056 nChanged 17 SP:Iteration 119Q (1522.821066 sec): 3 clusters Score: Raw -4936493.242423 + Penalty 3468.790708 = -4933024.451715 nChanged 18 SP:Iteration 120F (1522.899853 sec): 3 clusters Score: Raw -4936493.874927 + Penalty 3468.790708 = -4933025.084219 nChanged 18 SP:Iteration 121Q (1522.973681 sec): 3 clusters Score: Raw -4936494.813202 + Penalty 3468.790708 = -4933026.022494 nChanged 23 SP:Iteration 122Q (1523.046945 sec): 3 clusters Score: Raw -4936495.900582 + Penalty 3468.790708 = -4933027.109874 nChanged 23 SP:Iteration 123Q (1523.120187 sec): 3 clusters Score: Raw -4936496.853881 + Penalty 3468.790708 = -4933028.063173 nChanged 29 SP:Iteration 124Q (1523.193475 sec): 3 clusters Score: Raw -4936498.111011 + Penalty 3468.790708 = -4933029.320303 nChanged 24 SP:Iteration 125Q (1523.266776 sec): 3 clusters Score: Raw -4936499.134299 + Penalty 3468.790708 = -4933030.343591 nChanged 25 SP:Iteration 126Q (1523.340088 sec): 3 clusters Score: Raw -4936500.098506 + Penalty 3468.790708 = -4933031.307798 nChanged 22 SP:Iteration 127Q (1523.416291 sec): 3 clusters Score: Raw -4936500.945138 + Penalty 3468.790708 = -4933032.154430 nChanged 21 SP:Iteration 128Q (1523.489722 sec): 3 clusters Score: Raw -4936502.033082 + Penalty 3468.790708 = -4933033.242374 nChanged 24 SP:Iteration 129Q (1523.564104 sec): 3 clusters Score: Raw -4936503.338335 + Penalty 3468.790708 = -4933034.547627 nChanged 19 SP:Iteration 130Q (1523.637943 sec): 3 clusters Score: Raw -4936504.070993 + Penalty 3468.790708 = -4933035.280285 nChanged 20 SP:Iteration 131Q (1523.711066 sec): 3 clusters Score: Raw -4936504.875492 + Penalty 3468.790708 = -4933036.084784 nChanged 23 SP:Iteration 132Q (1523.784514 sec): 3 clusters Score: Raw -4936505.854363 + Penalty 3468.790708 = -4933037.063655 nChanged 19 SP:Iteration 133Q (1523.857699 sec): 3 clusters Score: Raw -4936506.772807 + Penalty 3468.790708 = -4933037.982099 nChanged 20 SP:Iteration 134Q (1523.930853 sec): 3 clusters Score: Raw -4936507.752632 + Penalty 3468.790708 = -4933038.961924 nChanged 22 SP:Iteration 135Q (1524.004240 sec): 3 clusters Score: Raw -4936508.538311 + Penalty 3468.790708 = -4933039.747603 nChanged 20 SP:Iteration 136Q (1524.077324 sec): 3 clusters Score: Raw -4936509.326765 + Penalty 3468.790708 = -4933040.536057 nChanged 21 SP:Iteration 137Q (1524.150547 sec): 3 clusters Score: Raw -4936510.245501 + Penalty 3468.790708 = -4933041.454793 nChanged 20 SP:Iteration 138Q (1524.224203 sec): 3 clusters Score: Raw -4936511.297197 + Penalty 3468.790708 = -4933042.506489 nChanged 21 SP:Iteration 139Q (1524.297309 sec): 3 clusters Score: Raw -4936512.153339 + Penalty 3468.790708 = -4933043.362631 nChanged 23 SP:Iteration 140F (1524.376769 sec): 3 clusters Score: Raw -4936512.956966 + Penalty 3468.790708 = -4933044.166258 nChanged 18 SP:Iteration 141Q (1524.450634 sec): 3 clusters Score: Raw -4936513.679957 + Penalty 3468.790708 = -4933044.889249 nChanged 17 SP:Iteration 142Q (1524.524036 sec): 3 clusters Score: Raw -4936514.472529 + Penalty 3468.790708 = -4933045.681821 nChanged 28 SP:Iteration 143Q (1524.597387 sec): 3 clusters Score: Raw -4936515.755735 + Penalty 3468.790708 = -4933046.965027 nChanged 24 SP:Iteration 144Q (1524.670859 sec): 3 clusters Score: Raw -4936516.920362 + Penalty 3468.790708 = -4933048.129654 nChanged 21 SP:Iteration 145Q (1524.744022 sec): 3 clusters Score: Raw -4936518.016539 + Penalty 3468.790708 = -4933049.225831 nChanged 26 SP:Iteration 146Q (1524.817034 sec): 3 clusters Score: Raw -4936519.308461 + Penalty 3468.790708 = -4933050.517753 nChanged 19 SP:Iteration 147Q (1524.890261 sec): 3 clusters Score: Raw -4936520.264421 + Penalty 3468.790708 = -4933051.473713 nChanged 23 SP:Iteration 148Q (1524.963338 sec): 3 clusters Score: Raw -4936521.704529 + Penalty 3468.790708 = -4933052.913821 nChanged 24 SP:Iteration 149Q (1525.036417 sec): 3 clusters Score: Raw -4936522.963608 + Penalty 3468.790708 = -4933054.172900 nChanged 25 SP:Iteration 150Q (1525.109657 sec): 3 clusters Score: Raw -4936524.087027 + Penalty 3468.790708 = -4933055.296319 nChanged 21 SP:Iteration 151Q (1525.208807 sec): 3 clusters Score: Raw -4936524.959334 + Penalty 3468.790708 = -4933056.168626 nChanged 26 SP:Iteration 152Q (1525.298772 sec): 3 clusters Score: Raw -4936526.363848 + Penalty 3468.790708 = -4933057.573140 nChanged 37 SP:Iteration 153Q (1525.401825 sec): 3 clusters Score: Raw -4936528.057092 + Penalty 3468.790708 = -4933059.266385 nChanged 34 SP:Iteration 154Q (1525.503403 sec): 3 clusters Score: Raw -4936529.669244 + Penalty 3468.790708 = -4933060.878536 nChanged 36 SP:Iteration 155Q (1525.614649 sec): 3 clusters Score: Raw -4936531.433744 + Penalty 3468.790708 = -4933062.643036 nChanged 35 SP:Iteration 156Q (1525.719961 sec): 3 clusters Score: Raw -4936533.599850 + Penalty 3468.790708 = -4933064.809142 nChanged 38 SP:Iteration 157Q (1525.830651 sec): 3 clusters Score: Raw -4936535.637920 + Penalty 3468.790708 = -4933066.847212 nChanged 39 SP:Iteration 158Q (1525.930863 sec): 3 clusters Score: Raw -4936537.880655 + Penalty 3468.790708 = -4933069.089947 nChanged 38 SP:Iteration 159Q (1526.001618 sec): 3 clusters Score: Raw -4936539.914888 + Penalty 3468.790708 = -4933071.124180 nChanged 38 SP:Iteration 160F (1526.080711 sec): 3 clusters Score: Raw -4936541.849199 + Penalty 3468.790708 = -4933073.058491 nChanged 37 SP:Iteration 161Q (1526.153909 sec): 3 clusters Score: Raw -4936543.691315 + Penalty 3468.790708 = -4933074.900607 nChanged 36 SP:Iteration 162Q (1526.227422 sec): 3 clusters Score: Raw -4936545.734286 + Penalty 3468.790708 = -4933076.943579 nChanged 40 SP:Iteration 163Q (1526.300868 sec): 3 clusters Score: Raw -4936549.007204 + Penalty 3468.790708 = -4933080.216496 nChanged 47 SP:Iteration 164Q (1526.373981 sec): 3 clusters Score: Raw -4936552.573091 + Penalty 3468.790708 = -4933083.782383 nChanged 51 SP:Iteration 165Q (1526.447374 sec): 3 clusters Score: Raw -4936556.832367 + Penalty 3468.790708 = -4933088.041659 nChanged 49 SP:Iteration 166Q (1526.520645 sec): 3 clusters Score: Raw -4936560.686760 + Penalty 3468.790708 = -4933091.896052 nChanged 52 SP:Iteration 167Q (1526.593418 sec): 3 clusters Score: Raw -4936564.267618 + Penalty 3468.790708 = -4933095.476910 nChanged 49 SP:Iteration 168Q (1526.666444 sec): 3 clusters Score: Raw -4936567.373460 + Penalty 3468.790708 = -4933098.582752 nChanged 48 SP:Iteration 169Q (1526.739523 sec): 3 clusters Score: Raw -4936570.582024 + Penalty 3468.790708 = -4933101.791316 nChanged 43 SP:Iteration 170Q (1526.812417 sec): 3 clusters Score: Raw -4936573.419884 + Penalty 3468.790708 = -4933104.629176 nChanged 48 SP:Iteration 171Q (1526.885361 sec): 3 clusters Score: Raw -4936576.016198 + Penalty 3468.790708 = -4933107.225490 nChanged 32 SP:Iteration 172Q (1526.957658 sec): 3 clusters Score: Raw -4936577.713419 + Penalty 3468.790708 = -4933108.922711 nChanged 42 SP:Iteration 173Q (1527.030361 sec): 3 clusters Score: Raw -4936580.455965 + Penalty 3468.790708 = -4933111.665257 nChanged 50 SP:Iteration 174Q (1527.103015 sec): 3 clusters Score: Raw -4936583.995223 + Penalty 3468.790708 = -4933115.204515 nChanged 45 SP:Iteration 175Q (1527.175748 sec): 3 clusters Score: Raw -4936587.461782 + Penalty 3468.790708 = -4933118.671074 nChanged 57 SP:Iteration 176Q (1527.248284 sec): 3 clusters Score: Raw -4936592.168716 + Penalty 3468.790708 = -4933123.378008 nChanged 56 SP:Iteration 177Q (1527.321025 sec): 3 clusters Score: Raw -4936596.603087 + Penalty 3468.790708 = -4933127.812379 nChanged 45 SP:Iteration 178Q (1527.393632 sec): 3 clusters Score: Raw -4936599.296730 + Penalty 3468.790708 = -4933130.506022 nChanged 34 SP:Iteration 179Q (1527.465529 sec): 3 clusters Score: Raw -4936601.107417 + Penalty 3468.790708 = -4933132.316709 nChanged 24 SP:Iteration 180F (1527.544660 sec): 3 clusters Score: Raw -4936602.137139 + Penalty 3468.790708 = -4933133.346431 nChanged 25 SP:Iteration 181Q (1527.617835 sec): 3 clusters Score: Raw -4936603.275625 + Penalty 3468.790708 = -4933134.484917 nChanged 27 SP:Iteration 182Q (1527.690272 sec): 3 clusters Score: Raw -4936604.658869 + Penalty 3468.790708 = -4933135.868161 nChanged 26 SP:Iteration 183Q (1527.762789 sec): 3 clusters Score: Raw -4936605.828092 + Penalty 3468.790708 = -4933137.037384 nChanged 20 SP:Iteration 184Q (1527.835246 sec): 3 clusters Score: Raw -4936607.082071 + Penalty 3468.790708 = -4933138.291363 nChanged 22 SP:Iteration 185Q (1527.907945 sec): 3 clusters Score: Raw -4936608.228560 + Penalty 3468.790708 = -4933139.437852 nChanged 19 SP:Iteration 186Q (1527.980316 sec): 3 clusters Score: Raw -4936609.023002 + Penalty 3468.790708 = -4933140.232294 nChanged 16 SP:Iteration 187Q (1528.052712 sec): 3 clusters Score: Raw -4936609.701258 + Penalty 3468.790708 = -4933140.910550 nChanged 14 SP:Iteration 188Q (1528.124863 sec): 3 clusters Score: Raw -4936610.328060 + Penalty 3468.790708 = -4933141.537352 nChanged 11 SP:Iteration 189Q (1528.197293 sec): 3 clusters Score: Raw -4936610.730792 + Penalty 3468.790708 = -4933141.940084 nChanged 11 SP:Iteration 190Q (1528.269479 sec): 3 clusters Score: Raw -4936611.114460 + Penalty 3468.790708 = -4933142.323752 nChanged 10 SP:Iteration 191Q (1528.341669 sec): 3 clusters Score: Raw -4936611.520845 + Penalty 3468.790708 = -4933142.730137 nChanged 8 SP:Iteration 192Q (1528.414641 sec): 3 clusters Score: Raw -4936611.871134 + Penalty 3468.790708 = -4933143.080426 nChanged 12 SP:Iteration 193Q (1528.487155 sec): 3 clusters Score: Raw -4936612.347873 + Penalty 3468.790708 = -4933143.557165 nChanged 12 SP:Iteration 194Q (1528.559636 sec): 3 clusters Score: Raw -4936612.826869 + Penalty 3468.790708 = -4933144.036161 nChanged 10 SP:Iteration 195Q (1528.632507 sec): 3 clusters Score: Raw -4936613.154951 + Penalty 3468.790708 = -4933144.364243 nChanged 13 SP:Iteration 196Q (1528.705079 sec): 3 clusters Score: Raw -4936613.761254 + Penalty 3468.790708 = -4933144.970546 nChanged 14 SP:Iteration 197Q (1528.777952 sec): 3 clusters Score: Raw -4936614.174934 + Penalty 3468.790708 = -4933145.384226 nChanged 14 SP:Iteration 198Q (1528.850868 sec): 3 clusters Score: Raw -4936614.671204 + Penalty 3468.790708 = -4933145.880496 nChanged 14 SP:Iteration 199Q (1528.923295 sec): 3 clusters Score: Raw -4936615.459700 + Penalty 3468.790708 = -4933146.668992 nChanged 17 SP:Iteration 200F (1529.002768 sec): 3 clusters Score: Raw -4936616.634503 + Penalty 3468.790708 = -4933147.843795 nChanged 21 SP:Iteration 201Q (1529.076124 sec): 3 clusters Score: Raw -4936618.029452 + Penalty 3468.790708 = -4933149.238744 nChanged 21 SP:Iteration 202Q (1529.169460 sec): 3 clusters Score: Raw -4936618.893311 + Penalty 3468.790708 = -4933150.102603 nChanged 18 SP:Iteration 203Q (1529.242504 sec): 3 clusters Score: Raw -4936619.561716 + Penalty 3468.790708 = -4933150.771008 nChanged 14 SP:Iteration 204Q (1529.315108 sec): 3 clusters Score: Raw -4936620.086363 + Penalty 3468.790708 = -4933151.295655 nChanged 10 SP:Iteration 205Q (1529.387637 sec): 3 clusters Score: Raw -4936620.519056 + Penalty 3468.790708 = -4933151.728348 nChanged 9 SP:Iteration 206Q (1529.460456 sec): 3 clusters Score: Raw -4936620.740881 + Penalty 3468.790708 = -4933151.950173 nChanged 2 SP:Iteration 207Q (1529.533302 sec): 3 clusters Score: Raw -4936620.769606 + Penalty 3468.790708 = -4933151.978898 nChanged 1 SP:Iteration 208Q (1529.605744 sec): 3 clusters Score: Raw -4936620.798585 + Penalty 3468.790708 = -4933152.007877 nChanged 4 SP:Iteration 209Q (1529.678585 sec): 3 clusters Score: Raw -4936620.906740 + Penalty 3468.790708 = -4933152.116032 nChanged 6 SP:Iteration 210Q (1529.751058 sec): 3 clusters Score: Raw -4936621.209508 + Penalty 3468.790708 = -4933152.418800 nChanged 11 SP:Iteration 211Q (1529.823760 sec): 3 clusters Score: Raw -4936621.722195 + Penalty 3468.790708 = -4933152.931487 nChanged 9 SP:Iteration 212Q (1529.896085 sec): 3 clusters Score: Raw -4936622.069370 + Penalty 3468.790708 = -4933153.278662 nChanged 6 SP:Iteration 213Q (1529.968745 sec): 3 clusters Score: Raw -4936622.270216 + Penalty 3468.790708 = -4933153.479508 nChanged 8 SP:Iteration 214Q (1530.041311 sec): 3 clusters Score: Raw -4936622.590246 + Penalty 3468.790708 = -4933153.799538 nChanged 7 SP:Iteration 215Q (1530.120594 sec): 3 clusters Score: Raw -4936622.932613 + Penalty 3468.790708 = -4933154.141905 nChanged 10 SP:Iteration 216Q (1530.193849 sec): 3 clusters Score: Raw -4936623.398933 + Penalty 3468.790708 = -4933154.608225 nChanged 9 SP:Iteration 217Q (1530.266284 sec): 3 clusters Score: Raw -4936623.785299 + Penalty 3468.790708 = -4933154.994591 nChanged 10 SP:Iteration 218Q (1530.338634 sec): 3 clusters Score: Raw -4936624.191120 + Penalty 3468.790708 = -4933155.400412 nChanged 9 SP:Iteration 219Q (1530.411169 sec): 3 clusters Score: Raw -4936624.543214 + Penalty 3468.790708 = -4933155.752506 nChanged 10 SP:Iteration 220F (1530.490305 sec): 3 clusters Score: Raw -4936624.995595 + Penalty 3468.790708 = -4933156.204887 nChanged 7 SP:Iteration 221Q (1530.563300 sec): 3 clusters Score: Raw -4936625.344693 + Penalty 3468.790708 = -4933156.553985 nChanged 7 SP:Iteration 222Q (1530.635873 sec): 3 clusters Score: Raw -4936625.614060 + Penalty 3468.790708 = -4933156.823352 nChanged 11 SP:Iteration 223Q (1530.708190 sec): 3 clusters Score: Raw -4936626.060108 + Penalty 3468.790708 = -4933157.269400 nChanged 10 SP:Iteration 224Q (1530.781238 sec): 3 clusters Score: Raw -4936626.501561 + Penalty 3468.790708 = -4933157.710853 nChanged 13 SP:Iteration 225Q (1530.853877 sec): 3 clusters Score: Raw -4936627.224956 + Penalty 3468.790708 = -4933158.434248 nChanged 12 SP:Iteration 226Q (1530.926324 sec): 3 clusters Score: Raw -4936627.775339 + Penalty 3468.790708 = -4933158.984631 nChanged 10 SP:Iteration 227Q (1530.998486 sec): 3 clusters Score: Raw -4936628.195626 + Penalty 3468.790708 = -4933159.404918 nChanged 11 SP:Iteration 228Q (1531.071290 sec): 3 clusters Score: Raw -4936628.705056 + Penalty 3468.790708 = -4933159.914348 nChanged 15 SP:Iteration 229Q (1531.144077 sec): 3 clusters Score: Raw -4936629.305695 + Penalty 3468.790708 = -4933160.514987 nChanged 6 SP:Iteration 230Q (1531.216466 sec): 3 clusters Score: Raw -4936629.517011 + Penalty 3468.790708 = -4933160.726303 nChanged 6 SP:Iteration 231Q (1531.289057 sec): 3 clusters Score: Raw -4936629.788760 + Penalty 3468.790708 = -4933160.998052 nChanged 7 SP:Iteration 232Q (1531.361230 sec): 3 clusters Score: Raw -4936630.129907 + Penalty 3468.790708 = -4933161.339200 nChanged 9 SP:Iteration 233Q (1531.433566 sec): 3 clusters Score: Raw -4936630.618040 + Penalty 3468.790708 = -4933161.827332 nChanged 9 SP:Iteration 234Q (1531.505869 sec): 3 clusters Score: Raw -4936631.035736 + Penalty 3468.790708 = -4933162.245028 nChanged 12 SP:Iteration 235Q (1531.578086 sec): 3 clusters Score: Raw -4936631.547440 + Penalty 3468.790708 = -4933162.756732 nChanged 13 SP:Iteration 236Q (1531.650607 sec): 3 clusters Score: Raw -4936631.953793 + Penalty 3468.790708 = -4933163.163085 nChanged 4 SP:Iteration 237Q (1531.722577 sec): 3 clusters Score: Raw -4936632.055535 + Penalty 3468.790708 = -4933163.264827 nChanged 5 SP:Iteration 238Q (1531.794568 sec): 3 clusters Score: Raw -4936632.171793 + Penalty 3468.790708 = -4933163.381085 nChanged 2 SP:Iteration 239Q (1531.866657 sec): 3 clusters Score: Raw -4936632.220117 + Penalty 3468.790708 = -4933163.429409 nChanged 3 SP:Iteration 240F (1531.945681 sec): 3 clusters Score: Raw -4936632.324111 + Penalty 3468.790708 = -4933163.533403 nChanged 8 SP:Iteration 241Q (1532.018482 sec): 3 clusters Score: Raw -4936632.684069 + Penalty 3468.790708 = -4933163.893361 nChanged 7 SP:Iteration 242Q (1532.090884 sec): 3 clusters Score: Raw -4936632.925982 + Penalty 3468.790708 = -4933164.135275 nChanged 8 SP:Iteration 243Q (1532.163263 sec): 3 clusters Score: Raw -4936633.296461 + Penalty 3468.790708 = -4933164.505753 nChanged 7 SP:Iteration 244Q (1532.235587 sec): 3 clusters Score: Raw -4936633.542850 + Penalty 3468.790708 = -4933164.752142 nChanged 3 SP:Iteration 245Q (1532.307825 sec): 3 clusters Score: Raw -4936633.676237 + Penalty 3468.790708 = -4933164.885529 nChanged 7 SP:Iteration 246Q (1532.379973 sec): 3 clusters Score: Raw -4936633.888734 + Penalty 3468.790708 = -4933165.098026 nChanged 7 SP:Iteration 247Q (1532.452572 sec): 3 clusters Score: Raw -4936634.098064 + Penalty 3468.790708 = -4933165.307356 nChanged 2 SP:Iteration 248Q (1532.524717 sec): 3 clusters Score: Raw -4936634.148228 + Penalty 3468.790708 = -4933165.357520 nChanged 1 SP:Iteration 249Q (1532.596985 sec): 3 clusters Score: Raw -4936634.199312 + Penalty 3468.790708 = -4933165.408604 nChanged 1 SP:Iteration 250Q (1532.669045 sec): 3 clusters Score: Raw -4936634.233237 + Penalty 3468.790708 = -4933165.442529 nChanged 0 SP:Iteration 251F (1532.748178 sec): 3 clusters Score: Raw -4936634.233237 + Penalty 3468.790708 = -4933165.442529 nChanged 0 Trying to split cluster 27 (5208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1532.759680 sec): 2 clusters Score: Raw -592553.195318 + Penalty 1390.667067 = -591162.528250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1532.781140 sec): 3 clusters Score: Raw -589823.789616 + Penalty 2781.334135 = -587042.455481 nChanged 2115 SP:Iteration 1F (1532.802092 sec): 3 clusters Score: Raw -591037.676988 + Penalty 2781.334135 = -588256.342853 nChanged 410 SP:Iteration 2F (1532.823112 sec): 3 clusters Score: Raw -591287.853173 + Penalty 2781.334135 = -588506.519039 nChanged 302 SP:Iteration 3F (1532.844061 sec): 3 clusters Score: Raw -591462.388901 + Penalty 2781.334135 = -588681.054766 nChanged 259 SP:Iteration 4Q (1532.864973 sec): 3 clusters Score: Raw -591642.253080 + Penalty 2781.334135 = -588860.918945 nChanged 269 SP:Iteration 5F (1532.885752 sec): 3 clusters Score: Raw -591841.165926 + Penalty 2781.334135 = -589059.831791 nChanged 271 SP:Iteration 6F (1532.906836 sec): 3 clusters Score: Raw -592056.708023 + Penalty 2781.334135 = -589275.373888 nChanged 257 SP:Iteration 7Q (1532.927991 sec): 3 clusters Score: Raw -592242.810556 + Penalty 2781.334135 = -589461.476421 nChanged 232 SP:Iteration 8Q (1532.948961 sec): 3 clusters Score: Raw -592404.829658 + Penalty 2781.334135 = -589623.495524 nChanged 195 SP:Iteration 9Q (1532.969902 sec): 3 clusters Score: Raw -592540.463870 + Penalty 2781.334135 = -589759.129735 nChanged 178 SP:Iteration 10Q (1532.990629 sec): 3 clusters Score: Raw -592644.090655 + Penalty 2781.334135 = -589862.756520 nChanged 133 SP:Iteration 11Q (1533.011187 sec): 3 clusters Score: Raw -592702.937808 + Penalty 2781.334135 = -589921.603673 nChanged 91 SP:Iteration 12Q (1533.031918 sec): 3 clusters Score: Raw -592737.470542 + Penalty 2781.334135 = -589956.136407 nChanged 77 SP:Iteration 13Q (1533.052626 sec): 3 clusters Score: Raw -592771.969936 + Penalty 2781.334135 = -589990.635801 nChanged 63 SP:Iteration 14Q (1533.073142 sec): 3 clusters Score: Raw -592791.096702 + Penalty 2781.334135 = -590009.762567 nChanged 45 SP:Iteration 15Q (1533.093820 sec): 3 clusters Score: Raw -592802.959818 + Penalty 2781.334135 = -590021.625683 nChanged 32 SP:Iteration 16Q (1533.114600 sec): 3 clusters Score: Raw -592812.632311 + Penalty 2781.334135 = -590031.298176 nChanged 30 SP:Iteration 17Q (1533.135449 sec): 3 clusters Score: Raw -592819.187067 + Penalty 2781.334135 = -590037.852933 nChanged 17 SP:Iteration 18Q (1533.155968 sec): 3 clusters Score: Raw -592822.407495 + Penalty 2781.334135 = -590041.073360 nChanged 13 SP:Iteration 19Q (1533.176742 sec): 3 clusters Score: Raw -592824.692875 + Penalty 2781.334135 = -590043.358741 nChanged 12 SP:Iteration 20F (1533.197600 sec): 3 clusters Score: Raw -592826.730332 + Penalty 2781.334135 = -590045.396198 nChanged 7 SP:Iteration 21Q (1533.218099 sec): 3 clusters Score: Raw -592828.300545 + Penalty 2781.334135 = -590046.966410 nChanged 8 SP:Iteration 22Q (1533.238782 sec): 3 clusters Score: Raw -592830.119213 + Penalty 2781.334135 = -590048.785078 nChanged 7 SP:Iteration 23Q (1533.259162 sec): 3 clusters Score: Raw -592831.394047 + Penalty 2781.334135 = -590050.059912 nChanged 2 SP:Iteration 24Q (1533.279899 sec): 3 clusters Score: Raw -592831.675217 + Penalty 2781.334135 = -590050.341083 nChanged 5 SP:Iteration 25Q (1533.300307 sec): 3 clusters Score: Raw -592832.968813 + Penalty 2781.334135 = -590051.634678 nChanged 5 SP:Iteration 26Q (1533.320821 sec): 3 clusters Score: Raw -592833.688255 + Penalty 2781.334135 = -590052.354120 nChanged 2 SP:Iteration 27Q (1533.341429 sec): 3 clusters Score: Raw -592833.924109 + Penalty 2781.334135 = -590052.589975 nChanged 1 SP:Iteration 28Q (1533.362186 sec): 3 clusters Score: Raw -592834.181654 + Penalty 2781.334135 = -590052.847520 nChanged 1 SP:Iteration 29Q (1533.382776 sec): 3 clusters Score: Raw -592834.484940 + Penalty 2781.334135 = -590053.150805 nChanged 0 SP:Iteration 30F (1533.403661 sec): 3 clusters Score: Raw -592834.484940 + Penalty 2781.334135 = -590053.150805 nChanged 0 Trying to split cluster 28 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.418165 sec): 2 clusters Score: Raw -114209.646442 + Penalty 1129.039774 = -113080.606668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1533.424283 sec): 3 clusters Score: Raw -113900.733051 + Penalty 2258.079547 = -111642.653504 nChanged 315 SP:Iteration 1F (1533.429974 sec): 3 clusters Score: Raw -114246.650114 + Penalty 2258.079547 = -111988.570566 nChanged 83 SP:Iteration 2F (1533.435690 sec): 3 clusters Score: Raw -114366.816519 + Penalty 2258.079547 = -112108.736972 nChanged 69 SP:Iteration 3F (1533.441329 sec): 3 clusters Score: Raw -114452.410293 + Penalty 2258.079547 = -112194.330746 nChanged 48 SP:Iteration 4Q (1533.447006 sec): 3 clusters Score: Raw -114523.787115 + Penalty 2258.079547 = -112265.707568 nChanged 42 SP:Iteration 5Q (1533.452638 sec): 3 clusters Score: Raw -114567.917986 + Penalty 2258.079547 = -112309.838438 nChanged 22 SP:Iteration 6Q (1533.458254 sec): 3 clusters Score: Raw -114593.556068 + Penalty 2258.079547 = -112335.476520 nChanged 21 SP:Iteration 7Q (1533.463871 sec): 3 clusters Score: Raw -114613.476031 + Penalty 2258.079547 = -112355.396483 nChanged 19 SP:Iteration 8Q (1533.469466 sec): 3 clusters Score: Raw -114636.997955 + Penalty 2258.079547 = -112378.918408 nChanged 16 SP:Iteration 9Q (1533.475006 sec): 3 clusters Score: Raw -114657.238440 + Penalty 2258.079547 = -112399.158893 nChanged 10 SP:Iteration 10Q (1533.480717 sec): 3 clusters Score: Raw -114666.474622 + Penalty 2258.079547 = -112408.395075 nChanged 3 SP:Iteration 11Q (1533.486344 sec): 3 clusters Score: Raw -114668.697059 + Penalty 2258.079547 = -112410.617512 nChanged 2 SP:Iteration 12Q (1533.491925 sec): 3 clusters Score: Raw -114669.839506 + Penalty 2258.079547 = -112411.759959 nChanged 3 SP:Iteration 13Q (1533.497444 sec): 3 clusters Score: Raw -114671.494318 + Penalty 2258.079547 = -112413.414771 nChanged 2 SP:Iteration 14Q (1533.503017 sec): 3 clusters Score: Raw -114672.500284 + Penalty 2258.079547 = -112414.420737 nChanged 0 SP:Iteration 15F (1533.508638 sec): 3 clusters Score: Raw -114672.500284 + Penalty 2258.079547 = -112414.420737 nChanged 0 Trying to split cluster 29 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.520450 sec): 2 clusters Score: Raw -36010.965067 + Penalty 960.504455 = -35050.460613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1533.523132 sec): 3 clusters Score: Raw -35992.159624 + Penalty 1921.008909 = -34071.150715 nChanged 61 SP:Iteration 1F (1533.525616 sec): 3 clusters Score: Raw -36132.611190 + Penalty 1921.008909 = -34211.602281 nChanged 22 SP:Iteration 2F (1533.528205 sec): 3 clusters Score: Raw -36173.270097 + Penalty 1921.008909 = -34252.261187 nChanged 8 SP:Iteration 3Q (1533.530641 sec): 3 clusters Score: Raw -36196.574803 + Penalty 1921.008909 = -34275.565894 nChanged 6 SP:Iteration 4Q (1533.533060 sec): 3 clusters Score: Raw -36212.496896 + Penalty 1921.008909 = -34291.487986 nChanged 7 SP:Iteration 5Q (1533.535496 sec): 3 clusters Score: Raw -36247.532572 + Penalty 1921.008909 = -34326.523663 nChanged 8 SP:Iteration 6Q (1533.537919 sec): 3 clusters Score: Raw -36276.622600 + Penalty 1921.008909 = -34355.613691 nChanged 2 SP:Iteration 7Q (1533.540365 sec): 3 clusters Score: Raw -36286.455390 + Penalty 1921.008909 = -34365.446481 nChanged 1 SP:Iteration 8Q (1533.542789 sec): 3 clusters Score: Raw -36292.400528 + Penalty 1921.008909 = -34371.391619 nChanged 3 SP:Iteration 9Q (1533.545187 sec): 3 clusters Score: Raw -36297.286170 + Penalty 1921.008909 = -34376.277260 nChanged 2 SP:Iteration 10Q (1533.547586 sec): 3 clusters Score: Raw -36300.775812 + Penalty 1921.008909 = -34379.766903 nChanged 0 SP:Iteration 11F (1533.550052 sec): 3 clusters Score: Raw -36300.775812 + Penalty 1921.008909 = -34379.766903 nChanged 0 Trying to split cluster 30 (6197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.571434 sec): 2 clusters Score: Raw -682623.035959 + Penalty 1418.920845 = -681204.115114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1533.594887 sec): 3 clusters Score: Raw -679287.731185 + Penalty 2837.841689 = -676449.889496 nChanged 2586 SP:Iteration 1F (1533.617556 sec): 3 clusters Score: Raw -680699.994785 + Penalty 2837.841689 = -677862.153095 nChanged 442 SP:Iteration 2F (1533.640497 sec): 3 clusters Score: Raw -680962.377746 + Penalty 2837.841689 = -678124.536056 nChanged 363 SP:Iteration 3F (1533.663411 sec): 3 clusters Score: Raw -681199.736005 + Penalty 2837.841689 = -678361.894316 nChanged 359 SP:Iteration 4F (1533.686338 sec): 3 clusters Score: Raw -681470.676762 + Penalty 2837.841689 = -678632.835073 nChanged 362 SP:Iteration 5F (1533.709289 sec): 3 clusters Score: Raw -681784.831509 + Penalty 2837.841689 = -678946.989819 nChanged 370 SP:Iteration 6F (1533.732063 sec): 3 clusters Score: Raw -682089.539270 + Penalty 2837.841689 = -679251.697581 nChanged 351 SP:Iteration 7F (1533.755092 sec): 3 clusters Score: Raw -682341.079636 + Penalty 2837.841689 = -679503.237946 nChanged 298 SP:Iteration 8Q (1533.777750 sec): 3 clusters Score: Raw -682529.520331 + Penalty 2837.841689 = -679691.678641 nChanged 233 SP:Iteration 9Q (1533.800458 sec): 3 clusters Score: Raw -682686.045557 + Penalty 2837.841689 = -679848.203868 nChanged 200 SP:Iteration 10Q (1533.823239 sec): 3 clusters Score: Raw -682807.987131 + Penalty 2837.841689 = -679970.145441 nChanged 157 SP:Iteration 11Q (1533.845858 sec): 3 clusters Score: Raw -682912.132099 + Penalty 2837.841689 = -680074.290409 nChanged 122 SP:Iteration 12Q (1533.868335 sec): 3 clusters Score: Raw -682983.651525 + Penalty 2837.841689 = -680145.809836 nChanged 78 SP:Iteration 13Q (1533.890772 sec): 3 clusters Score: Raw -683021.639450 + Penalty 2837.841689 = -680183.797761 nChanged 65 SP:Iteration 14Q (1533.913272 sec): 3 clusters Score: Raw -683045.064201 + Penalty 2837.841689 = -680207.222511 nChanged 46 SP:Iteration 15Q (1533.935750 sec): 3 clusters Score: Raw -683059.120610 + Penalty 2837.841689 = -680221.278920 nChanged 48 SP:Iteration 16Q (1533.958598 sec): 3 clusters Score: Raw -683075.751985 + Penalty 2837.841689 = -680237.910295 nChanged 45 SP:Iteration 17Q (1533.981257 sec): 3 clusters Score: Raw -683089.514003 + Penalty 2837.841689 = -680251.672314 nChanged 38 SP:Iteration 18Q (1534.003653 sec): 3 clusters Score: Raw -683102.054868 + Penalty 2837.841689 = -680264.213178 nChanged 35 SP:Iteration 19Q (1534.025940 sec): 3 clusters Score: Raw -683112.974162 + Penalty 2837.841689 = -680275.132472 nChanged 22 SP:Iteration 20F (1534.048930 sec): 3 clusters Score: Raw -683121.538271 + Penalty 2837.841689 = -680283.696581 nChanged 32 SP:Iteration 21Q (1534.071500 sec): 3 clusters Score: Raw -683131.811298 + Penalty 2837.841689 = -680293.969609 nChanged 21 SP:Iteration 22Q (1534.093874 sec): 3 clusters Score: Raw -683138.271125 + Penalty 2837.841689 = -680300.429435 nChanged 25 SP:Iteration 23Q (1534.116632 sec): 3 clusters Score: Raw -683144.648885 + Penalty 2837.841689 = -680306.807196 nChanged 17 SP:Iteration 24Q (1534.139149 sec): 3 clusters Score: Raw -683148.629217 + Penalty 2837.841689 = -680310.787527 nChanged 10 SP:Iteration 25Q (1534.161431 sec): 3 clusters Score: Raw -683150.650842 + Penalty 2837.841689 = -680312.809153 nChanged 6 SP:Iteration 26Q (1534.183834 sec): 3 clusters Score: Raw -683151.874369 + Penalty 2837.841689 = -680314.032680 nChanged 8 SP:Iteration 27Q (1534.206424 sec): 3 clusters Score: Raw -683154.192597 + Penalty 2837.841689 = -680316.350907 nChanged 10 SP:Iteration 28Q (1534.228772 sec): 3 clusters Score: Raw -683156.638318 + Penalty 2837.841689 = -680318.796629 nChanged 10 SP:Iteration 29Q (1534.251251 sec): 3 clusters Score: Raw -683159.807188 + Penalty 2837.841689 = -680321.965498 nChanged 12 SP:Iteration 30Q (1534.273469 sec): 3 clusters Score: Raw -683162.742842 + Penalty 2837.841689 = -680324.901153 nChanged 14 SP:Iteration 31Q (1534.295716 sec): 3 clusters Score: Raw -683166.269457 + Penalty 2837.841689 = -680328.427767 nChanged 15 SP:Iteration 32Q (1534.317833 sec): 3 clusters Score: Raw -683170.153996 + Penalty 2837.841689 = -680332.312307 nChanged 12 SP:Iteration 33Q (1534.340168 sec): 3 clusters Score: Raw -683173.680593 + Penalty 2837.841689 = -680335.838904 nChanged 13 SP:Iteration 34Q (1534.362373 sec): 3 clusters Score: Raw -683177.381381 + Penalty 2837.841689 = -680339.539692 nChanged 10 SP:Iteration 35Q (1534.384583 sec): 3 clusters Score: Raw -683179.776302 + Penalty 2837.841689 = -680341.934613 nChanged 6 SP:Iteration 36Q (1534.406666 sec): 3 clusters Score: Raw -683180.588699 + Penalty 2837.841689 = -680342.747009 nChanged 2 SP:Iteration 37Q (1534.428902 sec): 3 clusters Score: Raw -683181.437126 + Penalty 2837.841689 = -680343.595436 nChanged 5 SP:Iteration 38Q (1534.451506 sec): 3 clusters Score: Raw -683182.476538 + Penalty 2837.841689 = -680344.634849 nChanged 1 SP:Iteration 39Q (1534.473903 sec): 3 clusters Score: Raw -683182.558557 + Penalty 2837.841689 = -680344.716868 nChanged 1 SP:Iteration 40F (1534.496565 sec): 3 clusters Score: Raw -683182.704117 + Penalty 2837.841689 = -680344.862428 nChanged 0 Trying to split cluster 31 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1534.511359 sec): 2 clusters Score: Raw -146446.253271 + Penalty 1155.620719 = -145290.632552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1534.518258 sec): 3 clusters Score: Raw -146002.784454 + Penalty 2311.241438 = -143691.543017 nChanged 387 SP:Iteration 1F (1534.524633 sec): 3 clusters Score: Raw -146290.031638 + Penalty 2311.241438 = -143978.790200 nChanged 91 SP:Iteration 2F (1534.531044 sec): 3 clusters Score: Raw -146369.362167 + Penalty 2311.241438 = -144058.120729 nChanged 46 SP:Iteration 3Q (1534.537576 sec): 3 clusters Score: Raw -146404.669534 + Penalty 2311.241438 = -144093.428096 nChanged 27 SP:Iteration 4Q (1534.543929 sec): 3 clusters Score: Raw -146424.836618 + Penalty 2311.241438 = -144113.595180 nChanged 24 SP:Iteration 5Q (1534.550327 sec): 3 clusters Score: Raw -146442.181121 + Penalty 2311.241438 = -144130.939683 nChanged 22 SP:Iteration 6Q (1534.556700 sec): 3 clusters Score: Raw -146459.756605 + Penalty 2311.241438 = -144148.515167 nChanged 11 SP:Iteration 7Q (1534.563089 sec): 3 clusters Score: Raw -146466.346149 + Penalty 2311.241438 = -144155.104711 nChanged 8 SP:Iteration 8Q (1534.569479 sec): 3 clusters Score: Raw -146471.972406 + Penalty 2311.241438 = -144160.730968 nChanged 3 SP:Iteration 9Q (1534.575887 sec): 3 clusters Score: Raw -146475.134169 + Penalty 2311.241438 = -144163.892731 nChanged 5 SP:Iteration 10Q (1534.582204 sec): 3 clusters Score: Raw -146479.751242 + Penalty 2311.241438 = -144168.509804 nChanged 8 SP:Iteration 11Q (1534.588572 sec): 3 clusters Score: Raw -146484.864431 + Penalty 2311.241438 = -144173.622993 nChanged 4 SP:Iteration 12Q (1534.594949 sec): 3 clusters Score: Raw -146487.475523 + Penalty 2311.241438 = -144176.234085 nChanged 5 SP:Iteration 13Q (1534.601325 sec): 3 clusters Score: Raw -146490.222405 + Penalty 2311.241438 = -144178.980967 nChanged 3 SP:Iteration 14Q (1534.607732 sec): 3 clusters Score: Raw -146492.158270 + Penalty 2311.241438 = -144180.916832 nChanged 2 SP:Iteration 15Q (1534.614121 sec): 3 clusters Score: Raw -146493.758270 + Penalty 2311.241438 = -144182.516832 nChanged 1 SP:Iteration 16Q (1534.620435 sec): 3 clusters Score: Raw -146496.507142 + Penalty 2311.241438 = -144185.265704 nChanged 5 SP:Iteration 17Q (1534.626755 sec): 3 clusters Score: Raw -146500.505418 + Penalty 2311.241438 = -144189.263980 nChanged 6 SP:Iteration 18Q (1534.633075 sec): 3 clusters Score: Raw -146504.323092 + Penalty 2311.241438 = -144193.081654 nChanged 11 SP:Iteration 19Q (1534.639477 sec): 3 clusters Score: Raw -146516.424336 + Penalty 2311.241438 = -144205.182899 nChanged 9 SP:Iteration 20F (1534.645871 sec): 3 clusters Score: Raw -146525.160500 + Penalty 2311.241438 = -144213.919062 nChanged 8 SP:Iteration 21Q (1534.652195 sec): 3 clusters Score: Raw -146531.324319 + Penalty 2311.241438 = -144220.082881 nChanged 10 SP:Iteration 22Q (1534.658556 sec): 3 clusters Score: Raw -146541.390722 + Penalty 2311.241438 = -144230.149284 nChanged 8 SP:Iteration 23Q (1534.664863 sec): 3 clusters Score: Raw -146548.998509 + Penalty 2311.241438 = -144237.757071 nChanged 6 SP:Iteration 24Q (1534.671248 sec): 3 clusters Score: Raw -146552.889293 + Penalty 2311.241438 = -144241.647855 nChanged 6 SP:Iteration 25Q (1534.677602 sec): 3 clusters Score: Raw -146558.408678 + Penalty 2311.241438 = -144247.167240 nChanged 7 SP:Iteration 26Q (1534.683938 sec): 3 clusters Score: Raw -146567.404466 + Penalty 2311.241438 = -144256.163028 nChanged 10 SP:Iteration 27Q (1534.690269 sec): 3 clusters Score: Raw -146576.649166 + Penalty 2311.241438 = -144265.407729 nChanged 6 SP:Iteration 28Q (1534.696583 sec): 3 clusters Score: Raw -146581.507338 + Penalty 2311.241438 = -144270.265900 nChanged 7 SP:Iteration 29Q (1534.702922 sec): 3 clusters Score: Raw -146589.389578 + Penalty 2311.241438 = -144278.148140 nChanged 10 SP:Iteration 30Q (1534.709184 sec): 3 clusters Score: Raw -146603.934804 + Penalty 2311.241438 = -144292.693366 nChanged 14 SP:Iteration 31Q (1534.715511 sec): 3 clusters Score: Raw -146615.581278 + Penalty 2311.241438 = -144304.339840 nChanged 10 SP:Iteration 32Q (1534.754626 sec): 3 clusters Score: Raw -146626.741201 + Penalty 2311.241438 = -144315.499763 nChanged 6 SP:Iteration 33Q (1534.766676 sec): 3 clusters Score: Raw -146631.267971 + Penalty 2311.241438 = -144320.026534 nChanged 3 SP:Iteration 34Q (1534.773008 sec): 3 clusters Score: Raw -146634.316186 + Penalty 2311.241438 = -144323.074748 nChanged 4 SP:Iteration 35Q (1534.779328 sec): 3 clusters Score: Raw -146637.243408 + Penalty 2311.241438 = -144326.001970 nChanged 2 SP:Iteration 36Q (1534.785640 sec): 3 clusters Score: Raw -146637.870089 + Penalty 2311.241438 = -144326.628651 nChanged 1 SP:Iteration 37Q (1534.791953 sec): 3 clusters Score: Raw -146638.214151 + Penalty 2311.241438 = -144326.972713 nChanged 0 SP:Iteration 38F (1534.798360 sec): 3 clusters Score: Raw -146638.214151 + Penalty 2311.241438 = -144326.972713 nChanged 0 Trying to split cluster 32 (7103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1534.819909 sec): 2 clusters Score: Raw -779647.261467 + Penalty 1441.094283 = -778206.167184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1534.843826 sec): 3 clusters Score: Raw -775783.050872 + Penalty 2882.188565 = -772900.862307 nChanged 2975 SP:Iteration 1F (1534.867146 sec): 3 clusters Score: Raw -777348.977831 + Penalty 2882.188565 = -774466.789265 nChanged 488 SP:Iteration 2F (1534.890535 sec): 3 clusters Score: Raw -777598.897907 + Penalty 2882.188565 = -774716.709341 nChanged 424 SP:Iteration 3F (1534.913794 sec): 3 clusters Score: Raw -777857.981980 + Penalty 2882.188565 = -774975.793415 nChanged 439 SP:Iteration 4F (1534.937080 sec): 3 clusters Score: Raw -778136.871335 + Penalty 2882.188565 = -775254.682770 nChanged 418 SP:Iteration 5F (1534.960353 sec): 3 clusters Score: Raw -778403.378270 + Penalty 2882.188565 = -775521.189704 nChanged 400 SP:Iteration 6F (1534.983704 sec): 3 clusters Score: Raw -778657.150224 + Penalty 2882.188565 = -775774.961659 nChanged 371 SP:Iteration 7F (1535.006876 sec): 3 clusters Score: Raw -778914.688391 + Penalty 2882.188565 = -776032.499826 nChanged 339 SP:Iteration 8Q (1535.030110 sec): 3 clusters Score: Raw -779162.000059 + Penalty 2882.188565 = -776279.811493 nChanged 292 SP:Iteration 9Q (1535.053588 sec): 3 clusters Score: Raw -779358.970126 + Penalty 2882.188565 = -776476.781561 nChanged 222 SP:Iteration 10Q (1535.076773 sec): 3 clusters Score: Raw -779495.390643 + Penalty 2882.188565 = -776613.202078 nChanged 142 SP:Iteration 11Q (1535.099990 sec): 3 clusters Score: Raw -779596.137144 + Penalty 2882.188565 = -776713.948579 nChanged 126 SP:Iteration 12Q (1535.123179 sec): 3 clusters Score: Raw -779695.153028 + Penalty 2882.188565 = -776812.964462 nChanged 101 SP:Iteration 13Q (1535.146471 sec): 3 clusters Score: Raw -779790.362293 + Penalty 2882.188565 = -776908.173728 nChanged 106 SP:Iteration 14Q (1535.169522 sec): 3 clusters Score: Raw -779899.752391 + Penalty 2882.188565 = -777017.563825 nChanged 96 SP:Iteration 15Q (1535.192464 sec): 3 clusters Score: Raw -780019.975264 + Penalty 2882.188565 = -777137.786698 nChanged 87 SP:Iteration 16Q (1535.214778 sec): 3 clusters Score: Raw -780135.038640 + Penalty 2882.188565 = -777252.850074 nChanged 66 SP:Iteration 17Q (1535.236607 sec): 3 clusters Score: Raw -780201.529762 + Penalty 2882.188565 = -777319.341197 nChanged 52 SP:Iteration 18Q (1535.258438 sec): 3 clusters Score: Raw -780244.637090 + Penalty 2882.188565 = -777362.448524 nChanged 25 SP:Iteration 19Q (1535.280212 sec): 3 clusters Score: Raw -780260.268123 + Penalty 2882.188565 = -777378.079558 nChanged 17 SP:Iteration 20F (1535.303541 sec): 3 clusters Score: Raw -780269.290987 + Penalty 2882.188565 = -777387.102422 nChanged 12 SP:Iteration 21Q (1535.324968 sec): 3 clusters Score: Raw -780274.098940 + Penalty 2882.188565 = -777391.910374 nChanged 5 SP:Iteration 22Q (1535.346422 sec): 3 clusters Score: Raw -780275.606382 + Penalty 2882.188565 = -777393.417817 nChanged 4 SP:Iteration 23Q (1535.378287 sec): 3 clusters Score: Raw -780278.311388 + Penalty 2882.188565 = -777396.122822 nChanged 5 SP:Iteration 24Q (1535.399612 sec): 3 clusters Score: Raw -780281.006842 + Penalty 2882.188565 = -777398.818277 nChanged 4 SP:Iteration 25Q (1535.420935 sec): 3 clusters Score: Raw -780281.912121 + Penalty 2882.188565 = -777399.723556 nChanged 2 SP:Iteration 26Q (1535.442316 sec): 3 clusters Score: Raw -780282.650189 + Penalty 2882.188565 = -777400.461623 nChanged 0 SP:Iteration 27F (1535.465611 sec): 3 clusters Score: Raw -780282.650189 + Penalty 2882.188565 = -777400.461623 nChanged 0 Iteration 139Q (1541.618289 sec): 34 clusters Score: Raw -82225782.333947 + Penalty 72524.451229 = -82153257.882718 nChanged 1187 Iteration 140F (1556.971355 sec): 34 clusters Score: Raw -82227232.861955 + Penalty 72524.451229 = -82154708.410726 nChanged 1798 Iteration 141Q (1563.723718 sec): 34 clusters Score: Raw -82227992.250301 + Penalty 72524.451229 = -82155467.799072 nChanged 1524 Iteration 142Q (1570.477297 sec): 34 clusters Score: Raw -82228405.615641 + Penalty 72524.451229 = -82155881.164412 nChanged 1331 Iteration 143Q (1577.218088 sec): 34 clusters Score: Raw -82228650.982326 + Penalty 72524.451229 = -82156126.531098 nChanged 1152 Iteration 144Q (1584.002948 sec): 34 clusters Score: Raw -82228816.579894 + Penalty 72524.451229 = -82156292.128665 nChanged 976 Iteration 145Q (1590.755621 sec): 34 clusters Score: Raw -82228930.066406 + Penalty 72524.451229 = -82156405.615178 nChanged 872 Iteration 146Q (1597.505130 sec): 34 clusters Score: Raw -82229036.326986 + Penalty 72524.451229 = -82156511.875757 nChanged 817 Iteration 147Q (1604.422098 sec): 34 clusters Score: Raw -82229130.836411 + Penalty 72524.451229 = -82156606.385183 nChanged 779 Iteration 148Q (1611.156349 sec): 34 clusters Score: Raw -82229213.905956 + Penalty 72524.451229 = -82156689.454728 nChanged 699 Iteration 149Q (1617.878098 sec): 34 clusters Score: Raw -82229279.115286 + Penalty 72524.451229 = -82156754.664058 nChanged 639 Iteration 150Q (1624.598886 sec): 34 clusters Score: Raw -82229339.048173 + Penalty 72524.451229 = -82156814.596945 nChanged 580 Iteration 151Q (1631.330430 sec): 34 clusters Score: Raw -82229383.690408 + Penalty 72524.451229 = -82156859.239179 nChanged 503 Iteration 152Q (1638.074133 sec): 34 clusters Score: Raw -82229418.884715 + Penalty 72524.451229 = -82156894.433486 nChanged 473 Iteration 153Q (1644.882753 sec): 34 clusters Score: Raw -82229450.209488 + Penalty 72524.451229 = -82156925.758259 nChanged 425 Iteration 154Q (1651.614418 sec): 34 clusters Score: Raw -82229475.337034 + Penalty 72524.451229 = -82156950.885805 nChanged 358 Iteration 155Q (1658.452906 sec): 34 clusters Score: Raw -82229493.003575 + Penalty 72524.451229 = -82156968.552346 nChanged 288 Iteration 156Q (1665.207758 sec): 34 clusters Score: Raw -82229505.689023 + Penalty 72524.451229 = -82156981.237794 nChanged 278 Iteration 157Q (1671.925234 sec): 34 clusters Score: Raw -82229516.920437 + Penalty 72524.451229 = -82156992.469208 nChanged 238 Iteration 158Q (1678.646265 sec): 34 clusters Score: Raw -82229525.730489 + Penalty 72524.451229 = -82157001.279260 nChanged 208 Iteration 159Q (1685.372347 sec): 34 clusters Score: Raw -82229533.174591 + Penalty 72524.451229 = -82157008.723362 nChanged 209 Iteration 160F (1699.732878 sec): 34 clusters Score: Raw -82229567.409666 + Penalty 72524.451229 = -82157042.958438 nChanged 215 Iteration 161Q (1706.586018 sec): 34 clusters Score: Raw -82229587.383128 + Penalty 72524.451229 = -82157062.931900 nChanged 230 Iteration 162Q (1713.329732 sec): 34 clusters Score: Raw -82229607.324273 + Penalty 72524.451229 = -82157082.873044 nChanged 231 Iteration 163Q (1720.103380 sec): 34 clusters Score: Raw -82229627.426302 + Penalty 72524.451229 = -82157102.975074 nChanged 205 Iteration 164Q (1726.967884 sec): 34 clusters Score: Raw -82229643.167528 + Penalty 72524.451229 = -82157118.716299 nChanged 205 Iteration 165Q (1733.861173 sec): 34 clusters Score: Raw -82229657.455136 + Penalty 72524.451229 = -82157133.003907 nChanged 212 Iteration 166Q (1740.603819 sec): 34 clusters Score: Raw -82229670.926276 + Penalty 72524.451229 = -82157146.475047 nChanged 191 Iteration 167Q (1747.365048 sec): 34 clusters Score: Raw -82229683.315567 + Penalty 72524.451229 = -82157158.864338 nChanged 148 Iteration 168Q (1754.114543 sec): 34 clusters Score: Raw -82229691.808436 + Penalty 72524.451229 = -82157167.357207 nChanged 140 Iteration 169Q (1760.956197 sec): 34 clusters Score: Raw -82229698.808008 + Penalty 72524.451229 = -82157174.356779 nChanged 119 Iteration 170Q (1767.686509 sec): 34 clusters Score: Raw -82229704.308430 + Penalty 72524.451229 = -82157179.857201 nChanged 123 Iteration 171Q (1774.463425 sec): 34 clusters Score: Raw -82229710.857785 + Penalty 72524.451229 = -82157186.406557 nChanged 122 Iteration 172Q (1781.243773 sec): 34 clusters Score: Raw -82229716.143722 + Penalty 72524.451229 = -82157191.692493 nChanged 124 Iteration 173Q (1787.990766 sec): 34 clusters Score: Raw -82229722.776234 + Penalty 72524.451229 = -82157198.325005 nChanged 96 Iteration 174Q (1794.771259 sec): 34 clusters Score: Raw -82229726.951614 + Penalty 72524.451229 = -82157202.500385 nChanged 86 Iteration 175Q (1801.519224 sec): 34 clusters Score: Raw -82229730.476781 + Penalty 72524.451229 = -82157206.025552 nChanged 85 Iteration 176Q (1808.281124 sec): 34 clusters Score: Raw -82229734.261348 + Penalty 72524.451229 = -82157209.810119 nChanged 77 Iteration 177Q (1815.020988 sec): 34 clusters Score: Raw -82229737.838915 + Penalty 72524.451229 = -82157213.387686 nChanged 68 Iteration 178Q (1821.775952 sec): 34 clusters Score: Raw -82229741.193426 + Penalty 72524.451229 = -82157216.742197 nChanged 72 Writing temp clu file Because OldScore, -82157213.387686, is greater than current (better) Score,-82157216.742197 Compute initial score before splitting: Score: Raw -82229741.193426 + Penalty 72524.451229 = -82157216.742197 Trying to split cluster 1 (3108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1821.921330 sec): 2 clusters Score: Raw -320036.015410 + Penalty 1306.781891 = -318729.233520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1821.937520 sec): 3 clusters Score: Raw -318582.134057 + Penalty 2613.563781 = -315968.570276 nChanged 1147 SP:Iteration 1F (1821.952641 sec): 3 clusters Score: Raw -319254.209645 + Penalty 2613.563781 = -316640.645864 nChanged 271 SP:Iteration 2F (1821.967745 sec): 3 clusters Score: Raw -319456.583013 + Penalty 2613.563781 = -316843.019232 nChanged 207 SP:Iteration 3F (1821.982776 sec): 3 clusters Score: Raw -319632.696446 + Penalty 2613.563781 = -317019.132665 nChanged 181 SP:Iteration 4F (1821.997879 sec): 3 clusters Score: Raw -319779.991410 + Penalty 2613.563781 = -317166.427629 nChanged 134 SP:Iteration 5Q (1822.012903 sec): 3 clusters Score: Raw -319888.275877 + Penalty 2613.563781 = -317274.712096 nChanged 116 SP:Iteration 6Q (1822.027958 sec): 3 clusters Score: Raw -319971.928742 + Penalty 2613.563781 = -317358.364960 nChanged 91 SP:Iteration 7Q (1822.043175 sec): 3 clusters Score: Raw -320040.643376 + Penalty 2613.563781 = -317427.079594 nChanged 78 SP:Iteration 8Q (1822.058107 sec): 3 clusters Score: Raw -320101.209556 + Penalty 2613.563781 = -317487.645775 nChanged 75 SP:Iteration 9Q (1822.073126 sec): 3 clusters Score: Raw -320153.519796 + Penalty 2613.563781 = -317539.956015 nChanged 58 SP:Iteration 10Q (1822.088074 sec): 3 clusters Score: Raw -320193.316511 + Penalty 2613.563781 = -317579.752730 nChanged 57 SP:Iteration 11Q (1822.103037 sec): 3 clusters Score: Raw -320227.241487 + Penalty 2613.563781 = -317613.677705 nChanged 46 SP:Iteration 12Q (1822.117765 sec): 3 clusters Score: Raw -320257.311736 + Penalty 2613.563781 = -317643.747955 nChanged 39 SP:Iteration 13Q (1822.132706 sec): 3 clusters Score: Raw -320283.995087 + Penalty 2613.563781 = -317670.431306 nChanged 37 SP:Iteration 14Q (1822.147472 sec): 3 clusters Score: Raw -320304.640653 + Penalty 2613.563781 = -317691.076872 nChanged 36 SP:Iteration 15Q (1822.162448 sec): 3 clusters Score: Raw -320331.424099 + Penalty 2613.563781 = -317717.860318 nChanged 31 SP:Iteration 16Q (1822.177294 sec): 3 clusters Score: Raw -320351.236154 + Penalty 2613.563781 = -317737.672373 nChanged 36 SP:Iteration 17Q (1822.192273 sec): 3 clusters Score: Raw -320367.640278 + Penalty 2613.563781 = -317754.076497 nChanged 27 SP:Iteration 18Q (1822.207118 sec): 3 clusters Score: Raw -320379.965881 + Penalty 2613.563781 = -317766.402100 nChanged 21 SP:Iteration 19Q (1822.222033 sec): 3 clusters Score: Raw -320394.682910 + Penalty 2613.563781 = -317781.119129 nChanged 21 SP:Iteration 20F (1822.236828 sec): 3 clusters Score: Raw -320410.047114 + Penalty 2613.563781 = -317796.483333 nChanged 26 SP:Iteration 21Q (1822.251753 sec): 3 clusters Score: Raw -320428.852727 + Penalty 2613.563781 = -317815.288946 nChanged 35 SP:Iteration 22Q (1822.266697 sec): 3 clusters Score: Raw -320463.036617 + Penalty 2613.563781 = -317849.472836 nChanged 42 SP:Iteration 23Q (1822.281561 sec): 3 clusters Score: Raw -320490.959311 + Penalty 2613.563781 = -317877.395529 nChanged 30 SP:Iteration 24Q (1822.296490 sec): 3 clusters Score: Raw -320506.965830 + Penalty 2613.563781 = -317893.402049 nChanged 29 SP:Iteration 25Q (1822.311377 sec): 3 clusters Score: Raw -320524.463391 + Penalty 2613.563781 = -317910.899610 nChanged 22 SP:Iteration 26Q (1822.326334 sec): 3 clusters Score: Raw -320532.297669 + Penalty 2613.563781 = -317918.733887 nChanged 10 SP:Iteration 27Q (1822.341248 sec): 3 clusters Score: Raw -320537.289311 + Penalty 2613.563781 = -317923.725530 nChanged 11 SP:Iteration 28Q (1822.356311 sec): 3 clusters Score: Raw -320541.161260 + Penalty 2613.563781 = -317927.597478 nChanged 5 SP:Iteration 29Q (1822.371141 sec): 3 clusters Score: Raw -320542.926193 + Penalty 2613.563781 = -317929.362412 nChanged 4 SP:Iteration 30Q (1822.386038 sec): 3 clusters Score: Raw -320544.371143 + Penalty 2613.563781 = -317930.807362 nChanged 3 SP:Iteration 31Q (1822.400505 sec): 3 clusters Score: Raw -320544.854598 + Penalty 2613.563781 = -317931.290817 nChanged 4 SP:Iteration 32Q (1822.415708 sec): 3 clusters Score: Raw -320545.488861 + Penalty 2613.563781 = -317931.925080 nChanged 1 SP:Iteration 33Q (1822.430434 sec): 3 clusters Score: Raw -320545.653065 + Penalty 2613.563781 = -317932.089284 nChanged 1 SP:Iteration 34Q (1822.445206 sec): 3 clusters Score: Raw -320545.922220 + Penalty 2613.563781 = -317932.358439 nChanged 2 SP:Iteration 35Q (1822.459887 sec): 3 clusters Score: Raw -320546.160179 + Penalty 2613.563781 = -317932.596398 nChanged 0 SP:Iteration 36F (1822.474643 sec): 3 clusters Score: Raw -320546.160179 + Penalty 2613.563781 = -317932.596398 nChanged 0 Trying to split cluster 2 (1551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1822.489905 sec): 2 clusters Score: Raw -187418.249561 + Penalty 1193.831464 = -186224.418096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1822.498483 sec): 3 clusters Score: Raw -186805.562171 + Penalty 2387.662928 = -184417.899243 nChanged 509 SP:Iteration 1F (1822.506395 sec): 3 clusters Score: Raw -187187.443338 + Penalty 2387.662928 = -184799.780410 nChanged 133 SP:Iteration 2F (1822.514451 sec): 3 clusters Score: Raw -187296.547247 + Penalty 2387.662928 = -184908.884319 nChanged 66 SP:Iteration 3Q (1822.522444 sec): 3 clusters Score: Raw -187363.279956 + Penalty 2387.662928 = -184975.617028 nChanged 59 SP:Iteration 4Q (1822.530312 sec): 3 clusters Score: Raw -187415.016041 + Penalty 2387.662928 = -185027.353113 nChanged 50 SP:Iteration 5Q (1822.538269 sec): 3 clusters Score: Raw -187448.631782 + Penalty 2387.662928 = -185060.968854 nChanged 33 SP:Iteration 6Q (1822.546211 sec): 3 clusters Score: Raw -187469.556251 + Penalty 2387.662928 = -185081.893323 nChanged 23 SP:Iteration 7Q (1822.554167 sec): 3 clusters Score: Raw -187487.194055 + Penalty 2387.662928 = -185099.531127 nChanged 19 SP:Iteration 8Q (1822.562031 sec): 3 clusters Score: Raw -187500.021430 + Penalty 2387.662928 = -185112.358502 nChanged 24 SP:Iteration 9Q (1822.569897 sec): 3 clusters Score: Raw -187516.734878 + Penalty 2387.662928 = -185129.071950 nChanged 22 SP:Iteration 10Q (1822.577886 sec): 3 clusters Score: Raw -187533.021041 + Penalty 2387.662928 = -185145.358113 nChanged 17 SP:Iteration 11Q (1822.585813 sec): 3 clusters Score: Raw -187543.246578 + Penalty 2387.662928 = -185155.583650 nChanged 17 SP:Iteration 12Q (1822.593667 sec): 3 clusters Score: Raw -187557.074916 + Penalty 2387.662928 = -185169.411988 nChanged 21 SP:Iteration 13Q (1822.601609 sec): 3 clusters Score: Raw -187571.000153 + Penalty 2387.662928 = -185183.337225 nChanged 18 SP:Iteration 14Q (1822.609558 sec): 3 clusters Score: Raw -187580.547209 + Penalty 2387.662928 = -185192.884281 nChanged 20 SP:Iteration 15Q (1822.617423 sec): 3 clusters Score: Raw -187592.496736 + Penalty 2387.662928 = -185204.833808 nChanged 20 SP:Iteration 16Q (1822.625343 sec): 3 clusters Score: Raw -187602.863301 + Penalty 2387.662928 = -185215.200373 nChanged 16 SP:Iteration 17Q (1822.633249 sec): 3 clusters Score: Raw -187610.691855 + Penalty 2387.662928 = -185223.028927 nChanged 15 SP:Iteration 18Q (1822.641145 sec): 3 clusters Score: Raw -187620.343409 + Penalty 2387.662928 = -185232.680481 nChanged 17 SP:Iteration 19Q (1822.649067 sec): 3 clusters Score: Raw -187632.410207 + Penalty 2387.662928 = -185244.747279 nChanged 16 SP:Iteration 20F (1822.656971 sec): 3 clusters Score: Raw -187645.185491 + Penalty 2387.662928 = -185257.522563 nChanged 21 SP:Iteration 21Q (1822.664824 sec): 3 clusters Score: Raw -187658.999057 + Penalty 2387.662928 = -185271.336129 nChanged 20 SP:Iteration 22Q (1822.672772 sec): 3 clusters Score: Raw -187671.611846 + Penalty 2387.662928 = -185283.948918 nChanged 20 SP:Iteration 23Q (1822.680608 sec): 3 clusters Score: Raw -187680.115031 + Penalty 2387.662928 = -185292.452103 nChanged 11 SP:Iteration 24Q (1822.688449 sec): 3 clusters Score: Raw -187684.866909 + Penalty 2387.662928 = -185297.203981 nChanged 10 SP:Iteration 25Q (1822.696288 sec): 3 clusters Score: Raw -187691.628340 + Penalty 2387.662928 = -185303.965412 nChanged 10 SP:Iteration 26Q (1822.704256 sec): 3 clusters Score: Raw -187699.048786 + Penalty 2387.662928 = -185311.385858 nChanged 12 SP:Iteration 27Q (1822.712121 sec): 3 clusters Score: Raw -187709.326474 + Penalty 2387.662928 = -185321.663546 nChanged 14 SP:Iteration 28Q (1822.719885 sec): 3 clusters Score: Raw -187719.410732 + Penalty 2387.662928 = -185331.747804 nChanged 13 SP:Iteration 29Q (1822.727731 sec): 3 clusters Score: Raw -187726.055453 + Penalty 2387.662928 = -185338.392525 nChanged 12 SP:Iteration 30Q (1822.735695 sec): 3 clusters Score: Raw -187733.129278 + Penalty 2387.662928 = -185345.466350 nChanged 11 SP:Iteration 31Q (1822.743583 sec): 3 clusters Score: Raw -187737.507473 + Penalty 2387.662928 = -185349.844545 nChanged 8 SP:Iteration 32Q (1822.762970 sec): 3 clusters Score: Raw -187741.040796 + Penalty 2387.662928 = -185353.377868 nChanged 4 SP:Iteration 33Q (1822.799990 sec): 3 clusters Score: Raw -187742.771408 + Penalty 2387.662928 = -185355.108480 nChanged 5 SP:Iteration 34Q (1822.807822 sec): 3 clusters Score: Raw -187745.049061 + Penalty 2387.662928 = -185357.386133 nChanged 7 SP:Iteration 35Q (1822.815710 sec): 3 clusters Score: Raw -187748.430329 + Penalty 2387.662928 = -185360.767401 nChanged 5 SP:Iteration 36Q (1822.823672 sec): 3 clusters Score: Raw -187751.586087 + Penalty 2387.662928 = -185363.923159 nChanged 5 SP:Iteration 37Q (1822.831534 sec): 3 clusters Score: Raw -187754.239804 + Penalty 2387.662928 = -185366.576876 nChanged 4 SP:Iteration 38Q (1822.839367 sec): 3 clusters Score: Raw -187758.224783 + Penalty 2387.662928 = -185370.561855 nChanged 7 SP:Iteration 39Q (1822.847196 sec): 3 clusters Score: Raw -187762.954083 + Penalty 2387.662928 = -185375.291154 nChanged 5 SP:Iteration 40F (1822.855244 sec): 3 clusters Score: Raw -187766.313084 + Penalty 2387.662928 = -185378.650155 nChanged 5 SP:Iteration 41Q (1822.863102 sec): 3 clusters Score: Raw -187769.507436 + Penalty 2387.662928 = -185381.844508 nChanged 4 SP:Iteration 42Q (1822.871011 sec): 3 clusters Score: Raw -187770.586440 + Penalty 2387.662928 = -185382.923512 nChanged 2 SP:Iteration 43Q (1822.878910 sec): 3 clusters Score: Raw -187772.353575 + Penalty 2387.662928 = -185384.690647 nChanged 5 SP:Iteration 44Q (1822.886782 sec): 3 clusters Score: Raw -187775.033709 + Penalty 2387.662928 = -185387.370781 nChanged 1 SP:Iteration 45Q (1822.894694 sec): 3 clusters Score: Raw -187775.194082 + Penalty 2387.662928 = -185387.531154 nChanged 0 SP:Iteration 46F (1822.902610 sec): 3 clusters Score: Raw -187775.194082 + Penalty 2387.662928 = -185387.531154 nChanged 0 Trying to split cluster 3 (10860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1822.929659 sec): 2 clusters Score: Raw -1205893.113928 + Penalty 1510.086759 = -1204383.027169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1822.960782 sec): 3 clusters Score: Raw -1199752.476161 + Penalty 3020.173518 = -1196732.302643 nChanged 4754 SP:Iteration 1F (1822.991015 sec): 3 clusters Score: Raw -1202566.319411 + Penalty 3020.173518 = -1199546.145893 nChanged 763 SP:Iteration 2F (1823.021232 sec): 3 clusters Score: Raw -1203062.980182 + Penalty 3020.173518 = -1200042.806664 nChanged 737 SP:Iteration 3F (1823.051606 sec): 3 clusters Score: Raw -1203599.172272 + Penalty 3020.173518 = -1200578.998754 nChanged 722 SP:Iteration 4F (1823.081762 sec): 3 clusters Score: Raw -1204118.685702 + Penalty 3020.173518 = -1201098.512184 nChanged 701 SP:Iteration 5F (1823.111953 sec): 3 clusters Score: Raw -1204616.456805 + Penalty 3020.173518 = -1201596.283287 nChanged 594 SP:Iteration 6F (1823.142063 sec): 3 clusters Score: Raw -1204993.305426 + Penalty 3020.173518 = -1201973.131908 nChanged 451 SP:Iteration 7Q (1823.172629 sec): 3 clusters Score: Raw -1205247.867161 + Penalty 3020.173518 = -1202227.693644 nChanged 347 SP:Iteration 8Q (1823.202917 sec): 3 clusters Score: Raw -1205415.186293 + Penalty 3020.173518 = -1202395.012776 nChanged 230 SP:Iteration 9Q (1823.232922 sec): 3 clusters Score: Raw -1205513.957548 + Penalty 3020.173518 = -1202493.784030 nChanged 210 SP:Iteration 10Q (1823.263047 sec): 3 clusters Score: Raw -1205597.134677 + Penalty 3020.173518 = -1202576.961159 nChanged 200 SP:Iteration 11Q (1823.293266 sec): 3 clusters Score: Raw -1205682.231562 + Penalty 3020.173518 = -1202662.058045 nChanged 155 SP:Iteration 12Q (1823.323171 sec): 3 clusters Score: Raw -1205751.214283 + Penalty 3020.173518 = -1202731.040765 nChanged 158 SP:Iteration 13Q (1823.352909 sec): 3 clusters Score: Raw -1205805.862470 + Penalty 3020.173518 = -1202785.688952 nChanged 116 SP:Iteration 14Q (1823.382623 sec): 3 clusters Score: Raw -1205843.919640 + Penalty 3020.173518 = -1202823.746122 nChanged 108 SP:Iteration 15Q (1823.412298 sec): 3 clusters Score: Raw -1205879.647794 + Penalty 3020.173518 = -1202859.474276 nChanged 99 SP:Iteration 16Q (1823.441917 sec): 3 clusters Score: Raw -1205909.791559 + Penalty 3020.173518 = -1202889.618041 nChanged 85 SP:Iteration 17Q (1823.471462 sec): 3 clusters Score: Raw -1205933.668575 + Penalty 3020.173518 = -1202913.495057 nChanged 79 SP:Iteration 18Q (1823.500696 sec): 3 clusters Score: Raw -1205957.655460 + Penalty 3020.173518 = -1202937.481942 nChanged 69 SP:Iteration 19Q (1823.530131 sec): 3 clusters Score: Raw -1205975.503676 + Penalty 3020.173518 = -1202955.330158 nChanged 59 SP:Iteration 20F (1823.560312 sec): 3 clusters Score: Raw -1205988.542326 + Penalty 3020.173518 = -1202968.368808 nChanged 51 SP:Iteration 21Q (1823.589544 sec): 3 clusters Score: Raw -1206001.555784 + Penalty 3020.173518 = -1202981.382266 nChanged 49 SP:Iteration 22Q (1823.618873 sec): 3 clusters Score: Raw -1206015.325433 + Penalty 3020.173518 = -1202995.151915 nChanged 53 SP:Iteration 23Q (1823.647940 sec): 3 clusters Score: Raw -1206027.150808 + Penalty 3020.173518 = -1203006.977290 nChanged 38 SP:Iteration 24Q (1823.676996 sec): 3 clusters Score: Raw -1206035.547989 + Penalty 3020.173518 = -1203015.374471 nChanged 42 SP:Iteration 25Q (1823.706252 sec): 3 clusters Score: Raw -1206044.345753 + Penalty 3020.173518 = -1203024.172235 nChanged 31 SP:Iteration 26Q (1823.735177 sec): 3 clusters Score: Raw -1206050.980127 + Penalty 3020.173518 = -1203030.806609 nChanged 36 SP:Iteration 27Q (1823.764228 sec): 3 clusters Score: Raw -1206058.496360 + Penalty 3020.173518 = -1203038.322843 nChanged 30 SP:Iteration 28Q (1823.793144 sec): 3 clusters Score: Raw -1206065.438327 + Penalty 3020.173518 = -1203045.264809 nChanged 31 SP:Iteration 29Q (1823.821990 sec): 3 clusters Score: Raw -1206071.424931 + Penalty 3020.173518 = -1203051.251413 nChanged 33 SP:Iteration 30Q (1823.850807 sec): 3 clusters Score: Raw -1206078.813923 + Penalty 3020.173518 = -1203058.640405 nChanged 36 SP:Iteration 31Q (1823.879600 sec): 3 clusters Score: Raw -1206086.917901 + Penalty 3020.173518 = -1203066.744384 nChanged 31 SP:Iteration 32Q (1823.908444 sec): 3 clusters Score: Raw -1206094.046359 + Penalty 3020.173518 = -1203073.872841 nChanged 34 SP:Iteration 33Q (1823.937027 sec): 3 clusters Score: Raw -1206103.083619 + Penalty 3020.173518 = -1203082.910101 nChanged 38 SP:Iteration 34Q (1823.965786 sec): 3 clusters Score: Raw -1206111.541698 + Penalty 3020.173518 = -1203091.368180 nChanged 34 SP:Iteration 35Q (1823.994372 sec): 3 clusters Score: Raw -1206119.319796 + Penalty 3020.173518 = -1203099.146278 nChanged 35 SP:Iteration 36Q (1824.022981 sec): 3 clusters Score: Raw -1206128.003811 + Penalty 3020.173518 = -1203107.830293 nChanged 37 SP:Iteration 37Q (1824.051509 sec): 3 clusters Score: Raw -1206138.948919 + Penalty 3020.173518 = -1203118.775401 nChanged 34 SP:Iteration 38Q (1824.079792 sec): 3 clusters Score: Raw -1206150.382327 + Penalty 3020.173518 = -1203130.208809 nChanged 43 SP:Iteration 39Q (1824.108037 sec): 3 clusters Score: Raw -1206165.573589 + Penalty 3020.173518 = -1203145.400071 nChanged 43 SP:Iteration 40F (1824.138242 sec): 3 clusters Score: Raw -1206180.790351 + Penalty 3020.173518 = -1203160.616833 nChanged 39 SP:Iteration 41Q (1824.166375 sec): 3 clusters Score: Raw -1206194.162791 + Penalty 3020.173518 = -1203173.989274 nChanged 41 SP:Iteration 42Q (1824.194486 sec): 3 clusters Score: Raw -1206210.239589 + Penalty 3020.173518 = -1203190.066071 nChanged 43 SP:Iteration 43Q (1824.222610 sec): 3 clusters Score: Raw -1206225.181601 + Penalty 3020.173518 = -1203205.008083 nChanged 30 SP:Iteration 44Q (1824.250579 sec): 3 clusters Score: Raw -1206233.071328 + Penalty 3020.173518 = -1203212.897810 nChanged 24 SP:Iteration 45Q (1824.278475 sec): 3 clusters Score: Raw -1206238.560646 + Penalty 3020.173518 = -1203218.387128 nChanged 16 SP:Iteration 46Q (1824.306316 sec): 3 clusters Score: Raw -1206241.438822 + Penalty 3020.173518 = -1203221.265304 nChanged 15 SP:Iteration 47Q (1824.334165 sec): 3 clusters Score: Raw -1206246.535067 + Penalty 3020.173518 = -1203226.361550 nChanged 16 SP:Iteration 48Q (1824.361815 sec): 3 clusters Score: Raw -1206252.817919 + Penalty 3020.173518 = -1203232.644401 nChanged 13 SP:Iteration 49Q (1824.389515 sec): 3 clusters Score: Raw -1206257.715049 + Penalty 3020.173518 = -1203237.541532 nChanged 18 SP:Iteration 50Q (1824.417272 sec): 3 clusters Score: Raw -1206265.083947 + Penalty 3020.173518 = -1203244.910429 nChanged 20 SP:Iteration 51Q (1824.445004 sec): 3 clusters Score: Raw -1206273.668807 + Penalty 3020.173518 = -1203253.495290 nChanged 22 SP:Iteration 52Q (1824.472610 sec): 3 clusters Score: Raw -1206281.144786 + Penalty 3020.173518 = -1203260.971269 nChanged 17 SP:Iteration 53Q (1824.500152 sec): 3 clusters Score: Raw -1206286.795126 + Penalty 3020.173518 = -1203266.621608 nChanged 19 SP:Iteration 54Q (1824.527631 sec): 3 clusters Score: Raw -1206292.874111 + Penalty 3020.173518 = -1203272.700594 nChanged 17 SP:Iteration 55Q (1824.555143 sec): 3 clusters Score: Raw -1206297.443171 + Penalty 3020.173518 = -1203277.269653 nChanged 12 SP:Iteration 56Q (1824.582546 sec): 3 clusters Score: Raw -1206301.728132 + Penalty 3020.173518 = -1203281.554614 nChanged 14 SP:Iteration 57Q (1824.609832 sec): 3 clusters Score: Raw -1206306.708908 + Penalty 3020.173518 = -1203286.535390 nChanged 13 SP:Iteration 58Q (1824.637191 sec): 3 clusters Score: Raw -1206311.044262 + Penalty 3020.173518 = -1203290.870744 nChanged 14 SP:Iteration 59Q (1824.664474 sec): 3 clusters Score: Raw -1206315.778819 + Penalty 3020.173518 = -1203295.605301 nChanged 17 SP:Iteration 60F (1824.694792 sec): 3 clusters Score: Raw -1206321.068010 + Penalty 3020.173518 = -1203300.894492 nChanged 13 SP:Iteration 61Q (1824.722044 sec): 3 clusters Score: Raw -1206325.226209 + Penalty 3020.173518 = -1203305.052691 nChanged 10 SP:Iteration 62Q (1824.749381 sec): 3 clusters Score: Raw -1206328.618571 + Penalty 3020.173518 = -1203308.445053 nChanged 13 SP:Iteration 63Q (1824.776735 sec): 3 clusters Score: Raw -1206333.681850 + Penalty 3020.173518 = -1203313.508333 nChanged 11 SP:Iteration 64Q (1824.803939 sec): 3 clusters Score: Raw -1206337.875960 + Penalty 3020.173518 = -1203317.702442 nChanged 12 SP:Iteration 65Q (1824.831051 sec): 3 clusters Score: Raw -1206340.790859 + Penalty 3020.173518 = -1203320.617341 nChanged 15 SP:Iteration 66Q (1824.858247 sec): 3 clusters Score: Raw -1206345.160445 + Penalty 3020.173518 = -1203324.986927 nChanged 13 SP:Iteration 67Q (1824.885267 sec): 3 clusters Score: Raw -1206348.662961 + Penalty 3020.173518 = -1203328.489443 nChanged 6 SP:Iteration 68Q (1824.912513 sec): 3 clusters Score: Raw -1206350.412275 + Penalty 3020.173518 = -1203330.238758 nChanged 9 SP:Iteration 69Q (1824.939670 sec): 3 clusters Score: Raw -1206352.967094 + Penalty 3020.173518 = -1203332.793576 nChanged 14 SP:Iteration 70Q (1824.966813 sec): 3 clusters Score: Raw -1206356.451262 + Penalty 3020.173518 = -1203336.277744 nChanged 15 SP:Iteration 71Q (1824.993727 sec): 3 clusters Score: Raw -1206360.599363 + Penalty 3020.173518 = -1203340.425845 nChanged 7 SP:Iteration 72Q (1825.020663 sec): 3 clusters Score: Raw -1206362.563214 + Penalty 3020.173518 = -1203342.389696 nChanged 5 SP:Iteration 73Q (1825.047729 sec): 3 clusters Score: Raw -1206363.445729 + Penalty 3020.173518 = -1203343.272212 nChanged 3 SP:Iteration 74Q (1825.075153 sec): 3 clusters Score: Raw -1206364.300497 + Penalty 3020.173518 = -1203344.126979 nChanged 0 SP:Iteration 75F (1825.105417 sec): 3 clusters Score: Raw -1206364.300497 + Penalty 3020.173518 = -1203344.126979 nChanged 0 Trying to split cluster 4 (12021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.132877 sec): 2 clusters Score: Raw -1339037.296823 + Penalty 1526.591690 = -1337510.705133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.165334 sec): 3 clusters Score: Raw -1332131.347327 + Penalty 3053.183380 = -1329078.163948 nChanged 5287 SP:Iteration 1F (1825.196895 sec): 3 clusters Score: Raw -1335039.386838 + Penalty 3053.183380 = -1331986.203458 nChanged 768 SP:Iteration 2F (1825.228353 sec): 3 clusters Score: Raw -1335406.918145 + Penalty 3053.183380 = -1332353.734765 nChanged 660 SP:Iteration 3F (1825.259794 sec): 3 clusters Score: Raw -1335740.865753 + Penalty 3053.183380 = -1332687.682373 nChanged 596 SP:Iteration 4Q (1825.291651 sec): 3 clusters Score: Raw -1336049.463457 + Penalty 3053.183380 = -1332996.280077 nChanged 608 SP:Iteration 5F (1825.322948 sec): 3 clusters Score: Raw -1336391.284570 + Penalty 3053.183380 = -1333338.101190 nChanged 639 SP:Iteration 6F (1825.354689 sec): 3 clusters Score: Raw -1336784.064352 + Penalty 3053.183380 = -1333730.880973 nChanged 683 SP:Iteration 7F (1825.386249 sec): 3 clusters Score: Raw -1337275.396187 + Penalty 3053.183380 = -1334222.212807 nChanged 724 SP:Iteration 8F (1825.417762 sec): 3 clusters Score: Raw -1337798.066746 + Penalty 3053.183380 = -1334744.883367 nChanged 673 SP:Iteration 9F (1825.449286 sec): 3 clusters Score: Raw -1338276.507741 + Penalty 3053.183380 = -1335223.324361 nChanged 528 SP:Iteration 10Q (1825.480878 sec): 3 clusters Score: Raw -1338629.350065 + Penalty 3053.183380 = -1335576.166685 nChanged 430 SP:Iteration 11Q (1825.512198 sec): 3 clusters Score: Raw -1338888.820339 + Penalty 3053.183380 = -1335835.636959 nChanged 314 SP:Iteration 12Q (1825.543647 sec): 3 clusters Score: Raw -1339059.369751 + Penalty 3053.183380 = -1336006.186371 nChanged 231 SP:Iteration 13Q (1825.574667 sec): 3 clusters Score: Raw -1339191.053533 + Penalty 3053.183380 = -1336137.870153 nChanged 189 SP:Iteration 14Q (1825.605347 sec): 3 clusters Score: Raw -1339300.020436 + Penalty 3053.183380 = -1336246.837056 nChanged 140 SP:Iteration 15Q (1825.635592 sec): 3 clusters Score: Raw -1339387.465173 + Penalty 3053.183380 = -1336334.281793 nChanged 121 SP:Iteration 16Q (1825.688233 sec): 3 clusters Score: Raw -1339462.571281 + Penalty 3053.183380 = -1336409.387902 nChanged 131 SP:Iteration 17Q (1825.717850 sec): 3 clusters Score: Raw -1339530.877295 + Penalty 3053.183380 = -1336477.693915 nChanged 99 SP:Iteration 18Q (1825.747036 sec): 3 clusters Score: Raw -1339579.570299 + Penalty 3053.183380 = -1336526.386920 nChanged 84 SP:Iteration 19Q (1825.775904 sec): 3 clusters Score: Raw -1339612.840982 + Penalty 3053.183380 = -1336559.657602 nChanged 70 SP:Iteration 20F (1825.807455 sec): 3 clusters Score: Raw -1339635.022540 + Penalty 3053.183380 = -1336581.839160 nChanged 49 SP:Iteration 21Q (1825.836195 sec): 3 clusters Score: Raw -1339648.905179 + Penalty 3053.183380 = -1336595.721799 nChanged 33 SP:Iteration 22Q (1825.864648 sec): 3 clusters Score: Raw -1339658.951016 + Penalty 3053.183380 = -1336605.767636 nChanged 28 SP:Iteration 23Q (1825.892958 sec): 3 clusters Score: Raw -1339664.985697 + Penalty 3053.183380 = -1336611.802317 nChanged 21 SP:Iteration 24Q (1825.921354 sec): 3 clusters Score: Raw -1339669.077860 + Penalty 3053.183380 = -1336615.894480 nChanged 17 SP:Iteration 25Q (1825.949452 sec): 3 clusters Score: Raw -1339672.887486 + Penalty 3053.183380 = -1336619.704107 nChanged 24 SP:Iteration 26Q (1825.977639 sec): 3 clusters Score: Raw -1339679.289900 + Penalty 3053.183380 = -1336626.106520 nChanged 28 SP:Iteration 27Q (1826.005733 sec): 3 clusters Score: Raw -1339686.299132 + Penalty 3053.183380 = -1336633.115752 nChanged 26 SP:Iteration 28Q (1826.040408 sec): 3 clusters Score: Raw -1339692.044966 + Penalty 3053.183380 = -1336638.861587 nChanged 25 SP:Iteration 29Q (1826.068438 sec): 3 clusters Score: Raw -1339696.985192 + Penalty 3053.183380 = -1336643.801812 nChanged 22 SP:Iteration 30Q (1826.096515 sec): 3 clusters Score: Raw -1339702.206787 + Penalty 3053.183380 = -1336649.023407 nChanged 17 SP:Iteration 31Q (1826.124621 sec): 3 clusters Score: Raw -1339706.196705 + Penalty 3053.183380 = -1336653.013325 nChanged 11 SP:Iteration 32Q (1826.176891 sec): 3 clusters Score: Raw -1339708.481008 + Penalty 3053.183380 = -1336655.297628 nChanged 10 SP:Iteration 33Q (1826.232050 sec): 3 clusters Score: Raw -1339710.376545 + Penalty 3053.183380 = -1336657.193165 nChanged 10 SP:Iteration 34Q (1826.295974 sec): 3 clusters Score: Raw -1339712.043788 + Penalty 3053.183380 = -1336658.860408 nChanged 4 SP:Iteration 35Q (1826.360221 sec): 3 clusters Score: Raw -1339712.986367 + Penalty 3053.183380 = -1336659.802987 nChanged 7 SP:Iteration 36Q (1826.414663 sec): 3 clusters Score: Raw -1339714.195648 + Penalty 3053.183380 = -1336661.012268 nChanged 3 SP:Iteration 37Q (1826.478413 sec): 3 clusters Score: Raw -1339714.508104 + Penalty 3053.183380 = -1336661.324724 nChanged 5 SP:Iteration 38Q (1826.542928 sec): 3 clusters Score: Raw -1339715.484787 + Penalty 3053.183380 = -1336662.301407 nChanged 4 SP:Iteration 39Q (1826.604619 sec): 3 clusters Score: Raw -1339715.996878 + Penalty 3053.183380 = -1336662.813498 nChanged 1 SP:Iteration 40F (1826.673823 sec): 3 clusters Score: Raw -1339716.102718 + Penalty 3053.183380 = -1336662.919338 nChanged 1 SP:Iteration 41Q (1826.739453 sec): 3 clusters Score: Raw -1339716.149034 + Penalty 3053.183380 = -1336662.965654 nChanged 1 SP:Iteration 42Q (1826.804642 sec): 3 clusters Score: Raw -1339716.233121 + Penalty 3053.183380 = -1336663.049741 nChanged 0 SP:Iteration 43F (1826.873859 sec): 3 clusters Score: Raw -1339716.233121 + Penalty 3053.183380 = -1336663.049741 nChanged 0 Trying to split cluster 5 (5361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.916493 sec): 2 clusters Score: Raw -597134.584581 + Penalty 1395.372193 = -595739.212387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.960550 sec): 3 clusters Score: Raw -594298.389993 + Penalty 2790.744386 = -591507.645606 nChanged 2204 SP:Iteration 1F (1827.014405 sec): 3 clusters Score: Raw -595627.359498 + Penalty 2790.744386 = -592836.615112 nChanged 433 SP:Iteration 2F (1827.070858 sec): 3 clusters Score: Raw -595915.376838 + Penalty 2790.744386 = -593124.632452 nChanged 332 SP:Iteration 3F (1827.121156 sec): 3 clusters Score: Raw -596126.057676 + Penalty 2790.744386 = -593335.313290 nChanged 277 SP:Iteration 4F (1827.174542 sec): 3 clusters Score: Raw -596288.455295 + Penalty 2790.744386 = -593497.710909 nChanged 230 SP:Iteration 5Q (1827.230897 sec): 3 clusters Score: Raw -596424.761769 + Penalty 2790.744386 = -593634.017382 nChanged 223 SP:Iteration 6Q (1827.280595 sec): 3 clusters Score: Raw -596554.923029 + Penalty 2790.744386 = -593764.178643 nChanged 199 SP:Iteration 7Q (1827.335085 sec): 3 clusters Score: Raw -596669.424856 + Penalty 2790.744386 = -593878.680470 nChanged 192 SP:Iteration 8Q (1827.391207 sec): 3 clusters Score: Raw -596795.035978 + Penalty 2790.744386 = -594004.291591 nChanged 198 SP:Iteration 9Q (1827.441818 sec): 3 clusters Score: Raw -596904.456912 + Penalty 2790.744386 = -594113.712526 nChanged 181 SP:Iteration 10Q (1827.495766 sec): 3 clusters Score: Raw -597026.071204 + Penalty 2790.744386 = -594235.326818 nChanged 178 SP:Iteration 11Q (1827.552402 sec): 3 clusters Score: Raw -597134.737473 + Penalty 2790.744386 = -594343.993087 nChanged 166 SP:Iteration 12Q (1827.613583 sec): 3 clusters Score: Raw -597225.373476 + Penalty 2790.744386 = -594434.629090 nChanged 134 SP:Iteration 13Q (1827.658820 sec): 3 clusters Score: Raw -597292.229269 + Penalty 2790.744386 = -594501.484883 nChanged 101 SP:Iteration 14Q (1827.715274 sec): 3 clusters Score: Raw -597331.241152 + Penalty 2790.744386 = -594540.496766 nChanged 89 SP:Iteration 15Q (1827.771753 sec): 3 clusters Score: Raw -597367.485954 + Penalty 2790.744386 = -594576.741568 nChanged 76 SP:Iteration 16Q (1827.840286 sec): 3 clusters Score: Raw -597395.281086 + Penalty 2790.744386 = -594604.536700 nChanged 57 SP:Iteration 17Q (1827.891678 sec): 3 clusters Score: Raw -597414.561006 + Penalty 2790.744386 = -594623.816620 nChanged 46 SP:Iteration 18Q (1827.934988 sec): 3 clusters Score: Raw -597429.233449 + Penalty 2790.744386 = -594638.489062 nChanged 42 SP:Iteration 19Q (1827.984830 sec): 3 clusters Score: Raw -597445.179693 + Penalty 2790.744386 = -594654.435307 nChanged 48 SP:Iteration 20F (1828.034482 sec): 3 clusters Score: Raw -597458.322798 + Penalty 2790.744386 = -594667.578412 nChanged 27 SP:Iteration 21Q (1828.087687 sec): 3 clusters Score: Raw -597465.748888 + Penalty 2790.744386 = -594675.004501 nChanged 30 SP:Iteration 22Q (1828.129422 sec): 3 clusters Score: Raw -597473.483506 + Penalty 2790.744386 = -594682.739120 nChanged 25 SP:Iteration 23Q (1828.150184 sec): 3 clusters Score: Raw -597481.390819 + Penalty 2790.744386 = -594690.646432 nChanged 23 SP:Iteration 24Q (1828.170772 sec): 3 clusters Score: Raw -597488.047540 + Penalty 2790.744386 = -594697.303153 nChanged 21 SP:Iteration 25Q (1828.191550 sec): 3 clusters Score: Raw -597492.680508 + Penalty 2790.744386 = -594701.936121 nChanged 14 SP:Iteration 26Q (1828.212520 sec): 3 clusters Score: Raw -597496.413034 + Penalty 2790.744386 = -594705.668647 nChanged 14 SP:Iteration 27Q (1828.233194 sec): 3 clusters Score: Raw -597499.873301 + Penalty 2790.744386 = -594709.128915 nChanged 10 SP:Iteration 28Q (1828.253898 sec): 3 clusters Score: Raw -597502.419394 + Penalty 2790.744386 = -594711.675008 nChanged 4 SP:Iteration 29Q (1828.274546 sec): 3 clusters Score: Raw -597503.262888 + Penalty 2790.744386 = -594712.518502 nChanged 6 SP:Iteration 30Q (1828.295054 sec): 3 clusters Score: Raw -597504.698059 + Penalty 2790.744386 = -594713.953673 nChanged 9 SP:Iteration 31Q (1828.315798 sec): 3 clusters Score: Raw -597506.937122 + Penalty 2790.744386 = -594716.192736 nChanged 9 SP:Iteration 32Q (1828.336672 sec): 3 clusters Score: Raw -597508.829187 + Penalty 2790.744386 = -594718.084801 nChanged 8 SP:Iteration 33Q (1828.357500 sec): 3 clusters Score: Raw -597510.334424 + Penalty 2790.744386 = -594719.590038 nChanged 9 SP:Iteration 34Q (1828.378320 sec): 3 clusters Score: Raw -597511.776017 + Penalty 2790.744386 = -594721.031631 nChanged 6 SP:Iteration 35Q (1828.435961 sec): 3 clusters Score: Raw -597512.990412 + Penalty 2790.744386 = -594722.246026 nChanged 9 SP:Iteration 36Q (1828.458086 sec): 3 clusters Score: Raw -597514.558996 + Penalty 2790.744386 = -594723.814610 nChanged 10 SP:Iteration 37Q (1828.478648 sec): 3 clusters Score: Raw -597516.680090 + Penalty 2790.744386 = -594725.935704 nChanged 6 SP:Iteration 38Q (1828.499072 sec): 3 clusters Score: Raw -597518.291729 + Penalty 2790.744386 = -594727.547343 nChanged 7 SP:Iteration 39Q (1828.519630 sec): 3 clusters Score: Raw -597519.810172 + Penalty 2790.744386 = -594729.065786 nChanged 11 SP:Iteration 40F (1828.540598 sec): 3 clusters Score: Raw -597522.130410 + Penalty 2790.744386 = -594731.386024 nChanged 9 SP:Iteration 41Q (1828.561205 sec): 3 clusters Score: Raw -597524.614040 + Penalty 2790.744386 = -594733.869654 nChanged 13 SP:Iteration 42Q (1828.581655 sec): 3 clusters Score: Raw -597526.571541 + Penalty 2790.744386 = -594735.827155 nChanged 10 SP:Iteration 43Q (1828.602343 sec): 3 clusters Score: Raw -597528.775976 + Penalty 2790.744386 = -594738.031590 nChanged 8 SP:Iteration 44Q (1828.622954 sec): 3 clusters Score: Raw -597529.995231 + Penalty 2790.744386 = -594739.250845 nChanged 5 SP:Iteration 45Q (1828.643590 sec): 3 clusters Score: Raw -597531.265608 + Penalty 2790.744386 = -594740.521221 nChanged 4 SP:Iteration 46Q (1828.664083 sec): 3 clusters Score: Raw -597531.783570 + Penalty 2790.744386 = -594741.039184 nChanged 3 SP:Iteration 47Q (1828.684654 sec): 3 clusters Score: Raw -597532.190023 + Penalty 2790.744386 = -594741.445636 nChanged 3 SP:Iteration 48Q (1828.705206 sec): 3 clusters Score: Raw -597532.573576 + Penalty 2790.744386 = -594741.829189 nChanged 3 SP:Iteration 49Q (1828.726007 sec): 3 clusters Score: Raw -597532.839556 + Penalty 2790.744386 = -594742.095170 nChanged 3 SP:Iteration 50Q (1828.746541 sec): 3 clusters Score: Raw -597533.453300 + Penalty 2790.744386 = -594742.708914 nChanged 6 SP:Iteration 51Q (1828.767193 sec): 3 clusters Score: Raw -597534.242281 + Penalty 2790.744386 = -594743.497894 nChanged 5 SP:Iteration 52Q (1828.787905 sec): 3 clusters Score: Raw -597535.060209 + Penalty 2790.744386 = -594744.315823 nChanged 4 SP:Iteration 53Q (1828.808424 sec): 3 clusters Score: Raw -597535.630832 + Penalty 2790.744386 = -594744.886446 nChanged 3 SP:Iteration 54Q (1828.828988 sec): 3 clusters Score: Raw -597536.399460 + Penalty 2790.744386 = -594745.655074 nChanged 6 SP:Iteration 55Q (1828.849428 sec): 3 clusters Score: Raw -597537.330205 + Penalty 2790.744386 = -594746.585818 nChanged 3 SP:Iteration 56Q (1828.870003 sec): 3 clusters Score: Raw -597537.628049 + Penalty 2790.744386 = -594746.883663 nChanged 2 SP:Iteration 57Q (1828.890598 sec): 3 clusters Score: Raw -597537.741068 + Penalty 2790.744386 = -594746.996682 nChanged 1 SP:Iteration 58Q (1828.911286 sec): 3 clusters Score: Raw -597537.987836 + Penalty 2790.744386 = -594747.243450 nChanged 0 SP:Iteration 59F (1828.932465 sec): 3 clusters Score: Raw -597537.987836 + Penalty 2790.744386 = -594747.243450 nChanged 0 Trying to split cluster 6 (3277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1828.959570 sec): 2 clusters Score: Raw -333581.122808 + Penalty 1315.386093 = -332265.736715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1828.976581 sec): 3 clusters Score: Raw -332072.137787 + Penalty 2630.772186 = -329441.365602 nChanged 1223 SP:Iteration 1F (1828.992745 sec): 3 clusters Score: Raw -332906.291082 + Penalty 2630.772186 = -330275.518896 nChanged 276 SP:Iteration 2F (1829.008863 sec): 3 clusters Score: Raw -333092.576699 + Penalty 2630.772186 = -330461.804513 nChanged 170 SP:Iteration 3F (1829.025028 sec): 3 clusters Score: Raw -333225.525027 + Penalty 2630.772186 = -330594.752841 nChanged 148 SP:Iteration 4Q (1829.041169 sec): 3 clusters Score: Raw -333349.916670 + Penalty 2630.772186 = -330719.144484 nChanged 134 SP:Iteration 5Q (1829.057318 sec): 3 clusters Score: Raw -333449.736356 + Penalty 2630.772186 = -330818.964171 nChanged 121 SP:Iteration 6Q (1829.073390 sec): 3 clusters Score: Raw -333546.099676 + Penalty 2630.772186 = -330915.327490 nChanged 98 SP:Iteration 7Q (1829.089384 sec): 3 clusters Score: Raw -333636.036896 + Penalty 2630.772186 = -331005.264710 nChanged 111 SP:Iteration 8Q (1829.105314 sec): 3 clusters Score: Raw -333733.945056 + Penalty 2630.772186 = -331103.172870 nChanged 110 SP:Iteration 9Q (1829.121327 sec): 3 clusters Score: Raw -333824.374639 + Penalty 2630.772186 = -331193.602454 nChanged 103 SP:Iteration 10Q (1829.137275 sec): 3 clusters Score: Raw -333903.890479 + Penalty 2630.772186 = -331273.118293 nChanged 87 SP:Iteration 11Q (1829.153185 sec): 3 clusters Score: Raw -333963.157927 + Penalty 2630.772186 = -331332.385742 nChanged 68 SP:Iteration 12Q (1829.168913 sec): 3 clusters Score: Raw -334010.491326 + Penalty 2630.772186 = -331379.719140 nChanged 55 SP:Iteration 13Q (1829.184775 sec): 3 clusters Score: Raw -334048.765131 + Penalty 2630.772186 = -331417.992945 nChanged 52 SP:Iteration 14Q (1829.200579 sec): 3 clusters Score: Raw -334077.269628 + Penalty 2630.772186 = -331446.497443 nChanged 45 SP:Iteration 15Q (1829.216479 sec): 3 clusters Score: Raw -334096.535384 + Penalty 2630.772186 = -331465.763198 nChanged 34 SP:Iteration 16Q (1829.232155 sec): 3 clusters Score: Raw -334115.531500 + Penalty 2630.772186 = -331484.759314 nChanged 40 SP:Iteration 17Q (1829.247996 sec): 3 clusters Score: Raw -334136.370499 + Penalty 2630.772186 = -331505.598314 nChanged 49 SP:Iteration 18Q (1829.263763 sec): 3 clusters Score: Raw -334159.718461 + Penalty 2630.772186 = -331528.946275 nChanged 41 SP:Iteration 19Q (1829.279610 sec): 3 clusters Score: Raw -334178.883276 + Penalty 2630.772186 = -331548.111090 nChanged 30 SP:Iteration 20F (1829.295587 sec): 3 clusters Score: Raw -334193.458930 + Penalty 2630.772186 = -331562.686744 nChanged 35 SP:Iteration 21Q (1829.311425 sec): 3 clusters Score: Raw -334211.842092 + Penalty 2630.772186 = -331581.069906 nChanged 31 SP:Iteration 22Q (1829.327146 sec): 3 clusters Score: Raw -334229.474636 + Penalty 2630.772186 = -331598.702450 nChanged 29 SP:Iteration 23Q (1829.342886 sec): 3 clusters Score: Raw -334240.414568 + Penalty 2630.772186 = -331609.642383 nChanged 19 SP:Iteration 24Q (1829.358614 sec): 3 clusters Score: Raw -334245.109928 + Penalty 2630.772186 = -331614.337743 nChanged 13 SP:Iteration 25Q (1829.374287 sec): 3 clusters Score: Raw -334249.993522 + Penalty 2630.772186 = -331619.221336 nChanged 17 SP:Iteration 26Q (1829.389862 sec): 3 clusters Score: Raw -334261.708653 + Penalty 2630.772186 = -331630.936467 nChanged 21 SP:Iteration 27Q (1829.405504 sec): 3 clusters Score: Raw -334270.039479 + Penalty 2630.772186 = -331639.267293 nChanged 22 SP:Iteration 28Q (1829.421234 sec): 3 clusters Score: Raw -334276.895898 + Penalty 2630.772186 = -331646.123713 nChanged 13 SP:Iteration 29Q (1829.436973 sec): 3 clusters Score: Raw -334281.886044 + Penalty 2630.772186 = -331651.113858 nChanged 10 SP:Iteration 30Q (1829.452727 sec): 3 clusters Score: Raw -334286.701295 + Penalty 2630.772186 = -331655.929109 nChanged 11 SP:Iteration 31Q (1829.468340 sec): 3 clusters Score: Raw -334292.028176 + Penalty 2630.772186 = -331661.255990 nChanged 19 SP:Iteration 32Q (1829.484019 sec): 3 clusters Score: Raw -334298.952231 + Penalty 2630.772186 = -331668.180045 nChanged 15 SP:Iteration 33Q (1829.499648 sec): 3 clusters Score: Raw -334305.114530 + Penalty 2630.772186 = -331674.342344 nChanged 16 SP:Iteration 34Q (1829.515197 sec): 3 clusters Score: Raw -334310.475831 + Penalty 2630.772186 = -331679.703645 nChanged 15 SP:Iteration 35Q (1829.530961 sec): 3 clusters Score: Raw -334316.503648 + Penalty 2630.772186 = -331685.731462 nChanged 11 SP:Iteration 36Q (1829.546496 sec): 3 clusters Score: Raw -334320.605263 + Penalty 2630.772186 = -331689.833077 nChanged 10 SP:Iteration 37Q (1829.562080 sec): 3 clusters Score: Raw -334325.304149 + Penalty 2630.772186 = -331694.531963 nChanged 14 SP:Iteration 38Q (1829.577598 sec): 3 clusters Score: Raw -334331.097052 + Penalty 2630.772186 = -331700.324867 nChanged 13 SP:Iteration 39Q (1829.593672 sec): 3 clusters Score: Raw -334335.998692 + Penalty 2630.772186 = -331705.226506 nChanged 13 SP:Iteration 40F (1829.609841 sec): 3 clusters Score: Raw -334341.432784 + Penalty 2630.772186 = -331710.660599 nChanged 12 SP:Iteration 41Q (1829.625645 sec): 3 clusters Score: Raw -334345.490872 + Penalty 2630.772186 = -331714.718686 nChanged 13 SP:Iteration 42Q (1829.641364 sec): 3 clusters Score: Raw -334353.767335 + Penalty 2630.772186 = -331722.995149 nChanged 14 SP:Iteration 43Q (1829.657091 sec): 3 clusters Score: Raw -334357.781955 + Penalty 2630.772186 = -331727.009769 nChanged 9 SP:Iteration 44Q (1829.672816 sec): 3 clusters Score: Raw -334361.218966 + Penalty 2630.772186 = -331730.446780 nChanged 10 SP:Iteration 45Q (1829.688532 sec): 3 clusters Score: Raw -334363.758693 + Penalty 2630.772186 = -331732.986507 nChanged 4 SP:Iteration 46Q (1829.704182 sec): 3 clusters Score: Raw -334365.129298 + Penalty 2630.772186 = -331734.357112 nChanged 6 SP:Iteration 47Q (1829.719910 sec): 3 clusters Score: Raw -334367.005871 + Penalty 2630.772186 = -331736.233685 nChanged 7 SP:Iteration 48Q (1829.735612 sec): 3 clusters Score: Raw -334369.524189 + Penalty 2630.772186 = -331738.752003 nChanged 2 SP:Iteration 49Q (1829.751164 sec): 3 clusters Score: Raw -334370.530371 + Penalty 2630.772186 = -331739.758185 nChanged 2 SP:Iteration 50Q (1829.766801 sec): 3 clusters Score: Raw -334371.501037 + Penalty 2630.772186 = -331740.728852 nChanged 1 SP:Iteration 51Q (1829.782331 sec): 3 clusters Score: Raw -334371.678546 + Penalty 2630.772186 = -331740.906360 nChanged 0 SP:Iteration 52F (1829.798413 sec): 3 clusters Score: Raw -334371.678546 + Penalty 2630.772186 = -331740.906360 nChanged 0 Trying to split cluster 7 (13677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.827034 sec): 2 clusters Score: Raw -1567503.198105 + Penalty 1547.564016 = -1565955.634089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.860945 sec): 3 clusters Score: Raw -1559522.912236 + Penalty 3095.128032 = -1556427.784203 nChanged 6099 SP:Iteration 1F (1829.893538 sec): 3 clusters Score: Raw -1562754.272118 + Penalty 3095.128032 = -1559659.144085 nChanged 790 SP:Iteration 2F (1829.925959 sec): 3 clusters Score: Raw -1563108.641620 + Penalty 3095.128032 = -1560013.513588 nChanged 807 SP:Iteration 3F (1829.958615 sec): 3 clusters Score: Raw -1563517.514301 + Penalty 3095.128032 = -1560422.386269 nChanged 838 SP:Iteration 4F (1829.991138 sec): 3 clusters Score: Raw -1563997.551094 + Penalty 3095.128032 = -1560902.423062 nChanged 845 SP:Iteration 5F (1830.023917 sec): 3 clusters Score: Raw -1564538.098580 + Penalty 3095.128032 = -1561442.970548 nChanged 840 SP:Iteration 6F (1830.056364 sec): 3 clusters Score: Raw -1565100.418484 + Penalty 3095.128032 = -1562005.290452 nChanged 791 SP:Iteration 7F (1830.088687 sec): 3 clusters Score: Raw -1565685.680643 + Penalty 3095.128032 = -1562590.552611 nChanged 723 SP:Iteration 8F (1830.121263 sec): 3 clusters Score: Raw -1566211.373302 + Penalty 3095.128032 = -1563116.245269 nChanged 566 SP:Iteration 9Q (1830.154116 sec): 3 clusters Score: Raw -1566605.870240 + Penalty 3095.128032 = -1563510.742208 nChanged 438 SP:Iteration 10Q (1830.187023 sec): 3 clusters Score: Raw -1566916.201163 + Penalty 3095.128032 = -1563821.073130 nChanged 314 SP:Iteration 11Q (1830.219809 sec): 3 clusters Score: Raw -1567127.020106 + Penalty 3095.128032 = -1564031.892073 nChanged 240 SP:Iteration 12Q (1830.252365 sec): 3 clusters Score: Raw -1567305.428090 + Penalty 3095.128032 = -1564210.300058 nChanged 180 SP:Iteration 13Q (1830.284616 sec): 3 clusters Score: Raw -1567435.877832 + Penalty 3095.128032 = -1564340.749799 nChanged 116 SP:Iteration 14Q (1830.316304 sec): 3 clusters Score: Raw -1567510.617694 + Penalty 3095.128032 = -1564415.489661 nChanged 81 SP:Iteration 15Q (1830.347429 sec): 3 clusters Score: Raw -1567563.134015 + Penalty 3095.128032 = -1564468.005983 nChanged 54 SP:Iteration 16Q (1830.378438 sec): 3 clusters Score: Raw -1567596.799293 + Penalty 3095.128032 = -1564501.671260 nChanged 40 SP:Iteration 17Q (1830.409015 sec): 3 clusters Score: Raw -1567620.472792 + Penalty 3095.128032 = -1564525.344760 nChanged 28 SP:Iteration 18Q (1830.439567 sec): 3 clusters Score: Raw -1567639.494691 + Penalty 3095.128032 = -1564544.366658 nChanged 32 SP:Iteration 19Q (1830.469584 sec): 3 clusters Score: Raw -1567658.349373 + Penalty 3095.128032 = -1564563.221341 nChanged 27 SP:Iteration 20F (1830.501856 sec): 3 clusters Score: Raw -1567674.670148 + Penalty 3095.128032 = -1564579.542115 nChanged 18 SP:Iteration 21Q (1830.531624 sec): 3 clusters Score: Raw -1567689.126916 + Penalty 3095.128032 = -1564593.998883 nChanged 20 SP:Iteration 22Q (1830.561175 sec): 3 clusters Score: Raw -1567704.259346 + Penalty 3095.128032 = -1564609.131314 nChanged 17 SP:Iteration 23Q (1830.590816 sec): 3 clusters Score: Raw -1567717.907915 + Penalty 3095.128032 = -1564622.779882 nChanged 9 SP:Iteration 24Q (1830.620230 sec): 3 clusters Score: Raw -1567725.301440 + Penalty 3095.128032 = -1564630.173408 nChanged 9 SP:Iteration 25Q (1830.649510 sec): 3 clusters Score: Raw -1567734.901322 + Penalty 3095.128032 = -1564639.773289 nChanged 13 SP:Iteration 26Q (1830.678765 sec): 3 clusters Score: Raw -1567751.100887 + Penalty 3095.128032 = -1564655.972854 nChanged 9 SP:Iteration 27Q (1830.707817 sec): 3 clusters Score: Raw -1567758.148865 + Penalty 3095.128032 = -1564663.020832 nChanged 6 SP:Iteration 28Q (1830.737026 sec): 3 clusters Score: Raw -1567764.075435 + Penalty 3095.128032 = -1564668.947403 nChanged 10 SP:Iteration 29Q (1830.766358 sec): 3 clusters Score: Raw -1567771.642583 + Penalty 3095.128032 = -1564676.514550 nChanged 6 SP:Iteration 30Q (1830.795255 sec): 3 clusters Score: Raw -1567775.352197 + Penalty 3095.128032 = -1564680.224165 nChanged 3 SP:Iteration 31Q (1830.824444 sec): 3 clusters Score: Raw -1567776.654746 + Penalty 3095.128032 = -1564681.526714 nChanged 4 SP:Iteration 32Q (1830.853379 sec): 3 clusters Score: Raw -1567779.985816 + Penalty 3095.128032 = -1564684.857783 nChanged 1 SP:Iteration 33Q (1830.882431 sec): 3 clusters Score: Raw -1567780.908610 + Penalty 3095.128032 = -1564685.780578 nChanged 0 SP:Iteration 34F (1830.914571 sec): 3 clusters Score: Raw -1567780.908610 + Penalty 3095.128032 = -1564685.780578 nChanged 0 Trying to split cluster 8 (2678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1830.930666 sec): 2 clusters Score: Raw -273281.135246 + Penalty 1282.584148 = -271998.551098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1830.944657 sec): 3 clusters Score: Raw -272045.196186 + Penalty 2565.168296 = -269480.027890 nChanged 960 SP:Iteration 1F (1830.957852 sec): 3 clusters Score: Raw -272695.099954 + Penalty 2565.168296 = -270129.931658 nChanged 224 SP:Iteration 2F (1830.970984 sec): 3 clusters Score: Raw -272863.590701 + Penalty 2565.168296 = -270298.422405 nChanged 159 SP:Iteration 3F (1830.984166 sec): 3 clusters Score: Raw -272989.208023 + Penalty 2565.168296 = -270424.039727 nChanged 122 SP:Iteration 4Q (1830.997340 sec): 3 clusters Score: Raw -273082.878071 + Penalty 2565.168296 = -270517.709775 nChanged 106 SP:Iteration 5Q (1831.010549 sec): 3 clusters Score: Raw -273175.407483 + Penalty 2565.168296 = -270610.239187 nChanged 107 SP:Iteration 6Q (1831.023664 sec): 3 clusters Score: Raw -273261.459826 + Penalty 2565.168296 = -270696.291530 nChanged 98 SP:Iteration 7Q (1831.036762 sec): 3 clusters Score: Raw -273345.398680 + Penalty 2565.168296 = -270780.230384 nChanged 85 SP:Iteration 8Q (1831.049823 sec): 3 clusters Score: Raw -273404.417111 + Penalty 2565.168296 = -270839.248815 nChanged 72 SP:Iteration 9Q (1831.062838 sec): 3 clusters Score: Raw -273454.755687 + Penalty 2565.168296 = -270889.587391 nChanged 70 SP:Iteration 10Q (1831.075828 sec): 3 clusters Score: Raw -273505.738602 + Penalty 2565.168296 = -270940.570306 nChanged 71 SP:Iteration 11Q (1831.088813 sec): 3 clusters Score: Raw -273553.257153 + Penalty 2565.168296 = -270988.088857 nChanged 67 SP:Iteration 12Q (1831.101860 sec): 3 clusters Score: Raw -273595.925063 + Penalty 2565.168296 = -271030.756767 nChanged 59 SP:Iteration 13Q (1831.114874 sec): 3 clusters Score: Raw -273646.057733 + Penalty 2565.168296 = -271080.889437 nChanged 62 SP:Iteration 14Q (1831.127894 sec): 3 clusters Score: Raw -273697.895366 + Penalty 2565.168296 = -271132.727070 nChanged 70 SP:Iteration 15Q (1831.140832 sec): 3 clusters Score: Raw -273774.387682 + Penalty 2565.168296 = -271209.219386 nChanged 72 SP:Iteration 16Q (1831.153694 sec): 3 clusters Score: Raw -273884.599225 + Penalty 2565.168296 = -271319.430929 nChanged 93 SP:Iteration 17Q (1831.166471 sec): 3 clusters Score: Raw -274034.829220 + Penalty 2565.168296 = -271469.660924 nChanged 90 SP:Iteration 18Q (1831.179176 sec): 3 clusters Score: Raw -274144.792756 + Penalty 2565.168296 = -271579.624460 nChanged 68 SP:Iteration 19Q (1831.191861 sec): 3 clusters Score: Raw -274204.970937 + Penalty 2565.168296 = -271639.802641 nChanged 57 SP:Iteration 20F (1831.205014 sec): 3 clusters Score: Raw -274255.557219 + Penalty 2565.168296 = -271690.388923 nChanged 37 SP:Iteration 21Q (1831.217591 sec): 3 clusters Score: Raw -274285.987645 + Penalty 2565.168296 = -271720.819349 nChanged 32 SP:Iteration 22Q (1831.230140 sec): 3 clusters Score: Raw -274307.469875 + Penalty 2565.168296 = -271742.301579 nChanged 22 SP:Iteration 23Q (1831.242747 sec): 3 clusters Score: Raw -274321.566514 + Penalty 2565.168296 = -271756.398218 nChanged 9 SP:Iteration 24Q (1831.255417 sec): 3 clusters Score: Raw -274325.689935 + Penalty 2565.168296 = -271760.521639 nChanged 6 SP:Iteration 25Q (1831.268087 sec): 3 clusters Score: Raw -274328.251106 + Penalty 2565.168296 = -271763.082810 nChanged 2 SP:Iteration 26Q (1831.280778 sec): 3 clusters Score: Raw -274329.048238 + Penalty 2565.168296 = -271763.879942 nChanged 1 SP:Iteration 27Q (1831.293393 sec): 3 clusters Score: Raw -274329.905184 + Penalty 2565.168296 = -271764.736888 nChanged 1 SP:Iteration 28Q (1831.306438 sec): 3 clusters Score: Raw -274330.348599 + Penalty 2565.168296 = -271765.180303 nChanged 0 SP:Iteration 29F (1831.319596 sec): 3 clusters Score: Raw -274330.348599 + Penalty 2565.168296 = -271765.180303 nChanged 0 Trying to split cluster 9 (41637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.382046 sec): 2 clusters Score: Raw -4602529.094248 + Penalty 1728.470977 = -4600800.623271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.461135 sec): 3 clusters Score: Raw -4576261.101776 + Penalty 3456.941954 = -4572804.159822 nChanged 19458 SP:Iteration 1F (1831.534121 sec): 3 clusters Score: Raw -4587153.379441 + Penalty 3456.941954 = -4583696.437487 nChanged 1990 SP:Iteration 2Q (1831.610051 sec): 3 clusters Score: Raw -4587882.721541 + Penalty 3456.941954 = -4584425.779587 nChanged 2298 SP:Iteration 3F (1831.682570 sec): 3 clusters Score: Raw -4588970.289979 + Penalty 3456.941954 = -4585513.348025 nChanged 2690 SP:Iteration 4F (1831.755176 sec): 3 clusters Score: Raw -4590557.735914 + Penalty 3456.941954 = -4587100.793960 nChanged 3109 SP:Iteration 5F (1831.827952 sec): 3 clusters Score: Raw -4592833.106900 + Penalty 3456.941954 = -4589376.164946 nChanged 3242 SP:Iteration 6F (1831.900926 sec): 3 clusters Score: Raw -4595667.219600 + Penalty 3456.941954 = -4592210.277646 nChanged 2975 SP:Iteration 7F (1831.973621 sec): 3 clusters Score: Raw -4598532.066492 + Penalty 3456.941954 = -4595075.124538 nChanged 2102 SP:Iteration 8F (1832.046399 sec): 3 clusters Score: Raw -4600599.023376 + Penalty 3456.941954 = -4597142.081422 nChanged 1193 SP:Iteration 9Q (1832.116987 sec): 3 clusters Score: Raw -4601744.485790 + Penalty 3456.941954 = -4598287.543836 nChanged 561 SP:Iteration 10Q (1832.182064 sec): 3 clusters Score: Raw -4602274.473209 + Penalty 3456.941954 = -4598817.531255 nChanged 240 SP:Iteration 11Q (1832.243993 sec): 3 clusters Score: Raw -4602500.360159 + Penalty 3456.941954 = -4599043.418205 nChanged 121 SP:Iteration 12Q (1832.303949 sec): 3 clusters Score: Raw -4602622.496924 + Penalty 3456.941954 = -4599165.554969 nChanged 62 SP:Iteration 13Q (1832.363208 sec): 3 clusters Score: Raw -4602681.644853 + Penalty 3456.941954 = -4599224.702899 nChanged 35 SP:Iteration 14Q (1832.422524 sec): 3 clusters Score: Raw -4602723.816197 + Penalty 3456.941954 = -4599266.874243 nChanged 35 SP:Iteration 15Q (1832.481729 sec): 3 clusters Score: Raw -4602768.856513 + Penalty 3456.941954 = -4599311.914559 nChanged 17 SP:Iteration 16Q (1832.540887 sec): 3 clusters Score: Raw -4602785.887195 + Penalty 3456.941954 = -4599328.945241 nChanged 9 SP:Iteration 17Q (1832.599710 sec): 3 clusters Score: Raw -4602794.991806 + Penalty 3456.941954 = -4599338.049852 nChanged 9 SP:Iteration 18Q (1832.658670 sec): 3 clusters Score: Raw -4602806.983429 + Penalty 3456.941954 = -4599350.041474 nChanged 3 SP:Iteration 19Q (1832.717773 sec): 3 clusters Score: Raw -4602808.580193 + Penalty 3456.941954 = -4599351.638239 nChanged 2 SP:Iteration 20F (1832.791136 sec): 3 clusters Score: Raw -4602809.941441 + Penalty 3456.941954 = -4599352.999487 nChanged 2 SP:Iteration 21Q (1832.849006 sec): 3 clusters Score: Raw -4602811.301993 + Penalty 3456.941954 = -4599354.360039 nChanged 1 SP:Iteration 22Q (1832.908109 sec): 3 clusters Score: Raw -4602813.075411 + Penalty 3456.941954 = -4599356.133457 nChanged 2 SP:Iteration 23Q (1832.967131 sec): 3 clusters Score: Raw -4602814.428158 + Penalty 3456.941954 = -4599357.486204 nChanged 2 SP:Iteration 24Q (1833.025969 sec): 3 clusters Score: Raw -4602816.173178 + Penalty 3456.941954 = -4599359.231224 nChanged 3 SP:Iteration 25Q (1833.084919 sec): 3 clusters Score: Raw -4602818.298114 + Penalty 3456.941954 = -4599361.356160 nChanged 2 SP:Iteration 26Q (1833.143863 sec): 3 clusters Score: Raw -4602820.155936 + Penalty 3456.941954 = -4599363.213982 nChanged 1 SP:Iteration 27Q (1833.202959 sec): 3 clusters Score: Raw -4602821.541367 + Penalty 3456.941954 = -4599364.599413 nChanged 0 SP:Iteration 28F (1833.276229 sec): 3 clusters Score: Raw -4602821.541367 + Penalty 3456.941954 = -4599364.599413 nChanged 0 Trying to split cluster 10 (15565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1833.299651 sec): 2 clusters Score: Raw -1791167.139826 + Penalty 1568.576763 = -1789598.563063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.336301 sec): 3 clusters Score: Raw -1782013.784273 + Penalty 3137.153527 = -1778876.630746 nChanged 6946 SP:Iteration 1F (1833.371248 sec): 3 clusters Score: Raw -1785817.787153 + Penalty 3137.153527 = -1782680.633626 nChanged 815 SP:Iteration 2F (1833.406494 sec): 3 clusters Score: Raw -1786128.041318 + Penalty 3137.153527 = -1782990.887791 nChanged 704 SP:Iteration 3Q (1833.442132 sec): 3 clusters Score: Raw -1786392.072388 + Penalty 3137.153527 = -1783254.918862 nChanged 690 SP:Iteration 4Q (1833.477850 sec): 3 clusters Score: Raw -1786626.195105 + Penalty 3137.153527 = -1783489.041578 nChanged 571 SP:Iteration 5Q (1833.513503 sec): 3 clusters Score: Raw -1786830.714092 + Penalty 3137.153527 = -1783693.560565 nChanged 558 SP:Iteration 6Q (1833.549132 sec): 3 clusters Score: Raw -1787060.760367 + Penalty 3137.153527 = -1783923.606840 nChanged 564 SP:Iteration 7Q (1833.584684 sec): 3 clusters Score: Raw -1787300.728905 + Penalty 3137.153527 = -1784163.575379 nChanged 592 SP:Iteration 8Q (1833.620187 sec): 3 clusters Score: Raw -1787607.785323 + Penalty 3137.153527 = -1784470.631796 nChanged 664 SP:Iteration 9Q (1833.655703 sec): 3 clusters Score: Raw -1787969.916763 + Penalty 3137.153527 = -1784832.763236 nChanged 659 SP:Iteration 10Q (1833.691004 sec): 3 clusters Score: Raw -1788378.205564 + Penalty 3137.153527 = -1785241.052037 nChanged 648 SP:Iteration 11Q (1833.726421 sec): 3 clusters Score: Raw -1788771.249044 + Penalty 3137.153527 = -1785634.095517 nChanged 604 SP:Iteration 12Q (1833.761620 sec): 3 clusters Score: Raw -1789135.511673 + Penalty 3137.153527 = -1785998.358146 nChanged 513 SP:Iteration 13Q (1833.796277 sec): 3 clusters Score: Raw -1789386.219365 + Penalty 3137.153527 = -1786249.065838 nChanged 370 SP:Iteration 14Q (1833.830802 sec): 3 clusters Score: Raw -1789530.281234 + Penalty 3137.153527 = -1786393.127707 nChanged 296 SP:Iteration 15Q (1833.864787 sec): 3 clusters Score: Raw -1789633.647843 + Penalty 3137.153527 = -1786496.494316 nChanged 246 SP:Iteration 16Q (1833.898731 sec): 3 clusters Score: Raw -1789711.780399 + Penalty 3137.153527 = -1786574.626872 nChanged 207 SP:Iteration 17Q (1833.932363 sec): 3 clusters Score: Raw -1789787.355297 + Penalty 3137.153527 = -1786650.201770 nChanged 207 SP:Iteration 18Q (1833.965900 sec): 3 clusters Score: Raw -1789857.841156 + Penalty 3137.153527 = -1786720.687629 nChanged 178 SP:Iteration 19Q (1833.999218 sec): 3 clusters Score: Raw -1789920.045769 + Penalty 3137.153527 = -1786782.892242 nChanged 179 SP:Iteration 20F (1834.034444 sec): 3 clusters Score: Raw -1789979.495109 + Penalty 3137.153527 = -1786842.341582 nChanged 167 SP:Iteration 21Q (1834.067643 sec): 3 clusters Score: Raw -1790034.062552 + Penalty 3137.153527 = -1786896.909025 nChanged 170 SP:Iteration 22Q (1834.100737 sec): 3 clusters Score: Raw -1790087.629180 + Penalty 3137.153527 = -1786950.475653 nChanged 153 SP:Iteration 23Q (1834.133579 sec): 3 clusters Score: Raw -1790128.109143 + Penalty 3137.153527 = -1786990.955616 nChanged 126 SP:Iteration 24Q (1834.166392 sec): 3 clusters Score: Raw -1790165.688670 + Penalty 3137.153527 = -1787028.535143 nChanged 127 SP:Iteration 25Q (1834.199124 sec): 3 clusters Score: Raw -1790202.636460 + Penalty 3137.153527 = -1787065.482933 nChanged 125 SP:Iteration 26Q (1834.231967 sec): 3 clusters Score: Raw -1790238.356677 + Penalty 3137.153527 = -1787101.203150 nChanged 122 SP:Iteration 27Q (1834.264579 sec): 3 clusters Score: Raw -1790276.381181 + Penalty 3137.153527 = -1787139.227654 nChanged 142 SP:Iteration 28Q (1834.297027 sec): 3 clusters Score: Raw -1790323.928844 + Penalty 3137.153527 = -1787186.775317 nChanged 128 SP:Iteration 29Q (1834.329417 sec): 3 clusters Score: Raw -1790364.595939 + Penalty 3137.153527 = -1787227.442412 nChanged 127 SP:Iteration 30Q (1834.361716 sec): 3 clusters Score: Raw -1790404.466597 + Penalty 3137.153527 = -1787267.313070 nChanged 141 SP:Iteration 31Q (1834.393973 sec): 3 clusters Score: Raw -1790458.603647 + Penalty 3137.153527 = -1787321.450120 nChanged 147 SP:Iteration 32Q (1834.426138 sec): 3 clusters Score: Raw -1790515.528305 + Penalty 3137.153527 = -1787378.374779 nChanged 166 SP:Iteration 33Q (1834.458091 sec): 3 clusters Score: Raw -1790585.467159 + Penalty 3137.153527 = -1787448.313632 nChanged 151 SP:Iteration 34Q (1834.489752 sec): 3 clusters Score: Raw -1790654.035491 + Penalty 3137.153527 = -1787516.881965 nChanged 152 SP:Iteration 35Q (1834.521397 sec): 3 clusters Score: Raw -1790721.041884 + Penalty 3137.153527 = -1787583.888357 nChanged 132 SP:Iteration 36Q (1834.552858 sec): 3 clusters Score: Raw -1790784.554559 + Penalty 3137.153527 = -1787647.401032 nChanged 133 SP:Iteration 37Q (1834.602836 sec): 3 clusters Score: Raw -1790845.474467 + Penalty 3137.153527 = -1787708.320940 nChanged 127 SP:Iteration 38Q (1834.634162 sec): 3 clusters Score: Raw -1790910.485063 + Penalty 3137.153527 = -1787773.331536 nChanged 101 SP:Iteration 39Q (1834.689289 sec): 3 clusters Score: Raw -1790959.041389 + Penalty 3137.153527 = -1787821.887862 nChanged 88 SP:Iteration 40F (1834.724371 sec): 3 clusters Score: Raw -1790993.842877 + Penalty 3137.153527 = -1787856.689350 nChanged 80 SP:Iteration 41Q (1834.755433 sec): 3 clusters Score: Raw -1791025.262815 + Penalty 3137.153527 = -1787888.109288 nChanged 73 SP:Iteration 42Q (1834.786186 sec): 3 clusters Score: Raw -1791052.129302 + Penalty 3137.153527 = -1787914.975775 nChanged 54 SP:Iteration 43Q (1834.826595 sec): 3 clusters Score: Raw -1791074.736609 + Penalty 3137.153527 = -1787937.583082 nChanged 45 SP:Iteration 44Q (1834.857245 sec): 3 clusters Score: Raw -1791096.545847 + Penalty 3137.153527 = -1787959.392320 nChanged 49 SP:Iteration 45Q (1834.887874 sec): 3 clusters Score: Raw -1791119.167492 + Penalty 3137.153527 = -1787982.013965 nChanged 53 SP:Iteration 46Q (1834.918462 sec): 3 clusters Score: Raw -1791143.638048 + Penalty 3137.153527 = -1788006.484521 nChanged 54 SP:Iteration 47Q (1834.948949 sec): 3 clusters Score: Raw -1791164.300972 + Penalty 3137.153527 = -1788027.147445 nChanged 36 SP:Iteration 48Q (1834.979695 sec): 3 clusters Score: Raw -1791176.129423 + Penalty 3137.153527 = -1788038.975896 nChanged 24 SP:Iteration 49Q (1835.010227 sec): 3 clusters Score: Raw -1791182.795998 + Penalty 3137.153527 = -1788045.642471 nChanged 22 SP:Iteration 50Q (1835.040547 sec): 3 clusters Score: Raw -1791192.036615 + Penalty 3137.153527 = -1788054.883088 nChanged 15 SP:Iteration 51Q (1835.071120 sec): 3 clusters Score: Raw -1791196.796665 + Penalty 3137.153527 = -1788059.643138 nChanged 18 SP:Iteration 52Q (1835.101639 sec): 3 clusters Score: Raw -1791204.974062 + Penalty 3137.153527 = -1788067.820535 nChanged 16 SP:Iteration 53Q (1835.132174 sec): 3 clusters Score: Raw -1791212.138147 + Penalty 3137.153527 = -1788074.984620 nChanged 17 SP:Iteration 54Q (1835.162520 sec): 3 clusters Score: Raw -1791219.662441 + Penalty 3137.153527 = -1788082.508914 nChanged 14 SP:Iteration 55Q (1835.192983 sec): 3 clusters Score: Raw -1791226.428750 + Penalty 3137.153527 = -1788089.275223 nChanged 15 SP:Iteration 56Q (1835.223284 sec): 3 clusters Score: Raw -1791232.071812 + Penalty 3137.153527 = -1788094.918285 nChanged 13 SP:Iteration 57Q (1835.253715 sec): 3 clusters Score: Raw -1791237.632611 + Penalty 3137.153527 = -1788100.479084 nChanged 9 SP:Iteration 58Q (1835.284190 sec): 3 clusters Score: Raw -1791242.417306 + Penalty 3137.153527 = -1788105.263779 nChanged 11 SP:Iteration 59Q (1835.314501 sec): 3 clusters Score: Raw -1791247.442429 + Penalty 3137.153527 = -1788110.288902 nChanged 14 SP:Iteration 60F (1835.349532 sec): 3 clusters Score: Raw -1791252.641728 + Penalty 3137.153527 = -1788115.488202 nChanged 12 SP:Iteration 61Q (1835.380086 sec): 3 clusters Score: Raw -1791258.761021 + Penalty 3137.153527 = -1788121.607494 nChanged 11 SP:Iteration 62Q (1835.410465 sec): 3 clusters Score: Raw -1791264.020684 + Penalty 3137.153527 = -1788126.867158 nChanged 11 SP:Iteration 63Q (1835.440756 sec): 3 clusters Score: Raw -1791270.127259 + Penalty 3137.153527 = -1788132.973732 nChanged 13 SP:Iteration 64Q (1835.471086 sec): 3 clusters Score: Raw -1791276.592098 + Penalty 3137.153527 = -1788139.438571 nChanged 12 SP:Iteration 65Q (1835.501297 sec): 3 clusters Score: Raw -1791282.093378 + Penalty 3137.153527 = -1788144.939851 nChanged 10 SP:Iteration 66Q (1835.531515 sec): 3 clusters Score: Raw -1791286.973122 + Penalty 3137.153527 = -1788149.819595 nChanged 9 SP:Iteration 67Q (1835.561910 sec): 3 clusters Score: Raw -1791291.081853 + Penalty 3137.153527 = -1788153.928326 nChanged 7 SP:Iteration 68Q (1835.605421 sec): 3 clusters Score: Raw -1791293.974507 + Penalty 3137.153527 = -1788156.820981 nChanged 4 SP:Iteration 69Q (1835.668822 sec): 3 clusters Score: Raw -1791296.741594 + Penalty 3137.153527 = -1788159.588067 nChanged 4 SP:Iteration 70Q (1835.702930 sec): 3 clusters Score: Raw -1791298.154799 + Penalty 3137.153527 = -1788161.001272 nChanged 2 SP:Iteration 71Q (1835.733028 sec): 3 clusters Score: Raw -1791298.413098 + Penalty 3137.153527 = -1788161.259571 nChanged 0 SP:Iteration 72F (1835.768038 sec): 3 clusters Score: Raw -1791298.413098 + Penalty 3137.153527 = -1788161.259571 nChanged 0 Trying to split cluster 11 (35265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1835.820461 sec): 2 clusters Score: Raw -3768192.583111 + Penalty 1701.480016 = -3766491.103096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1835.888846 sec): 3 clusters Score: Raw -3746171.405347 + Penalty 3402.960031 = -3742768.445316 nChanged 16398 SP:Iteration 1F (1835.989990 sec): 3 clusters Score: Raw -3755202.709546 + Penalty 3402.960031 = -3751799.749515 nChanged 1868 SP:Iteration 2F (1836.051835 sec): 3 clusters Score: Raw -3755985.457038 + Penalty 3402.960031 = -3752582.497007 nChanged 1950 SP:Iteration 3F (1836.115077 sec): 3 clusters Score: Raw -3756946.370752 + Penalty 3402.960031 = -3753543.410721 nChanged 2103 SP:Iteration 4F (1836.178478 sec): 3 clusters Score: Raw -3758162.529797 + Penalty 3402.960031 = -3754759.569765 nChanged 2269 SP:Iteration 5F (1836.241514 sec): 3 clusters Score: Raw -3759676.795512 + Penalty 3402.960031 = -3756273.835481 nChanged 2250 SP:Iteration 6F (1836.304927 sec): 3 clusters Score: Raw -3761342.046357 + Penalty 3402.960031 = -3757939.086325 nChanged 2080 SP:Iteration 7F (1836.368501 sec): 3 clusters Score: Raw -3762946.485862 + Penalty 3402.960031 = -3759543.525831 nChanged 1761 SP:Iteration 8Q (1836.432548 sec): 3 clusters Score: Raw -3764300.086239 + Penalty 3402.960031 = -3760897.126208 nChanged 1330 SP:Iteration 9Q (1836.494526 sec): 3 clusters Score: Raw -3765299.408320 + Penalty 3402.960031 = -3761896.448289 nChanged 1040 SP:Iteration 10Q (1836.554270 sec): 3 clusters Score: Raw -3766022.070365 + Penalty 3402.960031 = -3762619.110334 nChanged 766 SP:Iteration 11Q (1836.612357 sec): 3 clusters Score: Raw -3766522.182460 + Penalty 3402.960031 = -3763119.222429 nChanged 598 SP:Iteration 12Q (1836.669181 sec): 3 clusters Score: Raw -3766874.093622 + Penalty 3402.960031 = -3763471.133591 nChanged 497 SP:Iteration 13Q (1836.725062 sec): 3 clusters Score: Raw -3767160.045724 + Penalty 3402.960031 = -3763757.085693 nChanged 420 SP:Iteration 14Q (1836.780272 sec): 3 clusters Score: Raw -3767397.053250 + Penalty 3402.960031 = -3763994.093219 nChanged 342 SP:Iteration 15Q (1836.834543 sec): 3 clusters Score: Raw -3767582.854376 + Penalty 3402.960031 = -3764179.894345 nChanged 293 SP:Iteration 16Q (1836.888360 sec): 3 clusters Score: Raw -3767743.922323 + Penalty 3402.960031 = -3764340.962292 nChanged 231 SP:Iteration 17Q (1836.941970 sec): 3 clusters Score: Raw -3767859.288984 + Penalty 3402.960031 = -3764456.328953 nChanged 184 SP:Iteration 18Q (1836.995196 sec): 3 clusters Score: Raw -3767953.589937 + Penalty 3402.960031 = -3764550.629906 nChanged 162 SP:Iteration 19Q (1837.047494 sec): 3 clusters Score: Raw -3768045.468764 + Penalty 3402.960031 = -3764642.508733 nChanged 144 SP:Iteration 20F (1837.110576 sec): 3 clusters Score: Raw -3768132.042199 + Penalty 3402.960031 = -3764729.082167 nChanged 113 SP:Iteration 21Q (1837.162709 sec): 3 clusters Score: Raw -3768195.939750 + Penalty 3402.960031 = -3764792.979719 nChanged 87 SP:Iteration 22Q (1837.214806 sec): 3 clusters Score: Raw -3768244.117394 + Penalty 3402.960031 = -3764841.157362 nChanged 60 SP:Iteration 23Q (1837.266540 sec): 3 clusters Score: Raw -3768273.821357 + Penalty 3402.960031 = -3764870.861326 nChanged 46 SP:Iteration 24Q (1837.318606 sec): 3 clusters Score: Raw -3768300.349570 + Penalty 3402.960031 = -3764897.389539 nChanged 29 SP:Iteration 25Q (1837.370732 sec): 3 clusters Score: Raw -3768318.989096 + Penalty 3402.960031 = -3764916.029065 nChanged 34 SP:Iteration 26Q (1837.422767 sec): 3 clusters Score: Raw -3768340.566754 + Penalty 3402.960031 = -3764937.606723 nChanged 22 SP:Iteration 27Q (1837.474963 sec): 3 clusters Score: Raw -3768356.807523 + Penalty 3402.960031 = -3764953.847492 nChanged 21 SP:Iteration 28Q (1837.526662 sec): 3 clusters Score: Raw -3768368.143181 + Penalty 3402.960031 = -3764965.183150 nChanged 9 SP:Iteration 29Q (1837.578866 sec): 3 clusters Score: Raw -3768373.506492 + Penalty 3402.960031 = -3764970.546460 nChanged 10 SP:Iteration 30Q (1837.630452 sec): 3 clusters Score: Raw -3768376.846663 + Penalty 3402.960031 = -3764973.886632 nChanged 11 SP:Iteration 31Q (1837.682345 sec): 3 clusters Score: Raw -3768381.688274 + Penalty 3402.960031 = -3764978.728243 nChanged 11 SP:Iteration 32Q (1837.735302 sec): 3 clusters Score: Raw -3768386.284134 + Penalty 3402.960031 = -3764983.324103 nChanged 7 SP:Iteration 33Q (1837.786969 sec): 3 clusters Score: Raw -3768388.512803 + Penalty 3402.960031 = -3764985.552771 nChanged 4 SP:Iteration 34Q (1837.838630 sec): 3 clusters Score: Raw -3768390.120827 + Penalty 3402.960031 = -3764987.160796 nChanged 7 SP:Iteration 35Q (1837.890568 sec): 3 clusters Score: Raw -3768393.510151 + Penalty 3402.960031 = -3764990.550120 nChanged 6 SP:Iteration 36Q (1837.942051 sec): 3 clusters Score: Raw -3768396.836146 + Penalty 3402.960031 = -3764993.876115 nChanged 8 SP:Iteration 37Q (1837.994023 sec): 3 clusters Score: Raw -3768399.963455 + Penalty 3402.960031 = -3764997.003424 nChanged 4 SP:Iteration 38Q (1838.045530 sec): 3 clusters Score: Raw -3768401.365905 + Penalty 3402.960031 = -3764998.405874 nChanged 5 SP:Iteration 39Q (1838.097044 sec): 3 clusters Score: Raw -3768402.855275 + Penalty 3402.960031 = -3764999.895244 nChanged 6 SP:Iteration 40F (1838.160510 sec): 3 clusters Score: Raw -3768405.660692 + Penalty 3402.960031 = -3765002.700661 nChanged 4 SP:Iteration 41Q (1838.211773 sec): 3 clusters Score: Raw -3768408.120511 + Penalty 3402.960031 = -3765005.160480 nChanged 4 SP:Iteration 42Q (1838.263374 sec): 3 clusters Score: Raw -3768409.638243 + Penalty 3402.960031 = -3765006.678211 nChanged 7 SP:Iteration 43Q (1838.314923 sec): 3 clusters Score: Raw -3768412.950430 + Penalty 3402.960031 = -3765009.990399 nChanged 8 SP:Iteration 44Q (1838.366648 sec): 3 clusters Score: Raw -3768417.667634 + Penalty 3402.960031 = -3765014.707603 nChanged 8 SP:Iteration 45Q (1838.418254 sec): 3 clusters Score: Raw -3768422.111112 + Penalty 3402.960031 = -3765019.151081 nChanged 9 SP:Iteration 46Q (1838.469953 sec): 3 clusters Score: Raw -3768426.606527 + Penalty 3402.960031 = -3765023.646495 nChanged 3 SP:Iteration 47Q (1838.521746 sec): 3 clusters Score: Raw -3768427.190247 + Penalty 3402.960031 = -3765024.230215 nChanged 2 SP:Iteration 48Q (1838.573272 sec): 3 clusters Score: Raw -3768428.595902 + Penalty 3402.960031 = -3765025.635870 nChanged 5 SP:Iteration 49Q (1838.625033 sec): 3 clusters Score: Raw -3768431.106379 + Penalty 3402.960031 = -3765028.146348 nChanged 4 SP:Iteration 50Q (1838.676759 sec): 3 clusters Score: Raw -3768433.815537 + Penalty 3402.960031 = -3765030.855505 nChanged 5 SP:Iteration 51Q (1838.728309 sec): 3 clusters Score: Raw -3768436.207951 + Penalty 3402.960031 = -3765033.247920 nChanged 5 SP:Iteration 52Q (1838.780037 sec): 3 clusters Score: Raw -3768438.969958 + Penalty 3402.960031 = -3765036.009927 nChanged 3 SP:Iteration 53Q (1838.831650 sec): 3 clusters Score: Raw -3768440.282971 + Penalty 3402.960031 = -3765037.322940 nChanged 1 SP:Iteration 54Q (1838.883199 sec): 3 clusters Score: Raw -3768440.545423 + Penalty 3402.960031 = -3765037.585392 nChanged 1 SP:Iteration 55Q (1838.934899 sec): 3 clusters Score: Raw -3768441.247737 + Penalty 3402.960031 = -3765038.287706 nChanged 1 SP:Iteration 56Q (1838.986416 sec): 3 clusters Score: Raw -3768441.610047 + Penalty 3402.960031 = -3765038.650016 nChanged 0 SP:Iteration 57F (1839.049706 sec): 3 clusters Score: Raw -3768441.610047 + Penalty 3402.960031 = -3765038.650016 nChanged 0 Trying to split cluster 12 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.058945 sec): 2 clusters Score: Raw -18473.017212 + Penalty 872.728680 = -17600.288532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.060835 sec): 3 clusters Score: Raw -18629.055070 + Penalty 1745.457359 = -16883.597710 nChanged 33 SP:Iteration 1F (1839.062528 sec): 3 clusters Score: Raw -18773.260702 + Penalty 1745.457359 = -17027.803343 nChanged 17 SP:Iteration 2F (1839.064210 sec): 3 clusters Score: Raw -18894.158971 + Penalty 1745.457359 = -17148.701612 nChanged 5 SP:Iteration 3Q (1839.065829 sec): 3 clusters Score: Raw -18914.937279 + Penalty 1745.457359 = -17169.479920 nChanged 4 SP:Iteration 4Q (1839.067422 sec): 3 clusters Score: Raw -18940.487811 + Penalty 1745.457359 = -17195.030452 nChanged 3 SP:Iteration 5Q (1839.069007 sec): 3 clusters Score: Raw -18953.825483 + Penalty 1745.457359 = -17208.368123 nChanged 2 SP:Iteration 6Q (1839.070607 sec): 3 clusters Score: Raw -18964.728915 + Penalty 1745.457359 = -17219.271556 nChanged 1 SP:Iteration 7Q (1839.072194 sec): 3 clusters Score: Raw -18976.578707 + Penalty 1745.457359 = -17231.121348 nChanged 1 SP:Iteration 8Q (1839.073785 sec): 3 clusters Score: Raw -18990.792407 + Penalty 1745.457359 = -17245.335048 nChanged 1 SP:Iteration 9Q (1839.075371 sec): 3 clusters Score: Raw -19005.321329 + Penalty 1745.457359 = -17259.863970 nChanged 0 SP:Iteration 10F (1839.077073 sec): 3 clusters Score: Raw -19005.321329 + Penalty 1745.457359 = -17259.863970 nChanged 0 Trying to split cluster 13 (98362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.205566 sec): 2 clusters Score: Raw -11294002.313464 + Penalty 1868.166597 = -11292134.146867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.369742 sec): 3 clusters Score: Raw -11229904.809561 + Penalty 3736.333195 = -11226168.476366 nChanged 47190 SP:Iteration 1F (1839.532575 sec): 3 clusters Score: Raw -11257708.959446 + Penalty 3736.333195 = -11253972.626251 nChanged 3594 SP:Iteration 2Q (1839.705509 sec): 3 clusters Score: Raw -11258683.226499 + Penalty 3736.333195 = -11254946.893304 nChanged 3731 SP:Iteration 3Q (1839.878378 sec): 3 clusters Score: Raw -11259863.537073 + Penalty 3736.333195 = -11256127.203878 nChanged 4140 SP:Iteration 4Q (1840.051179 sec): 3 clusters Score: Raw -11261440.729721 + Penalty 3736.333195 = -11257704.396526 nChanged 4736 SP:Iteration 5Q (1840.223997 sec): 3 clusters Score: Raw -11263624.745819 + Penalty 3736.333195 = -11259888.412625 nChanged 5411 SP:Iteration 6F (1840.386636 sec): 3 clusters Score: Raw -11266612.466289 + Penalty 3736.333195 = -11262876.133095 nChanged 5943 SP:Iteration 7F (1840.549583 sec): 3 clusters Score: Raw -11270471.502293 + Penalty 3736.333195 = -11266735.169099 nChanged 6144 SP:Iteration 8F (1840.712304 sec): 3 clusters Score: Raw -11274902.353218 + Penalty 3736.333195 = -11271166.020023 nChanged 5729 SP:Iteration 9F (1840.874968 sec): 3 clusters Score: Raw -11278717.307891 + Penalty 3736.333195 = -11274980.974697 nChanged 4542 SP:Iteration 10Q (1841.045529 sec): 3 clusters Score: Raw -11280958.796411 + Penalty 3736.333195 = -11277222.463216 nChanged 2947 SP:Iteration 11Q (1841.213315 sec): 3 clusters Score: Raw -11281939.962330 + Penalty 3736.333195 = -11278203.629135 nChanged 1821 SP:Iteration 12Q (1841.378887 sec): 3 clusters Score: Raw -11282398.058809 + Penalty 3736.333195 = -11278661.725615 nChanged 1325 SP:Iteration 13Q (1841.543305 sec): 3 clusters Score: Raw -11282704.842287 + Penalty 3736.333195 = -11278968.509092 nChanged 1153 SP:Iteration 14Q (1841.708520 sec): 3 clusters Score: Raw -11282975.226466 + Penalty 3736.333195 = -11279238.893271 nChanged 1055 SP:Iteration 15Q (1841.873552 sec): 3 clusters Score: Raw -11283214.761165 + Penalty 3736.333195 = -11279478.427970 nChanged 1032 SP:Iteration 16Q (1842.037463 sec): 3 clusters Score: Raw -11283461.409885 + Penalty 3736.333195 = -11279725.076691 nChanged 1051 SP:Iteration 17Q (1842.201005 sec): 3 clusters Score: Raw -11283724.739075 + Penalty 3736.333195 = -11279988.405880 nChanged 1057 SP:Iteration 18Q (1842.400469 sec): 3 clusters Score: Raw -11284004.332331 + Penalty 3736.333195 = -11280267.999137 nChanged 1060 SP:Iteration 19Q (1842.561101 sec): 3 clusters Score: Raw -11284295.883738 + Penalty 3736.333195 = -11280559.550544 nChanged 1127 SP:Iteration 20F (1842.723824 sec): 3 clusters Score: Raw -11284638.282707 + Penalty 3736.333195 = -11280901.949512 nChanged 1139 SP:Iteration 21Q (1842.883947 sec): 3 clusters Score: Raw -11285045.193677 + Penalty 3736.333195 = -11281308.860482 nChanged 1273 SP:Iteration 22Q (1843.043366 sec): 3 clusters Score: Raw -11285652.341426 + Penalty 3736.333195 = -11281916.008232 nChanged 1418 SP:Iteration 23Q (1843.202098 sec): 3 clusters Score: Raw -11286429.774290 + Penalty 3736.333195 = -11282693.441096 nChanged 1478 SP:Iteration 24Q (1843.358901 sec): 3 clusters Score: Raw -11287368.322923 + Penalty 3736.333195 = -11283631.989728 nChanged 1624 SP:Iteration 25Q (1843.514386 sec): 3 clusters Score: Raw -11288385.854085 + Penalty 3736.333195 = -11284649.520890 nChanged 1560 SP:Iteration 26Q (1843.668018 sec): 3 clusters Score: Raw -11289309.348224 + Penalty 3736.333195 = -11285573.015029 nChanged 1478 SP:Iteration 27Q (1843.820130 sec): 3 clusters Score: Raw -11290103.676785 + Penalty 3736.333195 = -11286367.343590 nChanged 1331 SP:Iteration 28Q (1843.971215 sec): 3 clusters Score: Raw -11290756.254611 + Penalty 3736.333195 = -11287019.921416 nChanged 1126 SP:Iteration 29Q (1844.120551 sec): 3 clusters Score: Raw -11291263.990723 + Penalty 3736.333195 = -11287527.657529 nChanged 995 SP:Iteration 30Q (1844.268480 sec): 3 clusters Score: Raw -11291657.243831 + Penalty 3736.333195 = -11287920.910636 nChanged 835 SP:Iteration 31Q (1844.414487 sec): 3 clusters Score: Raw -11291921.193009 + Penalty 3736.333195 = -11288184.859815 nChanged 678 SP:Iteration 32Q (1844.560844 sec): 3 clusters Score: Raw -11292111.398371 + Penalty 3736.333195 = -11288375.065177 nChanged 603 SP:Iteration 33Q (1844.707300 sec): 3 clusters Score: Raw -11292272.537829 + Penalty 3736.333195 = -11288536.204634 nChanged 532 SP:Iteration 34Q (1844.852310 sec): 3 clusters Score: Raw -11292393.262082 + Penalty 3736.333195 = -11288656.928888 nChanged 473 SP:Iteration 35Q (1844.996799 sec): 3 clusters Score: Raw -11292494.829723 + Penalty 3736.333195 = -11288758.496528 nChanged 434 SP:Iteration 36Q (1845.140814 sec): 3 clusters Score: Raw -11292578.524243 + Penalty 3736.333195 = -11288842.191048 nChanged 418 SP:Iteration 37Q (1845.284421 sec): 3 clusters Score: Raw -11292651.638011 + Penalty 3736.333195 = -11288915.304816 nChanged 371 SP:Iteration 38Q (1845.427476 sec): 3 clusters Score: Raw -11292708.884891 + Penalty 3736.333195 = -11288972.551696 nChanged 334 SP:Iteration 39Q (1845.570168 sec): 3 clusters Score: Raw -11292757.433725 + Penalty 3736.333195 = -11289021.100531 nChanged 323 SP:Iteration 40F (1845.732437 sec): 3 clusters Score: Raw -11292800.837875 + Penalty 3736.333195 = -11289064.504680 nChanged 276 SP:Iteration 41Q (1845.875007 sec): 3 clusters Score: Raw -11292831.936364 + Penalty 3736.333195 = -11289095.603170 nChanged 254 SP:Iteration 42Q (1846.017107 sec): 3 clusters Score: Raw -11292860.929005 + Penalty 3736.333195 = -11289124.595811 nChanged 238 SP:Iteration 43Q (1846.159655 sec): 3 clusters Score: Raw -11292885.722401 + Penalty 3736.333195 = -11289149.389207 nChanged 211 SP:Iteration 44Q (1846.301662 sec): 3 clusters Score: Raw -11292907.987757 + Penalty 3736.333195 = -11289171.654562 nChanged 205 SP:Iteration 45Q (1846.443471 sec): 3 clusters Score: Raw -11292928.738486 + Penalty 3736.333195 = -11289192.405291 nChanged 218 SP:Iteration 46Q (1846.585036 sec): 3 clusters Score: Raw -11292951.685974 + Penalty 3736.333195 = -11289215.352779 nChanged 221 SP:Iteration 47Q (1846.726306 sec): 3 clusters Score: Raw -11292976.870511 + Penalty 3736.333195 = -11289240.537316 nChanged 238 SP:Iteration 48Q (1846.867017 sec): 3 clusters Score: Raw -11293003.266301 + Penalty 3736.333195 = -11289266.933107 nChanged 227 SP:Iteration 49Q (1847.007712 sec): 3 clusters Score: Raw -11293029.704768 + Penalty 3736.333195 = -11289293.371573 nChanged 204 SP:Iteration 50Q (1847.148294 sec): 3 clusters Score: Raw -11293050.694007 + Penalty 3736.333195 = -11289314.360813 nChanged 187 SP:Iteration 51Q (1847.288543 sec): 3 clusters Score: Raw -11293068.451072 + Penalty 3736.333195 = -11289332.117877 nChanged 172 SP:Iteration 52Q (1847.428888 sec): 3 clusters Score: Raw -11293084.364190 + Penalty 3736.333195 = -11289348.030995 nChanged 163 SP:Iteration 53Q (1847.568933 sec): 3 clusters Score: Raw -11293099.811381 + Penalty 3736.333195 = -11289363.478186 nChanged 160 SP:Iteration 54Q (1847.709776 sec): 3 clusters Score: Raw -11293114.654827 + Penalty 3736.333195 = -11289378.321632 nChanged 147 SP:Iteration 55Q (1847.849664 sec): 3 clusters Score: Raw -11293127.456470 + Penalty 3736.333195 = -11289391.123276 nChanged 146 SP:Iteration 56Q (1847.989064 sec): 3 clusters Score: Raw -11293138.841205 + Penalty 3736.333195 = -11289402.508010 nChanged 131 SP:Iteration 57Q (1848.128180 sec): 3 clusters Score: Raw -11293150.609800 + Penalty 3736.333195 = -11289414.276606 nChanged 127 SP:Iteration 58Q (1848.267271 sec): 3 clusters Score: Raw -11293162.184592 + Penalty 3736.333195 = -11289425.851397 nChanged 139 SP:Iteration 59Q (1848.406533 sec): 3 clusters Score: Raw -11293174.551213 + Penalty 3736.333195 = -11289438.218018 nChanged 139 SP:Iteration 60F (1848.569255 sec): 3 clusters Score: Raw -11293186.298158 + Penalty 3736.333195 = -11289449.964963 nChanged 123 SP:Iteration 61Q (1848.708792 sec): 3 clusters Score: Raw -11293195.596317 + Penalty 3736.333195 = -11289459.263122 nChanged 113 SP:Iteration 62Q (1848.848178 sec): 3 clusters Score: Raw -11293204.620034 + Penalty 3736.333195 = -11289468.286839 nChanged 125 SP:Iteration 63Q (1848.987329 sec): 3 clusters Score: Raw -11293214.144196 + Penalty 3736.333195 = -11289477.811001 nChanged 114 SP:Iteration 64Q (1849.126158 sec): 3 clusters Score: Raw -11293222.374892 + Penalty 3736.333195 = -11289486.041697 nChanged 100 SP:Iteration 65Q (1849.264796 sec): 3 clusters Score: Raw -11293229.703317 + Penalty 3736.333195 = -11289493.370123 nChanged 105 SP:Iteration 66Q (1849.403672 sec): 3 clusters Score: Raw -11293237.754191 + Penalty 3736.333195 = -11289501.420996 nChanged 105 SP:Iteration 67Q (1849.542280 sec): 3 clusters Score: Raw -11293246.196721 + Penalty 3736.333195 = -11289509.863527 nChanged 107 SP:Iteration 68Q (1849.680907 sec): 3 clusters Score: Raw -11293255.478304 + Penalty 3736.333195 = -11289519.145109 nChanged 104 SP:Iteration 69Q (1849.820064 sec): 3 clusters Score: Raw -11293263.478192 + Penalty 3736.333195 = -11289527.144998 nChanged 95 SP:Iteration 70Q (1849.958601 sec): 3 clusters Score: Raw -11293270.103620 + Penalty 3736.333195 = -11289533.770425 nChanged 92 SP:Iteration 71Q (1850.096838 sec): 3 clusters Score: Raw -11293276.688160 + Penalty 3736.333195 = -11289540.354966 nChanged 86 SP:Iteration 72Q (1850.270141 sec): 3 clusters Score: Raw -11293282.437516 + Penalty 3736.333195 = -11289546.104322 nChanged 88 SP:Iteration 73Q (1850.444731 sec): 3 clusters Score: Raw -11293288.041072 + Penalty 3736.333195 = -11289551.707877 nChanged 85 SP:Iteration 74Q (1850.605197 sec): 3 clusters Score: Raw -11293295.003381 + Penalty 3736.333195 = -11289558.670186 nChanged 85 SP:Iteration 75Q (1850.743412 sec): 3 clusters Score: Raw -11293301.518971 + Penalty 3736.333195 = -11289565.185776 nChanged 84 SP:Iteration 76Q (1850.880689 sec): 3 clusters Score: Raw -11293308.283825 + Penalty 3736.333195 = -11289571.950631 nChanged 93 SP:Iteration 77Q (1851.018581 sec): 3 clusters Score: Raw -11293315.607556 + Penalty 3736.333195 = -11289579.274361 nChanged 116 SP:Iteration 78Q (1851.156011 sec): 3 clusters Score: Raw -11293326.151960 + Penalty 3736.333195 = -11289589.818765 nChanged 110 SP:Iteration 79Q (1851.293385 sec): 3 clusters Score: Raw -11293335.088437 + Penalty 3736.333195 = -11289598.755242 nChanged 95 SP:Iteration 80F (1851.455268 sec): 3 clusters Score: Raw -11293342.623790 + Penalty 3736.333195 = -11289606.290596 nChanged 89 SP:Iteration 81Q (1851.592068 sec): 3 clusters Score: Raw -11293350.520159 + Penalty 3736.333195 = -11289614.186964 nChanged 86 SP:Iteration 82Q (1851.729282 sec): 3 clusters Score: Raw -11293357.791761 + Penalty 3736.333195 = -11289621.458567 nChanged 92 SP:Iteration 83Q (1851.866388 sec): 3 clusters Score: Raw -11293366.098968 + Penalty 3736.333195 = -11289629.765773 nChanged 88 SP:Iteration 84Q (1852.003332 sec): 3 clusters Score: Raw -11293373.082685 + Penalty 3736.333195 = -11289636.749490 nChanged 64 SP:Iteration 85Q (1852.139555 sec): 3 clusters Score: Raw -11293377.388121 + Penalty 3736.333195 = -11289641.054926 nChanged 71 SP:Iteration 86Q (1852.276055 sec): 3 clusters Score: Raw -11293381.721505 + Penalty 3736.333195 = -11289645.388310 nChanged 60 SP:Iteration 87Q (1852.412989 sec): 3 clusters Score: Raw -11293385.681376 + Penalty 3736.333195 = -11289649.348181 nChanged 57 SP:Iteration 88Q (1852.549891 sec): 3 clusters Score: Raw -11293389.753342 + Penalty 3736.333195 = -11289653.420147 nChanged 59 SP:Iteration 89Q (1852.686446 sec): 3 clusters Score: Raw -11293393.938378 + Penalty 3736.333195 = -11289657.605183 nChanged 62 SP:Iteration 90Q (1852.822515 sec): 3 clusters Score: Raw -11293398.028227 + Penalty 3736.333195 = -11289661.695033 nChanged 52 SP:Iteration 91Q (1852.958678 sec): 3 clusters Score: Raw -11293401.738534 + Penalty 3736.333195 = -11289665.405340 nChanged 54 SP:Iteration 92Q (1853.095044 sec): 3 clusters Score: Raw -11293406.114500 + Penalty 3736.333195 = -11289669.781305 nChanged 65 SP:Iteration 93Q (1853.231758 sec): 3 clusters Score: Raw -11293411.518103 + Penalty 3736.333195 = -11289675.184908 nChanged 67 SP:Iteration 94Q (1853.391493 sec): 3 clusters Score: Raw -11293417.198678 + Penalty 3736.333195 = -11289680.865484 nChanged 66 SP:Iteration 95Q (1853.527707 sec): 3 clusters Score: Raw -11293423.983867 + Penalty 3736.333195 = -11289687.650672 nChanged 84 SP:Iteration 96Q (1853.693935 sec): 3 clusters Score: Raw -11293433.185043 + Penalty 3736.333195 = -11289696.851849 nChanged 96 SP:Iteration 97Q (1853.845632 sec): 3 clusters Score: Raw -11293444.070007 + Penalty 3736.333195 = -11289707.736812 nChanged 106 SP:Iteration 98Q (1853.981936 sec): 3 clusters Score: Raw -11293454.774190 + Penalty 3736.333195 = -11289718.440995 nChanged 103 SP:Iteration 99Q (1854.117842 sec): 3 clusters Score: Raw -11293465.154125 + Penalty 3736.333195 = -11289728.820930 nChanged 103 SP:Iteration 100F (1854.281193 sec): 3 clusters Score: Raw -11293475.967376 + Penalty 3736.333195 = -11289739.634181 nChanged 84 SP:Iteration 101Q (1854.416669 sec): 3 clusters Score: Raw -11293483.123680 + Penalty 3736.333195 = -11289746.790485 nChanged 83 SP:Iteration 102Q (1854.551822 sec): 3 clusters Score: Raw -11293490.856223 + Penalty 3736.333195 = -11289754.523028 nChanged 85 SP:Iteration 103Q (1854.686983 sec): 3 clusters Score: Raw -11293498.393149 + Penalty 3736.333195 = -11289762.059954 nChanged 88 SP:Iteration 104Q (1854.822536 sec): 3 clusters Score: Raw -11293507.660427 + Penalty 3736.333195 = -11289771.327232 nChanged 88 SP:Iteration 105Q (1854.957909 sec): 3 clusters Score: Raw -11293516.846180 + Penalty 3736.333195 = -11289780.512985 nChanged 92 SP:Iteration 106Q (1855.092439 sec): 3 clusters Score: Raw -11293527.044823 + Penalty 3736.333195 = -11289790.711628 nChanged 90 SP:Iteration 107Q (1855.227195 sec): 3 clusters Score: Raw -11293535.592015 + Penalty 3736.333195 = -11289799.258821 nChanged 98 SP:Iteration 108Q (1855.361542 sec): 3 clusters Score: Raw -11293544.471074 + Penalty 3736.333195 = -11289808.137879 nChanged 85 SP:Iteration 109Q (1855.495817 sec): 3 clusters Score: Raw -11293552.381469 + Penalty 3736.333195 = -11289816.048275 nChanged 79 SP:Iteration 110Q (1855.629970 sec): 3 clusters Score: Raw -11293559.822593 + Penalty 3736.333195 = -11289823.489398 nChanged 69 SP:Iteration 111Q (1855.764269 sec): 3 clusters Score: Raw -11293565.776933 + Penalty 3736.333195 = -11289829.443738 nChanged 65 SP:Iteration 112Q (1855.898437 sec): 3 clusters Score: Raw -11293570.433981 + Penalty 3736.333195 = -11289834.100787 nChanged 70 SP:Iteration 113Q (1856.032648 sec): 3 clusters Score: Raw -11293575.955999 + Penalty 3736.333195 = -11289839.622804 nChanged 71 SP:Iteration 114Q (1856.166701 sec): 3 clusters Score: Raw -11293582.011615 + Penalty 3736.333195 = -11289845.678420 nChanged 70 SP:Iteration 115Q (1856.300851 sec): 3 clusters Score: Raw -11293587.721452 + Penalty 3736.333195 = -11289851.388257 nChanged 75 SP:Iteration 116Q (1856.434884 sec): 3 clusters Score: Raw -11293594.463153 + Penalty 3736.333195 = -11289858.129959 nChanged 77 SP:Iteration 117Q (1856.568943 sec): 3 clusters Score: Raw -11293602.101919 + Penalty 3736.333195 = -11289865.768724 nChanged 80 SP:Iteration 118Q (1856.702742 sec): 3 clusters Score: Raw -11293609.662116 + Penalty 3736.333195 = -11289873.328922 nChanged 62 SP:Iteration 119Q (1856.836492 sec): 3 clusters Score: Raw -11293614.754723 + Penalty 3736.333195 = -11289878.421528 nChanged 58 SP:Iteration 120F (1856.998348 sec): 3 clusters Score: Raw -11293619.246041 + Penalty 3736.333195 = -11289882.912847 nChanged 60 SP:Iteration 121Q (1857.131942 sec): 3 clusters Score: Raw -11293624.246740 + Penalty 3736.333195 = -11289887.913545 nChanged 53 SP:Iteration 122Q (1857.265912 sec): 3 clusters Score: Raw -11293628.538620 + Penalty 3736.333195 = -11289892.205425 nChanged 53 SP:Iteration 123Q (1857.408764 sec): 3 clusters Score: Raw -11293632.860477 + Penalty 3736.333195 = -11289896.527282 nChanged 45 SP:Iteration 124Q (1857.542877 sec): 3 clusters Score: Raw -11293636.766709 + Penalty 3736.333195 = -11289900.433514 nChanged 41 SP:Iteration 125Q (1857.676750 sec): 3 clusters Score: Raw -11293639.673554 + Penalty 3736.333195 = -11289903.340360 nChanged 31 SP:Iteration 126Q (1857.810103 sec): 3 clusters Score: Raw -11293641.591398 + Penalty 3736.333195 = -11289905.258203 nChanged 29 SP:Iteration 127Q (1857.943471 sec): 3 clusters Score: Raw -11293643.361570 + Penalty 3736.333195 = -11289907.028375 nChanged 29 SP:Iteration 128Q (1858.078173 sec): 3 clusters Score: Raw -11293644.923050 + Penalty 3736.333195 = -11289908.589856 nChanged 28 SP:Iteration 129Q (1858.213584 sec): 3 clusters Score: Raw -11293646.660340 + Penalty 3736.333195 = -11289910.327145 nChanged 26 SP:Iteration 130Q (1858.350811 sec): 3 clusters Score: Raw -11293648.053223 + Penalty 3736.333195 = -11289911.720028 nChanged 21 SP:Iteration 131Q (1858.484223 sec): 3 clusters Score: Raw -11293649.236465 + Penalty 3736.333195 = -11289912.903270 nChanged 19 SP:Iteration 132Q (1858.617891 sec): 3 clusters Score: Raw -11293650.145782 + Penalty 3736.333195 = -11289913.812588 nChanged 18 SP:Iteration 133Q (1858.751497 sec): 3 clusters Score: Raw -11293651.135280 + Penalty 3736.333195 = -11289914.802085 nChanged 16 SP:Iteration 134Q (1858.884800 sec): 3 clusters Score: Raw -11293652.086271 + Penalty 3736.333195 = -11289915.753076 nChanged 20 SP:Iteration 135Q (1859.018369 sec): 3 clusters Score: Raw -11293653.043568 + Penalty 3736.333195 = -11289916.710373 nChanged 18 SP:Iteration 136Q (1859.152455 sec): 3 clusters Score: Raw -11293653.934893 + Penalty 3736.333195 = -11289917.601699 nChanged 19 SP:Iteration 137Q (1859.322821 sec): 3 clusters Score: Raw -11293655.209762 + Penalty 3736.333195 = -11289918.876567 nChanged 17 SP:Iteration 138Q (1859.492639 sec): 3 clusters Score: Raw -11293656.126883 + Penalty 3736.333195 = -11289919.793688 nChanged 16 SP:Iteration 139Q (1859.663154 sec): 3 clusters Score: Raw -11293656.965157 + Penalty 3736.333195 = -11289920.631962 nChanged 14 SP:Iteration 140F (1859.861522 sec): 3 clusters Score: Raw -11293657.606029 + Penalty 3736.333195 = -11289921.272835 nChanged 12 SP:Iteration 141Q (1860.031599 sec): 3 clusters Score: Raw -11293658.163897 + Penalty 3736.333195 = -11289921.830703 nChanged 15 SP:Iteration 142Q (1860.202118 sec): 3 clusters Score: Raw -11293658.975321 + Penalty 3736.333195 = -11289922.642126 nChanged 14 SP:Iteration 143Q (1860.335903 sec): 3 clusters Score: Raw -11293659.659434 + Penalty 3736.333195 = -11289923.326239 nChanged 16 SP:Iteration 144Q (1860.469290 sec): 3 clusters Score: Raw -11293660.672505 + Penalty 3736.333195 = -11289924.339310 nChanged 17 SP:Iteration 145Q (1860.602565 sec): 3 clusters Score: Raw -11293661.561128 + Penalty 3736.333195 = -11289925.227934 nChanged 17 SP:Iteration 146Q (1860.736951 sec): 3 clusters Score: Raw -11293662.796644 + Penalty 3736.333195 = -11289926.463449 nChanged 18 SP:Iteration 147Q (1860.870514 sec): 3 clusters Score: Raw -11293663.895328 + Penalty 3736.333195 = -11289927.562133 nChanged 16 SP:Iteration 148Q (1861.003525 sec): 3 clusters Score: Raw -11293664.817143 + Penalty 3736.333195 = -11289928.483949 nChanged 17 SP:Iteration 149Q (1861.136459 sec): 3 clusters Score: Raw -11293665.874694 + Penalty 3736.333195 = -11289929.541499 nChanged 17 SP:Iteration 150Q (1861.269794 sec): 3 clusters Score: Raw -11293666.711031 + Penalty 3736.333195 = -11289930.377836 nChanged 17 SP:Iteration 151Q (1861.402702 sec): 3 clusters Score: Raw -11293667.406026 + Penalty 3736.333195 = -11289931.072832 nChanged 18 SP:Iteration 152Q (1861.535872 sec): 3 clusters Score: Raw -11293668.439288 + Penalty 3736.333195 = -11289932.106093 nChanged 19 SP:Iteration 153Q (1861.668661 sec): 3 clusters Score: Raw -11293669.425596 + Penalty 3736.333195 = -11289933.092401 nChanged 15 SP:Iteration 154Q (1861.801969 sec): 3 clusters Score: Raw -11293670.222480 + Penalty 3736.333195 = -11289933.889285 nChanged 16 SP:Iteration 155Q (1861.935736 sec): 3 clusters Score: Raw -11293671.100746 + Penalty 3736.333195 = -11289934.767551 nChanged 17 SP:Iteration 156Q (1862.068588 sec): 3 clusters Score: Raw -11293671.979618 + Penalty 3736.333195 = -11289935.646423 nChanged 21 SP:Iteration 157Q (1862.201256 sec): 3 clusters Score: Raw -11293672.934309 + Penalty 3736.333195 = -11289936.601115 nChanged 18 SP:Iteration 158Q (1862.334043 sec): 3 clusters Score: Raw -11293673.860460 + Penalty 3736.333195 = -11289937.527265 nChanged 16 SP:Iteration 159Q (1862.466803 sec): 3 clusters Score: Raw -11293674.777777 + Penalty 3736.333195 = -11289938.444582 nChanged 15 SP:Iteration 160F (1862.628660 sec): 3 clusters Score: Raw -11293675.583747 + Penalty 3736.333195 = -11289939.250552 nChanged 15 SP:Iteration 161Q (1862.775425 sec): 3 clusters Score: Raw -11293676.413674 + Penalty 3736.333195 = -11289940.080479 nChanged 10 SP:Iteration 162Q (1862.908863 sec): 3 clusters Score: Raw -11293676.968304 + Penalty 3736.333195 = -11289940.635109 nChanged 5 SP:Iteration 163Q (1863.041959 sec): 3 clusters Score: Raw -11293677.158582 + Penalty 3736.333195 = -11289940.825388 nChanged 2 SP:Iteration 164Q (1863.175481 sec): 3 clusters Score: Raw -11293677.222660 + Penalty 3736.333195 = -11289940.889465 nChanged 2 SP:Iteration 165Q (1863.309001 sec): 3 clusters Score: Raw -11293677.301612 + Penalty 3736.333195 = -11289940.968418 nChanged 1 SP:Iteration 166Q (1863.442591 sec): 3 clusters Score: Raw -11293677.356185 + Penalty 3736.333195 = -11289941.022990 nChanged 2 SP:Iteration 167Q (1863.576205 sec): 3 clusters Score: Raw -11293677.440065 + Penalty 3736.333195 = -11289941.106871 nChanged 1 SP:Iteration 168Q (1863.709847 sec): 3 clusters Score: Raw -11293677.512031 + Penalty 3736.333195 = -11289941.178836 nChanged 3 SP:Iteration 169Q (1863.843194 sec): 3 clusters Score: Raw -11293677.664664 + Penalty 3736.333195 = -11289941.331469 nChanged 7 SP:Iteration 170Q (1863.976806 sec): 3 clusters Score: Raw -11293678.060247 + Penalty 3736.333195 = -11289941.727053 nChanged 7 SP:Iteration 171Q (1864.110126 sec): 3 clusters Score: Raw -11293678.453726 + Penalty 3736.333195 = -11289942.120531 nChanged 4 SP:Iteration 172Q (1864.243154 sec): 3 clusters Score: Raw -11293678.556291 + Penalty 3736.333195 = -11289942.223096 nChanged 2 SP:Iteration 173Q (1864.376265 sec): 3 clusters Score: Raw -11293678.625510 + Penalty 3736.333195 = -11289942.292315 nChanged 3 SP:Iteration 174Q (1864.509939 sec): 3 clusters Score: Raw -11293678.682008 + Penalty 3736.333195 = -11289942.348813 nChanged 1 SP:Iteration 175Q (1864.643345 sec): 3 clusters Score: Raw -11293678.699281 + Penalty 3736.333195 = -11289942.366086 nChanged 1 SP:Iteration 176Q (1864.776738 sec): 3 clusters Score: Raw -11293678.727081 + Penalty 3736.333195 = -11289942.393886 nChanged 2 SP:Iteration 177Q (1864.910098 sec): 3 clusters Score: Raw -11293678.846784 + Penalty 3736.333195 = -11289942.513589 nChanged 1 SP:Iteration 178Q (1865.043367 sec): 3 clusters Score: Raw -11293678.923561 + Penalty 3736.333195 = -11289942.590366 nChanged 1 SP:Iteration 179Q (1865.176207 sec): 3 clusters Score: Raw -11293678.966566 + Penalty 3736.333195 = -11289942.633371 nChanged 1 SP:Iteration 180F (1865.338099 sec): 3 clusters Score: Raw -11293679.004181 + Penalty 3736.333195 = -11289942.670987 nChanged 1 SP:Iteration 181Q (1865.470909 sec): 3 clusters Score: Raw -11293679.046399 + Penalty 3736.333195 = -11289942.713204 nChanged 2 SP:Iteration 182Q (1865.603802 sec): 3 clusters Score: Raw -11293679.129351 + Penalty 3736.333195 = -11289942.796156 nChanged 3 SP:Iteration 183Q (1865.736597 sec): 3 clusters Score: Raw -11293679.243818 + Penalty 3736.333195 = -11289942.910623 nChanged 3 SP:Iteration 184Q (1865.869385 sec): 3 clusters Score: Raw -11293679.346406 + Penalty 3736.333195 = -11289943.013211 nChanged 2 SP:Iteration 185Q (1866.002307 sec): 3 clusters Score: Raw -11293679.419640 + Penalty 3736.333195 = -11289943.086445 nChanged 2 SP:Iteration 186Q (1866.135070 sec): 3 clusters Score: Raw -11293679.492302 + Penalty 3736.333195 = -11289943.159107 nChanged 2 SP:Iteration 187Q (1866.267787 sec): 3 clusters Score: Raw -11293679.555134 + Penalty 3736.333195 = -11289943.221940 nChanged 2 SP:Iteration 188Q (1866.400781 sec): 3 clusters Score: Raw -11293679.654732 + Penalty 3736.333195 = -11289943.321538 nChanged 1 SP:Iteration 189Q (1866.533646 sec): 3 clusters Score: Raw -11293679.726343 + Penalty 3736.333195 = -11289943.393149 nChanged 3 SP:Iteration 190Q (1866.667458 sec): 3 clusters Score: Raw -11293679.835736 + Penalty 3736.333195 = -11289943.502541 nChanged 2 SP:Iteration 191Q (1866.800234 sec): 3 clusters Score: Raw -11293679.909986 + Penalty 3736.333195 = -11289943.576792 nChanged 2 SP:Iteration 192Q (1866.933243 sec): 3 clusters Score: Raw -11293679.963149 + Penalty 3736.333195 = -11289943.629955 nChanged 1 SP:Iteration 193Q (1867.078015 sec): 3 clusters Score: Raw -11293679.991987 + Penalty 3736.333195 = -11289943.658793 nChanged 0 SP:Iteration 194F (1867.238880 sec): 3 clusters Score: Raw -11293679.991987 + Penalty 3736.333195 = -11289943.658793 nChanged 0 Trying to split cluster 14 (24960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.273094 sec): 2 clusters Score: Raw -2841338.942109 + Penalty 1645.317346 = -2839693.624763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.326513 sec): 3 clusters Score: Raw -2826028.355089 + Penalty 3290.634692 = -2822737.720397 nChanged 11436 SP:Iteration 1F (1867.376515 sec): 3 clusters Score: Raw -2832263.159370 + Penalty 3290.634692 = -2828972.524678 nChanged 1179 SP:Iteration 2Q (1867.427939 sec): 3 clusters Score: Raw -2832654.820699 + Penalty 3290.634692 = -2829364.186006 nChanged 1057 SP:Iteration 3Q (1867.479453 sec): 3 clusters Score: Raw -2833068.187668 + Penalty 3290.634692 = -2829777.552975 nChanged 1057 SP:Iteration 4Q (1867.530703 sec): 3 clusters Score: Raw -2833578.203399 + Penalty 3290.634692 = -2830287.568707 nChanged 1163 SP:Iteration 5Q (1867.581998 sec): 3 clusters Score: Raw -2834275.618766 + Penalty 3290.634692 = -2830984.984073 nChanged 1359 SP:Iteration 6F (1867.632192 sec): 3 clusters Score: Raw -2835221.308746 + Penalty 3290.634692 = -2831930.674053 nChanged 1505 SP:Iteration 7F (1867.682149 sec): 3 clusters Score: Raw -2836419.081251 + Penalty 3290.634692 = -2833128.446559 nChanged 1496 SP:Iteration 8F (1867.732332 sec): 3 clusters Score: Raw -2837622.359350 + Penalty 3290.634692 = -2834331.724658 nChanged 1377 SP:Iteration 9F (1867.782589 sec): 3 clusters Score: Raw -2838722.357284 + Penalty 3290.634692 = -2835431.722592 nChanged 1170 SP:Iteration 10Q (1867.831204 sec): 3 clusters Score: Raw -2839600.851456 + Penalty 3290.634692 = -2836310.216764 nChanged 936 SP:Iteration 11Q (1867.878675 sec): 3 clusters Score: Raw -2840325.344883 + Penalty 3290.634692 = -2837034.710190 nChanged 749 SP:Iteration 12Q (1867.925021 sec): 3 clusters Score: Raw -2840918.834513 + Penalty 3290.634692 = -2837628.199820 nChanged 554 SP:Iteration 13Q (1867.971235 sec): 3 clusters Score: Raw -2841330.264773 + Penalty 3290.634692 = -2838039.630081 nChanged 408 SP:Iteration 14Q (1868.016152 sec): 3 clusters Score: Raw -2841590.148948 + Penalty 3290.634692 = -2838299.514256 nChanged 289 SP:Iteration 15Q (1868.060631 sec): 3 clusters Score: Raw -2841728.414018 + Penalty 3290.634692 = -2838437.779326 nChanged 213 SP:Iteration 16Q (1868.104744 sec): 3 clusters Score: Raw -2841815.369966 + Penalty 3290.634692 = -2838524.735274 nChanged 178 SP:Iteration 17Q (1868.148514 sec): 3 clusters Score: Raw -2841872.784865 + Penalty 3290.634692 = -2838582.150173 nChanged 159 SP:Iteration 18Q (1868.192228 sec): 3 clusters Score: Raw -2841917.336344 + Penalty 3290.634692 = -2838626.701652 nChanged 115 SP:Iteration 19Q (1868.235734 sec): 3 clusters Score: Raw -2841949.950547 + Penalty 3290.634692 = -2838659.315854 nChanged 94 SP:Iteration 20F (1868.286016 sec): 3 clusters Score: Raw -2841973.720606 + Penalty 3290.634692 = -2838683.085914 nChanged 70 SP:Iteration 21Q (1868.329395 sec): 3 clusters Score: Raw -2841990.616067 + Penalty 3290.634692 = -2838699.981375 nChanged 59 SP:Iteration 22Q (1868.372556 sec): 3 clusters Score: Raw -2842000.486767 + Penalty 3290.634692 = -2838709.852075 nChanged 38 SP:Iteration 23Q (1868.416038 sec): 3 clusters Score: Raw -2842006.077558 + Penalty 3290.634692 = -2838715.442865 nChanged 26 SP:Iteration 24Q (1868.459263 sec): 3 clusters Score: Raw -2842009.750122 + Penalty 3290.634692 = -2838719.115429 nChanged 15 SP:Iteration 25Q (1868.502311 sec): 3 clusters Score: Raw -2842012.368308 + Penalty 3290.634692 = -2838721.733616 nChanged 16 SP:Iteration 26Q (1868.545432 sec): 3 clusters Score: Raw -2842014.225757 + Penalty 3290.634692 = -2838723.591065 nChanged 7 SP:Iteration 27Q (1868.588785 sec): 3 clusters Score: Raw -2842015.036808 + Penalty 3290.634692 = -2838724.402115 nChanged 8 SP:Iteration 28Q (1868.631941 sec): 3 clusters Score: Raw -2842015.993297 + Penalty 3290.634692 = -2838725.358605 nChanged 7 SP:Iteration 29Q (1868.675018 sec): 3 clusters Score: Raw -2842016.984466 + Penalty 3290.634692 = -2838726.349773 nChanged 10 SP:Iteration 30Q (1868.718038 sec): 3 clusters Score: Raw -2842018.161234 + Penalty 3290.634692 = -2838727.526542 nChanged 10 SP:Iteration 31Q (1868.761123 sec): 3 clusters Score: Raw -2842020.478027 + Penalty 3290.634692 = -2838729.843335 nChanged 10 SP:Iteration 32Q (1868.803892 sec): 3 clusters Score: Raw -2842021.531696 + Penalty 3290.634692 = -2838730.897003 nChanged 12 SP:Iteration 33Q (1868.847104 sec): 3 clusters Score: Raw -2842023.046419 + Penalty 3290.634692 = -2838732.411727 nChanged 4 SP:Iteration 34Q (1868.890066 sec): 3 clusters Score: Raw -2842023.299227 + Penalty 3290.634692 = -2838732.664535 nChanged 0 SP:Iteration 35F (1868.940251 sec): 3 clusters Score: Raw -2842023.299227 + Penalty 3290.634692 = -2838732.664535 nChanged 0 Trying to split cluster 15 (6363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1868.958771 sec): 2 clusters Score: Raw -714530.928542 + Penalty 1423.216477 = -713107.712065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1868.981899 sec): 3 clusters Score: Raw -711090.203474 + Penalty 2846.432954 = -708243.770520 nChanged 2626 SP:Iteration 1F (1869.004461 sec): 3 clusters Score: Raw -712594.179460 + Penalty 2846.432954 = -709747.746506 nChanged 447 SP:Iteration 2F (1869.026696 sec): 3 clusters Score: Raw -712838.546167 + Penalty 2846.432954 = -709992.113213 nChanged 358 SP:Iteration 3F (1869.048878 sec): 3 clusters Score: Raw -713004.393627 + Penalty 2846.432954 = -710157.960673 nChanged 271 SP:Iteration 4Q (1869.071286 sec): 3 clusters Score: Raw -713135.907160 + Penalty 2846.432954 = -710289.474206 nChanged 247 SP:Iteration 5Q (1869.093805 sec): 3 clusters Score: Raw -713264.903447 + Penalty 2846.432954 = -710418.470493 nChanged 247 SP:Iteration 6Q (1869.116332 sec): 3 clusters Score: Raw -713373.863149 + Penalty 2846.432954 = -710527.430195 nChanged 230 SP:Iteration 7Q (1869.138830 sec): 3 clusters Score: Raw -713488.313684 + Penalty 2846.432954 = -710641.880730 nChanged 207 SP:Iteration 8Q (1869.161080 sec): 3 clusters Score: Raw -713607.412346 + Penalty 2846.432954 = -710760.979392 nChanged 199 SP:Iteration 9Q (1869.183341 sec): 3 clusters Score: Raw -713722.826800 + Penalty 2846.432954 = -710876.393846 nChanged 200 SP:Iteration 10Q (1869.205687 sec): 3 clusters Score: Raw -713849.342712 + Penalty 2846.432954 = -711002.909758 nChanged 216 SP:Iteration 11Q (1869.228241 sec): 3 clusters Score: Raw -713989.191093 + Penalty 2846.432954 = -711142.758139 nChanged 209 SP:Iteration 12Q (1869.250403 sec): 3 clusters Score: Raw -714098.907566 + Penalty 2846.432954 = -711252.474612 nChanged 194 SP:Iteration 13Q (1869.272712 sec): 3 clusters Score: Raw -714219.398366 + Penalty 2846.432954 = -711372.965412 nChanged 188 SP:Iteration 14Q (1869.294943 sec): 3 clusters Score: Raw -714316.132504 + Penalty 2846.432954 = -711469.699550 nChanged 140 SP:Iteration 15Q (1869.317086 sec): 3 clusters Score: Raw -714388.837254 + Penalty 2846.432954 = -711542.404300 nChanged 123 SP:Iteration 16Q (1869.339410 sec): 3 clusters Score: Raw -714452.723428 + Penalty 2846.432954 = -711606.290474 nChanged 99 SP:Iteration 17Q (1869.361288 sec): 3 clusters Score: Raw -714502.563680 + Penalty 2846.432954 = -711656.130726 nChanged 98 SP:Iteration 18Q (1869.384019 sec): 3 clusters Score: Raw -714551.584535 + Penalty 2846.432954 = -711705.151581 nChanged 83 SP:Iteration 19Q (1869.405617 sec): 3 clusters Score: Raw -714600.766818 + Penalty 2846.432954 = -711754.333864 nChanged 95 SP:Iteration 20F (1869.427774 sec): 3 clusters Score: Raw -714663.015901 + Penalty 2846.432954 = -711816.582947 nChanged 89 SP:Iteration 21Q (1869.449317 sec): 3 clusters Score: Raw -714713.846941 + Penalty 2846.432954 = -711867.413987 nChanged 76 SP:Iteration 22Q (1869.471067 sec): 3 clusters Score: Raw -714751.863717 + Penalty 2846.432954 = -711905.430763 nChanged 69 SP:Iteration 23Q (1869.492462 sec): 3 clusters Score: Raw -714786.931647 + Penalty 2846.432954 = -711940.498693 nChanged 70 SP:Iteration 24Q (1869.513984 sec): 3 clusters Score: Raw -714833.625202 + Penalty 2846.432954 = -711987.192248 nChanged 61 SP:Iteration 25Q (1869.535513 sec): 3 clusters Score: Raw -714862.637275 + Penalty 2846.432954 = -712016.204321 nChanged 41 SP:Iteration 26Q (1869.557039 sec): 3 clusters Score: Raw -714878.395272 + Penalty 2846.432954 = -712031.962318 nChanged 27 SP:Iteration 27Q (1869.578501 sec): 3 clusters Score: Raw -714886.588154 + Penalty 2846.432954 = -712040.155200 nChanged 25 SP:Iteration 28Q (1869.599780 sec): 3 clusters Score: Raw -714895.301807 + Penalty 2846.432954 = -712048.868853 nChanged 26 SP:Iteration 29Q (1869.621274 sec): 3 clusters Score: Raw -714901.720689 + Penalty 2846.432954 = -712055.287735 nChanged 19 SP:Iteration 30Q (1869.642742 sec): 3 clusters Score: Raw -714906.091784 + Penalty 2846.432954 = -712059.658830 nChanged 18 SP:Iteration 31Q (1869.664258 sec): 3 clusters Score: Raw -714911.054853 + Penalty 2846.432954 = -712064.621899 nChanged 15 SP:Iteration 32Q (1869.685674 sec): 3 clusters Score: Raw -714914.307236 + Penalty 2846.432954 = -712067.874282 nChanged 8 SP:Iteration 33Q (1869.710480 sec): 3 clusters Score: Raw -714916.160417 + Penalty 2846.432954 = -712069.727463 nChanged 9 SP:Iteration 34Q (1869.731778 sec): 3 clusters Score: Raw -714918.738660 + Penalty 2846.432954 = -712072.305706 nChanged 14 SP:Iteration 35Q (1869.753081 sec): 3 clusters Score: Raw -714921.160744 + Penalty 2846.432954 = -712074.727790 nChanged 6 SP:Iteration 36Q (1869.774291 sec): 3 clusters Score: Raw -714922.019759 + Penalty 2846.432954 = -712075.586805 nChanged 5 SP:Iteration 37Q (1869.795470 sec): 3 clusters Score: Raw -714923.029921 + Penalty 2846.432954 = -712076.596967 nChanged 1 SP:Iteration 38Q (1869.816759 sec): 3 clusters Score: Raw -714923.318232 + Penalty 2846.432954 = -712076.885278 nChanged 5 SP:Iteration 39Q (1869.838111 sec): 3 clusters Score: Raw -714924.398829 + Penalty 2846.432954 = -712077.965875 nChanged 7 SP:Iteration 40F (1869.860257 sec): 3 clusters Score: Raw -714925.897431 + Penalty 2846.432954 = -712079.464477 nChanged 4 SP:Iteration 41Q (1869.881319 sec): 3 clusters Score: Raw -714926.874725 + Penalty 2846.432954 = -712080.441771 nChanged 7 SP:Iteration 42Q (1869.902562 sec): 3 clusters Score: Raw -714928.170528 + Penalty 2846.432954 = -712081.737574 nChanged 7 SP:Iteration 43Q (1869.923904 sec): 3 clusters Score: Raw -714929.331381 + Penalty 2846.432954 = -712082.898427 nChanged 10 SP:Iteration 44Q (1869.945144 sec): 3 clusters Score: Raw -714931.175103 + Penalty 2846.432954 = -712084.742149 nChanged 5 SP:Iteration 45Q (1869.966467 sec): 3 clusters Score: Raw -714932.408636 + Penalty 2846.432954 = -712085.975682 nChanged 3 SP:Iteration 46Q (1869.997258 sec): 3 clusters Score: Raw -714932.826749 + Penalty 2846.432954 = -712086.393795 nChanged 1 SP:Iteration 47Q (1870.018574 sec): 3 clusters Score: Raw -714933.016738 + Penalty 2846.432954 = -712086.583784 nChanged 3 SP:Iteration 48Q (1870.039806 sec): 3 clusters Score: Raw -714933.337445 + Penalty 2846.432954 = -712086.904491 nChanged 2 SP:Iteration 49Q (1870.060906 sec): 3 clusters Score: Raw -714933.612315 + Penalty 2846.432954 = -712087.179361 nChanged 2 SP:Iteration 50Q (1870.082158 sec): 3 clusters Score: Raw -714933.853304 + Penalty 2846.432954 = -712087.420350 nChanged 0 SP:Iteration 51F (1870.128569 sec): 3 clusters Score: Raw -714933.853304 + Penalty 2846.432954 = -712087.420350 nChanged 0 Trying to split cluster 16 (14093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.157054 sec): 2 clusters Score: Raw -1507966.417228 + Penalty 1552.432944 = -1506413.984284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1870.192613 sec): 3 clusters Score: Raw -1499724.885404 + Penalty 3104.865887 = -1496620.019517 nChanged 6235 SP:Iteration 1F (1870.226793 sec): 3 clusters Score: Raw -1503220.869059 + Penalty 3104.865887 = -1500116.003172 nChanged 790 SP:Iteration 2F (1870.260828 sec): 3 clusters Score: Raw -1503516.026439 + Penalty 3104.865887 = -1500411.160552 nChanged 647 SP:Iteration 3Q (1870.295457 sec): 3 clusters Score: Raw -1503745.197319 + Penalty 3104.865887 = -1500640.331431 nChanged 568 SP:Iteration 4Q (1870.330141 sec): 3 clusters Score: Raw -1503958.592313 + Penalty 3104.865887 = -1500853.726425 nChanged 551 SP:Iteration 5Q (1870.394722 sec): 3 clusters Score: Raw -1504191.353111 + Penalty 3104.865887 = -1501086.487223 nChanged 538 SP:Iteration 6Q (1870.464881 sec): 3 clusters Score: Raw -1504447.769027 + Penalty 3104.865887 = -1501342.903140 nChanged 592 SP:Iteration 7Q (1870.521539 sec): 3 clusters Score: Raw -1504769.593484 + Penalty 3104.865887 = -1501664.727596 nChanged 654 SP:Iteration 8Q (1870.555923 sec): 3 clusters Score: Raw -1505151.689042 + Penalty 3104.865887 = -1502046.823155 nChanged 694 SP:Iteration 9Q (1870.590226 sec): 3 clusters Score: Raw -1505599.071872 + Penalty 3104.865887 = -1502494.205984 nChanged 700 SP:Iteration 10Q (1870.624972 sec): 3 clusters Score: Raw -1506070.675326 + Penalty 3104.865887 = -1502965.809439 nChanged 646 SP:Iteration 11Q (1870.659033 sec): 3 clusters Score: Raw -1506518.843427 + Penalty 3104.865887 = -1503413.977539 nChanged 585 SP:Iteration 12Q (1870.692808 sec): 3 clusters Score: Raw -1506874.953158 + Penalty 3104.865887 = -1503770.087271 nChanged 458 SP:Iteration 13Q (1870.726335 sec): 3 clusters Score: Raw -1507136.054770 + Penalty 3104.865887 = -1504031.188883 nChanged 393 SP:Iteration 14Q (1870.759812 sec): 3 clusters Score: Raw -1507356.147452 + Penalty 3104.865887 = -1504251.281564 nChanged 297 SP:Iteration 15Q (1870.792957 sec): 3 clusters Score: Raw -1507503.094781 + Penalty 3104.865887 = -1504398.228893 nChanged 285 SP:Iteration 16Q (1870.826246 sec): 3 clusters Score: Raw -1507634.915243 + Penalty 3104.865887 = -1504530.049356 nChanged 248 SP:Iteration 17Q (1870.859308 sec): 3 clusters Score: Raw -1507735.700864 + Penalty 3104.865887 = -1504630.834976 nChanged 203 SP:Iteration 18Q (1870.892185 sec): 3 clusters Score: Raw -1507816.006360 + Penalty 3104.865887 = -1504711.140472 nChanged 184 SP:Iteration 19Q (1870.925442 sec): 3 clusters Score: Raw -1507877.888187 + Penalty 3104.865887 = -1504773.022300 nChanged 160 SP:Iteration 20F (1870.959530 sec): 3 clusters Score: Raw -1507934.875357 + Penalty 3104.865887 = -1504830.009470 nChanged 162 SP:Iteration 21Q (1870.992520 sec): 3 clusters Score: Raw -1507986.567294 + Penalty 3104.865887 = -1504881.701407 nChanged 142 SP:Iteration 22Q (1871.048211 sec): 3 clusters Score: Raw -1508034.985196 + Penalty 3104.865887 = -1504930.119309 nChanged 120 SP:Iteration 23Q (1871.081225 sec): 3 clusters Score: Raw -1508070.789957 + Penalty 3104.865887 = -1504965.924069 nChanged 125 SP:Iteration 24Q (1871.114120 sec): 3 clusters Score: Raw -1508106.893717 + Penalty 3104.865887 = -1505002.027830 nChanged 137 SP:Iteration 25Q (1871.147183 sec): 3 clusters Score: Raw -1508150.314056 + Penalty 3104.865887 = -1505045.448169 nChanged 108 SP:Iteration 26Q (1871.180239 sec): 3 clusters Score: Raw -1508183.955901 + Penalty 3104.865887 = -1505079.090014 nChanged 115 SP:Iteration 27Q (1871.213241 sec): 3 clusters Score: Raw -1508218.463767 + Penalty 3104.865887 = -1505113.597880 nChanged 100 SP:Iteration 28Q (1871.246188 sec): 3 clusters Score: Raw -1508250.461274 + Penalty 3104.865887 = -1505145.595387 nChanged 110 SP:Iteration 29Q (1871.279051 sec): 3 clusters Score: Raw -1508290.485143 + Penalty 3104.865887 = -1505185.619256 nChanged 107 SP:Iteration 30Q (1871.311987 sec): 3 clusters Score: Raw -1508330.587230 + Penalty 3104.865887 = -1505225.721343 nChanged 105 SP:Iteration 31Q (1871.344534 sec): 3 clusters Score: Raw -1508375.524510 + Penalty 3104.865887 = -1505270.658623 nChanged 106 SP:Iteration 32Q (1871.377275 sec): 3 clusters Score: Raw -1508426.492613 + Penalty 3104.865887 = -1505321.626726 nChanged 96 SP:Iteration 33Q (1871.409580 sec): 3 clusters Score: Raw -1508482.639492 + Penalty 3104.865887 = -1505377.773605 nChanged 97 SP:Iteration 34Q (1871.441887 sec): 3 clusters Score: Raw -1508547.111215 + Penalty 3104.865887 = -1505442.245327 nChanged 96 SP:Iteration 35Q (1871.473685 sec): 3 clusters Score: Raw -1508609.676068 + Penalty 3104.865887 = -1505504.810181 nChanged 86 SP:Iteration 36Q (1871.505119 sec): 3 clusters Score: Raw -1508675.247338 + Penalty 3104.865887 = -1505570.381451 nChanged 67 SP:Iteration 37Q (1871.535969 sec): 3 clusters Score: Raw -1508722.460245 + Penalty 3104.865887 = -1505617.594358 nChanged 62 SP:Iteration 38Q (1871.566604 sec): 3 clusters Score: Raw -1508763.116703 + Penalty 3104.865887 = -1505658.250816 nChanged 76 SP:Iteration 39Q (1871.596921 sec): 3 clusters Score: Raw -1508805.577372 + Penalty 3104.865887 = -1505700.711485 nChanged 61 SP:Iteration 40F (1871.630999 sec): 3 clusters Score: Raw -1508846.296564 + Penalty 3104.865887 = -1505741.430676 nChanged 48 SP:Iteration 41Q (1871.660888 sec): 3 clusters Score: Raw -1508877.342718 + Penalty 3104.865887 = -1505772.476831 nChanged 42 SP:Iteration 42Q (1871.712899 sec): 3 clusters Score: Raw -1508892.069471 + Penalty 3104.865887 = -1505787.203584 nChanged 24 SP:Iteration 43Q (1871.742827 sec): 3 clusters Score: Raw -1508899.157888 + Penalty 3104.865887 = -1505794.292001 nChanged 20 SP:Iteration 44Q (1871.772559 sec): 3 clusters Score: Raw -1508908.038059 + Penalty 3104.865887 = -1505803.172172 nChanged 22 SP:Iteration 45Q (1871.802107 sec): 3 clusters Score: Raw -1508916.665964 + Penalty 3104.865887 = -1505811.800077 nChanged 17 SP:Iteration 46Q (1871.831685 sec): 3 clusters Score: Raw -1508920.902658 + Penalty 3104.865887 = -1505816.036771 nChanged 8 SP:Iteration 47Q (1871.873593 sec): 3 clusters Score: Raw -1508923.428652 + Penalty 3104.865887 = -1505818.562765 nChanged 14 SP:Iteration 48Q (1871.906179 sec): 3 clusters Score: Raw -1508927.818440 + Penalty 3104.865887 = -1505822.952552 nChanged 10 SP:Iteration 49Q (1871.935755 sec): 3 clusters Score: Raw -1508930.457650 + Penalty 3104.865887 = -1505825.591763 nChanged 8 SP:Iteration 50Q (1871.965275 sec): 3 clusters Score: Raw -1508932.374158 + Penalty 3104.865887 = -1505827.508271 nChanged 4 SP:Iteration 51Q (1871.994920 sec): 3 clusters Score: Raw -1508934.407010 + Penalty 3104.865887 = -1505829.541123 nChanged 10 SP:Iteration 52Q (1872.024338 sec): 3 clusters Score: Raw -1508937.886541 + Penalty 3104.865887 = -1505833.020653 nChanged 8 SP:Iteration 53Q (1872.053777 sec): 3 clusters Score: Raw -1508940.158594 + Penalty 3104.865887 = -1505835.292707 nChanged 6 SP:Iteration 54Q (1872.083315 sec): 3 clusters Score: Raw -1508942.107690 + Penalty 3104.865887 = -1505837.241803 nChanged 4 SP:Iteration 55Q (1872.112809 sec): 3 clusters Score: Raw -1508942.781730 + Penalty 3104.865887 = -1505837.915843 nChanged 3 SP:Iteration 56Q (1872.142150 sec): 3 clusters Score: Raw -1508943.644976 + Penalty 3104.865887 = -1505838.779089 nChanged 6 SP:Iteration 57Q (1872.171745 sec): 3 clusters Score: Raw -1508945.211869 + Penalty 3104.865887 = -1505840.345982 nChanged 1 SP:Iteration 58Q (1872.201054 sec): 3 clusters Score: Raw -1508945.395090 + Penalty 3104.865887 = -1505840.529203 nChanged 0 SP:Iteration 59F (1872.235045 sec): 3 clusters Score: Raw -1508945.395090 + Penalty 3104.865887 = -1505840.529203 nChanged 0 Trying to split cluster 17 (190931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.467930 sec): 2 clusters Score: Raw -21827851.120121 + Penalty 1975.945950 = -21825875.174171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.760373 sec): 3 clusters Score: Raw -21701414.905764 + Penalty 3951.891900 = -21697463.013864 nChanged 92632 SP:Iteration 1F (1873.049091 sec): 3 clusters Score: Raw -21758325.800930 + Penalty 3951.891900 = -21754373.909030 nChanged 8651 SP:Iteration 2Q (1873.359966 sec): 3 clusters Score: Raw -21761761.674202 + Penalty 3951.891900 = -21757809.782301 nChanged 10109 SP:Iteration 3F (1873.648662 sec): 3 clusters Score: Raw -21766690.480852 + Penalty 3951.891900 = -21762738.588952 nChanged 11558 SP:Iteration 4F (1873.937515 sec): 3 clusters Score: Raw -21773390.933038 + Penalty 3951.891900 = -21769439.041138 nChanged 12728 SP:Iteration 5F (1874.226303 sec): 3 clusters Score: Raw -21781779.713065 + Penalty 3951.891900 = -21777827.821165 nChanged 12581 SP:Iteration 6F (1874.512013 sec): 3 clusters Score: Raw -21790266.644575 + Penalty 3951.891900 = -21786314.752674 nChanged 11249 SP:Iteration 7F (1874.801105 sec): 3 clusters Score: Raw -21797119.873325 + Penalty 3951.891900 = -21793167.981424 nChanged 9277 SP:Iteration 8Q (1875.110024 sec): 3 clusters Score: Raw -21801812.419112 + Penalty 3951.891900 = -21797860.527212 nChanged 7042 SP:Iteration 9Q (1875.416996 sec): 3 clusters Score: Raw -21804668.021767 + Penalty 3951.891900 = -21800716.129867 nChanged 5139 SP:Iteration 10Q (1875.721242 sec): 3 clusters Score: Raw -21806243.042704 + Penalty 3951.891900 = -21802291.150804 nChanged 3583 SP:Iteration 11Q (1876.024617 sec): 3 clusters Score: Raw -21807047.766102 + Penalty 3951.891900 = -21803095.874202 nChanged 2539 SP:Iteration 12Q (1876.325928 sec): 3 clusters Score: Raw -21807532.846783 + Penalty 3951.891900 = -21803580.954883 nChanged 2059 SP:Iteration 13Q (1876.626114 sec): 3 clusters Score: Raw -21807896.977118 + Penalty 3951.891900 = -21803945.085218 nChanged 1796 SP:Iteration 14Q (1876.925246 sec): 3 clusters Score: Raw -21808180.538416 + Penalty 3951.891900 = -21804228.646516 nChanged 1560 SP:Iteration 15Q (1877.223871 sec): 3 clusters Score: Raw -21808398.709928 + Penalty 3951.891900 = -21804446.818028 nChanged 1363 SP:Iteration 16Q (1877.522548 sec): 3 clusters Score: Raw -21808575.035976 + Penalty 3951.891900 = -21804623.144075 nChanged 1266 SP:Iteration 17Q (1877.856944 sec): 3 clusters Score: Raw -21808726.178480 + Penalty 3951.891900 = -21804774.286580 nChanged 1151 SP:Iteration 18Q (1878.191275 sec): 3 clusters Score: Raw -21808858.289978 + Penalty 3951.891900 = -21804906.398078 nChanged 1042 SP:Iteration 19Q (1878.488016 sec): 3 clusters Score: Raw -21808964.240560 + Penalty 3951.891900 = -21805012.348659 nChanged 935 SP:Iteration 20F (1878.777620 sec): 3 clusters Score: Raw -21809052.169426 + Penalty 3951.891900 = -21805100.277525 nChanged 878 SP:Iteration 21Q (1879.075076 sec): 3 clusters Score: Raw -21809127.345480 + Penalty 3951.891900 = -21805175.453580 nChanged 776 SP:Iteration 22Q (1879.372446 sec): 3 clusters Score: Raw -21809193.531560 + Penalty 3951.891900 = -21805241.639659 nChanged 720 SP:Iteration 23Q (1879.669944 sec): 3 clusters Score: Raw -21809251.967948 + Penalty 3951.891900 = -21805300.076048 nChanged 695 SP:Iteration 24Q (1879.967413 sec): 3 clusters Score: Raw -21809309.287884 + Penalty 3951.891900 = -21805357.395984 nChanged 727 SP:Iteration 25Q (1880.264713 sec): 3 clusters Score: Raw -21809364.282036 + Penalty 3951.891900 = -21805412.390135 nChanged 672 SP:Iteration 26Q (1880.561992 sec): 3 clusters Score: Raw -21809418.354142 + Penalty 3951.891900 = -21805466.462242 nChanged 686 SP:Iteration 27Q (1880.858253 sec): 3 clusters Score: Raw -21809474.434454 + Penalty 3951.891900 = -21805522.542554 nChanged 661 SP:Iteration 28Q (1881.172127 sec): 3 clusters Score: Raw -21809531.143735 + Penalty 3951.891900 = -21805579.251835 nChanged 650 SP:Iteration 29Q (1881.469851 sec): 3 clusters Score: Raw -21809590.323695 + Penalty 3951.891900 = -21805638.431795 nChanged 661 SP:Iteration 30Q (1881.765578 sec): 3 clusters Score: Raw -21809654.464128 + Penalty 3951.891900 = -21805702.572227 nChanged 721 SP:Iteration 31Q (1882.061332 sec): 3 clusters Score: Raw -21809725.532810 + Penalty 3951.891900 = -21805773.640909 nChanged 736 SP:Iteration 32Q (1882.357298 sec): 3 clusters Score: Raw -21809798.880431 + Penalty 3951.891900 = -21805846.988531 nChanged 740 SP:Iteration 33Q (1882.652682 sec): 3 clusters Score: Raw -21809882.376593 + Penalty 3951.891900 = -21805930.484693 nChanged 817 SP:Iteration 34Q (1882.945854 sec): 3 clusters Score: Raw -21809976.199233 + Penalty 3951.891900 = -21806024.307333 nChanged 907 SP:Iteration 35Q (1883.242091 sec): 3 clusters Score: Raw -21810084.882537 + Penalty 3951.891900 = -21806132.990637 nChanged 941 SP:Iteration 36Q (1883.538232 sec): 3 clusters Score: Raw -21810201.295091 + Penalty 3951.891900 = -21806249.403191 nChanged 972 SP:Iteration 37Q (1883.833507 sec): 3 clusters Score: Raw -21810317.606898 + Penalty 3951.891900 = -21806365.714998 nChanged 966 SP:Iteration 38Q (1884.128950 sec): 3 clusters Score: Raw -21810437.548759 + Penalty 3951.891900 = -21806485.656859 nChanged 963 SP:Iteration 39Q (1884.423966 sec): 3 clusters Score: Raw -21810558.031697 + Penalty 3951.891900 = -21806606.139797 nChanged 1039 SP:Iteration 40F (1884.713414 sec): 3 clusters Score: Raw -21810695.181675 + Penalty 3951.891900 = -21806743.289775 nChanged 1074 SP:Iteration 41Q (1885.009586 sec): 3 clusters Score: Raw -21810829.516340 + Penalty 3951.891900 = -21806877.624440 nChanged 1068 SP:Iteration 42Q (1885.304438 sec): 3 clusters Score: Raw -21810963.243802 + Penalty 3951.891900 = -21807011.351902 nChanged 1047 SP:Iteration 43Q (1885.599408 sec): 3 clusters Score: Raw -21811096.248964 + Penalty 3951.891900 = -21807144.357063 nChanged 1028 SP:Iteration 44Q (1885.893306 sec): 3 clusters Score: Raw -21811230.614694 + Penalty 3951.891900 = -21807278.722794 nChanged 1104 SP:Iteration 45Q (1886.186817 sec): 3 clusters Score: Raw -21811385.557163 + Penalty 3951.891900 = -21807433.665263 nChanged 1115 SP:Iteration 46Q (1886.480137 sec): 3 clusters Score: Raw -21811555.782162 + Penalty 3951.891900 = -21807603.890262 nChanged 1225 SP:Iteration 47Q (1886.772871 sec): 3 clusters Score: Raw -21811734.768438 + Penalty 3951.891900 = -21807782.876538 nChanged 1219 SP:Iteration 48Q (1887.065097 sec): 3 clusters Score: Raw -21811919.064087 + Penalty 3951.891900 = -21807967.172187 nChanged 1282 SP:Iteration 49Q (1887.358245 sec): 3 clusters Score: Raw -21812114.362571 + Penalty 3951.891900 = -21808162.470671 nChanged 1291 SP:Iteration 50Q (1887.650534 sec): 3 clusters Score: Raw -21812308.437757 + Penalty 3951.891900 = -21808356.545857 nChanged 1323 SP:Iteration 51Q (1887.940252 sec): 3 clusters Score: Raw -21812500.052346 + Penalty 3951.891900 = -21808548.160445 nChanged 1311 SP:Iteration 52Q (1888.230080 sec): 3 clusters Score: Raw -21812694.524793 + Penalty 3951.891900 = -21808742.632893 nChanged 1354 SP:Iteration 53Q (1888.519042 sec): 3 clusters Score: Raw -21812892.893514 + Penalty 3951.891900 = -21808941.001614 nChanged 1369 SP:Iteration 54Q (1888.806349 sec): 3 clusters Score: Raw -21813098.342909 + Penalty 3951.891900 = -21809146.451008 nChanged 1434 SP:Iteration 55Q (1889.092539 sec): 3 clusters Score: Raw -21813316.294088 + Penalty 3951.891900 = -21809364.402188 nChanged 1431 SP:Iteration 56Q (1889.377581 sec): 3 clusters Score: Raw -21813532.788519 + Penalty 3951.891900 = -21809580.896619 nChanged 1485 SP:Iteration 57Q (1889.662335 sec): 3 clusters Score: Raw -21813759.662244 + Penalty 3951.891900 = -21809807.770344 nChanged 1463 SP:Iteration 58Q (1889.947379 sec): 3 clusters Score: Raw -21813974.533746 + Penalty 3951.891900 = -21810022.641845 nChanged 1440 SP:Iteration 59Q (1890.229475 sec): 3 clusters Score: Raw -21814185.691462 + Penalty 3951.891900 = -21810233.799562 nChanged 1443 SP:Iteration 60F (1890.518865 sec): 3 clusters Score: Raw -21814396.589583 + Penalty 3951.891900 = -21810444.697682 nChanged 1431 SP:Iteration 61Q (1890.805109 sec): 3 clusters Score: Raw -21814609.746439 + Penalty 3951.891900 = -21810657.854539 nChanged 1466 SP:Iteration 62Q (1891.090938 sec): 3 clusters Score: Raw -21814837.222635 + Penalty 3951.891900 = -21810885.330734 nChanged 1466 SP:Iteration 63Q (1891.375435 sec): 3 clusters Score: Raw -21815071.027097 + Penalty 3951.891900 = -21811119.135197 nChanged 1501 SP:Iteration 64Q (1891.659048 sec): 3 clusters Score: Raw -21815318.628472 + Penalty 3951.891900 = -21811366.736572 nChanged 1530 SP:Iteration 65Q (1891.940815 sec): 3 clusters Score: Raw -21815585.842034 + Penalty 3951.891900 = -21811633.950134 nChanged 1636 SP:Iteration 66Q (1892.222131 sec): 3 clusters Score: Raw -21815893.719052 + Penalty 3951.891900 = -21811941.827152 nChanged 1743 SP:Iteration 67Q (1892.501246 sec): 3 clusters Score: Raw -21816239.958264 + Penalty 3951.891900 = -21812288.066364 nChanged 1757 SP:Iteration 68Q (1892.781285 sec): 3 clusters Score: Raw -21816600.173017 + Penalty 3951.891900 = -21812648.281116 nChanged 1806 SP:Iteration 69Q (1893.057377 sec): 3 clusters Score: Raw -21816988.656161 + Penalty 3951.891900 = -21813036.764261 nChanged 1861 SP:Iteration 70Q (1893.332275 sec): 3 clusters Score: Raw -21817422.347760 + Penalty 3951.891900 = -21813470.455860 nChanged 1889 SP:Iteration 71Q (1893.625057 sec): 3 clusters Score: Raw -21817861.334721 + Penalty 3951.891900 = -21813909.442820 nChanged 1817 SP:Iteration 72Q (1893.899767 sec): 3 clusters Score: Raw -21818286.775533 + Penalty 3951.891900 = -21814334.883633 nChanged 1726 SP:Iteration 73Q (1894.170523 sec): 3 clusters Score: Raw -21818699.630634 + Penalty 3951.891900 = -21814747.738734 nChanged 1694 SP:Iteration 74Q (1894.439625 sec): 3 clusters Score: Raw -21819123.021365 + Penalty 3951.891900 = -21815171.129465 nChanged 1641 SP:Iteration 75Q (1894.707678 sec): 3 clusters Score: Raw -21819535.572294 + Penalty 3951.891900 = -21815583.680393 nChanged 1612 SP:Iteration 76Q (1894.974550 sec): 3 clusters Score: Raw -21819950.205066 + Penalty 3951.891900 = -21815998.313166 nChanged 1544 SP:Iteration 77Q (1895.236192 sec): 3 clusters Score: Raw -21820357.851215 + Penalty 3951.891900 = -21816405.959315 nChanged 1514 SP:Iteration 78Q (1895.500421 sec): 3 clusters Score: Raw -21820780.025897 + Penalty 3951.891900 = -21816828.133997 nChanged 1548 SP:Iteration 79Q (1895.763038 sec): 3 clusters Score: Raw -21821220.245141 + Penalty 3951.891900 = -21817268.353241 nChanged 1488 SP:Iteration 80F (1896.052180 sec): 3 clusters Score: Raw -21821645.971704 + Penalty 3951.891900 = -21817694.079804 nChanged 1420 SP:Iteration 81Q (1896.313307 sec): 3 clusters Score: Raw -21822053.170089 + Penalty 3951.891900 = -21818101.278189 nChanged 1409 SP:Iteration 82Q (1896.572614 sec): 3 clusters Score: Raw -21822468.103634 + Penalty 3951.891900 = -21818516.211734 nChanged 1348 SP:Iteration 83Q (1896.831801 sec): 3 clusters Score: Raw -21822863.705461 + Penalty 3951.891900 = -21818911.813560 nChanged 1279 SP:Iteration 84Q (1897.100668 sec): 3 clusters Score: Raw -21823231.704247 + Penalty 3951.891900 = -21819279.812347 nChanged 1237 SP:Iteration 85Q (1897.356846 sec): 3 clusters Score: Raw -21823589.072189 + Penalty 3951.891900 = -21819637.180289 nChanged 1135 SP:Iteration 86Q (1897.611520 sec): 3 clusters Score: Raw -21823917.617545 + Penalty 3951.891900 = -21819965.725645 nChanged 1082 SP:Iteration 87Q (1897.864885 sec): 3 clusters Score: Raw -21824232.588481 + Penalty 3951.891900 = -21820280.696581 nChanged 1081 SP:Iteration 88Q (1898.152450 sec): 3 clusters Score: Raw -21824554.305471 + Penalty 3951.891900 = -21820602.413571 nChanged 1068 SP:Iteration 89Q (1898.399608 sec): 3 clusters Score: Raw -21824882.729738 + Penalty 3951.891900 = -21820930.837838 nChanged 1044 SP:Iteration 90Q (1898.649476 sec): 3 clusters Score: Raw -21825225.368246 + Penalty 3951.891900 = -21821273.476346 nChanged 969 SP:Iteration 91Q (1898.896797 sec): 3 clusters Score: Raw -21825539.486377 + Penalty 3951.891900 = -21821587.594477 nChanged 940 SP:Iteration 92Q (1899.143571 sec): 3 clusters Score: Raw -21825859.149891 + Penalty 3951.891900 = -21821907.257991 nChanged 875 SP:Iteration 93Q (1899.389621 sec): 3 clusters Score: Raw -21826154.449528 + Penalty 3951.891900 = -21822202.557628 nChanged 785 SP:Iteration 94Q (1899.633561 sec): 3 clusters Score: Raw -21826418.820451 + Penalty 3951.891900 = -21822466.928551 nChanged 714 SP:Iteration 95Q (1899.877419 sec): 3 clusters Score: Raw -21826671.579888 + Penalty 3951.891900 = -21822719.687988 nChanged 696 SP:Iteration 96Q (1900.116574 sec): 3 clusters Score: Raw -21826932.903234 + Penalty 3951.891900 = -21822981.011334 nChanged 603 SP:Iteration 97Q (1900.356298 sec): 3 clusters Score: Raw -21827136.022595 + Penalty 3951.891900 = -21823184.130695 nChanged 504 SP:Iteration 98Q (1900.594946 sec): 3 clusters Score: Raw -21827302.229651 + Penalty 3951.891900 = -21823350.337751 nChanged 420 SP:Iteration 99Q (1900.833436 sec): 3 clusters Score: Raw -21827433.301834 + Penalty 3951.891900 = -21823481.409933 nChanged 356 SP:Iteration 100F (1901.133108 sec): 3 clusters Score: Raw -21827542.333526 + Penalty 3951.891900 = -21823590.441626 nChanged 320 SP:Iteration 101Q (1901.370825 sec): 3 clusters Score: Raw -21827644.375753 + Penalty 3951.891900 = -21823692.483852 nChanged 311 SP:Iteration 102Q (1901.606961 sec): 3 clusters Score: Raw -21827741.862597 + Penalty 3951.891900 = -21823789.970697 nChanged 258 SP:Iteration 103Q (1901.843661 sec): 3 clusters Score: Raw -21827818.043888 + Penalty 3951.891900 = -21823866.151988 nChanged 239 SP:Iteration 104Q (1902.080403 sec): 3 clusters Score: Raw -21827893.788016 + Penalty 3951.891900 = -21823941.896116 nChanged 212 SP:Iteration 105Q (1902.315421 sec): 3 clusters Score: Raw -21827966.841813 + Penalty 3951.891900 = -21824014.949913 nChanged 196 SP:Iteration 106Q (1902.550172 sec): 3 clusters Score: Raw -21828033.961646 + Penalty 3951.891900 = -21824082.069746 nChanged 146 SP:Iteration 107Q (1902.785205 sec): 3 clusters Score: Raw -21828083.215078 + Penalty 3951.891900 = -21824131.323178 nChanged 111 SP:Iteration 108Q (1903.021017 sec): 3 clusters Score: Raw -21828115.628776 + Penalty 3951.891900 = -21824163.736876 nChanged 93 SP:Iteration 109Q (1903.255826 sec): 3 clusters Score: Raw -21828141.319406 + Penalty 3951.891900 = -21824189.427506 nChanged 78 SP:Iteration 110Q (1903.490454 sec): 3 clusters Score: Raw -21828163.443303 + Penalty 3951.891900 = -21824211.551403 nChanged 76 SP:Iteration 111Q (1903.753108 sec): 3 clusters Score: Raw -21828183.355831 + Penalty 3951.891900 = -21824231.463931 nChanged 57 SP:Iteration 112Q (1903.987944 sec): 3 clusters Score: Raw -21828198.493350 + Penalty 3951.891900 = -21824246.601450 nChanged 54 SP:Iteration 113Q (1904.224492 sec): 3 clusters Score: Raw -21828214.769831 + Penalty 3951.891900 = -21824262.877931 nChanged 55 SP:Iteration 114Q (1904.458995 sec): 3 clusters Score: Raw -21828229.934123 + Penalty 3951.891900 = -21824278.042223 nChanged 43 SP:Iteration 115Q (1904.694749 sec): 3 clusters Score: Raw -21828242.238595 + Penalty 3951.891900 = -21824290.346695 nChanged 40 SP:Iteration 116Q (1904.928958 sec): 3 clusters Score: Raw -21828253.446254 + Penalty 3951.891900 = -21824301.554354 nChanged 43 SP:Iteration 117Q (1905.163464 sec): 3 clusters Score: Raw -21828262.079927 + Penalty 3951.891900 = -21824310.188026 nChanged 32 SP:Iteration 118Q (1905.397278 sec): 3 clusters Score: Raw -21828269.595480 + Penalty 3951.891900 = -21824317.703580 nChanged 42 SP:Iteration 119Q (1905.632067 sec): 3 clusters Score: Raw -21828280.937993 + Penalty 3951.891900 = -21824329.046093 nChanged 30 SP:Iteration 120F (1905.918006 sec): 3 clusters Score: Raw -21828289.155475 + Penalty 3951.891900 = -21824337.263575 nChanged 38 SP:Iteration 121Q (1906.153364 sec): 3 clusters Score: Raw -21828297.985022 + Penalty 3951.891900 = -21824346.093122 nChanged 24 SP:Iteration 122Q (1906.422716 sec): 3 clusters Score: Raw -21828303.896639 + Penalty 3951.891900 = -21824352.004739 nChanged 25 SP:Iteration 123Q (1906.682991 sec): 3 clusters Score: Raw -21828310.915234 + Penalty 3951.891900 = -21824359.023334 nChanged 29 SP:Iteration 124Q (1906.917946 sec): 3 clusters Score: Raw -21828318.135690 + Penalty 3951.891900 = -21824366.243790 nChanged 26 SP:Iteration 125Q (1907.153469 sec): 3 clusters Score: Raw -21828324.621317 + Penalty 3951.891900 = -21824372.729417 nChanged 22 SP:Iteration 126Q (1907.388607 sec): 3 clusters Score: Raw -21828330.573384 + Penalty 3951.891900 = -21824378.681484 nChanged 22 SP:Iteration 127Q (1907.622901 sec): 3 clusters Score: Raw -21828338.525232 + Penalty 3951.891900 = -21824386.633332 nChanged 23 SP:Iteration 128Q (1907.859926 sec): 3 clusters Score: Raw -21828345.491279 + Penalty 3951.891900 = -21824393.599379 nChanged 25 SP:Iteration 129Q (1908.095232 sec): 3 clusters Score: Raw -21828351.649275 + Penalty 3951.891900 = -21824399.757375 nChanged 23 SP:Iteration 130Q (1908.328828 sec): 3 clusters Score: Raw -21828359.860606 + Penalty 3951.891900 = -21824407.968706 nChanged 16 SP:Iteration 131Q (1908.562103 sec): 3 clusters Score: Raw -21828365.421262 + Penalty 3951.891900 = -21824413.529362 nChanged 17 SP:Iteration 132Q (1908.795476 sec): 3 clusters Score: Raw -21828369.769924 + Penalty 3951.891900 = -21824417.878024 nChanged 14 SP:Iteration 133Q (1909.062096 sec): 3 clusters Score: Raw -21828373.741359 + Penalty 3951.891900 = -21824421.849459 nChanged 11 SP:Iteration 134Q (1909.293002 sec): 3 clusters Score: Raw -21828376.298647 + Penalty 3951.891900 = -21824424.406747 nChanged 11 SP:Iteration 135Q (1909.526909 sec): 3 clusters Score: Raw -21828379.087265 + Penalty 3951.891900 = -21824427.195364 nChanged 11 SP:Iteration 136Q (1909.760531 sec): 3 clusters Score: Raw -21828380.812491 + Penalty 3951.891900 = -21824428.920591 nChanged 8 SP:Iteration 137Q (1909.994588 sec): 3 clusters Score: Raw -21828383.101458 + Penalty 3951.891900 = -21824431.209558 nChanged 13 SP:Iteration 138Q (1910.228059 sec): 3 clusters Score: Raw -21828387.491763 + Penalty 3951.891900 = -21824435.599863 nChanged 13 SP:Iteration 139Q (1910.461352 sec): 3 clusters Score: Raw -21828390.952085 + Penalty 3951.891900 = -21824439.060184 nChanged 6 SP:Iteration 140F (1910.746916 sec): 3 clusters Score: Raw -21828392.862804 + Penalty 3951.891900 = -21824440.970904 nChanged 11 SP:Iteration 141Q (1910.980308 sec): 3 clusters Score: Raw -21828395.322046 + Penalty 3951.891900 = -21824443.430146 nChanged 7 SP:Iteration 142Q (1911.213621 sec): 3 clusters Score: Raw -21828397.056114 + Penalty 3951.891900 = -21824445.164214 nChanged 5 SP:Iteration 143Q (1911.446992 sec): 3 clusters Score: Raw -21828398.597140 + Penalty 3951.891900 = -21824446.705239 nChanged 7 SP:Iteration 144Q (1911.680414 sec): 3 clusters Score: Raw -21828399.688463 + Penalty 3951.891900 = -21824447.796563 nChanged 3 SP:Iteration 145Q (1911.914193 sec): 3 clusters Score: Raw -21828400.854704 + Penalty 3951.891900 = -21824448.962804 nChanged 5 SP:Iteration 146Q (1912.147669 sec): 3 clusters Score: Raw -21828402.465378 + Penalty 3951.891900 = -21824450.573478 nChanged 4 SP:Iteration 147Q (1912.380976 sec): 3 clusters Score: Raw -21828402.990875 + Penalty 3951.891900 = -21824451.098975 nChanged 2 SP:Iteration 148Q (1912.614543 sec): 3 clusters Score: Raw -21828403.445943 + Penalty 3951.891900 = -21824451.554043 nChanged 0 SP:Iteration 149F (1912.900489 sec): 3 clusters Score: Raw -21828403.445943 + Penalty 3951.891900 = -21824451.554043 nChanged 0 Trying to split cluster 18 (73530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1912.996968 sec): 2 clusters Score: Raw -8131390.264561 + Penalty 1820.885424 = -8129569.379137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1913.118469 sec): 3 clusters Score: Raw -8083937.727993 + Penalty 3641.770849 = -8080295.957145 nChanged 35002 SP:Iteration 1F (1913.237824 sec): 3 clusters Score: Raw -8104249.505017 + Penalty 3641.770849 = -8100607.734169 nChanged 2462 SP:Iteration 2Q (1913.365304 sec): 3 clusters Score: Raw -8104888.945369 + Penalty 3641.770849 = -8101247.174520 nChanged 2503 SP:Iteration 3Q (1913.492701 sec): 3 clusters Score: Raw -8105713.747386 + Penalty 3641.770849 = -8102071.976538 nChanged 2867 SP:Iteration 4Q (1913.619992 sec): 3 clusters Score: Raw -8106820.108796 + Penalty 3641.770849 = -8103178.337948 nChanged 3312 SP:Iteration 5Q (1913.747226 sec): 3 clusters Score: Raw -8108341.486047 + Penalty 3641.770849 = -8104699.715198 nChanged 3868 SP:Iteration 6F (1913.867095 sec): 3 clusters Score: Raw -8110470.834418 + Penalty 3641.770849 = -8106829.063570 nChanged 4370 SP:Iteration 7F (1913.986908 sec): 3 clusters Score: Raw -8113332.435248 + Penalty 3641.770849 = -8109690.664399 nChanged 4745 SP:Iteration 8F (1914.106688 sec): 3 clusters Score: Raw -8116856.582101 + Penalty 3641.770849 = -8113214.811252 nChanged 4741 SP:Iteration 9F (1914.226071 sec): 3 clusters Score: Raw -8120406.311792 + Penalty 3641.770849 = -8116764.540943 nChanged 4023 SP:Iteration 10F (1914.345762 sec): 3 clusters Score: Raw -8122793.212447 + Penalty 3641.770849 = -8119151.441599 nChanged 2766 SP:Iteration 11Q (1914.469739 sec): 3 clusters Score: Raw -8123856.930889 + Penalty 3641.770849 = -8120215.160041 nChanged 1692 SP:Iteration 12Q (1914.612384 sec): 3 clusters Score: Raw -8124295.936604 + Penalty 3641.770849 = -8120654.165755 nChanged 1113 SP:Iteration 13Q (1914.734229 sec): 3 clusters Score: Raw -8124531.636543 + Penalty 3641.770849 = -8120889.865694 nChanged 826 SP:Iteration 14Q (1914.855331 sec): 3 clusters Score: Raw -8124707.652203 + Penalty 3641.770849 = -8121065.881355 nChanged 692 SP:Iteration 15Q (1914.976351 sec): 3 clusters Score: Raw -8124830.282532 + Penalty 3641.770849 = -8121188.511684 nChanged 650 SP:Iteration 16Q (1915.127608 sec): 3 clusters Score: Raw -8124938.807940 + Penalty 3641.770849 = -8121297.037091 nChanged 595 SP:Iteration 17Q (1915.284039 sec): 3 clusters Score: Raw -8125030.345864 + Penalty 3641.770849 = -8121388.575015 nChanged 549 SP:Iteration 18Q (1915.438081 sec): 3 clusters Score: Raw -8125109.220772 + Penalty 3641.770849 = -8121467.449923 nChanged 490 SP:Iteration 19Q (1915.595358 sec): 3 clusters Score: Raw -8125175.097432 + Penalty 3641.770849 = -8121533.326583 nChanged 478 SP:Iteration 20F (1915.715120 sec): 3 clusters Score: Raw -8125241.298901 + Penalty 3641.770849 = -8121599.528052 nChanged 439 SP:Iteration 21Q (1915.871707 sec): 3 clusters Score: Raw -8125298.153629 + Penalty 3641.770849 = -8121656.382780 nChanged 431 SP:Iteration 22Q (1916.028684 sec): 3 clusters Score: Raw -8125351.648729 + Penalty 3641.770849 = -8121709.877880 nChanged 447 SP:Iteration 23Q (1916.185691 sec): 3 clusters Score: Raw -8125409.745974 + Penalty 3641.770849 = -8121767.975126 nChanged 452 SP:Iteration 24Q (1916.337854 sec): 3 clusters Score: Raw -8125467.409083 + Penalty 3641.770849 = -8121825.638234 nChanged 455 SP:Iteration 25Q (1916.478320 sec): 3 clusters Score: Raw -8125526.399300 + Penalty 3641.770849 = -8121884.628451 nChanged 481 SP:Iteration 26Q (1916.633629 sec): 3 clusters Score: Raw -8125588.872061 + Penalty 3641.770849 = -8121947.101212 nChanged 482 SP:Iteration 27Q (1916.751767 sec): 3 clusters Score: Raw -8125652.953541 + Penalty 3641.770849 = -8122011.182692 nChanged 487 SP:Iteration 28Q (1916.870457 sec): 3 clusters Score: Raw -8125720.254568 + Penalty 3641.770849 = -8122078.483719 nChanged 524 SP:Iteration 29Q (1916.988207 sec): 3 clusters Score: Raw -8125796.182820 + Penalty 3641.770849 = -8122154.411971 nChanged 528 SP:Iteration 30Q (1917.105651 sec): 3 clusters Score: Raw -8125875.092761 + Penalty 3641.770849 = -8122233.321913 nChanged 574 SP:Iteration 31Q (1917.222384 sec): 3 clusters Score: Raw -8125963.482522 + Penalty 3641.770849 = -8122321.711673 nChanged 608 SP:Iteration 32Q (1917.338862 sec): 3 clusters Score: Raw -8126055.295481 + Penalty 3641.770849 = -8122413.524633 nChanged 579 SP:Iteration 33Q (1917.455381 sec): 3 clusters Score: Raw -8126143.901267 + Penalty 3641.770849 = -8122502.130418 nChanged 615 SP:Iteration 34Q (1917.571145 sec): 3 clusters Score: Raw -8126245.270347 + Penalty 3641.770849 = -8122603.499498 nChanged 649 SP:Iteration 35Q (1917.687105 sec): 3 clusters Score: Raw -8126353.680807 + Penalty 3641.770849 = -8122711.909958 nChanged 664 SP:Iteration 36Q (1917.802409 sec): 3 clusters Score: Raw -8126469.015765 + Penalty 3641.770849 = -8122827.244916 nChanged 660 SP:Iteration 37Q (1917.917241 sec): 3 clusters Score: Raw -8126594.073463 + Penalty 3641.770849 = -8122952.302614 nChanged 734 SP:Iteration 38Q (1918.032088 sec): 3 clusters Score: Raw -8126747.873507 + Penalty 3641.770849 = -8123106.102659 nChanged 731 SP:Iteration 39Q (1918.145572 sec): 3 clusters Score: Raw -8126909.268912 + Penalty 3641.770849 = -8123267.498063 nChanged 722 SP:Iteration 40F (1918.264978 sec): 3 clusters Score: Raw -8127066.300067 + Penalty 3641.770849 = -8123424.529218 nChanged 722 SP:Iteration 41Q (1918.378947 sec): 3 clusters Score: Raw -8127223.576275 + Penalty 3641.770849 = -8123581.805426 nChanged 730 SP:Iteration 42Q (1918.492442 sec): 3 clusters Score: Raw -8127394.951631 + Penalty 3641.770849 = -8123753.180782 nChanged 757 SP:Iteration 43Q (1918.611713 sec): 3 clusters Score: Raw -8127577.973361 + Penalty 3641.770849 = -8123936.202513 nChanged 727 SP:Iteration 44Q (1918.724349 sec): 3 clusters Score: Raw -8127757.160871 + Penalty 3641.770849 = -8124115.390022 nChanged 736 SP:Iteration 45Q (1918.836157 sec): 3 clusters Score: Raw -8127940.757391 + Penalty 3641.770849 = -8124298.986543 nChanged 712 SP:Iteration 46Q (1918.946895 sec): 3 clusters Score: Raw -8128123.244732 + Penalty 3641.770849 = -8124481.473883 nChanged 722 SP:Iteration 47Q (1919.055783 sec): 3 clusters Score: Raw -8128309.625674 + Penalty 3641.770849 = -8124667.854826 nChanged 675 SP:Iteration 48Q (1919.165231 sec): 3 clusters Score: Raw -8128491.908738 + Penalty 3641.770849 = -8124850.137889 nChanged 681 SP:Iteration 49Q (1919.274369 sec): 3 clusters Score: Raw -8128682.159380 + Penalty 3641.770849 = -8125040.388532 nChanged 681 SP:Iteration 50Q (1919.383245 sec): 3 clusters Score: Raw -8128884.794605 + Penalty 3641.770849 = -8125243.023757 nChanged 670 SP:Iteration 51Q (1919.492039 sec): 3 clusters Score: Raw -8129104.488868 + Penalty 3641.770849 = -8125462.718020 nChanged 669 SP:Iteration 52Q (1919.599715 sec): 3 clusters Score: Raw -8129340.470622 + Penalty 3641.770849 = -8125698.699773 nChanged 657 SP:Iteration 53Q (1919.706599 sec): 3 clusters Score: Raw -8129568.731423 + Penalty 3641.770849 = -8125926.960574 nChanged 615 SP:Iteration 54Q (1919.812470 sec): 3 clusters Score: Raw -8129787.702127 + Penalty 3641.770849 = -8126145.931278 nChanged 629 SP:Iteration 55Q (1919.924646 sec): 3 clusters Score: Raw -8130022.642332 + Penalty 3641.770849 = -8126380.871484 nChanged 563 SP:Iteration 56Q (1920.029158 sec): 3 clusters Score: Raw -8130218.402823 + Penalty 3641.770849 = -8126576.631975 nChanged 516 SP:Iteration 57Q (1920.133237 sec): 3 clusters Score: Raw -8130400.179954 + Penalty 3641.770849 = -8126758.409106 nChanged 471 SP:Iteration 58Q (1920.236621 sec): 3 clusters Score: Raw -8130571.261376 + Penalty 3641.770849 = -8126929.490527 nChanged 463 SP:Iteration 59Q (1920.339451 sec): 3 clusters Score: Raw -8130750.108090 + Penalty 3641.770849 = -8127108.337242 nChanged 427 SP:Iteration 60F (1920.457835 sec): 3 clusters Score: Raw -8130918.338269 + Penalty 3641.770849 = -8127276.567420 nChanged 359 SP:Iteration 61Q (1920.559530 sec): 3 clusters Score: Raw -8131054.318414 + Penalty 3641.770849 = -8127412.547565 nChanged 305 SP:Iteration 62Q (1920.660602 sec): 3 clusters Score: Raw -8131172.595174 + Penalty 3641.770849 = -8127530.824326 nChanged 276 SP:Iteration 63Q (1920.761150 sec): 3 clusters Score: Raw -8131280.149604 + Penalty 3641.770849 = -8127638.378755 nChanged 230 SP:Iteration 64Q (1920.860441 sec): 3 clusters Score: Raw -8131367.587809 + Penalty 3641.770849 = -8127725.816961 nChanged 205 SP:Iteration 65Q (1920.959201 sec): 3 clusters Score: Raw -8131450.867479 + Penalty 3641.770849 = -8127809.096630 nChanged 178 SP:Iteration 66Q (1921.057591 sec): 3 clusters Score: Raw -8131518.262777 + Penalty 3641.770849 = -8127876.491928 nChanged 149 SP:Iteration 67Q (1921.155495 sec): 3 clusters Score: Raw -8131569.298315 + Penalty 3641.770849 = -8127927.527466 nChanged 87 SP:Iteration 68Q (1921.253283 sec): 3 clusters Score: Raw -8131597.029654 + Penalty 3641.770849 = -8127955.258805 nChanged 82 SP:Iteration 69Q (1921.350746 sec): 3 clusters Score: Raw -8131622.161063 + Penalty 3641.770849 = -8127980.390214 nChanged 71 SP:Iteration 70Q (1921.448035 sec): 3 clusters Score: Raw -8131643.742119 + Penalty 3641.770849 = -8128001.971270 nChanged 62 SP:Iteration 71Q (1921.545398 sec): 3 clusters Score: Raw -8131666.626105 + Penalty 3641.770849 = -8128024.855256 nChanged 48 SP:Iteration 72Q (1921.642859 sec): 3 clusters Score: Raw -8131682.548736 + Penalty 3641.770849 = -8128040.777887 nChanged 51 SP:Iteration 73Q (1921.739924 sec): 3 clusters Score: Raw -8131698.770428 + Penalty 3641.770849 = -8128056.999580 nChanged 33 SP:Iteration 74Q (1921.837185 sec): 3 clusters Score: Raw -8131708.820387 + Penalty 3641.770849 = -8128067.049538 nChanged 33 SP:Iteration 75Q (1921.934860 sec): 3 clusters Score: Raw -8131717.455857 + Penalty 3641.770849 = -8128075.685009 nChanged 27 SP:Iteration 76Q (1922.032400 sec): 3 clusters Score: Raw -8131726.425197 + Penalty 3641.770849 = -8128084.654349 nChanged 27 SP:Iteration 77Q (1922.129916 sec): 3 clusters Score: Raw -8131734.746695 + Penalty 3641.770849 = -8128092.975846 nChanged 27 SP:Iteration 78Q (1922.227368 sec): 3 clusters Score: Raw -8131742.701351 + Penalty 3641.770849 = -8128100.930503 nChanged 21 SP:Iteration 79Q (1922.325076 sec): 3 clusters Score: Raw -8131748.929016 + Penalty 3641.770849 = -8128107.158167 nChanged 16 SP:Iteration 80F (1922.443159 sec): 3 clusters Score: Raw -8131753.962749 + Penalty 3641.770849 = -8128112.191900 nChanged 11 SP:Iteration 81Q (1922.540622 sec): 3 clusters Score: Raw -8131759.299868 + Penalty 3641.770849 = -8128117.529019 nChanged 11 SP:Iteration 82Q (1922.637971 sec): 3 clusters Score: Raw -8131762.455274 + Penalty 3641.770849 = -8128120.684425 nChanged 6 SP:Iteration 83Q (1922.735178 sec): 3 clusters Score: Raw -8131765.273218 + Penalty 3641.770849 = -8128123.502369 nChanged 8 SP:Iteration 84Q (1922.832491 sec): 3 clusters Score: Raw -8131767.798441 + Penalty 3641.770849 = -8128126.027592 nChanged 6 SP:Iteration 85Q (1922.929906 sec): 3 clusters Score: Raw -8131769.092333 + Penalty 3641.770849 = -8128127.321484 nChanged 4 SP:Iteration 86Q (1923.027337 sec): 3 clusters Score: Raw -8131770.121290 + Penalty 3641.770849 = -8128128.350442 nChanged 2 SP:Iteration 87Q (1923.127920 sec): 3 clusters Score: Raw -8131770.375440 + Penalty 3641.770849 = -8128128.604592 nChanged 0 SP:Iteration 88F (1923.246743 sec): 3 clusters Score: Raw -8131770.375440 + Penalty 3641.770849 = -8128128.604592 nChanged 0 Trying to split cluster 19 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1923.254188 sec): 2 clusters Score: Raw -156371.643349 + Penalty 1184.006154 = -155187.637195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1923.262373 sec): 3 clusters Score: Raw -155792.853793 + Penalty 2368.012307 = -153424.841486 nChanged 487 SP:Iteration 1F (1923.269895 sec): 3 clusters Score: Raw -156133.570651 + Penalty 2368.012307 = -153765.558344 nChanged 124 SP:Iteration 2F (1923.277468 sec): 3 clusters Score: Raw -156265.115138 + Penalty 2368.012307 = -153897.102831 nChanged 83 SP:Iteration 3F (1923.285040 sec): 3 clusters Score: Raw -156360.078990 + Penalty 2368.012307 = -153992.066683 nChanged 68 SP:Iteration 4Q (1923.292620 sec): 3 clusters Score: Raw -156452.691492 + Penalty 2368.012307 = -154084.679184 nChanged 66 SP:Iteration 5Q (1923.300155 sec): 3 clusters Score: Raw -156531.092071 + Penalty 2368.012307 = -154163.079764 nChanged 54 SP:Iteration 6Q (1923.307653 sec): 3 clusters Score: Raw -156579.362607 + Penalty 2368.012307 = -154211.350299 nChanged 41 SP:Iteration 7Q (1923.315161 sec): 3 clusters Score: Raw -156620.732330 + Penalty 2368.012307 = -154252.720023 nChanged 40 SP:Iteration 8Q (1923.324769 sec): 3 clusters Score: Raw -156659.283381 + Penalty 2368.012307 = -154291.271074 nChanged 28 SP:Iteration 9Q (1923.332272 sec): 3 clusters Score: Raw -156694.976347 + Penalty 2368.012307 = -154326.964040 nChanged 33 SP:Iteration 10Q (1923.339726 sec): 3 clusters Score: Raw -156724.905622 + Penalty 2368.012307 = -154356.893315 nChanged 25 SP:Iteration 11Q (1923.347195 sec): 3 clusters Score: Raw -156751.578933 + Penalty 2368.012307 = -154383.566626 nChanged 28 SP:Iteration 12Q (1923.354628 sec): 3 clusters Score: Raw -156787.272620 + Penalty 2368.012307 = -154419.260312 nChanged 27 SP:Iteration 13Q (1923.361978 sec): 3 clusters Score: Raw -156816.410739 + Penalty 2368.012307 = -154448.398432 nChanged 17 SP:Iteration 14Q (1923.369389 sec): 3 clusters Score: Raw -156828.368865 + Penalty 2368.012307 = -154460.356557 nChanged 6 SP:Iteration 15Q (1923.376805 sec): 3 clusters Score: Raw -156833.589691 + Penalty 2368.012307 = -154465.577384 nChanged 10 SP:Iteration 16Q (1923.384226 sec): 3 clusters Score: Raw -156840.154051 + Penalty 2368.012307 = -154472.141743 nChanged 4 SP:Iteration 17Q (1923.391625 sec): 3 clusters Score: Raw -156843.345276 + Penalty 2368.012307 = -154475.332968 nChanged 6 SP:Iteration 18Q (1923.399025 sec): 3 clusters Score: Raw -156850.210963 + Penalty 2368.012307 = -154482.198656 nChanged 3 SP:Iteration 19Q (1923.406356 sec): 3 clusters Score: Raw -156851.939456 + Penalty 2368.012307 = -154483.927149 nChanged 1 SP:Iteration 20F (1923.413879 sec): 3 clusters Score: Raw -156852.379598 + Penalty 2368.012307 = -154484.367291 nChanged 0 Trying to split cluster 20 (14786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1923.444069 sec): 2 clusters Score: Raw -1592791.094612 + Penalty 1560.233361 = -1591230.861251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1923.479597 sec): 3 clusters Score: Raw -1584230.930986 + Penalty 3120.466721 = -1581110.464265 nChanged 6455 SP:Iteration 1F (1923.513719 sec): 3 clusters Score: Raw -1588040.447227 + Penalty 3120.466721 = -1584919.980506 nChanged 1102 SP:Iteration 2F (1923.547890 sec): 3 clusters Score: Raw -1588759.208966 + Penalty 3120.466721 = -1585638.742245 nChanged 1026 SP:Iteration 3F (1923.582275 sec): 3 clusters Score: Raw -1589380.021769 + Penalty 3120.466721 = -1586259.555047 nChanged 968 SP:Iteration 4F (1923.616340 sec): 3 clusters Score: Raw -1589942.124091 + Penalty 3120.466721 = -1586821.657369 nChanged 908 SP:Iteration 5F (1923.650439 sec): 3 clusters Score: Raw -1590447.429396 + Penalty 3120.466721 = -1587326.962675 nChanged 770 SP:Iteration 6F (1923.684612 sec): 3 clusters Score: Raw -1590840.679933 + Penalty 3120.466721 = -1587720.213211 nChanged 623 SP:Iteration 7Q (1923.719037 sec): 3 clusters Score: Raw -1591173.738302 + Penalty 3120.466721 = -1588053.271581 nChanged 603 SP:Iteration 8Q (1923.753270 sec): 3 clusters Score: Raw -1591504.918812 + Penalty 3120.466721 = -1588384.452090 nChanged 534 SP:Iteration 9Q (1923.787031 sec): 3 clusters Score: Raw -1591821.320098 + Penalty 3120.466721 = -1588700.853377 nChanged 486 SP:Iteration 10Q (1923.820675 sec): 3 clusters Score: Raw -1592105.517294 + Penalty 3120.466721 = -1588985.050573 nChanged 461 SP:Iteration 11Q (1923.853937 sec): 3 clusters Score: Raw -1592388.255560 + Penalty 3120.466721 = -1589267.788838 nChanged 399 SP:Iteration 12Q (1923.886957 sec): 3 clusters Score: Raw -1592626.018418 + Penalty 3120.466721 = -1589505.551697 nChanged 337 SP:Iteration 13Q (1923.919592 sec): 3 clusters Score: Raw -1592824.911286 + Penalty 3120.466721 = -1589704.444565 nChanged 276 SP:Iteration 14Q (1923.951789 sec): 3 clusters Score: Raw -1592992.908865 + Penalty 3120.466721 = -1589872.442143 nChanged 235 SP:Iteration 15Q (1923.983733 sec): 3 clusters Score: Raw -1593134.861105 + Penalty 3120.466721 = -1590014.394383 nChanged 182 SP:Iteration 16Q (1924.015588 sec): 3 clusters Score: Raw -1593245.398710 + Penalty 3120.466721 = -1590124.931988 nChanged 160 SP:Iteration 17Q (1924.055958 sec): 3 clusters Score: Raw -1593342.373148 + Penalty 3120.466721 = -1590221.906426 nChanged 133 SP:Iteration 18Q (1924.086823 sec): 3 clusters Score: Raw -1593416.724399 + Penalty 3120.466721 = -1590296.257678 nChanged 98 SP:Iteration 19Q (1924.132287 sec): 3 clusters Score: Raw -1593464.855434 + Penalty 3120.466721 = -1590344.388712 nChanged 71 SP:Iteration 20F (1924.166101 sec): 3 clusters Score: Raw -1593496.662548 + Penalty 3120.466721 = -1590376.195827 nChanged 61 SP:Iteration 21Q (1924.196799 sec): 3 clusters Score: Raw -1593524.406710 + Penalty 3120.466721 = -1590403.939989 nChanged 48 SP:Iteration 22Q (1924.227363 sec): 3 clusters Score: Raw -1593546.030756 + Penalty 3120.466721 = -1590425.564035 nChanged 47 SP:Iteration 23Q (1924.257992 sec): 3 clusters Score: Raw -1593571.836659 + Penalty 3120.466721 = -1590451.369938 nChanged 38 SP:Iteration 24Q (1924.288617 sec): 3 clusters Score: Raw -1593591.255883 + Penalty 3120.466721 = -1590470.789162 nChanged 40 SP:Iteration 25Q (1924.318993 sec): 3 clusters Score: Raw -1593610.365692 + Penalty 3120.466721 = -1590489.898970 nChanged 25 SP:Iteration 26Q (1924.349309 sec): 3 clusters Score: Raw -1593620.589816 + Penalty 3120.466721 = -1590500.123095 nChanged 16 SP:Iteration 27Q (1924.379684 sec): 3 clusters Score: Raw -1593627.906649 + Penalty 3120.466721 = -1590507.439927 nChanged 18 SP:Iteration 28Q (1924.444906 sec): 3 clusters Score: Raw -1593635.578509 + Penalty 3120.466721 = -1590515.111787 nChanged 19 SP:Iteration 29Q (1924.497945 sec): 3 clusters Score: Raw -1593645.218584 + Penalty 3120.466721 = -1590524.751863 nChanged 24 SP:Iteration 30Q (1924.528177 sec): 3 clusters Score: Raw -1593656.966812 + Penalty 3120.466721 = -1590536.500090 nChanged 25 SP:Iteration 31Q (1924.558354 sec): 3 clusters Score: Raw -1593671.705560 + Penalty 3120.466721 = -1590551.238838 nChanged 24 SP:Iteration 32Q (1924.588600 sec): 3 clusters Score: Raw -1593684.497716 + Penalty 3120.466721 = -1590564.030994 nChanged 17 SP:Iteration 33Q (1924.618562 sec): 3 clusters Score: Raw -1593695.254265 + Penalty 3120.466721 = -1590574.787543 nChanged 23 SP:Iteration 34Q (1924.648546 sec): 3 clusters Score: Raw -1593715.525083 + Penalty 3120.466721 = -1590595.058362 nChanged 27 SP:Iteration 35Q (1924.678677 sec): 3 clusters Score: Raw -1593734.611997 + Penalty 3120.466721 = -1590614.145276 nChanged 25 SP:Iteration 36Q (1924.708496 sec): 3 clusters Score: Raw -1593748.081281 + Penalty 3120.466721 = -1590627.614560 nChanged 19 SP:Iteration 37Q (1924.738625 sec): 3 clusters Score: Raw -1593759.732775 + Penalty 3120.466721 = -1590639.266054 nChanged 16 SP:Iteration 38Q (1924.791242 sec): 3 clusters Score: Raw -1593769.145234 + Penalty 3120.466721 = -1590648.678513 nChanged 13 SP:Iteration 39Q (1924.821037 sec): 3 clusters Score: Raw -1593779.649492 + Penalty 3120.466721 = -1590659.182771 nChanged 22 SP:Iteration 40F (1924.855149 sec): 3 clusters Score: Raw -1593801.369889 + Penalty 3120.466721 = -1590680.903167 nChanged 23 SP:Iteration 41Q (1924.890121 sec): 3 clusters Score: Raw -1593822.466669 + Penalty 3120.466721 = -1590701.999948 nChanged 26 SP:Iteration 42Q (1924.919561 sec): 3 clusters Score: Raw -1593847.004245 + Penalty 3120.466721 = -1590726.537524 nChanged 23 SP:Iteration 43Q (1924.949292 sec): 3 clusters Score: Raw -1593861.249563 + Penalty 3120.466721 = -1590740.782841 nChanged 16 SP:Iteration 44Q (1924.978799 sec): 3 clusters Score: Raw -1593868.311910 + Penalty 3120.466721 = -1590747.845189 nChanged 11 SP:Iteration 45Q (1925.008191 sec): 3 clusters Score: Raw -1593873.057990 + Penalty 3120.466721 = -1590752.591268 nChanged 11 SP:Iteration 46Q (1925.038039 sec): 3 clusters Score: Raw -1593876.749432 + Penalty 3120.466721 = -1590756.282710 nChanged 8 SP:Iteration 47Q (1925.067683 sec): 3 clusters Score: Raw -1593881.192869 + Penalty 3120.466721 = -1590760.726147 nChanged 15 SP:Iteration 48Q (1925.097287 sec): 3 clusters Score: Raw -1593888.398654 + Penalty 3120.466721 = -1590767.931933 nChanged 13 SP:Iteration 49Q (1925.126873 sec): 3 clusters Score: Raw -1593893.830593 + Penalty 3120.466721 = -1590773.363872 nChanged 9 SP:Iteration 50Q (1925.156367 sec): 3 clusters Score: Raw -1593897.479293 + Penalty 3120.466721 = -1590777.012572 nChanged 6 SP:Iteration 51Q (1925.186067 sec): 3 clusters Score: Raw -1593899.881095 + Penalty 3120.466721 = -1590779.414374 nChanged 3 SP:Iteration 52Q (1925.215478 sec): 3 clusters Score: Raw -1593901.163749 + Penalty 3120.466721 = -1590780.697027 nChanged 3 SP:Iteration 53Q (1925.244966 sec): 3 clusters Score: Raw -1593902.626954 + Penalty 3120.466721 = -1590782.160233 nChanged 5 SP:Iteration 54Q (1925.274567 sec): 3 clusters Score: Raw -1593905.187378 + Penalty 3120.466721 = -1590784.720657 nChanged 5 SP:Iteration 55Q (1925.303977 sec): 3 clusters Score: Raw -1593907.636708 + Penalty 3120.466721 = -1590787.169987 nChanged 3 SP:Iteration 56Q (1925.333423 sec): 3 clusters Score: Raw -1593908.838246 + Penalty 3120.466721 = -1590788.371525 nChanged 6 SP:Iteration 57Q (1925.363019 sec): 3 clusters Score: Raw -1593910.357919 + Penalty 3120.466721 = -1590789.891198 nChanged 1 SP:Iteration 58Q (1925.392489 sec): 3 clusters Score: Raw -1593910.731789 + Penalty 3120.466721 = -1590790.265068 nChanged 1 SP:Iteration 59Q (1925.422199 sec): 3 clusters Score: Raw -1593911.056907 + Penalty 3120.466721 = -1590790.590185 nChanged 0 SP:Iteration 60F (1925.456134 sec): 3 clusters Score: Raw -1593911.056907 + Penalty 3120.466721 = -1590790.590185 nChanged 0 Trying to split cluster 21 (10232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1925.480848 sec): 2 clusters Score: Raw -1172845.946793 + Penalty 1500.407243 = -1171345.539550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1925.510708 sec): 3 clusters Score: Raw -1167010.311021 + Penalty 3000.814487 = -1164009.496535 nChanged 4454 SP:Iteration 1F (1925.539674 sec): 3 clusters Score: Raw -1169502.139683 + Penalty 3000.814487 = -1166501.325197 nChanged 665 SP:Iteration 2F (1925.568316 sec): 3 clusters Score: Raw -1169802.648629 + Penalty 3000.814487 = -1166801.834142 nChanged 567 SP:Iteration 3F (1925.597143 sec): 3 clusters Score: Raw -1170078.335506 + Penalty 3000.814487 = -1167077.521020 nChanged 518 SP:Iteration 4F (1925.626017 sec): 3 clusters Score: Raw -1170330.601093 + Penalty 3000.814487 = -1167329.786606 nChanged 429 SP:Iteration 5Q (1925.654882 sec): 3 clusters Score: Raw -1170534.583468 + Penalty 3000.814487 = -1167533.768982 nChanged 418 SP:Iteration 6Q (1925.684139 sec): 3 clusters Score: Raw -1170759.632519 + Penalty 3000.814487 = -1167758.818032 nChanged 443 SP:Iteration 7Q (1925.712993 sec): 3 clusters Score: Raw -1171012.955417 + Penalty 3000.814487 = -1168012.140931 nChanged 461 SP:Iteration 8Q (1925.741915 sec): 3 clusters Score: Raw -1171292.496611 + Penalty 3000.814487 = -1168291.682125 nChanged 453 SP:Iteration 9Q (1925.770615 sec): 3 clusters Score: Raw -1171580.366816 + Penalty 3000.814487 = -1168579.552330 nChanged 466 SP:Iteration 10Q (1925.799446 sec): 3 clusters Score: Raw -1171918.149594 + Penalty 3000.814487 = -1168917.335108 nChanged 408 SP:Iteration 11Q (1925.828047 sec): 3 clusters Score: Raw -1172237.637298 + Penalty 3000.814487 = -1169236.822811 nChanged 329 SP:Iteration 12Q (1925.856385 sec): 3 clusters Score: Raw -1172508.863441 + Penalty 3000.814487 = -1169508.048955 nChanged 247 SP:Iteration 13Q (1925.884333 sec): 3 clusters Score: Raw -1172718.005173 + Penalty 3000.814487 = -1169717.190687 nChanged 173 SP:Iteration 14Q (1925.911841 sec): 3 clusters Score: Raw -1172852.912043 + Penalty 3000.814487 = -1169852.097556 nChanged 134 SP:Iteration 15Q (1925.938571 sec): 3 clusters Score: Raw -1172953.284060 + Penalty 3000.814487 = -1169952.469574 nChanged 93 SP:Iteration 16Q (1925.964899 sec): 3 clusters Score: Raw -1173018.269697 + Penalty 3000.814487 = -1170017.455210 nChanged 69 SP:Iteration 17Q (1925.991057 sec): 3 clusters Score: Raw -1173066.122889 + Penalty 3000.814487 = -1170065.308402 nChanged 52 SP:Iteration 18Q (1926.017396 sec): 3 clusters Score: Raw -1173104.369557 + Penalty 3000.814487 = -1170103.555071 nChanged 42 SP:Iteration 19Q (1926.043118 sec): 3 clusters Score: Raw -1173133.480185 + Penalty 3000.814487 = -1170132.665699 nChanged 33 SP:Iteration 20F (1926.071660 sec): 3 clusters Score: Raw -1173152.074190 + Penalty 3000.814487 = -1170151.259703 nChanged 24 SP:Iteration 21Q (1926.097580 sec): 3 clusters Score: Raw -1173164.643762 + Penalty 3000.814487 = -1170163.829275 nChanged 15 SP:Iteration 22Q (1926.123252 sec): 3 clusters Score: Raw -1173173.974973 + Penalty 3000.814487 = -1170173.160487 nChanged 17 SP:Iteration 23Q (1926.148886 sec): 3 clusters Score: Raw -1173187.211675 + Penalty 3000.814487 = -1170186.397188 nChanged 17 SP:Iteration 24Q (1926.174194 sec): 3 clusters Score: Raw -1173195.878048 + Penalty 3000.814487 = -1170195.063562 nChanged 12 SP:Iteration 25Q (1926.199493 sec): 3 clusters Score: Raw -1173204.906067 + Penalty 3000.814487 = -1170204.091580 nChanged 13 SP:Iteration 26Q (1926.224968 sec): 3 clusters Score: Raw -1173215.593402 + Penalty 3000.814487 = -1170214.778915 nChanged 9 SP:Iteration 27Q (1926.250493 sec): 3 clusters Score: Raw -1173220.226539 + Penalty 3000.814487 = -1170219.412052 nChanged 4 SP:Iteration 28Q (1926.275961 sec): 3 clusters Score: Raw -1173221.863289 + Penalty 3000.814487 = -1170221.048802 nChanged 4 SP:Iteration 29Q (1926.301299 sec): 3 clusters Score: Raw -1173224.041188 + Penalty 3000.814487 = -1170223.226702 nChanged 5 SP:Iteration 30Q (1926.326584 sec): 3 clusters Score: Raw -1173226.763734 + Penalty 3000.814487 = -1170225.949247 nChanged 5 SP:Iteration 31Q (1926.351928 sec): 3 clusters Score: Raw -1173228.735559 + Penalty 3000.814487 = -1170227.921072 nChanged 3 SP:Iteration 32Q (1926.377654 sec): 3 clusters Score: Raw -1173229.733671 + Penalty 3000.814487 = -1170228.919185 nChanged 2 SP:Iteration 33Q (1926.410414 sec): 3 clusters Score: Raw -1173230.580996 + Penalty 3000.814487 = -1170229.766510 nChanged 2 SP:Iteration 34Q (1926.435785 sec): 3 clusters Score: Raw -1173231.473537 + Penalty 3000.814487 = -1170230.659051 nChanged 1 SP:Iteration 35Q (1926.461166 sec): 3 clusters Score: Raw -1173232.703252 + Penalty 3000.814487 = -1170231.888765 nChanged 4 SP:Iteration 36Q (1926.486532 sec): 3 clusters Score: Raw -1173234.151442 + Penalty 3000.814487 = -1170233.336955 nChanged 1 SP:Iteration 37Q (1926.511924 sec): 3 clusters Score: Raw -1173234.501353 + Penalty 3000.814487 = -1170233.686867 nChanged 2 SP:Iteration 38Q (1926.537382 sec): 3 clusters Score: Raw -1173235.157699 + Penalty 3000.814487 = -1170234.343212 nChanged 0 SP:Iteration 39F (1926.565990 sec): 3 clusters Score: Raw -1173235.157699 + Penalty 3000.814487 = -1170234.343212 nChanged 0 Trying to split cluster 22 (7161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.587331 sec): 2 clusters Score: Raw -729463.682623 + Penalty 1442.415799 = -728021.266824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.612295 sec): 3 clusters Score: Raw -725540.745812 + Penalty 2884.831597 = -722655.914215 nChanged 3058 SP:Iteration 1F (1926.636634 sec): 3 clusters Score: Raw -727366.896182 + Penalty 2884.831597 = -724482.064584 nChanged 625 SP:Iteration 2F (1926.660666 sec): 3 clusters Score: Raw -727955.453402 + Penalty 2884.831597 = -725070.621804 nChanged 623 SP:Iteration 3F (1926.684836 sec): 3 clusters Score: Raw -728553.021737 + Penalty 2884.831597 = -725668.190140 nChanged 589 SP:Iteration 4F (1926.709017 sec): 3 clusters Score: Raw -729136.371222 + Penalty 2884.831597 = -726251.539625 nChanged 552 SP:Iteration 5F (1926.733157 sec): 3 clusters Score: Raw -729589.382369 + Penalty 2884.831597 = -726704.550772 nChanged 406 SP:Iteration 6F (1926.757431 sec): 3 clusters Score: Raw -729863.224502 + Penalty 2884.831597 = -726978.392904 nChanged 276 SP:Iteration 7Q (1926.781485 sec): 3 clusters Score: Raw -730019.993186 + Penalty 2884.831597 = -727135.161588 nChanged 198 SP:Iteration 8Q (1926.805688 sec): 3 clusters Score: Raw -730121.912349 + Penalty 2884.831597 = -727237.080751 nChanged 141 SP:Iteration 9Q (1926.829773 sec): 3 clusters Score: Raw -730178.638854 + Penalty 2884.831597 = -727293.807257 nChanged 101 SP:Iteration 10Q (1926.853783 sec): 3 clusters Score: Raw -730217.590121 + Penalty 2884.831597 = -727332.758524 nChanged 77 SP:Iteration 11Q (1926.878037 sec): 3 clusters Score: Raw -730246.655734 + Penalty 2884.831597 = -727361.824137 nChanged 70 SP:Iteration 12Q (1926.902250 sec): 3 clusters Score: Raw -730272.068357 + Penalty 2884.831597 = -727387.236760 nChanged 53 SP:Iteration 13Q (1926.926310 sec): 3 clusters Score: Raw -730287.767260 + Penalty 2884.831597 = -727402.935663 nChanged 50 SP:Iteration 14Q (1926.950532 sec): 3 clusters Score: Raw -730303.769594 + Penalty 2884.831597 = -727418.937997 nChanged 47 SP:Iteration 15Q (1926.974607 sec): 3 clusters Score: Raw -730318.309403 + Penalty 2884.831597 = -727433.477806 nChanged 31 SP:Iteration 16Q (1926.998610 sec): 3 clusters Score: Raw -730325.398354 + Penalty 2884.831597 = -727440.566757 nChanged 22 SP:Iteration 17Q (1927.032671 sec): 3 clusters Score: Raw -730330.663845 + Penalty 2884.831597 = -727445.832247 nChanged 16 SP:Iteration 18Q (1927.056683 sec): 3 clusters Score: Raw -730334.666019 + Penalty 2884.831597 = -727449.834421 nChanged 20 SP:Iteration 19Q (1927.080975 sec): 3 clusters Score: Raw -730339.368850 + Penalty 2884.831597 = -727454.537253 nChanged 20 SP:Iteration 20F (1927.104968 sec): 3 clusters Score: Raw -730343.067398 + Penalty 2884.831597 = -727458.235801 nChanged 11 SP:Iteration 21Q (1927.129081 sec): 3 clusters Score: Raw -730345.130243 + Penalty 2884.831597 = -727460.298646 nChanged 13 SP:Iteration 22Q (1927.153186 sec): 3 clusters Score: Raw -730348.176806 + Penalty 2884.831597 = -727463.345209 nChanged 10 SP:Iteration 23Q (1927.177299 sec): 3 clusters Score: Raw -730350.098946 + Penalty 2884.831597 = -727465.267348 nChanged 6 SP:Iteration 24Q (1927.201258 sec): 3 clusters Score: Raw -730350.899553 + Penalty 2884.831597 = -727466.067955 nChanged 1 SP:Iteration 25Q (1927.225502 sec): 3 clusters Score: Raw -730351.122374 + Penalty 2884.831597 = -727466.290777 nChanged 0 SP:Iteration 26F (1927.249424 sec): 3 clusters Score: Raw -730351.122374 + Penalty 2884.831597 = -727466.290777 nChanged 0 Trying to split cluster 23 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.262198 sec): 2 clusters Score: Raw -10761.081848 + Penalty 773.853264 = -9987.228583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.263579 sec): 3 clusters Score: Raw -10897.303115 + Penalty 1547.706529 = -9349.596586 nChanged 9 SP:Iteration 1F (1927.264803 sec): 3 clusters Score: Raw -10946.083030 + Penalty 1547.706529 = -9398.376501 nChanged 1 SP:Iteration 2Q (1927.265987 sec): 3 clusters Score: Raw -10949.388624 + Penalty 1547.706529 = -9401.682096 nChanged 1 SP:Iteration 3Q (1927.267183 sec): 3 clusters Score: Raw -10964.209952 + Penalty 1547.706529 = -9416.503424 nChanged 0 SP:Iteration 4F (1927.268420 sec): 3 clusters Score: Raw -10964.209952 + Penalty 1547.706529 = -9416.503424 nChanged 0 Trying to split cluster 24 (26554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.312601 sec): 2 clusters Score: Raw -3004753.612394 + Penalty 1655.377047 = -3003098.235347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.372546 sec): 3 clusters Score: Raw -2988387.503114 + Penalty 3310.754094 = -2985076.749020 nChanged 12279 SP:Iteration 1F (1927.429410 sec): 3 clusters Score: Raw -2995169.735027 + Penalty 3310.754094 = -2991858.980933 nChanged 1253 SP:Iteration 2Q (1927.487503 sec): 3 clusters Score: Raw -2995593.201699 + Penalty 3310.754094 = -2992282.447604 nChanged 1141 SP:Iteration 3Q (1927.545340 sec): 3 clusters Score: Raw -2996001.841994 + Penalty 3310.754094 = -2992691.087899 nChanged 1124 SP:Iteration 4Q (1927.603588 sec): 3 clusters Score: Raw -2996424.290220 + Penalty 3310.754094 = -2993113.536126 nChanged 1177 SP:Iteration 5Q (1927.661535 sec): 3 clusters Score: Raw -2996936.285182 + Penalty 3310.754094 = -2993625.531088 nChanged 1267 SP:Iteration 6Q (1927.719231 sec): 3 clusters Score: Raw -2997619.753118 + Penalty 3310.754094 = -2994308.999024 nChanged 1428 SP:Iteration 7F (1927.775875 sec): 3 clusters Score: Raw -2998530.927848 + Penalty 3310.754094 = -2995220.173753 nChanged 1451 SP:Iteration 8F (1927.832544 sec): 3 clusters Score: Raw -2999585.906502 + Penalty 3310.754094 = -2996275.152408 nChanged 1444 SP:Iteration 9F (1927.889186 sec): 3 clusters Score: Raw -3000773.426610 + Penalty 3310.754094 = -2997462.672516 nChanged 1270 SP:Iteration 10Q (1927.945256 sec): 3 clusters Score: Raw -3001838.611135 + Penalty 3310.754094 = -2998527.857040 nChanged 1004 SP:Iteration 11Q (1927.999203 sec): 3 clusters Score: Raw -3002586.248638 + Penalty 3310.754094 = -2999275.494544 nChanged 789 SP:Iteration 12Q (1928.087441 sec): 3 clusters Score: Raw -3003067.662064 + Penalty 3310.754094 = -2999756.907970 nChanged 573 SP:Iteration 13Q (1928.147158 sec): 3 clusters Score: Raw -3003371.677027 + Penalty 3310.754094 = -3000060.922933 nChanged 457 SP:Iteration 14Q (1928.197527 sec): 3 clusters Score: Raw -3003612.229266 + Penalty 3310.754094 = -3000301.475171 nChanged 376 SP:Iteration 15Q (1928.246779 sec): 3 clusters Score: Raw -3003799.740053 + Penalty 3310.754094 = -3000488.985958 nChanged 335 SP:Iteration 16Q (1928.295546 sec): 3 clusters Score: Raw -3003952.761119 + Penalty 3310.754094 = -3000642.007025 nChanged 258 SP:Iteration 17Q (1928.344224 sec): 3 clusters Score: Raw -3004063.338809 + Penalty 3310.754094 = -3000752.584714 nChanged 250 SP:Iteration 18Q (1928.392491 sec): 3 clusters Score: Raw -3004159.695642 + Penalty 3310.754094 = -3000848.941548 nChanged 219 SP:Iteration 19Q (1928.440067 sec): 3 clusters Score: Raw -3004251.092730 + Penalty 3310.754094 = -3000940.338635 nChanged 210 SP:Iteration 20F (1928.496543 sec): 3 clusters Score: Raw -3004342.348889 + Penalty 3310.754094 = -3001031.594795 nChanged 197 SP:Iteration 21Q (1928.543793 sec): 3 clusters Score: Raw -3004423.462632 + Penalty 3310.754094 = -3001112.708538 nChanged 180 SP:Iteration 22Q (1928.590192 sec): 3 clusters Score: Raw -3004493.325433 + Penalty 3310.754094 = -3001182.571338 nChanged 163 SP:Iteration 23Q (1928.636435 sec): 3 clusters Score: Raw -3004552.999576 + Penalty 3310.754094 = -3001242.245482 nChanged 142 SP:Iteration 24Q (1928.682411 sec): 3 clusters Score: Raw -3004605.031729 + Penalty 3310.754094 = -3001294.277635 nChanged 141 SP:Iteration 25Q (1928.728298 sec): 3 clusters Score: Raw -3004660.683580 + Penalty 3310.754094 = -3001349.929485 nChanged 120 SP:Iteration 26Q (1928.773837 sec): 3 clusters Score: Raw -3004715.321140 + Penalty 3310.754094 = -3001404.567046 nChanged 108 SP:Iteration 27Q (1928.819134 sec): 3 clusters Score: Raw -3004758.801303 + Penalty 3310.754094 = -3001448.047209 nChanged 91 SP:Iteration 28Q (1928.864235 sec): 3 clusters Score: Raw -3004793.096704 + Penalty 3310.754094 = -3001482.342610 nChanged 89 SP:Iteration 29Q (1928.909242 sec): 3 clusters Score: Raw -3004827.036278 + Penalty 3310.754094 = -3001516.282184 nChanged 93 SP:Iteration 30Q (1928.954129 sec): 3 clusters Score: Raw -3004859.302150 + Penalty 3310.754094 = -3001548.548056 nChanged 65 SP:Iteration 31Q (1928.998662 sec): 3 clusters Score: Raw -3004883.061249 + Penalty 3310.754094 = -3001572.307155 nChanged 57 SP:Iteration 32Q (1929.043168 sec): 3 clusters Score: Raw -3004904.777834 + Penalty 3310.754094 = -3001594.023740 nChanged 54 SP:Iteration 33Q (1929.087240 sec): 3 clusters Score: Raw -3004927.554230 + Penalty 3310.754094 = -3001616.800136 nChanged 42 SP:Iteration 34Q (1929.131565 sec): 3 clusters Score: Raw -3004943.031570 + Penalty 3310.754094 = -3001632.277475 nChanged 45 SP:Iteration 35Q (1929.175785 sec): 3 clusters Score: Raw -3004957.442770 + Penalty 3310.754094 = -3001646.688675 nChanged 33 SP:Iteration 36Q (1929.220271 sec): 3 clusters Score: Raw -3004967.101345 + Penalty 3310.754094 = -3001656.347250 nChanged 25 SP:Iteration 37Q (1929.264026 sec): 3 clusters Score: Raw -3004975.673656 + Penalty 3310.754094 = -3001664.919561 nChanged 22 SP:Iteration 38Q (1929.308064 sec): 3 clusters Score: Raw -3004982.228093 + Penalty 3310.754094 = -3001671.473998 nChanged 16 SP:Iteration 39Q (1929.352091 sec): 3 clusters Score: Raw -3004988.982493 + Penalty 3310.754094 = -3001678.228399 nChanged 14 SP:Iteration 40F (1929.408321 sec): 3 clusters Score: Raw -3004993.518265 + Penalty 3310.754094 = -3001682.764171 nChanged 10 SP:Iteration 41Q (1929.452588 sec): 3 clusters Score: Raw -3004996.409677 + Penalty 3310.754094 = -3001685.655583 nChanged 16 SP:Iteration 42Q (1929.496311 sec): 3 clusters Score: Raw -3005001.811998 + Penalty 3310.754094 = -3001691.057904 nChanged 15 SP:Iteration 43Q (1929.540164 sec): 3 clusters Score: Raw -3005005.950815 + Penalty 3310.754094 = -3001695.196721 nChanged 10 SP:Iteration 44Q (1929.584139 sec): 3 clusters Score: Raw -3005009.143848 + Penalty 3310.754094 = -3001698.389754 nChanged 10 SP:Iteration 45Q (1929.628009 sec): 3 clusters Score: Raw -3005012.663928 + Penalty 3310.754094 = -3001701.909834 nChanged 13 SP:Iteration 46Q (1929.671668 sec): 3 clusters Score: Raw -3005017.492529 + Penalty 3310.754094 = -3001706.738435 nChanged 13 SP:Iteration 47Q (1929.715309 sec): 3 clusters Score: Raw -3005023.027711 + Penalty 3310.754094 = -3001712.273617 nChanged 8 SP:Iteration 48Q (1929.759130 sec): 3 clusters Score: Raw -3005026.001027 + Penalty 3310.754094 = -3001715.246933 nChanged 12 SP:Iteration 49Q (1929.802955 sec): 3 clusters Score: Raw -3005029.438693 + Penalty 3310.754094 = -3001718.684598 nChanged 10 SP:Iteration 50Q (1929.846418 sec): 3 clusters Score: Raw -3005031.957194 + Penalty 3310.754094 = -3001721.203100 nChanged 10 SP:Iteration 51Q (1929.890203 sec): 3 clusters Score: Raw -3005035.206371 + Penalty 3310.754094 = -3001724.452277 nChanged 10 SP:Iteration 52Q (1929.933816 sec): 3 clusters Score: Raw -3005038.820218 + Penalty 3310.754094 = -3001728.066124 nChanged 8 SP:Iteration 53Q (1929.977495 sec): 3 clusters Score: Raw -3005041.117736 + Penalty 3310.754094 = -3001730.363641 nChanged 8 SP:Iteration 54Q (1930.021011 sec): 3 clusters Score: Raw -3005042.999223 + Penalty 3310.754094 = -3001732.245129 nChanged 7 SP:Iteration 55Q (1930.064522 sec): 3 clusters Score: Raw -3005045.812204 + Penalty 3310.754094 = -3001735.058110 nChanged 5 SP:Iteration 56Q (1930.108039 sec): 3 clusters Score: Raw -3005048.302401 + Penalty 3310.754094 = -3001737.548307 nChanged 10 SP:Iteration 57Q (1930.151574 sec): 3 clusters Score: Raw -3005052.151850 + Penalty 3310.754094 = -3001741.397755 nChanged 10 SP:Iteration 58Q (1930.194877 sec): 3 clusters Score: Raw -3005055.296566 + Penalty 3310.754094 = -3001744.542471 nChanged 5 SP:Iteration 59Q (1930.238957 sec): 3 clusters Score: Raw -3005056.778530 + Penalty 3310.754094 = -3001746.024436 nChanged 2 SP:Iteration 60F (1930.294840 sec): 3 clusters Score: Raw -3005057.313626 + Penalty 3310.754094 = -3001746.559532 nChanged 1 SP:Iteration 61Q (1930.339033 sec): 3 clusters Score: Raw -3005057.529815 + Penalty 3310.754094 = -3001746.775721 nChanged 1 SP:Iteration 62Q (1930.382719 sec): 3 clusters Score: Raw -3005057.927508 + Penalty 3310.754094 = -3001747.173413 nChanged 1 SP:Iteration 63Q (1930.426606 sec): 3 clusters Score: Raw -3005058.052211 + Penalty 3310.754094 = -3001747.298117 nChanged 0 SP:Iteration 64F (1930.482797 sec): 3 clusters Score: Raw -3005058.052211 + Penalty 3310.754094 = -3001747.298117 nChanged 0 Trying to split cluster 25 (64060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1930.576835 sec): 2 clusters Score: Raw -7343104.069263 + Penalty 1798.481006 = -7341305.588257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1930.685688 sec): 3 clusters Score: Raw -7302308.376260 + Penalty 3596.962013 = -7298711.414248 nChanged 30052 SP:Iteration 1F (1930.795626 sec): 3 clusters Score: Raw -7319910.946153 + Penalty 3596.962013 = -7316313.984141 nChanged 2753 SP:Iteration 2Q (1930.909177 sec): 3 clusters Score: Raw -7320859.858305 + Penalty 3596.962013 = -7317262.896293 nChanged 3123 SP:Iteration 3Q (1931.023949 sec): 3 clusters Score: Raw -7322181.899594 + Penalty 3596.962013 = -7318584.937581 nChanged 3645 SP:Iteration 4F (1931.131115 sec): 3 clusters Score: Raw -7324083.532699 + Penalty 3596.962013 = -7320486.570687 nChanged 4191 SP:Iteration 5F (1931.238148 sec): 3 clusters Score: Raw -7326620.937939 + Penalty 3596.962013 = -7323023.975927 nChanged 4327 SP:Iteration 6F (1931.345173 sec): 3 clusters Score: Raw -7329511.912099 + Penalty 3596.962013 = -7325914.950086 nChanged 4047 SP:Iteration 7F (1931.452600 sec): 3 clusters Score: Raw -7332362.860189 + Penalty 3596.962013 = -7328765.898176 nChanged 3504 SP:Iteration 8F (1931.560066 sec): 3 clusters Score: Raw -7334946.115057 + Penalty 3596.962013 = -7331349.153044 nChanged 2840 SP:Iteration 9Q (1931.672774 sec): 3 clusters Score: Raw -7337193.475859 + Penalty 3596.962013 = -7333596.513847 nChanged 2271 SP:Iteration 10Q (1931.781971 sec): 3 clusters Score: Raw -7338998.465573 + Penalty 3596.962013 = -7335401.503561 nChanged 1628 SP:Iteration 11Q (1931.885372 sec): 3 clusters Score: Raw -7340264.731227 + Penalty 3596.962013 = -7336667.769215 nChanged 1187 SP:Iteration 12Q (1931.985442 sec): 3 clusters Score: Raw -7341082.512849 + Penalty 3596.962013 = -7337485.550837 nChanged 889 SP:Iteration 13Q (1932.081849 sec): 3 clusters Score: Raw -7341650.625125 + Penalty 3596.962013 = -7338053.663112 nChanged 672 SP:Iteration 14Q (1932.175775 sec): 3 clusters Score: Raw -7342050.506154 + Penalty 3596.962013 = -7338453.544142 nChanged 519 SP:Iteration 15Q (1932.268065 sec): 3 clusters Score: Raw -7342347.977401 + Penalty 3596.962013 = -7338751.015389 nChanged 400 SP:Iteration 16Q (1932.359051 sec): 3 clusters Score: Raw -7342556.765698 + Penalty 3596.962013 = -7338959.803686 nChanged 325 SP:Iteration 17Q (1932.448583 sec): 3 clusters Score: Raw -7342730.910956 + Penalty 3596.962013 = -7339133.948943 nChanged 262 SP:Iteration 18Q (1932.537540 sec): 3 clusters Score: Raw -7342879.220575 + Penalty 3596.962013 = -7339282.258562 nChanged 207 SP:Iteration 19Q (1932.626148 sec): 3 clusters Score: Raw -7343000.147704 + Penalty 3596.962013 = -7339403.185692 nChanged 143 SP:Iteration 20F (1932.732598 sec): 3 clusters Score: Raw -7343072.687395 + Penalty 3596.962013 = -7339475.725382 nChanged 114 SP:Iteration 21Q (1932.820318 sec): 3 clusters Score: Raw -7343128.231621 + Penalty 3596.962013 = -7339531.269608 nChanged 89 SP:Iteration 22Q (1932.907893 sec): 3 clusters Score: Raw -7343172.970523 + Penalty 3596.962013 = -7339576.008510 nChanged 65 SP:Iteration 23Q (1932.995014 sec): 3 clusters Score: Raw -7343203.507220 + Penalty 3596.962013 = -7339606.545207 nChanged 44 SP:Iteration 24Q (1933.082054 sec): 3 clusters Score: Raw -7343221.583824 + Penalty 3596.962013 = -7339624.621811 nChanged 42 SP:Iteration 25Q (1933.168960 sec): 3 clusters Score: Raw -7343242.980730 + Penalty 3596.962013 = -7339646.018717 nChanged 50 SP:Iteration 26Q (1933.255804 sec): 3 clusters Score: Raw -7343273.740264 + Penalty 3596.962013 = -7339676.778251 nChanged 48 SP:Iteration 27Q (1933.377451 sec): 3 clusters Score: Raw -7343301.799328 + Penalty 3596.962013 = -7339704.837315 nChanged 44 SP:Iteration 28Q (1933.465327 sec): 3 clusters Score: Raw -7343325.838808 + Penalty 3596.962013 = -7339728.876795 nChanged 29 SP:Iteration 29Q (1933.587450 sec): 3 clusters Score: Raw -7343344.187178 + Penalty 3596.962013 = -7339747.225166 nChanged 27 SP:Iteration 30Q (1933.710813 sec): 3 clusters Score: Raw -7343358.051004 + Penalty 3596.962013 = -7339761.088992 nChanged 18 SP:Iteration 31Q (1933.833852 sec): 3 clusters Score: Raw -7343370.425757 + Penalty 3596.962013 = -7339773.463744 nChanged 19 SP:Iteration 32Q (1933.957219 sec): 3 clusters Score: Raw -7343380.478762 + Penalty 3596.962013 = -7339783.516749 nChanged 17 SP:Iteration 33Q (1934.081275 sec): 3 clusters Score: Raw -7343391.199836 + Penalty 3596.962013 = -7339794.237824 nChanged 18 SP:Iteration 34Q (1934.204491 sec): 3 clusters Score: Raw -7343403.175382 + Penalty 3596.962013 = -7339806.213370 nChanged 14 SP:Iteration 35Q (1934.293399 sec): 3 clusters Score: Raw -7343411.218486 + Penalty 3596.962013 = -7339814.256473 nChanged 10 SP:Iteration 36Q (1934.393906 sec): 3 clusters Score: Raw -7343417.319406 + Penalty 3596.962013 = -7339820.357393 nChanged 9 SP:Iteration 37Q (1934.479921 sec): 3 clusters Score: Raw -7343421.721428 + Penalty 3596.962013 = -7339824.759416 nChanged 3 SP:Iteration 38Q (1934.566321 sec): 3 clusters Score: Raw -7343423.330772 + Penalty 3596.962013 = -7339826.368759 nChanged 3 SP:Iteration 39Q (1934.652696 sec): 3 clusters Score: Raw -7343424.860617 + Penalty 3596.962013 = -7339827.898604 nChanged 3 SP:Iteration 40F (1934.759238 sec): 3 clusters Score: Raw -7343427.156804 + Penalty 3596.962013 = -7339830.194791 nChanged 4 SP:Iteration 41Q (1934.845569 sec): 3 clusters Score: Raw -7343428.891080 + Penalty 3596.962013 = -7339831.929067 nChanged 1 SP:Iteration 42Q (1934.931684 sec): 3 clusters Score: Raw -7343429.121358 + Penalty 3596.962013 = -7339832.159346 nChanged 0 SP:Iteration 43F (1935.037786 sec): 3 clusters Score: Raw -7343429.121358 + Penalty 3596.962013 = -7339832.159346 nChanged 0 Trying to split cluster 26 (43298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1935.089753 sec): 2 clusters Score: Raw -4949050.714977 + Penalty 1734.827530 = -4947315.887447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1935.171459 sec): 3 clusters Score: Raw -4921966.870283 + Penalty 3469.655060 = -4918497.215223 nChanged 20067 SP:Iteration 1F (1935.255168 sec): 3 clusters Score: Raw -4933110.507498 + Penalty 3469.655060 = -4929640.852438 nChanged 1714 SP:Iteration 2Q (1935.334305 sec): 3 clusters Score: Raw -4933649.027280 + Penalty 3469.655060 = -4930179.372220 nChanged 1806 SP:Iteration 3Q (1935.415742 sec): 3 clusters Score: Raw -4934292.461552 + Penalty 3469.655060 = -4930822.806492 nChanged 1887 SP:Iteration 4Q (1935.496729 sec): 3 clusters Score: Raw -4935099.543643 + Penalty 3469.655060 = -4931629.888583 nChanged 2151 SP:Iteration 5Q (1935.577847 sec): 3 clusters Score: Raw -4936251.249589 + Penalty 3469.655060 = -4932781.594529 nChanged 2393 SP:Iteration 6F (1935.655317 sec): 3 clusters Score: Raw -4937910.635437 + Penalty 3469.655060 = -4934440.980377 nChanged 2694 SP:Iteration 7F (1935.733357 sec): 3 clusters Score: Raw -4940057.395315 + Penalty 3469.655060 = -4936587.740255 nChanged 2746 SP:Iteration 8F (1935.811232 sec): 3 clusters Score: Raw -4942409.426103 + Penalty 3469.655060 = -4938939.771043 nChanged 2548 SP:Iteration 9F (1935.889237 sec): 3 clusters Score: Raw -4944350.682502 + Penalty 3469.655060 = -4940881.027442 nChanged 1965 SP:Iteration 10Q (1935.967216 sec): 3 clusters Score: Raw -4945346.895527 + Penalty 3469.655060 = -4941877.240467 nChanged 1341 SP:Iteration 11Q (1936.043087 sec): 3 clusters Score: Raw -4945849.677172 + Penalty 3469.655060 = -4942380.022112 nChanged 893 SP:Iteration 12Q (1936.118091 sec): 3 clusters Score: Raw -4946128.423298 + Penalty 3469.655060 = -4942658.768238 nChanged 636 SP:Iteration 13Q (1936.192465 sec): 3 clusters Score: Raw -4946305.867652 + Penalty 3469.655060 = -4942836.212592 nChanged 507 SP:Iteration 14Q (1936.266596 sec): 3 clusters Score: Raw -4946427.778731 + Penalty 3469.655060 = -4942958.123670 nChanged 404 SP:Iteration 15Q (1936.340345 sec): 3 clusters Score: Raw -4946520.966089 + Penalty 3469.655060 = -4943051.311028 nChanged 368 SP:Iteration 16Q (1936.414023 sec): 3 clusters Score: Raw -4946606.417531 + Penalty 3469.655060 = -4943136.762471 nChanged 367 SP:Iteration 17Q (1936.487345 sec): 3 clusters Score: Raw -4946695.709339 + Penalty 3469.655060 = -4943226.054279 nChanged 354 SP:Iteration 18Q (1936.560488 sec): 3 clusters Score: Raw -4946777.591370 + Penalty 3469.655060 = -4943307.936310 nChanged 342 SP:Iteration 19Q (1936.633689 sec): 3 clusters Score: Raw -4946858.728965 + Penalty 3469.655060 = -4943389.073905 nChanged 334 SP:Iteration 20F (1936.711407 sec): 3 clusters Score: Raw -4946933.799240 + Penalty 3469.655060 = -4943464.144180 nChanged 337 SP:Iteration 21Q (1936.784641 sec): 3 clusters Score: Raw -4947010.499539 + Penalty 3469.655060 = -4943540.844479 nChanged 317 SP:Iteration 22Q (1936.857307 sec): 3 clusters Score: Raw -4947080.558136 + Penalty 3469.655060 = -4943610.903076 nChanged 312 SP:Iteration 23Q (1936.929779 sec): 3 clusters Score: Raw -4947148.267985 + Penalty 3469.655060 = -4943678.612925 nChanged 314 SP:Iteration 24Q (1937.002303 sec): 3 clusters Score: Raw -4947214.676530 + Penalty 3469.655060 = -4943745.021470 nChanged 305 SP:Iteration 25Q (1937.074467 sec): 3 clusters Score: Raw -4947284.177139 + Penalty 3469.655060 = -4943814.522079 nChanged 272 SP:Iteration 26Q (1937.146541 sec): 3 clusters Score: Raw -4947339.734215 + Penalty 3469.655060 = -4943870.079155 nChanged 262 SP:Iteration 27Q (1937.218302 sec): 3 clusters Score: Raw -4947391.688116 + Penalty 3469.655060 = -4943922.033055 nChanged 268 SP:Iteration 28Q (1937.289743 sec): 3 clusters Score: Raw -4947439.206970 + Penalty 3469.655060 = -4943969.551910 nChanged 258 SP:Iteration 29Q (1937.361285 sec): 3 clusters Score: Raw -4947485.307223 + Penalty 3469.655060 = -4944015.652163 nChanged 253 SP:Iteration 30Q (1937.432922 sec): 3 clusters Score: Raw -4947533.342530 + Penalty 3469.655060 = -4944063.687470 nChanged 248 SP:Iteration 31Q (1937.504361 sec): 3 clusters Score: Raw -4947579.301331 + Penalty 3469.655060 = -4944109.646271 nChanged 245 SP:Iteration 32Q (1937.575529 sec): 3 clusters Score: Raw -4947621.589132 + Penalty 3469.655060 = -4944151.934072 nChanged 233 SP:Iteration 33Q (1937.646164 sec): 3 clusters Score: Raw -4947658.029101 + Penalty 3469.655060 = -4944188.374041 nChanged 222 SP:Iteration 34Q (1937.717399 sec): 3 clusters Score: Raw -4947689.653565 + Penalty 3469.655060 = -4944219.998504 nChanged 207 SP:Iteration 35Q (1937.788321 sec): 3 clusters Score: Raw -4947720.824153 + Penalty 3469.655060 = -4944251.169093 nChanged 204 SP:Iteration 36Q (1937.859481 sec): 3 clusters Score: Raw -4947753.728280 + Penalty 3469.655060 = -4944284.073220 nChanged 210 SP:Iteration 37Q (1937.929700 sec): 3 clusters Score: Raw -4947788.088221 + Penalty 3469.655060 = -4944318.433161 nChanged 207 SP:Iteration 38Q (1938.026451 sec): 3 clusters Score: Raw -4947819.206184 + Penalty 3469.655060 = -4944349.551124 nChanged 201 SP:Iteration 39Q (1938.120547 sec): 3 clusters Score: Raw -4947852.190323 + Penalty 3469.655060 = -4944382.535263 nChanged 208 SP:Iteration 40F (1938.200114 sec): 3 clusters Score: Raw -4947887.370633 + Penalty 3469.655060 = -4944417.715572 nChanged 243 SP:Iteration 41Q (1938.270077 sec): 3 clusters Score: Raw -4947936.218073 + Penalty 3469.655060 = -4944466.563013 nChanged 247 SP:Iteration 42Q (1938.340068 sec): 3 clusters Score: Raw -4947984.485838 + Penalty 3469.655060 = -4944514.830778 nChanged 263 SP:Iteration 43Q (1938.409911 sec): 3 clusters Score: Raw -4948036.595383 + Penalty 3469.655060 = -4944566.940323 nChanged 249 SP:Iteration 44Q (1938.479382 sec): 3 clusters Score: Raw -4948086.823740 + Penalty 3469.655060 = -4944617.168679 nChanged 275 SP:Iteration 45Q (1938.548869 sec): 3 clusters Score: Raw -4948139.924417 + Penalty 3469.655060 = -4944670.269357 nChanged 236 SP:Iteration 46Q (1938.617802 sec): 3 clusters Score: Raw -4948183.964071 + Penalty 3469.655060 = -4944714.309011 nChanged 250 SP:Iteration 47Q (1938.686388 sec): 3 clusters Score: Raw -4948237.081488 + Penalty 3469.655060 = -4944767.426428 nChanged 267 SP:Iteration 48Q (1938.755349 sec): 3 clusters Score: Raw -4948296.960180 + Penalty 3469.655060 = -4944827.305120 nChanged 264 SP:Iteration 49Q (1938.823686 sec): 3 clusters Score: Raw -4948355.216419 + Penalty 3469.655060 = -4944885.561359 nChanged 269 SP:Iteration 50Q (1938.891717 sec): 3 clusters Score: Raw -4948420.551240 + Penalty 3469.655060 = -4944950.896179 nChanged 285 SP:Iteration 51Q (1938.960349 sec): 3 clusters Score: Raw -4948499.395362 + Penalty 3469.655060 = -4945029.740302 nChanged 316 SP:Iteration 52Q (1939.028798 sec): 3 clusters Score: Raw -4948589.014704 + Penalty 3469.655060 = -4945119.359644 nChanged 289 SP:Iteration 53Q (1939.096868 sec): 3 clusters Score: Raw -4948668.869236 + Penalty 3469.655060 = -4945199.214176 nChanged 280 SP:Iteration 54Q (1939.164107 sec): 3 clusters Score: Raw -4948749.974657 + Penalty 3469.655060 = -4945280.319597 nChanged 281 SP:Iteration 55Q (1939.231131 sec): 3 clusters Score: Raw -4948836.482588 + Penalty 3469.655060 = -4945366.827528 nChanged 282 SP:Iteration 56Q (1939.298296 sec): 3 clusters Score: Raw -4948923.605023 + Penalty 3469.655060 = -4945453.949963 nChanged 266 SP:Iteration 57Q (1939.365070 sec): 3 clusters Score: Raw -4949002.614105 + Penalty 3469.655060 = -4945532.959045 nChanged 241 SP:Iteration 58Q (1939.431263 sec): 3 clusters Score: Raw -4949069.845617 + Penalty 3469.655060 = -4945600.190557 nChanged 214 SP:Iteration 59Q (1939.497317 sec): 3 clusters Score: Raw -4949132.278468 + Penalty 3469.655060 = -4945662.623407 nChanged 177 SP:Iteration 60F (1939.575701 sec): 3 clusters Score: Raw -4949180.715191 + Penalty 3469.655060 = -4945711.060131 nChanged 163 SP:Iteration 61Q (1939.641276 sec): 3 clusters Score: Raw -4949227.070250 + Penalty 3469.655060 = -4945757.415190 nChanged 147 SP:Iteration 62Q (1939.706546 sec): 3 clusters Score: Raw -4949271.532578 + Penalty 3469.655060 = -4945801.877518 nChanged 127 SP:Iteration 63Q (1939.772099 sec): 3 clusters Score: Raw -4949309.277031 + Penalty 3469.655060 = -4945839.621971 nChanged 123 SP:Iteration 64Q (1939.837891 sec): 3 clusters Score: Raw -4949344.195806 + Penalty 3469.655060 = -4945874.540746 nChanged 101 SP:Iteration 65Q (1939.903360 sec): 3 clusters Score: Raw -4949370.064847 + Penalty 3469.655060 = -4945900.409787 nChanged 79 SP:Iteration 66Q (1939.974856 sec): 3 clusters Score: Raw -4949387.173077 + Penalty 3469.655060 = -4945917.518017 nChanged 78 SP:Iteration 67Q (1940.039792 sec): 3 clusters Score: Raw -4949405.043219 + Penalty 3469.655060 = -4945935.388159 nChanged 67 SP:Iteration 68Q (1940.104868 sec): 3 clusters Score: Raw -4949420.197148 + Penalty 3469.655060 = -4945950.542088 nChanged 59 SP:Iteration 69Q (1940.170188 sec): 3 clusters Score: Raw -4949433.235423 + Penalty 3469.655060 = -4945963.580363 nChanged 43 SP:Iteration 70Q (1940.235560 sec): 3 clusters Score: Raw -4949441.274767 + Penalty 3469.655060 = -4945971.619707 nChanged 33 SP:Iteration 71Q (1940.300418 sec): 3 clusters Score: Raw -4949446.968891 + Penalty 3469.655060 = -4945977.313830 nChanged 24 SP:Iteration 72Q (1940.365398 sec): 3 clusters Score: Raw -4949451.609887 + Penalty 3469.655060 = -4945981.954827 nChanged 20 SP:Iteration 73Q (1940.430186 sec): 3 clusters Score: Raw -4949454.597652 + Penalty 3469.655060 = -4945984.942592 nChanged 15 SP:Iteration 74Q (1940.495162 sec): 3 clusters Score: Raw -4949457.012333 + Penalty 3469.655060 = -4945987.357273 nChanged 10 SP:Iteration 75Q (1940.560156 sec): 3 clusters Score: Raw -4949459.289703 + Penalty 3469.655060 = -4945989.634643 nChanged 17 SP:Iteration 76Q (1940.624884 sec): 3 clusters Score: Raw -4949463.215506 + Penalty 3469.655060 = -4945993.560446 nChanged 19 SP:Iteration 77Q (1940.689650 sec): 3 clusters Score: Raw -4949466.367106 + Penalty 3469.655060 = -4945996.712046 nChanged 17 SP:Iteration 78Q (1940.754327 sec): 3 clusters Score: Raw -4949469.794788 + Penalty 3469.655060 = -4946000.139728 nChanged 18 SP:Iteration 79Q (1940.827928 sec): 3 clusters Score: Raw -4949472.302218 + Penalty 3469.655060 = -4946002.647157 nChanged 15 SP:Iteration 80F (1940.906437 sec): 3 clusters Score: Raw -4949474.809698 + Penalty 3469.655060 = -4946005.154638 nChanged 12 SP:Iteration 81Q (1940.970469 sec): 3 clusters Score: Raw -4949476.769898 + Penalty 3469.655060 = -4946007.114838 nChanged 11 SP:Iteration 82Q (1941.035324 sec): 3 clusters Score: Raw -4949478.882853 + Penalty 3469.655060 = -4946009.227793 nChanged 9 SP:Iteration 83Q (1941.100173 sec): 3 clusters Score: Raw -4949480.516323 + Penalty 3469.655060 = -4946010.861263 nChanged 11 SP:Iteration 84Q (1941.164903 sec): 3 clusters Score: Raw -4949482.274978 + Penalty 3469.655060 = -4946012.619918 nChanged 9 SP:Iteration 85Q (1941.229461 sec): 3 clusters Score: Raw -4949484.729637 + Penalty 3469.655060 = -4946015.074576 nChanged 9 SP:Iteration 86Q (1941.294036 sec): 3 clusters Score: Raw -4949487.169598 + Penalty 3469.655060 = -4946017.514538 nChanged 12 SP:Iteration 87Q (1941.358701 sec): 3 clusters Score: Raw -4949489.777610 + Penalty 3469.655060 = -4946020.122550 nChanged 12 SP:Iteration 88Q (1941.423141 sec): 3 clusters Score: Raw -4949492.817521 + Penalty 3469.655060 = -4946023.162461 nChanged 14 SP:Iteration 89Q (1941.487900 sec): 3 clusters Score: Raw -4949495.383518 + Penalty 3469.655060 = -4946025.728458 nChanged 8 SP:Iteration 90Q (1941.552939 sec): 3 clusters Score: Raw -4949497.031534 + Penalty 3469.655060 = -4946027.376474 nChanged 5 SP:Iteration 91Q (1941.617491 sec): 3 clusters Score: Raw -4949497.930167 + Penalty 3469.655060 = -4946028.275107 nChanged 5 SP:Iteration 92Q (1941.681983 sec): 3 clusters Score: Raw -4949498.564550 + Penalty 3469.655060 = -4946028.909489 nChanged 3 SP:Iteration 93Q (1941.746412 sec): 3 clusters Score: Raw -4949499.039972 + Penalty 3469.655060 = -4946029.384911 nChanged 3 SP:Iteration 94Q (1941.811172 sec): 3 clusters Score: Raw -4949499.556628 + Penalty 3469.655060 = -4946029.901568 nChanged 5 SP:Iteration 95Q (1941.874995 sec): 3 clusters Score: Raw -4949500.307672 + Penalty 3469.655060 = -4946030.652612 nChanged 10 SP:Iteration 96Q (1941.939468 sec): 3 clusters Score: Raw -4949501.741019 + Penalty 3469.655060 = -4946032.085959 nChanged 7 SP:Iteration 97Q (1942.003841 sec): 3 clusters Score: Raw -4949502.501364 + Penalty 3469.655060 = -4946032.846304 nChanged 6 SP:Iteration 98Q (1942.067972 sec): 3 clusters Score: Raw -4949503.474855 + Penalty 3469.655060 = -4946033.819794 nChanged 5 SP:Iteration 99Q (1942.132404 sec): 3 clusters Score: Raw -4949504.111726 + Penalty 3469.655060 = -4946034.456666 nChanged 6 SP:Iteration 100F (1942.210998 sec): 3 clusters Score: Raw -4949505.274080 + Penalty 3469.655060 = -4946035.619020 nChanged 4 SP:Iteration 101Q (1942.274616 sec): 3 clusters Score: Raw -4949506.150396 + Penalty 3469.655060 = -4946036.495336 nChanged 4 SP:Iteration 102Q (1942.338710 sec): 3 clusters Score: Raw -4949507.458205 + Penalty 3469.655060 = -4946037.803145 nChanged 8 SP:Iteration 103Q (1942.403437 sec): 3 clusters Score: Raw -4949508.939904 + Penalty 3469.655060 = -4946039.284844 nChanged 8 SP:Iteration 104Q (1942.468800 sec): 3 clusters Score: Raw -4949510.220468 + Penalty 3469.655060 = -4946040.565408 nChanged 9 SP:Iteration 105Q (1942.571620 sec): 3 clusters Score: Raw -4949511.566189 + Penalty 3469.655060 = -4946041.911128 nChanged 5 SP:Iteration 106Q (1942.675830 sec): 3 clusters Score: Raw -4949512.658288 + Penalty 3469.655060 = -4946043.003228 nChanged 7 SP:Iteration 107Q (1942.774795 sec): 3 clusters Score: Raw -4949513.630408 + Penalty 3469.655060 = -4946043.975348 nChanged 9 SP:Iteration 108Q (1942.880931 sec): 3 clusters Score: Raw -4949515.355005 + Penalty 3469.655060 = -4946045.699945 nChanged 5 SP:Iteration 109Q (1942.980515 sec): 3 clusters Score: Raw -4949516.110655 + Penalty 3469.655060 = -4946046.455594 nChanged 4 SP:Iteration 110Q (1943.078528 sec): 3 clusters Score: Raw -4949516.560331 + Penalty 3469.655060 = -4946046.905271 nChanged 2 SP:Iteration 111Q (1943.143250 sec): 3 clusters Score: Raw -4949516.970303 + Penalty 3469.655060 = -4946047.315243 nChanged 2 SP:Iteration 112Q (1943.240509 sec): 3 clusters Score: Raw -4949517.343836 + Penalty 3469.655060 = -4946047.688776 nChanged 1 SP:Iteration 113Q (1943.317493 sec): 3 clusters Score: Raw -4949517.456064 + Penalty 3469.655060 = -4946047.801003 nChanged 2 SP:Iteration 114Q (1943.419663 sec): 3 clusters Score: Raw -4949517.890339 + Penalty 3469.655060 = -4946048.235279 nChanged 4 SP:Iteration 115Q (1943.504986 sec): 3 clusters Score: Raw -4949518.585876 + Penalty 3469.655060 = -4946048.930816 nChanged 4 SP:Iteration 116Q (1943.570152 sec): 3 clusters Score: Raw -4949519.328414 + Penalty 3469.655060 = -4946049.673353 nChanged 5 SP:Iteration 117Q (1943.634801 sec): 3 clusters Score: Raw -4949520.117095 + Penalty 3469.655060 = -4946050.462035 nChanged 3 SP:Iteration 118Q (1943.698652 sec): 3 clusters Score: Raw -4949520.586464 + Penalty 3469.655060 = -4946050.931404 nChanged 3 SP:Iteration 119Q (1943.763061 sec): 3 clusters Score: Raw -4949521.272961 + Penalty 3469.655060 = -4946051.617900 nChanged 4 SP:Iteration 120F (1943.841861 sec): 3 clusters Score: Raw -4949521.958803 + Penalty 3469.655060 = -4946052.303743 nChanged 3 SP:Iteration 121Q (1943.905173 sec): 3 clusters Score: Raw -4949522.419000 + Penalty 3469.655060 = -4946052.763939 nChanged 2 SP:Iteration 122Q (1943.969358 sec): 3 clusters Score: Raw -4949522.892113 + Penalty 3469.655060 = -4946053.237052 nChanged 3 SP:Iteration 123Q (1944.033669 sec): 3 clusters Score: Raw -4949523.233676 + Penalty 3469.655060 = -4946053.578616 nChanged 1 SP:Iteration 124Q (1944.098042 sec): 3 clusters Score: Raw -4949523.504705 + Penalty 3469.655060 = -4946053.849645 nChanged 1 SP:Iteration 125Q (1944.162394 sec): 3 clusters Score: Raw -4949523.602042 + Penalty 3469.655060 = -4946053.946982 nChanged 1 SP:Iteration 126Q (1944.226328 sec): 3 clusters Score: Raw -4949523.801904 + Penalty 3469.655060 = -4946054.146844 nChanged 1 SP:Iteration 127Q (1944.290519 sec): 3 clusters Score: Raw -4949523.895665 + Penalty 3469.655060 = -4946054.240605 nChanged 1 SP:Iteration 128Q (1944.355001 sec): 3 clusters Score: Raw -4949524.001460 + Penalty 3469.655060 = -4946054.346400 nChanged 0 SP:Iteration 129F (1944.433508 sec): 3 clusters Score: Raw -4949524.001460 + Penalty 3469.655060 = -4946054.346400 nChanged 0 Trying to split cluster 27 (5272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1944.445539 sec): 2 clusters Score: Raw -599632.702802 + Penalty 1392.651825 = -598240.050977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1944.467311 sec): 3 clusters Score: Raw -596834.744240 + Penalty 2785.303650 = -594049.440590 nChanged 2182 SP:Iteration 1F (1944.488590 sec): 3 clusters Score: Raw -598145.805752 + Penalty 2785.303650 = -595360.502102 nChanged 432 SP:Iteration 2F (1944.509955 sec): 3 clusters Score: Raw -598440.136108 + Penalty 2785.303650 = -595654.832458 nChanged 328 SP:Iteration 3F (1944.531371 sec): 3 clusters Score: Raw -598646.457601 + Penalty 2785.303650 = -595861.153952 nChanged 264 SP:Iteration 4F (1944.552775 sec): 3 clusters Score: Raw -598831.867803 + Penalty 2785.303650 = -596046.564153 nChanged 233 SP:Iteration 5Q (1944.573993 sec): 3 clusters Score: Raw -598985.393401 + Penalty 2785.303650 = -596200.089751 nChanged 231 SP:Iteration 6Q (1944.595439 sec): 3 clusters Score: Raw -599143.229085 + Penalty 2785.303650 = -596357.925435 nChanged 200 SP:Iteration 7Q (1944.616900 sec): 3 clusters Score: Raw -599271.192944 + Penalty 2785.303650 = -596485.889295 nChanged 198 SP:Iteration 8Q (1944.637937 sec): 3 clusters Score: Raw -599404.004665 + Penalty 2785.303650 = -596618.701015 nChanged 204 SP:Iteration 9Q (1944.658972 sec): 3 clusters Score: Raw -599532.954875 + Penalty 2785.303650 = -596747.651225 nChanged 173 SP:Iteration 10Q (1944.680200 sec): 3 clusters Score: Raw -599636.737812 + Penalty 2785.303650 = -596851.434163 nChanged 142 SP:Iteration 11Q (1944.701346 sec): 3 clusters Score: Raw -599711.254908 + Penalty 2785.303650 = -596925.951258 nChanged 118 SP:Iteration 12Q (1944.722340 sec): 3 clusters Score: Raw -599778.928503 + Penalty 2785.303650 = -596993.624853 nChanged 120 SP:Iteration 13Q (1944.743327 sec): 3 clusters Score: Raw -599841.827125 + Penalty 2785.303650 = -597056.523475 nChanged 92 SP:Iteration 14Q (1944.764512 sec): 3 clusters Score: Raw -599877.923606 + Penalty 2785.303650 = -597092.619956 nChanged 78 SP:Iteration 15Q (1944.785471 sec): 3 clusters Score: Raw -599907.996797 + Penalty 2785.303650 = -597122.693147 nChanged 61 SP:Iteration 16Q (1944.806348 sec): 3 clusters Score: Raw -599931.524792 + Penalty 2785.303650 = -597146.221142 nChanged 52 SP:Iteration 17Q (1944.827238 sec): 3 clusters Score: Raw -599949.779716 + Penalty 2785.303650 = -597164.476067 nChanged 43 SP:Iteration 18Q (1944.847962 sec): 3 clusters Score: Raw -599962.594042 + Penalty 2785.303650 = -597177.290392 nChanged 37 SP:Iteration 19Q (1944.868829 sec): 3 clusters Score: Raw -599973.379217 + Penalty 2785.303650 = -597188.075567 nChanged 32 SP:Iteration 20F (1944.890214 sec): 3 clusters Score: Raw -599983.351523 + Penalty 2785.303650 = -597198.047873 nChanged 37 SP:Iteration 21Q (1944.910768 sec): 3 clusters Score: Raw -599994.590840 + Penalty 2785.303650 = -597209.287190 nChanged 36 SP:Iteration 22Q (1944.931648 sec): 3 clusters Score: Raw -600004.999479 + Penalty 2785.303650 = -597219.695829 nChanged 26 SP:Iteration 23Q (1944.952416 sec): 3 clusters Score: Raw -600011.655588 + Penalty 2785.303650 = -597226.351938 nChanged 16 SP:Iteration 24Q (1944.973225 sec): 3 clusters Score: Raw -600015.357318 + Penalty 2785.303650 = -597230.053668 nChanged 18 SP:Iteration 25Q (1944.994030 sec): 3 clusters Score: Raw -600019.652057 + Penalty 2785.303650 = -597234.348407 nChanged 16 SP:Iteration 26Q (1945.014930 sec): 3 clusters Score: Raw -600022.917348 + Penalty 2785.303650 = -597237.613699 nChanged 13 SP:Iteration 27Q (1945.035710 sec): 3 clusters Score: Raw -600025.724301 + Penalty 2785.303650 = -597240.420651 nChanged 16 SP:Iteration 28Q (1945.056377 sec): 3 clusters Score: Raw -600029.212683 + Penalty 2785.303650 = -597243.909033 nChanged 15 SP:Iteration 29Q (1945.077064 sec): 3 clusters Score: Raw -600035.034975 + Penalty 2785.303650 = -597249.731325 nChanged 18 SP:Iteration 30Q (1945.097793 sec): 3 clusters Score: Raw -600042.829993 + Penalty 2785.303650 = -597257.526343 nChanged 23 SP:Iteration 31Q (1945.118565 sec): 3 clusters Score: Raw -600049.376102 + Penalty 2785.303650 = -597264.072452 nChanged 18 SP:Iteration 32Q (1945.139158 sec): 3 clusters Score: Raw -600053.834841 + Penalty 2785.303650 = -597268.531191 nChanged 10 SP:Iteration 33Q (1945.159973 sec): 3 clusters Score: Raw -600056.260851 + Penalty 2785.303650 = -597270.957201 nChanged 11 SP:Iteration 34Q (1945.180642 sec): 3 clusters Score: Raw -600059.749983 + Penalty 2785.303650 = -597274.446333 nChanged 15 SP:Iteration 35Q (1945.201258 sec): 3 clusters Score: Raw -600063.116242 + Penalty 2785.303650 = -597277.812592 nChanged 10 SP:Iteration 36Q (1945.222051 sec): 3 clusters Score: Raw -600065.405189 + Penalty 2785.303650 = -597280.101539 nChanged 11 SP:Iteration 37Q (1945.242696 sec): 3 clusters Score: Raw -600068.290292 + Penalty 2785.303650 = -597282.986643 nChanged 10 SP:Iteration 38Q (1945.263264 sec): 3 clusters Score: Raw -600070.193482 + Penalty 2785.303650 = -597284.889832 nChanged 4 SP:Iteration 39Q (1945.283722 sec): 3 clusters Score: Raw -600070.963958 + Penalty 2785.303650 = -597285.660309 nChanged 4 SP:Iteration 40F (1945.304970 sec): 3 clusters Score: Raw -600071.582828 + Penalty 2785.303650 = -597286.279178 nChanged 2 SP:Iteration 41Q (1945.325406 sec): 3 clusters Score: Raw -600072.344565 + Penalty 2785.303650 = -597287.040915 nChanged 4 SP:Iteration 42Q (1945.346049 sec): 3 clusters Score: Raw -600073.078629 + Penalty 2785.303650 = -597287.774979 nChanged 4 SP:Iteration 43Q (1945.366695 sec): 3 clusters Score: Raw -600073.643009 + Penalty 2785.303650 = -597288.339360 nChanged 5 SP:Iteration 44Q (1945.387471 sec): 3 clusters Score: Raw -600074.399538 + Penalty 2785.303650 = -597289.095889 nChanged 2 SP:Iteration 45Q (1945.408043 sec): 3 clusters Score: Raw -600074.771693 + Penalty 2785.303650 = -597289.468043 nChanged 0 SP:Iteration 46F (1945.429156 sec): 3 clusters Score: Raw -600074.771693 + Penalty 2785.303650 = -597289.468043 nChanged 0 Trying to split cluster 28 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1945.443604 sec): 2 clusters Score: Raw -111860.864108 + Penalty 1125.728160 = -110735.135948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1945.449441 sec): 3 clusters Score: Raw -111559.459882 + Penalty 2251.456320 = -109308.003562 nChanged 307 SP:Iteration 1F (1945.454964 sec): 3 clusters Score: Raw -111876.992075 + Penalty 2251.456320 = -109625.535755 nChanged 88 SP:Iteration 2F (1945.460423 sec): 3 clusters Score: Raw -111995.785865 + Penalty 2251.456320 = -109744.329546 nChanged 43 SP:Iteration 3Q (1945.465845 sec): 3 clusters Score: Raw -112047.252178 + Penalty 2251.456320 = -109795.795859 nChanged 28 SP:Iteration 4Q (1945.471315 sec): 3 clusters Score: Raw -112100.305417 + Penalty 2251.456320 = -109848.849098 nChanged 38 SP:Iteration 5Q (1945.476659 sec): 3 clusters Score: Raw -112141.586168 + Penalty 2251.456320 = -109890.129848 nChanged 32 SP:Iteration 6Q (1945.482086 sec): 3 clusters Score: Raw -112169.265529 + Penalty 2251.456320 = -109917.809209 nChanged 23 SP:Iteration 7Q (1945.487413 sec): 3 clusters Score: Raw -112194.660956 + Penalty 2251.456320 = -109943.204637 nChanged 18 SP:Iteration 8Q (1945.492775 sec): 3 clusters Score: Raw -112212.688117 + Penalty 2251.456320 = -109961.231797 nChanged 14 SP:Iteration 9Q (1945.498080 sec): 3 clusters Score: Raw -112225.259305 + Penalty 2251.456320 = -109973.802985 nChanged 8 SP:Iteration 10Q (1945.503385 sec): 3 clusters Score: Raw -112238.177507 + Penalty 2251.456320 = -109986.721188 nChanged 10 SP:Iteration 11Q (1945.508720 sec): 3 clusters Score: Raw -112252.241193 + Penalty 2251.456320 = -110000.784874 nChanged 12 SP:Iteration 12Q (1945.514015 sec): 3 clusters Score: Raw -112264.173664 + Penalty 2251.456320 = -110012.717344 nChanged 12 SP:Iteration 13Q (1945.519363 sec): 3 clusters Score: Raw -112277.566814 + Penalty 2251.456320 = -110026.110495 nChanged 10 SP:Iteration 14Q (1945.524693 sec): 3 clusters Score: Raw -112290.783933 + Penalty 2251.456320 = -110039.327614 nChanged 6 SP:Iteration 15Q (1945.529979 sec): 3 clusters Score: Raw -112295.088564 + Penalty 2251.456320 = -110043.632244 nChanged 4 SP:Iteration 16Q (1945.535270 sec): 3 clusters Score: Raw -112299.954425 + Penalty 2251.456320 = -110048.498105 nChanged 2 SP:Iteration 17Q (1945.540558 sec): 3 clusters Score: Raw -112305.412167 + Penalty 2251.456320 = -110053.955847 nChanged 3 SP:Iteration 18Q (1945.545874 sec): 3 clusters Score: Raw -112313.635399 + Penalty 2251.456320 = -110062.179079 nChanged 6 SP:Iteration 19Q (1945.551264 sec): 3 clusters Score: Raw -112318.961053 + Penalty 2251.456320 = -110067.504734 nChanged 4 SP:Iteration 20F (1945.556673 sec): 3 clusters Score: Raw -112321.927337 + Penalty 2251.456320 = -110070.471018 nChanged 3 SP:Iteration 21Q (1945.562004 sec): 3 clusters Score: Raw -112324.054012 + Penalty 2251.456320 = -110072.597692 nChanged 1 SP:Iteration 22Q (1945.567334 sec): 3 clusters Score: Raw -112324.979393 + Penalty 2251.456320 = -110073.523073 nChanged 1 SP:Iteration 23Q (1945.572665 sec): 3 clusters Score: Raw -112325.750593 + Penalty 2251.456320 = -110074.294273 nChanged 1 SP:Iteration 24Q (1945.577992 sec): 3 clusters Score: Raw -112327.825951 + Penalty 2251.456320 = -110076.369632 nChanged 2 SP:Iteration 25Q (1945.583320 sec): 3 clusters Score: Raw -112331.568471 + Penalty 2251.456320 = -110080.112151 nChanged 4 SP:Iteration 26Q (1945.588650 sec): 3 clusters Score: Raw -112335.464352 + Penalty 2251.456320 = -110084.008032 nChanged 2 SP:Iteration 27Q (1945.593974 sec): 3 clusters Score: Raw -112336.440172 + Penalty 2251.456320 = -110084.983852 nChanged 2 SP:Iteration 28Q (1945.599294 sec): 3 clusters Score: Raw -112337.354646 + Penalty 2251.456320 = -110085.898327 nChanged 1 SP:Iteration 29Q (1945.604671 sec): 3 clusters Score: Raw -112338.222301 + Penalty 2251.456320 = -110086.765982 nChanged 1 SP:Iteration 30Q (1945.609989 sec): 3 clusters Score: Raw -112338.891334 + Penalty 2251.456320 = -110087.435015 nChanged 0 SP:Iteration 31F (1945.615396 sec): 3 clusters Score: Raw -112338.891334 + Penalty 2251.456320 = -110087.435015 nChanged 0 Trying to split cluster 29 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1945.627868 sec): 2 clusters Score: Raw -48698.133942 + Penalty 1007.252791 = -47690.881150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1945.631121 sec): 3 clusters Score: Raw -48673.873158 + Penalty 2014.505583 = -46659.367575 nChanged 119 SP:Iteration 1F (1945.634129 sec): 3 clusters Score: Raw -48923.261557 + Penalty 2014.505583 = -46908.755974 nChanged 39 SP:Iteration 2F (1945.637119 sec): 3 clusters Score: Raw -49079.938398 + Penalty 2014.505583 = -47065.432815 nChanged 31 SP:Iteration 3F (1945.640115 sec): 3 clusters Score: Raw -49165.722811 + Penalty 2014.505583 = -47151.217228 nChanged 14 SP:Iteration 4Q (1945.643100 sec): 3 clusters Score: Raw -49200.356200 + Penalty 2014.505583 = -47185.850617 nChanged 9 SP:Iteration 5Q (1945.646017 sec): 3 clusters Score: Raw -49235.005308 + Penalty 2014.505583 = -47220.499725 nChanged 12 SP:Iteration 6Q (1945.648931 sec): 3 clusters Score: Raw -49289.299829 + Penalty 2014.505583 = -47274.794247 nChanged 9 SP:Iteration 7Q (1945.651830 sec): 3 clusters Score: Raw -49305.946369 + Penalty 2014.505583 = -47291.440786 nChanged 0 SP:Iteration 8F (1945.654791 sec): 3 clusters Score: Raw -49305.946369 + Penalty 2014.505583 = -47291.440786 nChanged 0 Trying to split cluster 30 (6368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1945.676087 sec): 2 clusters Score: Raw -701608.231193 + Penalty 1423.344118 = -700184.887075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1945.699552 sec): 3 clusters Score: Raw -698217.497136 + Penalty 2846.688236 = -695370.808900 nChanged 2644 SP:Iteration 1F (1945.722295 sec): 3 clusters Score: Raw -699707.743604 + Penalty 2846.688236 = -696861.055368 nChanged 463 SP:Iteration 2F (1945.745054 sec): 3 clusters Score: Raw -699960.442271 + Penalty 2846.688236 = -697113.754035 nChanged 343 SP:Iteration 3F (1945.768113 sec): 3 clusters Score: Raw -700145.415292 + Penalty 2846.688236 = -697298.727055 nChanged 297 SP:Iteration 4Q (1945.790909 sec): 3 clusters Score: Raw -700318.202646 + Penalty 2846.688236 = -697471.514409 nChanged 258 SP:Iteration 5Q (1945.813641 sec): 3 clusters Score: Raw -700461.573290 + Penalty 2846.688236 = -697614.885054 nChanged 248 SP:Iteration 6Q (1945.857934 sec): 3 clusters Score: Raw -700587.461291 + Penalty 2846.688236 = -697740.773055 nChanged 211 SP:Iteration 7Q (1945.880675 sec): 3 clusters Score: Raw -700699.613997 + Penalty 2846.688236 = -697852.925760 nChanged 226 SP:Iteration 8Q (1945.903305 sec): 3 clusters Score: Raw -700800.907373 + Penalty 2846.688236 = -697954.219137 nChanged 164 SP:Iteration 9Q (1945.925877 sec): 3 clusters Score: Raw -700874.704949 + Penalty 2846.688236 = -698028.016712 nChanged 152 SP:Iteration 10Q (1945.948841 sec): 3 clusters Score: Raw -700940.792253 + Penalty 2846.688236 = -698094.104016 nChanged 124 SP:Iteration 11Q (1945.971370 sec): 3 clusters Score: Raw -700981.340499 + Penalty 2846.688236 = -698134.652263 nChanged 94 SP:Iteration 12Q (1945.993872 sec): 3 clusters Score: Raw -701016.686302 + Penalty 2846.688236 = -698169.998066 nChanged 90 SP:Iteration 13Q (1946.016493 sec): 3 clusters Score: Raw -701047.613009 + Penalty 2846.688236 = -698200.924773 nChanged 96 SP:Iteration 14Q (1946.038923 sec): 3 clusters Score: Raw -701078.906394 + Penalty 2846.688236 = -698232.218158 nChanged 76 SP:Iteration 15Q (1946.061198 sec): 3 clusters Score: Raw -701105.529207 + Penalty 2846.688236 = -698258.840970 nChanged 78 SP:Iteration 16Q (1946.083420 sec): 3 clusters Score: Raw -701131.502713 + Penalty 2846.688236 = -698284.814477 nChanged 69 SP:Iteration 17Q (1946.105900 sec): 3 clusters Score: Raw -701149.456619 + Penalty 2846.688236 = -698302.768383 nChanged 58 SP:Iteration 18Q (1946.128290 sec): 3 clusters Score: Raw -701167.615690 + Penalty 2846.688236 = -698320.927454 nChanged 63 SP:Iteration 19Q (1946.150651 sec): 3 clusters Score: Raw -701186.011590 + Penalty 2846.688236 = -698339.323353 nChanged 61 SP:Iteration 20F (1946.173392 sec): 3 clusters Score: Raw -701205.499408 + Penalty 2846.688236 = -698358.811172 nChanged 49 SP:Iteration 21Q (1946.195687 sec): 3 clusters Score: Raw -701222.861398 + Penalty 2846.688236 = -698376.173162 nChanged 60 SP:Iteration 22Q (1946.217914 sec): 3 clusters Score: Raw -701246.232309 + Penalty 2846.688236 = -698399.544072 nChanged 67 SP:Iteration 23Q (1946.240003 sec): 3 clusters Score: Raw -701272.142773 + Penalty 2846.688236 = -698425.454536 nChanged 63 SP:Iteration 24Q (1946.262150 sec): 3 clusters Score: Raw -701299.003075 + Penalty 2846.688236 = -698452.314838 nChanged 71 SP:Iteration 25Q (1946.284247 sec): 3 clusters Score: Raw -701328.511799 + Penalty 2846.688236 = -698481.823563 nChanged 69 SP:Iteration 26Q (1946.306256 sec): 3 clusters Score: Raw -701355.673307 + Penalty 2846.688236 = -698508.985071 nChanged 75 SP:Iteration 27Q (1946.328386 sec): 3 clusters Score: Raw -701387.152709 + Penalty 2846.688236 = -698540.464472 nChanged 73 SP:Iteration 28Q (1946.350675 sec): 3 clusters Score: Raw -701418.353845 + Penalty 2846.688236 = -698571.665609 nChanged 66 SP:Iteration 29Q (1946.372725 sec): 3 clusters Score: Raw -701446.920941 + Penalty 2846.688236 = -698600.232704 nChanged 76 SP:Iteration 30Q (1946.394831 sec): 3 clusters Score: Raw -701488.635591 + Penalty 2846.688236 = -698641.947354 nChanged 79 SP:Iteration 31Q (1946.416810 sec): 3 clusters Score: Raw -701529.166957 + Penalty 2846.688236 = -698682.478721 nChanged 87 SP:Iteration 32Q (1946.438599 sec): 3 clusters Score: Raw -701581.999603 + Penalty 2846.688236 = -698735.311367 nChanged 99 SP:Iteration 33Q (1946.460333 sec): 3 clusters Score: Raw -701649.132879 + Penalty 2846.688236 = -698802.444642 nChanged 98 SP:Iteration 34Q (1946.482224 sec): 3 clusters Score: Raw -701720.799326 + Penalty 2846.688236 = -698874.111090 nChanged 101 SP:Iteration 35Q (1946.503857 sec): 3 clusters Score: Raw -701789.591868 + Penalty 2846.688236 = -698942.903631 nChanged 91 SP:Iteration 36Q (1946.525390 sec): 3 clusters Score: Raw -701849.130325 + Penalty 2846.688236 = -699002.442089 nChanged 80 SP:Iteration 37Q (1946.546860 sec): 3 clusters Score: Raw -701898.717577 + Penalty 2846.688236 = -699052.029341 nChanged 62 SP:Iteration 38Q (1946.568226 sec): 3 clusters Score: Raw -701937.934489 + Penalty 2846.688236 = -699091.246253 nChanged 57 SP:Iteration 39Q (1946.589438 sec): 3 clusters Score: Raw -701974.355405 + Penalty 2846.688236 = -699127.667169 nChanged 42 SP:Iteration 40F (1946.612181 sec): 3 clusters Score: Raw -702018.971404 + Penalty 2846.688236 = -699172.283167 nChanged 50 SP:Iteration 41Q (1946.633593 sec): 3 clusters Score: Raw -702053.061171 + Penalty 2846.688236 = -699206.372935 nChanged 40 SP:Iteration 42Q (1946.654870 sec): 3 clusters Score: Raw -702078.705985 + Penalty 2846.688236 = -699232.017749 nChanged 35 SP:Iteration 43Q (1946.675999 sec): 3 clusters Score: Raw -702101.999994 + Penalty 2846.688236 = -699255.311758 nChanged 35 SP:Iteration 44Q (1946.697230 sec): 3 clusters Score: Raw -702125.547818 + Penalty 2846.688236 = -699278.859582 nChanged 29 SP:Iteration 45Q (1946.718148 sec): 3 clusters Score: Raw -702141.047179 + Penalty 2846.688236 = -699294.358943 nChanged 22 SP:Iteration 46Q (1946.739197 sec): 3 clusters Score: Raw -702153.874224 + Penalty 2846.688236 = -699307.185988 nChanged 26 SP:Iteration 47Q (1946.760527 sec): 3 clusters Score: Raw -702169.749335 + Penalty 2846.688236 = -699323.061099 nChanged 16 SP:Iteration 48Q (1946.781504 sec): 3 clusters Score: Raw -702182.934573 + Penalty 2846.688236 = -699336.246336 nChanged 20 SP:Iteration 49Q (1946.802748 sec): 3 clusters Score: Raw -702197.696675 + Penalty 2846.688236 = -699351.008438 nChanged 12 SP:Iteration 50Q (1946.823860 sec): 3 clusters Score: Raw -702202.523188 + Penalty 2846.688236 = -699355.834952 nChanged 4 SP:Iteration 51Q (1946.844948 sec): 3 clusters Score: Raw -702206.030253 + Penalty 2846.688236 = -699359.342017 nChanged 5 SP:Iteration 52Q (1946.865981 sec): 3 clusters Score: Raw -702208.250808 + Penalty 2846.688236 = -699361.562572 nChanged 4 SP:Iteration 53Q (1946.886960 sec): 3 clusters Score: Raw -702211.410718 + Penalty 2846.688236 = -699364.722482 nChanged 4 SP:Iteration 54Q (1946.908241 sec): 3 clusters Score: Raw -702212.853974 + Penalty 2846.688236 = -699366.165737 nChanged 2 SP:Iteration 55Q (1946.929279 sec): 3 clusters Score: Raw -702213.527588 + Penalty 2846.688236 = -699366.839352 nChanged 1 SP:Iteration 56Q (1946.950105 sec): 3 clusters Score: Raw -702214.122906 + Penalty 2846.688236 = -699367.434669 nChanged 1 SP:Iteration 57Q (1946.971422 sec): 3 clusters Score: Raw -702214.406830 + Penalty 2846.688236 = -699367.718594 nChanged 0 SP:Iteration 58F (1946.994148 sec): 3 clusters Score: Raw -702214.884377 + Penalty 2846.688236 = -699368.196140 nChanged 1 SP:Iteration 59Q (1947.015014 sec): 3 clusters Score: Raw -702215.380929 + Penalty 2846.688236 = -699368.692693 nChanged 2 SP:Iteration 60F (1947.037663 sec): 3 clusters Score: Raw -702216.443604 + Penalty 2846.688236 = -699369.755368 nChanged 4 SP:Iteration 61Q (1947.058590 sec): 3 clusters Score: Raw -702217.683122 + Penalty 2846.688236 = -699370.994886 nChanged 2 SP:Iteration 62Q (1947.079811 sec): 3 clusters Score: Raw -702218.360964 + Penalty 2846.688236 = -699371.672728 nChanged 2 SP:Iteration 63Q (1947.100974 sec): 3 clusters Score: Raw -702219.304366 + Penalty 2846.688236 = -699372.616129 nChanged 5 SP:Iteration 64Q (1947.122153 sec): 3 clusters Score: Raw -702221.652015 + Penalty 2846.688236 = -699374.963779 nChanged 5 SP:Iteration 65Q (1947.143039 sec): 3 clusters Score: Raw -702224.203806 + Penalty 2846.688236 = -699377.515570 nChanged 7 SP:Iteration 66Q (1947.164196 sec): 3 clusters Score: Raw -702226.783438 + Penalty 2846.688236 = -699380.095202 nChanged 5 SP:Iteration 67Q (1947.185117 sec): 3 clusters Score: Raw -702228.951998 + Penalty 2846.688236 = -699382.263762 nChanged 6 SP:Iteration 68Q (1947.206067 sec): 3 clusters Score: Raw -702232.131495 + Penalty 2846.688236 = -699385.443258 nChanged 6 SP:Iteration 69Q (1947.226999 sec): 3 clusters Score: Raw -702234.019267 + Penalty 2846.688236 = -699387.331031 nChanged 5 SP:Iteration 70Q (1947.248009 sec): 3 clusters Score: Raw -702235.475391 + Penalty 2846.688236 = -699388.787154 nChanged 5 SP:Iteration 71Q (1947.269103 sec): 3 clusters Score: Raw -702237.541115 + Penalty 2846.688236 = -699390.852878 nChanged 4 SP:Iteration 72Q (1947.289984 sec): 3 clusters Score: Raw -702239.136980 + Penalty 2846.688236 = -699392.448743 nChanged 5 SP:Iteration 73Q (1947.311168 sec): 3 clusters Score: Raw -702240.096474 + Penalty 2846.688236 = -699393.408238 nChanged 1 SP:Iteration 74Q (1947.332206 sec): 3 clusters Score: Raw -702240.321548 + Penalty 2846.688236 = -699393.633312 nChanged 1 SP:Iteration 75Q (1947.353071 sec): 3 clusters Score: Raw -702240.716850 + Penalty 2846.688236 = -699394.028613 nChanged 0 SP:Iteration 76F (1947.375919 sec): 3 clusters Score: Raw -702240.716850 + Penalty 2846.688236 = -699394.028613 nChanged 0 Trying to split cluster 31 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1947.390502 sec): 2 clusters Score: Raw -127875.077748 + Penalty 1132.743638 = -126742.334111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1947.396765 sec): 3 clusters Score: Raw -127547.824872 + Penalty 2265.487275 = -125282.337597 nChanged 306 SP:Iteration 1F (1947.402658 sec): 3 clusters Score: Raw -127871.088302 + Penalty 2265.487275 = -125605.601027 nChanged 93 SP:Iteration 2F (1947.408494 sec): 3 clusters Score: Raw -127966.207650 + Penalty 2265.487275 = -125700.720375 nChanged 44 SP:Iteration 3Q (1947.414286 sec): 3 clusters Score: Raw -128016.700314 + Penalty 2265.487275 = -125751.213039 nChanged 30 SP:Iteration 4Q (1947.420054 sec): 3 clusters Score: Raw -128046.803435 + Penalty 2265.487275 = -125781.316160 nChanged 11 SP:Iteration 5Q (1947.454696 sec): 3 clusters Score: Raw -128057.703961 + Penalty 2265.487275 = -125792.216685 nChanged 13 SP:Iteration 6Q (1947.460639 sec): 3 clusters Score: Raw -128069.546930 + Penalty 2265.487275 = -125804.059655 nChanged 7 SP:Iteration 7Q (1947.466438 sec): 3 clusters Score: Raw -128073.943740 + Penalty 2265.487275 = -125808.456465 nChanged 7 SP:Iteration 8Q (1947.472208 sec): 3 clusters Score: Raw -128082.778279 + Penalty 2265.487275 = -125817.291004 nChanged 6 SP:Iteration 9Q (1947.477984 sec): 3 clusters Score: Raw -128089.552862 + Penalty 2265.487275 = -125824.065586 nChanged 5 SP:Iteration 10Q (1947.483734 sec): 3 clusters Score: Raw -128093.776154 + Penalty 2265.487275 = -125828.288878 nChanged 2 SP:Iteration 11Q (1947.489562 sec): 3 clusters Score: Raw -128094.659648 + Penalty 2265.487275 = -125829.172373 nChanged 0 SP:Iteration 12F (1947.495372 sec): 3 clusters Score: Raw -128094.659648 + Penalty 2265.487275 = -125829.172373 nChanged 0 Trying to split cluster 32 (7162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1947.517554 sec): 2 clusters Score: Raw -786417.069835 + Penalty 1442.438489 = -784974.631346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1947.542252 sec): 3 clusters Score: Raw -782504.108259 + Penalty 2884.876979 = -779619.231280 nChanged 3068 SP:Iteration 1F (1947.566099 sec): 3 clusters Score: Raw -784187.154806 + Penalty 2884.876979 = -781302.277827 nChanged 480 SP:Iteration 2F (1947.590050 sec): 3 clusters Score: Raw -784454.003398 + Penalty 2884.876979 = -781569.126420 nChanged 395 SP:Iteration 3F (1947.613867 sec): 3 clusters Score: Raw -784695.553430 + Penalty 2884.876979 = -781810.676451 nChanged 386 SP:Iteration 4F (1947.637735 sec): 3 clusters Score: Raw -784984.295418 + Penalty 2884.876979 = -782099.418439 nChanged 365 SP:Iteration 5F (1947.663904 sec): 3 clusters Score: Raw -785289.093472 + Penalty 2884.876979 = -782404.216493 nChanged 376 SP:Iteration 6F (1947.687820 sec): 3 clusters Score: Raw -785607.741001 + Penalty 2884.876979 = -782722.864022 nChanged 369 SP:Iteration 7F (1947.711658 sec): 3 clusters Score: Raw -785900.714629 + Penalty 2884.876979 = -783015.837651 nChanged 363 SP:Iteration 8F (1947.735656 sec): 3 clusters Score: Raw -786165.077871 + Penalty 2884.876979 = -783280.200892 nChanged 318 SP:Iteration 9Q (1947.759276 sec): 3 clusters Score: Raw -786390.514643 + Penalty 2884.876979 = -783505.637664 nChanged 309 SP:Iteration 10Q (1947.782573 sec): 3 clusters Score: Raw -786578.954838 + Penalty 2884.876979 = -783694.077859 nChanged 241 SP:Iteration 11Q (1947.805859 sec): 3 clusters Score: Raw -786716.004168 + Penalty 2884.876979 = -783831.127189 nChanged 186 SP:Iteration 12Q (1947.829168 sec): 3 clusters Score: Raw -786796.377562 + Penalty 2884.876979 = -783911.500583 nChanged 155 SP:Iteration 13Q (1947.852333 sec): 3 clusters Score: Raw -786860.753677 + Penalty 2884.876979 = -783975.876698 nChanged 112 SP:Iteration 14Q (1947.875602 sec): 3 clusters Score: Raw -786892.476869 + Penalty 2884.876979 = -784007.599890 nChanged 85 SP:Iteration 15Q (1947.898750 sec): 3 clusters Score: Raw -786915.884959 + Penalty 2884.876979 = -784031.007980 nChanged 69 SP:Iteration 16Q (1947.922023 sec): 3 clusters Score: Raw -786935.820282 + Penalty 2884.876979 = -784050.943303 nChanged 57 SP:Iteration 17Q (1947.945172 sec): 3 clusters Score: Raw -786951.196689 + Penalty 2884.876979 = -784066.319710 nChanged 50 SP:Iteration 18Q (1947.968289 sec): 3 clusters Score: Raw -786965.831384 + Penalty 2884.876979 = -784080.954405 nChanged 44 SP:Iteration 19Q (1947.991037 sec): 3 clusters Score: Raw -786976.481209 + Penalty 2884.876979 = -784091.604230 nChanged 27 SP:Iteration 20F (1948.015053 sec): 3 clusters Score: Raw -786981.186839 + Penalty 2884.876979 = -784096.309860 nChanged 22 SP:Iteration 21Q (1948.038289 sec): 3 clusters Score: Raw -786985.446379 + Penalty 2884.876979 = -784100.569400 nChanged 18 SP:Iteration 22Q (1948.061376 sec): 3 clusters Score: Raw -786988.144180 + Penalty 2884.876979 = -784103.267201 nChanged 16 SP:Iteration 23Q (1948.084655 sec): 3 clusters Score: Raw -786990.300240 + Penalty 2884.876979 = -784105.423261 nChanged 12 SP:Iteration 24Q (1948.107905 sec): 3 clusters Score: Raw -786992.571766 + Penalty 2884.876979 = -784107.694787 nChanged 6 SP:Iteration 25Q (1948.131031 sec): 3 clusters Score: Raw -786993.753694 + Penalty 2884.876979 = -784108.876715 nChanged 5 SP:Iteration 26Q (1948.154213 sec): 3 clusters Score: Raw -786994.490416 + Penalty 2884.876979 = -784109.613437 nChanged 2 SP:Iteration 27Q (1948.180033 sec): 3 clusters Score: Raw -786995.011260 + Penalty 2884.876979 = -784110.134281 nChanged 6 SP:Iteration 28Q (1948.203119 sec): 3 clusters Score: Raw -786996.074512 + Penalty 2884.876979 = -784111.197533 nChanged 10 SP:Iteration 29Q (1948.226300 sec): 3 clusters Score: Raw -786997.555942 + Penalty 2884.876979 = -784112.678963 nChanged 8 SP:Iteration 30Q (1948.249426 sec): 3 clusters Score: Raw -786998.586371 + Penalty 2884.876979 = -784113.709392 nChanged 4 SP:Iteration 31Q (1948.272594 sec): 3 clusters Score: Raw -786999.215956 + Penalty 2884.876979 = -784114.338977 nChanged 4 SP:Iteration 32Q (1948.295727 sec): 3 clusters Score: Raw -786999.730697 + Penalty 2884.876979 = -784114.853719 nChanged 4 SP:Iteration 33Q (1948.318799 sec): 3 clusters Score: Raw -787000.246329 + Penalty 2884.876979 = -784115.369350 nChanged 6 SP:Iteration 34Q (1948.342154 sec): 3 clusters Score: Raw -787001.045402 + Penalty 2884.876979 = -784116.168423 nChanged 5 SP:Iteration 35Q (1948.365522 sec): 3 clusters Score: Raw -787002.623903 + Penalty 2884.876979 = -784117.746925 nChanged 10 SP:Iteration 36Q (1948.388854 sec): 3 clusters Score: Raw -787003.967987 + Penalty 2884.876979 = -784119.091008 nChanged 11 SP:Iteration 37Q (1948.412031 sec): 3 clusters Score: Raw -787005.490081 + Penalty 2884.876979 = -784120.613102 nChanged 3 SP:Iteration 38Q (1948.435275 sec): 3 clusters Score: Raw -787005.921492 + Penalty 2884.876979 = -784121.044513 nChanged 2 SP:Iteration 39Q (1948.458647 sec): 3 clusters Score: Raw -787006.100043 + Penalty 2884.876979 = -784121.223064 nChanged 1 SP:Iteration 40F (1948.482570 sec): 3 clusters Score: Raw -787006.168679 + Penalty 2884.876979 = -784121.291700 nChanged 1 SP:Iteration 41Q (1948.505635 sec): 3 clusters Score: Raw -787006.422007 + Penalty 2884.876979 = -784121.545028 nChanged 2 SP:Iteration 42Q (1948.528601 sec): 3 clusters Score: Raw -787006.574869 + Penalty 2884.876979 = -784121.697890 nChanged 0 SP:Iteration 43F (1948.552378 sec): 3 clusters Score: Raw -787006.574869 + Penalty 2884.876979 = -784121.697890 nChanged 0 Trying to split cluster 33 (4888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1948.570728 sec): 2 clusters Score: Raw -547626.745536 + Penalty 1380.362506 = -546246.383029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1948.592126 sec): 3 clusters Score: Raw -545117.883469 + Penalty 2760.725013 = -542357.158456 nChanged 1970 SP:Iteration 1F (1948.613216 sec): 3 clusters Score: Raw -546254.950633 + Penalty 2760.725013 = -543494.225620 nChanged 356 SP:Iteration 2F (1948.634124 sec): 3 clusters Score: Raw -546485.178710 + Penalty 2760.725013 = -543724.453698 nChanged 288 SP:Iteration 3F (1948.655306 sec): 3 clusters Score: Raw -546645.957603 + Penalty 2760.725013 = -543885.232590 nChanged 230 SP:Iteration 4Q (1948.676330 sec): 3 clusters Score: Raw -546786.308131 + Penalty 2760.725013 = -544025.583118 nChanged 248 SP:Iteration 5F (1948.697494 sec): 3 clusters Score: Raw -546953.400854 + Penalty 2760.725013 = -544192.675841 nChanged 256 SP:Iteration 6F (1948.718371 sec): 3 clusters Score: Raw -547126.426385 + Penalty 2760.725013 = -544365.701372 nChanged 223 SP:Iteration 7Q (1948.739447 sec): 3 clusters Score: Raw -547275.274062 + Penalty 2760.725013 = -544514.549049 nChanged 177 SP:Iteration 8Q (1948.760286 sec): 3 clusters Score: Raw -547386.765686 + Penalty 2760.725013 = -544626.040673 nChanged 130 SP:Iteration 9Q (1948.781217 sec): 3 clusters Score: Raw -547468.688171 + Penalty 2760.725013 = -544707.963158 nChanged 122 SP:Iteration 10Q (1948.802292 sec): 3 clusters Score: Raw -547555.936375 + Penalty 2760.725013 = -544795.211362 nChanged 106 SP:Iteration 11Q (1948.823243 sec): 3 clusters Score: Raw -547633.536924 + Penalty 2760.725013 = -544872.811911 nChanged 98 SP:Iteration 12Q (1948.844087 sec): 3 clusters Score: Raw -547708.780346 + Penalty 2760.725013 = -544948.055333 nChanged 89 SP:Iteration 13Q (1948.864878 sec): 3 clusters Score: Raw -547775.457036 + Penalty 2760.725013 = -545014.732023 nChanged 86 SP:Iteration 14Q (1948.885367 sec): 3 clusters Score: Raw -547846.108846 + Penalty 2760.725013 = -545085.383833 nChanged 77 SP:Iteration 15Q (1948.906023 sec): 3 clusters Score: Raw -547903.109334 + Penalty 2760.725013 = -545142.384321 nChanged 51 SP:Iteration 16Q (1948.926352 sec): 3 clusters Score: Raw -547940.383820 + Penalty 2760.725013 = -545179.658808 nChanged 34 SP:Iteration 17Q (1948.946421 sec): 3 clusters Score: Raw -547969.287134 + Penalty 2760.725013 = -545208.562121 nChanged 32 SP:Iteration 18Q (1948.966100 sec): 3 clusters Score: Raw -547997.359483 + Penalty 2760.725013 = -545236.634470 nChanged 26 SP:Iteration 19Q (1948.985885 sec): 3 clusters Score: Raw -548011.285781 + Penalty 2760.725013 = -545250.560768 nChanged 17 SP:Iteration 20F (1949.006912 sec): 3 clusters Score: Raw -548022.302854 + Penalty 2760.725013 = -545261.577841 nChanged 17 SP:Iteration 21Q (1949.026554 sec): 3 clusters Score: Raw -548030.773526 + Penalty 2760.725013 = -545270.048513 nChanged 12 SP:Iteration 22Q (1949.046123 sec): 3 clusters Score: Raw -548037.393443 + Penalty 2760.725013 = -545276.668430 nChanged 6 SP:Iteration 23Q (1949.065683 sec): 3 clusters Score: Raw -548040.041731 + Penalty 2760.725013 = -545279.316718 nChanged 7 SP:Iteration 24Q (1949.085370 sec): 3 clusters Score: Raw -548043.371383 + Penalty 2760.725013 = -545282.646370 nChanged 7 SP:Iteration 25Q (1949.105089 sec): 3 clusters Score: Raw -548046.424701 + Penalty 2760.725013 = -545285.699688 nChanged 2 SP:Iteration 26Q (1949.124507 sec): 3 clusters Score: Raw -548047.058033 + Penalty 2760.725013 = -545286.333020 nChanged 2 SP:Iteration 27Q (1949.144088 sec): 3 clusters Score: Raw -548047.779075 + Penalty 2760.725013 = -545287.054062 nChanged 0 SP:Iteration 28F (1949.165144 sec): 3 clusters Score: Raw -548047.779075 + Penalty 2760.725013 = -545287.054062 nChanged 0 Iteration 179Q (1955.929724 sec): 34 clusters Score: Raw -82229744.744772 + Penalty 72524.451229 = -82157220.293543 nChanged 82 Iteration 180F (1970.239380 sec): 34 clusters Score: Raw -82229748.096369 + Penalty 72524.451229 = -82157223.645141 nChanged 87 Iteration 181Q (1977.066972 sec): 34 clusters Score: Raw -82229751.847256 + Penalty 72524.451229 = -82157227.396027 nChanged 91 Iteration 182Q (1983.879334 sec): 34 clusters Score: Raw -82229757.152489 + Penalty 72524.451229 = -82157232.701260 nChanged 89 Iteration 183Q (1990.676378 sec): 34 clusters Score: Raw -82229761.394374 + Penalty 72524.451229 = -82157236.943145 nChanged 61 Iteration 184Q (1997.585172 sec): 34 clusters Score: Raw -82229763.988363 + Penalty 72524.451229 = -82157239.537135 nChanged 68 Iteration 185Q (2004.346666 sec): 34 clusters Score: Raw -82229767.006098 + Penalty 72524.451229 = -82157242.554869 nChanged 85 Iteration 186Q (2011.135531 sec): 34 clusters Score: Raw -82229770.035340 + Penalty 72524.451229 = -82157245.584111 nChanged 59 Iteration 187Q (2017.884976 sec): 34 clusters Score: Raw -82229771.995501 + Penalty 72524.451229 = -82157247.544273 nChanged 55 Iteration 188Q (2024.716692 sec): 34 clusters Score: Raw -82229774.118820 + Penalty 72524.451229 = -82157249.667592 nChanged 58 Iteration 189Q (2031.522391 sec): 34 clusters Score: Raw -82229776.070607 + Penalty 72524.451229 = -82157251.619379 nChanged 45 Iteration 190Q (2038.267447 sec): 34 clusters Score: Raw -82229777.678527 + Penalty 72524.451229 = -82157253.227299 nChanged 49 Iteration 191Q (2045.016282 sec): 34 clusters Score: Raw -82229779.341726 + Penalty 72524.451229 = -82157254.890497 nChanged 37 Iteration 192Q (2051.926922 sec): 34 clusters Score: Raw -82229780.494461 + Penalty 72524.451229 = -82157256.043233 nChanged 30 Iteration 193Q (2058.657578 sec): 34 clusters Score: Raw -82229781.528588 + Penalty 72524.451229 = -82157257.077359 nChanged 30 Iteration 194Q (2065.399424 sec): 34 clusters Score: Raw -82229782.291481 + Penalty 72524.451229 = -82157257.840252 nChanged 23 Iteration 195Q (2072.139320 sec): 34 clusters Score: Raw -82229782.755765 + Penalty 72524.451229 = -82157258.304536 nChanged 12 Iteration 196Q (2078.904302 sec): 34 clusters Score: Raw -82229783.208999 + Penalty 72524.451229 = -82157258.757770 nChanged 14 Iteration 197Q (2085.643182 sec): 34 clusters Score: Raw -82229783.729082 + Penalty 72524.451229 = -82157259.277853 nChanged 14 Iteration 198Q (2092.383881 sec): 34 clusters Score: Raw -82229784.194582 + Penalty 72524.451229 = -82157259.743353 nChanged 13 Iteration 199Q (2099.135870 sec): 34 clusters Score: Raw -82229784.575267 + Penalty 72524.451229 = -82157260.124039 nChanged 6 Iteration 200F (2113.449022 sec): 34 clusters Score: Raw -82229784.736848 + Penalty 72524.451229 = -82157260.285619 nChanged 5 Iteration 201Q (2120.220286 sec): 34 clusters Score: Raw -82229784.909080 + Penalty 72524.451229 = -82157260.457851 nChanged 6 Iteration 202Q (2126.990854 sec): 34 clusters Score: Raw -82229785.044977 + Penalty 72524.451229 = -82157260.593748 nChanged 9 Iteration 203Q (2133.729836 sec): 34 clusters Score: Raw -82229785.198784 + Penalty 72524.451229 = -82157260.747555 nChanged 10 Iteration 204Q (2140.482118 sec): 34 clusters Score: Raw -82229785.405694 + Penalty 72524.451229 = -82157260.954466 nChanged 14 Iteration 205Q (2147.285760 sec): 34 clusters Score: Raw -82229785.668922 + Penalty 72524.451229 = -82157261.217693 nChanged 13 Iteration 206Q (2154.032518 sec): 34 clusters Score: Raw -82229785.869841 + Penalty 72524.451229 = -82157261.418612 nChanged 16 Iteration 207Q (2160.791431 sec): 34 clusters Score: Raw -82229786.152704 + Penalty 72524.451229 = -82157261.701475 nChanged 10 Iteration 208Q (2167.541078 sec): 34 clusters Score: Raw -82229786.249398 + Penalty 72524.451229 = -82157261.798170 nChanged 11 Iteration 209Q (2174.283766 sec): 34 clusters Score: Raw -82229786.425917 + Penalty 72524.451229 = -82157261.974689 nChanged 7 Iteration 210Q (2181.204373 sec): 34 clusters Score: Raw -82229786.511215 + Penalty 72524.451229 = -82157262.059987 nChanged 9 Iteration 211Q (2187.962407 sec): 34 clusters Score: Raw -82229786.623031 + Penalty 72524.451229 = -82157262.171802 nChanged 7 Iteration 212Q (2194.863297 sec): 34 clusters Score: Raw -82229786.672667 + Penalty 72524.451229 = -82157262.221439 nChanged 2 Iteration 213Q (2201.673466 sec): 34 clusters Score: Raw -82229786.681177 + Penalty 72524.451229 = -82157262.229948 nChanged 3 Iteration 214Q (2208.537356 sec): 34 clusters Score: Raw -82229786.702059 + Penalty 72524.451229 = -82157262.250830 nChanged 3 Iteration 215Q (2215.281150 sec): 34 clusters Score: Raw -82229786.719919 + Penalty 72524.451229 = -82157262.268690 nChanged 2 Iteration 216Q (2222.091552 sec): 34 clusters Score: Raw -82229786.739588 + Penalty 72524.451229 = -82157262.288359 nChanged 2 Iteration 217Q (2228.970571 sec): 34 clusters Score: Raw -82229786.763795 + Penalty 72524.451229 = -82157262.312567 nChanged 1 Iteration 218Q (2235.708364 sec): 34 clusters Score: Raw -82229786.768881 + Penalty 72524.451229 = -82157262.317653 nChanged 1 Writing temp clu file Because OldScore, -82157262.312567, is greater than current (better) Score,-82157262.317653 Compute initial score before splitting: Score: Raw -82229786.768881 + Penalty 72524.451229 = -82157262.317653 Trying to split cluster 1 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.855084 sec): 2 clusters Score: Raw -319917.311123 + Penalty 1306.729598 = -318610.581525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.871166 sec): 3 clusters Score: Raw -318453.760915 + Penalty 2613.459196 = -315840.301719 nChanged 1215 SP:Iteration 1F (2235.886362 sec): 3 clusters Score: Raw -319294.904467 + Penalty 2613.459196 = -316681.445272 nChanged 301 SP:Iteration 2F (2235.901916 sec): 3 clusters Score: Raw -319588.559650 + Penalty 2613.459196 = -316975.100454 nChanged 244 SP:Iteration 3F (2235.917189 sec): 3 clusters Score: Raw -319828.449063 + Penalty 2613.459196 = -317214.989868 nChanged 192 SP:Iteration 4F (2235.932483 sec): 3 clusters Score: Raw -319997.078890 + Penalty 2613.459196 = -317383.619694 nChanged 151 SP:Iteration 5Q (2235.947635 sec): 3 clusters Score: Raw -320122.027476 + Penalty 2613.459196 = -317508.568281 nChanged 118 SP:Iteration 6Q (2235.962717 sec): 3 clusters Score: Raw -320210.458759 + Penalty 2613.459196 = -317596.999564 nChanged 100 SP:Iteration 7Q (2235.977952 sec): 3 clusters Score: Raw -320285.532755 + Penalty 2613.459196 = -317672.073559 nChanged 73 SP:Iteration 8Q (2235.993234 sec): 3 clusters Score: Raw -320337.813123 + Penalty 2613.459196 = -317724.353928 nChanged 54 SP:Iteration 9Q (2236.008473 sec): 3 clusters Score: Raw -320373.929795 + Penalty 2613.459196 = -317760.470600 nChanged 47 SP:Iteration 10Q (2236.023724 sec): 3 clusters Score: Raw -320394.036519 + Penalty 2613.459196 = -317780.577324 nChanged 23 SP:Iteration 11Q (2236.038786 sec): 3 clusters Score: Raw -320407.076031 + Penalty 2613.459196 = -317793.616835 nChanged 23 SP:Iteration 12Q (2236.053934 sec): 3 clusters Score: Raw -320419.565464 + Penalty 2613.459196 = -317806.106269 nChanged 16 SP:Iteration 13Q (2236.068993 sec): 3 clusters Score: Raw -320428.484726 + Penalty 2613.459196 = -317815.025530 nChanged 16 SP:Iteration 14Q (2236.084253 sec): 3 clusters Score: Raw -320437.789442 + Penalty 2613.459196 = -317824.330246 nChanged 19 SP:Iteration 15Q (2236.099303 sec): 3 clusters Score: Raw -320448.294397 + Penalty 2613.459196 = -317834.835202 nChanged 16 SP:Iteration 16Q (2236.114550 sec): 3 clusters Score: Raw -320459.446892 + Penalty 2613.459196 = -317845.987696 nChanged 12 SP:Iteration 17Q (2236.129720 sec): 3 clusters Score: Raw -320467.018428 + Penalty 2613.459196 = -317853.559233 nChanged 11 SP:Iteration 18Q (2236.144913 sec): 3 clusters Score: Raw -320472.638802 + Penalty 2613.459196 = -317859.179607 nChanged 11 SP:Iteration 19Q (2236.159895 sec): 3 clusters Score: Raw -320477.727811 + Penalty 2613.459196 = -317864.268616 nChanged 7 SP:Iteration 20F (2236.175185 sec): 3 clusters Score: Raw -320480.362608 + Penalty 2613.459196 = -317866.903412 nChanged 5 SP:Iteration 21Q (2236.190409 sec): 3 clusters Score: Raw -320482.739005 + Penalty 2613.459196 = -317869.279809 nChanged 5 SP:Iteration 22Q (2236.205632 sec): 3 clusters Score: Raw -320486.037138 + Penalty 2613.459196 = -317872.577943 nChanged 2 SP:Iteration 23Q (2236.220790 sec): 3 clusters Score: Raw -320486.739646 + Penalty 2613.459196 = -317873.280450 nChanged 0 SP:Iteration 24F (2236.236049 sec): 3 clusters Score: Raw -320486.739646 + Penalty 2613.459196 = -317873.280450 nChanged 0 Trying to split cluster 2 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2236.251398 sec): 2 clusters Score: Raw -187081.261066 + Penalty 1193.516846 = -185887.744219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2236.259937 sec): 3 clusters Score: Raw -186461.689777 + Penalty 2387.033693 = -184074.656085 nChanged 555 SP:Iteration 1F (2236.268004 sec): 3 clusters Score: Raw -186863.472556 + Penalty 2387.033693 = -184476.438864 nChanged 126 SP:Iteration 2F (2236.276014 sec): 3 clusters Score: Raw -186986.439279 + Penalty 2387.033693 = -184599.405587 nChanged 97 SP:Iteration 3F (2236.284033 sec): 3 clusters Score: Raw -187073.949858 + Penalty 2387.033693 = -184686.916165 nChanged 68 SP:Iteration 4Q (2236.292059 sec): 3 clusters Score: Raw -187135.216533 + Penalty 2387.033693 = -184748.182841 nChanged 64 SP:Iteration 5Q (2236.300105 sec): 3 clusters Score: Raw -187193.623758 + Penalty 2387.033693 = -184806.590065 nChanged 48 SP:Iteration 6Q (2236.308060 sec): 3 clusters Score: Raw -187239.364705 + Penalty 2387.033693 = -184852.331013 nChanged 55 SP:Iteration 7Q (2236.315995 sec): 3 clusters Score: Raw -187301.547862 + Penalty 2387.033693 = -184914.514170 nChanged 46 SP:Iteration 8Q (2236.323972 sec): 3 clusters Score: Raw -187364.899203 + Penalty 2387.033693 = -184977.865510 nChanged 35 SP:Iteration 9Q (2236.331962 sec): 3 clusters Score: Raw -187415.823004 + Penalty 2387.033693 = -185028.789311 nChanged 37 SP:Iteration 10Q (2236.339899 sec): 3 clusters Score: Raw -187452.847683 + Penalty 2387.033693 = -185065.813991 nChanged 30 SP:Iteration 11Q (2236.347822 sec): 3 clusters Score: Raw -187478.026918 + Penalty 2387.033693 = -185090.993226 nChanged 22 SP:Iteration 12Q (2236.355748 sec): 3 clusters Score: Raw -187499.235899 + Penalty 2387.033693 = -185112.202206 nChanged 19 SP:Iteration 13Q (2236.363640 sec): 3 clusters Score: Raw -187519.094363 + Penalty 2387.033693 = -185132.060670 nChanged 10 SP:Iteration 14Q (2236.371497 sec): 3 clusters Score: Raw -187529.457423 + Penalty 2387.033693 = -185142.423730 nChanged 13 SP:Iteration 15Q (2236.379386 sec): 3 clusters Score: Raw -187540.380777 + Penalty 2387.033693 = -185153.347085 nChanged 8 SP:Iteration 16Q (2236.387233 sec): 3 clusters Score: Raw -187546.268991 + Penalty 2387.033693 = -185159.235298 nChanged 6 SP:Iteration 17Q (2236.395161 sec): 3 clusters Score: Raw -187550.000847 + Penalty 2387.033693 = -185162.967155 nChanged 5 SP:Iteration 18Q (2236.402968 sec): 3 clusters Score: Raw -187552.911173 + Penalty 2387.033693 = -185165.877481 nChanged 1 SP:Iteration 19Q (2236.410853 sec): 3 clusters Score: Raw -187553.433427 + Penalty 2387.033693 = -185166.399734 nChanged 1 SP:Iteration 20F (2236.418900 sec): 3 clusters Score: Raw -187555.591095 + Penalty 2387.033693 = -185168.557403 nChanged 2 SP:Iteration 21Q (2236.426751 sec): 3 clusters Score: Raw -187559.381685 + Penalty 2387.033693 = -185172.347993 nChanged 3 SP:Iteration 22Q (2236.434600 sec): 3 clusters Score: Raw -187561.517231 + Penalty 2387.033693 = -185174.483538 nChanged 7 SP:Iteration 23Q (2236.442501 sec): 3 clusters Score: Raw -187565.156638 + Penalty 2387.033693 = -185178.122946 nChanged 6 SP:Iteration 24Q (2236.450409 sec): 3 clusters Score: Raw -187569.666488 + Penalty 2387.033693 = -185182.632796 nChanged 3 SP:Iteration 25Q (2236.458320 sec): 3 clusters Score: Raw -187571.614608 + Penalty 2387.033693 = -185184.580915 nChanged 1 SP:Iteration 26Q (2236.466167 sec): 3 clusters Score: Raw -187571.826865 + Penalty 2387.033693 = -185184.793172 nChanged 0 SP:Iteration 27F (2236.474181 sec): 3 clusters Score: Raw -187571.826865 + Penalty 2387.033693 = -185184.793172 nChanged 0 Trying to split cluster 3 (10900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2236.500025 sec): 2 clusters Score: Raw -1210572.771427 + Penalty 1510.684186 = -1209062.087241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2236.530383 sec): 3 clusters Score: Raw -1204358.241333 + Penalty 3021.368372 = -1201336.872961 nChanged 4711 SP:Iteration 1F (2236.559629 sec): 3 clusters Score: Raw -1207223.313157 + Penalty 3021.368372 = -1204201.944785 nChanged 784 SP:Iteration 2F (2236.588861 sec): 3 clusters Score: Raw -1207730.750445 + Penalty 3021.368372 = -1204709.382073 nChanged 739 SP:Iteration 3F (2236.617960 sec): 3 clusters Score: Raw -1208222.638754 + Penalty 3021.368372 = -1205201.270382 nChanged 708 SP:Iteration 4F (2236.647134 sec): 3 clusters Score: Raw -1208679.475603 + Penalty 3021.368372 = -1205658.107231 nChanged 644 SP:Iteration 5F (2236.676333 sec): 3 clusters Score: Raw -1209077.941339 + Penalty 3021.368372 = -1206056.572967 nChanged 522 SP:Iteration 6Q (2236.705339 sec): 3 clusters Score: Raw -1209343.440934 + Penalty 3021.368372 = -1206322.072562 nChanged 410 SP:Iteration 7Q (2236.734499 sec): 3 clusters Score: Raw -1209514.972259 + Penalty 3021.368372 = -1206493.603886 nChanged 325 SP:Iteration 8Q (2236.763673 sec): 3 clusters Score: Raw -1209651.159705 + Penalty 3021.368372 = -1206629.791333 nChanged 292 SP:Iteration 9Q (2236.792549 sec): 3 clusters Score: Raw -1209752.741063 + Penalty 3021.368372 = -1206731.372691 nChanged 232 SP:Iteration 10Q (2236.821550 sec): 3 clusters Score: Raw -1209829.943524 + Penalty 3021.368372 = -1206808.575152 nChanged 205 SP:Iteration 11Q (2236.850508 sec): 3 clusters Score: Raw -1209890.290985 + Penalty 3021.368372 = -1206868.922613 nChanged 153 SP:Iteration 12Q (2236.879327 sec): 3 clusters Score: Raw -1209925.759652 + Penalty 3021.368372 = -1206904.391280 nChanged 114 SP:Iteration 13Q (2236.908315 sec): 3 clusters Score: Raw -1209950.760716 + Penalty 3021.368372 = -1206929.392343 nChanged 100 SP:Iteration 14Q (2236.936946 sec): 3 clusters Score: Raw -1209972.784195 + Penalty 3021.368372 = -1206951.415823 nChanged 94 SP:Iteration 15Q (2236.965513 sec): 3 clusters Score: Raw -1209990.021823 + Penalty 3021.368372 = -1206968.653451 nChanged 73 SP:Iteration 16Q (2236.994361 sec): 3 clusters Score: Raw -1210003.284208 + Penalty 3021.368372 = -1206981.915835 nChanged 77 SP:Iteration 17Q (2237.023066 sec): 3 clusters Score: Raw -1210019.980541 + Penalty 3021.368372 = -1206998.612169 nChanged 78 SP:Iteration 18Q (2237.051828 sec): 3 clusters Score: Raw -1210035.090450 + Penalty 3021.368372 = -1207013.722078 nChanged 68 SP:Iteration 19Q (2237.080598 sec): 3 clusters Score: Raw -1210050.119270 + Penalty 3021.368372 = -1207028.750898 nChanged 74 SP:Iteration 20F (2237.109638 sec): 3 clusters Score: Raw -1210066.820352 + Penalty 3021.368372 = -1207045.451980 nChanged 83 SP:Iteration 21Q (2237.138208 sec): 3 clusters Score: Raw -1210084.273228 + Penalty 3021.368372 = -1207062.904856 nChanged 68 SP:Iteration 22Q (2237.166758 sec): 3 clusters Score: Raw -1210100.509588 + Penalty 3021.368372 = -1207079.141216 nChanged 68 SP:Iteration 23Q (2237.195338 sec): 3 clusters Score: Raw -1210114.026116 + Penalty 3021.368372 = -1207092.657744 nChanged 56 SP:Iteration 24Q (2237.223970 sec): 3 clusters Score: Raw -1210126.403794 + Penalty 3021.368372 = -1207105.035422 nChanged 64 SP:Iteration 25Q (2237.252598 sec): 3 clusters Score: Raw -1210139.559551 + Penalty 3021.368372 = -1207118.191178 nChanged 60 SP:Iteration 26Q (2237.281092 sec): 3 clusters Score: Raw -1210152.858540 + Penalty 3021.368372 = -1207131.490168 nChanged 55 SP:Iteration 27Q (2237.311088 sec): 3 clusters Score: Raw -1210165.044576 + Penalty 3021.368372 = -1207143.676204 nChanged 61 SP:Iteration 28Q (2237.339574 sec): 3 clusters Score: Raw -1210178.537063 + Penalty 3021.368372 = -1207157.168691 nChanged 65 SP:Iteration 29Q (2237.367964 sec): 3 clusters Score: Raw -1210190.950834 + Penalty 3021.368372 = -1207169.582462 nChanged 53 SP:Iteration 30Q (2237.396474 sec): 3 clusters Score: Raw -1210198.949704 + Penalty 3021.368372 = -1207177.581332 nChanged 35 SP:Iteration 31Q (2237.425184 sec): 3 clusters Score: Raw -1210204.431839 + Penalty 3021.368372 = -1207183.063467 nChanged 40 SP:Iteration 32Q (2237.453542 sec): 3 clusters Score: Raw -1210210.799164 + Penalty 3021.368372 = -1207189.430792 nChanged 40 SP:Iteration 33Q (2237.481826 sec): 3 clusters Score: Raw -1210217.107481 + Penalty 3021.368372 = -1207195.739109 nChanged 37 SP:Iteration 34Q (2237.510419 sec): 3 clusters Score: Raw -1210222.811176 + Penalty 3021.368372 = -1207201.442804 nChanged 35 SP:Iteration 35Q (2237.538582 sec): 3 clusters Score: Raw -1210229.943129 + Penalty 3021.368372 = -1207208.574756 nChanged 43 SP:Iteration 36Q (2237.567031 sec): 3 clusters Score: Raw -1210239.933353 + Penalty 3021.368372 = -1207218.564981 nChanged 52 SP:Iteration 37Q (2237.595429 sec): 3 clusters Score: Raw -1210252.615284 + Penalty 3021.368372 = -1207231.246912 nChanged 55 SP:Iteration 38Q (2237.623733 sec): 3 clusters Score: Raw -1210265.316682 + Penalty 3021.368372 = -1207243.948310 nChanged 62 SP:Iteration 39Q (2237.651956 sec): 3 clusters Score: Raw -1210280.434777 + Penalty 3021.368372 = -1207259.066404 nChanged 65 SP:Iteration 40F (2237.681021 sec): 3 clusters Score: Raw -1210297.555796 + Penalty 3021.368372 = -1207276.187424 nChanged 80 SP:Iteration 41Q (2237.709182 sec): 3 clusters Score: Raw -1210317.962006 + Penalty 3021.368372 = -1207296.593634 nChanged 81 SP:Iteration 42Q (2237.737269 sec): 3 clusters Score: Raw -1210339.467028 + Penalty 3021.368372 = -1207318.098656 nChanged 92 SP:Iteration 43Q (2237.765347 sec): 3 clusters Score: Raw -1210368.218505 + Penalty 3021.368372 = -1207346.850133 nChanged 109 SP:Iteration 44Q (2237.793461 sec): 3 clusters Score: Raw -1210402.689210 + Penalty 3021.368372 = -1207381.320838 nChanged 122 SP:Iteration 45Q (2237.821449 sec): 3 clusters Score: Raw -1210440.474566 + Penalty 3021.368372 = -1207419.106194 nChanged 94 SP:Iteration 46Q (2237.849279 sec): 3 clusters Score: Raw -1210469.207691 + Penalty 3021.368372 = -1207447.839319 nChanged 95 SP:Iteration 47Q (2237.877205 sec): 3 clusters Score: Raw -1210495.082719 + Penalty 3021.368372 = -1207473.714347 nChanged 96 SP:Iteration 48Q (2237.905022 sec): 3 clusters Score: Raw -1210524.431236 + Penalty 3021.368372 = -1207503.062864 nChanged 99 SP:Iteration 49Q (2237.932750 sec): 3 clusters Score: Raw -1210555.410617 + Penalty 3021.368372 = -1207534.042245 nChanged 100 SP:Iteration 50Q (2237.960547 sec): 3 clusters Score: Raw -1210586.903236 + Penalty 3021.368372 = -1207565.534864 nChanged 80 SP:Iteration 51Q (2237.988290 sec): 3 clusters Score: Raw -1210609.862404 + Penalty 3021.368372 = -1207588.494032 nChanged 86 SP:Iteration 52Q (2238.016001 sec): 3 clusters Score: Raw -1210636.554899 + Penalty 3021.368372 = -1207615.186526 nChanged 64 SP:Iteration 53Q (2238.043547 sec): 3 clusters Score: Raw -1210652.865018 + Penalty 3021.368372 = -1207631.496646 nChanged 67 SP:Iteration 54Q (2238.071292 sec): 3 clusters Score: Raw -1210670.342038 + Penalty 3021.368372 = -1207648.973665 nChanged 59 SP:Iteration 55Q (2238.098742 sec): 3 clusters Score: Raw -1210688.855750 + Penalty 3021.368372 = -1207667.487378 nChanged 63 SP:Iteration 56Q (2238.126140 sec): 3 clusters Score: Raw -1210707.485751 + Penalty 3021.368372 = -1207686.117379 nChanged 60 SP:Iteration 57Q (2238.153746 sec): 3 clusters Score: Raw -1210726.163624 + Penalty 3021.368372 = -1207704.795252 nChanged 73 SP:Iteration 58Q (2238.181135 sec): 3 clusters Score: Raw -1210749.438769 + Penalty 3021.368372 = -1207728.070397 nChanged 73 SP:Iteration 59Q (2238.208619 sec): 3 clusters Score: Raw -1210774.251186 + Penalty 3021.368372 = -1207752.882814 nChanged 77 SP:Iteration 60F (2238.237811 sec): 3 clusters Score: Raw -1210795.382252 + Penalty 3021.368372 = -1207774.013880 nChanged 74 SP:Iteration 61Q (2238.265401 sec): 3 clusters Score: Raw -1210816.878438 + Penalty 3021.368372 = -1207795.510066 nChanged 74 SP:Iteration 62Q (2238.292794 sec): 3 clusters Score: Raw -1210835.129150 + Penalty 3021.368372 = -1207813.760778 nChanged 70 SP:Iteration 63Q (2238.320042 sec): 3 clusters Score: Raw -1210852.537716 + Penalty 3021.368372 = -1207831.169344 nChanged 64 SP:Iteration 64Q (2238.347494 sec): 3 clusters Score: Raw -1210867.527609 + Penalty 3021.368372 = -1207846.159237 nChanged 49 SP:Iteration 65Q (2238.375037 sec): 3 clusters Score: Raw -1210877.767545 + Penalty 3021.368372 = -1207856.399173 nChanged 36 SP:Iteration 66Q (2238.402131 sec): 3 clusters Score: Raw -1210884.466262 + Penalty 3021.368372 = -1207863.097890 nChanged 33 SP:Iteration 67Q (2238.429466 sec): 3 clusters Score: Raw -1210892.323280 + Penalty 3021.368372 = -1207870.954907 nChanged 39 SP:Iteration 68Q (2238.456663 sec): 3 clusters Score: Raw -1210902.131502 + Penalty 3021.368372 = -1207880.763130 nChanged 50 SP:Iteration 69Q (2238.483751 sec): 3 clusters Score: Raw -1210914.342444 + Penalty 3021.368372 = -1207892.974071 nChanged 42 SP:Iteration 70Q (2238.510843 sec): 3 clusters Score: Raw -1210922.872678 + Penalty 3021.368372 = -1207901.504306 nChanged 42 SP:Iteration 71Q (2238.538122 sec): 3 clusters Score: Raw -1210932.142068 + Penalty 3021.368372 = -1207910.773696 nChanged 39 SP:Iteration 72Q (2238.565096 sec): 3 clusters Score: Raw -1210940.924641 + Penalty 3021.368372 = -1207919.556269 nChanged 39 SP:Iteration 73Q (2238.591936 sec): 3 clusters Score: Raw -1210949.998763 + Penalty 3021.368372 = -1207928.630391 nChanged 36 SP:Iteration 74Q (2238.618999 sec): 3 clusters Score: Raw -1210960.290737 + Penalty 3021.368372 = -1207938.922364 nChanged 43 SP:Iteration 75Q (2238.646054 sec): 3 clusters Score: Raw -1210969.160490 + Penalty 3021.368372 = -1207947.792118 nChanged 32 SP:Iteration 76Q (2238.673095 sec): 3 clusters Score: Raw -1210974.318615 + Penalty 3021.368372 = -1207952.950243 nChanged 24 SP:Iteration 77Q (2238.699988 sec): 3 clusters Score: Raw -1210977.807336 + Penalty 3021.368372 = -1207956.438964 nChanged 18 SP:Iteration 78Q (2238.727097 sec): 3 clusters Score: Raw -1210980.210365 + Penalty 3021.368372 = -1207958.841993 nChanged 14 SP:Iteration 79Q (2238.754109 sec): 3 clusters Score: Raw -1210982.459950 + Penalty 3021.368372 = -1207961.091578 nChanged 12 SP:Iteration 80F (2238.783301 sec): 3 clusters Score: Raw -1210983.896524 + Penalty 3021.368372 = -1207962.528152 nChanged 7 SP:Iteration 81Q (2238.810306 sec): 3 clusters Score: Raw -1210985.140469 + Penalty 3021.368372 = -1207963.772097 nChanged 6 SP:Iteration 82Q (2238.837139 sec): 3 clusters Score: Raw -1210986.138159 + Penalty 3021.368372 = -1207964.769787 nChanged 6 SP:Iteration 83Q (2238.864324 sec): 3 clusters Score: Raw -1210986.995288 + Penalty 3021.368372 = -1207965.626916 nChanged 4 SP:Iteration 84Q (2238.891136 sec): 3 clusters Score: Raw -1210987.618323 + Penalty 3021.368372 = -1207966.249951 nChanged 6 SP:Iteration 85Q (2238.917963 sec): 3 clusters Score: Raw -1210988.300569 + Penalty 3021.368372 = -1207966.932197 nChanged 2 SP:Iteration 86Q (2238.944803 sec): 3 clusters Score: Raw -1210988.477307 + Penalty 3021.368372 = -1207967.108935 nChanged 1 SP:Iteration 87Q (2238.971755 sec): 3 clusters Score: Raw -1210988.704375 + Penalty 3021.368372 = -1207967.336003 nChanged 1 SP:Iteration 88Q (2238.998597 sec): 3 clusters Score: Raw -1210988.832513 + Penalty 3021.368372 = -1207967.464141 nChanged 1 SP:Iteration 89Q (2239.025431 sec): 3 clusters Score: Raw -1210988.938756 + Penalty 3021.368372 = -1207967.570384 nChanged 1 SP:Iteration 90Q (2239.052258 sec): 3 clusters Score: Raw -1210989.025227 + Penalty 3021.368372 = -1207967.656855 nChanged 0 SP:Iteration 91F (2239.081556 sec): 3 clusters Score: Raw -1210989.025227 + Penalty 3021.368372 = -1207967.656855 nChanged 0 Trying to split cluster 4 (12019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2239.108778 sec): 2 clusters Score: Raw -1338722.847690 + Penalty 1526.564652 = -1337196.283039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2239.141225 sec): 3 clusters Score: Raw -1331799.715375 + Penalty 3053.129303 = -1328746.586071 nChanged 5259 SP:Iteration 1F (2239.172674 sec): 3 clusters Score: Raw -1334628.068839 + Penalty 3053.129303 = -1331574.939536 nChanged 755 SP:Iteration 2F (2239.204274 sec): 3 clusters Score: Raw -1335003.797665 + Penalty 3053.129303 = -1331950.668362 nChanged 682 SP:Iteration 3F (2239.235617 sec): 3 clusters Score: Raw -1335343.159489 + Penalty 3053.129303 = -1332290.030185 nChanged 627 SP:Iteration 4F (2239.267088 sec): 3 clusters Score: Raw -1335668.286829 + Penalty 3053.129303 = -1332615.157526 nChanged 574 SP:Iteration 5Q (2239.298791 sec): 3 clusters Score: Raw -1335987.076803 + Penalty 3053.129303 = -1332933.947499 nChanged 580 SP:Iteration 6Q (2239.330442 sec): 3 clusters Score: Raw -1336332.205678 + Penalty 3053.129303 = -1333279.076375 nChanged 605 SP:Iteration 7F (2239.361999 sec): 3 clusters Score: Raw -1336708.810596 + Penalty 3053.129303 = -1333655.681293 nChanged 610 SP:Iteration 8F (2239.393499 sec): 3 clusters Score: Raw -1337077.921813 + Penalty 3053.129303 = -1334024.792510 nChanged 565 SP:Iteration 9Q (2239.425033 sec): 3 clusters Score: Raw -1337434.856438 + Penalty 3053.129303 = -1334381.727135 nChanged 508 SP:Iteration 10Q (2239.456668 sec): 3 clusters Score: Raw -1337704.605335 + Penalty 3053.129303 = -1334651.476031 nChanged 398 SP:Iteration 11Q (2239.487934 sec): 3 clusters Score: Raw -1337896.127837 + Penalty 3053.129303 = -1334842.998534 nChanged 324 SP:Iteration 12Q (2239.519243 sec): 3 clusters Score: Raw -1338032.957356 + Penalty 3053.129303 = -1334979.828052 nChanged 286 SP:Iteration 13Q (2239.550395 sec): 3 clusters Score: Raw -1338143.205906 + Penalty 3053.129303 = -1335090.076603 nChanged 237 SP:Iteration 14Q (2239.581828 sec): 3 clusters Score: Raw -1338221.294295 + Penalty 3053.129303 = -1335168.164992 nChanged 186 SP:Iteration 15Q (2239.612723 sec): 3 clusters Score: Raw -1338278.622634 + Penalty 3053.129303 = -1335225.493330 nChanged 161 SP:Iteration 16Q (2239.643724 sec): 3 clusters Score: Raw -1338328.271045 + Penalty 3053.129303 = -1335275.141741 nChanged 147 SP:Iteration 17Q (2239.674700 sec): 3 clusters Score: Raw -1338372.562177 + Penalty 3053.129303 = -1335319.432874 nChanged 147 SP:Iteration 18Q (2239.705730 sec): 3 clusters Score: Raw -1338411.650235 + Penalty 3053.129303 = -1335358.520932 nChanged 136 SP:Iteration 19Q (2239.736494 sec): 3 clusters Score: Raw -1338451.521884 + Penalty 3053.129303 = -1335398.392581 nChanged 133 SP:Iteration 20F (2239.768297 sec): 3 clusters Score: Raw -1338488.176761 + Penalty 3053.129303 = -1335435.047457 nChanged 120 SP:Iteration 21Q (2239.799273 sec): 3 clusters Score: Raw -1338520.495546 + Penalty 3053.129303 = -1335467.366243 nChanged 107 SP:Iteration 22Q (2239.830172 sec): 3 clusters Score: Raw -1338551.471799 + Penalty 3053.129303 = -1335498.342496 nChanged 124 SP:Iteration 23Q (2239.861040 sec): 3 clusters Score: Raw -1338589.363110 + Penalty 3053.129303 = -1335536.233806 nChanged 124 SP:Iteration 24Q (2239.891980 sec): 3 clusters Score: Raw -1338631.001470 + Penalty 3053.129303 = -1335577.872167 nChanged 123 SP:Iteration 25Q (2239.922725 sec): 3 clusters Score: Raw -1338673.269802 + Penalty 3053.129303 = -1335620.140499 nChanged 138 SP:Iteration 26Q (2239.953529 sec): 3 clusters Score: Raw -1338720.970038 + Penalty 3053.129303 = -1335667.840734 nChanged 129 SP:Iteration 27Q (2239.984011 sec): 3 clusters Score: Raw -1338765.736168 + Penalty 3053.129303 = -1335712.606864 nChanged 144 SP:Iteration 28Q (2240.014457 sec): 3 clusters Score: Raw -1338826.031800 + Penalty 3053.129303 = -1335772.902497 nChanged 160 SP:Iteration 29Q (2240.044833 sec): 3 clusters Score: Raw -1338898.038303 + Penalty 3053.129303 = -1335844.909000 nChanged 165 SP:Iteration 30Q (2240.075323 sec): 3 clusters Score: Raw -1338978.994206 + Penalty 3053.129303 = -1335925.864903 nChanged 149 SP:Iteration 31Q (2240.140845 sec): 3 clusters Score: Raw -1339049.668319 + Penalty 3053.129303 = -1335996.539015 nChanged 127 SP:Iteration 32Q (2240.170507 sec): 3 clusters Score: Raw -1339104.693462 + Penalty 3053.129303 = -1336051.564158 nChanged 119 SP:Iteration 33Q (2240.200321 sec): 3 clusters Score: Raw -1339150.866710 + Penalty 3053.129303 = -1336097.737407 nChanged 95 SP:Iteration 34Q (2240.230066 sec): 3 clusters Score: Raw -1339180.433509 + Penalty 3053.129303 = -1336127.304206 nChanged 77 SP:Iteration 35Q (2240.259557 sec): 3 clusters Score: Raw -1339203.817766 + Penalty 3053.129303 = -1336150.688463 nChanged 57 SP:Iteration 36Q (2240.289117 sec): 3 clusters Score: Raw -1339224.084117 + Penalty 3053.129303 = -1336170.954813 nChanged 66 SP:Iteration 37Q (2240.318734 sec): 3 clusters Score: Raw -1339244.440030 + Penalty 3053.129303 = -1336191.310727 nChanged 53 SP:Iteration 38Q (2240.348097 sec): 3 clusters Score: Raw -1339263.372560 + Penalty 3053.129303 = -1336210.243257 nChanged 60 SP:Iteration 39Q (2240.377276 sec): 3 clusters Score: Raw -1339284.198969 + Penalty 3053.129303 = -1336231.069666 nChanged 65 SP:Iteration 40F (2240.408830 sec): 3 clusters Score: Raw -1339306.056074 + Penalty 3053.129303 = -1336252.926770 nChanged 54 SP:Iteration 41Q (2240.438265 sec): 3 clusters Score: Raw -1339322.116397 + Penalty 3053.129303 = -1336268.987094 nChanged 48 SP:Iteration 42Q (2240.467271 sec): 3 clusters Score: Raw -1339334.587466 + Penalty 3053.129303 = -1336281.458163 nChanged 40 SP:Iteration 43Q (2240.496101 sec): 3 clusters Score: Raw -1339344.720167 + Penalty 3053.129303 = -1336291.590863 nChanged 38 SP:Iteration 44Q (2240.524810 sec): 3 clusters Score: Raw -1339355.215110 + Penalty 3053.129303 = -1336302.085807 nChanged 33 SP:Iteration 45Q (2240.553415 sec): 3 clusters Score: Raw -1339362.572522 + Penalty 3053.129303 = -1336309.443219 nChanged 23 SP:Iteration 46Q (2240.582212 sec): 3 clusters Score: Raw -1339366.821841 + Penalty 3053.129303 = -1336313.692538 nChanged 16 SP:Iteration 47Q (2240.610832 sec): 3 clusters Score: Raw -1339369.370839 + Penalty 3053.129303 = -1336316.241536 nChanged 12 SP:Iteration 48Q (2240.639310 sec): 3 clusters Score: Raw -1339371.840223 + Penalty 3053.129303 = -1336318.710920 nChanged 11 SP:Iteration 49Q (2240.667938 sec): 3 clusters Score: Raw -1339373.746478 + Penalty 3053.129303 = -1336320.617175 nChanged 9 SP:Iteration 50Q (2240.696438 sec): 3 clusters Score: Raw -1339375.410285 + Penalty 3053.129303 = -1336322.280981 nChanged 12 SP:Iteration 51Q (2240.725109 sec): 3 clusters Score: Raw -1339377.147167 + Penalty 3053.129303 = -1336324.017864 nChanged 10 SP:Iteration 52Q (2240.753519 sec): 3 clusters Score: Raw -1339378.611478 + Penalty 3053.129303 = -1336325.482175 nChanged 6 SP:Iteration 53Q (2240.782018 sec): 3 clusters Score: Raw -1339379.513109 + Penalty 3053.129303 = -1336326.383806 nChanged 8 SP:Iteration 54Q (2240.810783 sec): 3 clusters Score: Raw -1339380.736769 + Penalty 3053.129303 = -1336327.607465 nChanged 3 SP:Iteration 55Q (2240.839172 sec): 3 clusters Score: Raw -1339381.310357 + Penalty 3053.129303 = -1336328.181054 nChanged 4 SP:Iteration 56Q (2240.867725 sec): 3 clusters Score: Raw -1339382.075109 + Penalty 3053.129303 = -1336328.945805 nChanged 8 SP:Iteration 57Q (2240.896431 sec): 3 clusters Score: Raw -1339383.406618 + Penalty 3053.129303 = -1336330.277314 nChanged 9 SP:Iteration 58Q (2240.924966 sec): 3 clusters Score: Raw -1339384.704475 + Penalty 3053.129303 = -1336331.575172 nChanged 2 SP:Iteration 59Q (2240.953486 sec): 3 clusters Score: Raw -1339384.935935 + Penalty 3053.129303 = -1336331.806632 nChanged 0 SP:Iteration 60F (2240.984950 sec): 3 clusters Score: Raw -1339384.935935 + Penalty 3053.129303 = -1336331.806632 nChanged 0 Trying to split cluster 5 (5350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.003925 sec): 2 clusters Score: Raw -595925.376279 + Penalty 1395.038424 = -594530.337855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2241.025570 sec): 3 clusters Score: Raw -593108.221578 + Penalty 2790.076848 = -590318.144730 nChanged 2192 SP:Iteration 1F (2241.046557 sec): 3 clusters Score: Raw -594503.098605 + Penalty 2790.076848 = -591713.021757 nChanged 466 SP:Iteration 2F (2241.067509 sec): 3 clusters Score: Raw -594863.000382 + Penalty 2790.076848 = -592072.923535 nChanged 377 SP:Iteration 3F (2241.088525 sec): 3 clusters Score: Raw -595179.691033 + Penalty 2790.076848 = -592389.614185 nChanged 316 SP:Iteration 4F (2241.109336 sec): 3 clusters Score: Raw -595406.666016 + Penalty 2790.076848 = -592616.589168 nChanged 248 SP:Iteration 5Q (2241.130373 sec): 3 clusters Score: Raw -595599.294827 + Penalty 2790.076848 = -592809.217979 nChanged 226 SP:Iteration 6Q (2241.191626 sec): 3 clusters Score: Raw -595762.829883 + Penalty 2790.076848 = -592972.753035 nChanged 192 SP:Iteration 7Q (2241.206427 sec): 3 clusters Score: Raw -595892.166790 + Penalty 2790.076848 = -593102.089942 nChanged 152 SP:Iteration 8Q (2241.227279 sec): 3 clusters Score: Raw -595995.012546 + Penalty 2790.076848 = -593204.935698 nChanged 130 SP:Iteration 9Q (2241.248085 sec): 3 clusters Score: Raw -596073.296345 + Penalty 2790.076848 = -593283.219497 nChanged 117 SP:Iteration 10Q (2241.268550 sec): 3 clusters Score: Raw -596152.507139 + Penalty 2790.076848 = -593362.430291 nChanged 100 SP:Iteration 11Q (2241.289221 sec): 3 clusters Score: Raw -596225.072706 + Penalty 2790.076848 = -593434.995858 nChanged 89 SP:Iteration 12Q (2241.309647 sec): 3 clusters Score: Raw -596274.982946 + Penalty 2790.076848 = -593484.906098 nChanged 77 SP:Iteration 13Q (2241.329946 sec): 3 clusters Score: Raw -596318.576243 + Penalty 2790.076848 = -593528.499395 nChanged 70 SP:Iteration 14Q (2241.349954 sec): 3 clusters Score: Raw -596353.285726 + Penalty 2790.076848 = -593563.208878 nChanged 64 SP:Iteration 15Q (2241.370462 sec): 3 clusters Score: Raw -596379.455451 + Penalty 2790.076848 = -593589.378603 nChanged 39 SP:Iteration 16Q (2241.390670 sec): 3 clusters Score: Raw -596397.248204 + Penalty 2790.076848 = -593607.171356 nChanged 33 SP:Iteration 17Q (2241.410805 sec): 3 clusters Score: Raw -596409.188571 + Penalty 2790.076848 = -593619.111723 nChanged 33 SP:Iteration 18Q (2241.430900 sec): 3 clusters Score: Raw -596422.342435 + Penalty 2790.076848 = -593632.265587 nChanged 24 SP:Iteration 19Q (2241.451108 sec): 3 clusters Score: Raw -596431.565162 + Penalty 2790.076848 = -593641.488314 nChanged 21 SP:Iteration 20F (2241.472222 sec): 3 clusters Score: Raw -596438.178367 + Penalty 2790.076848 = -593648.101519 nChanged 22 SP:Iteration 21Q (2241.492288 sec): 3 clusters Score: Raw -596444.814625 + Penalty 2790.076848 = -593654.737777 nChanged 23 SP:Iteration 22Q (2241.512120 sec): 3 clusters Score: Raw -596453.551134 + Penalty 2790.076848 = -593663.474286 nChanged 15 SP:Iteration 23Q (2241.532244 sec): 3 clusters Score: Raw -596461.318081 + Penalty 2790.076848 = -593671.241233 nChanged 19 SP:Iteration 24Q (2241.552166 sec): 3 clusters Score: Raw -596467.732134 + Penalty 2790.076848 = -593677.655286 nChanged 19 SP:Iteration 25Q (2241.572506 sec): 3 clusters Score: Raw -596476.002264 + Penalty 2790.076848 = -593685.925416 nChanged 25 SP:Iteration 26Q (2241.592460 sec): 3 clusters Score: Raw -596484.734310 + Penalty 2790.076848 = -593694.657462 nChanged 24 SP:Iteration 27Q (2241.612549 sec): 3 clusters Score: Raw -596492.878063 + Penalty 2790.076848 = -593702.801215 nChanged 23 SP:Iteration 28Q (2241.632566 sec): 3 clusters Score: Raw -596502.397717 + Penalty 2790.076848 = -593712.320869 nChanged 23 SP:Iteration 29Q (2241.652618 sec): 3 clusters Score: Raw -596509.940512 + Penalty 2790.076848 = -593719.863664 nChanged 19 SP:Iteration 30Q (2241.688449 sec): 3 clusters Score: Raw -596517.409519 + Penalty 2790.076848 = -593727.332671 nChanged 12 SP:Iteration 31Q (2241.708259 sec): 3 clusters Score: Raw -596520.502770 + Penalty 2790.076848 = -593730.425922 nChanged 8 SP:Iteration 32Q (2241.728136 sec): 3 clusters Score: Raw -596522.033400 + Penalty 2790.076848 = -593731.956552 nChanged 11 SP:Iteration 33Q (2241.748290 sec): 3 clusters Score: Raw -596524.490045 + Penalty 2790.076848 = -593734.413197 nChanged 9 SP:Iteration 34Q (2241.768315 sec): 3 clusters Score: Raw -596526.667909 + Penalty 2790.076848 = -593736.591061 nChanged 5 SP:Iteration 35Q (2241.788326 sec): 3 clusters Score: Raw -596527.714548 + Penalty 2790.076848 = -593737.637700 nChanged 3 SP:Iteration 36Q (2241.808312 sec): 3 clusters Score: Raw -596528.306608 + Penalty 2790.076848 = -593738.229760 nChanged 3 SP:Iteration 37Q (2241.828218 sec): 3 clusters Score: Raw -596528.769067 + Penalty 2790.076848 = -593738.692219 nChanged 1 SP:Iteration 38Q (2241.848101 sec): 3 clusters Score: Raw -596528.831853 + Penalty 2790.076848 = -593738.755005 nChanged 0 SP:Iteration 39F (2241.868881 sec): 3 clusters Score: Raw -596528.831853 + Penalty 2790.076848 = -593738.755005 nChanged 0 Trying to split cluster 6 (3277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.885838 sec): 2 clusters Score: Raw -333585.235453 + Penalty 1315.386093 = -332269.849360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2241.902855 sec): 3 clusters Score: Raw -332037.219663 + Penalty 2630.772186 = -329406.447477 nChanged 1250 SP:Iteration 1F (2241.919019 sec): 3 clusters Score: Raw -332871.706145 + Penalty 2630.772186 = -330240.933959 nChanged 318 SP:Iteration 2F (2241.935018 sec): 3 clusters Score: Raw -333200.736956 + Penalty 2630.772186 = -330569.964770 nChanged 269 SP:Iteration 3F (2241.951018 sec): 3 clusters Score: Raw -333457.163161 + Penalty 2630.772186 = -330826.390975 nChanged 217 SP:Iteration 4F (2241.967153 sec): 3 clusters Score: Raw -333662.204290 + Penalty 2630.772186 = -331031.432105 nChanged 179 SP:Iteration 5F (2241.983108 sec): 3 clusters Score: Raw -333812.556870 + Penalty 2630.772186 = -331181.784684 nChanged 116 SP:Iteration 6Q (2241.998881 sec): 3 clusters Score: Raw -333899.354842 + Penalty 2630.772186 = -331268.582656 nChanged 90 SP:Iteration 7Q (2242.014559 sec): 3 clusters Score: Raw -333961.239797 + Penalty 2630.772186 = -331330.467611 nChanged 82 SP:Iteration 8Q (2242.030528 sec): 3 clusters Score: Raw -334015.644340 + Penalty 2630.772186 = -331384.872154 nChanged 57 SP:Iteration 9Q (2242.046340 sec): 3 clusters Score: Raw -334048.635321 + Penalty 2630.772186 = -331417.863135 nChanged 40 SP:Iteration 10Q (2242.062292 sec): 3 clusters Score: Raw -334067.454671 + Penalty 2630.772186 = -331436.682485 nChanged 31 SP:Iteration 11Q (2242.078210 sec): 3 clusters Score: Raw -334084.011992 + Penalty 2630.772186 = -331453.239806 nChanged 26 SP:Iteration 12Q (2242.094179 sec): 3 clusters Score: Raw -334098.277850 + Penalty 2630.772186 = -331467.505664 nChanged 28 SP:Iteration 13Q (2242.110113 sec): 3 clusters Score: Raw -334108.523901 + Penalty 2630.772186 = -331477.751715 nChanged 22 SP:Iteration 14Q (2242.126069 sec): 3 clusters Score: Raw -334117.590676 + Penalty 2630.772186 = -331486.818490 nChanged 20 SP:Iteration 15Q (2242.141980 sec): 3 clusters Score: Raw -334126.406151 + Penalty 2630.772186 = -331495.633965 nChanged 15 SP:Iteration 16Q (2242.157930 sec): 3 clusters Score: Raw -334132.077768 + Penalty 2630.772186 = -331501.305582 nChanged 8 SP:Iteration 17Q (2242.173683 sec): 3 clusters Score: Raw -334134.593554 + Penalty 2630.772186 = -331503.821369 nChanged 5 SP:Iteration 18Q (2242.189597 sec): 3 clusters Score: Raw -334135.924471 + Penalty 2630.772186 = -331505.152285 nChanged 5 SP:Iteration 19Q (2242.205391 sec): 3 clusters Score: Raw -334137.635711 + Penalty 2630.772186 = -331506.863526 nChanged 2 SP:Iteration 20F (2242.221557 sec): 3 clusters Score: Raw -334138.082531 + Penalty 2630.772186 = -331507.310345 nChanged 2 SP:Iteration 21Q (2242.237543 sec): 3 clusters Score: Raw -334138.582968 + Penalty 2630.772186 = -331507.810782 nChanged 2 SP:Iteration 22Q (2242.253311 sec): 3 clusters Score: Raw -334139.678693 + Penalty 2630.772186 = -331508.906507 nChanged 5 SP:Iteration 23Q (2242.269193 sec): 3 clusters Score: Raw -334141.836201 + Penalty 2630.772186 = -331511.064015 nChanged 4 SP:Iteration 24Q (2242.285088 sec): 3 clusters Score: Raw -334143.254009 + Penalty 2630.772186 = -331512.481823 nChanged 6 SP:Iteration 25Q (2242.300911 sec): 3 clusters Score: Raw -334145.027138 + Penalty 2630.772186 = -331514.254952 nChanged 7 SP:Iteration 26Q (2242.316774 sec): 3 clusters Score: Raw -334146.929057 + Penalty 2630.772186 = -331516.156872 nChanged 6 SP:Iteration 27Q (2242.332726 sec): 3 clusters Score: Raw -334148.468034 + Penalty 2630.772186 = -331517.695848 nChanged 2 SP:Iteration 28Q (2242.348650 sec): 3 clusters Score: Raw -334149.971103 + Penalty 2630.772186 = -331519.198917 nChanged 1 SP:Iteration 29Q (2242.364565 sec): 3 clusters Score: Raw -334150.701884 + Penalty 2630.772186 = -331519.929698 nChanged 2 SP:Iteration 30Q (2242.380447 sec): 3 clusters Score: Raw -334151.814359 + Penalty 2630.772186 = -331521.042173 nChanged 5 SP:Iteration 31Q (2242.396411 sec): 3 clusters Score: Raw -334153.036579 + Penalty 2630.772186 = -331522.264394 nChanged 2 SP:Iteration 32Q (2242.412303 sec): 3 clusters Score: Raw -334153.397083 + Penalty 2630.772186 = -331522.624897 nChanged 1 SP:Iteration 33Q (2242.428547 sec): 3 clusters Score: Raw -334153.480011 + Penalty 2630.772186 = -331522.707825 nChanged 1 SP:Iteration 34Q (2242.444468 sec): 3 clusters Score: Raw -334153.570597 + Penalty 2630.772186 = -331522.798412 nChanged 0 SP:Iteration 35F (2242.460584 sec): 3 clusters Score: Raw -334153.570597 + Penalty 2630.772186 = -331522.798412 nChanged 0 Trying to split cluster 7 (13677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.488904 sec): 2 clusters Score: Raw -1567503.198105 + Penalty 1547.564016 = -1565955.634089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.522738 sec): 3 clusters Score: Raw -1559606.993195 + Penalty 3095.128032 = -1556511.865162 nChanged 5983 SP:Iteration 1F (2242.555211 sec): 3 clusters Score: Raw -1562852.772151 + Penalty 3095.128032 = -1559757.644119 nChanged 781 SP:Iteration 2F (2242.587573 sec): 3 clusters Score: Raw -1563150.989326 + Penalty 3095.128032 = -1560055.861294 nChanged 611 SP:Iteration 3Q (2242.620634 sec): 3 clusters Score: Raw -1563372.036501 + Penalty 3095.128032 = -1560276.908469 nChanged 568 SP:Iteration 4Q (2242.653431 sec): 3 clusters Score: Raw -1563566.717806 + Penalty 3095.128032 = -1560471.589773 nChanged 483 SP:Iteration 5Q (2242.686336 sec): 3 clusters Score: Raw -1563749.709471 + Penalty 3095.128032 = -1560654.581439 nChanged 457 SP:Iteration 6Q (2242.719286 sec): 3 clusters Score: Raw -1563933.225406 + Penalty 3095.128032 = -1560838.097373 nChanged 466 SP:Iteration 7Q (2242.786749 sec): 3 clusters Score: Raw -1564120.046724 + Penalty 3095.128032 = -1561024.918691 nChanged 472 SP:Iteration 8Q (2242.830380 sec): 3 clusters Score: Raw -1564309.810111 + Penalty 3095.128032 = -1561214.682079 nChanged 435 SP:Iteration 9Q (2242.863082 sec): 3 clusters Score: Raw -1564507.561910 + Penalty 3095.128032 = -1561412.433878 nChanged 490 SP:Iteration 10Q (2242.895893 sec): 3 clusters Score: Raw -1564774.782513 + Penalty 3095.128032 = -1561679.654481 nChanged 515 SP:Iteration 11Q (2242.928504 sec): 3 clusters Score: Raw -1565092.137468 + Penalty 3095.128032 = -1561997.009436 nChanged 552 SP:Iteration 12Q (2242.961121 sec): 3 clusters Score: Raw -1565501.712762 + Penalty 3095.128032 = -1562406.584730 nChanged 556 SP:Iteration 13Q (2242.993431 sec): 3 clusters Score: Raw -1565896.303138 + Penalty 3095.128032 = -1562801.175106 nChanged 515 SP:Iteration 14Q (2243.025420 sec): 3 clusters Score: Raw -1566193.288050 + Penalty 3095.128032 = -1563098.160018 nChanged 398 SP:Iteration 15Q (2243.057168 sec): 3 clusters Score: Raw -1566393.644966 + Penalty 3095.128032 = -1563298.516933 nChanged 326 SP:Iteration 16Q (2243.088641 sec): 3 clusters Score: Raw -1566536.720540 + Penalty 3095.128032 = -1563441.592507 nChanged 266 SP:Iteration 17Q (2243.119903 sec): 3 clusters Score: Raw -1566650.412999 + Penalty 3095.128032 = -1563555.284966 nChanged 236 SP:Iteration 18Q (2243.151350 sec): 3 clusters Score: Raw -1566748.229036 + Penalty 3095.128032 = -1563653.101003 nChanged 213 SP:Iteration 19Q (2243.182259 sec): 3 clusters Score: Raw -1566838.372013 + Penalty 3095.128032 = -1563743.243981 nChanged 219 SP:Iteration 20F (2243.214953 sec): 3 clusters Score: Raw -1566932.288877 + Penalty 3095.128032 = -1563837.160844 nChanged 217 SP:Iteration 21Q (2243.245765 sec): 3 clusters Score: Raw -1567015.576993 + Penalty 3095.128032 = -1563920.448961 nChanged 193 SP:Iteration 22Q (2243.276358 sec): 3 clusters Score: Raw -1567097.431237 + Penalty 3095.128032 = -1564002.303204 nChanged 193 SP:Iteration 23Q (2243.306902 sec): 3 clusters Score: Raw -1567182.100304 + Penalty 3095.128032 = -1564086.972271 nChanged 173 SP:Iteration 24Q (2243.337197 sec): 3 clusters Score: Raw -1567258.789691 + Penalty 3095.128032 = -1564163.661659 nChanged 146 SP:Iteration 25Q (2243.367490 sec): 3 clusters Score: Raw -1567329.196873 + Penalty 3095.128032 = -1564234.068840 nChanged 134 SP:Iteration 26Q (2243.397550 sec): 3 clusters Score: Raw -1567385.979537 + Penalty 3095.128032 = -1564290.851505 nChanged 112 SP:Iteration 27Q (2243.427742 sec): 3 clusters Score: Raw -1567436.608959 + Penalty 3095.128032 = -1564341.480927 nChanged 118 SP:Iteration 28Q (2243.457766 sec): 3 clusters Score: Raw -1567493.969996 + Penalty 3095.128032 = -1564398.841963 nChanged 120 SP:Iteration 29Q (2243.487466 sec): 3 clusters Score: Raw -1567550.774177 + Penalty 3095.128032 = -1564455.646145 nChanged 102 SP:Iteration 30Q (2243.516890 sec): 3 clusters Score: Raw -1567591.905788 + Penalty 3095.128032 = -1564496.777756 nChanged 88 SP:Iteration 31Q (2243.546464 sec): 3 clusters Score: Raw -1567630.532090 + Penalty 3095.128032 = -1564535.404057 nChanged 72 SP:Iteration 32Q (2243.575805 sec): 3 clusters Score: Raw -1567659.414409 + Penalty 3095.128032 = -1564564.286377 nChanged 68 SP:Iteration 33Q (2243.605108 sec): 3 clusters Score: Raw -1567689.169905 + Penalty 3095.128032 = -1564594.041873 nChanged 65 SP:Iteration 34Q (2243.634218 sec): 3 clusters Score: Raw -1567719.471217 + Penalty 3095.128032 = -1564624.343185 nChanged 60 SP:Iteration 35Q (2243.663325 sec): 3 clusters Score: Raw -1567746.832276 + Penalty 3095.128032 = -1564651.704243 nChanged 61 SP:Iteration 36Q (2243.692395 sec): 3 clusters Score: Raw -1567772.818172 + Penalty 3095.128032 = -1564677.690140 nChanged 43 SP:Iteration 37Q (2243.721491 sec): 3 clusters Score: Raw -1567789.100003 + Penalty 3095.128032 = -1564693.971970 nChanged 32 SP:Iteration 38Q (2243.750561 sec): 3 clusters Score: Raw -1567800.581211 + Penalty 3095.128032 = -1564705.453178 nChanged 29 SP:Iteration 39Q (2243.779544 sec): 3 clusters Score: Raw -1567812.631582 + Penalty 3095.128032 = -1564717.503550 nChanged 34 SP:Iteration 40F (2243.811994 sec): 3 clusters Score: Raw -1567826.681696 + Penalty 3095.128032 = -1564731.553664 nChanged 28 SP:Iteration 41Q (2243.841047 sec): 3 clusters Score: Raw -1567835.584099 + Penalty 3095.128032 = -1564740.456067 nChanged 27 SP:Iteration 42Q (2243.869883 sec): 3 clusters Score: Raw -1567845.500983 + Penalty 3095.128032 = -1564750.372951 nChanged 21 SP:Iteration 43Q (2243.898689 sec): 3 clusters Score: Raw -1567852.946103 + Penalty 3095.128032 = -1564757.818070 nChanged 19 SP:Iteration 44Q (2243.927537 sec): 3 clusters Score: Raw -1567861.024747 + Penalty 3095.128032 = -1564765.896714 nChanged 14 SP:Iteration 45Q (2243.956263 sec): 3 clusters Score: Raw -1567865.625619 + Penalty 3095.128032 = -1564770.497587 nChanged 10 SP:Iteration 46Q (2243.984983 sec): 3 clusters Score: Raw -1567867.770621 + Penalty 3095.128032 = -1564772.642589 nChanged 13 SP:Iteration 47Q (2244.013646 sec): 3 clusters Score: Raw -1567873.313783 + Penalty 3095.128032 = -1564778.185751 nChanged 22 SP:Iteration 48Q (2244.042319 sec): 3 clusters Score: Raw -1567883.115024 + Penalty 3095.128032 = -1564787.986992 nChanged 16 SP:Iteration 49Q (2244.070807 sec): 3 clusters Score: Raw -1567887.542107 + Penalty 3095.128032 = -1564792.414075 nChanged 10 SP:Iteration 50Q (2244.099417 sec): 3 clusters Score: Raw -1567890.047192 + Penalty 3095.128032 = -1564794.919160 nChanged 5 SP:Iteration 51Q (2244.127928 sec): 3 clusters Score: Raw -1567891.652872 + Penalty 3095.128032 = -1564796.524840 nChanged 5 SP:Iteration 52Q (2244.156504 sec): 3 clusters Score: Raw -1567892.606038 + Penalty 3095.128032 = -1564797.478005 nChanged 2 SP:Iteration 53Q (2244.185026 sec): 3 clusters Score: Raw -1567893.073083 + Penalty 3095.128032 = -1564797.945050 nChanged 3 SP:Iteration 54Q (2244.213552 sec): 3 clusters Score: Raw -1567893.710762 + Penalty 3095.128032 = -1564798.582730 nChanged 2 SP:Iteration 55Q (2244.242071 sec): 3 clusters Score: Raw -1567894.364744 + Penalty 3095.128032 = -1564799.236711 nChanged 2 SP:Iteration 56Q (2244.270777 sec): 3 clusters Score: Raw -1567894.794045 + Penalty 3095.128032 = -1564799.666013 nChanged 4 SP:Iteration 57Q (2244.299396 sec): 3 clusters Score: Raw -1567896.490727 + Penalty 3095.128032 = -1564801.362695 nChanged 1 SP:Iteration 58Q (2244.328166 sec): 3 clusters Score: Raw -1567897.422104 + Penalty 3095.128032 = -1564802.294072 nChanged 1 SP:Iteration 59Q (2244.356758 sec): 3 clusters Score: Raw -1567897.597899 + Penalty 3095.128032 = -1564802.469867 nChanged 1 SP:Iteration 60F (2244.389236 sec): 3 clusters Score: Raw -1567898.210629 + Penalty 3095.128032 = -1564803.082597 nChanged 1 SP:Iteration 61Q (2244.417957 sec): 3 clusters Score: Raw -1567898.505589 + Penalty 3095.128032 = -1564803.377557 nChanged 1 SP:Iteration 62Q (2244.446723 sec): 3 clusters Score: Raw -1567898.724287 + Penalty 3095.128032 = -1564803.596255 nChanged 0 SP:Iteration 63F (2244.479172 sec): 3 clusters Score: Raw -1567898.724287 + Penalty 3095.128032 = -1564803.596255 nChanged 0 Trying to split cluster 8 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2244.495242 sec): 2 clusters Score: Raw -272968.801175 + Penalty 1282.402007 = -271686.399168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2244.509417 sec): 3 clusters Score: Raw -271733.192220 + Penalty 2564.804014 = -269168.388206 nChanged 982 SP:Iteration 1F (2244.522625 sec): 3 clusters Score: Raw -272389.701121 + Penalty 2564.804014 = -269824.897107 nChanged 225 SP:Iteration 2F (2244.535678 sec): 3 clusters Score: Raw -272550.351669 + Penalty 2564.804014 = -269985.547654 nChanged 146 SP:Iteration 3F (2244.548885 sec): 3 clusters Score: Raw -272648.229623 + Penalty 2564.804014 = -270083.425609 nChanged 93 SP:Iteration 4Q (2244.562050 sec): 3 clusters Score: Raw -272713.089921 + Penalty 2564.804014 = -270148.285907 nChanged 86 SP:Iteration 5Q (2244.575251 sec): 3 clusters Score: Raw -272781.848844 + Penalty 2564.804014 = -270217.044830 nChanged 85 SP:Iteration 6Q (2244.588424 sec): 3 clusters Score: Raw -272844.064080 + Penalty 2564.804014 = -270279.260066 nChanged 93 SP:Iteration 7Q (2244.601581 sec): 3 clusters Score: Raw -272917.142470 + Penalty 2564.804014 = -270352.338456 nChanged 109 SP:Iteration 8Q (2244.614571 sec): 3 clusters Score: Raw -273003.365239 + Penalty 2564.804014 = -270438.561225 nChanged 94 SP:Iteration 9Q (2244.627540 sec): 3 clusters Score: Raw -273090.864939 + Penalty 2564.804014 = -270526.060924 nChanged 98 SP:Iteration 10Q (2244.640694 sec): 3 clusters Score: Raw -273190.260111 + Penalty 2564.804014 = -270625.456097 nChanged 97 SP:Iteration 11Q (2244.653712 sec): 3 clusters Score: Raw -273283.684450 + Penalty 2564.804014 = -270718.880436 nChanged 85 SP:Iteration 12Q (2244.666814 sec): 3 clusters Score: Raw -273354.335360 + Penalty 2564.804014 = -270789.531345 nChanged 62 SP:Iteration 13Q (2244.679795 sec): 3 clusters Score: Raw -273399.759637 + Penalty 2564.804014 = -270834.955623 nChanged 58 SP:Iteration 14Q (2244.692780 sec): 3 clusters Score: Raw -273445.722000 + Penalty 2564.804014 = -270880.917986 nChanged 57 SP:Iteration 15Q (2244.705809 sec): 3 clusters Score: Raw -273508.502903 + Penalty 2564.804014 = -270943.698888 nChanged 64 SP:Iteration 16Q (2244.718621 sec): 3 clusters Score: Raw -273570.845271 + Penalty 2564.804014 = -271006.041256 nChanged 59 SP:Iteration 17Q (2244.731549 sec): 3 clusters Score: Raw -273627.059171 + Penalty 2564.804014 = -271062.255156 nChanged 47 SP:Iteration 18Q (2244.744423 sec): 3 clusters Score: Raw -273667.337741 + Penalty 2564.804014 = -271102.533727 nChanged 44 SP:Iteration 19Q (2244.757216 sec): 3 clusters Score: Raw -273694.343159 + Penalty 2564.804014 = -271129.539145 nChanged 30 SP:Iteration 20F (2244.770502 sec): 3 clusters Score: Raw -273711.226668 + Penalty 2564.804014 = -271146.422653 nChanged 13 SP:Iteration 21Q (2244.783351 sec): 3 clusters Score: Raw -273718.248392 + Penalty 2564.804014 = -271153.444377 nChanged 12 SP:Iteration 22Q (2244.796214 sec): 3 clusters Score: Raw -273724.977872 + Penalty 2564.804014 = -271160.173858 nChanged 11 SP:Iteration 23Q (2244.809079 sec): 3 clusters Score: Raw -273730.200239 + Penalty 2564.804014 = -271165.396224 nChanged 6 SP:Iteration 24Q (2244.821777 sec): 3 clusters Score: Raw -273732.694158 + Penalty 2564.804014 = -271167.890144 nChanged 3 SP:Iteration 25Q (2244.834502 sec): 3 clusters Score: Raw -273733.713179 + Penalty 2564.804014 = -271168.909165 nChanged 2 SP:Iteration 26Q (2244.847202 sec): 3 clusters Score: Raw -273734.090447 + Penalty 2564.804014 = -271169.286433 nChanged 0 SP:Iteration 27F (2244.860222 sec): 3 clusters Score: Raw -273734.090447 + Penalty 2564.804014 = -271169.286433 nChanged 0 Trying to split cluster 9 (41648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2244.922701 sec): 2 clusters Score: Raw -4603799.473100 + Penalty 1728.513902 = -4602070.959198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2245.001643 sec): 3 clusters Score: Raw -4577836.701580 + Penalty 3457.027804 = -4574379.673776 nChanged 19207 SP:Iteration 1F (2245.074262 sec): 3 clusters Score: Raw -4588837.130875 + Penalty 3457.027804 = -4585380.103071 nChanged 2096 SP:Iteration 2F (2245.146867 sec): 3 clusters Score: Raw -4589766.426016 + Penalty 3457.027804 = -4586309.398212 nChanged 2302 SP:Iteration 3F (2245.219104 sec): 3 clusters Score: Raw -4590920.487941 + Penalty 3457.027804 = -4587463.460137 nChanged 2493 SP:Iteration 4F (2245.307184 sec): 3 clusters Score: Raw -4592489.122756 + Penalty 3457.027804 = -4589032.094952 nChanged 2646 SP:Iteration 5F (2245.379084 sec): 3 clusters Score: Raw -4594496.716448 + Penalty 3457.027804 = -4591039.688645 nChanged 2575 SP:Iteration 6F (2245.452079 sec): 3 clusters Score: Raw -4596652.432882 + Penalty 3457.027804 = -4593195.405078 nChanged 2253 SP:Iteration 7F (2245.524984 sec): 3 clusters Score: Raw -4598460.596859 + Penalty 3457.027804 = -4595003.569055 nChanged 1791 SP:Iteration 8Q (2245.597105 sec): 3 clusters Score: Raw -4599629.439522 + Penalty 3457.027804 = -4596172.411718 nChanged 1271 SP:Iteration 9Q (2245.666737 sec): 3 clusters Score: Raw -4600291.898207 + Penalty 3457.027804 = -4596834.870403 nChanged 983 SP:Iteration 10Q (2245.735049 sec): 3 clusters Score: Raw -4600790.098901 + Penalty 3457.027804 = -4597333.071097 nChanged 864 SP:Iteration 11Q (2245.802544 sec): 3 clusters Score: Raw -4601222.565596 + Penalty 3457.027804 = -4597765.537792 nChanged 799 SP:Iteration 12Q (2245.868892 sec): 3 clusters Score: Raw -4601632.947434 + Penalty 3457.027804 = -4598175.919630 nChanged 719 SP:Iteration 13Q (2245.934736 sec): 3 clusters Score: Raw -4602000.929955 + Penalty 3457.027804 = -4598543.902151 nChanged 665 SP:Iteration 14Q (2246.000332 sec): 3 clusters Score: Raw -4602332.851753 + Penalty 3457.027804 = -4598875.823949 nChanged 591 SP:Iteration 15Q (2246.064688 sec): 3 clusters Score: Raw -4602627.253083 + Penalty 3457.027804 = -4599170.225279 nChanged 536 SP:Iteration 16Q (2246.128572 sec): 3 clusters Score: Raw -4602885.451759 + Penalty 3457.027804 = -4599428.423955 nChanged 470 SP:Iteration 17Q (2246.191898 sec): 3 clusters Score: Raw -4603126.770135 + Penalty 3457.027804 = -4599669.742331 nChanged 405 SP:Iteration 18Q (2246.254755 sec): 3 clusters Score: Raw -4603324.135300 + Penalty 3457.027804 = -4599867.107496 nChanged 375 SP:Iteration 19Q (2246.317009 sec): 3 clusters Score: Raw -4603499.772295 + Penalty 3457.027804 = -4600042.744491 nChanged 287 SP:Iteration 20F (2246.389692 sec): 3 clusters Score: Raw -4603628.330305 + Penalty 3457.027804 = -4600171.302501 nChanged 227 SP:Iteration 21Q (2246.451132 sec): 3 clusters Score: Raw -4603739.181672 + Penalty 3457.027804 = -4600282.153868 nChanged 200 SP:Iteration 22Q (2246.512174 sec): 3 clusters Score: Raw -4603826.942898 + Penalty 3457.027804 = -4600369.915094 nChanged 142 SP:Iteration 23Q (2246.573054 sec): 3 clusters Score: Raw -4603887.494562 + Penalty 3457.027804 = -4600430.466759 nChanged 105 SP:Iteration 24Q (2246.633050 sec): 3 clusters Score: Raw -4603932.150472 + Penalty 3457.027804 = -4600475.122668 nChanged 92 SP:Iteration 25Q (2246.692845 sec): 3 clusters Score: Raw -4603974.905654 + Penalty 3457.027804 = -4600517.877850 nChanged 79 SP:Iteration 26Q (2246.753182 sec): 3 clusters Score: Raw -4604007.288212 + Penalty 3457.027804 = -4600550.260409 nChanged 62 SP:Iteration 27Q (2246.812821 sec): 3 clusters Score: Raw -4604031.752803 + Penalty 3457.027804 = -4600574.725000 nChanged 54 SP:Iteration 28Q (2246.872301 sec): 3 clusters Score: Raw -4604052.665540 + Penalty 3457.027804 = -4600595.637736 nChanged 47 SP:Iteration 29Q (2246.931769 sec): 3 clusters Score: Raw -4604077.160652 + Penalty 3457.027804 = -4600620.132849 nChanged 35 SP:Iteration 30Q (2246.990811 sec): 3 clusters Score: Raw -4604100.028727 + Penalty 3457.027804 = -4600643.000923 nChanged 34 SP:Iteration 31Q (2247.050001 sec): 3 clusters Score: Raw -4604118.822774 + Penalty 3457.027804 = -4600661.794970 nChanged 30 SP:Iteration 32Q (2247.109232 sec): 3 clusters Score: Raw -4604136.433784 + Penalty 3457.027804 = -4600679.405981 nChanged 22 SP:Iteration 33Q (2247.168005 sec): 3 clusters Score: Raw -4604150.282518 + Penalty 3457.027804 = -4600693.254714 nChanged 20 SP:Iteration 34Q (2247.227084 sec): 3 clusters Score: Raw -4604161.437229 + Penalty 3457.027804 = -4600704.409426 nChanged 27 SP:Iteration 35Q (2247.286090 sec): 3 clusters Score: Raw -4604177.894198 + Penalty 3457.027804 = -4600720.866394 nChanged 25 SP:Iteration 36Q (2247.345017 sec): 3 clusters Score: Raw -4604192.259802 + Penalty 3457.027804 = -4600735.231998 nChanged 25 SP:Iteration 37Q (2247.403869 sec): 3 clusters Score: Raw -4604205.439308 + Penalty 3457.027804 = -4600748.411504 nChanged 25 SP:Iteration 38Q (2247.462987 sec): 3 clusters Score: Raw -4604218.180349 + Penalty 3457.027804 = -4600761.152545 nChanged 17 SP:Iteration 39Q (2247.521811 sec): 3 clusters Score: Raw -4604225.248377 + Penalty 3457.027804 = -4600768.220573 nChanged 20 SP:Iteration 40F (2247.594739 sec): 3 clusters Score: Raw -4604236.621522 + Penalty 3457.027804 = -4600779.593719 nChanged 20 SP:Iteration 41Q (2247.652737 sec): 3 clusters Score: Raw -4604245.573225 + Penalty 3457.027804 = -4600788.545421 nChanged 10 SP:Iteration 42Q (2247.711437 sec): 3 clusters Score: Raw -4604250.023317 + Penalty 3457.027804 = -4600792.995513 nChanged 7 SP:Iteration 43Q (2247.770433 sec): 3 clusters Score: Raw -4604253.461531 + Penalty 3457.027804 = -4600796.433727 nChanged 9 SP:Iteration 44Q (2247.829320 sec): 3 clusters Score: Raw -4604257.790492 + Penalty 3457.027804 = -4600800.762688 nChanged 9 SP:Iteration 45Q (2247.888022 sec): 3 clusters Score: Raw -4604260.628169 + Penalty 3457.027804 = -4600803.600366 nChanged 4 SP:Iteration 46Q (2247.946951 sec): 3 clusters Score: Raw -4604262.370047 + Penalty 3457.027804 = -4600805.342243 nChanged 5 SP:Iteration 47Q (2248.005781 sec): 3 clusters Score: Raw -4604264.824786 + Penalty 3457.027804 = -4600807.796982 nChanged 7 SP:Iteration 48Q (2248.064497 sec): 3 clusters Score: Raw -4604268.652688 + Penalty 3457.027804 = -4600811.624884 nChanged 5 SP:Iteration 49Q (2248.123280 sec): 3 clusters Score: Raw -4604270.534397 + Penalty 3457.027804 = -4600813.506594 nChanged 4 SP:Iteration 50Q (2248.182325 sec): 3 clusters Score: Raw -4604271.770990 + Penalty 3457.027804 = -4600814.743186 nChanged 2 SP:Iteration 51Q (2248.240913 sec): 3 clusters Score: Raw -4604272.429095 + Penalty 3457.027804 = -4600815.401291 nChanged 1 SP:Iteration 52Q (2248.299557 sec): 3 clusters Score: Raw -4604272.696869 + Penalty 3457.027804 = -4600815.669065 nChanged 0 SP:Iteration 53F (2248.372712 sec): 3 clusters Score: Raw -4604272.696869 + Penalty 3457.027804 = -4600815.669065 nChanged 0 Trying to split cluster 10 (15550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2248.395988 sec): 2 clusters Score: Raw -1789640.640788 + Penalty 1568.420087 = -1788072.220702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2248.432440 sec): 3 clusters Score: Raw -1780461.909498 + Penalty 3136.840173 = -1777325.069325 nChanged 6896 SP:Iteration 1F (2248.467398 sec): 3 clusters Score: Raw -1784181.627978 + Penalty 3136.840173 = -1781044.787805 nChanged 815 SP:Iteration 2F (2248.502583 sec): 3 clusters Score: Raw -1784444.848357 + Penalty 3136.840173 = -1781308.008184 nChanged 691 SP:Iteration 3Q (2248.538222 sec): 3 clusters Score: Raw -1784666.873960 + Penalty 3136.840173 = -1781530.033787 nChanged 584 SP:Iteration 4Q (2248.573792 sec): 3 clusters Score: Raw -1784847.832048 + Penalty 3136.840173 = -1781710.991875 nChanged 507 SP:Iteration 5Q (2248.609474 sec): 3 clusters Score: Raw -1784989.883556 + Penalty 3136.840173 = -1781853.043383 nChanged 461 SP:Iteration 6Q (2248.645073 sec): 3 clusters Score: Raw -1785124.491323 + Penalty 3136.840173 = -1781987.651150 nChanged 441 SP:Iteration 7Q (2248.680574 sec): 3 clusters Score: Raw -1785263.820317 + Penalty 3136.840173 = -1782126.980144 nChanged 463 SP:Iteration 8Q (2248.716089 sec): 3 clusters Score: Raw -1785428.948537 + Penalty 3136.840173 = -1782292.108364 nChanged 536 SP:Iteration 9Q (2248.751814 sec): 3 clusters Score: Raw -1785638.439961 + Penalty 3136.840173 = -1782501.599788 nChanged 569 SP:Iteration 10Q (2248.787471 sec): 3 clusters Score: Raw -1785889.761423 + Penalty 3136.840173 = -1782752.921250 nChanged 634 SP:Iteration 11Q (2248.822967 sec): 3 clusters Score: Raw -1786226.985818 + Penalty 3136.840173 = -1783090.145645 nChanged 706 SP:Iteration 12Q (2248.858854 sec): 3 clusters Score: Raw -1786664.669459 + Penalty 3136.840173 = -1783527.829285 nChanged 746 SP:Iteration 13Q (2248.894512 sec): 3 clusters Score: Raw -1787190.304841 + Penalty 3136.840173 = -1784053.464668 nChanged 744 SP:Iteration 14Q (2248.930128 sec): 3 clusters Score: Raw -1787773.097240 + Penalty 3136.840173 = -1784636.257067 nChanged 696 SP:Iteration 15Q (2248.965371 sec): 3 clusters Score: Raw -1788344.875317 + Penalty 3136.840173 = -1785208.035144 nChanged 555 SP:Iteration 16Q (2249.000103 sec): 3 clusters Score: Raw -1788841.771347 + Penalty 3136.840173 = -1785704.931173 nChanged 409 SP:Iteration 17Q (2249.034113 sec): 3 clusters Score: Raw -1789192.099770 + Penalty 3136.840173 = -1786055.259597 nChanged 259 SP:Iteration 18Q (2249.066484 sec): 3 clusters Score: Raw -1789391.351581 + Penalty 3136.840173 = -1786254.511408 nChanged 164 SP:Iteration 19Q (2249.104931 sec): 3 clusters Score: Raw -1789509.572284 + Penalty 3136.840173 = -1786372.732111 nChanged 118 SP:Iteration 20F (2249.139627 sec): 3 clusters Score: Raw -1789590.058344 + Penalty 3136.840173 = -1786453.218170 nChanged 92 SP:Iteration 21Q (2249.170788 sec): 3 clusters Score: Raw -1789649.916166 + Penalty 3136.840173 = -1786513.075993 nChanged 64 SP:Iteration 22Q (2249.201554 sec): 3 clusters Score: Raw -1789690.471152 + Penalty 3136.840173 = -1786553.630979 nChanged 49 SP:Iteration 23Q (2249.232180 sec): 3 clusters Score: Raw -1789725.651259 + Penalty 3136.840173 = -1786588.811086 nChanged 46 SP:Iteration 24Q (2249.262735 sec): 3 clusters Score: Raw -1789755.931522 + Penalty 3136.840173 = -1786619.091349 nChanged 37 SP:Iteration 25Q (2249.293185 sec): 3 clusters Score: Raw -1789780.938532 + Penalty 3136.840173 = -1786644.098358 nChanged 34 SP:Iteration 26Q (2249.323444 sec): 3 clusters Score: Raw -1789801.958312 + Penalty 3136.840173 = -1786665.118139 nChanged 25 SP:Iteration 27Q (2249.353815 sec): 3 clusters Score: Raw -1789819.513951 + Penalty 3136.840173 = -1786682.673778 nChanged 19 SP:Iteration 28Q (2249.384654 sec): 3 clusters Score: Raw -1789829.814099 + Penalty 3136.840173 = -1786692.973926 nChanged 15 SP:Iteration 29Q (2249.414960 sec): 3 clusters Score: Raw -1789839.105278 + Penalty 3136.840173 = -1786702.265105 nChanged 17 SP:Iteration 30Q (2249.445359 sec): 3 clusters Score: Raw -1789856.709792 + Penalty 3136.840173 = -1786719.869619 nChanged 17 SP:Iteration 31Q (2249.475835 sec): 3 clusters Score: Raw -1789872.335040 + Penalty 3136.840173 = -1786735.494867 nChanged 17 SP:Iteration 32Q (2249.506121 sec): 3 clusters Score: Raw -1789882.739461 + Penalty 3136.840173 = -1786745.899288 nChanged 10 SP:Iteration 33Q (2249.536323 sec): 3 clusters Score: Raw -1789891.182709 + Penalty 3136.840173 = -1786754.342536 nChanged 8 SP:Iteration 34Q (2249.566593 sec): 3 clusters Score: Raw -1789894.595478 + Penalty 3136.840173 = -1786757.755305 nChanged 8 SP:Iteration 35Q (2249.596702 sec): 3 clusters Score: Raw -1789900.131745 + Penalty 3136.840173 = -1786763.291572 nChanged 10 SP:Iteration 36Q (2249.626923 sec): 3 clusters Score: Raw -1789905.736620 + Penalty 3136.840173 = -1786768.896447 nChanged 6 SP:Iteration 37Q (2249.657092 sec): 3 clusters Score: Raw -1789909.214284 + Penalty 3136.840173 = -1786772.374111 nChanged 1 SP:Iteration 38Q (2249.687433 sec): 3 clusters Score: Raw -1789910.069591 + Penalty 3136.840173 = -1786773.229418 nChanged 2 SP:Iteration 39Q (2249.717701 sec): 3 clusters Score: Raw -1789910.585084 + Penalty 3136.840173 = -1786773.744911 nChanged 2 SP:Iteration 40F (2249.752676 sec): 3 clusters Score: Raw -1789911.506915 + Penalty 3136.840173 = -1786774.666742 nChanged 2 SP:Iteration 41Q (2249.783054 sec): 3 clusters Score: Raw -1789912.752193 + Penalty 3136.840173 = -1786775.912020 nChanged 1 SP:Iteration 42Q (2249.813178 sec): 3 clusters Score: Raw -1789913.385928 + Penalty 3136.840173 = -1786776.545755 nChanged 1 SP:Iteration 43Q (2249.843244 sec): 3 clusters Score: Raw -1789913.912323 + Penalty 3136.840173 = -1786777.072150 nChanged 0 SP:Iteration 44F (2249.878443 sec): 3 clusters Score: Raw -1789913.912323 + Penalty 3136.840173 = -1786777.072150 nChanged 0 Trying to split cluster 11 (35310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2249.930839 sec): 2 clusters Score: Raw -3773191.687722 + Penalty 1701.687242 = -3771490.000480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2249.999418 sec): 3 clusters Score: Raw -3751045.364626 + Penalty 3403.374484 = -3747641.990142 nChanged 16394 SP:Iteration 1F (2250.062917 sec): 3 clusters Score: Raw -3760474.303953 + Penalty 3403.374484 = -3757070.929469 nChanged 1589 SP:Iteration 2Q (2250.128858 sec): 3 clusters Score: Raw -3760963.312258 + Penalty 3403.374484 = -3757559.937774 nChanged 1477 SP:Iteration 3Q (2250.194169 sec): 3 clusters Score: Raw -3761427.078030 + Penalty 3403.374484 = -3758023.703546 nChanged 1444 SP:Iteration 4Q (2250.259662 sec): 3 clusters Score: Raw -3761912.885875 + Penalty 3403.374484 = -3758509.511391 nChanged 1480 SP:Iteration 5Q (2250.342404 sec): 3 clusters Score: Raw -3762462.791222 + Penalty 3403.374484 = -3759059.416738 nChanged 1541 SP:Iteration 6Q (2250.407168 sec): 3 clusters Score: Raw -3763136.769255 + Penalty 3403.374484 = -3759733.394771 nChanged 1695 SP:Iteration 7Q (2250.472633 sec): 3 clusters Score: Raw -3764017.756822 + Penalty 3403.374484 = -3760614.382338 nChanged 1942 SP:Iteration 8F (2250.535378 sec): 3 clusters Score: Raw -3765233.610334 + Penalty 3403.374484 = -3761830.235850 nChanged 2001 SP:Iteration 9F (2250.598642 sec): 3 clusters Score: Raw -3766659.145713 + Penalty 3403.374484 = -3763255.771229 nChanged 1955 SP:Iteration 10F (2250.662162 sec): 3 clusters Score: Raw -3768203.108888 + Penalty 3403.374484 = -3764799.734404 nChanged 1647 SP:Iteration 11Q (2250.725374 sec): 3 clusters Score: Raw -3769507.381237 + Penalty 3403.374484 = -3766104.006753 nChanged 1300 SP:Iteration 12Q (2250.786035 sec): 3 clusters Score: Raw -3770466.386890 + Penalty 3403.374484 = -3767063.012407 nChanged 978 SP:Iteration 13Q (2250.845001 sec): 3 clusters Score: Raw -3771104.732696 + Penalty 3403.374484 = -3767701.358212 nChanged 736 SP:Iteration 14Q (2250.902454 sec): 3 clusters Score: Raw -3771533.620456 + Penalty 3403.374484 = -3768130.245972 nChanged 604 SP:Iteration 15Q (2250.959172 sec): 3 clusters Score: Raw -3771876.188210 + Penalty 3403.374484 = -3768472.813726 nChanged 533 SP:Iteration 16Q (2251.014973 sec): 3 clusters Score: Raw -3772177.916300 + Penalty 3403.374484 = -3768774.541816 nChanged 420 SP:Iteration 17Q (2251.070288 sec): 3 clusters Score: Raw -3772423.819377 + Penalty 3403.374484 = -3769020.444893 nChanged 393 SP:Iteration 18Q (2251.125094 sec): 3 clusters Score: Raw -3772655.038877 + Penalty 3403.374484 = -3769251.664393 nChanged 310 SP:Iteration 19Q (2251.178936 sec): 3 clusters Score: Raw -3772843.772230 + Penalty 3403.374484 = -3769440.397746 nChanged 255 SP:Iteration 20F (2251.278642 sec): 3 clusters Score: Raw -3773003.871982 + Penalty 3403.374484 = -3769600.497498 nChanged 214 SP:Iteration 21Q (2251.364969 sec): 3 clusters Score: Raw -3773136.527168 + Penalty 3403.374484 = -3769733.152684 nChanged 148 SP:Iteration 22Q (2251.454694 sec): 3 clusters Score: Raw -3773218.967448 + Penalty 3403.374484 = -3769815.592964 nChanged 115 SP:Iteration 23Q (2251.543919 sec): 3 clusters Score: Raw -3773285.118893 + Penalty 3403.374484 = -3769881.744409 nChanged 87 SP:Iteration 24Q (2251.626863 sec): 3 clusters Score: Raw -3773338.790704 + Penalty 3403.374484 = -3769935.416220 nChanged 63 SP:Iteration 25Q (2251.716297 sec): 3 clusters Score: Raw -3773374.657818 + Penalty 3403.374484 = -3769971.283334 nChanged 41 SP:Iteration 26Q (2251.795990 sec): 3 clusters Score: Raw -3773398.256338 + Penalty 3403.374484 = -3769994.881854 nChanged 32 SP:Iteration 27Q (2251.885010 sec): 3 clusters Score: Raw -3773423.361106 + Penalty 3403.374484 = -3770019.986622 nChanged 31 SP:Iteration 28Q (2251.974835 sec): 3 clusters Score: Raw -3773447.868752 + Penalty 3403.374484 = -3770044.494268 nChanged 26 SP:Iteration 29Q (2252.046858 sec): 3 clusters Score: Raw -3773463.085496 + Penalty 3403.374484 = -3770059.711012 nChanged 17 SP:Iteration 30Q (2252.131168 sec): 3 clusters Score: Raw -3773474.536118 + Penalty 3403.374484 = -3770071.161634 nChanged 18 SP:Iteration 31Q (2252.182857 sec): 3 clusters Score: Raw -3773484.942864 + Penalty 3403.374484 = -3770081.568381 nChanged 9 SP:Iteration 32Q (2252.234306 sec): 3 clusters Score: Raw -3773489.505869 + Penalty 3403.374484 = -3770086.131385 nChanged 11 SP:Iteration 33Q (2252.286263 sec): 3 clusters Score: Raw -3773497.037199 + Penalty 3403.374484 = -3770093.662715 nChanged 8 SP:Iteration 34Q (2252.337923 sec): 3 clusters Score: Raw -3773499.560421 + Penalty 3403.374484 = -3770096.185937 nChanged 7 SP:Iteration 35Q (2252.389401 sec): 3 clusters Score: Raw -3773502.346347 + Penalty 3403.374484 = -3770098.971863 nChanged 1 SP:Iteration 36Q (2252.440900 sec): 3 clusters Score: Raw -3773503.028877 + Penalty 3403.374484 = -3770099.654393 nChanged 1 SP:Iteration 37Q (2252.499626 sec): 3 clusters Score: Raw -3773504.015971 + Penalty 3403.374484 = -3770100.641487 nChanged 2 SP:Iteration 38Q (2252.551014 sec): 3 clusters Score: Raw -3773505.051824 + Penalty 3403.374484 = -3770101.677340 nChanged 3 SP:Iteration 39Q (2252.602189 sec): 3 clusters Score: Raw -3773507.230278 + Penalty 3403.374484 = -3770103.855795 nChanged 5 SP:Iteration 40F (2252.664419 sec): 3 clusters Score: Raw -3773509.485766 + Penalty 3403.374484 = -3770106.111282 nChanged 3 SP:Iteration 41Q (2252.716740 sec): 3 clusters Score: Raw -3773511.069302 + Penalty 3403.374484 = -3770107.694818 nChanged 3 SP:Iteration 42Q (2252.768190 sec): 3 clusters Score: Raw -3773512.463234 + Penalty 3403.374484 = -3770109.088750 nChanged 2 SP:Iteration 43Q (2252.819752 sec): 3 clusters Score: Raw -3773514.121654 + Penalty 3403.374484 = -3770110.747171 nChanged 5 SP:Iteration 44Q (2252.871035 sec): 3 clusters Score: Raw -3773516.519141 + Penalty 3403.374484 = -3770113.144657 nChanged 2 SP:Iteration 45Q (2252.922622 sec): 3 clusters Score: Raw -3773517.496741 + Penalty 3403.374484 = -3770114.122257 nChanged 0 SP:Iteration 46F (2253.015244 sec): 3 clusters Score: Raw -3773517.496741 + Penalty 3403.374484 = -3770114.122257 nChanged 0 Trying to split cluster 12 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2253.023303 sec): 2 clusters Score: Raw -18473.017212 + Penalty 872.728680 = -17600.288532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.025192 sec): 3 clusters Score: Raw -18674.927900 + Penalty 1745.457359 = -16929.470541 nChanged 36 SP:Iteration 1F (2253.026892 sec): 3 clusters Score: Raw -18769.513160 + Penalty 1745.457359 = -17024.055801 nChanged 11 SP:Iteration 2F (2253.028840 sec): 3 clusters Score: Raw -18823.687275 + Penalty 1745.457359 = -17078.229916 nChanged 6 SP:Iteration 3Q (2253.030470 sec): 3 clusters Score: Raw -18840.110307 + Penalty 1745.457359 = -17094.652947 nChanged 2 SP:Iteration 4Q (2253.032086 sec): 3 clusters Score: Raw -18851.731481 + Penalty 1745.457359 = -17106.274122 nChanged 1 SP:Iteration 5Q (2253.033825 sec): 3 clusters Score: Raw -18853.429930 + Penalty 1745.457359 = -17107.972571 nChanged 0 SP:Iteration 6F (2253.035540 sec): 3 clusters Score: Raw -18853.429930 + Penalty 1745.457359 = -17107.972571 nChanged 0 Trying to split cluster 13 (98229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2253.164875 sec): 2 clusters Score: Raw -11279528.517434 + Penalty 1867.946725 = -11277660.570710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.330184 sec): 3 clusters Score: Raw -11215627.386726 + Penalty 3735.893449 = -11211891.493277 nChanged 47081 SP:Iteration 1F (2253.493405 sec): 3 clusters Score: Raw -11243772.945144 + Penalty 3735.893449 = -11240037.051694 nChanged 4382 SP:Iteration 2Q (2253.666318 sec): 3 clusters Score: Raw -11245382.427171 + Penalty 3735.893449 = -11241646.533722 nChanged 5108 SP:Iteration 3F (2253.828811 sec): 3 clusters Score: Raw -11247697.531195 + Penalty 3735.893449 = -11243961.637746 nChanged 6041 SP:Iteration 4F (2253.991785 sec): 3 clusters Score: Raw -11250995.339251 + Penalty 3735.893449 = -11247259.445802 nChanged 6718 SP:Iteration 5F (2254.154494 sec): 3 clusters Score: Raw -11255244.193871 + Penalty 3735.893449 = -11251508.300422 nChanged 6841 SP:Iteration 6F (2254.317510 sec): 3 clusters Score: Raw -11260237.894589 + Penalty 3735.893449 = -11256502.001140 nChanged 6506 SP:Iteration 7F (2254.480337 sec): 3 clusters Score: Raw -11265473.965757 + Penalty 3735.893449 = -11261738.072308 nChanged 5440 SP:Iteration 8F (2254.642897 sec): 3 clusters Score: Raw -11270084.463562 + Penalty 3735.893449 = -11266348.570113 nChanged 4199 SP:Iteration 9Q (2254.809766 sec): 3 clusters Score: Raw -11273647.860617 + Penalty 3735.893449 = -11269911.967168 nChanged 3039 SP:Iteration 10Q (2254.968728 sec): 3 clusters Score: Raw -11276086.812479 + Penalty 3735.893449 = -11272350.919030 nChanged 2145 SP:Iteration 11Q (2255.120700 sec): 3 clusters Score: Raw -11277762.025090 + Penalty 3735.893449 = -11274026.131641 nChanged 1544 SP:Iteration 12Q (2255.268126 sec): 3 clusters Score: Raw -11278913.337483 + Penalty 3735.893449 = -11275177.444034 nChanged 1066 SP:Iteration 13Q (2255.411110 sec): 3 clusters Score: Raw -11279637.189174 + Penalty 3735.893449 = -11275901.295724 nChanged 728 SP:Iteration 14Q (2255.550619 sec): 3 clusters Score: Raw -11280065.633433 + Penalty 3735.893449 = -11276329.739984 nChanged 536 SP:Iteration 15Q (2255.688161 sec): 3 clusters Score: Raw -11280337.010647 + Penalty 3735.893449 = -11276601.117198 nChanged 406 SP:Iteration 16Q (2255.824120 sec): 3 clusters Score: Raw -11280519.499859 + Penalty 3735.893449 = -11276783.606410 nChanged 285 SP:Iteration 17Q (2255.969296 sec): 3 clusters Score: Raw -11280630.185400 + Penalty 3735.893449 = -11276894.291951 nChanged 248 SP:Iteration 18Q (2256.103484 sec): 3 clusters Score: Raw -11280719.095052 + Penalty 3735.893449 = -11276983.201603 nChanged 200 SP:Iteration 19Q (2256.236884 sec): 3 clusters Score: Raw -11280784.356592 + Penalty 3735.893449 = -11277048.463143 nChanged 150 SP:Iteration 20F (2256.398545 sec): 3 clusters Score: Raw -11280827.153339 + Penalty 3735.893449 = -11277091.259890 nChanged 136 SP:Iteration 21Q (2256.529853 sec): 3 clusters Score: Raw -11280863.748601 + Penalty 3735.893449 = -11277127.855152 nChanged 96 SP:Iteration 22Q (2256.660624 sec): 3 clusters Score: Raw -11280890.303779 + Penalty 3735.893449 = -11277154.410330 nChanged 94 SP:Iteration 23Q (2256.791337 sec): 3 clusters Score: Raw -11280918.862564 + Penalty 3735.893449 = -11277182.969115 nChanged 99 SP:Iteration 24Q (2256.921578 sec): 3 clusters Score: Raw -11280942.338086 + Penalty 3735.893449 = -11277206.444637 nChanged 62 SP:Iteration 25Q (2257.051606 sec): 3 clusters Score: Raw -11280954.839866 + Penalty 3735.893449 = -11277218.946417 nChanged 42 SP:Iteration 26Q (2257.181594 sec): 3 clusters Score: Raw -11280963.331510 + Penalty 3735.893449 = -11277227.438061 nChanged 34 SP:Iteration 27Q (2257.311324 sec): 3 clusters Score: Raw -11280967.046057 + Penalty 3735.893449 = -11277231.152608 nChanged 19 SP:Iteration 28Q (2257.441163 sec): 3 clusters Score: Raw -11280968.832035 + Penalty 3735.893449 = -11277232.938586 nChanged 20 SP:Iteration 29Q (2257.570776 sec): 3 clusters Score: Raw -11280971.345093 + Penalty 3735.893449 = -11277235.451643 nChanged 18 SP:Iteration 30Q (2257.700370 sec): 3 clusters Score: Raw -11280974.810012 + Penalty 3735.893449 = -11277238.916563 nChanged 23 SP:Iteration 31Q (2257.830097 sec): 3 clusters Score: Raw -11280978.209101 + Penalty 3735.893449 = -11277242.315652 nChanged 13 SP:Iteration 32Q (2257.959778 sec): 3 clusters Score: Raw -11280979.406105 + Penalty 3735.893449 = -11277243.512656 nChanged 8 SP:Iteration 33Q (2258.089237 sec): 3 clusters Score: Raw -11280980.049146 + Penalty 3735.893449 = -11277244.155697 nChanged 6 SP:Iteration 34Q (2258.218864 sec): 3 clusters Score: Raw -11280980.668885 + Penalty 3735.893449 = -11277244.775436 nChanged 6 SP:Iteration 35Q (2258.348440 sec): 3 clusters Score: Raw -11280981.174940 + Penalty 3735.893449 = -11277245.281491 nChanged 4 SP:Iteration 36Q (2258.477927 sec): 3 clusters Score: Raw -11280981.499571 + Penalty 3735.893449 = -11277245.606121 nChanged 3 SP:Iteration 37Q (2258.607487 sec): 3 clusters Score: Raw -11280981.752023 + Penalty 3735.893449 = -11277245.858574 nChanged 2 SP:Iteration 38Q (2258.736957 sec): 3 clusters Score: Raw -11280981.860608 + Penalty 3735.893449 = -11277245.967159 nChanged 0 SP:Iteration 39F (2258.897115 sec): 3 clusters Score: Raw -11280981.860608 + Penalty 3735.893449 = -11277245.967159 nChanged 0 Trying to split cluster 14 (24940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.931059 sec): 2 clusters Score: Raw -2839062.192666 + Penalty 1645.187086 = -2837417.005580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.983510 sec): 3 clusters Score: Raw -2823858.749087 + Penalty 3290.374171 = -2820568.374916 nChanged 11391 SP:Iteration 1F (2259.033316 sec): 3 clusters Score: Raw -2830106.450942 + Penalty 3290.374171 = -2826816.076771 nChanged 1043 SP:Iteration 2Q (2259.084295 sec): 3 clusters Score: Raw -2830460.634255 + Penalty 3290.374171 = -2827170.260084 nChanged 1031 SP:Iteration 3Q (2259.135030 sec): 3 clusters Score: Raw -2830866.283019 + Penalty 3290.374171 = -2827575.908848 nChanged 1083 SP:Iteration 4Q (2259.185779 sec): 3 clusters Score: Raw -2831427.924925 + Penalty 3290.374171 = -2828137.550754 nChanged 1299 SP:Iteration 5F (2259.235224 sec): 3 clusters Score: Raw -2832212.986367 + Penalty 3290.374171 = -2828922.612196 nChanged 1428 SP:Iteration 6F (2259.285124 sec): 3 clusters Score: Raw -2833171.374275 + Penalty 3290.374171 = -2829881.000104 nChanged 1549 SP:Iteration 7F (2259.334598 sec): 3 clusters Score: Raw -2834217.287053 + Penalty 3290.374171 = -2830926.912882 nChanged 1446 SP:Iteration 8F (2259.384391 sec): 3 clusters Score: Raw -2835173.205728 + Penalty 3290.374171 = -2831882.831557 nChanged 1260 SP:Iteration 9F (2259.433841 sec): 3 clusters Score: Raw -2835897.681718 + Penalty 3290.374171 = -2832607.307547 nChanged 1029 SP:Iteration 10Q (2259.483297 sec): 3 clusters Score: Raw -2836385.181598 + Penalty 3290.374171 = -2833094.807426 nChanged 726 SP:Iteration 11Q (2259.532705 sec): 3 clusters Score: Raw -2836620.607649 + Penalty 3290.374171 = -2833330.233478 nChanged 482 SP:Iteration 12Q (2259.581834 sec): 3 clusters Score: Raw -2836744.235618 + Penalty 3290.374171 = -2833453.861446 nChanged 336 SP:Iteration 13Q (2259.630802 sec): 3 clusters Score: Raw -2836804.487707 + Penalty 3290.374171 = -2833514.113536 nChanged 227 SP:Iteration 14Q (2259.679815 sec): 3 clusters Score: Raw -2836840.920568 + Penalty 3290.374171 = -2833550.546397 nChanged 189 SP:Iteration 15Q (2259.728773 sec): 3 clusters Score: Raw -2836865.720064 + Penalty 3290.374171 = -2833575.345893 nChanged 140 SP:Iteration 16Q (2259.803591 sec): 3 clusters Score: Raw -2836883.121041 + Penalty 3290.374171 = -2833592.746870 nChanged 137 SP:Iteration 17Q (2259.865152 sec): 3 clusters Score: Raw -2836898.975565 + Penalty 3290.374171 = -2833608.601394 nChanged 126 SP:Iteration 18Q (2259.913735 sec): 3 clusters Score: Raw -2836914.561692 + Penalty 3290.374171 = -2833624.187520 nChanged 105 SP:Iteration 19Q (2259.963015 sec): 3 clusters Score: Raw -2836926.245109 + Penalty 3290.374171 = -2833635.870938 nChanged 83 SP:Iteration 20F (2260.012500 sec): 3 clusters Score: Raw -2836934.265940 + Penalty 3290.374171 = -2833643.891769 nChanged 74 SP:Iteration 21Q (2260.061319 sec): 3 clusters Score: Raw -2836941.375045 + Penalty 3290.374171 = -2833651.000874 nChanged 83 SP:Iteration 22Q (2260.110119 sec): 3 clusters Score: Raw -2836950.533051 + Penalty 3290.374171 = -2833660.158880 nChanged 94 SP:Iteration 23Q (2260.158798 sec): 3 clusters Score: Raw -2836959.260677 + Penalty 3290.374171 = -2833668.886505 nChanged 81 SP:Iteration 24Q (2260.207524 sec): 3 clusters Score: Raw -2836965.978454 + Penalty 3290.374171 = -2833675.604282 nChanged 69 SP:Iteration 25Q (2260.256353 sec): 3 clusters Score: Raw -2836972.063774 + Penalty 3290.374171 = -2833681.689603 nChanged 60 SP:Iteration 26Q (2260.304867 sec): 3 clusters Score: Raw -2836977.553063 + Penalty 3290.374171 = -2833687.178892 nChanged 76 SP:Iteration 27Q (2260.353417 sec): 3 clusters Score: Raw -2836984.648363 + Penalty 3290.374171 = -2833694.274191 nChanged 75 SP:Iteration 28Q (2260.402026 sec): 3 clusters Score: Raw -2836992.665710 + Penalty 3290.374171 = -2833702.291539 nChanged 81 SP:Iteration 29Q (2260.450634 sec): 3 clusters Score: Raw -2837000.150449 + Penalty 3290.374171 = -2833709.776277 nChanged 66 SP:Iteration 30Q (2260.499399 sec): 3 clusters Score: Raw -2837004.420364 + Penalty 3290.374171 = -2833714.046193 nChanged 55 SP:Iteration 31Q (2260.561421 sec): 3 clusters Score: Raw -2837007.606664 + Penalty 3290.374171 = -2833717.232492 nChanged 42 SP:Iteration 32Q (2260.609688 sec): 3 clusters Score: Raw -2837010.422684 + Penalty 3290.374171 = -2833720.048513 nChanged 37 SP:Iteration 33Q (2260.658450 sec): 3 clusters Score: Raw -2837012.475766 + Penalty 3290.374171 = -2833722.101594 nChanged 35 SP:Iteration 34Q (2260.707748 sec): 3 clusters Score: Raw -2837014.268380 + Penalty 3290.374171 = -2833723.894209 nChanged 32 SP:Iteration 35Q (2260.757554 sec): 3 clusters Score: Raw -2837016.444215 + Penalty 3290.374171 = -2833726.070043 nChanged 28 SP:Iteration 36Q (2260.806464 sec): 3 clusters Score: Raw -2837018.318294 + Penalty 3290.374171 = -2833727.944123 nChanged 29 SP:Iteration 37Q (2260.854710 sec): 3 clusters Score: Raw -2837020.050212 + Penalty 3290.374171 = -2833729.676040 nChanged 23 SP:Iteration 38Q (2260.904111 sec): 3 clusters Score: Raw -2837021.272729 + Penalty 3290.374171 = -2833730.898558 nChanged 20 SP:Iteration 39Q (2260.952740 sec): 3 clusters Score: Raw -2837022.443541 + Penalty 3290.374171 = -2833732.069370 nChanged 14 SP:Iteration 40F (2261.002481 sec): 3 clusters Score: Raw -2837022.992921 + Penalty 3290.374171 = -2833732.618750 nChanged 13 SP:Iteration 41Q (2261.051442 sec): 3 clusters Score: Raw -2837023.587102 + Penalty 3290.374171 = -2833733.212931 nChanged 14 SP:Iteration 42Q (2261.100074 sec): 3 clusters Score: Raw -2837024.330358 + Penalty 3290.374171 = -2833733.956187 nChanged 11 SP:Iteration 43Q (2261.185665 sec): 3 clusters Score: Raw -2837024.895037 + Penalty 3290.374171 = -2833734.520866 nChanged 11 SP:Iteration 44Q (2261.233629 sec): 3 clusters Score: Raw -2837025.371694 + Penalty 3290.374171 = -2833734.997522 nChanged 10 SP:Iteration 45Q (2261.320161 sec): 3 clusters Score: Raw -2837025.772380 + Penalty 3290.374171 = -2833735.398209 nChanged 8 SP:Iteration 46Q (2261.406302 sec): 3 clusters Score: Raw -2837026.229534 + Penalty 3290.374171 = -2833735.855362 nChanged 10 SP:Iteration 47Q (2261.491989 sec): 3 clusters Score: Raw -2837026.579331 + Penalty 3290.374171 = -2833736.205160 nChanged 8 SP:Iteration 48Q (2261.577659 sec): 3 clusters Score: Raw -2837026.887977 + Penalty 3290.374171 = -2833736.513806 nChanged 4 SP:Iteration 49Q (2261.663395 sec): 3 clusters Score: Raw -2837027.142952 + Penalty 3290.374171 = -2833736.768781 nChanged 6 SP:Iteration 50Q (2261.749439 sec): 3 clusters Score: Raw -2837027.406514 + Penalty 3290.374171 = -2833737.032343 nChanged 5 SP:Iteration 51Q (2261.821545 sec): 3 clusters Score: Raw -2837027.633051 + Penalty 3290.374171 = -2833737.258880 nChanged 5 SP:Iteration 52Q (2261.907517 sec): 3 clusters Score: Raw -2837027.838992 + Penalty 3290.374171 = -2833737.464821 nChanged 8 SP:Iteration 53Q (2261.993452 sec): 3 clusters Score: Raw -2837028.209757 + Penalty 3290.374171 = -2833737.835585 nChanged 9 SP:Iteration 54Q (2262.079342 sec): 3 clusters Score: Raw -2837028.475157 + Penalty 3290.374171 = -2833738.100985 nChanged 7 SP:Iteration 55Q (2262.159311 sec): 3 clusters Score: Raw -2837028.695823 + Penalty 3290.374171 = -2833738.321652 nChanged 4 SP:Iteration 56Q (2262.237490 sec): 3 clusters Score: Raw -2837028.868740 + Penalty 3290.374171 = -2833738.494569 nChanged 5 SP:Iteration 57Q (2262.323479 sec): 3 clusters Score: Raw -2837029.078999 + Penalty 3290.374171 = -2833738.704828 nChanged 7 SP:Iteration 58Q (2262.399920 sec): 3 clusters Score: Raw -2837029.384083 + Penalty 3290.374171 = -2833739.009912 nChanged 11 SP:Iteration 59Q (2262.447845 sec): 3 clusters Score: Raw -2837029.950027 + Penalty 3290.374171 = -2833739.575856 nChanged 12 SP:Iteration 60F (2262.497776 sec): 3 clusters Score: Raw -2837030.364442 + Penalty 3290.374171 = -2833739.990270 nChanged 4 SP:Iteration 61Q (2262.546653 sec): 3 clusters Score: Raw -2837030.587126 + Penalty 3290.374171 = -2833740.212955 nChanged 5 SP:Iteration 62Q (2262.595586 sec): 3 clusters Score: Raw -2837030.841555 + Penalty 3290.374171 = -2833740.467383 nChanged 7 SP:Iteration 63Q (2262.644398 sec): 3 clusters Score: Raw -2837031.068965 + Penalty 3290.374171 = -2833740.694794 nChanged 9 SP:Iteration 64Q (2262.693497 sec): 3 clusters Score: Raw -2837031.478092 + Penalty 3290.374171 = -2833741.103921 nChanged 11 SP:Iteration 65Q (2262.742671 sec): 3 clusters Score: Raw -2837032.079205 + Penalty 3290.374171 = -2833741.705034 nChanged 11 SP:Iteration 66Q (2262.791211 sec): 3 clusters Score: Raw -2837032.616065 + Penalty 3290.374171 = -2833742.241894 nChanged 13 SP:Iteration 67Q (2262.840017 sec): 3 clusters Score: Raw -2837033.444327 + Penalty 3290.374171 = -2833743.070156 nChanged 16 SP:Iteration 68Q (2262.888619 sec): 3 clusters Score: Raw -2837034.563396 + Penalty 3290.374171 = -2833744.189225 nChanged 24 SP:Iteration 69Q (2262.937216 sec): 3 clusters Score: Raw -2837036.407924 + Penalty 3290.374171 = -2833746.033753 nChanged 27 SP:Iteration 70Q (2262.985764 sec): 3 clusters Score: Raw -2837038.293476 + Penalty 3290.374171 = -2833747.919305 nChanged 30 SP:Iteration 71Q (2263.034356 sec): 3 clusters Score: Raw -2837040.069763 + Penalty 3290.374171 = -2833749.695592 nChanged 24 SP:Iteration 72Q (2263.083049 sec): 3 clusters Score: Raw -2837041.218668 + Penalty 3290.374171 = -2833750.844497 nChanged 19 SP:Iteration 73Q (2263.131845 sec): 3 clusters Score: Raw -2837041.997431 + Penalty 3290.374171 = -2833751.623259 nChanged 19 SP:Iteration 74Q (2263.180665 sec): 3 clusters Score: Raw -2837042.884203 + Penalty 3290.374171 = -2833752.510032 nChanged 12 SP:Iteration 75Q (2263.230192 sec): 3 clusters Score: Raw -2837043.669671 + Penalty 3290.374171 = -2833753.295500 nChanged 18 SP:Iteration 76Q (2263.278800 sec): 3 clusters Score: Raw -2837044.565727 + Penalty 3290.374171 = -2833754.191556 nChanged 14 SP:Iteration 77Q (2263.327422 sec): 3 clusters Score: Raw -2837045.168108 + Penalty 3290.374171 = -2833754.793937 nChanged 12 SP:Iteration 78Q (2263.375871 sec): 3 clusters Score: Raw -2837045.761249 + Penalty 3290.374171 = -2833755.387078 nChanged 11 SP:Iteration 79Q (2263.424516 sec): 3 clusters Score: Raw -2837046.295820 + Penalty 3290.374171 = -2833755.921649 nChanged 12 SP:Iteration 80F (2263.473962 sec): 3 clusters Score: Raw -2837046.841408 + Penalty 3290.374171 = -2833756.467237 nChanged 10 SP:Iteration 81Q (2263.522810 sec): 3 clusters Score: Raw -2837047.701504 + Penalty 3290.374171 = -2833757.327333 nChanged 17 SP:Iteration 82Q (2263.571544 sec): 3 clusters Score: Raw -2837048.915298 + Penalty 3290.374171 = -2833758.541126 nChanged 21 SP:Iteration 83Q (2263.620113 sec): 3 clusters Score: Raw -2837050.250821 + Penalty 3290.374171 = -2833759.876649 nChanged 21 SP:Iteration 84Q (2263.668818 sec): 3 clusters Score: Raw -2837051.163488 + Penalty 3290.374171 = -2833760.789316 nChanged 22 SP:Iteration 85Q (2263.717322 sec): 3 clusters Score: Raw -2837052.302289 + Penalty 3290.374171 = -2833761.928118 nChanged 25 SP:Iteration 86Q (2263.765891 sec): 3 clusters Score: Raw -2837054.520135 + Penalty 3290.374171 = -2833764.145964 nChanged 36 SP:Iteration 87Q (2263.814354 sec): 3 clusters Score: Raw -2837056.945283 + Penalty 3290.374171 = -2833766.571112 nChanged 32 SP:Iteration 88Q (2263.862924 sec): 3 clusters Score: Raw -2837058.875878 + Penalty 3290.374171 = -2833768.501707 nChanged 32 SP:Iteration 89Q (2263.911928 sec): 3 clusters Score: Raw -2837061.219827 + Penalty 3290.374171 = -2833770.845656 nChanged 27 SP:Iteration 90Q (2263.960397 sec): 3 clusters Score: Raw -2837063.940192 + Penalty 3290.374171 = -2833773.566021 nChanged 39 SP:Iteration 91Q (2264.009140 sec): 3 clusters Score: Raw -2837067.181307 + Penalty 3290.374171 = -2833776.807136 nChanged 39 SP:Iteration 92Q (2264.057887 sec): 3 clusters Score: Raw -2837070.094919 + Penalty 3290.374171 = -2833779.720747 nChanged 35 SP:Iteration 93Q (2264.106436 sec): 3 clusters Score: Raw -2837073.178220 + Penalty 3290.374171 = -2833782.804049 nChanged 42 SP:Iteration 94Q (2264.154759 sec): 3 clusters Score: Raw -2837076.969666 + Penalty 3290.374171 = -2833786.595495 nChanged 45 SP:Iteration 95Q (2264.203373 sec): 3 clusters Score: Raw -2837080.556817 + Penalty 3290.374171 = -2833790.182646 nChanged 45 SP:Iteration 96Q (2264.251786 sec): 3 clusters Score: Raw -2837083.969020 + Penalty 3290.374171 = -2833793.594848 nChanged 54 SP:Iteration 97Q (2264.304080 sec): 3 clusters Score: Raw -2837089.635876 + Penalty 3290.374171 = -2833799.261705 nChanged 72 SP:Iteration 98Q (2264.352146 sec): 3 clusters Score: Raw -2837098.514322 + Penalty 3290.374171 = -2833808.140151 nChanged 71 SP:Iteration 99Q (2264.400603 sec): 3 clusters Score: Raw -2837106.866839 + Penalty 3290.374171 = -2833816.492667 nChanged 82 SP:Iteration 100F (2264.450072 sec): 3 clusters Score: Raw -2837116.330451 + Penalty 3290.374171 = -2833825.956279 nChanged 88 SP:Iteration 101Q (2264.498572 sec): 3 clusters Score: Raw -2837127.888360 + Penalty 3290.374171 = -2833837.514188 nChanged 107 SP:Iteration 102Q (2264.547467 sec): 3 clusters Score: Raw -2837143.950965 + Penalty 3290.374171 = -2833853.576794 nChanged 126 SP:Iteration 103Q (2264.595827 sec): 3 clusters Score: Raw -2837165.908441 + Penalty 3290.374171 = -2833875.534270 nChanged 151 SP:Iteration 104Q (2264.644179 sec): 3 clusters Score: Raw -2837194.234985 + Penalty 3290.374171 = -2833903.860813 nChanged 153 SP:Iteration 105Q (2264.692298 sec): 3 clusters Score: Raw -2837224.123916 + Penalty 3290.374171 = -2833933.749745 nChanged 185 SP:Iteration 106Q (2264.740790 sec): 3 clusters Score: Raw -2837265.596689 + Penalty 3290.374171 = -2833975.222518 nChanged 217 SP:Iteration 107Q (2264.789296 sec): 3 clusters Score: Raw -2837312.652751 + Penalty 3290.374171 = -2834022.278579 nChanged 210 SP:Iteration 108Q (2264.837571 sec): 3 clusters Score: Raw -2837362.976490 + Penalty 3290.374171 = -2834072.602319 nChanged 242 SP:Iteration 109Q (2264.885645 sec): 3 clusters Score: Raw -2837418.638491 + Penalty 3290.374171 = -2834128.264319 nChanged 265 SP:Iteration 110Q (2264.933561 sec): 3 clusters Score: Raw -2837491.253208 + Penalty 3290.374171 = -2834200.879037 nChanged 296 SP:Iteration 111Q (2264.981466 sec): 3 clusters Score: Raw -2837593.762480 + Penalty 3290.374171 = -2834303.388309 nChanged 340 SP:Iteration 112Q (2265.029614 sec): 3 clusters Score: Raw -2837728.410202 + Penalty 3290.374171 = -2834438.036031 nChanged 379 SP:Iteration 113Q (2265.077534 sec): 3 clusters Score: Raw -2837877.858007 + Penalty 3290.374171 = -2834587.483836 nChanged 396 SP:Iteration 114Q (2265.125159 sec): 3 clusters Score: Raw -2838052.402404 + Penalty 3290.374171 = -2834762.028232 nChanged 392 SP:Iteration 115Q (2265.172532 sec): 3 clusters Score: Raw -2838235.535317 + Penalty 3290.374171 = -2834945.161145 nChanged 416 SP:Iteration 116Q (2265.219719 sec): 3 clusters Score: Raw -2838426.821038 + Penalty 3290.374171 = -2835136.446867 nChanged 410 SP:Iteration 117Q (2265.266429 sec): 3 clusters Score: Raw -2838603.036078 + Penalty 3290.374171 = -2835312.661907 nChanged 369 SP:Iteration 118Q (2265.313072 sec): 3 clusters Score: Raw -2838744.957607 + Penalty 3290.374171 = -2835454.583436 nChanged 301 SP:Iteration 119Q (2265.359258 sec): 3 clusters Score: Raw -2838842.713563 + Penalty 3290.374171 = -2835552.339391 nChanged 272 SP:Iteration 120F (2265.409044 sec): 3 clusters Score: Raw -2838921.585761 + Penalty 3290.374171 = -2835631.211590 nChanged 248 SP:Iteration 121Q (2265.454879 sec): 3 clusters Score: Raw -2838995.080745 + Penalty 3290.374171 = -2835704.706573 nChanged 233 SP:Iteration 122Q (2265.500338 sec): 3 clusters Score: Raw -2839050.747016 + Penalty 3290.374171 = -2835760.372844 nChanged 168 SP:Iteration 123Q (2265.545533 sec): 3 clusters Score: Raw -2839084.953365 + Penalty 3290.374171 = -2835794.579193 nChanged 144 SP:Iteration 124Q (2265.590719 sec): 3 clusters Score: Raw -2839112.059340 + Penalty 3290.374171 = -2835821.685169 nChanged 120 SP:Iteration 125Q (2265.635965 sec): 3 clusters Score: Raw -2839132.381362 + Penalty 3290.374171 = -2835842.007191 nChanged 104 SP:Iteration 126Q (2265.680546 sec): 3 clusters Score: Raw -2839149.581875 + Penalty 3290.374171 = -2835859.207704 nChanged 84 SP:Iteration 127Q (2265.725460 sec): 3 clusters Score: Raw -2839164.700365 + Penalty 3290.374171 = -2835874.326193 nChanged 93 SP:Iteration 128Q (2265.770520 sec): 3 clusters Score: Raw -2839178.855366 + Penalty 3290.374171 = -2835888.481195 nChanged 86 SP:Iteration 129Q (2265.815602 sec): 3 clusters Score: Raw -2839189.758841 + Penalty 3290.374171 = -2835899.384670 nChanged 84 SP:Iteration 130Q (2265.860310 sec): 3 clusters Score: Raw -2839200.740123 + Penalty 3290.374171 = -2835910.365951 nChanged 68 SP:Iteration 131Q (2265.905123 sec): 3 clusters Score: Raw -2839209.499150 + Penalty 3290.374171 = -2835919.124979 nChanged 75 SP:Iteration 132Q (2265.949901 sec): 3 clusters Score: Raw -2839220.054765 + Penalty 3290.374171 = -2835929.680593 nChanged 73 SP:Iteration 133Q (2266.028715 sec): 3 clusters Score: Raw -2839229.517003 + Penalty 3290.374171 = -2835939.142832 nChanged 61 SP:Iteration 134Q (2266.073195 sec): 3 clusters Score: Raw -2839239.219428 + Penalty 3290.374171 = -2835948.845256 nChanged 70 SP:Iteration 135Q (2266.117437 sec): 3 clusters Score: Raw -2839248.681805 + Penalty 3290.374171 = -2835958.307634 nChanged 62 SP:Iteration 136Q (2266.161856 sec): 3 clusters Score: Raw -2839256.709927 + Penalty 3290.374171 = -2835966.335756 nChanged 51 SP:Iteration 137Q (2266.206324 sec): 3 clusters Score: Raw -2839262.818745 + Penalty 3290.374171 = -2835972.444573 nChanged 46 SP:Iteration 138Q (2266.250459 sec): 3 clusters Score: Raw -2839267.807603 + Penalty 3290.374171 = -2835977.433431 nChanged 45 SP:Iteration 139Q (2266.294324 sec): 3 clusters Score: Raw -2839273.434214 + Penalty 3290.374171 = -2835983.060043 nChanged 42 SP:Iteration 140F (2266.343937 sec): 3 clusters Score: Raw -2839278.720440 + Penalty 3290.374171 = -2835988.346268 nChanged 52 SP:Iteration 141Q (2266.388270 sec): 3 clusters Score: Raw -2839284.738295 + Penalty 3290.374171 = -2835994.364123 nChanged 53 SP:Iteration 142Q (2266.432452 sec): 3 clusters Score: Raw -2839291.490365 + Penalty 3290.374171 = -2836001.116194 nChanged 54 SP:Iteration 143Q (2266.476657 sec): 3 clusters Score: Raw -2839298.660534 + Penalty 3290.374171 = -2836008.286363 nChanged 54 SP:Iteration 144Q (2266.521005 sec): 3 clusters Score: Raw -2839306.145400 + Penalty 3290.374171 = -2836015.771229 nChanged 57 SP:Iteration 145Q (2266.565421 sec): 3 clusters Score: Raw -2839315.633428 + Penalty 3290.374171 = -2836025.259257 nChanged 58 SP:Iteration 146Q (2266.609364 sec): 3 clusters Score: Raw -2839325.392945 + Penalty 3290.374171 = -2836035.018774 nChanged 64 SP:Iteration 147Q (2266.653198 sec): 3 clusters Score: Raw -2839336.757323 + Penalty 3290.374171 = -2836046.383152 nChanged 64 SP:Iteration 148Q (2266.696976 sec): 3 clusters Score: Raw -2839347.801799 + Penalty 3290.374171 = -2836057.427628 nChanged 48 SP:Iteration 149Q (2266.740734 sec): 3 clusters Score: Raw -2839354.474847 + Penalty 3290.374171 = -2836064.100676 nChanged 54 SP:Iteration 150Q (2266.784309 sec): 3 clusters Score: Raw -2839363.364497 + Penalty 3290.374171 = -2836072.990326 nChanged 59 SP:Iteration 151Q (2266.828169 sec): 3 clusters Score: Raw -2839372.723366 + Penalty 3290.374171 = -2836082.349194 nChanged 70 SP:Iteration 152Q (2266.872016 sec): 3 clusters Score: Raw -2839389.666344 + Penalty 3290.374171 = -2836099.292173 nChanged 92 SP:Iteration 153Q (2266.915464 sec): 3 clusters Score: Raw -2839414.326566 + Penalty 3290.374171 = -2836123.952395 nChanged 89 SP:Iteration 154Q (2266.959340 sec): 3 clusters Score: Raw -2839436.816001 + Penalty 3290.374171 = -2836146.441829 nChanged 95 SP:Iteration 155Q (2267.002598 sec): 3 clusters Score: Raw -2839465.505907 + Penalty 3290.374171 = -2836175.131735 nChanged 108 SP:Iteration 156Q (2267.046029 sec): 3 clusters Score: Raw -2839495.913004 + Penalty 3290.374171 = -2836205.538832 nChanged 99 SP:Iteration 157Q (2267.089683 sec): 3 clusters Score: Raw -2839519.364080 + Penalty 3290.374171 = -2836228.989909 nChanged 97 SP:Iteration 158Q (2267.133274 sec): 3 clusters Score: Raw -2839540.455277 + Penalty 3290.374171 = -2836250.081105 nChanged 92 SP:Iteration 159Q (2267.176687 sec): 3 clusters Score: Raw -2839562.840929 + Penalty 3290.374171 = -2836272.466758 nChanged 82 SP:Iteration 160F (2267.226332 sec): 3 clusters Score: Raw -2839581.647215 + Penalty 3290.374171 = -2836291.273044 nChanged 66 SP:Iteration 161Q (2267.269463 sec): 3 clusters Score: Raw -2839594.414991 + Penalty 3290.374171 = -2836304.040819 nChanged 59 SP:Iteration 162Q (2267.312525 sec): 3 clusters Score: Raw -2839605.314058 + Penalty 3290.374171 = -2836314.939886 nChanged 47 SP:Iteration 163Q (2267.355155 sec): 3 clusters Score: Raw -2839612.483995 + Penalty 3290.374171 = -2836322.109824 nChanged 37 SP:Iteration 164Q (2267.398168 sec): 3 clusters Score: Raw -2839619.804455 + Penalty 3290.374171 = -2836329.430284 nChanged 57 SP:Iteration 165Q (2267.441105 sec): 3 clusters Score: Raw -2839632.883746 + Penalty 3290.374171 = -2836342.509574 nChanged 52 SP:Iteration 166Q (2267.483708 sec): 3 clusters Score: Raw -2839643.601864 + Penalty 3290.374171 = -2836353.227693 nChanged 37 SP:Iteration 167Q (2267.526954 sec): 3 clusters Score: Raw -2839652.014856 + Penalty 3290.374171 = -2836361.640685 nChanged 57 SP:Iteration 168Q (2267.569785 sec): 3 clusters Score: Raw -2839665.632888 + Penalty 3290.374171 = -2836375.258717 nChanged 53 SP:Iteration 169Q (2267.612653 sec): 3 clusters Score: Raw -2839676.363711 + Penalty 3290.374171 = -2836385.989539 nChanged 47 SP:Iteration 170Q (2267.655611 sec): 3 clusters Score: Raw -2839684.606768 + Penalty 3290.374171 = -2836394.232597 nChanged 50 SP:Iteration 171Q (2267.698442 sec): 3 clusters Score: Raw -2839692.641097 + Penalty 3290.374171 = -2836402.266926 nChanged 32 SP:Iteration 172Q (2267.741194 sec): 3 clusters Score: Raw -2839696.788260 + Penalty 3290.374171 = -2836406.414088 nChanged 21 SP:Iteration 173Q (2267.783537 sec): 3 clusters Score: Raw -2839700.314660 + Penalty 3290.374171 = -2836409.940489 nChanged 17 SP:Iteration 174Q (2267.826026 sec): 3 clusters Score: Raw -2839702.745994 + Penalty 3290.374171 = -2836412.371823 nChanged 15 SP:Iteration 175Q (2267.868326 sec): 3 clusters Score: Raw -2839704.610569 + Penalty 3290.374171 = -2836414.236397 nChanged 13 SP:Iteration 176Q (2267.911035 sec): 3 clusters Score: Raw -2839706.325231 + Penalty 3290.374171 = -2836415.951060 nChanged 11 SP:Iteration 177Q (2267.953449 sec): 3 clusters Score: Raw -2839707.687263 + Penalty 3290.374171 = -2836417.313092 nChanged 11 SP:Iteration 178Q (2267.995594 sec): 3 clusters Score: Raw -2839708.734015 + Penalty 3290.374171 = -2836418.359844 nChanged 9 SP:Iteration 179Q (2268.038334 sec): 3 clusters Score: Raw -2839709.773444 + Penalty 3290.374171 = -2836419.399273 nChanged 14 SP:Iteration 180F (2268.088055 sec): 3 clusters Score: Raw -2839711.575866 + Penalty 3290.374171 = -2836421.201695 nChanged 11 SP:Iteration 181Q (2268.130504 sec): 3 clusters Score: Raw -2839712.744943 + Penalty 3290.374171 = -2836422.370772 nChanged 4 SP:Iteration 182Q (2268.172709 sec): 3 clusters Score: Raw -2839713.197925 + Penalty 3290.374171 = -2836422.823753 nChanged 4 SP:Iteration 183Q (2268.215177 sec): 3 clusters Score: Raw -2839713.492525 + Penalty 3290.374171 = -2836423.118353 nChanged 4 SP:Iteration 184Q (2268.257560 sec): 3 clusters Score: Raw -2839714.114616 + Penalty 3290.374171 = -2836423.740445 nChanged 3 SP:Iteration 185Q (2268.299927 sec): 3 clusters Score: Raw -2839714.464845 + Penalty 3290.374171 = -2836424.090673 nChanged 3 SP:Iteration 186Q (2268.342445 sec): 3 clusters Score: Raw -2839714.953775 + Penalty 3290.374171 = -2836424.579604 nChanged 8 SP:Iteration 187Q (2268.385093 sec): 3 clusters Score: Raw -2839715.988193 + Penalty 3290.374171 = -2836425.614022 nChanged 6 SP:Iteration 188Q (2268.427925 sec): 3 clusters Score: Raw -2839716.701797 + Penalty 3290.374171 = -2836426.327626 nChanged 9 SP:Iteration 189Q (2268.470534 sec): 3 clusters Score: Raw -2839717.656168 + Penalty 3290.374171 = -2836427.281997 nChanged 5 SP:Iteration 190Q (2268.512881 sec): 3 clusters Score: Raw -2839718.159990 + Penalty 3290.374171 = -2836427.785818 nChanged 6 SP:Iteration 191Q (2268.555027 sec): 3 clusters Score: Raw -2839718.871425 + Penalty 3290.374171 = -2836428.497254 nChanged 8 SP:Iteration 192Q (2268.597448 sec): 3 clusters Score: Raw -2839719.830098 + Penalty 3290.374171 = -2836429.455927 nChanged 8 SP:Iteration 193Q (2268.639596 sec): 3 clusters Score: Raw -2839721.080328 + Penalty 3290.374171 = -2836430.706157 nChanged 9 SP:Iteration 194Q (2268.681882 sec): 3 clusters Score: Raw -2839722.167074 + Penalty 3290.374171 = -2836431.792903 nChanged 7 SP:Iteration 195Q (2268.724496 sec): 3 clusters Score: Raw -2839722.977383 + Penalty 3290.374171 = -2836432.603212 nChanged 8 SP:Iteration 196Q (2268.766926 sec): 3 clusters Score: Raw -2839723.623802 + Penalty 3290.374171 = -2836433.249631 nChanged 6 SP:Iteration 197Q (2268.809396 sec): 3 clusters Score: Raw -2839724.726226 + Penalty 3290.374171 = -2836434.352055 nChanged 11 SP:Iteration 198Q (2268.851613 sec): 3 clusters Score: Raw -2839726.761929 + Penalty 3290.374171 = -2836436.387757 nChanged 9 SP:Iteration 199Q (2268.894100 sec): 3 clusters Score: Raw -2839728.428918 + Penalty 3290.374171 = -2836438.054747 nChanged 11 SP:Iteration 200F (2268.943862 sec): 3 clusters Score: Raw -2839730.006914 + Penalty 3290.374171 = -2836439.632743 nChanged 6 SP:Iteration 201Q (2268.986117 sec): 3 clusters Score: Raw -2839730.804605 + Penalty 3290.374171 = -2836440.430434 nChanged 4 SP:Iteration 202Q (2269.028308 sec): 3 clusters Score: Raw -2839731.201901 + Penalty 3290.374171 = -2836440.827729 nChanged 4 SP:Iteration 203Q (2269.070946 sec): 3 clusters Score: Raw -2839731.666771 + Penalty 3290.374171 = -2836441.292600 nChanged 2 SP:Iteration 204Q (2269.113239 sec): 3 clusters Score: Raw -2839731.800994 + Penalty 3290.374171 = -2836441.426823 nChanged 1 SP:Iteration 205Q (2269.155531 sec): 3 clusters Score: Raw -2839731.844479 + Penalty 3290.374171 = -2836441.470307 nChanged 1 SP:Iteration 206Q (2269.197872 sec): 3 clusters Score: Raw -2839731.951299 + Penalty 3290.374171 = -2836441.577128 nChanged 0 SP:Iteration 207F (2269.247559 sec): 3 clusters Score: Raw -2839731.951299 + Penalty 3290.374171 = -2836441.577128 nChanged 0 Trying to split cluster 15 (6582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.266165 sec): 2 clusters Score: Raw -738791.518046 + Penalty 1428.715264 = -737362.802782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.289493 sec): 3 clusters Score: Raw -735220.068140 + Penalty 2857.430527 = -732362.637613 nChanged 2784 SP:Iteration 1F (2269.312115 sec): 3 clusters Score: Raw -736743.898274 + Penalty 2857.430527 = -733886.467747 nChanged 418 SP:Iteration 2F (2269.334773 sec): 3 clusters Score: Raw -736945.825974 + Penalty 2857.430527 = -734088.395447 nChanged 340 SP:Iteration 3F (2269.357530 sec): 3 clusters Score: Raw -737095.145726 + Penalty 2857.430527 = -734237.715199 nChanged 301 SP:Iteration 4Q (2269.380260 sec): 3 clusters Score: Raw -737218.336086 + Penalty 2857.430527 = -734360.905559 nChanged 264 SP:Iteration 5Q (2269.403025 sec): 3 clusters Score: Raw -737339.932189 + Penalty 2857.430527 = -734482.501662 nChanged 232 SP:Iteration 6Q (2269.425977 sec): 3 clusters Score: Raw -737442.047243 + Penalty 2857.430527 = -734584.616716 nChanged 219 SP:Iteration 7Q (2269.448809 sec): 3 clusters Score: Raw -737529.491896 + Penalty 2857.430527 = -734672.061369 nChanged 177 SP:Iteration 8Q (2269.471412 sec): 3 clusters Score: Raw -737594.285059 + Penalty 2857.430527 = -734736.854532 nChanged 152 SP:Iteration 9Q (2269.494247 sec): 3 clusters Score: Raw -737652.924427 + Penalty 2857.430527 = -734795.493900 nChanged 137 SP:Iteration 10Q (2269.517056 sec): 3 clusters Score: Raw -737708.928613 + Penalty 2857.430527 = -734851.498086 nChanged 139 SP:Iteration 11Q (2269.539829 sec): 3 clusters Score: Raw -737775.962228 + Penalty 2857.430527 = -734918.531700 nChanged 163 SP:Iteration 12Q (2269.562531 sec): 3 clusters Score: Raw -737848.296404 + Penalty 2857.430527 = -734990.865877 nChanged 163 SP:Iteration 13Q (2269.584971 sec): 3 clusters Score: Raw -737931.599457 + Penalty 2857.430527 = -735074.168929 nChanged 173 SP:Iteration 14Q (2269.607615 sec): 3 clusters Score: Raw -738025.750388 + Penalty 2857.430527 = -735168.319860 nChanged 186 SP:Iteration 15Q (2269.630142 sec): 3 clusters Score: Raw -738128.488972 + Penalty 2857.430527 = -735271.058445 nChanged 183 SP:Iteration 16Q (2269.652594 sec): 3 clusters Score: Raw -738241.857245 + Penalty 2857.430527 = -735384.426718 nChanged 190 SP:Iteration 17Q (2269.674921 sec): 3 clusters Score: Raw -738361.885806 + Penalty 2857.430527 = -735504.455278 nChanged 185 SP:Iteration 18Q (2269.697382 sec): 3 clusters Score: Raw -738469.398080 + Penalty 2857.430527 = -735611.967553 nChanged 165 SP:Iteration 19Q (2269.719822 sec): 3 clusters Score: Raw -738573.410568 + Penalty 2857.430527 = -735715.980041 nChanged 159 SP:Iteration 20F (2269.742425 sec): 3 clusters Score: Raw -738663.721559 + Penalty 2857.430527 = -735806.291032 nChanged 133 SP:Iteration 21Q (2269.764723 sec): 3 clusters Score: Raw -738731.313138 + Penalty 2857.430527 = -735873.882610 nChanged 129 SP:Iteration 22Q (2269.786731 sec): 3 clusters Score: Raw -738794.538373 + Penalty 2857.430527 = -735937.107846 nChanged 109 SP:Iteration 23Q (2269.808714 sec): 3 clusters Score: Raw -738835.442311 + Penalty 2857.430527 = -735978.011783 nChanged 78 SP:Iteration 24Q (2269.830851 sec): 3 clusters Score: Raw -738861.761677 + Penalty 2857.430527 = -736004.331150 nChanged 57 SP:Iteration 25Q (2269.852772 sec): 3 clusters Score: Raw -738882.709346 + Penalty 2857.430527 = -736025.278818 nChanged 61 SP:Iteration 26Q (2269.874672 sec): 3 clusters Score: Raw -738902.933083 + Penalty 2857.430527 = -736045.502556 nChanged 59 SP:Iteration 27Q (2269.896632 sec): 3 clusters Score: Raw -738919.347309 + Penalty 2857.430527 = -736061.916782 nChanged 42 SP:Iteration 28Q (2269.918484 sec): 3 clusters Score: Raw -738932.935221 + Penalty 2857.430527 = -736075.504694 nChanged 34 SP:Iteration 29Q (2269.940391 sec): 3 clusters Score: Raw -738945.483948 + Penalty 2857.430527 = -736088.053421 nChanged 32 SP:Iteration 30Q (2269.962254 sec): 3 clusters Score: Raw -738953.582179 + Penalty 2857.430527 = -736096.151651 nChanged 21 SP:Iteration 31Q (2269.984215 sec): 3 clusters Score: Raw -738958.933746 + Penalty 2857.430527 = -736101.503219 nChanged 28 SP:Iteration 32Q (2270.006043 sec): 3 clusters Score: Raw -738964.454902 + Penalty 2857.430527 = -736107.024375 nChanged 21 SP:Iteration 33Q (2270.027922 sec): 3 clusters Score: Raw -738969.115757 + Penalty 2857.430527 = -736111.685230 nChanged 17 SP:Iteration 34Q (2270.049772 sec): 3 clusters Score: Raw -738972.311044 + Penalty 2857.430527 = -736114.880517 nChanged 16 SP:Iteration 35Q (2270.071682 sec): 3 clusters Score: Raw -738974.772127 + Penalty 2857.430527 = -736117.341599 nChanged 6 SP:Iteration 36Q (2270.093790 sec): 3 clusters Score: Raw -738975.581766 + Penalty 2857.430527 = -736118.151239 nChanged 8 SP:Iteration 37Q (2270.115829 sec): 3 clusters Score: Raw -738977.093858 + Penalty 2857.430527 = -736119.663331 nChanged 9 SP:Iteration 38Q (2270.137635 sec): 3 clusters Score: Raw -738978.930710 + Penalty 2857.430527 = -736121.500183 nChanged 9 SP:Iteration 39Q (2270.159399 sec): 3 clusters Score: Raw -738980.870819 + Penalty 2857.430527 = -736123.440292 nChanged 11 SP:Iteration 40F (2270.182045 sec): 3 clusters Score: Raw -738983.126309 + Penalty 2857.430527 = -736125.695782 nChanged 12 SP:Iteration 41Q (2270.203937 sec): 3 clusters Score: Raw -738985.930383 + Penalty 2857.430527 = -736128.499856 nChanged 16 SP:Iteration 42Q (2270.226143 sec): 3 clusters Score: Raw -738989.127471 + Penalty 2857.430527 = -736131.696944 nChanged 14 SP:Iteration 43Q (2270.247907 sec): 3 clusters Score: Raw -738991.645186 + Penalty 2857.430527 = -736134.214658 nChanged 7 SP:Iteration 44Q (2270.269830 sec): 3 clusters Score: Raw -738992.641919 + Penalty 2857.430527 = -736135.211392 nChanged 12 SP:Iteration 45Q (2270.291660 sec): 3 clusters Score: Raw -738995.058386 + Penalty 2857.430527 = -736137.627859 nChanged 15 SP:Iteration 46Q (2270.313505 sec): 3 clusters Score: Raw -738998.200086 + Penalty 2857.430527 = -736140.769559 nChanged 11 SP:Iteration 47Q (2270.335511 sec): 3 clusters Score: Raw -739000.293339 + Penalty 2857.430527 = -736142.862812 nChanged 11 SP:Iteration 48Q (2270.357653 sec): 3 clusters Score: Raw -739002.966372 + Penalty 2857.430527 = -736145.535845 nChanged 7 SP:Iteration 49Q (2270.379539 sec): 3 clusters Score: Raw -739004.600627 + Penalty 2857.430527 = -736147.170100 nChanged 10 SP:Iteration 50Q (2270.401431 sec): 3 clusters Score: Raw -739006.971322 + Penalty 2857.430527 = -736149.540795 nChanged 10 SP:Iteration 51Q (2270.423193 sec): 3 clusters Score: Raw -739008.472867 + Penalty 2857.430527 = -736151.042340 nChanged 8 SP:Iteration 52Q (2270.445329 sec): 3 clusters Score: Raw -739009.554698 + Penalty 2857.430527 = -736152.124171 nChanged 5 SP:Iteration 53Q (2270.467262 sec): 3 clusters Score: Raw -739010.241898 + Penalty 2857.430527 = -736152.811371 nChanged 3 SP:Iteration 54Q (2270.489071 sec): 3 clusters Score: Raw -739010.682377 + Penalty 2857.430527 = -736153.251850 nChanged 1 SP:Iteration 55Q (2270.511006 sec): 3 clusters Score: Raw -739010.778531 + Penalty 2857.430527 = -736153.348004 nChanged 3 SP:Iteration 56Q (2270.533072 sec): 3 clusters Score: Raw -739010.966892 + Penalty 2857.430527 = -736153.536365 nChanged 0 SP:Iteration 57F (2270.555702 sec): 3 clusters Score: Raw -739010.966892 + Penalty 2857.430527 = -736153.536365 nChanged 0 Trying to split cluster 16 (14137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2270.584079 sec): 2 clusters Score: Raw -1512716.308828 + Penalty 1552.939497 = -1511163.369330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.619792 sec): 3 clusters Score: Raw -1504380.513087 + Penalty 3105.878995 = -1501274.634092 nChanged 6302 SP:Iteration 1F (2270.653794 sec): 3 clusters Score: Raw -1507862.338472 + Penalty 3105.878995 = -1504756.459477 nChanged 884 SP:Iteration 2F (2270.688172 sec): 3 clusters Score: Raw -1508279.447525 + Penalty 3105.878995 = -1505173.568530 nChanged 807 SP:Iteration 3F (2270.722417 sec): 3 clusters Score: Raw -1508724.858594 + Penalty 3105.878995 = -1505618.979600 nChanged 877 SP:Iteration 4F (2270.756502 sec): 3 clusters Score: Raw -1509314.498360 + Penalty 3105.878995 = -1506208.619365 nChanged 979 SP:Iteration 5F (2270.790368 sec): 3 clusters Score: Raw -1510073.237829 + Penalty 3105.878995 = -1506967.358834 nChanged 1025 SP:Iteration 6F (2270.824711 sec): 3 clusters Score: Raw -1510922.066834 + Penalty 3105.878995 = -1507816.187839 nChanged 915 SP:Iteration 7F (2270.858956 sec): 3 clusters Score: Raw -1511674.664905 + Penalty 3105.878995 = -1508568.785911 nChanged 702 SP:Iteration 8Q (2270.906617 sec): 3 clusters Score: Raw -1512260.956908 + Penalty 3105.878995 = -1509155.077914 nChanged 537 SP:Iteration 9Q (2270.970325 sec): 3 clusters Score: Raw -1512665.167950 + Penalty 3105.878995 = -1509559.288956 nChanged 358 SP:Iteration 10Q (2271.003923 sec): 3 clusters Score: Raw -1512938.063940 + Penalty 3105.878995 = -1509832.184945 nChanged 265 SP:Iteration 11Q (2271.036959 sec): 3 clusters Score: Raw -1513142.093795 + Penalty 3105.878995 = -1510036.214800 nChanged 195 SP:Iteration 12Q (2271.069603 sec): 3 clusters Score: Raw -1513290.565677 + Penalty 3105.878995 = -1510184.686683 nChanged 137 SP:Iteration 13Q (2271.101495 sec): 3 clusters Score: Raw -1513397.769676 + Penalty 3105.878995 = -1510291.890681 nChanged 90 SP:Iteration 14Q (2271.133076 sec): 3 clusters Score: Raw -1513472.587984 + Penalty 3105.878995 = -1510366.708989 nChanged 74 SP:Iteration 15Q (2271.163867 sec): 3 clusters Score: Raw -1513533.305543 + Penalty 3105.878995 = -1510427.426549 nChanged 77 SP:Iteration 16Q (2271.194360 sec): 3 clusters Score: Raw -1513591.463899 + Penalty 3105.878995 = -1510485.584904 nChanged 60 SP:Iteration 17Q (2271.224579 sec): 3 clusters Score: Raw -1513630.340084 + Penalty 3105.878995 = -1510524.461089 nChanged 42 SP:Iteration 18Q (2271.254495 sec): 3 clusters Score: Raw -1513651.075141 + Penalty 3105.878995 = -1510545.196146 nChanged 45 SP:Iteration 19Q (2271.284519 sec): 3 clusters Score: Raw -1513669.331860 + Penalty 3105.878995 = -1510563.452865 nChanged 21 SP:Iteration 20F (2271.318776 sec): 3 clusters Score: Raw -1513678.214385 + Penalty 3105.878995 = -1510572.335390 nChanged 20 SP:Iteration 21Q (2271.348609 sec): 3 clusters Score: Raw -1513686.026421 + Penalty 3105.878995 = -1510580.147426 nChanged 11 SP:Iteration 22Q (2271.378125 sec): 3 clusters Score: Raw -1513690.694732 + Penalty 3105.878995 = -1510584.815737 nChanged 12 SP:Iteration 23Q (2271.407768 sec): 3 clusters Score: Raw -1513695.434533 + Penalty 3105.878995 = -1510589.555538 nChanged 11 SP:Iteration 24Q (2271.437265 sec): 3 clusters Score: Raw -1513698.318249 + Penalty 3105.878995 = -1510592.439255 nChanged 4 SP:Iteration 25Q (2271.466930 sec): 3 clusters Score: Raw -1513699.693468 + Penalty 3105.878995 = -1510593.814473 nChanged 3 SP:Iteration 26Q (2271.496515 sec): 3 clusters Score: Raw -1513699.980958 + Penalty 3105.878995 = -1510594.101964 nChanged 1 SP:Iteration 27Q (2271.526203 sec): 3 clusters Score: Raw -1513700.148211 + Penalty 3105.878995 = -1510594.269217 nChanged 1 SP:Iteration 28Q (2271.555727 sec): 3 clusters Score: Raw -1513700.341428 + Penalty 3105.878995 = -1510594.462433 nChanged 2 SP:Iteration 29Q (2271.585396 sec): 3 clusters Score: Raw -1513700.759452 + Penalty 3105.878995 = -1510594.880457 nChanged 2 SP:Iteration 30Q (2271.614837 sec): 3 clusters Score: Raw -1513701.621901 + Penalty 3105.878995 = -1510595.742907 nChanged 1 SP:Iteration 31Q (2271.644195 sec): 3 clusters Score: Raw -1513701.703739 + Penalty 3105.878995 = -1510595.824745 nChanged 0 SP:Iteration 32F (2271.678408 sec): 3 clusters Score: Raw -1513701.703739 + Penalty 3105.878995 = -1510595.824745 nChanged 0 Trying to split cluster 17 (190916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2271.912978 sec): 2 clusters Score: Raw -21826207.652757 + Penalty 1975.933183 = -21824231.719574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2272.206653 sec): 3 clusters Score: Raw -21699559.612741 + Penalty 3951.866366 = -21695607.746375 nChanged 93130 SP:Iteration 1F (2272.496198 sec): 3 clusters Score: Raw -21755414.394910 + Penalty 3951.866366 = -21751462.528543 nChanged 7319 SP:Iteration 2Q (2272.808134 sec): 3 clusters Score: Raw -21757767.033825 + Penalty 3951.866366 = -21753815.167458 nChanged 8241 SP:Iteration 3Q (2273.121671 sec): 3 clusters Score: Raw -21760987.395368 + Penalty 3951.866366 = -21757035.529001 nChanged 9382 SP:Iteration 4Q (2273.470238 sec): 3 clusters Score: Raw -21765340.707757 + Penalty 3951.866366 = -21761388.841391 nChanged 10743 SP:Iteration 5F (2273.787737 sec): 3 clusters Score: Raw -21771090.072287 + Penalty 3951.866366 = -21767138.205920 nChanged 11629 SP:Iteration 6F (2274.074182 sec): 3 clusters Score: Raw -21778377.102387 + Penalty 3951.866366 = -21774425.236021 nChanged 11641 SP:Iteration 7F (2274.363437 sec): 3 clusters Score: Raw -21786517.947464 + Penalty 3951.866366 = -21782566.081097 nChanged 10772 SP:Iteration 8F (2274.651955 sec): 3 clusters Score: Raw -21793599.012402 + Penalty 3951.866366 = -21789647.146036 nChanged 8848 SP:Iteration 9Q (2274.957470 sec): 3 clusters Score: Raw -21798237.421632 + Penalty 3951.866366 = -21794285.555266 nChanged 6334 SP:Iteration 10Q (2275.259211 sec): 3 clusters Score: Raw -21800647.701912 + Penalty 3951.866366 = -21796695.835546 nChanged 4440 SP:Iteration 11Q (2275.557400 sec): 3 clusters Score: Raw -21802036.197076 + Penalty 3951.866366 = -21798084.330710 nChanged 3512 SP:Iteration 12Q (2275.852679 sec): 3 clusters Score: Raw -21803087.128708 + Penalty 3951.866366 = -21799135.262341 nChanged 3121 SP:Iteration 13Q (2276.146021 sec): 3 clusters Score: Raw -21804028.411039 + Penalty 3951.866366 = -21800076.544673 nChanged 3046 SP:Iteration 14Q (2276.437043 sec): 3 clusters Score: Raw -21804943.573186 + Penalty 3951.866366 = -21800991.706819 nChanged 2980 SP:Iteration 15Q (2276.727179 sec): 3 clusters Score: Raw -21805838.106214 + Penalty 3951.866366 = -21801886.239847 nChanged 2915 SP:Iteration 16Q (2277.012805 sec): 3 clusters Score: Raw -21806693.240113 + Penalty 3951.866366 = -21802741.373747 nChanged 2866 SP:Iteration 17Q (2277.298876 sec): 3 clusters Score: Raw -21807536.986706 + Penalty 3951.866366 = -21803585.120340 nChanged 2854 SP:Iteration 18Q (2277.583168 sec): 3 clusters Score: Raw -21808367.899664 + Penalty 3951.866366 = -21804416.033298 nChanged 2857 SP:Iteration 19Q (2277.865461 sec): 3 clusters Score: Raw -21809196.465508 + Penalty 3951.866366 = -21805244.599141 nChanged 2861 SP:Iteration 20F (2278.155381 sec): 3 clusters Score: Raw -21810059.521225 + Penalty 3951.866366 = -21806107.654859 nChanged 2960 SP:Iteration 21Q (2278.435955 sec): 3 clusters Score: Raw -21810985.651103 + Penalty 3951.866366 = -21807033.784737 nChanged 2974 SP:Iteration 22Q (2278.714365 sec): 3 clusters Score: Raw -21811956.687918 + Penalty 3951.866366 = -21808004.821552 nChanged 3109 SP:Iteration 23Q (2278.991136 sec): 3 clusters Score: Raw -21812991.462685 + Penalty 3951.866366 = -21809039.596319 nChanged 3120 SP:Iteration 24Q (2279.266246 sec): 3 clusters Score: Raw -21814078.460066 + Penalty 3951.866366 = -21810126.593700 nChanged 3229 SP:Iteration 25Q (2279.538751 sec): 3 clusters Score: Raw -21815282.992554 + Penalty 3951.866366 = -21811331.126188 nChanged 3228 SP:Iteration 26Q (2279.808813 sec): 3 clusters Score: Raw -21816553.344334 + Penalty 3951.866366 = -21812601.477967 nChanged 3193 SP:Iteration 27Q (2280.079627 sec): 3 clusters Score: Raw -21817880.573019 + Penalty 3951.866366 = -21813928.706653 nChanged 3100 SP:Iteration 28Q (2280.347429 sec): 3 clusters Score: Raw -21819207.112643 + Penalty 3951.866366 = -21815255.246277 nChanged 2923 SP:Iteration 29Q (2280.646946 sec): 3 clusters Score: Raw -21820505.496421 + Penalty 3951.866366 = -21816553.630054 nChanged 2716 SP:Iteration 30Q (2280.909870 sec): 3 clusters Score: Raw -21821724.425763 + Penalty 3951.866366 = -21817772.559397 nChanged 2400 SP:Iteration 31Q (2281.169549 sec): 3 clusters Score: Raw -21822814.927076 + Penalty 3951.866366 = -21818863.060710 nChanged 2063 SP:Iteration 32Q (2281.425068 sec): 3 clusters Score: Raw -21823750.337309 + Penalty 3951.866366 = -21819798.470943 nChanged 1775 SP:Iteration 33Q (2281.678678 sec): 3 clusters Score: Raw -21824528.147771 + Penalty 3951.866366 = -21820576.281405 nChanged 1451 SP:Iteration 34Q (2281.930111 sec): 3 clusters Score: Raw -21825151.090811 + Penalty 3951.866366 = -21821199.224444 nChanged 1122 SP:Iteration 35Q (2282.176481 sec): 3 clusters Score: Raw -21825605.221819 + Penalty 3951.866366 = -21821653.355452 nChanged 855 SP:Iteration 36Q (2282.418243 sec): 3 clusters Score: Raw -21825944.135356 + Penalty 3951.866366 = -21821992.268989 nChanged 672 SP:Iteration 37Q (2282.660335 sec): 3 clusters Score: Raw -21826197.536634 + Penalty 3951.866366 = -21822245.670267 nChanged 527 SP:Iteration 38Q (2282.901672 sec): 3 clusters Score: Raw -21826397.552463 + Penalty 3951.866366 = -21822445.686097 nChanged 380 SP:Iteration 39Q (2283.141404 sec): 3 clusters Score: Raw -21826529.581677 + Penalty 3951.866366 = -21822577.715311 nChanged 277 SP:Iteration 40F (2283.428043 sec): 3 clusters Score: Raw -21826616.628112 + Penalty 3951.866366 = -21822664.761746 nChanged 205 SP:Iteration 41Q (2283.666798 sec): 3 clusters Score: Raw -21826674.124112 + Penalty 3951.866366 = -21822722.257746 nChanged 163 SP:Iteration 42Q (2283.905387 sec): 3 clusters Score: Raw -21826716.615018 + Penalty 3951.866366 = -21822764.748652 nChanged 145 SP:Iteration 43Q (2284.144457 sec): 3 clusters Score: Raw -21826756.597964 + Penalty 3951.866366 = -21822804.731597 nChanged 130 SP:Iteration 44Q (2284.382437 sec): 3 clusters Score: Raw -21826790.197580 + Penalty 3951.866366 = -21822838.331214 nChanged 103 SP:Iteration 45Q (2284.655056 sec): 3 clusters Score: Raw -21826817.813204 + Penalty 3951.866366 = -21822865.946838 nChanged 111 SP:Iteration 46Q (2284.926808 sec): 3 clusters Score: Raw -21826849.981680 + Penalty 3951.866366 = -21822898.115313 nChanged 98 SP:Iteration 47Q (2285.161288 sec): 3 clusters Score: Raw -21826874.463617 + Penalty 3951.866366 = -21822922.597251 nChanged 88 SP:Iteration 48Q (2285.403943 sec): 3 clusters Score: Raw -21826898.704271 + Penalty 3951.866366 = -21822946.837905 nChanged 69 SP:Iteration 49Q (2285.639960 sec): 3 clusters Score: Raw -21826913.719198 + Penalty 3951.866366 = -21822961.852831 nChanged 48 SP:Iteration 50Q (2285.875900 sec): 3 clusters Score: Raw -21826924.331812 + Penalty 3951.866366 = -21822972.465445 nChanged 47 SP:Iteration 51Q (2286.111851 sec): 3 clusters Score: Raw -21826934.928914 + Penalty 3951.866366 = -21822983.062547 nChanged 48 SP:Iteration 52Q (2286.347576 sec): 3 clusters Score: Raw -21826945.272497 + Penalty 3951.866366 = -21822993.406131 nChanged 43 SP:Iteration 53Q (2286.583671 sec): 3 clusters Score: Raw -21826954.343256 + Penalty 3951.866366 = -21823002.476890 nChanged 32 SP:Iteration 54Q (2286.819231 sec): 3 clusters Score: Raw -21826962.011588 + Penalty 3951.866366 = -21823010.145222 nChanged 39 SP:Iteration 55Q (2287.057759 sec): 3 clusters Score: Raw -21826970.889491 + Penalty 3951.866366 = -21823019.023125 nChanged 26 SP:Iteration 56Q (2287.293088 sec): 3 clusters Score: Raw -21826975.294368 + Penalty 3951.866366 = -21823023.428001 nChanged 17 SP:Iteration 57Q (2287.529522 sec): 3 clusters Score: Raw -21826979.053938 + Penalty 3951.866366 = -21823027.187571 nChanged 17 SP:Iteration 58Q (2287.765834 sec): 3 clusters Score: Raw -21826982.114102 + Penalty 3951.866366 = -21823030.247736 nChanged 19 SP:Iteration 59Q (2288.000984 sec): 3 clusters Score: Raw -21826985.090996 + Penalty 3951.866366 = -21823033.224629 nChanged 14 SP:Iteration 60F (2288.287203 sec): 3 clusters Score: Raw -21826987.557134 + Penalty 3951.866366 = -21823035.690767 nChanged 11 SP:Iteration 61Q (2288.524188 sec): 3 clusters Score: Raw -21826989.750441 + Penalty 3951.866366 = -21823037.884075 nChanged 11 SP:Iteration 62Q (2288.760484 sec): 3 clusters Score: Raw -21826991.262988 + Penalty 3951.866366 = -21823039.396621 nChanged 8 SP:Iteration 63Q (2288.997154 sec): 3 clusters Score: Raw -21826992.580658 + Penalty 3951.866366 = -21823040.714292 nChanged 7 SP:Iteration 64Q (2289.256645 sec): 3 clusters Score: Raw -21826993.636017 + Penalty 3951.866366 = -21823041.769651 nChanged 5 SP:Iteration 65Q (2289.493326 sec): 3 clusters Score: Raw -21826994.958652 + Penalty 3951.866366 = -21823043.092285 nChanged 6 SP:Iteration 66Q (2289.729165 sec): 3 clusters Score: Raw -21826996.052954 + Penalty 3951.866366 = -21823044.186588 nChanged 4 SP:Iteration 67Q (2289.964973 sec): 3 clusters Score: Raw -21826996.842604 + Penalty 3951.866366 = -21823044.976237 nChanged 2 SP:Iteration 68Q (2290.199916 sec): 3 clusters Score: Raw -21826997.239372 + Penalty 3951.866366 = -21823045.373006 nChanged 2 SP:Iteration 69Q (2290.435056 sec): 3 clusters Score: Raw -21826997.676078 + Penalty 3951.866366 = -21823045.809711 nChanged 3 SP:Iteration 70Q (2290.670124 sec): 3 clusters Score: Raw -21826998.131967 + Penalty 3951.866366 = -21823046.265600 nChanged 3 SP:Iteration 71Q (2290.905372 sec): 3 clusters Score: Raw -21826998.680355 + Penalty 3951.866366 = -21823046.813988 nChanged 3 SP:Iteration 72Q (2291.141240 sec): 3 clusters Score: Raw -21826999.321698 + Penalty 3951.866366 = -21823047.455332 nChanged 1 SP:Iteration 73Q (2291.377838 sec): 3 clusters Score: Raw -21826999.415316 + Penalty 3951.866366 = -21823047.548950 nChanged 1 SP:Iteration 74Q (2291.613618 sec): 3 clusters Score: Raw -21826999.493024 + Penalty 3951.866366 = -21823047.626658 nChanged 0 SP:Iteration 75F (2291.898541 sec): 3 clusters Score: Raw -21826999.493024 + Penalty 3951.866366 = -21823047.626658 nChanged 0 Trying to split cluster 18 (73386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2291.995321 sec): 2 clusters Score: Raw -8115980.715662 + Penalty 1820.566875 = -8114160.148787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2292.116484 sec): 3 clusters Score: Raw -8068759.222673 + Penalty 3641.133750 = -8065118.088923 nChanged 34851 SP:Iteration 1F (2292.236078 sec): 3 clusters Score: Raw -8089233.966809 + Penalty 3641.133750 = -8085592.833059 nChanged 3202 SP:Iteration 2Q (2292.363199 sec): 3 clusters Score: Raw -8090360.579046 + Penalty 3641.133750 = -8086719.445297 nChanged 3448 SP:Iteration 3Q (2292.490156 sec): 3 clusters Score: Raw -8091806.016902 + Penalty 3641.133750 = -8088164.883152 nChanged 3715 SP:Iteration 4F (2292.609634 sec): 3 clusters Score: Raw -8093642.489538 + Penalty 3641.133750 = -8090001.355788 nChanged 4051 SP:Iteration 5F (2292.729212 sec): 3 clusters Score: Raw -8095922.049952 + Penalty 3641.133750 = -8092280.916203 nChanged 4225 SP:Iteration 6F (2292.848923 sec): 3 clusters Score: Raw -8098493.400480 + Penalty 3641.133750 = -8094852.266731 nChanged 4200 SP:Iteration 7F (2292.968424 sec): 3 clusters Score: Raw -8101247.642469 + Penalty 3641.133750 = -8097606.508720 nChanged 3930 SP:Iteration 8F (2293.087917 sec): 3 clusters Score: Raw -8103569.735423 + Penalty 3641.133750 = -8099928.601673 nChanged 3144 SP:Iteration 9Q (2293.212631 sec): 3 clusters Score: Raw -8104887.912276 + Penalty 3641.133750 = -8101246.778526 nChanged 2167 SP:Iteration 10Q (2293.336304 sec): 3 clusters Score: Raw -8105471.151613 + Penalty 3641.133750 = -8101830.017863 nChanged 1344 SP:Iteration 11Q (2293.458563 sec): 3 clusters Score: Raw -8105777.893190 + Penalty 3641.133750 = -8102136.759440 nChanged 1021 SP:Iteration 12Q (2293.580513 sec): 3 clusters Score: Raw -8106016.175445 + Penalty 3641.133750 = -8102375.041695 nChanged 947 SP:Iteration 13Q (2293.702454 sec): 3 clusters Score: Raw -8106248.803032 + Penalty 3641.133750 = -8102607.669282 nChanged 883 SP:Iteration 14Q (2293.823922 sec): 3 clusters Score: Raw -8106481.504113 + Penalty 3641.133750 = -8102840.370363 nChanged 946 SP:Iteration 15Q (2293.945185 sec): 3 clusters Score: Raw -8106748.031155 + Penalty 3641.133750 = -8103106.897406 nChanged 998 SP:Iteration 16Q (2294.066455 sec): 3 clusters Score: Raw -8107072.981799 + Penalty 3641.133750 = -8103431.848049 nChanged 1124 SP:Iteration 17Q (2294.186884 sec): 3 clusters Score: Raw -8107511.704186 + Penalty 3641.133750 = -8103870.570437 nChanged 1250 SP:Iteration 18Q (2294.307431 sec): 3 clusters Score: Raw -8108071.940981 + Penalty 3641.133750 = -8104430.807231 nChanged 1337 SP:Iteration 19Q (2294.453450 sec): 3 clusters Score: Raw -8108711.153686 + Penalty 3641.133750 = -8105070.019937 nChanged 1328 SP:Iteration 20F (2294.573088 sec): 3 clusters Score: Raw -8109326.467285 + Penalty 3641.133750 = -8105685.333536 nChanged 1316 SP:Iteration 21Q (2294.692785 sec): 3 clusters Score: Raw -8109866.243026 + Penalty 3641.133750 = -8106225.109276 nChanged 1137 SP:Iteration 22Q (2294.811175 sec): 3 clusters Score: Raw -8110232.618226 + Penalty 3641.133750 = -8106591.484476 nChanged 912 SP:Iteration 23Q (2294.928531 sec): 3 clusters Score: Raw -8110468.662636 + Penalty 3641.133750 = -8106827.528886 nChanged 766 SP:Iteration 24Q (2295.045352 sec): 3 clusters Score: Raw -8110643.078709 + Penalty 3641.133750 = -8107001.944959 nChanged 632 SP:Iteration 25Q (2295.161946 sec): 3 clusters Score: Raw -8110766.759065 + Penalty 3641.133750 = -8107125.625315 nChanged 525 SP:Iteration 26Q (2295.278532 sec): 3 clusters Score: Raw -8110861.295780 + Penalty 3641.133750 = -8107220.162030 nChanged 477 SP:Iteration 27Q (2295.395825 sec): 3 clusters Score: Raw -8110936.743415 + Penalty 3641.133750 = -8107295.609666 nChanged 418 SP:Iteration 28Q (2295.512457 sec): 3 clusters Score: Raw -8111001.544137 + Penalty 3641.133750 = -8107360.410387 nChanged 381 SP:Iteration 29Q (2295.628921 sec): 3 clusters Score: Raw -8111053.119087 + Penalty 3641.133750 = -8107411.985337 nChanged 339 SP:Iteration 30Q (2295.744567 sec): 3 clusters Score: Raw -8111102.116102 + Penalty 3641.133750 = -8107460.982352 nChanged 346 SP:Iteration 31Q (2295.860337 sec): 3 clusters Score: Raw -8111149.151112 + Penalty 3641.133750 = -8107508.017363 nChanged 298 SP:Iteration 32Q (2295.975825 sec): 3 clusters Score: Raw -8111183.983616 + Penalty 3641.133750 = -8107542.849866 nChanged 260 SP:Iteration 33Q (2296.090597 sec): 3 clusters Score: Raw -8111213.102381 + Penalty 3641.133750 = -8107571.968631 nChanged 227 SP:Iteration 34Q (2296.205224 sec): 3 clusters Score: Raw -8111237.310934 + Penalty 3641.133750 = -8107596.177184 nChanged 201 SP:Iteration 35Q (2296.333011 sec): 3 clusters Score: Raw -8111256.636274 + Penalty 3641.133750 = -8107615.502524 nChanged 183 SP:Iteration 36Q (2296.447334 sec): 3 clusters Score: Raw -8111271.358984 + Penalty 3641.133750 = -8107630.225235 nChanged 172 SP:Iteration 37Q (2296.561728 sec): 3 clusters Score: Raw -8111283.784024 + Penalty 3641.133750 = -8107642.650274 nChanged 156 SP:Iteration 38Q (2296.675768 sec): 3 clusters Score: Raw -8111295.498862 + Penalty 3641.133750 = -8107654.365112 nChanged 133 SP:Iteration 39Q (2296.789712 sec): 3 clusters Score: Raw -8111304.246540 + Penalty 3641.133750 = -8107663.112790 nChanged 122 SP:Iteration 40F (2296.909168 sec): 3 clusters Score: Raw -8111311.385691 + Penalty 3641.133750 = -8107670.251941 nChanged 112 SP:Iteration 41Q (2297.061193 sec): 3 clusters Score: Raw -8111317.074277 + Penalty 3641.133750 = -8107675.940527 nChanged 101 SP:Iteration 42Q (2297.213664 sec): 3 clusters Score: Raw -8111322.634925 + Penalty 3641.133750 = -8107681.501175 nChanged 89 SP:Iteration 43Q (2297.329091 sec): 3 clusters Score: Raw -8111326.984076 + Penalty 3641.133750 = -8107685.850326 nChanged 91 SP:Iteration 44Q (2297.443946 sec): 3 clusters Score: Raw -8111332.239009 + Penalty 3641.133750 = -8107691.105259 nChanged 86 SP:Iteration 45Q (2297.558781 sec): 3 clusters Score: Raw -8111336.951003 + Penalty 3641.133750 = -8107695.817253 nChanged 80 SP:Iteration 46Q (2297.672899 sec): 3 clusters Score: Raw -8111341.026390 + Penalty 3641.133750 = -8107699.892640 nChanged 93 SP:Iteration 47Q (2297.786911 sec): 3 clusters Score: Raw -8111346.567676 + Penalty 3641.133750 = -8107705.433926 nChanged 86 SP:Iteration 48Q (2297.900990 sec): 3 clusters Score: Raw -8111351.796339 + Penalty 3641.133750 = -8107710.662589 nChanged 87 SP:Iteration 49Q (2298.015067 sec): 3 clusters Score: Raw -8111357.250625 + Penalty 3641.133750 = -8107716.116875 nChanged 111 SP:Iteration 50Q (2298.130222 sec): 3 clusters Score: Raw -8111364.040980 + Penalty 3641.133750 = -8107722.907230 nChanged 112 SP:Iteration 51Q (2298.244724 sec): 3 clusters Score: Raw -8111369.806177 + Penalty 3641.133750 = -8107728.672427 nChanged 108 SP:Iteration 52Q (2298.359523 sec): 3 clusters Score: Raw -8111375.429428 + Penalty 3641.133750 = -8107734.295679 nChanged 111 SP:Iteration 53Q (2298.473834 sec): 3 clusters Score: Raw -8111381.188952 + Penalty 3641.133750 = -8107740.055202 nChanged 102 SP:Iteration 54Q (2298.594126 sec): 3 clusters Score: Raw -8111386.282281 + Penalty 3641.133750 = -8107745.148532 nChanged 95 SP:Iteration 55Q (2298.708246 sec): 3 clusters Score: Raw -8111391.142083 + Penalty 3641.133750 = -8107750.008334 nChanged 96 SP:Iteration 56Q (2298.821944 sec): 3 clusters Score: Raw -8111396.712282 + Penalty 3641.133750 = -8107755.578532 nChanged 114 SP:Iteration 57Q (2298.935635 sec): 3 clusters Score: Raw -8111403.938267 + Penalty 3641.133750 = -8107762.804517 nChanged 114 SP:Iteration 58Q (2299.049621 sec): 3 clusters Score: Raw -8111410.784068 + Penalty 3641.133750 = -8107769.650318 nChanged 120 SP:Iteration 59Q (2299.163491 sec): 3 clusters Score: Raw -8111418.380979 + Penalty 3641.133750 = -8107777.247229 nChanged 140 SP:Iteration 60F (2299.282854 sec): 3 clusters Score: Raw -8111427.158410 + Penalty 3641.133750 = -8107786.024660 nChanged 140 SP:Iteration 61Q (2299.396921 sec): 3 clusters Score: Raw -8111435.977975 + Penalty 3641.133750 = -8107794.844225 nChanged 140 SP:Iteration 62Q (2299.510572 sec): 3 clusters Score: Raw -8111444.254090 + Penalty 3641.133750 = -8107803.120340 nChanged 132 SP:Iteration 63Q (2299.623840 sec): 3 clusters Score: Raw -8111451.490661 + Penalty 3641.133750 = -8107810.356912 nChanged 126 SP:Iteration 64Q (2299.737329 sec): 3 clusters Score: Raw -8111459.367952 + Penalty 3641.133750 = -8107818.234202 nChanged 140 SP:Iteration 65Q (2299.903511 sec): 3 clusters Score: Raw -8111468.000531 + Penalty 3641.133750 = -8107826.866782 nChanged 131 SP:Iteration 66Q (2300.055120 sec): 3 clusters Score: Raw -8111475.356396 + Penalty 3641.133750 = -8107834.222646 nChanged 132 SP:Iteration 67Q (2300.206991 sec): 3 clusters Score: Raw -8111483.258479 + Penalty 3641.133750 = -8107842.124730 nChanged 131 SP:Iteration 68Q (2300.356504 sec): 3 clusters Score: Raw -8111490.875668 + Penalty 3641.133750 = -8107849.741918 nChanged 138 SP:Iteration 69Q (2300.492215 sec): 3 clusters Score: Raw -8111499.624022 + Penalty 3641.133750 = -8107858.490272 nChanged 144 SP:Iteration 70Q (2300.604761 sec): 3 clusters Score: Raw -8111510.006382 + Penalty 3641.133750 = -8107868.872632 nChanged 139 SP:Iteration 71Q (2300.717883 sec): 3 clusters Score: Raw -8111518.021111 + Penalty 3641.133750 = -8107876.887362 nChanged 126 SP:Iteration 72Q (2300.830336 sec): 3 clusters Score: Raw -8111526.917953 + Penalty 3641.133750 = -8107885.784203 nChanged 127 SP:Iteration 73Q (2300.942938 sec): 3 clusters Score: Raw -8111535.961842 + Penalty 3641.133750 = -8107894.828092 nChanged 133 SP:Iteration 74Q (2301.054968 sec): 3 clusters Score: Raw -8111545.540630 + Penalty 3641.133750 = -8107904.406880 nChanged 153 SP:Iteration 75Q (2301.167116 sec): 3 clusters Score: Raw -8111556.859400 + Penalty 3641.133750 = -8107915.725650 nChanged 138 SP:Iteration 76Q (2301.279011 sec): 3 clusters Score: Raw -8111566.714504 + Penalty 3641.133750 = -8107925.580755 nChanged 141 SP:Iteration 77Q (2301.390940 sec): 3 clusters Score: Raw -8111577.351988 + Penalty 3641.133750 = -8107936.218238 nChanged 141 SP:Iteration 78Q (2301.502906 sec): 3 clusters Score: Raw -8111588.175808 + Penalty 3641.133750 = -8107947.042058 nChanged 156 SP:Iteration 79Q (2301.615544 sec): 3 clusters Score: Raw -8111600.607165 + Penalty 3641.133750 = -8107959.473415 nChanged 169 SP:Iteration 80F (2301.735146 sec): 3 clusters Score: Raw -8111615.182012 + Penalty 3641.133750 = -8107974.048262 nChanged 170 SP:Iteration 81Q (2301.846893 sec): 3 clusters Score: Raw -8111629.086186 + Penalty 3641.133750 = -8107987.952437 nChanged 163 SP:Iteration 82Q (2301.958470 sec): 3 clusters Score: Raw -8111643.183356 + Penalty 3641.133750 = -8108002.049606 nChanged 166 SP:Iteration 83Q (2302.069705 sec): 3 clusters Score: Raw -8111658.060268 + Penalty 3641.133750 = -8108016.926519 nChanged 185 SP:Iteration 84Q (2302.180909 sec): 3 clusters Score: Raw -8111674.764565 + Penalty 3641.133750 = -8108033.630815 nChanged 177 SP:Iteration 85Q (2302.291759 sec): 3 clusters Score: Raw -8111692.193359 + Penalty 3641.133750 = -8108051.059610 nChanged 203 SP:Iteration 86Q (2302.402520 sec): 3 clusters Score: Raw -8111713.758600 + Penalty 3641.133750 = -8108072.624850 nChanged 234 SP:Iteration 87Q (2302.513448 sec): 3 clusters Score: Raw -8111740.323380 + Penalty 3641.133750 = -8108099.189630 nChanged 237 SP:Iteration 88Q (2302.623963 sec): 3 clusters Score: Raw -8111765.493153 + Penalty 3641.133750 = -8108124.359403 nChanged 246 SP:Iteration 89Q (2302.734243 sec): 3 clusters Score: Raw -8111794.500188 + Penalty 3641.133750 = -8108153.366438 nChanged 260 SP:Iteration 90Q (2302.844447 sec): 3 clusters Score: Raw -8111829.801302 + Penalty 3641.133750 = -8108188.667552 nChanged 297 SP:Iteration 91Q (2302.952691 sec): 3 clusters Score: Raw -8111869.503655 + Penalty 3641.133750 = -8108228.369905 nChanged 312 SP:Iteration 92Q (2303.062759 sec): 3 clusters Score: Raw -8111913.799510 + Penalty 3641.133750 = -8108272.665760 nChanged 303 SP:Iteration 93Q (2303.172363 sec): 3 clusters Score: Raw -8111953.344928 + Penalty 3641.133750 = -8108312.211178 nChanged 307 SP:Iteration 94Q (2303.281855 sec): 3 clusters Score: Raw -8111992.047107 + Penalty 3641.133750 = -8108350.913357 nChanged 322 SP:Iteration 95Q (2303.391066 sec): 3 clusters Score: Raw -8112034.333245 + Penalty 3641.133750 = -8108393.199495 nChanged 320 SP:Iteration 96Q (2303.499995 sec): 3 clusters Score: Raw -8112080.332623 + Penalty 3641.133750 = -8108439.198873 nChanged 337 SP:Iteration 97Q (2303.608561 sec): 3 clusters Score: Raw -8112131.091438 + Penalty 3641.133750 = -8108489.957688 nChanged 362 SP:Iteration 98Q (2303.716920 sec): 3 clusters Score: Raw -8112187.900222 + Penalty 3641.133750 = -8108546.766473 nChanged 403 SP:Iteration 99Q (2303.825282 sec): 3 clusters Score: Raw -8112254.603896 + Penalty 3641.133750 = -8108613.470147 nChanged 395 SP:Iteration 100F (2303.944499 sec): 3 clusters Score: Raw -8112320.481426 + Penalty 3641.133750 = -8108679.347677 nChanged 392 SP:Iteration 101Q (2304.052038 sec): 3 clusters Score: Raw -8112387.114380 + Penalty 3641.133750 = -8108745.980630 nChanged 375 SP:Iteration 102Q (2304.159554 sec): 3 clusters Score: Raw -8112448.925144 + Penalty 3641.133750 = -8108807.791394 nChanged 396 SP:Iteration 103Q (2304.266721 sec): 3 clusters Score: Raw -8112518.792518 + Penalty 3641.133750 = -8108877.658768 nChanged 420 SP:Iteration 104Q (2304.373857 sec): 3 clusters Score: Raw -8112602.550703 + Penalty 3641.133750 = -8108961.416954 nChanged 491 SP:Iteration 105Q (2304.480601 sec): 3 clusters Score: Raw -8112708.558628 + Penalty 3641.133750 = -8109067.424879 nChanged 507 SP:Iteration 106Q (2304.587259 sec): 3 clusters Score: Raw -8112820.747937 + Penalty 3641.133750 = -8109179.614188 nChanged 514 SP:Iteration 107Q (2304.693642 sec): 3 clusters Score: Raw -8112944.266330 + Penalty 3641.133750 = -8109303.132580 nChanged 513 SP:Iteration 108Q (2304.799518 sec): 3 clusters Score: Raw -8113071.418831 + Penalty 3641.133750 = -8109430.285081 nChanged 525 SP:Iteration 109Q (2304.905211 sec): 3 clusters Score: Raw -8113210.472937 + Penalty 3641.133750 = -8109569.339187 nChanged 533 SP:Iteration 110Q (2305.010158 sec): 3 clusters Score: Raw -8113364.387822 + Penalty 3641.133750 = -8109723.254072 nChanged 568 SP:Iteration 111Q (2305.115435 sec): 3 clusters Score: Raw -8113544.842055 + Penalty 3641.133750 = -8109903.708305 nChanged 578 SP:Iteration 112Q (2305.220174 sec): 3 clusters Score: Raw -8113751.543256 + Penalty 3641.133750 = -8110110.409506 nChanged 587 SP:Iteration 113Q (2305.323942 sec): 3 clusters Score: Raw -8113980.951256 + Penalty 3641.133750 = -8110339.817506 nChanged 589 SP:Iteration 114Q (2305.427207 sec): 3 clusters Score: Raw -8114222.564064 + Penalty 3641.133750 = -8110581.430314 nChanged 540 SP:Iteration 115Q (2305.530009 sec): 3 clusters Score: Raw -8114453.458950 + Penalty 3641.133750 = -8110812.325201 nChanged 506 SP:Iteration 116Q (2305.631583 sec): 3 clusters Score: Raw -8114688.468206 + Penalty 3641.133750 = -8111047.334456 nChanged 448 SP:Iteration 117Q (2305.733305 sec): 3 clusters Score: Raw -8114899.689975 + Penalty 3641.133750 = -8111258.556225 nChanged 414 SP:Iteration 118Q (2305.834990 sec): 3 clusters Score: Raw -8115094.996709 + Penalty 3641.133750 = -8111453.862959 nChanged 361 SP:Iteration 119Q (2305.935259 sec): 3 clusters Score: Raw -8115261.413583 + Penalty 3641.133750 = -8111620.279833 nChanged 324 SP:Iteration 120F (2306.054470 sec): 3 clusters Score: Raw -8115411.054699 + Penalty 3641.133750 = -8111769.920950 nChanged 260 SP:Iteration 121Q (2306.154013 sec): 3 clusters Score: Raw -8115530.857794 + Penalty 3641.133750 = -8111889.724044 nChanged 224 SP:Iteration 122Q (2306.253399 sec): 3 clusters Score: Raw -8115645.439256 + Penalty 3641.133750 = -8112004.305506 nChanged 214 SP:Iteration 123Q (2306.351423 sec): 3 clusters Score: Raw -8115740.434360 + Penalty 3641.133750 = -8112099.300610 nChanged 165 SP:Iteration 124Q (2306.449180 sec): 3 clusters Score: Raw -8115813.789366 + Penalty 3641.133750 = -8112172.655617 nChanged 146 SP:Iteration 125Q (2306.546655 sec): 3 clusters Score: Raw -8115868.542202 + Penalty 3641.133750 = -8112227.408452 nChanged 127 SP:Iteration 126Q (2306.644528 sec): 3 clusters Score: Raw -8115918.836709 + Penalty 3641.133750 = -8112277.702959 nChanged 113 SP:Iteration 127Q (2306.743988 sec): 3 clusters Score: Raw -8115962.168211 + Penalty 3641.133750 = -8112321.034461 nChanged 97 SP:Iteration 128Q (2306.841338 sec): 3 clusters Score: Raw -8115999.494577 + Penalty 3641.133750 = -8112358.360827 nChanged 86 SP:Iteration 129Q (2306.938521 sec): 3 clusters Score: Raw -8116034.806327 + Penalty 3641.133750 = -8112393.672577 nChanged 80 SP:Iteration 130Q (2307.035594 sec): 3 clusters Score: Raw -8116065.684650 + Penalty 3641.133750 = -8112424.550900 nChanged 69 SP:Iteration 131Q (2307.132629 sec): 3 clusters Score: Raw -8116098.358404 + Penalty 3641.133750 = -8112457.224654 nChanged 64 SP:Iteration 132Q (2307.229801 sec): 3 clusters Score: Raw -8116126.817448 + Penalty 3641.133750 = -8112485.683699 nChanged 60 SP:Iteration 133Q (2307.326805 sec): 3 clusters Score: Raw -8116151.285999 + Penalty 3641.133750 = -8112510.152249 nChanged 37 SP:Iteration 134Q (2307.423557 sec): 3 clusters Score: Raw -8116165.795650 + Penalty 3641.133750 = -8112524.661900 nChanged 41 SP:Iteration 135Q (2307.520548 sec): 3 clusters Score: Raw -8116179.851626 + Penalty 3641.133750 = -8112538.717876 nChanged 31 SP:Iteration 136Q (2307.617278 sec): 3 clusters Score: Raw -8116191.423157 + Penalty 3641.133750 = -8112550.289407 nChanged 26 SP:Iteration 137Q (2307.714018 sec): 3 clusters Score: Raw -8116202.352095 + Penalty 3641.133750 = -8112561.218345 nChanged 23 SP:Iteration 138Q (2307.810566 sec): 3 clusters Score: Raw -8116210.127052 + Penalty 3641.133750 = -8112568.993302 nChanged 31 SP:Iteration 139Q (2307.907346 sec): 3 clusters Score: Raw -8116221.000692 + Penalty 3641.133750 = -8112579.866942 nChanged 24 SP:Iteration 140F (2308.048411 sec): 3 clusters Score: Raw -8116230.248216 + Penalty 3641.133750 = -8112589.114466 nChanged 19 SP:Iteration 141Q (2308.144729 sec): 3 clusters Score: Raw -8116238.495273 + Penalty 3641.133750 = -8112597.361524 nChanged 19 SP:Iteration 142Q (2308.241087 sec): 3 clusters Score: Raw -8116244.319561 + Penalty 3641.133750 = -8112603.185811 nChanged 16 SP:Iteration 143Q (2308.337375 sec): 3 clusters Score: Raw -8116248.739195 + Penalty 3641.133750 = -8112607.605446 nChanged 16 SP:Iteration 144Q (2308.433368 sec): 3 clusters Score: Raw -8116253.751687 + Penalty 3641.133750 = -8112612.617938 nChanged 11 SP:Iteration 145Q (2308.529719 sec): 3 clusters Score: Raw -8116257.773541 + Penalty 3641.133750 = -8112616.639791 nChanged 12 SP:Iteration 146Q (2308.626537 sec): 3 clusters Score: Raw -8116263.143997 + Penalty 3641.133750 = -8112622.010247 nChanged 12 SP:Iteration 147Q (2308.723298 sec): 3 clusters Score: Raw -8116266.654911 + Penalty 3641.133750 = -8112625.521161 nChanged 5 SP:Iteration 148Q (2308.819945 sec): 3 clusters Score: Raw -8116267.778995 + Penalty 3641.133750 = -8112626.645245 nChanged 4 SP:Iteration 149Q (2308.916485 sec): 3 clusters Score: Raw -8116269.148927 + Penalty 3641.133750 = -8112628.015178 nChanged 8 SP:Iteration 150Q (2309.012915 sec): 3 clusters Score: Raw -8116271.387721 + Penalty 3641.133750 = -8112630.253971 nChanged 8 SP:Iteration 151Q (2309.109054 sec): 3 clusters Score: Raw -8116274.191714 + Penalty 3641.133750 = -8112633.057964 nChanged 9 SP:Iteration 152Q (2309.205205 sec): 3 clusters Score: Raw -8116276.616023 + Penalty 3641.133750 = -8112635.482273 nChanged 10 SP:Iteration 153Q (2309.301129 sec): 3 clusters Score: Raw -8116279.455144 + Penalty 3641.133750 = -8112638.321394 nChanged 9 SP:Iteration 154Q (2309.397288 sec): 3 clusters Score: Raw -8116281.830453 + Penalty 3641.133750 = -8112640.696704 nChanged 13 SP:Iteration 155Q (2309.492801 sec): 3 clusters Score: Raw -8116287.542190 + Penalty 3641.133750 = -8112646.408440 nChanged 19 SP:Iteration 156Q (2309.589753 sec): 3 clusters Score: Raw -8116295.270505 + Penalty 3641.133750 = -8112654.136755 nChanged 13 SP:Iteration 157Q (2309.685676 sec): 3 clusters Score: Raw -8116300.386476 + Penalty 3641.133750 = -8112659.252726 nChanged 8 SP:Iteration 158Q (2309.781764 sec): 3 clusters Score: Raw -8116303.483422 + Penalty 3641.133750 = -8112662.349672 nChanged 6 SP:Iteration 159Q (2309.878187 sec): 3 clusters Score: Raw -8116305.162024 + Penalty 3641.133750 = -8112664.028274 nChanged 4 SP:Iteration 160F (2309.996527 sec): 3 clusters Score: Raw -8116306.442842 + Penalty 3641.133750 = -8112665.309093 nChanged 7 SP:Iteration 161Q (2310.127882 sec): 3 clusters Score: Raw -8116308.492467 + Penalty 3641.133750 = -8112667.358717 nChanged 9 SP:Iteration 162Q (2310.248721 sec): 3 clusters Score: Raw -8116313.256131 + Penalty 3641.133750 = -8112672.122382 nChanged 10 SP:Iteration 163Q (2310.381875 sec): 3 clusters Score: Raw -8116317.694051 + Penalty 3641.133750 = -8112676.560301 nChanged 10 SP:Iteration 164Q (2310.531209 sec): 3 clusters Score: Raw -8116321.713608 + Penalty 3641.133750 = -8112680.579858 nChanged 10 SP:Iteration 165Q (2310.652777 sec): 3 clusters Score: Raw -8116324.336036 + Penalty 3641.133750 = -8112683.202287 nChanged 2 SP:Iteration 166Q (2310.786563 sec): 3 clusters Score: Raw -8116325.115935 + Penalty 3641.133750 = -8112683.982185 nChanged 2 SP:Iteration 167Q (2310.918503 sec): 3 clusters Score: Raw -8116326.021190 + Penalty 3641.133750 = -8112684.887440 nChanged 1 SP:Iteration 168Q (2311.040369 sec): 3 clusters Score: Raw -8116326.883544 + Penalty 3641.133750 = -8112685.749794 nChanged 6 SP:Iteration 169Q (2311.138438 sec): 3 clusters Score: Raw -8116328.977153 + Penalty 3641.133750 = -8112687.843403 nChanged 2 SP:Iteration 170Q (2311.234521 sec): 3 clusters Score: Raw -8116329.505419 + Penalty 3641.133750 = -8112688.371669 nChanged 4 SP:Iteration 171Q (2311.332277 sec): 3 clusters Score: Raw -8116331.160116 + Penalty 3641.133750 = -8112690.026366 nChanged 3 SP:Iteration 172Q (2311.429472 sec): 3 clusters Score: Raw -8116332.754086 + Penalty 3641.133750 = -8112691.620337 nChanged 2 SP:Iteration 173Q (2311.525590 sec): 3 clusters Score: Raw -8116333.411224 + Penalty 3641.133750 = -8112692.277475 nChanged 1 SP:Iteration 174Q (2311.621538 sec): 3 clusters Score: Raw -8116333.769901 + Penalty 3641.133750 = -8112692.636152 nChanged 0 SP:Iteration 175F (2311.739777 sec): 3 clusters Score: Raw -8116333.769901 + Penalty 3641.133750 = -8112692.636152 nChanged 0 Trying to split cluster 19 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2311.747278 sec): 2 clusters Score: Raw -155974.106073 + Penalty 1183.560337 = -154790.545736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2311.755432 sec): 3 clusters Score: Raw -155401.740897 + Penalty 2367.120674 = -153034.620222 nChanged 495 SP:Iteration 1F (2311.762941 sec): 3 clusters Score: Raw -155794.316724 + Penalty 2367.120674 = -153427.196050 nChanged 116 SP:Iteration 2F (2311.770477 sec): 3 clusters Score: Raw -155906.649528 + Penalty 2367.120674 = -153539.528854 nChanged 77 SP:Iteration 3F (2311.778009 sec): 3 clusters Score: Raw -155987.049267 + Penalty 2367.120674 = -153619.928593 nChanged 50 SP:Iteration 4Q (2311.785561 sec): 3 clusters Score: Raw -156038.385709 + Penalty 2367.120674 = -153671.265034 nChanged 37 SP:Iteration 5Q (2311.793093 sec): 3 clusters Score: Raw -156071.807446 + Penalty 2367.120674 = -153704.686772 nChanged 31 SP:Iteration 6Q (2311.800597 sec): 3 clusters Score: Raw -156100.844709 + Penalty 2367.120674 = -153733.724035 nChanged 25 SP:Iteration 7Q (2311.808074 sec): 3 clusters Score: Raw -156122.284915 + Penalty 2367.120674 = -153755.164240 nChanged 22 SP:Iteration 8Q (2311.815539 sec): 3 clusters Score: Raw -156147.317436 + Penalty 2367.120674 = -153780.196762 nChanged 28 SP:Iteration 9Q (2311.823038 sec): 3 clusters Score: Raw -156179.198382 + Penalty 2367.120674 = -153812.077708 nChanged 21 SP:Iteration 10Q (2311.830427 sec): 3 clusters Score: Raw -156202.088189 + Penalty 2367.120674 = -153834.967514 nChanged 20 SP:Iteration 11Q (2311.837817 sec): 3 clusters Score: Raw -156227.602866 + Penalty 2367.120674 = -153860.482191 nChanged 30 SP:Iteration 12Q (2311.845242 sec): 3 clusters Score: Raw -156260.100402 + Penalty 2367.120674 = -153892.979728 nChanged 29 SP:Iteration 13Q (2311.853158 sec): 3 clusters Score: Raw -156290.833483 + Penalty 2367.120674 = -153923.712809 nChanged 22 SP:Iteration 14Q (2311.860588 sec): 3 clusters Score: Raw -156308.907857 + Penalty 2367.120674 = -153941.787182 nChanged 20 SP:Iteration 15Q (2311.867984 sec): 3 clusters Score: Raw -156323.375068 + Penalty 2367.120674 = -153956.254394 nChanged 20 SP:Iteration 16Q (2311.875328 sec): 3 clusters Score: Raw -156337.998604 + Penalty 2367.120674 = -153970.877930 nChanged 17 SP:Iteration 17Q (2311.882675 sec): 3 clusters Score: Raw -156353.062374 + Penalty 2367.120674 = -153985.941700 nChanged 16 SP:Iteration 18Q (2311.890024 sec): 3 clusters Score: Raw -156363.176245 + Penalty 2367.120674 = -153996.055571 nChanged 12 SP:Iteration 19Q (2311.897341 sec): 3 clusters Score: Raw -156370.532793 + Penalty 2367.120674 = -154003.412119 nChanged 11 SP:Iteration 20F (2311.904857 sec): 3 clusters Score: Raw -156379.653201 + Penalty 2367.120674 = -154012.532527 nChanged 11 SP:Iteration 21Q (2311.912196 sec): 3 clusters Score: Raw -156389.678426 + Penalty 2367.120674 = -154022.557752 nChanged 10 SP:Iteration 22Q (2311.919594 sec): 3 clusters Score: Raw -156396.805159 + Penalty 2367.120674 = -154029.684485 nChanged 14 SP:Iteration 23Q (2311.926922 sec): 3 clusters Score: Raw -156406.424814 + Penalty 2367.120674 = -154039.304139 nChanged 15 SP:Iteration 24Q (2311.934235 sec): 3 clusters Score: Raw -156423.539345 + Penalty 2367.120674 = -154056.418671 nChanged 17 SP:Iteration 25Q (2311.941620 sec): 3 clusters Score: Raw -156436.283569 + Penalty 2367.120674 = -154069.162895 nChanged 7 SP:Iteration 26Q (2311.949024 sec): 3 clusters Score: Raw -156441.791844 + Penalty 2367.120674 = -154074.671170 nChanged 6 SP:Iteration 27Q (2311.956385 sec): 3 clusters Score: Raw -156445.673149 + Penalty 2367.120674 = -154078.552475 nChanged 6 SP:Iteration 28Q (2311.963779 sec): 3 clusters Score: Raw -156449.266589 + Penalty 2367.120674 = -154082.145915 nChanged 5 SP:Iteration 29Q (2311.971143 sec): 3 clusters Score: Raw -156452.713068 + Penalty 2367.120674 = -154085.592394 nChanged 1 SP:Iteration 30Q (2311.978526 sec): 3 clusters Score: Raw -156453.487830 + Penalty 2367.120674 = -154086.367156 nChanged 0 SP:Iteration 31F (2311.986035 sec): 3 clusters Score: Raw -156453.487830 + Penalty 2367.120674 = -154086.367156 nChanged 0 Trying to split cluster 20 (14843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.016672 sec): 2 clusters Score: Raw -1598952.655853 + Penalty 1560.858594 = -1597391.797260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.052322 sec): 3 clusters Score: Raw -1590328.618294 + Penalty 3121.717187 = -1587206.901107 nChanged 6534 SP:Iteration 1F (2312.086856 sec): 3 clusters Score: Raw -1593996.799991 + Penalty 3121.717187 = -1590875.082804 nChanged 963 SP:Iteration 2F (2312.121294 sec): 3 clusters Score: Raw -1594585.952517 + Penalty 3121.717187 = -1591464.235330 nChanged 948 SP:Iteration 3F (2312.155447 sec): 3 clusters Score: Raw -1595181.469222 + Penalty 3121.717187 = -1592059.752035 nChanged 926 SP:Iteration 4F (2312.189581 sec): 3 clusters Score: Raw -1595723.455109 + Penalty 3121.717187 = -1592601.737922 nChanged 852 SP:Iteration 5F (2312.223617 sec): 3 clusters Score: Raw -1596272.086209 + Penalty 3121.717187 = -1593150.369021 nChanged 841 SP:Iteration 6F (2312.257776 sec): 3 clusters Score: Raw -1596828.805189 + Penalty 3121.717187 = -1593707.088002 nChanged 763 SP:Iteration 7F (2312.291910 sec): 3 clusters Score: Raw -1597418.936916 + Penalty 3121.717187 = -1594297.219729 nChanged 752 SP:Iteration 8F (2312.326172 sec): 3 clusters Score: Raw -1597911.416973 + Penalty 3121.717187 = -1594789.699786 nChanged 604 SP:Iteration 9Q (2312.360516 sec): 3 clusters Score: Raw -1598250.589524 + Penalty 3121.717187 = -1595128.872337 nChanged 467 SP:Iteration 10Q (2312.394699 sec): 3 clusters Score: Raw -1598459.846421 + Penalty 3121.717187 = -1595338.129234 nChanged 340 SP:Iteration 11Q (2312.428535 sec): 3 clusters Score: Raw -1598585.217855 + Penalty 3121.717187 = -1595463.500668 nChanged 268 SP:Iteration 12Q (2312.462265 sec): 3 clusters Score: Raw -1598676.533595 + Penalty 3121.717187 = -1595554.816408 nChanged 200 SP:Iteration 13Q (2312.496018 sec): 3 clusters Score: Raw -1598729.919365 + Penalty 3121.717187 = -1595608.202178 nChanged 181 SP:Iteration 14Q (2312.529502 sec): 3 clusters Score: Raw -1598785.081527 + Penalty 3121.717187 = -1595663.364340 nChanged 175 SP:Iteration 15Q (2312.563250 sec): 3 clusters Score: Raw -1598836.410254 + Penalty 3121.717187 = -1595714.693067 nChanged 154 SP:Iteration 16Q (2312.596689 sec): 3 clusters Score: Raw -1598877.145116 + Penalty 3121.717187 = -1595755.427929 nChanged 141 SP:Iteration 17Q (2312.630231 sec): 3 clusters Score: Raw -1598914.861082 + Penalty 3121.717187 = -1595793.143895 nChanged 138 SP:Iteration 18Q (2312.663569 sec): 3 clusters Score: Raw -1598949.141918 + Penalty 3121.717187 = -1595827.424731 nChanged 122 SP:Iteration 19Q (2312.696978 sec): 3 clusters Score: Raw -1598980.106640 + Penalty 3121.717187 = -1595858.389453 nChanged 118 SP:Iteration 20F (2312.731084 sec): 3 clusters Score: Raw -1599008.414888 + Penalty 3121.717187 = -1595886.697701 nChanged 115 SP:Iteration 21Q (2312.764578 sec): 3 clusters Score: Raw -1599037.363980 + Penalty 3121.717187 = -1595915.646793 nChanged 123 SP:Iteration 22Q (2312.798341 sec): 3 clusters Score: Raw -1599067.690475 + Penalty 3121.717187 = -1595945.973288 nChanged 112 SP:Iteration 23Q (2312.832043 sec): 3 clusters Score: Raw -1599090.881767 + Penalty 3121.717187 = -1595969.164580 nChanged 99 SP:Iteration 24Q (2312.865354 sec): 3 clusters Score: Raw -1599115.775636 + Penalty 3121.717187 = -1595994.058449 nChanged 110 SP:Iteration 25Q (2312.898765 sec): 3 clusters Score: Raw -1599146.654002 + Penalty 3121.717187 = -1596024.936815 nChanged 110 SP:Iteration 26Q (2312.932212 sec): 3 clusters Score: Raw -1599175.806562 + Penalty 3121.717187 = -1596054.089375 nChanged 99 SP:Iteration 27Q (2312.965556 sec): 3 clusters Score: Raw -1599203.269583 + Penalty 3121.717187 = -1596081.552396 nChanged 115 SP:Iteration 28Q (2312.998775 sec): 3 clusters Score: Raw -1599240.188225 + Penalty 3121.717187 = -1596118.471038 nChanged 114 SP:Iteration 29Q (2313.031862 sec): 3 clusters Score: Raw -1599278.077969 + Penalty 3121.717187 = -1596156.360782 nChanged 115 SP:Iteration 30Q (2313.064975 sec): 3 clusters Score: Raw -1599310.371680 + Penalty 3121.717187 = -1596188.654493 nChanged 100 SP:Iteration 31Q (2313.098074 sec): 3 clusters Score: Raw -1599333.281784 + Penalty 3121.717187 = -1596211.564597 nChanged 89 SP:Iteration 32Q (2313.131222 sec): 3 clusters Score: Raw -1599351.105201 + Penalty 3121.717187 = -1596229.388014 nChanged 83 SP:Iteration 33Q (2313.164325 sec): 3 clusters Score: Raw -1599364.886965 + Penalty 3121.717187 = -1596243.169777 nChanged 55 SP:Iteration 34Q (2313.197320 sec): 3 clusters Score: Raw -1599374.495556 + Penalty 3121.717187 = -1596252.778369 nChanged 51 SP:Iteration 35Q (2313.230344 sec): 3 clusters Score: Raw -1599381.431606 + Penalty 3121.717187 = -1596259.714418 nChanged 44 SP:Iteration 36Q (2313.263363 sec): 3 clusters Score: Raw -1599387.067488 + Penalty 3121.717187 = -1596265.350301 nChanged 34 SP:Iteration 37Q (2313.296427 sec): 3 clusters Score: Raw -1599391.292733 + Penalty 3121.717187 = -1596269.575545 nChanged 34 SP:Iteration 38Q (2313.329228 sec): 3 clusters Score: Raw -1599396.515085 + Penalty 3121.717187 = -1596274.797898 nChanged 37 SP:Iteration 39Q (2313.361974 sec): 3 clusters Score: Raw -1599401.720797 + Penalty 3121.717187 = -1596280.003610 nChanged 36 SP:Iteration 40F (2313.396224 sec): 3 clusters Score: Raw -1599407.585902 + Penalty 3121.717187 = -1596285.868715 nChanged 28 SP:Iteration 41Q (2313.429343 sec): 3 clusters Score: Raw -1599412.280295 + Penalty 3121.717187 = -1596290.563108 nChanged 25 SP:Iteration 42Q (2313.462205 sec): 3 clusters Score: Raw -1599417.153006 + Penalty 3121.717187 = -1596295.435819 nChanged 23 SP:Iteration 43Q (2313.495005 sec): 3 clusters Score: Raw -1599420.105480 + Penalty 3121.717187 = -1596298.388293 nChanged 24 SP:Iteration 44Q (2313.528084 sec): 3 clusters Score: Raw -1599423.588710 + Penalty 3121.717187 = -1596301.871523 nChanged 26 SP:Iteration 45Q (2313.560815 sec): 3 clusters Score: Raw -1599427.547907 + Penalty 3121.717187 = -1596305.830720 nChanged 34 SP:Iteration 46Q (2313.593553 sec): 3 clusters Score: Raw -1599431.597433 + Penalty 3121.717187 = -1596309.880246 nChanged 30 SP:Iteration 47Q (2313.626486 sec): 3 clusters Score: Raw -1599435.565927 + Penalty 3121.717187 = -1596313.848740 nChanged 24 SP:Iteration 48Q (2313.659100 sec): 3 clusters Score: Raw -1599438.591532 + Penalty 3121.717187 = -1596316.874345 nChanged 19 SP:Iteration 49Q (2313.691995 sec): 3 clusters Score: Raw -1599440.510759 + Penalty 3121.717187 = -1596318.793572 nChanged 17 SP:Iteration 50Q (2313.725255 sec): 3 clusters Score: Raw -1599441.865538 + Penalty 3121.717187 = -1596320.148351 nChanged 14 SP:Iteration 51Q (2313.758011 sec): 3 clusters Score: Raw -1599443.226439 + Penalty 3121.717187 = -1596321.509252 nChanged 12 SP:Iteration 52Q (2313.790724 sec): 3 clusters Score: Raw -1599444.192183 + Penalty 3121.717187 = -1596322.474995 nChanged 7 SP:Iteration 53Q (2313.823487 sec): 3 clusters Score: Raw -1599445.253180 + Penalty 3121.717187 = -1596323.535993 nChanged 4 SP:Iteration 54Q (2313.856260 sec): 3 clusters Score: Raw -1599445.888685 + Penalty 3121.717187 = -1596324.171498 nChanged 7 SP:Iteration 55Q (2313.888837 sec): 3 clusters Score: Raw -1599446.689411 + Penalty 3121.717187 = -1596324.972224 nChanged 8 SP:Iteration 56Q (2313.921547 sec): 3 clusters Score: Raw -1599447.925793 + Penalty 3121.717187 = -1596326.208606 nChanged 11 SP:Iteration 57Q (2313.954325 sec): 3 clusters Score: Raw -1599448.940934 + Penalty 3121.717187 = -1596327.223747 nChanged 9 SP:Iteration 58Q (2313.987079 sec): 3 clusters Score: Raw -1599450.992541 + Penalty 3121.717187 = -1596329.275354 nChanged 13 SP:Iteration 59Q (2314.019676 sec): 3 clusters Score: Raw -1599453.305775 + Penalty 3121.717187 = -1596331.588588 nChanged 17 SP:Iteration 60F (2314.054029 sec): 3 clusters Score: Raw -1599456.485323 + Penalty 3121.717187 = -1596334.768136 nChanged 13 SP:Iteration 61Q (2314.086796 sec): 3 clusters Score: Raw -1599458.508700 + Penalty 3121.717187 = -1596336.791513 nChanged 14 SP:Iteration 62Q (2314.119344 sec): 3 clusters Score: Raw -1599462.094523 + Penalty 3121.717187 = -1596340.377335 nChanged 20 SP:Iteration 63Q (2314.152195 sec): 3 clusters Score: Raw -1599464.049624 + Penalty 3121.717187 = -1596342.332437 nChanged 13 SP:Iteration 64Q (2314.184764 sec): 3 clusters Score: Raw -1599465.654182 + Penalty 3121.717187 = -1596343.936995 nChanged 8 SP:Iteration 65Q (2314.217408 sec): 3 clusters Score: Raw -1599466.416393 + Penalty 3121.717187 = -1596344.699206 nChanged 10 SP:Iteration 66Q (2314.273981 sec): 3 clusters Score: Raw -1599468.377855 + Penalty 3121.717187 = -1596346.660668 nChanged 17 SP:Iteration 67Q (2314.306435 sec): 3 clusters Score: Raw -1599471.330565 + Penalty 3121.717187 = -1596349.613378 nChanged 18 SP:Iteration 68Q (2314.339094 sec): 3 clusters Score: Raw -1599474.234025 + Penalty 3121.717187 = -1596352.516838 nChanged 26 SP:Iteration 69Q (2314.371815 sec): 3 clusters Score: Raw -1599477.938957 + Penalty 3121.717187 = -1596356.221770 nChanged 21 SP:Iteration 70Q (2314.404409 sec): 3 clusters Score: Raw -1599480.593858 + Penalty 3121.717187 = -1596358.876671 nChanged 17 SP:Iteration 71Q (2314.437034 sec): 3 clusters Score: Raw -1599482.420078 + Penalty 3121.717187 = -1596360.702891 nChanged 17 SP:Iteration 72Q (2314.469528 sec): 3 clusters Score: Raw -1599484.312182 + Penalty 3121.717187 = -1596362.594995 nChanged 22 SP:Iteration 73Q (2314.502170 sec): 3 clusters Score: Raw -1599486.404287 + Penalty 3121.717187 = -1596364.687100 nChanged 23 SP:Iteration 74Q (2314.535023 sec): 3 clusters Score: Raw -1599488.789301 + Penalty 3121.717187 = -1596367.072114 nChanged 10 SP:Iteration 75Q (2314.567845 sec): 3 clusters Score: Raw -1599489.687422 + Penalty 3121.717187 = -1596367.970235 nChanged 8 SP:Iteration 76Q (2314.600449 sec): 3 clusters Score: Raw -1599490.264105 + Penalty 3121.717187 = -1596368.546918 nChanged 5 SP:Iteration 77Q (2314.633157 sec): 3 clusters Score: Raw -1599490.511964 + Penalty 3121.717187 = -1596368.794777 nChanged 0 SP:Iteration 78F (2314.667089 sec): 3 clusters Score: Raw -1599490.511964 + Penalty 3121.717187 = -1596368.794777 nChanged 0 Trying to split cluster 21 (10231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.691099 sec): 2 clusters Score: Raw -1172732.010538 + Penalty 1500.391361 = -1171231.619177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.720271 sec): 3 clusters Score: Raw -1166934.880463 + Penalty 3000.782722 = -1163934.097741 nChanged 4392 SP:Iteration 1F (2314.748466 sec): 3 clusters Score: Raw -1169454.511688 + Penalty 3000.782722 = -1166453.728966 nChanged 757 SP:Iteration 2F (2314.776579 sec): 3 clusters Score: Raw -1169984.330126 + Penalty 3000.782722 = -1166983.547404 nChanged 711 SP:Iteration 3F (2314.804712 sec): 3 clusters Score: Raw -1170536.323719 + Penalty 3000.782722 = -1167535.540997 nChanged 679 SP:Iteration 4F (2314.833178 sec): 3 clusters Score: Raw -1171082.040549 + Penalty 3000.782722 = -1168081.257827 nChanged 646 SP:Iteration 5F (2314.861559 sec): 3 clusters Score: Raw -1171576.753009 + Penalty 3000.782722 = -1168575.970287 nChanged 582 SP:Iteration 6F (2314.889797 sec): 3 clusters Score: Raw -1172037.380125 + Penalty 3000.782722 = -1169036.597404 nChanged 488 SP:Iteration 7Q (2314.917648 sec): 3 clusters Score: Raw -1172370.266200 + Penalty 3000.782722 = -1169369.483478 nChanged 387 SP:Iteration 8Q (2314.945165 sec): 3 clusters Score: Raw -1172586.862468 + Penalty 3000.782722 = -1169586.079746 nChanged 288 SP:Iteration 9Q (2314.972578 sec): 3 clusters Score: Raw -1172708.358441 + Penalty 3000.782722 = -1169707.575719 nChanged 183 SP:Iteration 10Q (2314.999982 sec): 3 clusters Score: Raw -1172767.887540 + Penalty 3000.782722 = -1169767.104818 nChanged 132 SP:Iteration 11Q (2315.027090 sec): 3 clusters Score: Raw -1172808.733425 + Penalty 3000.782722 = -1169807.950704 nChanged 113 SP:Iteration 12Q (2315.054192 sec): 3 clusters Score: Raw -1172838.529009 + Penalty 3000.782722 = -1169837.746287 nChanged 82 SP:Iteration 13Q (2315.081228 sec): 3 clusters Score: Raw -1172856.996355 + Penalty 3000.782722 = -1169856.213634 nChanged 70 SP:Iteration 14Q (2315.108177 sec): 3 clusters Score: Raw -1172872.718382 + Penalty 3000.782722 = -1169871.935660 nChanged 59 SP:Iteration 15Q (2315.135218 sec): 3 clusters Score: Raw -1172883.035790 + Penalty 3000.782722 = -1169882.253068 nChanged 43 SP:Iteration 16Q (2315.162256 sec): 3 clusters Score: Raw -1172891.292042 + Penalty 3000.782722 = -1169890.509320 nChanged 45 SP:Iteration 17Q (2315.189262 sec): 3 clusters Score: Raw -1172899.292421 + Penalty 3000.782722 = -1169898.509699 nChanged 31 SP:Iteration 18Q (2315.216374 sec): 3 clusters Score: Raw -1172904.240157 + Penalty 3000.782722 = -1169903.457435 nChanged 22 SP:Iteration 19Q (2315.243185 sec): 3 clusters Score: Raw -1172907.531554 + Penalty 3000.782722 = -1169906.748832 nChanged 19 SP:Iteration 20F (2315.271484 sec): 3 clusters Score: Raw -1172909.990801 + Penalty 3000.782722 = -1169909.208079 nChanged 14 SP:Iteration 21Q (2315.298691 sec): 3 clusters Score: Raw -1172911.672116 + Penalty 3000.782722 = -1169910.889395 nChanged 18 SP:Iteration 22Q (2315.325669 sec): 3 clusters Score: Raw -1172914.219843 + Penalty 3000.782722 = -1169913.437121 nChanged 11 SP:Iteration 23Q (2315.352878 sec): 3 clusters Score: Raw -1172915.332924 + Penalty 3000.782722 = -1169914.550202 nChanged 8 SP:Iteration 24Q (2315.390153 sec): 3 clusters Score: Raw -1172916.006750 + Penalty 3000.782722 = -1169915.224028 nChanged 2 SP:Iteration 25Q (2315.417542 sec): 3 clusters Score: Raw -1172916.253027 + Penalty 3000.782722 = -1169915.470305 nChanged 4 SP:Iteration 26Q (2315.444426 sec): 3 clusters Score: Raw -1172916.523585 + Penalty 3000.782722 = -1169915.740863 nChanged 3 SP:Iteration 27Q (2315.471505 sec): 3 clusters Score: Raw -1172916.893455 + Penalty 3000.782722 = -1169916.110733 nChanged 3 SP:Iteration 28Q (2315.498346 sec): 3 clusters Score: Raw -1172917.121030 + Penalty 3000.782722 = -1169916.338308 nChanged 1 SP:Iteration 29Q (2315.525236 sec): 3 clusters Score: Raw -1172917.226975 + Penalty 3000.782722 = -1169916.444253 nChanged 0 SP:Iteration 30F (2315.553556 sec): 3 clusters Score: Raw -1172917.226975 + Penalty 3000.782722 = -1169916.444253 nChanged 0 Trying to split cluster 22 (7170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2315.574253 sec): 2 clusters Score: Raw -730391.370435 + Penalty 1442.619902 = -728948.750533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2315.598591 sec): 3 clusters Score: Raw -726446.473791 + Penalty 2885.239803 = -723561.233987 nChanged 3012 SP:Iteration 1F (2315.621963 sec): 3 clusters Score: Raw -728187.385120 + Penalty 2885.239803 = -725302.145316 nChanged 571 SP:Iteration 2F (2315.645604 sec): 3 clusters Score: Raw -728611.367699 + Penalty 2885.239803 = -725726.127896 nChanged 546 SP:Iteration 3F (2315.669191 sec): 3 clusters Score: Raw -729088.146697 + Penalty 2885.239803 = -726202.906893 nChanged 524 SP:Iteration 4F (2315.693050 sec): 3 clusters Score: Raw -729570.748694 + Penalty 2885.239803 = -726685.508891 nChanged 553 SP:Iteration 5F (2315.716438 sec): 3 clusters Score: Raw -730036.848733 + Penalty 2885.239803 = -727151.608929 nChanged 514 SP:Iteration 6F (2315.739978 sec): 3 clusters Score: Raw -730376.860967 + Penalty 2885.239803 = -727491.621163 nChanged 399 SP:Iteration 7F (2315.763425 sec): 3 clusters Score: Raw -730625.424256 + Penalty 2885.239803 = -727740.184453 nChanged 293 SP:Iteration 8Q (2315.786874 sec): 3 clusters Score: Raw -730773.414015 + Penalty 2885.239803 = -727888.174212 nChanged 225 SP:Iteration 9Q (2315.810448 sec): 3 clusters Score: Raw -730873.969668 + Penalty 2885.239803 = -727988.729865 nChanged 142 SP:Iteration 10Q (2315.834035 sec): 3 clusters Score: Raw -730930.727216 + Penalty 2885.239803 = -728045.487413 nChanged 103 SP:Iteration 11Q (2315.857495 sec): 3 clusters Score: Raw -730961.339424 + Penalty 2885.239803 = -728076.099621 nChanged 81 SP:Iteration 12Q (2315.880876 sec): 3 clusters Score: Raw -730984.075055 + Penalty 2885.239803 = -728098.835252 nChanged 66 SP:Iteration 13Q (2315.904777 sec): 3 clusters Score: Raw -731003.777510 + Penalty 2885.239803 = -728118.537706 nChanged 68 SP:Iteration 14Q (2315.928432 sec): 3 clusters Score: Raw -731022.148439 + Penalty 2885.239803 = -728136.908635 nChanged 56 SP:Iteration 15Q (2315.952219 sec): 3 clusters Score: Raw -731036.326611 + Penalty 2885.239803 = -728151.086808 nChanged 52 SP:Iteration 16Q (2315.975639 sec): 3 clusters Score: Raw -731048.927142 + Penalty 2885.239803 = -728163.687339 nChanged 63 SP:Iteration 17Q (2315.999184 sec): 3 clusters Score: Raw -731066.456886 + Penalty 2885.239803 = -728181.217082 nChanged 55 SP:Iteration 18Q (2316.022814 sec): 3 clusters Score: Raw -731081.963287 + Penalty 2885.239803 = -728196.723484 nChanged 60 SP:Iteration 19Q (2316.046448 sec): 3 clusters Score: Raw -731100.626460 + Penalty 2885.239803 = -728215.386657 nChanged 57 SP:Iteration 20F (2316.070112 sec): 3 clusters Score: Raw -731120.844879 + Penalty 2885.239803 = -728235.605076 nChanged 61 SP:Iteration 21Q (2316.109900 sec): 3 clusters Score: Raw -731142.351527 + Penalty 2885.239803 = -728257.111724 nChanged 61 SP:Iteration 22Q (2316.133448 sec): 3 clusters Score: Raw -731162.916817 + Penalty 2885.239803 = -728277.677014 nChanged 59 SP:Iteration 23Q (2316.157077 sec): 3 clusters Score: Raw -731183.230810 + Penalty 2885.239803 = -728297.991006 nChanged 49 SP:Iteration 24Q (2316.180704 sec): 3 clusters Score: Raw -731197.273720 + Penalty 2885.239803 = -728312.033917 nChanged 35 SP:Iteration 25Q (2316.204268 sec): 3 clusters Score: Raw -731205.905500 + Penalty 2885.239803 = -728320.665696 nChanged 34 SP:Iteration 26Q (2316.227945 sec): 3 clusters Score: Raw -731215.995899 + Penalty 2885.239803 = -728330.756096 nChanged 36 SP:Iteration 27Q (2316.251366 sec): 3 clusters Score: Raw -731225.790871 + Penalty 2885.239803 = -728340.551068 nChanged 28 SP:Iteration 28Q (2316.275019 sec): 3 clusters Score: Raw -731233.132706 + Penalty 2885.239803 = -728347.892902 nChanged 22 SP:Iteration 29Q (2316.298570 sec): 3 clusters Score: Raw -731240.418239 + Penalty 2885.239803 = -728355.178435 nChanged 25 SP:Iteration 30Q (2316.322233 sec): 3 clusters Score: Raw -731246.308557 + Penalty 2885.239803 = -728361.068753 nChanged 17 SP:Iteration 31Q (2316.354627 sec): 3 clusters Score: Raw -731249.803113 + Penalty 2885.239803 = -728364.563310 nChanged 15 SP:Iteration 32Q (2316.378093 sec): 3 clusters Score: Raw -731253.596008 + Penalty 2885.239803 = -728368.356205 nChanged 14 SP:Iteration 33Q (2316.401906 sec): 3 clusters Score: Raw -731256.734533 + Penalty 2885.239803 = -728371.494729 nChanged 14 SP:Iteration 34Q (2316.425484 sec): 3 clusters Score: Raw -731259.354942 + Penalty 2885.239803 = -728374.115139 nChanged 9 SP:Iteration 35Q (2316.448874 sec): 3 clusters Score: Raw -731261.202651 + Penalty 2885.239803 = -728375.962848 nChanged 13 SP:Iteration 36Q (2316.472244 sec): 3 clusters Score: Raw -731263.869262 + Penalty 2885.239803 = -728378.629459 nChanged 9 SP:Iteration 37Q (2316.495849 sec): 3 clusters Score: Raw -731266.202022 + Penalty 2885.239803 = -728380.962219 nChanged 11 SP:Iteration 38Q (2316.519227 sec): 3 clusters Score: Raw -731268.358989 + Penalty 2885.239803 = -728383.119185 nChanged 6 SP:Iteration 39Q (2316.542682 sec): 3 clusters Score: Raw -731269.304416 + Penalty 2885.239803 = -728384.064613 nChanged 9 SP:Iteration 40F (2316.566121 sec): 3 clusters Score: Raw -731270.548082 + Penalty 2885.239803 = -728385.308278 nChanged 6 SP:Iteration 41Q (2316.589789 sec): 3 clusters Score: Raw -731271.533826 + Penalty 2885.239803 = -728386.294023 nChanged 6 SP:Iteration 42Q (2316.613352 sec): 3 clusters Score: Raw -731272.629376 + Penalty 2885.239803 = -728387.389572 nChanged 6 SP:Iteration 43Q (2316.636834 sec): 3 clusters Score: Raw -731273.541584 + Penalty 2885.239803 = -728388.301781 nChanged 3 SP:Iteration 44Q (2316.660448 sec): 3 clusters Score: Raw -731274.451231 + Penalty 2885.239803 = -728389.211428 nChanged 3 SP:Iteration 45Q (2316.684057 sec): 3 clusters Score: Raw -731275.139028 + Penalty 2885.239803 = -728389.899225 nChanged 3 SP:Iteration 46Q (2316.707574 sec): 3 clusters Score: Raw -731275.691837 + Penalty 2885.239803 = -728390.452034 nChanged 3 SP:Iteration 47Q (2316.731137 sec): 3 clusters Score: Raw -731276.514306 + Penalty 2885.239803 = -728391.274503 nChanged 1 SP:Iteration 48Q (2316.754811 sec): 3 clusters Score: Raw -731276.690803 + Penalty 2885.239803 = -728391.451000 nChanged 1 SP:Iteration 49Q (2316.778286 sec): 3 clusters Score: Raw -731276.790328 + Penalty 2885.239803 = -728391.550525 nChanged 2 SP:Iteration 50Q (2316.801888 sec): 3 clusters Score: Raw -731276.921945 + Penalty 2885.239803 = -728391.682141 nChanged 1 SP:Iteration 51Q (2316.825650 sec): 3 clusters Score: Raw -731277.024561 + Penalty 2885.239803 = -728391.784757 nChanged 1 SP:Iteration 52Q (2316.849320 sec): 3 clusters Score: Raw -731277.112293 + Penalty 2885.239803 = -728391.872489 nChanged 0 SP:Iteration 53F (2316.873130 sec): 3 clusters Score: Raw -731277.112293 + Penalty 2885.239803 = -728391.872489 nChanged 0 Trying to split cluster 23 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.885777 sec): 2 clusters Score: Raw -10761.081848 + Penalty 773.853264 = -9987.228583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.887155 sec): 3 clusters Score: Raw -10904.978242 + Penalty 1547.706529 = -9357.271713 nChanged 11 SP:Iteration 1F (2316.888362 sec): 3 clusters Score: Raw -10973.954222 + Penalty 1547.706529 = -9426.247693 nChanged 2 SP:Iteration 2Q (2316.889527 sec): 3 clusters Score: Raw -10980.189923 + Penalty 1547.706529 = -9432.483394 nChanged 0 SP:Iteration 3F (2316.890724 sec): 3 clusters Score: Raw -10980.189923 + Penalty 1547.706529 = -9432.483394 nChanged 0 Trying to split cluster 24 (26490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.935189 sec): 2 clusters Score: Raw -2997871.672544 + Penalty 1654.984920 = -2996216.687625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.994207 sec): 3 clusters Score: Raw -2981625.960722 + Penalty 3309.969839 = -2978315.990883 nChanged 12109 SP:Iteration 1F (2317.050037 sec): 3 clusters Score: Raw -2988245.096170 + Penalty 3309.969839 = -2984935.126331 nChanged 1150 SP:Iteration 2Q (2317.106826 sec): 3 clusters Score: Raw -2988617.347648 + Penalty 3309.969839 = -2985307.377809 nChanged 1131 SP:Iteration 3Q (2317.163627 sec): 3 clusters Score: Raw -2988994.108722 + Penalty 3309.969839 = -2985684.138883 nChanged 1116 SP:Iteration 4Q (2317.220242 sec): 3 clusters Score: Raw -2989401.057511 + Penalty 3309.969839 = -2986091.087672 nChanged 1123 SP:Iteration 5Q (2317.276961 sec): 3 clusters Score: Raw -2989796.504026 + Penalty 3309.969839 = -2986486.534187 nChanged 1108 SP:Iteration 6Q (2317.333599 sec): 3 clusters Score: Raw -2990222.610592 + Penalty 3309.969839 = -2986912.640753 nChanged 1184 SP:Iteration 7Q (2317.390643 sec): 3 clusters Score: Raw -2990760.709208 + Penalty 3309.969839 = -2987450.739369 nChanged 1284 SP:Iteration 8Q (2317.447314 sec): 3 clusters Score: Raw -2991472.012273 + Penalty 3309.969839 = -2988162.042434 nChanged 1362 SP:Iteration 9F (2317.502974 sec): 3 clusters Score: Raw -2992377.216299 + Penalty 3309.969839 = -2989067.246460 nChanged 1517 SP:Iteration 10F (2317.558799 sec): 3 clusters Score: Raw -2993522.006756 + Penalty 3309.969839 = -2990212.036916 nChanged 1445 SP:Iteration 11F (2317.614708 sec): 3 clusters Score: Raw -2994574.435723 + Penalty 3309.969839 = -2991264.465884 nChanged 1248 SP:Iteration 12Q (2317.670586 sec): 3 clusters Score: Raw -2995286.981423 + Penalty 3309.969839 = -2991977.011584 nChanged 906 SP:Iteration 13Q (2317.725753 sec): 3 clusters Score: Raw -2995707.612642 + Penalty 3309.969839 = -2992397.642803 nChanged 695 SP:Iteration 14Q (2317.780634 sec): 3 clusters Score: Raw -2995998.377261 + Penalty 3309.969839 = -2992688.407422 nChanged 617 SP:Iteration 15Q (2317.835486 sec): 3 clusters Score: Raw -2996267.746363 + Penalty 3309.969839 = -2992957.776523 nChanged 611 SP:Iteration 16Q (2317.889867 sec): 3 clusters Score: Raw -2996549.897873 + Penalty 3309.969839 = -2993239.928033 nChanged 562 SP:Iteration 17Q (2317.944256 sec): 3 clusters Score: Raw -2996811.121531 + Penalty 3309.969839 = -2993501.151692 nChanged 533 SP:Iteration 18Q (2317.997795 sec): 3 clusters Score: Raw -2997064.008435 + Penalty 3309.969839 = -2993754.038596 nChanged 516 SP:Iteration 19Q (2318.051288 sec): 3 clusters Score: Raw -2997319.363020 + Penalty 3309.969839 = -2994009.393181 nChanged 504 SP:Iteration 20F (2318.107268 sec): 3 clusters Score: Raw -2997581.420756 + Penalty 3309.969839 = -2994271.450917 nChanged 483 SP:Iteration 21Q (2318.160573 sec): 3 clusters Score: Raw -2997848.450161 + Penalty 3309.969839 = -2994538.480321 nChanged 482 SP:Iteration 22Q (2318.213489 sec): 3 clusters Score: Raw -2998141.384101 + Penalty 3309.969839 = -2994831.414262 nChanged 443 SP:Iteration 23Q (2318.266218 sec): 3 clusters Score: Raw -2998443.007058 + Penalty 3309.969839 = -2995133.037219 nChanged 429 SP:Iteration 24Q (2318.318554 sec): 3 clusters Score: Raw -2998681.170617 + Penalty 3309.969839 = -2995371.200778 nChanged 331 SP:Iteration 25Q (2318.370942 sec): 3 clusters Score: Raw -2998828.702346 + Penalty 3309.969839 = -2995518.732507 nChanged 301 SP:Iteration 26Q (2318.422828 sec): 3 clusters Score: Raw -2998926.142413 + Penalty 3309.969839 = -2995616.172573 nChanged 217 SP:Iteration 27Q (2318.474427 sec): 3 clusters Score: Raw -2998979.809915 + Penalty 3309.969839 = -2995669.840075 nChanged 146 SP:Iteration 28Q (2318.526117 sec): 3 clusters Score: Raw -2999011.307135 + Penalty 3309.969839 = -2995701.337296 nChanged 112 SP:Iteration 29Q (2318.577392 sec): 3 clusters Score: Raw -2999029.651107 + Penalty 3309.969839 = -2995719.681268 nChanged 84 SP:Iteration 30Q (2318.628656 sec): 3 clusters Score: Raw -2999039.575838 + Penalty 3309.969839 = -2995729.605998 nChanged 51 SP:Iteration 31Q (2318.679752 sec): 3 clusters Score: Raw -2999043.974839 + Penalty 3309.969839 = -2995734.005000 nChanged 33 SP:Iteration 32Q (2318.730626 sec): 3 clusters Score: Raw -2999046.305824 + Penalty 3309.969839 = -2995736.335985 nChanged 16 SP:Iteration 33Q (2318.781511 sec): 3 clusters Score: Raw -2999047.256738 + Penalty 3309.969839 = -2995737.286898 nChanged 13 SP:Iteration 34Q (2318.832648 sec): 3 clusters Score: Raw -2999047.973712 + Penalty 3309.969839 = -2995738.003873 nChanged 6 SP:Iteration 35Q (2318.883562 sec): 3 clusters Score: Raw -2999048.290149 + Penalty 3309.969839 = -2995738.320310 nChanged 6 SP:Iteration 36Q (2318.934765 sec): 3 clusters Score: Raw -2999048.547852 + Penalty 3309.969839 = -2995738.578013 nChanged 5 SP:Iteration 37Q (2318.985544 sec): 3 clusters Score: Raw -2999048.865031 + Penalty 3309.969839 = -2995738.895191 nChanged 5 SP:Iteration 38Q (2319.036776 sec): 3 clusters Score: Raw -2999049.209864 + Penalty 3309.969839 = -2995739.240025 nChanged 2 SP:Iteration 39Q (2319.087770 sec): 3 clusters Score: Raw -2999049.371707 + Penalty 3309.969839 = -2995739.401867 nChanged 4 SP:Iteration 40F (2319.143557 sec): 3 clusters Score: Raw -2999049.628350 + Penalty 3309.969839 = -2995739.658511 nChanged 3 SP:Iteration 41Q (2319.195605 sec): 3 clusters Score: Raw -2999049.705355 + Penalty 3309.969839 = -2995739.735515 nChanged 1 SP:Iteration 42Q (2319.246978 sec): 3 clusters Score: Raw -2999049.717219 + Penalty 3309.969839 = -2995739.747379 nChanged 0 SP:Iteration 43F (2319.302389 sec): 3 clusters Score: Raw -2999049.717219 + Penalty 3309.969839 = -2995739.747379 nChanged 0 Trying to split cluster 25 (64015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2319.396057 sec): 2 clusters Score: Raw -7338084.199423 + Penalty 1798.366815 = -7336285.832607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2319.504165 sec): 3 clusters Score: Raw -7297094.994327 + Penalty 3596.733631 = -7293498.260696 nChanged 30368 SP:Iteration 1F (2319.610198 sec): 3 clusters Score: Raw -7315048.530005 + Penalty 3596.733631 = -7311451.796375 nChanged 3165 SP:Iteration 2Q (2319.724501 sec): 3 clusters Score: Raw -7316634.464505 + Penalty 3596.733631 = -7313037.730874 nChanged 3585 SP:Iteration 3F (2319.834590 sec): 3 clusters Score: Raw -7318755.987625 + Penalty 3596.733631 = -7315159.253994 nChanged 3939 SP:Iteration 4F (2319.944443 sec): 3 clusters Score: Raw -7321328.359889 + Penalty 3596.733631 = -7317731.626258 nChanged 4286 SP:Iteration 5F (2320.054295 sec): 3 clusters Score: Raw -7324376.851843 + Penalty 3596.733631 = -7320780.118212 nChanged 4446 SP:Iteration 6F (2320.164162 sec): 3 clusters Score: Raw -7327642.895536 + Penalty 3596.733631 = -7324046.161905 nChanged 4080 SP:Iteration 7F (2320.274005 sec): 3 clusters Score: Raw -7330374.957621 + Penalty 3596.733631 = -7326778.223990 nChanged 3211 SP:Iteration 8F (2320.391089 sec): 3 clusters Score: Raw -7331979.985802 + Penalty 3596.733631 = -7328383.252171 nChanged 2217 SP:Iteration 9Q (2320.503184 sec): 3 clusters Score: Raw -7332785.592231 + Penalty 3596.733631 = -7329188.858600 nChanged 1435 SP:Iteration 10Q (2320.614035 sec): 3 clusters Score: Raw -7333176.917272 + Penalty 3596.733631 = -7329580.183642 nChanged 1020 SP:Iteration 11Q (2320.724703 sec): 3 clusters Score: Raw -7333427.367393 + Penalty 3596.733631 = -7329830.633763 nChanged 869 SP:Iteration 12Q (2320.835260 sec): 3 clusters Score: Raw -7333649.772038 + Penalty 3596.733631 = -7330053.038408 nChanged 784 SP:Iteration 13Q (2320.945766 sec): 3 clusters Score: Raw -7333853.314266 + Penalty 3596.733631 = -7330256.580635 nChanged 729 SP:Iteration 14Q (2321.056284 sec): 3 clusters Score: Raw -7334043.365385 + Penalty 3596.733631 = -7330446.631755 nChanged 719 SP:Iteration 15Q (2321.166480 sec): 3 clusters Score: Raw -7334226.899060 + Penalty 3596.733631 = -7330630.165429 nChanged 717 SP:Iteration 16Q (2321.276637 sec): 3 clusters Score: Raw -7334416.320774 + Penalty 3596.733631 = -7330819.587144 nChanged 763 SP:Iteration 17Q (2321.386798 sec): 3 clusters Score: Raw -7334625.326715 + Penalty 3596.733631 = -7331028.593084 nChanged 756 SP:Iteration 18Q (2321.496883 sec): 3 clusters Score: Raw -7334832.733533 + Penalty 3596.733631 = -7331235.999902 nChanged 689 SP:Iteration 19Q (2321.607024 sec): 3 clusters Score: Raw -7335007.951041 + Penalty 3596.733631 = -7331411.217411 nChanged 658 SP:Iteration 20F (2321.716757 sec): 3 clusters Score: Raw -7335151.209088 + Penalty 3596.733631 = -7331554.475457 nChanged 537 SP:Iteration 21Q (2321.827628 sec): 3 clusters Score: Raw -7335264.542161 + Penalty 3596.733631 = -7331667.808530 nChanged 514 SP:Iteration 22Q (2321.938476 sec): 3 clusters Score: Raw -7335358.778359 + Penalty 3596.733631 = -7331762.044728 nChanged 471 SP:Iteration 23Q (2322.049451 sec): 3 clusters Score: Raw -7335444.710293 + Penalty 3596.733631 = -7331847.976662 nChanged 470 SP:Iteration 24Q (2322.160169 sec): 3 clusters Score: Raw -7335534.906581 + Penalty 3596.733631 = -7331938.172950 nChanged 451 SP:Iteration 25Q (2322.270650 sec): 3 clusters Score: Raw -7335610.739006 + Penalty 3596.733631 = -7332014.005375 nChanged 403 SP:Iteration 26Q (2322.380985 sec): 3 clusters Score: Raw -7335674.185691 + Penalty 3596.733631 = -7332077.452060 nChanged 401 SP:Iteration 27Q (2322.491187 sec): 3 clusters Score: Raw -7335735.846897 + Penalty 3596.733631 = -7332139.113266 nChanged 382 SP:Iteration 28Q (2322.601367 sec): 3 clusters Score: Raw -7335791.351886 + Penalty 3596.733631 = -7332194.618256 nChanged 362 SP:Iteration 29Q (2322.711245 sec): 3 clusters Score: Raw -7335842.711268 + Penalty 3596.733631 = -7332245.977637 nChanged 376 SP:Iteration 30Q (2322.820920 sec): 3 clusters Score: Raw -7335894.623315 + Penalty 3596.733631 = -7332297.889685 nChanged 354 SP:Iteration 31Q (2322.930728 sec): 3 clusters Score: Raw -7335937.891099 + Penalty 3596.733631 = -7332341.157468 nChanged 352 SP:Iteration 32Q (2323.040575 sec): 3 clusters Score: Raw -7335979.091342 + Penalty 3596.733631 = -7332382.357711 nChanged 308 SP:Iteration 33Q (2323.149641 sec): 3 clusters Score: Raw -7336016.199882 + Penalty 3596.733631 = -7332419.466251 nChanged 329 SP:Iteration 34Q (2323.258609 sec): 3 clusters Score: Raw -7336057.608024 + Penalty 3596.733631 = -7332460.874394 nChanged 339 SP:Iteration 35Q (2323.367246 sec): 3 clusters Score: Raw -7336097.087042 + Penalty 3596.733631 = -7332500.353412 nChanged 316 SP:Iteration 36Q (2323.475764 sec): 3 clusters Score: Raw -7336130.670453 + Penalty 3596.733631 = -7332533.936822 nChanged 282 SP:Iteration 37Q (2323.584063 sec): 3 clusters Score: Raw -7336161.282758 + Penalty 3596.733631 = -7332564.549127 nChanged 298 SP:Iteration 38Q (2323.691962 sec): 3 clusters Score: Raw -7336195.315008 + Penalty 3596.733631 = -7332598.581377 nChanged 309 SP:Iteration 39Q (2323.799750 sec): 3 clusters Score: Raw -7336229.693742 + Penalty 3596.733631 = -7332632.960111 nChanged 311 SP:Iteration 40F (2323.909139 sec): 3 clusters Score: Raw -7336263.767191 + Penalty 3596.733631 = -7332667.033561 nChanged 299 SP:Iteration 41Q (2324.029403 sec): 3 clusters Score: Raw -7336296.404199 + Penalty 3596.733631 = -7332699.670568 nChanged 319 SP:Iteration 42Q (2324.137595 sec): 3 clusters Score: Raw -7336335.064101 + Penalty 3596.733631 = -7332738.330471 nChanged 340 SP:Iteration 43Q (2324.246425 sec): 3 clusters Score: Raw -7336379.193875 + Penalty 3596.733631 = -7332782.460244 nChanged 364 SP:Iteration 44Q (2324.355015 sec): 3 clusters Score: Raw -7336430.352625 + Penalty 3596.733631 = -7332833.618995 nChanged 393 SP:Iteration 45Q (2324.463107 sec): 3 clusters Score: Raw -7336485.392791 + Penalty 3596.733631 = -7332888.659161 nChanged 395 SP:Iteration 46Q (2324.570685 sec): 3 clusters Score: Raw -7336540.263638 + Penalty 3596.733631 = -7332943.530008 nChanged 369 SP:Iteration 47Q (2324.677805 sec): 3 clusters Score: Raw -7336592.295329 + Penalty 3596.733631 = -7332995.561698 nChanged 386 SP:Iteration 48Q (2324.784430 sec): 3 clusters Score: Raw -7336646.259881 + Penalty 3596.733631 = -7333049.526250 nChanged 365 SP:Iteration 49Q (2324.890548 sec): 3 clusters Score: Raw -7336697.392172 + Penalty 3596.733631 = -7333100.658542 nChanged 388 SP:Iteration 50Q (2324.996273 sec): 3 clusters Score: Raw -7336757.104311 + Penalty 3596.733631 = -7333160.370680 nChanged 392 SP:Iteration 51Q (2325.101154 sec): 3 clusters Score: Raw -7336815.698548 + Penalty 3596.733631 = -7333218.964917 nChanged 386 SP:Iteration 52Q (2325.221453 sec): 3 clusters Score: Raw -7336873.642117 + Penalty 3596.733631 = -7333276.908487 nChanged 371 SP:Iteration 53Q (2325.325735 sec): 3 clusters Score: Raw -7336930.898676 + Penalty 3596.733631 = -7333334.165045 nChanged 373 SP:Iteration 54Q (2325.429169 sec): 3 clusters Score: Raw -7336987.611170 + Penalty 3596.733631 = -7333390.877539 nChanged 369 SP:Iteration 55Q (2325.532351 sec): 3 clusters Score: Raw -7337045.260791 + Penalty 3596.733631 = -7333448.527160 nChanged 368 SP:Iteration 56Q (2325.635198 sec): 3 clusters Score: Raw -7337104.715493 + Penalty 3596.733631 = -7333507.981862 nChanged 368 SP:Iteration 57Q (2325.737637 sec): 3 clusters Score: Raw -7337162.280740 + Penalty 3596.733631 = -7333565.547109 nChanged 340 SP:Iteration 58Q (2325.850354 sec): 3 clusters Score: Raw -7337215.482774 + Penalty 3596.733631 = -7333618.749143 nChanged 361 SP:Iteration 59Q (2325.985607 sec): 3 clusters Score: Raw -7337272.650601 + Penalty 3596.733631 = -7333675.916971 nChanged 344 SP:Iteration 60F (2326.132479 sec): 3 clusters Score: Raw -7337325.275457 + Penalty 3596.733631 = -7333728.541827 nChanged 329 SP:Iteration 61Q (2326.272152 sec): 3 clusters Score: Raw -7337375.827104 + Penalty 3596.733631 = -7333779.093474 nChanged 334 SP:Iteration 62Q (2326.396923 sec): 3 clusters Score: Raw -7337425.279127 + Penalty 3596.733631 = -7333828.545497 nChanged 316 SP:Iteration 63Q (2326.533732 sec): 3 clusters Score: Raw -7337469.238087 + Penalty 3596.733631 = -7333872.504456 nChanged 296 SP:Iteration 64Q (2326.677016 sec): 3 clusters Score: Raw -7337510.867619 + Penalty 3596.733631 = -7333914.133988 nChanged 289 SP:Iteration 65Q (2326.778036 sec): 3 clusters Score: Raw -7337555.061896 + Penalty 3596.733631 = -7333958.328266 nChanged 313 SP:Iteration 66Q (2326.878161 sec): 3 clusters Score: Raw -7337606.181208 + Penalty 3596.733631 = -7334009.447577 nChanged 329 SP:Iteration 67Q (2326.978244 sec): 3 clusters Score: Raw -7337661.455404 + Penalty 3596.733631 = -7334064.721774 nChanged 294 SP:Iteration 68Q (2327.078276 sec): 3 clusters Score: Raw -7337709.282558 + Penalty 3596.733631 = -7334112.548927 nChanged 284 SP:Iteration 69Q (2327.177467 sec): 3 clusters Score: Raw -7337757.866923 + Penalty 3596.733631 = -7334161.133293 nChanged 286 SP:Iteration 70Q (2327.276280 sec): 3 clusters Score: Raw -7337807.931969 + Penalty 3596.733631 = -7334211.198338 nChanged 297 SP:Iteration 71Q (2327.374678 sec): 3 clusters Score: Raw -7337857.878683 + Penalty 3596.733631 = -7334261.145052 nChanged 278 SP:Iteration 72Q (2327.472837 sec): 3 clusters Score: Raw -7337903.992251 + Penalty 3596.733631 = -7334307.258621 nChanged 287 SP:Iteration 73Q (2327.570745 sec): 3 clusters Score: Raw -7337953.163687 + Penalty 3596.733631 = -7334356.430057 nChanged 269 SP:Iteration 74Q (2327.668799 sec): 3 clusters Score: Raw -7338000.505075 + Penalty 3596.733631 = -7334403.771444 nChanged 258 SP:Iteration 75Q (2327.766435 sec): 3 clusters Score: Raw -7338044.061832 + Penalty 3596.733631 = -7334447.328202 nChanged 251 SP:Iteration 76Q (2327.863866 sec): 3 clusters Score: Raw -7338088.047708 + Penalty 3596.733631 = -7334491.314078 nChanged 261 SP:Iteration 77Q (2327.960605 sec): 3 clusters Score: Raw -7338132.102639 + Penalty 3596.733631 = -7334535.369008 nChanged 237 SP:Iteration 78Q (2328.057081 sec): 3 clusters Score: Raw -7338172.044507 + Penalty 3596.733631 = -7334575.310876 nChanged 219 SP:Iteration 79Q (2328.153199 sec): 3 clusters Score: Raw -7338208.403963 + Penalty 3596.733631 = -7334611.670332 nChanged 219 SP:Iteration 80F (2328.262743 sec): 3 clusters Score: Raw -7338243.817725 + Penalty 3596.733631 = -7334647.084094 nChanged 193 SP:Iteration 81Q (2328.359018 sec): 3 clusters Score: Raw -7338273.765812 + Penalty 3596.733631 = -7334677.032181 nChanged 180 SP:Iteration 82Q (2328.454999 sec): 3 clusters Score: Raw -7338303.445326 + Penalty 3596.733631 = -7334706.711695 nChanged 192 SP:Iteration 83Q (2328.550852 sec): 3 clusters Score: Raw -7338334.146256 + Penalty 3596.733631 = -7334737.412625 nChanged 170 SP:Iteration 84Q (2328.646434 sec): 3 clusters Score: Raw -7338361.272442 + Penalty 3596.733631 = -7334764.538811 nChanged 162 SP:Iteration 85Q (2328.741757 sec): 3 clusters Score: Raw -7338388.482720 + Penalty 3596.733631 = -7334791.749089 nChanged 151 SP:Iteration 86Q (2328.836959 sec): 3 clusters Score: Raw -7338411.651800 + Penalty 3596.733631 = -7334814.918169 nChanged 137 SP:Iteration 87Q (2328.931926 sec): 3 clusters Score: Raw -7338433.988218 + Penalty 3596.733631 = -7334837.254587 nChanged 132 SP:Iteration 88Q (2329.026607 sec): 3 clusters Score: Raw -7338455.923440 + Penalty 3596.733631 = -7334859.189809 nChanged 123 SP:Iteration 89Q (2329.121273 sec): 3 clusters Score: Raw -7338473.800787 + Penalty 3596.733631 = -7334877.067157 nChanged 110 SP:Iteration 90Q (2329.215923 sec): 3 clusters Score: Raw -7338490.672818 + Penalty 3596.733631 = -7334893.939187 nChanged 113 SP:Iteration 91Q (2329.310624 sec): 3 clusters Score: Raw -7338510.545293 + Penalty 3596.733631 = -7334913.811662 nChanged 110 SP:Iteration 92Q (2329.404854 sec): 3 clusters Score: Raw -7338530.042616 + Penalty 3596.733631 = -7334933.308985 nChanged 109 SP:Iteration 93Q (2329.499072 sec): 3 clusters Score: Raw -7338546.926980 + Penalty 3596.733631 = -7334950.193349 nChanged 86 SP:Iteration 94Q (2329.592862 sec): 3 clusters Score: Raw -7338558.889048 + Penalty 3596.733631 = -7334962.155417 nChanged 72 SP:Iteration 95Q (2329.687378 sec): 3 clusters Score: Raw -7338567.953472 + Penalty 3596.733631 = -7334971.219841 nChanged 82 SP:Iteration 96Q (2329.781787 sec): 3 clusters Score: Raw -7338578.161769 + Penalty 3596.733631 = -7334981.428138 nChanged 82 SP:Iteration 97Q (2329.875963 sec): 3 clusters Score: Raw -7338589.035342 + Penalty 3596.733631 = -7334992.301711 nChanged 80 SP:Iteration 98Q (2329.980473 sec): 3 clusters Score: Raw -7338599.084998 + Penalty 3596.733631 = -7335002.351367 nChanged 79 SP:Iteration 99Q (2330.074200 sec): 3 clusters Score: Raw -7338610.272991 + Penalty 3596.733631 = -7335013.539361 nChanged 75 SP:Iteration 100F (2330.183756 sec): 3 clusters Score: Raw -7338621.342297 + Penalty 3596.733631 = -7335024.608666 nChanged 77 SP:Iteration 101Q (2330.277463 sec): 3 clusters Score: Raw -7338633.382074 + Penalty 3596.733631 = -7335036.648443 nChanged 79 SP:Iteration 102Q (2330.371051 sec): 3 clusters Score: Raw -7338644.320484 + Penalty 3596.733631 = -7335047.586854 nChanged 84 SP:Iteration 103Q (2330.464567 sec): 3 clusters Score: Raw -7338656.338855 + Penalty 3596.733631 = -7335059.605225 nChanged 88 SP:Iteration 104Q (2330.557858 sec): 3 clusters Score: Raw -7338669.300073 + Penalty 3596.733631 = -7335072.566442 nChanged 81 SP:Iteration 105Q (2330.650583 sec): 3 clusters Score: Raw -7338682.142872 + Penalty 3596.733631 = -7335085.409241 nChanged 79 SP:Iteration 106Q (2330.743377 sec): 3 clusters Score: Raw -7338693.053280 + Penalty 3596.733631 = -7335096.319649 nChanged 60 SP:Iteration 107Q (2330.836238 sec): 3 clusters Score: Raw -7338700.692637 + Penalty 3596.733631 = -7335103.959006 nChanged 57 SP:Iteration 108Q (2330.929005 sec): 3 clusters Score: Raw -7338707.522503 + Penalty 3596.733631 = -7335110.788873 nChanged 49 SP:Iteration 109Q (2331.020993 sec): 3 clusters Score: Raw -7338712.894677 + Penalty 3596.733631 = -7335116.161046 nChanged 35 SP:Iteration 110Q (2331.114843 sec): 3 clusters Score: Raw -7338717.245362 + Penalty 3596.733631 = -7335120.511732 nChanged 39 SP:Iteration 111Q (2331.233678 sec): 3 clusters Score: Raw -7338722.042983 + Penalty 3596.733631 = -7335125.309352 nChanged 38 SP:Iteration 112Q (2331.333803 sec): 3 clusters Score: Raw -7338725.822125 + Penalty 3596.733631 = -7335129.088494 nChanged 39 SP:Iteration 113Q (2331.426017 sec): 3 clusters Score: Raw -7338730.545409 + Penalty 3596.733631 = -7335133.811778 nChanged 47 SP:Iteration 114Q (2331.518520 sec): 3 clusters Score: Raw -7338736.780210 + Penalty 3596.733631 = -7335140.046579 nChanged 44 SP:Iteration 115Q (2331.611159 sec): 3 clusters Score: Raw -7338742.082623 + Penalty 3596.733631 = -7335145.348992 nChanged 32 SP:Iteration 116Q (2331.703301 sec): 3 clusters Score: Raw -7338745.837787 + Penalty 3596.733631 = -7335149.104156 nChanged 39 SP:Iteration 117Q (2331.796699 sec): 3 clusters Score: Raw -7338750.015583 + Penalty 3596.733631 = -7335153.281952 nChanged 33 SP:Iteration 118Q (2331.889483 sec): 3 clusters Score: Raw -7338753.543616 + Penalty 3596.733631 = -7335156.809986 nChanged 30 SP:Iteration 119Q (2331.981918 sec): 3 clusters Score: Raw -7338756.532649 + Penalty 3596.733631 = -7335159.799018 nChanged 24 SP:Iteration 120F (2332.091190 sec): 3 clusters Score: Raw -7338759.090524 + Penalty 3596.733631 = -7335162.356894 nChanged 20 SP:Iteration 121Q (2332.183159 sec): 3 clusters Score: Raw -7338761.002259 + Penalty 3596.733631 = -7335164.268628 nChanged 16 SP:Iteration 122Q (2332.275209 sec): 3 clusters Score: Raw -7338762.369589 + Penalty 3596.733631 = -7335165.635958 nChanged 10 SP:Iteration 123Q (2332.367034 sec): 3 clusters Score: Raw -7338763.310484 + Penalty 3596.733631 = -7335166.576853 nChanged 12 SP:Iteration 124Q (2332.458764 sec): 3 clusters Score: Raw -7338764.215199 + Penalty 3596.733631 = -7335167.481568 nChanged 10 SP:Iteration 125Q (2332.550859 sec): 3 clusters Score: Raw -7338765.068460 + Penalty 3596.733631 = -7335168.334829 nChanged 12 SP:Iteration 126Q (2332.642774 sec): 3 clusters Score: Raw -7338765.910037 + Penalty 3596.733631 = -7335169.176406 nChanged 13 SP:Iteration 127Q (2332.734348 sec): 3 clusters Score: Raw -7338766.881517 + Penalty 3596.733631 = -7335170.147886 nChanged 11 SP:Iteration 128Q (2332.826312 sec): 3 clusters Score: Raw -7338767.993131 + Penalty 3596.733631 = -7335171.259500 nChanged 9 SP:Iteration 129Q (2332.918232 sec): 3 clusters Score: Raw -7338768.716152 + Penalty 3596.733631 = -7335171.982521 nChanged 9 SP:Iteration 130Q (2333.009938 sec): 3 clusters Score: Raw -7338769.209590 + Penalty 3596.733631 = -7335172.475959 nChanged 6 SP:Iteration 131Q (2333.101263 sec): 3 clusters Score: Raw -7338769.639693 + Penalty 3596.733631 = -7335172.906062 nChanged 3 SP:Iteration 132Q (2333.193202 sec): 3 clusters Score: Raw -7338769.765378 + Penalty 3596.733631 = -7335173.031747 nChanged 2 SP:Iteration 133Q (2333.285044 sec): 3 clusters Score: Raw -7338769.846815 + Penalty 3596.733631 = -7335173.113184 nChanged 0 SP:Iteration 134F (2333.394674 sec): 3 clusters Score: Raw -7338769.846815 + Penalty 3596.733631 = -7335173.113184 nChanged 0 Trying to split cluster 26 (43301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2333.448357 sec): 2 clusters Score: Raw -4949392.807726 + Penalty 1734.838789 = -4947657.968937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2333.531571 sec): 3 clusters Score: Raw -4922205.716295 + Penalty 3469.677578 = -4918736.038717 nChanged 20167 SP:Iteration 1F (2333.606945 sec): 3 clusters Score: Raw -4933645.500835 + Penalty 3469.677578 = -4930175.823257 nChanged 1615 SP:Iteration 2Q (2333.685892 sec): 3 clusters Score: Raw -4934035.960109 + Penalty 3469.677578 = -4930566.282531 nChanged 1431 SP:Iteration 3Q (2333.767478 sec): 3 clusters Score: Raw -4934353.764834 + Penalty 3469.677578 = -4930884.087256 nChanged 1264 SP:Iteration 4Q (2333.848756 sec): 3 clusters Score: Raw -4934642.615959 + Penalty 3469.677578 = -4931172.938382 nChanged 1195 SP:Iteration 5Q (2333.929819 sec): 3 clusters Score: Raw -4934932.926652 + Penalty 3469.677578 = -4931463.249074 nChanged 1220 SP:Iteration 6Q (2334.011231 sec): 3 clusters Score: Raw -4935227.432615 + Penalty 3469.677578 = -4931757.755038 nChanged 1260 SP:Iteration 7Q (2334.092531 sec): 3 clusters Score: Raw -4935572.721286 + Penalty 3469.677578 = -4932103.043708 nChanged 1370 SP:Iteration 8Q (2334.173661 sec): 3 clusters Score: Raw -4936032.625022 + Penalty 3469.677578 = -4932562.947444 nChanged 1573 SP:Iteration 9Q (2334.254722 sec): 3 clusters Score: Raw -4936693.351696 + Penalty 3469.677578 = -4933223.674118 nChanged 1852 SP:Iteration 10Q (2334.335668 sec): 3 clusters Score: Raw -4937643.114994 + Penalty 3469.677578 = -4934173.437417 nChanged 2152 SP:Iteration 11Q (2334.416718 sec): 3 clusters Score: Raw -4938985.776621 + Penalty 3469.677578 = -4935516.099043 nChanged 2351 SP:Iteration 12F (2334.504582 sec): 3 clusters Score: Raw -4940682.908538 + Penalty 3469.677578 = -4937213.230960 nChanged 2407 SP:Iteration 13F (2334.584256 sec): 3 clusters Score: Raw -4942511.641652 + Penalty 3469.677578 = -4939041.964075 nChanged 2202 SP:Iteration 14F (2334.662112 sec): 3 clusters Score: Raw -4944146.918318 + Penalty 3469.677578 = -4940677.240740 nChanged 1796 SP:Iteration 15Q (2334.739269 sec): 3 clusters Score: Raw -4945212.499218 + Penalty 3469.677578 = -4941742.821640 nChanged 1242 SP:Iteration 16Q (2334.813892 sec): 3 clusters Score: Raw -4945805.529278 + Penalty 3469.677578 = -4942335.851701 nChanged 930 SP:Iteration 17Q (2334.887227 sec): 3 clusters Score: Raw -4946209.512702 + Penalty 3469.677578 = -4942739.835125 nChanged 750 SP:Iteration 18Q (2334.960023 sec): 3 clusters Score: Raw -4946548.070848 + Penalty 3469.677578 = -4943078.393271 nChanged 687 SP:Iteration 19Q (2335.032058 sec): 3 clusters Score: Raw -4946853.330892 + Penalty 3469.677578 = -4943383.653314 nChanged 614 SP:Iteration 20F (2335.112719 sec): 3 clusters Score: Raw -4947128.338974 + Penalty 3469.677578 = -4943658.661396 nChanged 602 SP:Iteration 21Q (2335.183251 sec): 3 clusters Score: Raw -4947398.389362 + Penalty 3469.677578 = -4943928.711785 nChanged 555 SP:Iteration 22Q (2335.252758 sec): 3 clusters Score: Raw -4947648.265283 + Penalty 3469.677578 = -4944178.587706 nChanged 552 SP:Iteration 23Q (2335.322790 sec): 3 clusters Score: Raw -4947911.167964 + Penalty 3469.677578 = -4944441.490387 nChanged 502 SP:Iteration 24Q (2335.392021 sec): 3 clusters Score: Raw -4948145.313095 + Penalty 3469.677578 = -4944675.635517 nChanged 482 SP:Iteration 25Q (2335.460591 sec): 3 clusters Score: Raw -4948371.936990 + Penalty 3469.677578 = -4944902.259412 nChanged 450 SP:Iteration 26Q (2335.528729 sec): 3 clusters Score: Raw -4948574.485937 + Penalty 3469.677578 = -4945104.808359 nChanged 407 SP:Iteration 27Q (2335.596590 sec): 3 clusters Score: Raw -4948760.324042 + Penalty 3469.677578 = -4945290.646464 nChanged 378 SP:Iteration 28Q (2335.663936 sec): 3 clusters Score: Raw -4948930.539910 + Penalty 3469.677578 = -4945460.862332 nChanged 335 SP:Iteration 29Q (2335.730988 sec): 3 clusters Score: Raw -4949067.970680 + Penalty 3469.677578 = -4945598.293102 nChanged 295 SP:Iteration 30Q (2335.797295 sec): 3 clusters Score: Raw -4949191.170499 + Penalty 3469.677578 = -4945721.492921 nChanged 254 SP:Iteration 31Q (2335.863487 sec): 3 clusters Score: Raw -4949292.208742 + Penalty 3469.677578 = -4945822.531165 nChanged 225 SP:Iteration 32Q (2335.929695 sec): 3 clusters Score: Raw -4949373.149967 + Penalty 3469.677578 = -4945903.472389 nChanged 192 SP:Iteration 33Q (2335.995365 sec): 3 clusters Score: Raw -4949438.415442 + Penalty 3469.677578 = -4945968.737864 nChanged 156 SP:Iteration 34Q (2336.060907 sec): 3 clusters Score: Raw -4949491.873821 + Penalty 3469.677578 = -4946022.196244 nChanged 133 SP:Iteration 35Q (2336.125982 sec): 3 clusters Score: Raw -4949543.048697 + Penalty 3469.677578 = -4946073.371120 nChanged 134 SP:Iteration 36Q (2336.191333 sec): 3 clusters Score: Raw -4949590.254205 + Penalty 3469.677578 = -4946120.576627 nChanged 98 SP:Iteration 37Q (2336.256285 sec): 3 clusters Score: Raw -4949622.527446 + Penalty 3469.677578 = -4946152.849868 nChanged 95 SP:Iteration 38Q (2336.320751 sec): 3 clusters Score: Raw -4949654.736348 + Penalty 3469.677578 = -4946185.058770 nChanged 88 SP:Iteration 39Q (2336.385373 sec): 3 clusters Score: Raw -4949686.347501 + Penalty 3469.677578 = -4946216.669923 nChanged 77 SP:Iteration 40F (2336.464022 sec): 3 clusters Score: Raw -4949717.865453 + Penalty 3469.677578 = -4946248.187876 nChanged 70 SP:Iteration 41Q (2336.527460 sec): 3 clusters Score: Raw -4949749.000634 + Penalty 3469.677578 = -4946279.323057 nChanged 70 SP:Iteration 42Q (2336.591315 sec): 3 clusters Score: Raw -4949776.640055 + Penalty 3469.677578 = -4946306.962477 nChanged 57 SP:Iteration 43Q (2336.654924 sec): 3 clusters Score: Raw -4949799.393018 + Penalty 3469.677578 = -4946329.715440 nChanged 54 SP:Iteration 44Q (2336.718148 sec): 3 clusters Score: Raw -4949817.092503 + Penalty 3469.677578 = -4946347.414925 nChanged 47 SP:Iteration 45Q (2336.781710 sec): 3 clusters Score: Raw -4949831.876038 + Penalty 3469.677578 = -4946362.198460 nChanged 26 SP:Iteration 46Q (2336.845687 sec): 3 clusters Score: Raw -4949839.794968 + Penalty 3469.677578 = -4946370.117390 nChanged 22 SP:Iteration 47Q (2336.909206 sec): 3 clusters Score: Raw -4949846.076479 + Penalty 3469.677578 = -4946376.398901 nChanged 14 SP:Iteration 48Q (2336.972475 sec): 3 clusters Score: Raw -4949849.943260 + Penalty 3469.677578 = -4946380.265682 nChanged 11 SP:Iteration 49Q (2337.035782 sec): 3 clusters Score: Raw -4949852.028803 + Penalty 3469.677578 = -4946382.351225 nChanged 4 SP:Iteration 50Q (2337.099215 sec): 3 clusters Score: Raw -4949852.766916 + Penalty 3469.677578 = -4946383.089339 nChanged 4 SP:Iteration 51Q (2337.162476 sec): 3 clusters Score: Raw -4949853.685404 + Penalty 3469.677578 = -4946384.007826 nChanged 4 SP:Iteration 52Q (2337.226018 sec): 3 clusters Score: Raw -4949854.693255 + Penalty 3469.677578 = -4946385.015678 nChanged 5 SP:Iteration 53Q (2337.288767 sec): 3 clusters Score: Raw -4949855.883758 + Penalty 3469.677578 = -4946386.206181 nChanged 6 SP:Iteration 54Q (2337.352048 sec): 3 clusters Score: Raw -4949857.599826 + Penalty 3469.677578 = -4946387.922249 nChanged 6 SP:Iteration 55Q (2337.415655 sec): 3 clusters Score: Raw -4949858.509355 + Penalty 3469.677578 = -4946388.831778 nChanged 3 SP:Iteration 56Q (2337.479117 sec): 3 clusters Score: Raw -4949858.979221 + Penalty 3469.677578 = -4946389.301644 nChanged 2 SP:Iteration 57Q (2337.542541 sec): 3 clusters Score: Raw -4949859.297645 + Penalty 3469.677578 = -4946389.620067 nChanged 0 SP:Iteration 58F (2337.621374 sec): 3 clusters Score: Raw -4949859.297645 + Penalty 3469.677578 = -4946389.620067 nChanged 0 Trying to split cluster 27 (5301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2337.633189 sec): 2 clusters Score: Raw -602742.597363 + Penalty 1393.543249 = -601349.054114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2337.654937 sec): 3 clusters Score: Raw -599940.789130 + Penalty 2787.086497 = -597153.702633 nChanged 2141 SP:Iteration 1F (2337.676333 sec): 3 clusters Score: Raw -601168.133039 + Penalty 2787.086497 = -598381.046542 nChanged 397 SP:Iteration 2F (2337.697773 sec): 3 clusters Score: Raw -601404.888038 + Penalty 2787.086497 = -598617.801541 nChanged 295 SP:Iteration 3F (2337.718949 sec): 3 clusters Score: Raw -601575.726180 + Penalty 2787.086497 = -598788.639683 nChanged 254 SP:Iteration 4Q (2337.740558 sec): 3 clusters Score: Raw -601721.962359 + Penalty 2787.086497 = -598934.875862 nChanged 219 SP:Iteration 5Q (2337.761890 sec): 3 clusters Score: Raw -601853.301945 + Penalty 2787.086497 = -599066.215448 nChanged 213 SP:Iteration 6Q (2337.783293 sec): 3 clusters Score: Raw -602000.143972 + Penalty 2787.086497 = -599213.057475 nChanged 228 SP:Iteration 7Q (2337.804530 sec): 3 clusters Score: Raw -602166.646864 + Penalty 2787.086497 = -599379.560366 nChanged 212 SP:Iteration 8Q (2337.825891 sec): 3 clusters Score: Raw -602334.267862 + Penalty 2787.086497 = -599547.181365 nChanged 202 SP:Iteration 9Q (2337.847372 sec): 3 clusters Score: Raw -602481.813088 + Penalty 2787.086497 = -599694.726591 nChanged 188 SP:Iteration 10Q (2337.868576 sec): 3 clusters Score: Raw -602603.537514 + Penalty 2787.086497 = -599816.451017 nChanged 166 SP:Iteration 11Q (2337.889619 sec): 3 clusters Score: Raw -602703.887871 + Penalty 2787.086497 = -599916.801373 nChanged 140 SP:Iteration 12Q (2337.910634 sec): 3 clusters Score: Raw -602782.500429 + Penalty 2787.086497 = -599995.413932 nChanged 109 SP:Iteration 13Q (2337.955624 sec): 3 clusters Score: Raw -602839.284902 + Penalty 2787.086497 = -600052.198405 nChanged 99 SP:Iteration 14Q (2337.976560 sec): 3 clusters Score: Raw -602889.193573 + Penalty 2787.086497 = -600102.107076 nChanged 92 SP:Iteration 15Q (2337.997486 sec): 3 clusters Score: Raw -602931.470637 + Penalty 2787.086497 = -600144.384140 nChanged 78 SP:Iteration 16Q (2338.018381 sec): 3 clusters Score: Raw -602968.781143 + Penalty 2787.086497 = -600181.694646 nChanged 65 SP:Iteration 17Q (2338.039217 sec): 3 clusters Score: Raw -603007.783533 + Penalty 2787.086497 = -600220.697035 nChanged 69 SP:Iteration 18Q (2338.059977 sec): 3 clusters Score: Raw -603046.196221 + Penalty 2787.086497 = -600259.109724 nChanged 67 SP:Iteration 19Q (2338.090726 sec): 3 clusters Score: Raw -603082.848283 + Penalty 2787.086497 = -600295.761786 nChanged 70 SP:Iteration 20F (2338.112083 sec): 3 clusters Score: Raw -603112.932460 + Penalty 2787.086497 = -600325.845963 nChanged 49 SP:Iteration 21Q (2338.132502 sec): 3 clusters Score: Raw -603139.603438 + Penalty 2787.086497 = -600352.516941 nChanged 63 SP:Iteration 22Q (2338.152833 sec): 3 clusters Score: Raw -603167.603366 + Penalty 2787.086497 = -600380.516869 nChanged 50 SP:Iteration 23Q (2338.173379 sec): 3 clusters Score: Raw -603190.400326 + Penalty 2787.086497 = -600403.313829 nChanged 44 SP:Iteration 24Q (2338.193951 sec): 3 clusters Score: Raw -603209.614562 + Penalty 2787.086497 = -600422.528065 nChanged 41 SP:Iteration 25Q (2338.214339 sec): 3 clusters Score: Raw -603223.752002 + Penalty 2787.086497 = -600436.665505 nChanged 22 SP:Iteration 26Q (2338.234615 sec): 3 clusters Score: Raw -603231.379454 + Penalty 2787.086497 = -600444.292956 nChanged 21 SP:Iteration 27Q (2338.254825 sec): 3 clusters Score: Raw -603236.759054 + Penalty 2787.086497 = -600449.672556 nChanged 20 SP:Iteration 28Q (2338.275020 sec): 3 clusters Score: Raw -603243.334037 + Penalty 2787.086497 = -600456.247540 nChanged 22 SP:Iteration 29Q (2338.295330 sec): 3 clusters Score: Raw -603249.875795 + Penalty 2787.086497 = -600462.789297 nChanged 14 SP:Iteration 30Q (2338.315991 sec): 3 clusters Score: Raw -603254.474768 + Penalty 2787.086497 = -600467.388270 nChanged 11 SP:Iteration 31Q (2338.336362 sec): 3 clusters Score: Raw -603257.872500 + Penalty 2787.086497 = -600470.786003 nChanged 11 SP:Iteration 32Q (2338.356952 sec): 3 clusters Score: Raw -603260.760055 + Penalty 2787.086497 = -600473.673558 nChanged 9 SP:Iteration 33Q (2338.377604 sec): 3 clusters Score: Raw -603263.569138 + Penalty 2787.086497 = -600476.482640 nChanged 15 SP:Iteration 34Q (2338.421102 sec): 3 clusters Score: Raw -603266.291847 + Penalty 2787.086497 = -600479.205350 nChanged 5 SP:Iteration 35Q (2338.441213 sec): 3 clusters Score: Raw -603267.391016 + Penalty 2787.086497 = -600480.304519 nChanged 6 SP:Iteration 36Q (2338.461443 sec): 3 clusters Score: Raw -603268.936865 + Penalty 2787.086497 = -600481.850368 nChanged 8 SP:Iteration 37Q (2338.481597 sec): 3 clusters Score: Raw -603270.457562 + Penalty 2787.086497 = -600483.371065 nChanged 9 SP:Iteration 38Q (2338.502002 sec): 3 clusters Score: Raw -603272.343909 + Penalty 2787.086497 = -600485.257411 nChanged 4 SP:Iteration 39Q (2338.522451 sec): 3 clusters Score: Raw -603273.196411 + Penalty 2787.086497 = -600486.109913 nChanged 2 SP:Iteration 40F (2338.543973 sec): 3 clusters Score: Raw -603273.715731 + Penalty 2787.086497 = -600486.629234 nChanged 2 SP:Iteration 41Q (2338.564357 sec): 3 clusters Score: Raw -603274.013394 + Penalty 2787.086497 = -600486.926896 nChanged 0 SP:Iteration 42F (2338.585570 sec): 3 clusters Score: Raw -603274.013394 + Penalty 2787.086497 = -600486.926896 nChanged 0 Trying to split cluster 28 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2338.600144 sec): 2 clusters Score: Raw -111860.864108 + Penalty 1125.728160 = -110735.135948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2338.606020 sec): 3 clusters Score: Raw -111543.157704 + Penalty 2251.456320 = -109291.701384 nChanged 316 SP:Iteration 1F (2338.611487 sec): 3 clusters Score: Raw -111839.475416 + Penalty 2251.456320 = -109588.019096 nChanged 80 SP:Iteration 2F (2338.616947 sec): 3 clusters Score: Raw -111924.072953 + Penalty 2251.456320 = -109672.616634 nChanged 45 SP:Iteration 3Q (2338.622441 sec): 3 clusters Score: Raw -111966.466933 + Penalty 2251.456320 = -109715.010613 nChanged 27 SP:Iteration 4Q (2338.627839 sec): 3 clusters Score: Raw -112006.034105 + Penalty 2251.456320 = -109754.577785 nChanged 30 SP:Iteration 5Q (2338.633247 sec): 3 clusters Score: Raw -112031.504241 + Penalty 2251.456320 = -109780.047921 nChanged 14 SP:Iteration 6Q (2338.638656 sec): 3 clusters Score: Raw -112043.140798 + Penalty 2251.456320 = -109791.684479 nChanged 10 SP:Iteration 7Q (2338.644059 sec): 3 clusters Score: Raw -112049.923862 + Penalty 2251.456320 = -109798.467542 nChanged 7 SP:Iteration 8Q (2338.649459 sec): 3 clusters Score: Raw -112057.558165 + Penalty 2251.456320 = -109806.101846 nChanged 9 SP:Iteration 9Q (2338.654921 sec): 3 clusters Score: Raw -112064.508386 + Penalty 2251.456320 = -109813.052066 nChanged 7 SP:Iteration 10Q (2338.660316 sec): 3 clusters Score: Raw -112071.984848 + Penalty 2251.456320 = -109820.528528 nChanged 11 SP:Iteration 11Q (2338.665649 sec): 3 clusters Score: Raw -112092.928468 + Penalty 2251.456320 = -109841.472148 nChanged 22 SP:Iteration 12Q (2338.670740 sec): 3 clusters Score: Raw -112116.440202 + Penalty 2251.456320 = -109864.983882 nChanged 18 SP:Iteration 13Q (2338.676107 sec): 3 clusters Score: Raw -112129.606765 + Penalty 2251.456320 = -109878.150445 nChanged 15 SP:Iteration 14Q (2338.681467 sec): 3 clusters Score: Raw -112141.340029 + Penalty 2251.456320 = -109889.883709 nChanged 8 SP:Iteration 15Q (2338.686885 sec): 3 clusters Score: Raw -112150.219412 + Penalty 2251.456320 = -109898.763092 nChanged 4 SP:Iteration 16Q (2338.692250 sec): 3 clusters Score: Raw -112156.893998 + Penalty 2251.456320 = -109905.437678 nChanged 6 SP:Iteration 17Q (2338.697608 sec): 3 clusters Score: Raw -112161.506202 + Penalty 2251.456320 = -109910.049883 nChanged 7 SP:Iteration 18Q (2338.702963 sec): 3 clusters Score: Raw -112166.580754 + Penalty 2251.456320 = -109915.124434 nChanged 6 SP:Iteration 19Q (2338.708334 sec): 3 clusters Score: Raw -112171.618240 + Penalty 2251.456320 = -109920.161920 nChanged 8 SP:Iteration 20F (2338.713757 sec): 3 clusters Score: Raw -112178.071181 + Penalty 2251.456320 = -109926.614861 nChanged 12 SP:Iteration 21Q (2338.719181 sec): 3 clusters Score: Raw -112192.793788 + Penalty 2251.456320 = -109941.337469 nChanged 11 SP:Iteration 22Q (2338.724546 sec): 3 clusters Score: Raw -112204.238184 + Penalty 2251.456320 = -109952.781864 nChanged 10 SP:Iteration 23Q (2338.729903 sec): 3 clusters Score: Raw -112211.696737 + Penalty 2251.456320 = -109960.240417 nChanged 7 SP:Iteration 24Q (2338.735244 sec): 3 clusters Score: Raw -112219.789288 + Penalty 2251.456320 = -109968.332969 nChanged 8 SP:Iteration 25Q (2338.740576 sec): 3 clusters Score: Raw -112227.353761 + Penalty 2251.456320 = -109975.897442 nChanged 6 SP:Iteration 26Q (2338.745875 sec): 3 clusters Score: Raw -112231.939625 + Penalty 2251.456320 = -109980.483306 nChanged 5 SP:Iteration 27Q (2338.751225 sec): 3 clusters Score: Raw -112235.149549 + Penalty 2251.456320 = -109983.693229 nChanged 1 SP:Iteration 28Q (2338.756565 sec): 3 clusters Score: Raw -112236.695886 + Penalty 2251.456320 = -109985.239566 nChanged 2 SP:Iteration 29Q (2338.761896 sec): 3 clusters Score: Raw -112239.061285 + Penalty 2251.456320 = -109987.604965 nChanged 4 SP:Iteration 30Q (2338.767233 sec): 3 clusters Score: Raw -112242.336574 + Penalty 2251.456320 = -109990.880255 nChanged 4 SP:Iteration 31Q (2338.772566 sec): 3 clusters Score: Raw -112246.360458 + Penalty 2251.456320 = -109994.904138 nChanged 5 SP:Iteration 32Q (2338.777903 sec): 3 clusters Score: Raw -112249.954754 + Penalty 2251.456320 = -109998.498435 nChanged 5 SP:Iteration 33Q (2338.783297 sec): 3 clusters Score: Raw -112254.675445 + Penalty 2251.456320 = -110003.219126 nChanged 4 SP:Iteration 34Q (2338.788636 sec): 3 clusters Score: Raw -112257.974970 + Penalty 2251.456320 = -110006.518650 nChanged 6 SP:Iteration 35Q (2338.793932 sec): 3 clusters Score: Raw -112262.638712 + Penalty 2251.456320 = -110011.182393 nChanged 4 SP:Iteration 36Q (2338.799258 sec): 3 clusters Score: Raw -112265.652963 + Penalty 2251.456320 = -110014.196643 nChanged 5 SP:Iteration 37Q (2338.804555 sec): 3 clusters Score: Raw -112270.035171 + Penalty 2251.456320 = -110018.578852 nChanged 5 SP:Iteration 38Q (2338.809893 sec): 3 clusters Score: Raw -112273.296813 + Penalty 2251.456320 = -110021.840493 nChanged 3 SP:Iteration 39Q (2338.853260 sec): 3 clusters Score: Raw -112274.989764 + Penalty 2251.456320 = -110023.533445 nChanged 2 SP:Iteration 40F (2338.880924 sec): 3 clusters Score: Raw -112276.216099 + Penalty 2251.456320 = -110024.759779 nChanged 1 SP:Iteration 41Q (2338.886407 sec): 3 clusters Score: Raw -112277.902058 + Penalty 2251.456320 = -110026.445738 nChanged 2 SP:Iteration 42Q (2338.891725 sec): 3 clusters Score: Raw -112280.831775 + Penalty 2251.456320 = -110029.375455 nChanged 2 SP:Iteration 43Q (2338.897073 sec): 3 clusters Score: Raw -112283.375638 + Penalty 2251.456320 = -110031.919319 nChanged 0 SP:Iteration 44F (2338.902482 sec): 3 clusters Score: Raw -112283.375638 + Penalty 2251.456320 = -110031.919319 nChanged 0 Trying to split cluster 29 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2338.915152 sec): 2 clusters Score: Raw -48698.133942 + Penalty 1007.252791 = -47690.881150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2338.918504 sec): 3 clusters Score: Raw -48705.016092 + Penalty 2014.505583 = -46690.510509 nChanged 120 SP:Iteration 1F (2338.921510 sec): 3 clusters Score: Raw -48879.143256 + Penalty 2014.505583 = -46864.637674 nChanged 32 SP:Iteration 2F (2338.924520 sec): 3 clusters Score: Raw -48927.113922 + Penalty 2014.505583 = -46912.608339 nChanged 21 SP:Iteration 3Q (2338.927493 sec): 3 clusters Score: Raw -48962.169019 + Penalty 2014.505583 = -46947.663437 nChanged 12 SP:Iteration 4Q (2338.930437 sec): 3 clusters Score: Raw -49031.903190 + Penalty 2014.505583 = -47017.397607 nChanged 10 SP:Iteration 5Q (2338.933370 sec): 3 clusters Score: Raw -49058.736987 + Penalty 2014.505583 = -47044.231404 nChanged 6 SP:Iteration 6Q (2338.936292 sec): 3 clusters Score: Raw -49075.116830 + Penalty 2014.505583 = -47060.611247 nChanged 11 SP:Iteration 7Q (2338.939269 sec): 3 clusters Score: Raw -49105.068061 + Penalty 2014.505583 = -47090.562478 nChanged 6 SP:Iteration 8Q (2338.942197 sec): 3 clusters Score: Raw -49123.919062 + Penalty 2014.505583 = -47109.413479 nChanged 8 SP:Iteration 9Q (2338.945116 sec): 3 clusters Score: Raw -49149.141092 + Penalty 2014.505583 = -47134.635509 nChanged 8 SP:Iteration 10Q (2338.948027 sec): 3 clusters Score: Raw -49166.149937 + Penalty 2014.505583 = -47151.644354 nChanged 7 SP:Iteration 11Q (2338.950937 sec): 3 clusters Score: Raw -49177.372870 + Penalty 2014.505583 = -47162.867287 nChanged 9 SP:Iteration 12Q (2338.953843 sec): 3 clusters Score: Raw -49199.928528 + Penalty 2014.505583 = -47185.422945 nChanged 8 SP:Iteration 13Q (2338.956746 sec): 3 clusters Score: Raw -49208.127325 + Penalty 2014.505583 = -47193.621743 nChanged 3 SP:Iteration 14Q (2338.959645 sec): 3 clusters Score: Raw -49210.107261 + Penalty 2014.505583 = -47195.601678 nChanged 0 SP:Iteration 15F (2338.962604 sec): 3 clusters Score: Raw -49210.107261 + Penalty 2014.505583 = -47195.601678 nChanged 0 Trying to split cluster 30 (6376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2338.984026 sec): 2 clusters Score: Raw -702413.351002 + Penalty 1423.548136 = -700989.802866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2339.007131 sec): 3 clusters Score: Raw -698910.210016 + Penalty 2847.096272 = -696063.113745 nChanged 2663 SP:Iteration 1F (2339.029933 sec): 3 clusters Score: Raw -700367.074066 + Penalty 2847.096272 = -697519.977795 nChanged 426 SP:Iteration 2F (2339.052713 sec): 3 clusters Score: Raw -700586.850599 + Penalty 2847.096272 = -697739.754327 nChanged 338 SP:Iteration 3F (2339.076069 sec): 3 clusters Score: Raw -700746.642758 + Penalty 2847.096272 = -697899.546486 nChanged 284 SP:Iteration 4Q (2339.098875 sec): 3 clusters Score: Raw -700868.830634 + Penalty 2847.096272 = -698021.734362 nChanged 228 SP:Iteration 5Q (2339.121794 sec): 3 clusters Score: Raw -700965.542961 + Penalty 2847.096272 = -698118.446689 nChanged 203 SP:Iteration 6Q (2339.144609 sec): 3 clusters Score: Raw -701057.755562 + Penalty 2847.096272 = -698210.659291 nChanged 196 SP:Iteration 7Q (2339.167407 sec): 3 clusters Score: Raw -701152.175951 + Penalty 2847.096272 = -698305.079679 nChanged 199 SP:Iteration 8Q (2339.190452 sec): 3 clusters Score: Raw -701263.891527 + Penalty 2847.096272 = -698416.795256 nChanged 208 SP:Iteration 9Q (2339.213588 sec): 3 clusters Score: Raw -701380.632202 + Penalty 2847.096272 = -698533.535931 nChanged 231 SP:Iteration 10Q (2339.243508 sec): 3 clusters Score: Raw -701511.122290 + Penalty 2847.096272 = -698664.026018 nChanged 231 SP:Iteration 11Q (2339.266183 sec): 3 clusters Score: Raw -701664.957131 + Penalty 2847.096272 = -698817.860859 nChanged 247 SP:Iteration 12Q (2339.289279 sec): 3 clusters Score: Raw -701809.333802 + Penalty 2847.096272 = -698962.237531 nChanged 204 SP:Iteration 13Q (2339.312245 sec): 3 clusters Score: Raw -701930.295541 + Penalty 2847.096272 = -699083.199269 nChanged 204 SP:Iteration 14Q (2339.334922 sec): 3 clusters Score: Raw -702034.968070 + Penalty 2847.096272 = -699187.871798 nChanged 166 SP:Iteration 15Q (2339.357416 sec): 3 clusters Score: Raw -702110.818895 + Penalty 2847.096272 = -699263.722623 nChanged 126 SP:Iteration 16Q (2339.379951 sec): 3 clusters Score: Raw -702166.467610 + Penalty 2847.096272 = -699319.371338 nChanged 119 SP:Iteration 17Q (2339.402413 sec): 3 clusters Score: Raw -702212.275283 + Penalty 2847.096272 = -699365.179012 nChanged 102 SP:Iteration 18Q (2339.424798 sec): 3 clusters Score: Raw -702248.763150 + Penalty 2847.096272 = -699401.666879 nChanged 95 SP:Iteration 19Q (2339.447215 sec): 3 clusters Score: Raw -702277.810106 + Penalty 2847.096272 = -699430.713834 nChanged 83 SP:Iteration 20F (2339.470184 sec): 3 clusters Score: Raw -702301.024327 + Penalty 2847.096272 = -699453.928056 nChanged 59 SP:Iteration 21Q (2339.492609 sec): 3 clusters Score: Raw -702317.724993 + Penalty 2847.096272 = -699470.628722 nChanged 48 SP:Iteration 22Q (2339.531887 sec): 3 clusters Score: Raw -702328.226254 + Penalty 2847.096272 = -699481.129983 nChanged 34 SP:Iteration 23Q (2339.554425 sec): 3 clusters Score: Raw -702338.905062 + Penalty 2847.096272 = -699491.808790 nChanged 41 SP:Iteration 24Q (2339.576907 sec): 3 clusters Score: Raw -702349.442339 + Penalty 2847.096272 = -699502.346067 nChanged 33 SP:Iteration 25Q (2339.599681 sec): 3 clusters Score: Raw -702357.451338 + Penalty 2847.096272 = -699510.355066 nChanged 28 SP:Iteration 26Q (2339.622086 sec): 3 clusters Score: Raw -702364.181972 + Penalty 2847.096272 = -699517.085701 nChanged 30 SP:Iteration 27Q (2339.644603 sec): 3 clusters Score: Raw -702370.745289 + Penalty 2847.096272 = -699523.649017 nChanged 24 SP:Iteration 28Q (2339.666913 sec): 3 clusters Score: Raw -702376.666987 + Penalty 2847.096272 = -699529.570716 nChanged 19 SP:Iteration 29Q (2339.690297 sec): 3 clusters Score: Raw -702381.530959 + Penalty 2847.096272 = -699534.434688 nChanged 23 SP:Iteration 30Q (2339.712656 sec): 3 clusters Score: Raw -702387.309413 + Penalty 2847.096272 = -699540.213141 nChanged 27 SP:Iteration 31Q (2339.735346 sec): 3 clusters Score: Raw -702394.932593 + Penalty 2847.096272 = -699547.836322 nChanged 35 SP:Iteration 32Q (2339.757851 sec): 3 clusters Score: Raw -702402.713069 + Penalty 2847.096272 = -699555.616798 nChanged 27 SP:Iteration 33Q (2339.780386 sec): 3 clusters Score: Raw -702409.013336 + Penalty 2847.096272 = -699561.917064 nChanged 27 SP:Iteration 34Q (2339.803061 sec): 3 clusters Score: Raw -702414.594091 + Penalty 2847.096272 = -699567.497819 nChanged 26 SP:Iteration 35Q (2339.825520 sec): 3 clusters Score: Raw -702420.386345 + Penalty 2847.096272 = -699573.290073 nChanged 26 SP:Iteration 36Q (2339.847889 sec): 3 clusters Score: Raw -702425.535746 + Penalty 2847.096272 = -699578.439475 nChanged 21 SP:Iteration 37Q (2339.870435 sec): 3 clusters Score: Raw -702430.292317 + Penalty 2847.096272 = -699583.196046 nChanged 26 SP:Iteration 38Q (2339.893021 sec): 3 clusters Score: Raw -702436.067235 + Penalty 2847.096272 = -699588.970964 nChanged 29 SP:Iteration 39Q (2339.915709 sec): 3 clusters Score: Raw -702442.531723 + Penalty 2847.096272 = -699595.435451 nChanged 28 SP:Iteration 40F (2339.938608 sec): 3 clusters Score: Raw -702448.047262 + Penalty 2847.096272 = -699600.950991 nChanged 23 SP:Iteration 41Q (2339.961167 sec): 3 clusters Score: Raw -702452.618752 + Penalty 2847.096272 = -699605.522481 nChanged 21 SP:Iteration 42Q (2339.983746 sec): 3 clusters Score: Raw -702455.819165 + Penalty 2847.096272 = -699608.722894 nChanged 13 SP:Iteration 43Q (2340.006259 sec): 3 clusters Score: Raw -702458.751242 + Penalty 2847.096272 = -699611.654970 nChanged 15 SP:Iteration 44Q (2340.028638 sec): 3 clusters Score: Raw -702461.005785 + Penalty 2847.096272 = -699613.909513 nChanged 12 SP:Iteration 45Q (2340.051082 sec): 3 clusters Score: Raw -702463.397542 + Penalty 2847.096272 = -699616.301270 nChanged 13 SP:Iteration 46Q (2340.073351 sec): 3 clusters Score: Raw -702465.682988 + Penalty 2847.096272 = -699618.586717 nChanged 15 SP:Iteration 47Q (2340.095817 sec): 3 clusters Score: Raw -702468.089316 + Penalty 2847.096272 = -699620.993045 nChanged 8 SP:Iteration 48Q (2340.118211 sec): 3 clusters Score: Raw -702469.496685 + Penalty 2847.096272 = -699622.400413 nChanged 6 SP:Iteration 49Q (2340.140635 sec): 3 clusters Score: Raw -702470.165366 + Penalty 2847.096272 = -699623.069095 nChanged 6 SP:Iteration 50Q (2340.162986 sec): 3 clusters Score: Raw -702471.027060 + Penalty 2847.096272 = -699623.930788 nChanged 6 SP:Iteration 51Q (2340.185453 sec): 3 clusters Score: Raw -702471.888977 + Penalty 2847.096272 = -699624.792705 nChanged 4 SP:Iteration 52Q (2340.207858 sec): 3 clusters Score: Raw -702472.480779 + Penalty 2847.096272 = -699625.384508 nChanged 6 SP:Iteration 53Q (2340.230312 sec): 3 clusters Score: Raw -702473.463302 + Penalty 2847.096272 = -699626.367030 nChanged 6 SP:Iteration 54Q (2340.252865 sec): 3 clusters Score: Raw -702474.827188 + Penalty 2847.096272 = -699627.730917 nChanged 9 SP:Iteration 55Q (2340.275585 sec): 3 clusters Score: Raw -702476.381119 + Penalty 2847.096272 = -699629.284848 nChanged 9 SP:Iteration 56Q (2340.297837 sec): 3 clusters Score: Raw -702477.342137 + Penalty 2847.096272 = -699630.245865 nChanged 4 SP:Iteration 57Q (2340.320433 sec): 3 clusters Score: Raw -702478.022053 + Penalty 2847.096272 = -699630.925782 nChanged 9 SP:Iteration 58Q (2340.342745 sec): 3 clusters Score: Raw -702479.549800 + Penalty 2847.096272 = -699632.453528 nChanged 9 SP:Iteration 59Q (2340.364883 sec): 3 clusters Score: Raw -702480.834067 + Penalty 2847.096272 = -699633.737796 nChanged 6 SP:Iteration 60F (2340.387892 sec): 3 clusters Score: Raw -702482.100508 + Penalty 2847.096272 = -699635.004236 nChanged 7 SP:Iteration 61Q (2340.410215 sec): 3 clusters Score: Raw -702483.303201 + Penalty 2847.096272 = -699636.206930 nChanged 10 SP:Iteration 62Q (2340.432737 sec): 3 clusters Score: Raw -702484.947221 + Penalty 2847.096272 = -699637.850950 nChanged 6 SP:Iteration 63Q (2340.455247 sec): 3 clusters Score: Raw -702485.791751 + Penalty 2847.096272 = -699638.695479 nChanged 4 SP:Iteration 64Q (2340.477615 sec): 3 clusters Score: Raw -702486.425990 + Penalty 2847.096272 = -699639.329718 nChanged 3 SP:Iteration 65Q (2340.500412 sec): 3 clusters Score: Raw -702486.992840 + Penalty 2847.096272 = -699639.896569 nChanged 4 SP:Iteration 66Q (2340.522751 sec): 3 clusters Score: Raw -702487.405705 + Penalty 2847.096272 = -699640.309433 nChanged 2 SP:Iteration 67Q (2340.545274 sec): 3 clusters Score: Raw -702487.592483 + Penalty 2847.096272 = -699640.496212 nChanged 1 SP:Iteration 68Q (2340.567921 sec): 3 clusters Score: Raw -702487.694001 + Penalty 2847.096272 = -699640.597729 nChanged 0 SP:Iteration 69F (2340.590741 sec): 3 clusters Score: Raw -702487.694001 + Penalty 2847.096272 = -699640.597729 nChanged 0 Trying to split cluster 31 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.605215 sec): 2 clusters Score: Raw -127875.077748 + Penalty 1132.743638 = -126742.334111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.611474 sec): 3 clusters Score: Raw -127500.820067 + Penalty 2265.487275 = -125235.332791 nChanged 323 SP:Iteration 1F (2340.617331 sec): 3 clusters Score: Raw -127764.355210 + Penalty 2265.487275 = -125498.867935 nChanged 79 SP:Iteration 2F (2340.623305 sec): 3 clusters Score: Raw -127830.964628 + Penalty 2265.487275 = -125565.477353 nChanged 41 SP:Iteration 3Q (2340.629116 sec): 3 clusters Score: Raw -127867.559702 + Penalty 2265.487275 = -125602.072427 nChanged 29 SP:Iteration 4Q (2340.634885 sec): 3 clusters Score: Raw -127893.806865 + Penalty 2265.487275 = -125628.319590 nChanged 22 SP:Iteration 5Q (2340.640694 sec): 3 clusters Score: Raw -127912.714492 + Penalty 2265.487275 = -125647.227216 nChanged 18 SP:Iteration 6Q (2340.646483 sec): 3 clusters Score: Raw -127928.902911 + Penalty 2265.487275 = -125663.415635 nChanged 12 SP:Iteration 7Q (2340.652272 sec): 3 clusters Score: Raw -127942.777256 + Penalty 2265.487275 = -125677.289981 nChanged 12 SP:Iteration 8Q (2340.658053 sec): 3 clusters Score: Raw -127956.750256 + Penalty 2265.487275 = -125691.262981 nChanged 9 SP:Iteration 9Q (2340.663862 sec): 3 clusters Score: Raw -127965.062419 + Penalty 2265.487275 = -125699.575144 nChanged 8 SP:Iteration 10Q (2340.669610 sec): 3 clusters Score: Raw -127972.513381 + Penalty 2265.487275 = -125707.026105 nChanged 7 SP:Iteration 11Q (2340.675388 sec): 3 clusters Score: Raw -127977.790119 + Penalty 2265.487275 = -125712.302844 nChanged 6 SP:Iteration 12Q (2340.681161 sec): 3 clusters Score: Raw -127985.478724 + Penalty 2265.487275 = -125719.991448 nChanged 7 SP:Iteration 13Q (2340.686962 sec): 3 clusters Score: Raw -127995.152970 + Penalty 2265.487275 = -125729.665695 nChanged 6 SP:Iteration 14Q (2340.692744 sec): 3 clusters Score: Raw -127999.553921 + Penalty 2265.487275 = -125734.066646 nChanged 2 SP:Iteration 15Q (2340.698516 sec): 3 clusters Score: Raw -128001.543561 + Penalty 2265.487275 = -125736.056286 nChanged 1 SP:Iteration 16Q (2340.704283 sec): 3 clusters Score: Raw -128003.968133 + Penalty 2265.487275 = -125738.480857 nChanged 0 SP:Iteration 17F (2340.710116 sec): 3 clusters Score: Raw -128003.968133 + Penalty 2265.487275 = -125738.480857 nChanged 0 Trying to split cluster 32 (7155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.732224 sec): 2 clusters Score: Raw -785647.193453 + Penalty 1442.279587 = -784204.913865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.756837 sec): 3 clusters Score: Raw -781725.102349 + Penalty 2884.559175 = -778840.543175 nChanged 3006 SP:Iteration 1F (2340.780753 sec): 3 clusters Score: Raw -783633.488719 + Penalty 2884.559175 = -780748.929544 nChanged 621 SP:Iteration 2F (2340.804603 sec): 3 clusters Score: Raw -784117.105070 + Penalty 2884.559175 = -781232.545896 nChanged 589 SP:Iteration 3F (2340.828346 sec): 3 clusters Score: Raw -784585.047300 + Penalty 2884.559175 = -781700.488126 nChanged 466 SP:Iteration 4F (2340.852189 sec): 3 clusters Score: Raw -784906.793533 + Penalty 2884.559175 = -782022.234358 nChanged 387 SP:Iteration 5F (2340.876142 sec): 3 clusters Score: Raw -785214.020280 + Penalty 2884.559175 = -782329.461105 nChanged 339 SP:Iteration 6Q (2340.900224 sec): 3 clusters Score: Raw -785447.419892 + Penalty 2884.559175 = -782562.860717 nChanged 293 SP:Iteration 7Q (2340.923983 sec): 3 clusters Score: Raw -785670.596639 + Penalty 2884.559175 = -782786.037464 nChanged 267 SP:Iteration 8Q (2340.947969 sec): 3 clusters Score: Raw -785841.137000 + Penalty 2884.559175 = -782956.577825 nChanged 191 SP:Iteration 9Q (2340.971803 sec): 3 clusters Score: Raw -785956.450246 + Penalty 2884.559175 = -783071.891071 nChanged 172 SP:Iteration 10Q (2340.995464 sec): 3 clusters Score: Raw -786045.013001 + Penalty 2884.559175 = -783160.453826 nChanged 119 SP:Iteration 11Q (2341.019005 sec): 3 clusters Score: Raw -786096.855734 + Penalty 2884.559175 = -783212.296559 nChanged 100 SP:Iteration 12Q (2341.042476 sec): 3 clusters Score: Raw -786136.930115 + Penalty 2884.559175 = -783252.370941 nChanged 83 SP:Iteration 13Q (2341.065945 sec): 3 clusters Score: Raw -786170.316100 + Penalty 2884.559175 = -783285.756925 nChanged 70 SP:Iteration 14Q (2341.089401 sec): 3 clusters Score: Raw -786192.810389 + Penalty 2884.559175 = -783308.251215 nChanged 67 SP:Iteration 15Q (2341.112896 sec): 3 clusters Score: Raw -786216.409020 + Penalty 2884.559175 = -783331.849845 nChanged 54 SP:Iteration 16Q (2341.136235 sec): 3 clusters Score: Raw -786234.525937 + Penalty 2884.559175 = -783349.966762 nChanged 47 SP:Iteration 17Q (2341.159749 sec): 3 clusters Score: Raw -786251.331322 + Penalty 2884.559175 = -783366.772147 nChanged 59 SP:Iteration 18Q (2341.183014 sec): 3 clusters Score: Raw -786270.817237 + Penalty 2884.559175 = -783386.258062 nChanged 51 SP:Iteration 19Q (2341.206327 sec): 3 clusters Score: Raw -786288.262192 + Penalty 2884.559175 = -783403.703017 nChanged 30 SP:Iteration 20F (2341.230236 sec): 3 clusters Score: Raw -786295.910090 + Penalty 2884.559175 = -783411.350915 nChanged 32 SP:Iteration 21Q (2341.253514 sec): 3 clusters Score: Raw -786303.291753 + Penalty 2884.559175 = -783418.732578 nChanged 28 SP:Iteration 22Q (2341.276755 sec): 3 clusters Score: Raw -786310.158921 + Penalty 2884.559175 = -783425.599746 nChanged 18 SP:Iteration 23Q (2341.299913 sec): 3 clusters Score: Raw -786313.309765 + Penalty 2884.559175 = -783428.750590 nChanged 11 SP:Iteration 24Q (2341.323138 sec): 3 clusters Score: Raw -786315.774933 + Penalty 2884.559175 = -783431.215758 nChanged 13 SP:Iteration 25Q (2341.346339 sec): 3 clusters Score: Raw -786317.925711 + Penalty 2884.559175 = -783433.366536 nChanged 5 SP:Iteration 26Q (2341.369801 sec): 3 clusters Score: Raw -786318.863654 + Penalty 2884.559175 = -783434.304479 nChanged 5 SP:Iteration 27Q (2341.393026 sec): 3 clusters Score: Raw -786319.929484 + Penalty 2884.559175 = -783435.370309 nChanged 5 SP:Iteration 28Q (2341.416394 sec): 3 clusters Score: Raw -786320.774757 + Penalty 2884.559175 = -783436.215582 nChanged 5 SP:Iteration 29Q (2341.439858 sec): 3 clusters Score: Raw -786321.810463 + Penalty 2884.559175 = -783437.251288 nChanged 6 SP:Iteration 30Q (2341.463150 sec): 3 clusters Score: Raw -786322.882737 + Penalty 2884.559175 = -783438.323562 nChanged 3 SP:Iteration 31Q (2341.486478 sec): 3 clusters Score: Raw -786323.302534 + Penalty 2884.559175 = -783438.743359 nChanged 2 SP:Iteration 32Q (2341.509676 sec): 3 clusters Score: Raw -786323.737021 + Penalty 2884.559175 = -783439.177846 nChanged 2 SP:Iteration 33Q (2341.532996 sec): 3 clusters Score: Raw -786324.114975 + Penalty 2884.559175 = -783439.555800 nChanged 2 SP:Iteration 34Q (2341.556400 sec): 3 clusters Score: Raw -786324.300724 + Penalty 2884.559175 = -783439.741549 nChanged 4 SP:Iteration 35Q (2341.579739 sec): 3 clusters Score: Raw -786325.064460 + Penalty 2884.559175 = -783440.505285 nChanged 0 SP:Iteration 36F (2341.603536 sec): 3 clusters Score: Raw -786325.064460 + Penalty 2884.559175 = -783440.505285 nChanged 0 Trying to split cluster 33 (4891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2341.621832 sec): 2 clusters Score: Raw -547948.180365 + Penalty 1380.462210 = -546567.718155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2341.643063 sec): 3 clusters Score: Raw -545418.579438 + Penalty 2760.924420 = -542657.655019 nChanged 1986 SP:Iteration 1F (2341.664118 sec): 3 clusters Score: Raw -546475.975858 + Penalty 2760.924420 = -543715.051439 nChanged 344 SP:Iteration 2F (2341.685150 sec): 3 clusters Score: Raw -546671.145758 + Penalty 2760.924420 = -543910.221338 nChanged 289 SP:Iteration 3F (2341.706185 sec): 3 clusters Score: Raw -546839.935576 + Penalty 2760.924420 = -544079.011156 nChanged 251 SP:Iteration 4F (2341.727156 sec): 3 clusters Score: Raw -546981.440822 + Penalty 2760.924420 = -544220.516402 nChanged 231 SP:Iteration 5Q (2341.748079 sec): 3 clusters Score: Raw -547137.002882 + Penalty 2760.924420 = -544376.078462 nChanged 251 SP:Iteration 6F (2341.769121 sec): 3 clusters Score: Raw -547319.664105 + Penalty 2760.924420 = -544558.739685 nChanged 226 SP:Iteration 7Q (2341.790024 sec): 3 clusters Score: Raw -547479.001005 + Penalty 2760.924420 = -544718.076585 nChanged 213 SP:Iteration 8Q (2341.811048 sec): 3 clusters Score: Raw -547617.827177 + Penalty 2760.924420 = -544856.902757 nChanged 181 SP:Iteration 9Q (2341.832049 sec): 3 clusters Score: Raw -547745.859562 + Penalty 2760.924420 = -544984.935143 nChanged 148 SP:Iteration 10Q (2341.853051 sec): 3 clusters Score: Raw -547855.307044 + Penalty 2760.924420 = -545094.382624 nChanged 133 SP:Iteration 11Q (2341.873979 sec): 3 clusters Score: Raw -547950.956854 + Penalty 2760.924420 = -545190.032434 nChanged 97 SP:Iteration 12Q (2341.894743 sec): 3 clusters Score: Raw -548019.812955 + Penalty 2760.924420 = -545258.888535 nChanged 81 SP:Iteration 13Q (2341.915600 sec): 3 clusters Score: Raw -548064.205978 + Penalty 2760.924420 = -545303.281558 nChanged 62 SP:Iteration 14Q (2341.947152 sec): 3 clusters Score: Raw -548103.758267 + Penalty 2760.924420 = -545342.833847 nChanged 48 SP:Iteration 15Q (2341.967501 sec): 3 clusters Score: Raw -548140.557162 + Penalty 2760.924420 = -545379.632742 nChanged 53 SP:Iteration 16Q (2341.988038 sec): 3 clusters Score: Raw -548180.372808 + Penalty 2760.924420 = -545419.448388 nChanged 37 SP:Iteration 17Q (2342.008327 sec): 3 clusters Score: Raw -548201.991652 + Penalty 2760.924420 = -545441.067232 nChanged 26 SP:Iteration 18Q (2342.028710 sec): 3 clusters Score: Raw -548218.191483 + Penalty 2760.924420 = -545457.267063 nChanged 22 SP:Iteration 19Q (2342.048735 sec): 3 clusters Score: Raw -548232.565472 + Penalty 2760.924420 = -545471.641052 nChanged 26 SP:Iteration 20F (2342.069711 sec): 3 clusters Score: Raw -548251.628265 + Penalty 2760.924420 = -545490.703845 nChanged 16 SP:Iteration 21Q (2342.089465 sec): 3 clusters Score: Raw -548261.720872 + Penalty 2760.924420 = -545500.796452 nChanged 14 SP:Iteration 22Q (2342.109377 sec): 3 clusters Score: Raw -548270.343766 + Penalty 2760.924420 = -545509.419346 nChanged 8 SP:Iteration 23Q (2342.129026 sec): 3 clusters Score: Raw -548274.412025 + Penalty 2760.924420 = -545513.487605 nChanged 9 SP:Iteration 24Q (2342.148871 sec): 3 clusters Score: Raw -548278.625777 + Penalty 2760.924420 = -545517.701357 nChanged 10 SP:Iteration 25Q (2342.168871 sec): 3 clusters Score: Raw -548282.678660 + Penalty 2760.924420 = -545521.754241 nChanged 8 SP:Iteration 26Q (2342.188791 sec): 3 clusters Score: Raw -548287.577695 + Penalty 2760.924420 = -545526.653275 nChanged 11 SP:Iteration 27Q (2342.208380 sec): 3 clusters Score: Raw -548294.756575 + Penalty 2760.924420 = -545533.832156 nChanged 8 SP:Iteration 28Q (2342.228069 sec): 3 clusters Score: Raw -548299.602680 + Penalty 2760.924420 = -545538.678261 nChanged 5 SP:Iteration 29Q (2342.247489 sec): 3 clusters Score: Raw -548302.415244 + Penalty 2760.924420 = -545541.490824 nChanged 7 SP:Iteration 30Q (2342.267239 sec): 3 clusters Score: Raw -548307.303820 + Penalty 2760.924420 = -545546.379401 nChanged 6 SP:Iteration 31Q (2342.286704 sec): 3 clusters Score: Raw -548314.822008 + Penalty 2760.924420 = -545553.897588 nChanged 6 SP:Iteration 32Q (2342.306296 sec): 3 clusters Score: Raw -548317.257042 + Penalty 2760.924420 = -545556.332623 nChanged 7 SP:Iteration 33Q (2342.325968 sec): 3 clusters Score: Raw -548320.577893 + Penalty 2760.924420 = -545559.653473 nChanged 4 SP:Iteration 34Q (2342.345604 sec): 3 clusters Score: Raw -548322.118971 + Penalty 2760.924420 = -545561.194551 nChanged 4 SP:Iteration 35Q (2342.365040 sec): 3 clusters Score: Raw -548323.452214 + Penalty 2760.924420 = -545562.527795 nChanged 2 SP:Iteration 36Q (2342.384757 sec): 3 clusters Score: Raw -548324.904721 + Penalty 2760.924420 = -545563.980301 nChanged 3 SP:Iteration 37Q (2342.404274 sec): 3 clusters Score: Raw -548326.015220 + Penalty 2760.924420 = -545565.090800 nChanged 6 SP:Iteration 38Q (2342.423567 sec): 3 clusters Score: Raw -548328.873772 + Penalty 2760.924420 = -545567.949352 nChanged 4 SP:Iteration 39Q (2342.443285 sec): 3 clusters Score: Raw -548331.985954 + Penalty 2760.924420 = -545571.061535 nChanged 6 SP:Iteration 40F (2342.464256 sec): 3 clusters Score: Raw -548336.518298 + Penalty 2760.924420 = -545575.593879 nChanged 6 SP:Iteration 41Q (2342.483514 sec): 3 clusters Score: Raw -548340.155033 + Penalty 2760.924420 = -545579.230613 nChanged 4 SP:Iteration 42Q (2342.503205 sec): 3 clusters Score: Raw -548342.329789 + Penalty 2760.924420 = -545581.405370 nChanged 7 SP:Iteration 43Q (2342.522780 sec): 3 clusters Score: Raw -548347.477318 + Penalty 2760.924420 = -545586.552899 nChanged 7 SP:Iteration 44Q (2342.542065 sec): 3 clusters Score: Raw -548353.193084 + Penalty 2760.924420 = -545592.268664 nChanged 7 SP:Iteration 45Q (2342.561325 sec): 3 clusters Score: Raw -548357.787514 + Penalty 2760.924420 = -545596.863094 nChanged 7 SP:Iteration 46Q (2342.580844 sec): 3 clusters Score: Raw -548360.830484 + Penalty 2760.924420 = -545599.906064 nChanged 1 SP:Iteration 47Q (2342.600074 sec): 3 clusters Score: Raw -548361.078266 + Penalty 2760.924420 = -545600.153846 nChanged 1 SP:Iteration 48Q (2342.619310 sec): 3 clusters Score: Raw -548361.549419 + Penalty 2760.924420 = -545600.624999 nChanged 1 SP:Iteration 49Q (2342.638892 sec): 3 clusters Score: Raw -548361.754294 + Penalty 2760.924420 = -545600.829875 nChanged 0 SP:Iteration 50F (2342.660114 sec): 3 clusters Score: Raw -548361.754294 + Penalty 2760.924420 = -545600.829875 nChanged 0 Iteration 219Q (2349.570807 sec): 34 clusters Score: Raw -82229786.771788 + Penalty 72524.451229 = -82157262.320559 nChanged 2 Iteration 220F (2363.879632 sec): 34 clusters Score: Raw -82229786.793514 + Penalty 72524.451229 = -82157262.342286 nChanged 3 Iteration 221Q (2370.635044 sec): 34 clusters Score: Raw -82229786.825132 + Penalty 72524.451229 = -82157262.373904 nChanged 4 Iteration 222Q (2377.383324 sec): 34 clusters Score: Raw -82229786.872968 + Penalty 72524.451229 = -82157262.421740 nChanged 2 Iteration 223Q (2384.124252 sec): 34 clusters Score: Raw -82229786.891245 + Penalty 72524.451229 = -82157262.440017 nChanged 2 Iteration 224Q (2391.077737 sec): 34 clusters Score: Raw -82229786.908870 + Penalty 72524.451229 = -82157262.457641 nChanged 5 Iteration 225Q (2397.822211 sec): 34 clusters Score: Raw -82229786.969525 + Penalty 72524.451229 = -82157262.518296 nChanged 2 Iteration 226Q (2404.587707 sec): 34 clusters Score: Raw -82229786.982772 + Penalty 72524.451229 = -82157262.531543 nChanged 1 Iteration 227Q (2411.349326 sec): 34 clusters Score: Raw -82229786.992417 + Penalty 72524.451229 = -82157262.541188 nChanged 0 Iteration 228F (2425.651224 sec): 34 clusters Score: Raw -82229786.992417 + Penalty 72524.451229 = -82157262.541188 nChanged 0 Compute initial score before splitting: Score: Raw -82229786.992417 + Penalty 72524.451229 = -82157262.541188 Trying to split cluster 1 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2425.743651 sec): 2 clusters Score: Raw -319917.311123 + Penalty 1306.729598 = -318610.581525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2425.759719 sec): 3 clusters Score: Raw -318444.438700 + Penalty 2613.459196 = -315830.979504 nChanged 1141 SP:Iteration 1F (2425.774856 sec): 3 clusters Score: Raw -319176.895322 + Penalty 2613.459196 = -316563.436126 nChanged 272 SP:Iteration 2F (2425.790034 sec): 3 clusters Score: Raw -319379.629371 + Penalty 2613.459196 = -316766.170175 nChanged 221 SP:Iteration 3F (2425.805154 sec): 3 clusters Score: Raw -319558.422491 + Penalty 2613.459196 = -316944.963296 nChanged 183 SP:Iteration 4F (2425.820499 sec): 3 clusters Score: Raw -319703.652031 + Penalty 2613.459196 = -317090.192836 nChanged 148 SP:Iteration 5Q (2425.835744 sec): 3 clusters Score: Raw -319819.339232 + Penalty 2613.459196 = -317205.880036 nChanged 126 SP:Iteration 6Q (2425.850822 sec): 3 clusters Score: Raw -319929.305124 + Penalty 2613.459196 = -317315.845928 nChanged 107 SP:Iteration 7Q (2425.865953 sec): 3 clusters Score: Raw -320025.633095 + Penalty 2613.459196 = -317412.173899 nChanged 96 SP:Iteration 8Q (2425.881242 sec): 3 clusters Score: Raw -320113.688393 + Penalty 2613.459196 = -317500.229197 nChanged 84 SP:Iteration 9Q (2425.896374 sec): 3 clusters Score: Raw -320184.998894 + Penalty 2613.459196 = -317571.539698 nChanged 81 SP:Iteration 10Q (2425.911562 sec): 3 clusters Score: Raw -320246.133802 + Penalty 2613.459196 = -317632.674606 nChanged 65 SP:Iteration 11Q (2425.926544 sec): 3 clusters Score: Raw -320294.442094 + Penalty 2613.459196 = -317680.982899 nChanged 63 SP:Iteration 12Q (2425.941696 sec): 3 clusters Score: Raw -320332.868263 + Penalty 2613.459196 = -317719.409067 nChanged 48 SP:Iteration 13Q (2425.956764 sec): 3 clusters Score: Raw -320371.383522 + Penalty 2613.459196 = -317757.924326 nChanged 45 SP:Iteration 14Q (2425.971887 sec): 3 clusters Score: Raw -320396.595711 + Penalty 2613.459196 = -317783.136515 nChanged 32 SP:Iteration 15Q (2426.021609 sec): 3 clusters Score: Raw -320412.289901 + Penalty 2613.459196 = -317798.830705 nChanged 23 SP:Iteration 16Q (2426.036011 sec): 3 clusters Score: Raw -320422.589087 + Penalty 2613.459196 = -317809.129892 nChanged 15 SP:Iteration 17Q (2426.050985 sec): 3 clusters Score: Raw -320429.750378 + Penalty 2613.459196 = -317816.291183 nChanged 13 SP:Iteration 18Q (2426.066181 sec): 3 clusters Score: Raw -320435.952320 + Penalty 2613.459196 = -317822.493124 nChanged 15 SP:Iteration 19Q (2426.081295 sec): 3 clusters Score: Raw -320442.879642 + Penalty 2613.459196 = -317829.420447 nChanged 10 SP:Iteration 20F (2426.096531 sec): 3 clusters Score: Raw -320448.315341 + Penalty 2613.459196 = -317834.856145 nChanged 9 SP:Iteration 21Q (2426.111619 sec): 3 clusters Score: Raw -320453.828454 + Penalty 2613.459196 = -317840.369259 nChanged 7 SP:Iteration 22Q (2426.126833 sec): 3 clusters Score: Raw -320456.192220 + Penalty 2613.459196 = -317842.733025 nChanged 3 SP:Iteration 23Q (2426.141994 sec): 3 clusters Score: Raw -320458.067652 + Penalty 2613.459196 = -317844.608457 nChanged 7 SP:Iteration 24Q (2426.157074 sec): 3 clusters Score: Raw -320460.900073 + Penalty 2613.459196 = -317847.440878 nChanged 3 SP:Iteration 25Q (2426.172060 sec): 3 clusters Score: Raw -320461.694385 + Penalty 2613.459196 = -317848.235190 nChanged 2 SP:Iteration 26Q (2426.187232 sec): 3 clusters Score: Raw -320462.053489 + Penalty 2613.459196 = -317848.594293 nChanged 0 SP:Iteration 27F (2426.202312 sec): 3 clusters Score: Raw -320462.053489 + Penalty 2613.459196 = -317848.594293 nChanged 0 Trying to split cluster 2 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2426.217590 sec): 2 clusters Score: Raw -187081.261066 + Penalty 1193.516846 = -185887.744219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2426.226212 sec): 3 clusters Score: Raw -186498.881729 + Penalty 2387.033693 = -184111.848037 nChanged 522 SP:Iteration 1F (2426.234303 sec): 3 clusters Score: Raw -186875.978753 + Penalty 2387.033693 = -184488.945061 nChanged 130 SP:Iteration 2F (2426.242379 sec): 3 clusters Score: Raw -186996.786703 + Penalty 2387.033693 = -184609.753010 nChanged 87 SP:Iteration 3F (2426.250487 sec): 3 clusters Score: Raw -187080.158216 + Penalty 2387.033693 = -184693.124523 nChanged 72 SP:Iteration 4Q (2426.258918 sec): 3 clusters Score: Raw -187154.614768 + Penalty 2387.033693 = -184767.581075 nChanged 53 SP:Iteration 5Q (2426.266911 sec): 3 clusters Score: Raw -187216.719815 + Penalty 2387.033693 = -184829.686122 nChanged 57 SP:Iteration 6Q (2426.274810 sec): 3 clusters Score: Raw -187285.426037 + Penalty 2387.033693 = -184898.392344 nChanged 52 SP:Iteration 7Q (2426.282870 sec): 3 clusters Score: Raw -187353.429452 + Penalty 2387.033693 = -184966.395760 nChanged 43 SP:Iteration 8Q (2426.290796 sec): 3 clusters Score: Raw -187397.644883 + Penalty 2387.033693 = -185010.611190 nChanged 42 SP:Iteration 9Q (2426.298630 sec): 3 clusters Score: Raw -187441.746601 + Penalty 2387.033693 = -185054.712909 nChanged 29 SP:Iteration 10Q (2426.306518 sec): 3 clusters Score: Raw -187467.487863 + Penalty 2387.033693 = -185080.454170 nChanged 15 SP:Iteration 11Q (2426.314477 sec): 3 clusters Score: Raw -187479.241073 + Penalty 2387.033693 = -185092.207380 nChanged 10 SP:Iteration 12Q (2426.322330 sec): 3 clusters Score: Raw -187484.822837 + Penalty 2387.033693 = -185097.789144 nChanged 4 SP:Iteration 13Q (2426.330214 sec): 3 clusters Score: Raw -187487.646789 + Penalty 2387.033693 = -185100.613096 nChanged 4 SP:Iteration 14Q (2426.338181 sec): 3 clusters Score: Raw -187492.341772 + Penalty 2387.033693 = -185105.308079 nChanged 4 SP:Iteration 15Q (2426.346171 sec): 3 clusters Score: Raw -187494.551622 + Penalty 2387.033693 = -185107.517929 nChanged 4 SP:Iteration 16Q (2426.354113 sec): 3 clusters Score: Raw -187497.327700 + Penalty 2387.033693 = -185110.294008 nChanged 2 SP:Iteration 17Q (2426.362062 sec): 3 clusters Score: Raw -187498.445965 + Penalty 2387.033693 = -185111.412273 nChanged 1 SP:Iteration 18Q (2426.369936 sec): 3 clusters Score: Raw -187499.088721 + Penalty 2387.033693 = -185112.055029 nChanged 2 SP:Iteration 19Q (2426.377956 sec): 3 clusters Score: Raw -187501.244690 + Penalty 2387.033693 = -185114.210998 nChanged 0 SP:Iteration 20F (2426.385933 sec): 3 clusters Score: Raw -187501.244690 + Penalty 2387.033693 = -185114.210998 nChanged 0 Trying to split cluster 3 (10900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2426.411871 sec): 2 clusters Score: Raw -1210572.771427 + Penalty 1510.684186 = -1209062.087241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2426.442041 sec): 3 clusters Score: Raw -1204427.067241 + Penalty 3021.368372 = -1201405.698869 nChanged 4691 SP:Iteration 1F (2426.471342 sec): 3 clusters Score: Raw -1207127.653189 + Penalty 3021.368372 = -1204106.284817 nChanged 673 SP:Iteration 2F (2426.500511 sec): 3 clusters Score: Raw -1207461.103263 + Penalty 3021.368372 = -1204439.734891 nChanged 643 SP:Iteration 3F (2426.529597 sec): 3 clusters Score: Raw -1207814.332786 + Penalty 3021.368372 = -1204792.964413 nChanged 671 SP:Iteration 4F (2426.558982 sec): 3 clusters Score: Raw -1208250.419310 + Penalty 3021.368372 = -1205229.050938 nChanged 672 SP:Iteration 5F (2426.588078 sec): 3 clusters Score: Raw -1208732.814865 + Penalty 3021.368372 = -1205711.446493 nChanged 673 SP:Iteration 6F (2426.617144 sec): 3 clusters Score: Raw -1209261.264759 + Penalty 3021.368372 = -1206239.896386 nChanged 609 SP:Iteration 7F (2426.646333 sec): 3 clusters Score: Raw -1209792.122211 + Penalty 3021.368372 = -1206770.753839 nChanged 485 SP:Iteration 8Q (2426.675645 sec): 3 clusters Score: Raw -1210198.546677 + Penalty 3021.368372 = -1207177.178305 nChanged 341 SP:Iteration 9Q (2426.704413 sec): 3 clusters Score: Raw -1210471.376253 + Penalty 3021.368372 = -1207450.007881 nChanged 252 SP:Iteration 10Q (2426.732760 sec): 3 clusters Score: Raw -1210641.856366 + Penalty 3021.368372 = -1207620.487994 nChanged 177 SP:Iteration 11Q (2426.760328 sec): 3 clusters Score: Raw -1210744.951831 + Penalty 3021.368372 = -1207723.583459 nChanged 114 SP:Iteration 12Q (2426.787512 sec): 3 clusters Score: Raw -1210802.204300 + Penalty 3021.368372 = -1207780.835928 nChanged 76 SP:Iteration 13Q (2426.814454 sec): 3 clusters Score: Raw -1210832.981993 + Penalty 3021.368372 = -1207811.613621 nChanged 67 SP:Iteration 14Q (2426.841397 sec): 3 clusters Score: Raw -1210861.140918 + Penalty 3021.368372 = -1207839.772546 nChanged 57 SP:Iteration 15Q (2426.868246 sec): 3 clusters Score: Raw -1210883.939901 + Penalty 3021.368372 = -1207862.571529 nChanged 57 SP:Iteration 16Q (2426.894832 sec): 3 clusters Score: Raw -1210906.686894 + Penalty 3021.368372 = -1207885.318522 nChanged 51 SP:Iteration 17Q (2426.921638 sec): 3 clusters Score: Raw -1210927.692525 + Penalty 3021.368372 = -1207906.324153 nChanged 48 SP:Iteration 18Q (2426.948281 sec): 3 clusters Score: Raw -1210948.378578 + Penalty 3021.368372 = -1207927.010205 nChanged 44 SP:Iteration 19Q (2426.974735 sec): 3 clusters Score: Raw -1210965.087207 + Penalty 3021.368372 = -1207943.718835 nChanged 36 SP:Iteration 20F (2427.004521 sec): 3 clusters Score: Raw -1210975.070516 + Penalty 3021.368372 = -1207953.702144 nChanged 26 SP:Iteration 21Q (2427.031035 sec): 3 clusters Score: Raw -1210982.139411 + Penalty 3021.368372 = -1207960.771039 nChanged 27 SP:Iteration 22Q (2427.057259 sec): 3 clusters Score: Raw -1210992.382811 + Penalty 3021.368372 = -1207971.014439 nChanged 30 SP:Iteration 23Q (2427.083421 sec): 3 clusters Score: Raw -1211003.511506 + Penalty 3021.368372 = -1207982.143133 nChanged 28 SP:Iteration 24Q (2427.109752 sec): 3 clusters Score: Raw -1211012.837421 + Penalty 3021.368372 = -1207991.469049 nChanged 24 SP:Iteration 25Q (2427.135965 sec): 3 clusters Score: Raw -1211021.896727 + Penalty 3021.368372 = -1208000.528354 nChanged 28 SP:Iteration 26Q (2427.162131 sec): 3 clusters Score: Raw -1211034.134904 + Penalty 3021.368372 = -1208012.766532 nChanged 21 SP:Iteration 27Q (2427.188194 sec): 3 clusters Score: Raw -1211042.492260 + Penalty 3021.368372 = -1208021.123888 nChanged 18 SP:Iteration 28Q (2427.214411 sec): 3 clusters Score: Raw -1211048.112893 + Penalty 3021.368372 = -1208026.744521 nChanged 19 SP:Iteration 29Q (2427.240390 sec): 3 clusters Score: Raw -1211053.147151 + Penalty 3021.368372 = -1208031.778779 nChanged 14 SP:Iteration 30Q (2427.266300 sec): 3 clusters Score: Raw -1211056.169786 + Penalty 3021.368372 = -1208034.801414 nChanged 7 SP:Iteration 31Q (2427.292315 sec): 3 clusters Score: Raw -1211057.912033 + Penalty 3021.368372 = -1208036.543660 nChanged 10 SP:Iteration 32Q (2427.318453 sec): 3 clusters Score: Raw -1211060.160501 + Penalty 3021.368372 = -1208038.792129 nChanged 12 SP:Iteration 33Q (2427.344321 sec): 3 clusters Score: Raw -1211062.784976 + Penalty 3021.368372 = -1208041.416604 nChanged 7 SP:Iteration 34Q (2427.370590 sec): 3 clusters Score: Raw -1211064.138106 + Penalty 3021.368372 = -1208042.769734 nChanged 8 SP:Iteration 35Q (2427.396618 sec): 3 clusters Score: Raw -1211065.943899 + Penalty 3021.368372 = -1208044.575527 nChanged 8 SP:Iteration 36Q (2427.422625 sec): 3 clusters Score: Raw -1211068.175958 + Penalty 3021.368372 = -1208046.807586 nChanged 9 SP:Iteration 37Q (2427.468339 sec): 3 clusters Score: Raw -1211070.299465 + Penalty 3021.368372 = -1208048.931093 nChanged 8 SP:Iteration 38Q (2427.494354 sec): 3 clusters Score: Raw -1211071.898660 + Penalty 3021.368372 = -1208050.530288 nChanged 6 SP:Iteration 39Q (2427.520269 sec): 3 clusters Score: Raw -1211073.710701 + Penalty 3021.368372 = -1208052.342329 nChanged 2 SP:Iteration 40F (2427.549474 sec): 3 clusters Score: Raw -1211074.079314 + Penalty 3021.368372 = -1208052.710942 nChanged 3 SP:Iteration 41Q (2427.575558 sec): 3 clusters Score: Raw -1211074.655042 + Penalty 3021.368372 = -1208053.286669 nChanged 2 SP:Iteration 42Q (2427.601512 sec): 3 clusters Score: Raw -1211075.025963 + Penalty 3021.368372 = -1208053.657591 nChanged 3 SP:Iteration 43Q (2427.627489 sec): 3 clusters Score: Raw -1211075.588395 + Penalty 3021.368372 = -1208054.220023 nChanged 2 SP:Iteration 44Q (2427.653621 sec): 3 clusters Score: Raw -1211075.754405 + Penalty 3021.368372 = -1208054.386033 nChanged 2 SP:Iteration 45Q (2427.679599 sec): 3 clusters Score: Raw -1211076.003219 + Penalty 3021.368372 = -1208054.634847 nChanged 3 SP:Iteration 46Q (2427.705550 sec): 3 clusters Score: Raw -1211076.448579 + Penalty 3021.368372 = -1208055.080206 nChanged 3 SP:Iteration 47Q (2427.731367 sec): 3 clusters Score: Raw -1211076.986942 + Penalty 3021.368372 = -1208055.618569 nChanged 4 SP:Iteration 48Q (2427.757446 sec): 3 clusters Score: Raw -1211077.699300 + Penalty 3021.368372 = -1208056.330928 nChanged 4 SP:Iteration 49Q (2427.783387 sec): 3 clusters Score: Raw -1211078.839236 + Penalty 3021.368372 = -1208057.470864 nChanged 3 SP:Iteration 50Q (2427.809232 sec): 3 clusters Score: Raw -1211079.460728 + Penalty 3021.368372 = -1208058.092356 nChanged 3 SP:Iteration 51Q (2427.835110 sec): 3 clusters Score: Raw -1211080.060875 + Penalty 3021.368372 = -1208058.692503 nChanged 1 SP:Iteration 52Q (2427.861375 sec): 3 clusters Score: Raw -1211080.380659 + Penalty 3021.368372 = -1208059.012287 nChanged 3 SP:Iteration 53Q (2427.887347 sec): 3 clusters Score: Raw -1211081.125731 + Penalty 3021.368372 = -1208059.757359 nChanged 2 SP:Iteration 54Q (2427.913322 sec): 3 clusters Score: Raw -1211081.446356 + Penalty 3021.368372 = -1208060.077983 nChanged 2 SP:Iteration 55Q (2427.939329 sec): 3 clusters Score: Raw -1211081.634601 + Penalty 3021.368372 = -1208060.266229 nChanged 0 SP:Iteration 56F (2427.968484 sec): 3 clusters Score: Raw -1211081.634601 + Penalty 3021.368372 = -1208060.266229 nChanged 0 Trying to split cluster 4 (12019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2427.995918 sec): 2 clusters Score: Raw -1338709.537052 + Penalty 1526.564652 = -1337182.972401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2428.028369 sec): 3 clusters Score: Raw -1331867.575798 + Penalty 3053.129303 = -1328814.446495 nChanged 5252 SP:Iteration 1F (2428.059974 sec): 3 clusters Score: Raw -1334782.883118 + Penalty 3053.129303 = -1331729.753815 nChanged 710 SP:Iteration 2F (2428.091214 sec): 3 clusters Score: Raw -1335112.523905 + Penalty 3053.129303 = -1332059.394602 nChanged 619 SP:Iteration 3F (2428.122726 sec): 3 clusters Score: Raw -1335399.206611 + Penalty 3053.129303 = -1332346.077307 nChanged 562 SP:Iteration 4Q (2428.154429 sec): 3 clusters Score: Raw -1335664.064093 + Penalty 3053.129303 = -1332610.934790 nChanged 542 SP:Iteration 5Q (2428.186099 sec): 3 clusters Score: Raw -1335959.426507 + Penalty 3053.129303 = -1332906.297204 nChanged 551 SP:Iteration 6Q (2428.217809 sec): 3 clusters Score: Raw -1336315.185256 + Penalty 3053.129303 = -1333262.055953 nChanged 588 SP:Iteration 7Q (2428.249452 sec): 3 clusters Score: Raw -1336751.932459 + Penalty 3053.129303 = -1333698.803155 nChanged 687 SP:Iteration 8F (2428.280915 sec): 3 clusters Score: Raw -1337267.221590 + Penalty 3053.129303 = -1334214.092287 nChanged 684 SP:Iteration 9F (2428.312480 sec): 3 clusters Score: Raw -1337684.543377 + Penalty 3053.129303 = -1334631.414074 nChanged 547 SP:Iteration 10Q (2428.354844 sec): 3 clusters Score: Raw -1337954.235665 + Penalty 3053.129303 = -1334901.106362 nChanged 383 SP:Iteration 11Q (2428.385542 sec): 3 clusters Score: Raw -1338143.995904 + Penalty 3053.129303 = -1335090.866601 nChanged 338 SP:Iteration 12Q (2428.416632 sec): 3 clusters Score: Raw -1338312.849855 + Penalty 3053.129303 = -1335259.720552 nChanged 279 SP:Iteration 13Q (2428.447431 sec): 3 clusters Score: Raw -1338441.883975 + Penalty 3053.129303 = -1335388.754672 nChanged 233 SP:Iteration 14Q (2428.478466 sec): 3 clusters Score: Raw -1338541.073978 + Penalty 3053.129303 = -1335487.944675 nChanged 201 SP:Iteration 15Q (2428.509585 sec): 3 clusters Score: Raw -1338630.182791 + Penalty 3053.129303 = -1335577.053488 nChanged 178 SP:Iteration 16Q (2428.540726 sec): 3 clusters Score: Raw -1338712.929496 + Penalty 3053.129303 = -1335659.800193 nChanged 167 SP:Iteration 17Q (2428.571758 sec): 3 clusters Score: Raw -1338788.446565 + Penalty 3053.129303 = -1335735.317262 nChanged 166 SP:Iteration 18Q (2428.602554 sec): 3 clusters Score: Raw -1338855.225838 + Penalty 3053.129303 = -1335802.096534 nChanged 149 SP:Iteration 19Q (2428.633293 sec): 3 clusters Score: Raw -1338918.191797 + Penalty 3053.129303 = -1335865.062494 nChanged 130 SP:Iteration 20F (2428.664820 sec): 3 clusters Score: Raw -1338964.246290 + Penalty 3053.129303 = -1335911.116987 nChanged 125 SP:Iteration 21Q (2428.695731 sec): 3 clusters Score: Raw -1339009.245082 + Penalty 3053.129303 = -1335956.115779 nChanged 127 SP:Iteration 22Q (2428.726374 sec): 3 clusters Score: Raw -1339055.762146 + Penalty 3053.129303 = -1336002.632843 nChanged 111 SP:Iteration 23Q (2428.757232 sec): 3 clusters Score: Raw -1339090.358954 + Penalty 3053.129303 = -1336037.229651 nChanged 84 SP:Iteration 24Q (2428.787676 sec): 3 clusters Score: Raw -1339114.357974 + Penalty 3053.129303 = -1336061.228671 nChanged 71 SP:Iteration 25Q (2428.818271 sec): 3 clusters Score: Raw -1339133.772888 + Penalty 3053.129303 = -1336080.643584 nChanged 74 SP:Iteration 26Q (2428.848696 sec): 3 clusters Score: Raw -1339152.788006 + Penalty 3053.129303 = -1336099.658702 nChanged 70 SP:Iteration 27Q (2428.879190 sec): 3 clusters Score: Raw -1339169.526361 + Penalty 3053.129303 = -1336116.397058 nChanged 52 SP:Iteration 28Q (2428.909530 sec): 3 clusters Score: Raw -1339179.858622 + Penalty 3053.129303 = -1336126.729319 nChanged 54 SP:Iteration 29Q (2428.939541 sec): 3 clusters Score: Raw -1339192.642214 + Penalty 3053.129303 = -1336139.512911 nChanged 59 SP:Iteration 30Q (2428.969732 sec): 3 clusters Score: Raw -1339207.413863 + Penalty 3053.129303 = -1336154.284560 nChanged 60 SP:Iteration 31Q (2428.999770 sec): 3 clusters Score: Raw -1339221.538715 + Penalty 3053.129303 = -1336168.409412 nChanged 50 SP:Iteration 32Q (2429.029776 sec): 3 clusters Score: Raw -1339233.969887 + Penalty 3053.129303 = -1336180.840584 nChanged 55 SP:Iteration 33Q (2429.059473 sec): 3 clusters Score: Raw -1339246.507498 + Penalty 3053.129303 = -1336193.378195 nChanged 46 SP:Iteration 34Q (2429.089174 sec): 3 clusters Score: Raw -1339256.102922 + Penalty 3053.129303 = -1336202.973619 nChanged 33 SP:Iteration 35Q (2429.128693 sec): 3 clusters Score: Raw -1339264.463585 + Penalty 3053.129303 = -1336211.334282 nChanged 37 SP:Iteration 36Q (2429.158371 sec): 3 clusters Score: Raw -1339272.462544 + Penalty 3053.129303 = -1336219.333241 nChanged 32 SP:Iteration 37Q (2429.187989 sec): 3 clusters Score: Raw -1339278.041605 + Penalty 3053.129303 = -1336224.912302 nChanged 34 SP:Iteration 38Q (2429.217195 sec): 3 clusters Score: Raw -1339284.488300 + Penalty 3053.129303 = -1336231.358996 nChanged 35 SP:Iteration 39Q (2429.246377 sec): 3 clusters Score: Raw -1339292.391422 + Penalty 3053.129303 = -1336239.262118 nChanged 31 SP:Iteration 40F (2429.277803 sec): 3 clusters Score: Raw -1339298.732843 + Penalty 3053.129303 = -1336245.603540 nChanged 28 SP:Iteration 41Q (2429.307177 sec): 3 clusters Score: Raw -1339304.610696 + Penalty 3053.129303 = -1336251.481393 nChanged 22 SP:Iteration 42Q (2429.336420 sec): 3 clusters Score: Raw -1339308.663289 + Penalty 3053.129303 = -1336255.533986 nChanged 18 SP:Iteration 43Q (2429.365565 sec): 3 clusters Score: Raw -1339312.187469 + Penalty 3053.129303 = -1336259.058166 nChanged 29 SP:Iteration 44Q (2429.394746 sec): 3 clusters Score: Raw -1339317.027083 + Penalty 3053.129303 = -1336263.897779 nChanged 28 SP:Iteration 45Q (2429.423752 sec): 3 clusters Score: Raw -1339322.683166 + Penalty 3053.129303 = -1336269.553863 nChanged 20 SP:Iteration 46Q (2429.452722 sec): 3 clusters Score: Raw -1339326.063965 + Penalty 3053.129303 = -1336272.934662 nChanged 18 SP:Iteration 47Q (2429.481743 sec): 3 clusters Score: Raw -1339329.989172 + Penalty 3053.129303 = -1336276.859869 nChanged 26 SP:Iteration 48Q (2429.510683 sec): 3 clusters Score: Raw -1339335.508549 + Penalty 3053.129303 = -1336282.379246 nChanged 29 SP:Iteration 49Q (2429.539543 sec): 3 clusters Score: Raw -1339340.687831 + Penalty 3053.129303 = -1336287.558528 nChanged 24 SP:Iteration 50Q (2429.568429 sec): 3 clusters Score: Raw -1339345.421928 + Penalty 3053.129303 = -1336292.292624 nChanged 20 SP:Iteration 51Q (2429.597331 sec): 3 clusters Score: Raw -1339348.506299 + Penalty 3053.129303 = -1336295.376995 nChanged 19 SP:Iteration 52Q (2429.626115 sec): 3 clusters Score: Raw -1339351.301451 + Penalty 3053.129303 = -1336298.172148 nChanged 11 SP:Iteration 53Q (2429.654894 sec): 3 clusters Score: Raw -1339353.242118 + Penalty 3053.129303 = -1336300.112814 nChanged 10 SP:Iteration 54Q (2429.683604 sec): 3 clusters Score: Raw -1339355.050858 + Penalty 3053.129303 = -1336301.921555 nChanged 9 SP:Iteration 55Q (2429.712386 sec): 3 clusters Score: Raw -1339356.412680 + Penalty 3053.129303 = -1336303.283376 nChanged 11 SP:Iteration 56Q (2429.741068 sec): 3 clusters Score: Raw -1339357.957309 + Penalty 3053.129303 = -1336304.828006 nChanged 8 SP:Iteration 57Q (2429.769688 sec): 3 clusters Score: Raw -1339358.789157 + Penalty 3053.129303 = -1336305.659854 nChanged 5 SP:Iteration 58Q (2429.798327 sec): 3 clusters Score: Raw -1339359.497381 + Penalty 3053.129303 = -1336306.368078 nChanged 6 SP:Iteration 59Q (2429.826997 sec): 3 clusters Score: Raw -1339360.411321 + Penalty 3053.129303 = -1336307.282017 nChanged 7 SP:Iteration 60F (2429.858587 sec): 3 clusters Score: Raw -1339361.444900 + Penalty 3053.129303 = -1336308.315597 nChanged 9 SP:Iteration 61Q (2429.887254 sec): 3 clusters Score: Raw -1339363.597309 + Penalty 3053.129303 = -1336310.468006 nChanged 12 SP:Iteration 62Q (2429.915766 sec): 3 clusters Score: Raw -1339365.906031 + Penalty 3053.129303 = -1336312.776727 nChanged 15 SP:Iteration 63Q (2429.944360 sec): 3 clusters Score: Raw -1339368.475110 + Penalty 3053.129303 = -1336315.345806 nChanged 12 SP:Iteration 64Q (2429.973080 sec): 3 clusters Score: Raw -1339370.278776 + Penalty 3053.129303 = -1336317.149473 nChanged 12 SP:Iteration 65Q (2430.023847 sec): 3 clusters Score: Raw -1339372.595593 + Penalty 3053.129303 = -1336319.466290 nChanged 15 SP:Iteration 66Q (2430.052400 sec): 3 clusters Score: Raw -1339375.615104 + Penalty 3053.129303 = -1336322.485801 nChanged 9 SP:Iteration 67Q (2430.080864 sec): 3 clusters Score: Raw -1339376.962032 + Penalty 3053.129303 = -1336323.832729 nChanged 6 SP:Iteration 68Q (2430.109455 sec): 3 clusters Score: Raw -1339378.153421 + Penalty 3053.129303 = -1336325.024118 nChanged 6 SP:Iteration 69Q (2430.138095 sec): 3 clusters Score: Raw -1339379.248864 + Penalty 3053.129303 = -1336326.119561 nChanged 4 SP:Iteration 70Q (2430.166449 sec): 3 clusters Score: Raw -1339379.885985 + Penalty 3053.129303 = -1336326.756682 nChanged 4 SP:Iteration 71Q (2430.194928 sec): 3 clusters Score: Raw -1339380.450051 + Penalty 3053.129303 = -1336327.320748 nChanged 5 SP:Iteration 72Q (2430.223428 sec): 3 clusters Score: Raw -1339382.199385 + Penalty 3053.129303 = -1336329.070082 nChanged 6 SP:Iteration 73Q (2430.251851 sec): 3 clusters Score: Raw -1339383.148978 + Penalty 3053.129303 = -1336330.019675 nChanged 4 SP:Iteration 74Q (2430.280265 sec): 3 clusters Score: Raw -1339383.527790 + Penalty 3053.129303 = -1336330.398487 nChanged 4 SP:Iteration 75Q (2430.308572 sec): 3 clusters Score: Raw -1339383.933596 + Penalty 3053.129303 = -1336330.804292 nChanged 2 SP:Iteration 76Q (2430.336866 sec): 3 clusters Score: Raw -1339384.232478 + Penalty 3053.129303 = -1336331.103175 nChanged 2 SP:Iteration 77Q (2430.365363 sec): 3 clusters Score: Raw -1339384.665795 + Penalty 3053.129303 = -1336331.536492 nChanged 2 SP:Iteration 78Q (2430.393828 sec): 3 clusters Score: Raw -1339384.832141 + Penalty 3053.129303 = -1336331.702837 nChanged 1 SP:Iteration 79Q (2430.422273 sec): 3 clusters Score: Raw -1339384.876844 + Penalty 3053.129303 = -1336331.747541 nChanged 0 SP:Iteration 80F (2430.453673 sec): 3 clusters Score: Raw -1339384.876844 + Penalty 3053.129303 = -1336331.747541 nChanged 0 Trying to split cluster 5 (5350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2430.472482 sec): 2 clusters Score: Raw -595925.376279 + Penalty 1395.038424 = -594530.337855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2430.494228 sec): 3 clusters Score: Raw -593155.917166 + Penalty 2790.076848 = -590365.840318 nChanged 2166 SP:Iteration 1F (2430.515295 sec): 3 clusters Score: Raw -594407.140865 + Penalty 2790.076848 = -591617.064017 nChanged 394 SP:Iteration 2F (2430.536573 sec): 3 clusters Score: Raw -594631.451636 + Penalty 2790.076848 = -591841.374788 nChanged 320 SP:Iteration 3F (2430.557438 sec): 3 clusters Score: Raw -594846.587017 + Penalty 2790.076848 = -592056.510169 nChanged 317 SP:Iteration 4F (2430.578386 sec): 3 clusters Score: Raw -595083.752210 + Penalty 2790.076848 = -592293.675362 nChanged 326 SP:Iteration 5F (2430.599250 sec): 3 clusters Score: Raw -595350.370182 + Penalty 2790.076848 = -592560.293334 nChanged 298 SP:Iteration 6F (2430.620228 sec): 3 clusters Score: Raw -595567.336184 + Penalty 2790.076848 = -592777.259336 nChanged 262 SP:Iteration 7Q (2430.674617 sec): 3 clusters Score: Raw -595776.344603 + Penalty 2790.076848 = -592986.267755 nChanged 218 SP:Iteration 8Q (2430.695667 sec): 3 clusters Score: Raw -595982.297465 + Penalty 2790.076848 = -593192.220617 nChanged 177 SP:Iteration 9Q (2430.716526 sec): 3 clusters Score: Raw -596148.676807 + Penalty 2790.076848 = -593358.599959 nChanged 149 SP:Iteration 10Q (2430.737592 sec): 3 clusters Score: Raw -596268.652446 + Penalty 2790.076848 = -593478.575598 nChanged 107 SP:Iteration 11Q (2430.758311 sec): 3 clusters Score: Raw -596359.821016 + Penalty 2790.076848 = -593569.744168 nChanged 82 SP:Iteration 12Q (2430.778555 sec): 3 clusters Score: Raw -596419.442996 + Penalty 2790.076848 = -593629.366148 nChanged 59 SP:Iteration 13Q (2430.798785 sec): 3 clusters Score: Raw -596456.699406 + Penalty 2790.076848 = -593666.622558 nChanged 45 SP:Iteration 14Q (2430.818875 sec): 3 clusters Score: Raw -596480.915132 + Penalty 2790.076848 = -593690.838284 nChanged 31 SP:Iteration 15Q (2430.839057 sec): 3 clusters Score: Raw -596501.856406 + Penalty 2790.076848 = -593711.779558 nChanged 36 SP:Iteration 16Q (2430.859333 sec): 3 clusters Score: Raw -596533.433636 + Penalty 2790.076848 = -593743.356788 nChanged 36 SP:Iteration 17Q (2430.879259 sec): 3 clusters Score: Raw -596573.925513 + Penalty 2790.076848 = -593783.848665 nChanged 33 SP:Iteration 18Q (2430.899338 sec): 3 clusters Score: Raw -596601.946030 + Penalty 2790.076848 = -593811.869182 nChanged 25 SP:Iteration 19Q (2430.929384 sec): 3 clusters Score: Raw -596618.038648 + Penalty 2790.076848 = -593827.961800 nChanged 19 SP:Iteration 20F (2430.950564 sec): 3 clusters Score: Raw -596629.198063 + Penalty 2790.076848 = -593839.121215 nChanged 16 SP:Iteration 21Q (2430.970481 sec): 3 clusters Score: Raw -596637.119925 + Penalty 2790.076848 = -593847.043077 nChanged 18 SP:Iteration 22Q (2430.990535 sec): 3 clusters Score: Raw -596642.390798 + Penalty 2790.076848 = -593852.313950 nChanged 8 SP:Iteration 23Q (2431.010160 sec): 3 clusters Score: Raw -596645.282875 + Penalty 2790.076848 = -593855.206027 nChanged 6 SP:Iteration 24Q (2431.029838 sec): 3 clusters Score: Raw -596647.137942 + Penalty 2790.076848 = -593857.061094 nChanged 3 SP:Iteration 25Q (2431.049638 sec): 3 clusters Score: Raw -596648.198811 + Penalty 2790.076848 = -593858.121963 nChanged 3 SP:Iteration 26Q (2431.069358 sec): 3 clusters Score: Raw -596649.718936 + Penalty 2790.076848 = -593859.642088 nChanged 2 SP:Iteration 27Q (2431.089362 sec): 3 clusters Score: Raw -596650.188985 + Penalty 2790.076848 = -593860.112137 nChanged 3 SP:Iteration 28Q (2431.108874 sec): 3 clusters Score: Raw -596651.458983 + Penalty 2790.076848 = -593861.382135 nChanged 3 SP:Iteration 29Q (2431.128630 sec): 3 clusters Score: Raw -596652.022082 + Penalty 2790.076848 = -593861.945234 nChanged 0 SP:Iteration 30F (2431.149735 sec): 3 clusters Score: Raw -596652.022082 + Penalty 2790.076848 = -593861.945234 nChanged 0 Trying to split cluster 6 (3277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.166746 sec): 2 clusters Score: Raw -333585.235453 + Penalty 1315.386093 = -332269.849360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.183792 sec): 3 clusters Score: Raw -332075.617608 + Penalty 2630.772186 = -329444.845422 nChanged 1245 SP:Iteration 1F (2431.199795 sec): 3 clusters Score: Raw -332942.900836 + Penalty 2630.772186 = -330312.128650 nChanged 285 SP:Iteration 2F (2431.215954 sec): 3 clusters Score: Raw -333159.371027 + Penalty 2630.772186 = -330528.598841 nChanged 180 SP:Iteration 3F (2431.231960 sec): 3 clusters Score: Raw -333312.936783 + Penalty 2630.772186 = -330682.164597 nChanged 159 SP:Iteration 4Q (2431.248089 sec): 3 clusters Score: Raw -333475.143625 + Penalty 2630.772186 = -330844.371439 nChanged 166 SP:Iteration 5F (2431.264234 sec): 3 clusters Score: Raw -333662.882929 + Penalty 2630.772186 = -331032.110744 nChanged 171 SP:Iteration 6F (2431.280361 sec): 3 clusters Score: Raw -333842.922094 + Penalty 2630.772186 = -331212.149908 nChanged 158 SP:Iteration 7Q (2431.296403 sec): 3 clusters Score: Raw -334013.740547 + Penalty 2630.772186 = -331382.968362 nChanged 139 SP:Iteration 8Q (2431.312178 sec): 3 clusters Score: Raw -334146.184171 + Penalty 2630.772186 = -331515.411985 nChanged 111 SP:Iteration 9Q (2431.328053 sec): 3 clusters Score: Raw -334230.017593 + Penalty 2630.772186 = -331599.245407 nChanged 82 SP:Iteration 10Q (2431.343895 sec): 3 clusters Score: Raw -334277.672046 + Penalty 2630.772186 = -331646.899861 nChanged 53 SP:Iteration 11Q (2431.359769 sec): 3 clusters Score: Raw -334306.084860 + Penalty 2630.772186 = -331675.312674 nChanged 40 SP:Iteration 12Q (2431.375553 sec): 3 clusters Score: Raw -334323.880356 + Penalty 2630.772186 = -331693.108170 nChanged 28 SP:Iteration 13Q (2431.391355 sec): 3 clusters Score: Raw -334334.855879 + Penalty 2630.772186 = -331704.083693 nChanged 27 SP:Iteration 14Q (2431.407172 sec): 3 clusters Score: Raw -334343.225885 + Penalty 2630.772186 = -331712.453699 nChanged 14 SP:Iteration 15Q (2431.422990 sec): 3 clusters Score: Raw -334347.209148 + Penalty 2630.772186 = -331716.436962 nChanged 8 SP:Iteration 16Q (2431.438664 sec): 3 clusters Score: Raw -334349.341868 + Penalty 2630.772186 = -331718.569682 nChanged 8 SP:Iteration 17Q (2431.454507 sec): 3 clusters Score: Raw -334351.933598 + Penalty 2630.772186 = -331721.161412 nChanged 10 SP:Iteration 18Q (2431.470336 sec): 3 clusters Score: Raw -334355.044003 + Penalty 2630.772186 = -331724.271817 nChanged 7 SP:Iteration 19Q (2431.486012 sec): 3 clusters Score: Raw -334357.425149 + Penalty 2630.772186 = -331726.652963 nChanged 8 SP:Iteration 20F (2431.501969 sec): 3 clusters Score: Raw -334358.941555 + Penalty 2630.772186 = -331728.169369 nChanged 3 SP:Iteration 21Q (2431.517774 sec): 3 clusters Score: Raw -334359.604605 + Penalty 2630.772186 = -331728.832419 nChanged 3 SP:Iteration 22Q (2431.533486 sec): 3 clusters Score: Raw -334360.264857 + Penalty 2630.772186 = -331729.492671 nChanged 3 SP:Iteration 23Q (2431.549190 sec): 3 clusters Score: Raw -334360.949279 + Penalty 2630.772186 = -331730.177093 nChanged 2 SP:Iteration 24Q (2431.564797 sec): 3 clusters Score: Raw -334361.324886 + Penalty 2630.772186 = -331730.552700 nChanged 2 SP:Iteration 25Q (2431.580625 sec): 3 clusters Score: Raw -334361.647422 + Penalty 2630.772186 = -331730.875236 nChanged 0 SP:Iteration 26F (2431.596646 sec): 3 clusters Score: Raw -334361.647422 + Penalty 2630.772186 = -331730.875236 nChanged 0 Trying to split cluster 7 (13677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.624905 sec): 2 clusters Score: Raw -1567503.198105 + Penalty 1547.564016 = -1565955.634089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.658818 sec): 3 clusters Score: Raw -1559501.856896 + Penalty 3095.128032 = -1556406.728864 nChanged 6070 SP:Iteration 1F (2431.691130 sec): 3 clusters Score: Raw -1562939.388566 + Penalty 3095.128032 = -1559844.260534 nChanged 709 SP:Iteration 2F (2431.723623 sec): 3 clusters Score: Raw -1563206.464345 + Penalty 3095.128032 = -1560111.336312 nChanged 610 SP:Iteration 3Q (2431.756600 sec): 3 clusters Score: Raw -1563439.082304 + Penalty 3095.128032 = -1560343.954271 nChanged 564 SP:Iteration 4Q (2431.789333 sec): 3 clusters Score: Raw -1563705.194019 + Penalty 3095.128032 = -1560610.065987 nChanged 603 SP:Iteration 5Q (2431.822264 sec): 3 clusters Score: Raw -1564037.183478 + Penalty 3095.128032 = -1560942.055446 nChanged 622 SP:Iteration 6Q (2431.855074 sec): 3 clusters Score: Raw -1564461.144229 + Penalty 3095.128032 = -1561366.016197 nChanged 753 SP:Iteration 7F (2431.896225 sec): 3 clusters Score: Raw -1565003.101189 + Penalty 3095.128032 = -1561907.973157 nChanged 699 SP:Iteration 8F (2431.928390 sec): 3 clusters Score: Raw -1565476.730807 + Penalty 3095.128032 = -1562381.602775 nChanged 596 SP:Iteration 9Q (2431.960699 sec): 3 clusters Score: Raw -1565884.685945 + Penalty 3095.128032 = -1562789.557913 nChanged 546 SP:Iteration 10Q (2431.992555 sec): 3 clusters Score: Raw -1566259.717735 + Penalty 3095.128032 = -1563164.589702 nChanged 444 SP:Iteration 11Q (2432.023991 sec): 3 clusters Score: Raw -1566518.580143 + Penalty 3095.128032 = -1563423.452111 nChanged 337 SP:Iteration 12Q (2432.055324 sec): 3 clusters Score: Raw -1566700.615629 + Penalty 3095.128032 = -1563605.487597 nChanged 288 SP:Iteration 13Q (2432.086116 sec): 3 clusters Score: Raw -1566848.552875 + Penalty 3095.128032 = -1563753.424843 nChanged 243 SP:Iteration 14Q (2432.116729 sec): 3 clusters Score: Raw -1566969.862056 + Penalty 3095.128032 = -1563874.734023 nChanged 209 SP:Iteration 15Q (2432.146964 sec): 3 clusters Score: Raw -1567078.369226 + Penalty 3095.128032 = -1563983.241194 nChanged 201 SP:Iteration 16Q (2432.177119 sec): 3 clusters Score: Raw -1567181.212542 + Penalty 3095.128032 = -1564086.084509 nChanged 204 SP:Iteration 17Q (2432.207140 sec): 3 clusters Score: Raw -1567285.088163 + Penalty 3095.128032 = -1564189.960130 nChanged 181 SP:Iteration 18Q (2432.237073 sec): 3 clusters Score: Raw -1567381.318065 + Penalty 3095.128032 = -1564286.190032 nChanged 165 SP:Iteration 19Q (2432.266625 sec): 3 clusters Score: Raw -1567461.264613 + Penalty 3095.128032 = -1564366.136581 nChanged 130 SP:Iteration 20F (2432.299119 sec): 3 clusters Score: Raw -1567532.786203 + Penalty 3095.128032 = -1564437.658170 nChanged 124 SP:Iteration 21Q (2432.328439 sec): 3 clusters Score: Raw -1567599.169997 + Penalty 3095.128032 = -1564504.041964 nChanged 102 SP:Iteration 22Q (2432.357943 sec): 3 clusters Score: Raw -1567644.013426 + Penalty 3095.128032 = -1564548.885393 nChanged 77 SP:Iteration 23Q (2432.387165 sec): 3 clusters Score: Raw -1567676.227958 + Penalty 3095.128032 = -1564581.099926 nChanged 64 SP:Iteration 24Q (2432.416234 sec): 3 clusters Score: Raw -1567709.821777 + Penalty 3095.128032 = -1564614.693745 nChanged 56 SP:Iteration 25Q (2432.445191 sec): 3 clusters Score: Raw -1567735.016975 + Penalty 3095.128032 = -1564639.888943 nChanged 51 SP:Iteration 26Q (2432.474147 sec): 3 clusters Score: Raw -1567758.319863 + Penalty 3095.128032 = -1564663.191830 nChanged 47 SP:Iteration 27Q (2432.502930 sec): 3 clusters Score: Raw -1567778.887403 + Penalty 3095.128032 = -1564683.759370 nChanged 40 SP:Iteration 28Q (2432.531830 sec): 3 clusters Score: Raw -1567798.194007 + Penalty 3095.128032 = -1564703.065975 nChanged 35 SP:Iteration 29Q (2432.560523 sec): 3 clusters Score: Raw -1567814.621117 + Penalty 3095.128032 = -1564719.493085 nChanged 31 SP:Iteration 30Q (2432.589418 sec): 3 clusters Score: Raw -1567825.853054 + Penalty 3095.128032 = -1564730.725022 nChanged 27 SP:Iteration 31Q (2432.618143 sec): 3 clusters Score: Raw -1567835.510371 + Penalty 3095.128032 = -1564740.382339 nChanged 25 SP:Iteration 32Q (2432.646917 sec): 3 clusters Score: Raw -1567844.511296 + Penalty 3095.128032 = -1564749.383264 nChanged 25 SP:Iteration 33Q (2432.675693 sec): 3 clusters Score: Raw -1567853.546838 + Penalty 3095.128032 = -1564758.418806 nChanged 14 SP:Iteration 34Q (2432.704282 sec): 3 clusters Score: Raw -1567858.313539 + Penalty 3095.128032 = -1564763.185507 nChanged 12 SP:Iteration 35Q (2432.732956 sec): 3 clusters Score: Raw -1567862.434709 + Penalty 3095.128032 = -1564767.306676 nChanged 6 SP:Iteration 36Q (2432.761461 sec): 3 clusters Score: Raw -1567864.388297 + Penalty 3095.128032 = -1564769.260264 nChanged 7 SP:Iteration 37Q (2432.789938 sec): 3 clusters Score: Raw -1567867.057072 + Penalty 3095.128032 = -1564771.929040 nChanged 6 SP:Iteration 38Q (2432.818369 sec): 3 clusters Score: Raw -1567869.422512 + Penalty 3095.128032 = -1564774.294480 nChanged 3 SP:Iteration 39Q (2432.846873 sec): 3 clusters Score: Raw -1567870.365837 + Penalty 3095.128032 = -1564775.237805 nChanged 5 SP:Iteration 40F (2432.879182 sec): 3 clusters Score: Raw -1567872.710581 + Penalty 3095.128032 = -1564777.582549 nChanged 6 SP:Iteration 41Q (2432.907732 sec): 3 clusters Score: Raw -1567874.462179 + Penalty 3095.128032 = -1564779.334146 nChanged 5 SP:Iteration 42Q (2432.936326 sec): 3 clusters Score: Raw -1567876.102133 + Penalty 3095.128032 = -1564780.974101 nChanged 3 SP:Iteration 43Q (2432.964967 sec): 3 clusters Score: Raw -1567877.125540 + Penalty 3095.128032 = -1564781.997508 nChanged 4 SP:Iteration 44Q (2432.993374 sec): 3 clusters Score: Raw -1567877.987991 + Penalty 3095.128032 = -1564782.859959 nChanged 3 SP:Iteration 45Q (2433.021964 sec): 3 clusters Score: Raw -1567878.642194 + Penalty 3095.128032 = -1564783.514162 nChanged 1 SP:Iteration 46Q (2433.050520 sec): 3 clusters Score: Raw -1567879.162535 + Penalty 3095.128032 = -1564784.034503 nChanged 1 SP:Iteration 47Q (2433.079111 sec): 3 clusters Score: Raw -1567879.808495 + Penalty 3095.128032 = -1564784.680462 nChanged 0 SP:Iteration 48F (2433.111538 sec): 3 clusters Score: Raw -1567879.808495 + Penalty 3095.128032 = -1564784.680462 nChanged 0 Trying to split cluster 8 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2433.127598 sec): 2 clusters Score: Raw -272968.801175 + Penalty 1282.402007 = -271686.399168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2433.141725 sec): 3 clusters Score: Raw -271723.693061 + Penalty 2564.804014 = -269158.889047 nChanged 999 SP:Iteration 1F (2433.154936 sec): 3 clusters Score: Raw -272345.035873 + Penalty 2564.804014 = -269780.231859 nChanged 233 SP:Iteration 2F (2433.168145 sec): 3 clusters Score: Raw -272542.150626 + Penalty 2564.804014 = -269977.346612 nChanged 179 SP:Iteration 3F (2433.181378 sec): 3 clusters Score: Raw -272707.915814 + Penalty 2564.804014 = -270143.111799 nChanged 154 SP:Iteration 4F (2433.194534 sec): 3 clusters Score: Raw -272866.586354 + Penalty 2564.804014 = -270301.782339 nChanged 144 SP:Iteration 5F (2433.207611 sec): 3 clusters Score: Raw -273024.589644 + Penalty 2564.804014 = -270459.785630 nChanged 130 SP:Iteration 6Q (2433.220723 sec): 3 clusters Score: Raw -273161.001994 + Penalty 2564.804014 = -270596.197980 nChanged 125 SP:Iteration 7Q (2433.233844 sec): 3 clusters Score: Raw -273265.774223 + Penalty 2564.804014 = -270700.970208 nChanged 84 SP:Iteration 8Q (2433.246931 sec): 3 clusters Score: Raw -273323.510539 + Penalty 2564.804014 = -270758.706524 nChanged 71 SP:Iteration 9Q (2433.259809 sec): 3 clusters Score: Raw -273378.776510 + Penalty 2564.804014 = -270813.972496 nChanged 54 SP:Iteration 10Q (2433.272627 sec): 3 clusters Score: Raw -273424.623513 + Penalty 2564.804014 = -270859.819498 nChanged 65 SP:Iteration 11Q (2433.285652 sec): 3 clusters Score: Raw -273465.373950 + Penalty 2564.804014 = -270900.569936 nChanged 56 SP:Iteration 12Q (2433.298483 sec): 3 clusters Score: Raw -273500.668998 + Penalty 2564.804014 = -270935.864984 nChanged 59 SP:Iteration 13Q (2433.311468 sec): 3 clusters Score: Raw -273533.512076 + Penalty 2564.804014 = -270968.708061 nChanged 31 SP:Iteration 14Q (2433.324321 sec): 3 clusters Score: Raw -273553.988171 + Penalty 2564.804014 = -270989.184157 nChanged 26 SP:Iteration 15Q (2433.337257 sec): 3 clusters Score: Raw -273574.029735 + Penalty 2564.804014 = -271009.225721 nChanged 37 SP:Iteration 16Q (2433.350076 sec): 3 clusters Score: Raw -273599.813156 + Penalty 2564.804014 = -271035.009142 nChanged 32 SP:Iteration 17Q (2433.363013 sec): 3 clusters Score: Raw -273622.506892 + Penalty 2564.804014 = -271057.702878 nChanged 26 SP:Iteration 18Q (2433.375811 sec): 3 clusters Score: Raw -273636.879181 + Penalty 2564.804014 = -271072.075166 nChanged 18 SP:Iteration 19Q (2433.388593 sec): 3 clusters Score: Raw -273651.774528 + Penalty 2564.804014 = -271086.970514 nChanged 17 SP:Iteration 20F (2433.401733 sec): 3 clusters Score: Raw -273658.951604 + Penalty 2564.804014 = -271094.147590 nChanged 9 SP:Iteration 21Q (2433.414512 sec): 3 clusters Score: Raw -273666.224217 + Penalty 2564.804014 = -271101.420203 nChanged 12 SP:Iteration 22Q (2433.427404 sec): 3 clusters Score: Raw -273671.689964 + Penalty 2564.804014 = -271106.885949 nChanged 7 SP:Iteration 23Q (2433.440381 sec): 3 clusters Score: Raw -273673.886109 + Penalty 2564.804014 = -271109.082094 nChanged 8 SP:Iteration 24Q (2433.453221 sec): 3 clusters Score: Raw -273677.664894 + Penalty 2564.804014 = -271112.860880 nChanged 8 SP:Iteration 25Q (2433.466167 sec): 3 clusters Score: Raw -273683.341560 + Penalty 2564.804014 = -271118.537546 nChanged 8 SP:Iteration 26Q (2433.479064 sec): 3 clusters Score: Raw -273685.907758 + Penalty 2564.804014 = -271121.103744 nChanged 4 SP:Iteration 27Q (2433.491987 sec): 3 clusters Score: Raw -273687.128534 + Penalty 2564.804014 = -271122.324520 nChanged 4 SP:Iteration 28Q (2433.504848 sec): 3 clusters Score: Raw -273688.078735 + Penalty 2564.804014 = -271123.274721 nChanged 0 SP:Iteration 29F (2433.517810 sec): 3 clusters Score: Raw -273688.078735 + Penalty 2564.804014 = -271123.274721 nChanged 0 Trying to split cluster 9 (41649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2433.580081 sec): 2 clusters Score: Raw -4603895.502861 + Penalty 1728.517804 = -4602166.985057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2433.659069 sec): 3 clusters Score: Raw -4577392.950229 + Penalty 3457.035607 = -4573935.914622 nChanged 19692 SP:Iteration 1F (2433.731983 sec): 3 clusters Score: Raw -4588797.444566 + Penalty 3457.035607 = -4585340.408959 nChanged 1887 SP:Iteration 2Q (2433.808063 sec): 3 clusters Score: Raw -4589400.974920 + Penalty 3457.035607 = -4585943.939312 nChanged 1882 SP:Iteration 3Q (2433.883703 sec): 3 clusters Score: Raw -4590087.304631 + Penalty 3457.035607 = -4586630.269024 nChanged 2008 SP:Iteration 4Q (2433.959163 sec): 3 clusters Score: Raw -4590932.494947 + Penalty 3457.035607 = -4587475.459340 nChanged 2223 SP:Iteration 5F (2434.031518 sec): 3 clusters Score: Raw -4592097.273463 + Penalty 3457.035607 = -4588640.237855 nChanged 2438 SP:Iteration 6F (2434.103962 sec): 3 clusters Score: Raw -4593683.732234 + Penalty 3457.035607 = -4590226.696627 nChanged 2544 SP:Iteration 7F (2434.176528 sec): 3 clusters Score: Raw -4595650.844755 + Penalty 3457.035607 = -4592193.809148 nChanged 2395 SP:Iteration 8F (2434.249293 sec): 3 clusters Score: Raw -4597622.731769 + Penalty 3457.035607 = -4594165.696162 nChanged 2009 SP:Iteration 9Q (2434.323586 sec): 3 clusters Score: Raw -4599287.046159 + Penalty 3457.035607 = -4595830.010552 nChanged 1554 SP:Iteration 10Q (2434.394960 sec): 3 clusters Score: Raw -4600511.817830 + Penalty 3457.035607 = -4597054.782223 nChanged 1172 SP:Iteration 11Q (2434.463179 sec): 3 clusters Score: Raw -4601340.961137 + Penalty 3457.035607 = -4597883.925530 nChanged 928 SP:Iteration 12Q (2434.529690 sec): 3 clusters Score: Raw -4601945.967332 + Penalty 3457.035607 = -4598488.931725 nChanged 704 SP:Iteration 13Q (2434.594773 sec): 3 clusters Score: Raw -4602366.553336 + Penalty 3457.035607 = -4598909.517729 nChanged 560 SP:Iteration 14Q (2434.659329 sec): 3 clusters Score: Raw -4602687.856310 + Penalty 3457.035607 = -4599230.820703 nChanged 466 SP:Iteration 15Q (2434.721897 sec): 3 clusters Score: Raw -4602952.799231 + Penalty 3457.035607 = -4599495.763623 nChanged 419 SP:Iteration 16Q (2434.784114 sec): 3 clusters Score: Raw -4603195.183714 + Penalty 3457.035607 = -4599738.148107 nChanged 328 SP:Iteration 17Q (2434.846003 sec): 3 clusters Score: Raw -4603389.337270 + Penalty 3457.035607 = -4599932.301663 nChanged 272 SP:Iteration 18Q (2434.907344 sec): 3 clusters Score: Raw -4603544.273479 + Penalty 3457.035607 = -4600087.237872 nChanged 215 SP:Iteration 19Q (2434.968596 sec): 3 clusters Score: Raw -4603671.723460 + Penalty 3457.035607 = -4600214.687852 nChanged 178 SP:Iteration 20F (2435.041102 sec): 3 clusters Score: Raw -4603769.137916 + Penalty 3457.035607 = -4600312.102309 nChanged 142 SP:Iteration 21Q (2435.100275 sec): 3 clusters Score: Raw -4603843.016507 + Penalty 3457.035607 = -4600385.980899 nChanged 128 SP:Iteration 22Q (2435.159951 sec): 3 clusters Score: Raw -4603914.942478 + Penalty 3457.035607 = -4600457.906871 nChanged 99 SP:Iteration 23Q (2435.219605 sec): 3 clusters Score: Raw -4603969.986956 + Penalty 3457.035607 = -4600512.951348 nChanged 76 SP:Iteration 24Q (2435.279018 sec): 3 clusters Score: Raw -4604017.476965 + Penalty 3457.035607 = -4600560.441358 nChanged 69 SP:Iteration 25Q (2435.361727 sec): 3 clusters Score: Raw -4604058.592359 + Penalty 3457.035607 = -4600601.556751 nChanged 45 SP:Iteration 26Q (2435.420221 sec): 3 clusters Score: Raw -4604084.187030 + Penalty 3457.035607 = -4600627.151423 nChanged 37 SP:Iteration 27Q (2435.479447 sec): 3 clusters Score: Raw -4604105.643152 + Penalty 3457.035607 = -4600648.607545 nChanged 30 SP:Iteration 28Q (2435.538535 sec): 3 clusters Score: Raw -4604120.073481 + Penalty 3457.035607 = -4600663.037874 nChanged 18 SP:Iteration 29Q (2435.597299 sec): 3 clusters Score: Raw -4604127.568270 + Penalty 3457.035607 = -4600670.532663 nChanged 20 SP:Iteration 30Q (2435.656278 sec): 3 clusters Score: Raw -4604137.062328 + Penalty 3457.035607 = -4600680.026720 nChanged 16 SP:Iteration 31Q (2435.715287 sec): 3 clusters Score: Raw -4604144.003845 + Penalty 3457.035607 = -4600686.968238 nChanged 8 SP:Iteration 32Q (2435.774287 sec): 3 clusters Score: Raw -4604148.423110 + Penalty 3457.035607 = -4600691.387503 nChanged 6 SP:Iteration 33Q (2435.835645 sec): 3 clusters Score: Raw -4604151.280814 + Penalty 3457.035607 = -4600694.245207 nChanged 4 SP:Iteration 34Q (2435.894501 sec): 3 clusters Score: Raw -4604153.344986 + Penalty 3457.035607 = -4600696.309379 nChanged 6 SP:Iteration 35Q (2435.953716 sec): 3 clusters Score: Raw -4604155.541418 + Penalty 3457.035607 = -4600698.505810 nChanged 2 SP:Iteration 36Q (2436.012837 sec): 3 clusters Score: Raw -4604156.246412 + Penalty 3457.035607 = -4600699.210804 nChanged 2 SP:Iteration 37Q (2436.072050 sec): 3 clusters Score: Raw -4604156.830113 + Penalty 3457.035607 = -4600699.794505 nChanged 4 SP:Iteration 38Q (2436.131361 sec): 3 clusters Score: Raw -4604158.668929 + Penalty 3457.035607 = -4600701.633321 nChanged 3 SP:Iteration 39Q (2436.190267 sec): 3 clusters Score: Raw -4604159.601000 + Penalty 3457.035607 = -4600702.565393 nChanged 2 SP:Iteration 40F (2436.263188 sec): 3 clusters Score: Raw -4604160.612460 + Penalty 3457.035607 = -4600703.576852 nChanged 3 SP:Iteration 41Q (2436.321128 sec): 3 clusters Score: Raw -4604161.599867 + Penalty 3457.035607 = -4600704.564260 nChanged 3 SP:Iteration 42Q (2436.379855 sec): 3 clusters Score: Raw -4604162.703503 + Penalty 3457.035607 = -4600705.667896 nChanged 1 SP:Iteration 43Q (2436.439342 sec): 3 clusters Score: Raw -4604163.780651 + Penalty 3457.035607 = -4600706.745043 nChanged 4 SP:Iteration 44Q (2436.503883 sec): 3 clusters Score: Raw -4604165.957792 + Penalty 3457.035607 = -4600708.922184 nChanged 2 SP:Iteration 45Q (2436.563127 sec): 3 clusters Score: Raw -4604167.232720 + Penalty 3457.035607 = -4600710.197113 nChanged 1 SP:Iteration 46Q (2436.622041 sec): 3 clusters Score: Raw -4604167.556383 + Penalty 3457.035607 = -4600710.520775 nChanged 2 SP:Iteration 47Q (2436.681317 sec): 3 clusters Score: Raw -4604168.153672 + Penalty 3457.035607 = -4600711.118065 nChanged 3 SP:Iteration 48Q (2436.740179 sec): 3 clusters Score: Raw -4604169.190373 + Penalty 3457.035607 = -4600712.154766 nChanged 3 SP:Iteration 49Q (2436.799330 sec): 3 clusters Score: Raw -4604170.410771 + Penalty 3457.035607 = -4600713.375164 nChanged 6 SP:Iteration 50Q (2436.858674 sec): 3 clusters Score: Raw -4604173.960569 + Penalty 3457.035607 = -4600716.924961 nChanged 7 SP:Iteration 51Q (2436.917575 sec): 3 clusters Score: Raw -4604177.230702 + Penalty 3457.035607 = -4600720.195095 nChanged 3 SP:Iteration 52Q (2436.976489 sec): 3 clusters Score: Raw -4604178.648639 + Penalty 3457.035607 = -4600721.613032 nChanged 3 SP:Iteration 53Q (2437.035652 sec): 3 clusters Score: Raw -4604180.550869 + Penalty 3457.035607 = -4600723.515262 nChanged 3 SP:Iteration 54Q (2437.094324 sec): 3 clusters Score: Raw -4604182.001334 + Penalty 3457.035607 = -4600724.965727 nChanged 4 SP:Iteration 55Q (2437.153492 sec): 3 clusters Score: Raw -4604184.258793 + Penalty 3457.035607 = -4600727.223186 nChanged 6 SP:Iteration 56Q (2437.225232 sec): 3 clusters Score: Raw -4604189.085053 + Penalty 3457.035607 = -4600732.049445 nChanged 7 SP:Iteration 57Q (2437.329471 sec): 3 clusters Score: Raw -4604192.829886 + Penalty 3457.035607 = -4600735.794279 nChanged 8 SP:Iteration 58Q (2437.426776 sec): 3 clusters Score: Raw -4604197.435272 + Penalty 3457.035607 = -4600740.399665 nChanged 6 SP:Iteration 59Q (2437.481771 sec): 3 clusters Score: Raw -4604199.789047 + Penalty 3457.035607 = -4600742.753440 nChanged 4 SP:Iteration 60F (2437.554789 sec): 3 clusters Score: Raw -4604201.884172 + Penalty 3457.035607 = -4600744.848564 nChanged 4 SP:Iteration 61Q (2437.613107 sec): 3 clusters Score: Raw -4604205.120986 + Penalty 3457.035607 = -4600748.085379 nChanged 5 SP:Iteration 62Q (2437.672218 sec): 3 clusters Score: Raw -4604208.443656 + Penalty 3457.035607 = -4600751.408049 nChanged 2 SP:Iteration 63Q (2437.731736 sec): 3 clusters Score: Raw -4604209.934137 + Penalty 3457.035607 = -4600752.898530 nChanged 4 SP:Iteration 64Q (2437.790536 sec): 3 clusters Score: Raw -4604211.629539 + Penalty 3457.035607 = -4600754.593932 nChanged 3 SP:Iteration 65Q (2437.849182 sec): 3 clusters Score: Raw -4604213.337890 + Penalty 3457.035607 = -4600756.302282 nChanged 2 SP:Iteration 66Q (2437.907983 sec): 3 clusters Score: Raw -4604214.165713 + Penalty 3457.035607 = -4600757.130106 nChanged 3 SP:Iteration 67Q (2437.967022 sec): 3 clusters Score: Raw -4604215.505121 + Penalty 3457.035607 = -4600758.469514 nChanged 4 SP:Iteration 68Q (2438.025385 sec): 3 clusters Score: Raw -4604217.262231 + Penalty 3457.035607 = -4600760.226623 nChanged 5 SP:Iteration 69Q (2438.084288 sec): 3 clusters Score: Raw -4604220.197832 + Penalty 3457.035607 = -4600763.162225 nChanged 5 SP:Iteration 70Q (2438.143253 sec): 3 clusters Score: Raw -4604222.457945 + Penalty 3457.035607 = -4600765.422338 nChanged 5 SP:Iteration 71Q (2438.201751 sec): 3 clusters Score: Raw -4604224.931056 + Penalty 3457.035607 = -4600767.895448 nChanged 2 SP:Iteration 72Q (2438.260536 sec): 3 clusters Score: Raw -4604225.354819 + Penalty 3457.035607 = -4600768.319212 nChanged 2 SP:Iteration 73Q (2438.319276 sec): 3 clusters Score: Raw -4604226.778226 + Penalty 3457.035607 = -4600769.742619 nChanged 4 SP:Iteration 74Q (2438.377941 sec): 3 clusters Score: Raw -4604229.157336 + Penalty 3457.035607 = -4600772.121728 nChanged 3 SP:Iteration 75Q (2438.436763 sec): 3 clusters Score: Raw -4604230.747199 + Penalty 3457.035607 = -4600773.711592 nChanged 3 SP:Iteration 76Q (2438.496059 sec): 3 clusters Score: Raw -4604232.265585 + Penalty 3457.035607 = -4600775.229978 nChanged 1 SP:Iteration 77Q (2438.554838 sec): 3 clusters Score: Raw -4604232.759086 + Penalty 3457.035607 = -4600775.723479 nChanged 1 SP:Iteration 78Q (2438.613748 sec): 3 clusters Score: Raw -4604233.062126 + Penalty 3457.035607 = -4600776.026518 nChanged 0 SP:Iteration 79F (2438.686941 sec): 3 clusters Score: Raw -4604233.062126 + Penalty 3457.035607 = -4600776.026518 nChanged 0 Trying to split cluster 10 (15550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2438.710183 sec): 2 clusters Score: Raw -1789640.640788 + Penalty 1568.420087 = -1788072.220702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2438.746808 sec): 3 clusters Score: Raw -1780389.301303 + Penalty 3136.840173 = -1777252.461129 nChanged 6913 SP:Iteration 1F (2438.781644 sec): 3 clusters Score: Raw -1784170.645459 + Penalty 3136.840173 = -1781033.805286 nChanged 796 SP:Iteration 2F (2438.817500 sec): 3 clusters Score: Raw -1784496.784671 + Penalty 3136.840173 = -1781359.944498 nChanged 759 SP:Iteration 3Q (2438.853068 sec): 3 clusters Score: Raw -1784841.065589 + Penalty 3136.840173 = -1781704.225416 nChanged 808 SP:Iteration 4F (2438.888014 sec): 3 clusters Score: Raw -1785228.833102 + Penalty 3136.840173 = -1782091.992929 nChanged 827 SP:Iteration 5F (2438.922966 sec): 3 clusters Score: Raw -1785671.289951 + Penalty 3136.840173 = -1782534.449778 nChanged 873 SP:Iteration 6F (2438.957975 sec): 3 clusters Score: Raw -1786198.825786 + Penalty 3136.840173 = -1783061.985613 nChanged 937 SP:Iteration 7F (2438.992982 sec): 3 clusters Score: Raw -1786860.523975 + Penalty 3136.840173 = -1783723.683801 nChanged 968 SP:Iteration 8F (2439.027889 sec): 3 clusters Score: Raw -1787634.276794 + Penalty 3136.840173 = -1784497.436621 nChanged 884 SP:Iteration 9F (2439.072552 sec): 3 clusters Score: Raw -1788398.222918 + Penalty 3136.840173 = -1785261.382745 nChanged 660 SP:Iteration 10Q (2439.107033 sec): 3 clusters Score: Raw -1789002.399947 + Penalty 3136.840173 = -1785865.559773 nChanged 411 SP:Iteration 11Q (2439.140669 sec): 3 clusters Score: Raw -1789373.299102 + Penalty 3136.840173 = -1786236.458929 nChanged 232 SP:Iteration 12Q (2439.172809 sec): 3 clusters Score: Raw -1789599.554157 + Penalty 3136.840173 = -1786462.713984 nChanged 112 SP:Iteration 13Q (2439.204229 sec): 3 clusters Score: Raw -1789719.328471 + Penalty 3136.840173 = -1786582.488298 nChanged 55 SP:Iteration 14Q (2439.234821 sec): 3 clusters Score: Raw -1789772.643689 + Penalty 3136.840173 = -1786635.803516 nChanged 36 SP:Iteration 15Q (2439.265292 sec): 3 clusters Score: Raw -1789809.380874 + Penalty 3136.840173 = -1786672.540701 nChanged 24 SP:Iteration 16Q (2439.295385 sec): 3 clusters Score: Raw -1789835.579498 + Penalty 3136.840173 = -1786698.739325 nChanged 17 SP:Iteration 17Q (2439.325450 sec): 3 clusters Score: Raw -1789858.352240 + Penalty 3136.840173 = -1786721.512067 nChanged 16 SP:Iteration 18Q (2439.355571 sec): 3 clusters Score: Raw -1789871.323526 + Penalty 3136.840173 = -1786734.483353 nChanged 6 SP:Iteration 19Q (2439.385511 sec): 3 clusters Score: Raw -1789877.572996 + Penalty 3136.840173 = -1786740.732822 nChanged 2 SP:Iteration 20F (2439.420267 sec): 3 clusters Score: Raw -1789880.526855 + Penalty 3136.840173 = -1786743.686681 nChanged 1 SP:Iteration 21Q (2439.450290 sec): 3 clusters Score: Raw -1789881.138929 + Penalty 3136.840173 = -1786744.298756 nChanged 1 SP:Iteration 22Q (2439.480296 sec): 3 clusters Score: Raw -1789882.096283 + Penalty 3136.840173 = -1786745.256110 nChanged 1 SP:Iteration 23Q (2439.510322 sec): 3 clusters Score: Raw -1789882.429995 + Penalty 3136.840173 = -1786745.589822 nChanged 0 SP:Iteration 24F (2439.545372 sec): 3 clusters Score: Raw -1789882.429995 + Penalty 3136.840173 = -1786745.589822 nChanged 0 Trying to split cluster 11 (35314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2439.598012 sec): 2 clusters Score: Raw -3773622.088458 + Penalty 1701.705649 = -3771920.382809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2439.666512 sec): 3 clusters Score: Raw -3751499.170331 + Penalty 3403.411299 = -3748095.759032 nChanged 16413 SP:Iteration 1F (2439.730406 sec): 3 clusters Score: Raw -3760966.572786 + Penalty 3403.411299 = -3757563.161488 nChanged 1583 SP:Iteration 2Q (2439.796721 sec): 3 clusters Score: Raw -3761490.929838 + Penalty 3403.411299 = -3758087.518540 nChanged 1556 SP:Iteration 3Q (2439.862428 sec): 3 clusters Score: Raw -3762101.823495 + Penalty 3403.411299 = -3758698.412196 nChanged 1611 SP:Iteration 4Q (2439.928117 sec): 3 clusters Score: Raw -3762854.398369 + Penalty 3403.411299 = -3759450.987070 nChanged 1841 SP:Iteration 5F (2439.991182 sec): 3 clusters Score: Raw -3763843.545209 + Penalty 3403.411299 = -3760440.133910 nChanged 2022 SP:Iteration 6F (2440.055067 sec): 3 clusters Score: Raw -3765200.238743 + Penalty 3403.411299 = -3761796.827445 nChanged 2218 SP:Iteration 7F (2440.118362 sec): 3 clusters Score: Raw -3766963.836498 + Penalty 3403.411299 = -3763560.425200 nChanged 2153 SP:Iteration 8F (2440.182261 sec): 3 clusters Score: Raw -3768717.193863 + Penalty 3403.411299 = -3765313.782564 nChanged 1858 SP:Iteration 9F (2440.246075 sec): 3 clusters Score: Raw -3769965.138567 + Penalty 3403.411299 = -3766561.727268 nChanged 1292 SP:Iteration 10Q (2440.309709 sec): 3 clusters Score: Raw -3770564.351084 + Penalty 3403.411299 = -3767160.939785 nChanged 843 SP:Iteration 11Q (2440.372110 sec): 3 clusters Score: Raw -3770871.880776 + Penalty 3403.411299 = -3767468.469477 nChanged 639 SP:Iteration 12Q (2440.434285 sec): 3 clusters Score: Raw -3771113.737963 + Penalty 3403.411299 = -3767710.326665 nChanged 594 SP:Iteration 13Q (2440.496613 sec): 3 clusters Score: Raw -3771343.417223 + Penalty 3403.411299 = -3767940.005925 nChanged 544 SP:Iteration 14Q (2440.558220 sec): 3 clusters Score: Raw -3771555.179159 + Penalty 3403.411299 = -3768151.767860 nChanged 529 SP:Iteration 15Q (2440.619543 sec): 3 clusters Score: Raw -3771769.762832 + Penalty 3403.411299 = -3768366.351533 nChanged 500 SP:Iteration 16Q (2440.680871 sec): 3 clusters Score: Raw -3771969.960130 + Penalty 3403.411299 = -3768566.548831 nChanged 463 SP:Iteration 17Q (2440.741987 sec): 3 clusters Score: Raw -3772180.128733 + Penalty 3403.411299 = -3768776.717435 nChanged 449 SP:Iteration 18Q (2440.802331 sec): 3 clusters Score: Raw -3772394.469195 + Penalty 3403.411299 = -3768991.057896 nChanged 434 SP:Iteration 19Q (2440.862361 sec): 3 clusters Score: Raw -3772612.502410 + Penalty 3403.411299 = -3769209.091112 nChanged 442 SP:Iteration 20F (2440.925478 sec): 3 clusters Score: Raw -3772816.865839 + Penalty 3403.411299 = -3769413.454540 nChanged 419 SP:Iteration 21Q (2440.984921 sec): 3 clusters Score: Raw -3772991.285158 + Penalty 3403.411299 = -3769587.873859 nChanged 362 SP:Iteration 22Q (2441.043613 sec): 3 clusters Score: Raw -3773127.931518 + Penalty 3403.411299 = -3769724.520219 nChanged 313 SP:Iteration 23Q (2441.101830 sec): 3 clusters Score: Raw -3773223.195624 + Penalty 3403.411299 = -3769819.784325 nChanged 244 SP:Iteration 24Q (2441.160109 sec): 3 clusters Score: Raw -3773287.485421 + Penalty 3403.411299 = -3769884.074123 nChanged 213 SP:Iteration 25Q (2441.218318 sec): 3 clusters Score: Raw -3773342.266781 + Penalty 3403.411299 = -3769938.855483 nChanged 199 SP:Iteration 26Q (2441.276516 sec): 3 clusters Score: Raw -3773385.854366 + Penalty 3403.411299 = -3769982.443068 nChanged 163 SP:Iteration 27Q (2441.333997 sec): 3 clusters Score: Raw -3773418.490717 + Penalty 3403.411299 = -3770015.079418 nChanged 145 SP:Iteration 28Q (2441.391514 sec): 3 clusters Score: Raw -3773443.850985 + Penalty 3403.411299 = -3770040.439686 nChanged 112 SP:Iteration 29Q (2441.448964 sec): 3 clusters Score: Raw -3773459.401686 + Penalty 3403.411299 = -3770055.990387 nChanged 87 SP:Iteration 30Q (2441.505939 sec): 3 clusters Score: Raw -3773471.071277 + Penalty 3403.411299 = -3770067.659979 nChanged 88 SP:Iteration 31Q (2441.562768 sec): 3 clusters Score: Raw -3773481.868131 + Penalty 3403.411299 = -3770078.456832 nChanged 75 SP:Iteration 32Q (2441.620077 sec): 3 clusters Score: Raw -3773489.238967 + Penalty 3403.411299 = -3770085.827668 nChanged 62 SP:Iteration 33Q (2441.677011 sec): 3 clusters Score: Raw -3773495.828062 + Penalty 3403.411299 = -3770092.416764 nChanged 61 SP:Iteration 34Q (2441.733993 sec): 3 clusters Score: Raw -3773501.887165 + Penalty 3403.411299 = -3770098.475866 nChanged 56 SP:Iteration 35Q (2441.791415 sec): 3 clusters Score: Raw -3773507.628100 + Penalty 3403.411299 = -3770104.216801 nChanged 54 SP:Iteration 36Q (2441.848197 sec): 3 clusters Score: Raw -3773513.011451 + Penalty 3403.411299 = -3770109.600153 nChanged 47 SP:Iteration 37Q (2441.905167 sec): 3 clusters Score: Raw -3773516.955809 + Penalty 3403.411299 = -3770113.544510 nChanged 44 SP:Iteration 38Q (2441.962075 sec): 3 clusters Score: Raw -3773520.707185 + Penalty 3403.411299 = -3770117.295886 nChanged 34 SP:Iteration 39Q (2442.018986 sec): 3 clusters Score: Raw -3773523.128840 + Penalty 3403.411299 = -3770119.717542 nChanged 33 SP:Iteration 40F (2442.106690 sec): 3 clusters Score: Raw -3773525.946929 + Penalty 3403.411299 = -3770122.535630 nChanged 37 SP:Iteration 41Q (2442.162263 sec): 3 clusters Score: Raw -3773528.786434 + Penalty 3403.411299 = -3770125.375136 nChanged 36 SP:Iteration 42Q (2442.219343 sec): 3 clusters Score: Raw -3773531.639776 + Penalty 3403.411299 = -3770128.228477 nChanged 32 SP:Iteration 43Q (2442.276346 sec): 3 clusters Score: Raw -3773533.982745 + Penalty 3403.411299 = -3770130.571447 nChanged 27 SP:Iteration 44Q (2442.333117 sec): 3 clusters Score: Raw -3773535.892115 + Penalty 3403.411299 = -3770132.480816 nChanged 27 SP:Iteration 45Q (2442.390043 sec): 3 clusters Score: Raw -3773537.838897 + Penalty 3403.411299 = -3770134.427598 nChanged 24 SP:Iteration 46Q (2442.446906 sec): 3 clusters Score: Raw -3773539.554713 + Penalty 3403.411299 = -3770136.143414 nChanged 30 SP:Iteration 47Q (2442.503792 sec): 3 clusters Score: Raw -3773541.946252 + Penalty 3403.411299 = -3770138.534953 nChanged 28 SP:Iteration 48Q (2442.560799 sec): 3 clusters Score: Raw -3773544.374688 + Penalty 3403.411299 = -3770140.963390 nChanged 29 SP:Iteration 49Q (2442.617464 sec): 3 clusters Score: Raw -3773546.442221 + Penalty 3403.411299 = -3770143.030923 nChanged 23 SP:Iteration 50Q (2442.674256 sec): 3 clusters Score: Raw -3773548.072708 + Penalty 3403.411299 = -3770144.661410 nChanged 26 SP:Iteration 51Q (2442.760816 sec): 3 clusters Score: Raw -3773549.925766 + Penalty 3403.411299 = -3770146.514467 nChanged 25 SP:Iteration 52Q (2442.817394 sec): 3 clusters Score: Raw -3773551.965056 + Penalty 3403.411299 = -3770148.553758 nChanged 25 SP:Iteration 53Q (2442.874024 sec): 3 clusters Score: Raw -3773553.580984 + Penalty 3403.411299 = -3770150.169685 nChanged 18 SP:Iteration 54Q (2442.930954 sec): 3 clusters Score: Raw -3773555.094323 + Penalty 3403.411299 = -3770151.683025 nChanged 17 SP:Iteration 55Q (2442.987924 sec): 3 clusters Score: Raw -3773556.538766 + Penalty 3403.411299 = -3770153.127468 nChanged 19 SP:Iteration 56Q (2443.044730 sec): 3 clusters Score: Raw -3773558.095195 + Penalty 3403.411299 = -3770154.683896 nChanged 17 SP:Iteration 57Q (2443.101185 sec): 3 clusters Score: Raw -3773559.657038 + Penalty 3403.411299 = -3770156.245740 nChanged 19 SP:Iteration 58Q (2443.157776 sec): 3 clusters Score: Raw -3773560.880265 + Penalty 3403.411299 = -3770157.468966 nChanged 17 SP:Iteration 59Q (2443.214671 sec): 3 clusters Score: Raw -3773562.002659 + Penalty 3403.411299 = -3770158.591360 nChanged 15 SP:Iteration 60F (2443.288465 sec): 3 clusters Score: Raw -3773562.810378 + Penalty 3403.411299 = -3770159.399080 nChanged 10 SP:Iteration 61Q (2443.345374 sec): 3 clusters Score: Raw -3773563.378805 + Penalty 3403.411299 = -3770159.967506 nChanged 15 SP:Iteration 62Q (2443.402734 sec): 3 clusters Score: Raw -3773564.554461 + Penalty 3403.411299 = -3770161.143162 nChanged 17 SP:Iteration 63Q (2443.461007 sec): 3 clusters Score: Raw -3773565.560139 + Penalty 3403.411299 = -3770162.148840 nChanged 11 SP:Iteration 64Q (2443.518641 sec): 3 clusters Score: Raw -3773566.020954 + Penalty 3403.411299 = -3770162.609655 nChanged 11 SP:Iteration 65Q (2443.575423 sec): 3 clusters Score: Raw -3773566.703473 + Penalty 3403.411299 = -3770163.292174 nChanged 8 SP:Iteration 66Q (2443.633062 sec): 3 clusters Score: Raw -3773567.348859 + Penalty 3403.411299 = -3770163.937560 nChanged 7 SP:Iteration 67Q (2443.690160 sec): 3 clusters Score: Raw -3773567.812784 + Penalty 3403.411299 = -3770164.401485 nChanged 7 SP:Iteration 68Q (2443.747042 sec): 3 clusters Score: Raw -3773568.278248 + Penalty 3403.411299 = -3770164.866949 nChanged 8 SP:Iteration 69Q (2443.804365 sec): 3 clusters Score: Raw -3773568.656955 + Penalty 3403.411299 = -3770165.245657 nChanged 10 SP:Iteration 70Q (2443.861394 sec): 3 clusters Score: Raw -3773569.111224 + Penalty 3403.411299 = -3770165.699926 nChanged 9 SP:Iteration 71Q (2443.918584 sec): 3 clusters Score: Raw -3773569.693400 + Penalty 3403.411299 = -3770166.282102 nChanged 12 SP:Iteration 72Q (2443.975391 sec): 3 clusters Score: Raw -3773570.331153 + Penalty 3403.411299 = -3770166.919854 nChanged 7 SP:Iteration 73Q (2444.032645 sec): 3 clusters Score: Raw -3773570.701236 + Penalty 3403.411299 = -3770167.289937 nChanged 5 SP:Iteration 74Q (2444.089517 sec): 3 clusters Score: Raw -3773570.992363 + Penalty 3403.411299 = -3770167.581064 nChanged 9 SP:Iteration 75Q (2444.146532 sec): 3 clusters Score: Raw -3773571.711380 + Penalty 3403.411299 = -3770168.300082 nChanged 10 SP:Iteration 76Q (2444.203335 sec): 3 clusters Score: Raw -3773572.387789 + Penalty 3403.411299 = -3770168.976490 nChanged 13 SP:Iteration 77Q (2444.260351 sec): 3 clusters Score: Raw -3773573.292626 + Penalty 3403.411299 = -3770169.881327 nChanged 12 SP:Iteration 78Q (2444.329514 sec): 3 clusters Score: Raw -3773573.758067 + Penalty 3403.411299 = -3770170.346768 nChanged 10 SP:Iteration 79Q (2444.416018 sec): 3 clusters Score: Raw -3773574.424267 + Penalty 3403.411299 = -3770171.012968 nChanged 12 SP:Iteration 80F (2444.516298 sec): 3 clusters Score: Raw -3773575.422516 + Penalty 3403.411299 = -3770172.011218 nChanged 18 SP:Iteration 81Q (2444.603513 sec): 3 clusters Score: Raw -3773576.721187 + Penalty 3403.411299 = -3770173.309888 nChanged 16 SP:Iteration 82Q (2444.678575 sec): 3 clusters Score: Raw -3773577.367062 + Penalty 3403.411299 = -3770173.955763 nChanged 11 SP:Iteration 83Q (2444.772572 sec): 3 clusters Score: Raw -3773578.054376 + Penalty 3403.411299 = -3770174.643077 nChanged 16 SP:Iteration 84Q (2444.866678 sec): 3 clusters Score: Raw -3773579.241626 + Penalty 3403.411299 = -3770175.830327 nChanged 16 SP:Iteration 85Q (2444.921808 sec): 3 clusters Score: Raw -3773580.347082 + Penalty 3403.411299 = -3770176.935783 nChanged 19 SP:Iteration 86Q (2444.979200 sec): 3 clusters Score: Raw -3773581.656776 + Penalty 3403.411299 = -3770178.245478 nChanged 20 SP:Iteration 87Q (2445.036134 sec): 3 clusters Score: Raw -3773583.412965 + Penalty 3403.411299 = -3770180.001666 nChanged 26 SP:Iteration 88Q (2445.093297 sec): 3 clusters Score: Raw -3773585.256602 + Penalty 3403.411299 = -3770181.845303 nChanged 21 SP:Iteration 89Q (2445.149578 sec): 3 clusters Score: Raw -3773586.787462 + Penalty 3403.411299 = -3770183.376163 nChanged 23 SP:Iteration 90Q (2445.205948 sec): 3 clusters Score: Raw -3773588.579082 + Penalty 3403.411299 = -3770185.167783 nChanged 18 SP:Iteration 91Q (2445.262381 sec): 3 clusters Score: Raw -3773589.794110 + Penalty 3403.411299 = -3770186.382811 nChanged 15 SP:Iteration 92Q (2445.318773 sec): 3 clusters Score: Raw -3773590.945385 + Penalty 3403.411299 = -3770187.534086 nChanged 17 SP:Iteration 93Q (2445.375082 sec): 3 clusters Score: Raw -3773591.955558 + Penalty 3403.411299 = -3770188.544259 nChanged 12 SP:Iteration 94Q (2445.431861 sec): 3 clusters Score: Raw -3773592.506851 + Penalty 3403.411299 = -3770189.095552 nChanged 10 SP:Iteration 95Q (2445.488169 sec): 3 clusters Score: Raw -3773592.930226 + Penalty 3403.411299 = -3770189.518927 nChanged 14 SP:Iteration 96Q (2445.544231 sec): 3 clusters Score: Raw -3773593.727868 + Penalty 3403.411299 = -3770190.316569 nChanged 14 SP:Iteration 97Q (2445.600478 sec): 3 clusters Score: Raw -3773594.428582 + Penalty 3403.411299 = -3770191.017283 nChanged 12 SP:Iteration 98Q (2445.656652 sec): 3 clusters Score: Raw -3773595.204675 + Penalty 3403.411299 = -3770191.793376 nChanged 12 SP:Iteration 99Q (2445.712927 sec): 3 clusters Score: Raw -3773595.983640 + Penalty 3403.411299 = -3770192.572341 nChanged 12 SP:Iteration 100F (2445.776062 sec): 3 clusters Score: Raw -3773596.818549 + Penalty 3403.411299 = -3770193.407251 nChanged 14 SP:Iteration 101Q (2445.832526 sec): 3 clusters Score: Raw -3773598.025941 + Penalty 3403.411299 = -3770194.614643 nChanged 21 SP:Iteration 102Q (2445.888926 sec): 3 clusters Score: Raw -3773599.566550 + Penalty 3403.411299 = -3770196.155252 nChanged 16 SP:Iteration 103Q (2445.945299 sec): 3 clusters Score: Raw -3773600.563653 + Penalty 3403.411299 = -3770197.152354 nChanged 16 SP:Iteration 104Q (2446.001385 sec): 3 clusters Score: Raw -3773601.609062 + Penalty 3403.411299 = -3770198.197764 nChanged 18 SP:Iteration 105Q (2446.057678 sec): 3 clusters Score: Raw -3773602.636749 + Penalty 3403.411299 = -3770199.225451 nChanged 17 SP:Iteration 106Q (2446.113810 sec): 3 clusters Score: Raw -3773603.895541 + Penalty 3403.411299 = -3770200.484243 nChanged 21 SP:Iteration 107Q (2446.170013 sec): 3 clusters Score: Raw -3773605.764348 + Penalty 3403.411299 = -3770202.353049 nChanged 28 SP:Iteration 108Q (2446.226038 sec): 3 clusters Score: Raw -3773607.972410 + Penalty 3403.411299 = -3770204.561112 nChanged 30 SP:Iteration 109Q (2446.282356 sec): 3 clusters Score: Raw -3773610.431306 + Penalty 3403.411299 = -3770207.020007 nChanged 26 SP:Iteration 110Q (2446.338354 sec): 3 clusters Score: Raw -3773612.737576 + Penalty 3403.411299 = -3770209.326277 nChanged 29 SP:Iteration 111Q (2446.394488 sec): 3 clusters Score: Raw -3773615.696053 + Penalty 3403.411299 = -3770212.284754 nChanged 34 SP:Iteration 112Q (2446.458234 sec): 3 clusters Score: Raw -3773619.369044 + Penalty 3403.411299 = -3770215.957745 nChanged 36 SP:Iteration 113Q (2446.514733 sec): 3 clusters Score: Raw -3773623.196067 + Penalty 3403.411299 = -3770219.784768 nChanged 45 SP:Iteration 114Q (2446.570810 sec): 3 clusters Score: Raw -3773628.497139 + Penalty 3403.411299 = -3770225.085841 nChanged 44 SP:Iteration 115Q (2446.626767 sec): 3 clusters Score: Raw -3773634.801045 + Penalty 3403.411299 = -3770231.389746 nChanged 55 SP:Iteration 116Q (2446.686680 sec): 3 clusters Score: Raw -3773642.084732 + Penalty 3403.411299 = -3770238.673434 nChanged 54 SP:Iteration 117Q (2446.741711 sec): 3 clusters Score: Raw -3773648.783350 + Penalty 3403.411299 = -3770245.372052 nChanged 47 SP:Iteration 118Q (2446.797401 sec): 3 clusters Score: Raw -3773653.992796 + Penalty 3403.411299 = -3770250.581497 nChanged 41 SP:Iteration 119Q (2446.853537 sec): 3 clusters Score: Raw -3773657.917438 + Penalty 3403.411299 = -3770254.506140 nChanged 40 SP:Iteration 120F (2446.916579 sec): 3 clusters Score: Raw -3773661.072185 + Penalty 3403.411299 = -3770257.660886 nChanged 36 SP:Iteration 121Q (2446.972533 sec): 3 clusters Score: Raw -3773664.583435 + Penalty 3403.411299 = -3770261.172137 nChanged 40 SP:Iteration 122Q (2447.028645 sec): 3 clusters Score: Raw -3773670.002161 + Penalty 3403.411299 = -3770266.590862 nChanged 42 SP:Iteration 123Q (2447.084269 sec): 3 clusters Score: Raw -3773675.856980 + Penalty 3403.411299 = -3770272.445681 nChanged 54 SP:Iteration 124Q (2447.140100 sec): 3 clusters Score: Raw -3773683.399554 + Penalty 3403.411299 = -3770279.988256 nChanged 52 SP:Iteration 125Q (2447.195786 sec): 3 clusters Score: Raw -3773689.691931 + Penalty 3403.411299 = -3770286.280633 nChanged 58 SP:Iteration 126Q (2447.251308 sec): 3 clusters Score: Raw -3773697.303929 + Penalty 3403.411299 = -3770293.892630 nChanged 54 SP:Iteration 127Q (2447.306987 sec): 3 clusters Score: Raw -3773704.215181 + Penalty 3403.411299 = -3770300.803883 nChanged 48 SP:Iteration 128Q (2447.362097 sec): 3 clusters Score: Raw -3773710.482288 + Penalty 3403.411299 = -3770307.070990 nChanged 51 SP:Iteration 129Q (2447.417424 sec): 3 clusters Score: Raw -3773717.723885 + Penalty 3403.411299 = -3770314.312587 nChanged 49 SP:Iteration 130Q (2447.472868 sec): 3 clusters Score: Raw -3773723.695653 + Penalty 3403.411299 = -3770320.284354 nChanged 38 SP:Iteration 131Q (2447.528194 sec): 3 clusters Score: Raw -3773729.177507 + Penalty 3403.411299 = -3770325.766209 nChanged 48 SP:Iteration 132Q (2447.583440 sec): 3 clusters Score: Raw -3773735.778459 + Penalty 3403.411299 = -3770332.367160 nChanged 46 SP:Iteration 133Q (2447.638446 sec): 3 clusters Score: Raw -3773740.988100 + Penalty 3403.411299 = -3770337.576801 nChanged 39 SP:Iteration 134Q (2447.693490 sec): 3 clusters Score: Raw -3773745.568296 + Penalty 3403.411299 = -3770342.156997 nChanged 38 SP:Iteration 135Q (2447.748643 sec): 3 clusters Score: Raw -3773749.344555 + Penalty 3403.411299 = -3770345.933256 nChanged 35 SP:Iteration 136Q (2447.803582 sec): 3 clusters Score: Raw -3773752.943107 + Penalty 3403.411299 = -3770349.531809 nChanged 31 SP:Iteration 137Q (2447.858661 sec): 3 clusters Score: Raw -3773755.904044 + Penalty 3403.411299 = -3770352.492746 nChanged 29 SP:Iteration 138Q (2447.944033 sec): 3 clusters Score: Raw -3773759.261911 + Penalty 3403.411299 = -3770355.850613 nChanged 32 SP:Iteration 139Q (2447.999760 sec): 3 clusters Score: Raw -3773763.716953 + Penalty 3403.411299 = -3770360.305654 nChanged 32 SP:Iteration 140F (2448.063246 sec): 3 clusters Score: Raw -3773767.906910 + Penalty 3403.411299 = -3770364.495612 nChanged 33 SP:Iteration 141Q (2448.118232 sec): 3 clusters Score: Raw -3773770.939718 + Penalty 3403.411299 = -3770367.528419 nChanged 22 SP:Iteration 142Q (2448.173134 sec): 3 clusters Score: Raw -3773773.413180 + Penalty 3403.411299 = -3770370.001881 nChanged 23 SP:Iteration 143Q (2448.227861 sec): 3 clusters Score: Raw -3773776.579048 + Penalty 3403.411299 = -3770373.167750 nChanged 36 SP:Iteration 144Q (2448.282512 sec): 3 clusters Score: Raw -3773780.966256 + Penalty 3403.411299 = -3770377.554957 nChanged 35 SP:Iteration 145Q (2448.337483 sec): 3 clusters Score: Raw -3773785.010142 + Penalty 3403.411299 = -3770381.598843 nChanged 26 SP:Iteration 146Q (2448.392404 sec): 3 clusters Score: Raw -3773787.804095 + Penalty 3403.411299 = -3770384.392796 nChanged 15 SP:Iteration 147Q (2448.447351 sec): 3 clusters Score: Raw -3773789.674320 + Penalty 3403.411299 = -3770386.263021 nChanged 19 SP:Iteration 148Q (2448.502261 sec): 3 clusters Score: Raw -3773791.618306 + Penalty 3403.411299 = -3770388.207008 nChanged 20 SP:Iteration 149Q (2448.557339 sec): 3 clusters Score: Raw -3773793.520452 + Penalty 3403.411299 = -3770390.109154 nChanged 19 SP:Iteration 150Q (2448.612164 sec): 3 clusters Score: Raw -3773794.858851 + Penalty 3403.411299 = -3770391.447552 nChanged 16 SP:Iteration 151Q (2448.666970 sec): 3 clusters Score: Raw -3773796.141919 + Penalty 3403.411299 = -3770392.730621 nChanged 14 SP:Iteration 152Q (2448.721881 sec): 3 clusters Score: Raw -3773797.297334 + Penalty 3403.411299 = -3770393.886036 nChanged 12 SP:Iteration 153Q (2448.776664 sec): 3 clusters Score: Raw -3773798.233404 + Penalty 3403.411299 = -3770394.822105 nChanged 8 SP:Iteration 154Q (2448.831652 sec): 3 clusters Score: Raw -3773798.995586 + Penalty 3403.411299 = -3770395.584287 nChanged 8 SP:Iteration 155Q (2448.886499 sec): 3 clusters Score: Raw -3773799.801698 + Penalty 3403.411299 = -3770396.390399 nChanged 10 SP:Iteration 156Q (2448.941164 sec): 3 clusters Score: Raw -3773800.947925 + Penalty 3403.411299 = -3770397.536626 nChanged 8 SP:Iteration 157Q (2448.995963 sec): 3 clusters Score: Raw -3773801.872167 + Penalty 3403.411299 = -3770398.460868 nChanged 10 SP:Iteration 158Q (2449.050984 sec): 3 clusters Score: Raw -3773802.951576 + Penalty 3403.411299 = -3770399.540278 nChanged 14 SP:Iteration 159Q (2449.105710 sec): 3 clusters Score: Raw -3773804.715392 + Penalty 3403.411299 = -3770401.304093 nChanged 16 SP:Iteration 160F (2449.169354 sec): 3 clusters Score: Raw -3773806.529845 + Penalty 3403.411299 = -3770403.118547 nChanged 11 SP:Iteration 161Q (2449.224304 sec): 3 clusters Score: Raw -3773807.499778 + Penalty 3403.411299 = -3770404.088480 nChanged 4 SP:Iteration 162Q (2449.278908 sec): 3 clusters Score: Raw -3773807.895205 + Penalty 3403.411299 = -3770404.483907 nChanged 8 SP:Iteration 163Q (2449.333430 sec): 3 clusters Score: Raw -3773808.475755 + Penalty 3403.411299 = -3770405.064456 nChanged 6 SP:Iteration 164Q (2449.388337 sec): 3 clusters Score: Raw -3773808.887890 + Penalty 3403.411299 = -3770405.476592 nChanged 1 SP:Iteration 165Q (2449.443192 sec): 3 clusters Score: Raw -3773808.984619 + Penalty 3403.411299 = -3770405.573321 nChanged 7 SP:Iteration 166Q (2449.497987 sec): 3 clusters Score: Raw -3773809.505217 + Penalty 3403.411299 = -3770406.093918 nChanged 7 SP:Iteration 167Q (2449.552593 sec): 3 clusters Score: Raw -3773809.902175 + Penalty 3403.411299 = -3770406.490876 nChanged 5 SP:Iteration 168Q (2449.607718 sec): 3 clusters Score: Raw -3773810.245921 + Penalty 3403.411299 = -3770406.834622 nChanged 3 SP:Iteration 169Q (2449.662251 sec): 3 clusters Score: Raw -3773810.450536 + Penalty 3403.411299 = -3770407.039237 nChanged 5 SP:Iteration 170Q (2449.717309 sec): 3 clusters Score: Raw -3773810.816382 + Penalty 3403.411299 = -3770407.405084 nChanged 6 SP:Iteration 171Q (2449.771994 sec): 3 clusters Score: Raw -3773811.552033 + Penalty 3403.411299 = -3770408.140735 nChanged 10 SP:Iteration 172Q (2449.826983 sec): 3 clusters Score: Raw -3773812.557992 + Penalty 3403.411299 = -3770409.146693 nChanged 10 SP:Iteration 173Q (2449.881543 sec): 3 clusters Score: Raw -3773813.192934 + Penalty 3403.411299 = -3770409.781635 nChanged 10 SP:Iteration 174Q (2449.936370 sec): 3 clusters Score: Raw -3773814.118241 + Penalty 3403.411299 = -3770410.706942 nChanged 9 SP:Iteration 175Q (2449.991010 sec): 3 clusters Score: Raw -3773814.861691 + Penalty 3403.411299 = -3770411.450393 nChanged 9 SP:Iteration 176Q (2450.045631 sec): 3 clusters Score: Raw -3773815.435974 + Penalty 3403.411299 = -3770412.024675 nChanged 5 SP:Iteration 177Q (2450.100505 sec): 3 clusters Score: Raw -3773815.650426 + Penalty 3403.411299 = -3770412.239128 nChanged 8 SP:Iteration 178Q (2450.155665 sec): 3 clusters Score: Raw -3773816.398060 + Penalty 3403.411299 = -3770412.986761 nChanged 9 SP:Iteration 179Q (2450.210541 sec): 3 clusters Score: Raw -3773817.161553 + Penalty 3403.411299 = -3770413.750254 nChanged 8 SP:Iteration 180F (2450.274180 sec): 3 clusters Score: Raw -3773817.743660 + Penalty 3403.411299 = -3770414.332361 nChanged 7 SP:Iteration 181Q (2450.328848 sec): 3 clusters Score: Raw -3773818.263586 + Penalty 3403.411299 = -3770414.852287 nChanged 4 SP:Iteration 182Q (2450.384144 sec): 3 clusters Score: Raw -3773818.430605 + Penalty 3403.411299 = -3770415.019307 nChanged 3 SP:Iteration 183Q (2450.438588 sec): 3 clusters Score: Raw -3773818.610159 + Penalty 3403.411299 = -3770415.198860 nChanged 4 SP:Iteration 184Q (2450.493213 sec): 3 clusters Score: Raw -3773818.875056 + Penalty 3403.411299 = -3770415.463758 nChanged 2 SP:Iteration 185Q (2450.547720 sec): 3 clusters Score: Raw -3773819.015274 + Penalty 3403.411299 = -3770415.603975 nChanged 0 SP:Iteration 186F (2450.610950 sec): 3 clusters Score: Raw -3773819.015274 + Penalty 3403.411299 = -3770415.603975 nChanged 0 Trying to split cluster 12 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2450.620200 sec): 2 clusters Score: Raw -18473.017212 + Penalty 872.728680 = -17600.288532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2450.622080 sec): 3 clusters Score: Raw -18630.825669 + Penalty 1745.457359 = -16885.368309 nChanged 36 SP:Iteration 1F (2450.623767 sec): 3 clusters Score: Raw -18718.463171 + Penalty 1745.457359 = -16973.005812 nChanged 8 SP:Iteration 2Q (2450.625395 sec): 3 clusters Score: Raw -18738.063546 + Penalty 1745.457359 = -16992.606187 nChanged 2 SP:Iteration 3Q (2450.627014 sec): 3 clusters Score: Raw -18741.846544 + Penalty 1745.457359 = -16996.389185 nChanged 1 SP:Iteration 4Q (2450.628624 sec): 3 clusters Score: Raw -18744.226869 + Penalty 1745.457359 = -16998.769510 nChanged 0 SP:Iteration 5F (2450.630318 sec): 3 clusters Score: Raw -18744.226869 + Penalty 1745.457359 = -16998.769510 nChanged 0 Trying to split cluster 13 (98229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2450.759889 sec): 2 clusters Score: Raw -11279528.517434 + Penalty 1867.946725 = -11277660.570710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2450.924722 sec): 3 clusters Score: Raw -11215869.619292 + Penalty 3735.893449 = -11212133.725843 nChanged 47019 SP:Iteration 1F (2451.087380 sec): 3 clusters Score: Raw -11243086.129753 + Penalty 3735.893449 = -11239350.236304 nChanged 4150 SP:Iteration 2Q (2451.260112 sec): 3 clusters Score: Raw -11244578.633472 + Penalty 3735.893449 = -11240842.740023 nChanged 4958 SP:Iteration 3F (2451.422680 sec): 3 clusters Score: Raw -11246717.336189 + Penalty 3735.893449 = -11242981.442740 nChanged 5872 SP:Iteration 4F (2451.585166 sec): 3 clusters Score: Raw -11249798.016189 + Penalty 3735.893449 = -11246062.122740 nChanged 6693 SP:Iteration 5F (2451.747869 sec): 3 clusters Score: Raw -11253946.113022 + Penalty 3735.893449 = -11250210.219573 nChanged 7157 SP:Iteration 6F (2451.910433 sec): 3 clusters Score: Raw -11258882.905855 + Penalty 3735.893449 = -11255147.012406 nChanged 6737 SP:Iteration 7F (2452.073573 sec): 3 clusters Score: Raw -11263926.932386 + Penalty 3735.893449 = -11260191.038936 nChanged 5833 SP:Iteration 8F (2452.236648 sec): 3 clusters Score: Raw -11268551.748356 + Penalty 3735.893449 = -11264815.854907 nChanged 4581 SP:Iteration 9Q (2452.407815 sec): 3 clusters Score: Raw -11272409.696783 + Penalty 3735.893449 = -11268673.803334 nChanged 3440 SP:Iteration 10Q (2452.575341 sec): 3 clusters Score: Raw -11275474.463660 + Penalty 3735.893449 = -11271738.570211 nChanged 2341 SP:Iteration 11Q (2452.735109 sec): 3 clusters Score: Raw -11277478.148658 + Penalty 3735.893449 = -11273742.255209 nChanged 1575 SP:Iteration 12Q (2452.909433 sec): 3 clusters Score: Raw -11278625.259495 + Penalty 3735.893449 = -11274889.366046 nChanged 1071 SP:Iteration 13Q (2453.054285 sec): 3 clusters Score: Raw -11279256.860649 + Penalty 3735.893449 = -11275520.967199 nChanged 813 SP:Iteration 14Q (2453.195852 sec): 3 clusters Score: Raw -11279668.356369 + Penalty 3735.893449 = -11275932.462920 nChanged 651 SP:Iteration 15Q (2453.334550 sec): 3 clusters Score: Raw -11279948.841224 + Penalty 3735.893449 = -11276212.947775 nChanged 525 SP:Iteration 16Q (2453.471578 sec): 3 clusters Score: Raw -11280151.590629 + Penalty 3735.893449 = -11276415.697180 nChanged 420 SP:Iteration 17Q (2453.608541 sec): 3 clusters Score: Raw -11280302.568556 + Penalty 3735.893449 = -11276566.675107 nChanged 356 SP:Iteration 18Q (2453.744133 sec): 3 clusters Score: Raw -11280419.551429 + Penalty 3735.893449 = -11276683.657980 nChanged 282 SP:Iteration 19Q (2453.878875 sec): 3 clusters Score: Raw -11280505.332550 + Penalty 3735.893449 = -11276769.439101 nChanged 241 SP:Iteration 20F (2454.040541 sec): 3 clusters Score: Raw -11280585.624291 + Penalty 3735.893449 = -11276849.730842 nChanged 206 SP:Iteration 21Q (2454.174802 sec): 3 clusters Score: Raw -11280654.237388 + Penalty 3735.893449 = -11276918.343939 nChanged 196 SP:Iteration 22Q (2454.308640 sec): 3 clusters Score: Raw -11280718.683628 + Penalty 3735.893449 = -11276982.790179 nChanged 167 SP:Iteration 23Q (2454.441684 sec): 3 clusters Score: Raw -11280771.485003 + Penalty 3735.893449 = -11277035.591554 nChanged 144 SP:Iteration 24Q (2454.572694 sec): 3 clusters Score: Raw -11280814.020017 + Penalty 3735.893449 = -11277078.126568 nChanged 118 SP:Iteration 25Q (2454.703469 sec): 3 clusters Score: Raw -11280850.916424 + Penalty 3735.893449 = -11277115.022975 nChanged 88 SP:Iteration 26Q (2454.834006 sec): 3 clusters Score: Raw -11280871.669626 + Penalty 3735.893449 = -11277135.776177 nChanged 81 SP:Iteration 27Q (2454.964405 sec): 3 clusters Score: Raw -11280887.892441 + Penalty 3735.893449 = -11277151.998992 nChanged 67 SP:Iteration 28Q (2455.094447 sec): 3 clusters Score: Raw -11280900.153657 + Penalty 3735.893449 = -11277164.260208 nChanged 53 SP:Iteration 29Q (2455.224242 sec): 3 clusters Score: Raw -11280911.017925 + Penalty 3735.893449 = -11277175.124476 nChanged 42 SP:Iteration 30Q (2455.353389 sec): 3 clusters Score: Raw -11280919.023610 + Penalty 3735.893449 = -11277183.130161 nChanged 46 SP:Iteration 31Q (2455.482604 sec): 3 clusters Score: Raw -11280926.997060 + Penalty 3735.893449 = -11277191.103611 nChanged 37 SP:Iteration 32Q (2455.611514 sec): 3 clusters Score: Raw -11280931.950005 + Penalty 3735.893449 = -11277196.056556 nChanged 31 SP:Iteration 33Q (2455.740790 sec): 3 clusters Score: Raw -11280935.516880 + Penalty 3735.893449 = -11277199.623431 nChanged 22 SP:Iteration 34Q (2455.870117 sec): 3 clusters Score: Raw -11280939.356828 + Penalty 3735.893449 = -11277203.463379 nChanged 23 SP:Iteration 35Q (2455.999753 sec): 3 clusters Score: Raw -11280943.591597 + Penalty 3735.893449 = -11277207.698148 nChanged 26 SP:Iteration 36Q (2456.128779 sec): 3 clusters Score: Raw -11280949.557768 + Penalty 3735.893449 = -11277213.664318 nChanged 34 SP:Iteration 37Q (2456.289301 sec): 3 clusters Score: Raw -11280955.551232 + Penalty 3735.893449 = -11277219.657783 nChanged 29 SP:Iteration 38Q (2456.417570 sec): 3 clusters Score: Raw -11280959.677931 + Penalty 3735.893449 = -11277223.784482 nChanged 28 SP:Iteration 39Q (2456.546568 sec): 3 clusters Score: Raw -11280963.969565 + Penalty 3735.893449 = -11277228.076116 nChanged 21 SP:Iteration 40F (2456.718340 sec): 3 clusters Score: Raw -11280966.459788 + Penalty 3735.893449 = -11277230.566339 nChanged 17 SP:Iteration 41Q (2456.883239 sec): 3 clusters Score: Raw -11280968.830028 + Penalty 3735.893449 = -11277232.936579 nChanged 16 SP:Iteration 42Q (2457.054129 sec): 3 clusters Score: Raw -11280971.427975 + Penalty 3735.893449 = -11277235.534526 nChanged 16 SP:Iteration 43Q (2457.220466 sec): 3 clusters Score: Raw -11280973.779346 + Penalty 3735.893449 = -11277237.885897 nChanged 12 SP:Iteration 44Q (2457.375166 sec): 3 clusters Score: Raw -11280975.887221 + Penalty 3735.893449 = -11277239.993772 nChanged 15 SP:Iteration 45Q (2457.541783 sec): 3 clusters Score: Raw -11280977.901591 + Penalty 3735.893449 = -11277242.008142 nChanged 7 SP:Iteration 46Q (2457.694357 sec): 3 clusters Score: Raw -11280978.701545 + Penalty 3735.893449 = -11277242.808096 nChanged 3 SP:Iteration 47Q (2457.823500 sec): 3 clusters Score: Raw -11280978.930498 + Penalty 3735.893449 = -11277243.037049 nChanged 4 SP:Iteration 48Q (2457.952317 sec): 3 clusters Score: Raw -11280979.337226 + Penalty 3735.893449 = -11277243.443777 nChanged 5 SP:Iteration 49Q (2458.081397 sec): 3 clusters Score: Raw -11280979.808158 + Penalty 3735.893449 = -11277243.914709 nChanged 2 SP:Iteration 50Q (2458.210525 sec): 3 clusters Score: Raw -11280980.082837 + Penalty 3735.893449 = -11277244.189388 nChanged 4 SP:Iteration 51Q (2458.339258 sec): 3 clusters Score: Raw -11280980.522670 + Penalty 3735.893449 = -11277244.629220 nChanged 4 SP:Iteration 52Q (2458.467994 sec): 3 clusters Score: Raw -11280981.017904 + Penalty 3735.893449 = -11277245.124455 nChanged 4 SP:Iteration 53Q (2458.596816 sec): 3 clusters Score: Raw -11280981.458472 + Penalty 3735.893449 = -11277245.565023 nChanged 3 SP:Iteration 54Q (2458.725499 sec): 3 clusters Score: Raw -11280981.801883 + Penalty 3735.893449 = -11277245.908434 nChanged 3 SP:Iteration 55Q (2458.854106 sec): 3 clusters Score: Raw -11280982.139679 + Penalty 3735.893449 = -11277246.246230 nChanged 4 SP:Iteration 56Q (2458.983438 sec): 3 clusters Score: Raw -11280982.524692 + Penalty 3735.893449 = -11277246.631242 nChanged 4 SP:Iteration 57Q (2459.112342 sec): 3 clusters Score: Raw -11280983.352142 + Penalty 3735.893449 = -11277247.458693 nChanged 3 SP:Iteration 58Q (2459.240874 sec): 3 clusters Score: Raw -11280983.522782 + Penalty 3735.893449 = -11277247.629333 nChanged 0 SP:Iteration 59F (2459.400470 sec): 3 clusters Score: Raw -11280983.522782 + Penalty 3735.893449 = -11277247.629333 nChanged 0 Trying to split cluster 14 (24940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2459.434816 sec): 2 clusters Score: Raw -2839062.192666 + Penalty 1645.187086 = -2837417.005580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2459.486750 sec): 3 clusters Score: Raw -2823872.759926 + Penalty 3290.374171 = -2820582.385755 nChanged 11446 SP:Iteration 1F (2459.536536 sec): 3 clusters Score: Raw -2829908.436249 + Penalty 3290.374171 = -2826618.062077 nChanged 1049 SP:Iteration 2Q (2459.587453 sec): 3 clusters Score: Raw -2830245.180070 + Penalty 3290.374171 = -2826954.805899 nChanged 1026 SP:Iteration 3Q (2459.638147 sec): 3 clusters Score: Raw -2830576.809956 + Penalty 3290.374171 = -2827286.435785 nChanged 1008 SP:Iteration 4Q (2459.688661 sec): 3 clusters Score: Raw -2830952.027307 + Penalty 3290.374171 = -2827661.653136 nChanged 1073 SP:Iteration 5Q (2459.739220 sec): 3 clusters Score: Raw -2831449.265903 + Penalty 3290.374171 = -2828158.891732 nChanged 1228 SP:Iteration 6Q (2459.789663 sec): 3 clusters Score: Raw -2832166.164473 + Penalty 3290.374171 = -2828875.790302 nChanged 1412 SP:Iteration 7F (2459.839008 sec): 3 clusters Score: Raw -2833128.821408 + Penalty 3290.374171 = -2829838.447237 nChanged 1582 SP:Iteration 8F (2459.888296 sec): 3 clusters Score: Raw -2834359.334221 + Penalty 3290.374171 = -2831068.960049 nChanged 1664 SP:Iteration 9F (2459.937910 sec): 3 clusters Score: Raw -2835728.687586 + Penalty 3290.374171 = -2832438.313414 nChanged 1369 SP:Iteration 10F (2459.987427 sec): 3 clusters Score: Raw -2836792.720660 + Penalty 3290.374171 = -2833502.346489 nChanged 1100 SP:Iteration 11Q (2460.035798 sec): 3 clusters Score: Raw -2837675.322535 + Penalty 3290.374171 = -2834384.948364 nChanged 756 SP:Iteration 12Q (2460.082549 sec): 3 clusters Score: Raw -2838294.063652 + Penalty 3290.374171 = -2835003.689481 nChanged 539 SP:Iteration 13Q (2460.128218 sec): 3 clusters Score: Raw -2838729.758667 + Penalty 3290.374171 = -2835439.384496 nChanged 404 SP:Iteration 14Q (2460.181928 sec): 3 clusters Score: Raw -2838994.927361 + Penalty 3290.374171 = -2835704.553189 nChanged 293 SP:Iteration 15Q (2460.225278 sec): 3 clusters Score: Raw -2839160.560481 + Penalty 3290.374171 = -2835870.186310 nChanged 223 SP:Iteration 16Q (2460.269237 sec): 3 clusters Score: Raw -2839273.180293 + Penalty 3290.374171 = -2835982.806122 nChanged 189 SP:Iteration 17Q (2460.312139 sec): 3 clusters Score: Raw -2839360.811642 + Penalty 3290.374171 = -2836070.437470 nChanged 143 SP:Iteration 18Q (2460.355029 sec): 3 clusters Score: Raw -2839429.722868 + Penalty 3290.374171 = -2836139.348697 nChanged 130 SP:Iteration 19Q (2460.397529 sec): 3 clusters Score: Raw -2839492.356246 + Penalty 3290.374171 = -2836201.982075 nChanged 121 SP:Iteration 20F (2460.446849 sec): 3 clusters Score: Raw -2839535.165141 + Penalty 3290.374171 = -2836244.790970 nChanged 90 SP:Iteration 21Q (2460.489443 sec): 3 clusters Score: Raw -2839565.375658 + Penalty 3290.374171 = -2836275.001487 nChanged 71 SP:Iteration 22Q (2460.541725 sec): 3 clusters Score: Raw -2839588.994571 + Penalty 3290.374171 = -2836298.620399 nChanged 70 SP:Iteration 23Q (2460.583922 sec): 3 clusters Score: Raw -2839609.509895 + Penalty 3290.374171 = -2836319.135723 nChanged 53 SP:Iteration 24Q (2460.625839 sec): 3 clusters Score: Raw -2839624.661884 + Penalty 3290.374171 = -2836334.287712 nChanged 49 SP:Iteration 25Q (2460.668361 sec): 3 clusters Score: Raw -2839640.694009 + Penalty 3290.374171 = -2836350.319838 nChanged 41 SP:Iteration 26Q (2460.710466 sec): 3 clusters Score: Raw -2839650.175324 + Penalty 3290.374171 = -2836359.801153 nChanged 28 SP:Iteration 27Q (2460.752335 sec): 3 clusters Score: Raw -2839655.624266 + Penalty 3290.374171 = -2836365.250095 nChanged 19 SP:Iteration 28Q (2460.794536 sec): 3 clusters Score: Raw -2839659.807110 + Penalty 3290.374171 = -2836369.432938 nChanged 20 SP:Iteration 29Q (2460.836607 sec): 3 clusters Score: Raw -2839665.242103 + Penalty 3290.374171 = -2836374.867932 nChanged 21 SP:Iteration 30Q (2460.878409 sec): 3 clusters Score: Raw -2839669.430140 + Penalty 3290.374171 = -2836379.055969 nChanged 15 SP:Iteration 31Q (2460.920187 sec): 3 clusters Score: Raw -2839671.771158 + Penalty 3290.374171 = -2836381.396987 nChanged 5 SP:Iteration 32Q (2460.962231 sec): 3 clusters Score: Raw -2839672.332805 + Penalty 3290.374171 = -2836381.958634 nChanged 1 SP:Iteration 33Q (2461.009165 sec): 3 clusters Score: Raw -2839672.355548 + Penalty 3290.374171 = -2836381.981377 nChanged 1 SP:Iteration 34Q (2461.050009 sec): 3 clusters Score: Raw -2839672.391755 + Penalty 3290.374171 = -2836382.017584 nChanged 0 SP:Iteration 35F (2461.099240 sec): 3 clusters Score: Raw -2839672.391755 + Penalty 3290.374171 = -2836382.017584 nChanged 0 Trying to split cluster 15 (6582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2461.117657 sec): 2 clusters Score: Raw -738791.518046 + Penalty 1428.715264 = -737362.802782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2461.140704 sec): 3 clusters Score: Raw -735178.630923 + Penalty 2857.430527 = -732321.200396 nChanged 2752 SP:Iteration 1F (2461.163389 sec): 3 clusters Score: Raw -736731.499091 + Penalty 2857.430527 = -733874.068564 nChanged 456 SP:Iteration 2F (2461.185963 sec): 3 clusters Score: Raw -736973.483980 + Penalty 2857.430527 = -734116.053453 nChanged 358 SP:Iteration 3F (2461.208272 sec): 3 clusters Score: Raw -737143.685393 + Penalty 2857.430527 = -734286.254866 nChanged 263 SP:Iteration 4Q (2461.231029 sec): 3 clusters Score: Raw -737251.721757 + Penalty 2857.430527 = -734394.291230 nChanged 220 SP:Iteration 5Q (2461.254145 sec): 3 clusters Score: Raw -737343.511552 + Penalty 2857.430527 = -734486.081025 nChanged 214 SP:Iteration 6Q (2461.276861 sec): 3 clusters Score: Raw -737431.595237 + Penalty 2857.430527 = -734574.164710 nChanged 191 SP:Iteration 7Q (2461.299749 sec): 3 clusters Score: Raw -737504.520984 + Penalty 2857.430527 = -734647.090457 nChanged 166 SP:Iteration 8Q (2461.322397 sec): 3 clusters Score: Raw -737566.820261 + Penalty 2857.430527 = -734709.389734 nChanged 158 SP:Iteration 9Q (2461.345236 sec): 3 clusters Score: Raw -737638.067723 + Penalty 2857.430527 = -734780.637196 nChanged 167 SP:Iteration 10Q (2461.368074 sec): 3 clusters Score: Raw -737719.119436 + Penalty 2857.430527 = -734861.688909 nChanged 154 SP:Iteration 11Q (2461.390611 sec): 3 clusters Score: Raw -737795.563976 + Penalty 2857.430527 = -734938.133449 nChanged 170 SP:Iteration 12Q (2461.413225 sec): 3 clusters Score: Raw -737912.091511 + Penalty 2857.430527 = -735054.660984 nChanged 218 SP:Iteration 13Q (2461.435784 sec): 3 clusters Score: Raw -738088.460821 + Penalty 2857.430527 = -735231.030294 nChanged 234 SP:Iteration 14Q (2461.458348 sec): 3 clusters Score: Raw -738270.421551 + Penalty 2857.430527 = -735412.991024 nChanged 245 SP:Iteration 15Q (2461.480831 sec): 3 clusters Score: Raw -738465.374161 + Penalty 2857.430527 = -735607.943634 nChanged 235 SP:Iteration 16Q (2461.503296 sec): 3 clusters Score: Raw -738628.661217 + Penalty 2857.430527 = -735771.230690 nChanged 192 SP:Iteration 17Q (2461.525582 sec): 3 clusters Score: Raw -738736.912472 + Penalty 2857.430527 = -735879.481945 nChanged 157 SP:Iteration 18Q (2461.547913 sec): 3 clusters Score: Raw -738820.251994 + Penalty 2857.430527 = -735962.821467 nChanged 136 SP:Iteration 19Q (2461.570113 sec): 3 clusters Score: Raw -738885.326989 + Penalty 2857.430527 = -736027.896462 nChanged 105 SP:Iteration 20F (2461.592571 sec): 3 clusters Score: Raw -738934.836263 + Penalty 2857.430527 = -736077.405736 nChanged 88 SP:Iteration 21Q (2461.614746 sec): 3 clusters Score: Raw -738979.142952 + Penalty 2857.430527 = -736121.712425 nChanged 87 SP:Iteration 22Q (2461.636497 sec): 3 clusters Score: Raw -739018.487256 + Penalty 2857.430527 = -736161.056729 nChanged 71 SP:Iteration 23Q (2461.658698 sec): 3 clusters Score: Raw -739049.499158 + Penalty 2857.430527 = -736192.068631 nChanged 60 SP:Iteration 24Q (2461.680722 sec): 3 clusters Score: Raw -739068.770768 + Penalty 2857.430527 = -736211.340240 nChanged 43 SP:Iteration 25Q (2461.702689 sec): 3 clusters Score: Raw -739079.486982 + Penalty 2857.430527 = -736222.056455 nChanged 25 SP:Iteration 26Q (2461.724553 sec): 3 clusters Score: Raw -739086.032572 + Penalty 2857.430527 = -736228.602045 nChanged 32 SP:Iteration 27Q (2461.746481 sec): 3 clusters Score: Raw -739093.075829 + Penalty 2857.430527 = -736235.645302 nChanged 23 SP:Iteration 28Q (2461.768372 sec): 3 clusters Score: Raw -739098.469961 + Penalty 2857.430527 = -736241.039434 nChanged 21 SP:Iteration 29Q (2461.790148 sec): 3 clusters Score: Raw -739102.986278 + Penalty 2857.430527 = -736245.555751 nChanged 19 SP:Iteration 30Q (2461.812015 sec): 3 clusters Score: Raw -739107.136952 + Penalty 2857.430527 = -736249.706425 nChanged 17 SP:Iteration 31Q (2461.833870 sec): 3 clusters Score: Raw -739111.134824 + Penalty 2857.430527 = -736253.704297 nChanged 19 SP:Iteration 32Q (2461.855632 sec): 3 clusters Score: Raw -739114.431612 + Penalty 2857.430527 = -736257.001085 nChanged 17 SP:Iteration 33Q (2461.877284 sec): 3 clusters Score: Raw -739117.314588 + Penalty 2857.430527 = -736259.884061 nChanged 12 SP:Iteration 34Q (2461.899130 sec): 3 clusters Score: Raw -739119.635964 + Penalty 2857.430527 = -736262.205437 nChanged 11 SP:Iteration 35Q (2461.921076 sec): 3 clusters Score: Raw -739121.739844 + Penalty 2857.430527 = -736264.309317 nChanged 7 SP:Iteration 36Q (2461.942923 sec): 3 clusters Score: Raw -739123.110070 + Penalty 2857.430527 = -736265.679543 nChanged 5 SP:Iteration 37Q (2461.964566 sec): 3 clusters Score: Raw -739123.665639 + Penalty 2857.430527 = -736266.235112 nChanged 4 SP:Iteration 38Q (2461.986435 sec): 3 clusters Score: Raw -739124.253644 + Penalty 2857.430527 = -736266.823117 nChanged 5 SP:Iteration 39Q (2462.008385 sec): 3 clusters Score: Raw -739124.812842 + Penalty 2857.430527 = -736267.382315 nChanged 6 SP:Iteration 40F (2462.031084 sec): 3 clusters Score: Raw -739125.705807 + Penalty 2857.430527 = -736268.275280 nChanged 4 SP:Iteration 41Q (2462.053063 sec): 3 clusters Score: Raw -739126.147454 + Penalty 2857.430527 = -736268.716927 nChanged 4 SP:Iteration 42Q (2462.075123 sec): 3 clusters Score: Raw -739126.635162 + Penalty 2857.430527 = -736269.204635 nChanged 2 SP:Iteration 43Q (2462.096931 sec): 3 clusters Score: Raw -739126.940485 + Penalty 2857.430527 = -736269.509958 nChanged 2 SP:Iteration 44Q (2462.118657 sec): 3 clusters Score: Raw -739127.070379 + Penalty 2857.430527 = -736269.639852 nChanged 1 SP:Iteration 45Q (2462.140652 sec): 3 clusters Score: Raw -739127.133298 + Penalty 2857.430527 = -736269.702771 nChanged 1 SP:Iteration 46Q (2462.162688 sec): 3 clusters Score: Raw -739127.338074 + Penalty 2857.430527 = -736269.907547 nChanged 3 SP:Iteration 47Q (2462.184900 sec): 3 clusters Score: Raw -739127.960279 + Penalty 2857.430527 = -736270.529752 nChanged 2 SP:Iteration 48Q (2462.206874 sec): 3 clusters Score: Raw -739128.126744 + Penalty 2857.430527 = -736270.696217 nChanged 1 SP:Iteration 49Q (2462.228617 sec): 3 clusters Score: Raw -739128.303804 + Penalty 2857.430527 = -736270.873277 nChanged 1 SP:Iteration 50Q (2462.250494 sec): 3 clusters Score: Raw -739128.435807 + Penalty 2857.430527 = -736271.005280 nChanged 1 SP:Iteration 51Q (2462.272259 sec): 3 clusters Score: Raw -739128.641419 + Penalty 2857.430527 = -736271.210892 nChanged 2 SP:Iteration 52Q (2462.294142 sec): 3 clusters Score: Raw -739128.873878 + Penalty 2857.430527 = -736271.443351 nChanged 2 SP:Iteration 53Q (2462.316105 sec): 3 clusters Score: Raw -739129.219505 + Penalty 2857.430527 = -736271.788978 nChanged 0 SP:Iteration 54F (2462.338873 sec): 3 clusters Score: Raw -739129.219505 + Penalty 2857.430527 = -736271.788978 nChanged 0 Trying to split cluster 16 (14137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2462.367364 sec): 2 clusters Score: Raw -1512723.047805 + Penalty 1552.939497 = -1511170.108308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2462.403069 sec): 3 clusters Score: Raw -1504520.874020 + Penalty 3105.878995 = -1501414.995025 nChanged 6224 SP:Iteration 1F (2462.437444 sec): 3 clusters Score: Raw -1508093.189144 + Penalty 3105.878995 = -1504987.310150 nChanged 929 SP:Iteration 2F (2462.471591 sec): 3 clusters Score: Raw -1508611.776422 + Penalty 3105.878995 = -1505505.897427 nChanged 881 SP:Iteration 3F (2462.505889 sec): 3 clusters Score: Raw -1509105.423881 + Penalty 3105.878995 = -1505999.544886 nChanged 816 SP:Iteration 4F (2462.540300 sec): 3 clusters Score: Raw -1509577.823566 + Penalty 3105.878995 = -1506471.944571 nChanged 730 SP:Iteration 5F (2462.574540 sec): 3 clusters Score: Raw -1509999.701538 + Penalty 3105.878995 = -1506893.822544 nChanged 661 SP:Iteration 6Q (2462.608842 sec): 3 clusters Score: Raw -1510349.273430 + Penalty 3105.878995 = -1507243.394435 nChanged 616 SP:Iteration 7Q (2462.643099 sec): 3 clusters Score: Raw -1510649.435483 + Penalty 3105.878995 = -1507543.556489 nChanged 557 SP:Iteration 8Q (2462.677105 sec): 3 clusters Score: Raw -1510920.597839 + Penalty 3105.878995 = -1507814.718845 nChanged 494 SP:Iteration 9Q (2462.711211 sec): 3 clusters Score: Raw -1511148.348805 + Penalty 3105.878995 = -1508042.469810 nChanged 379 SP:Iteration 10Q (2462.745367 sec): 3 clusters Score: Raw -1511311.709538 + Penalty 3105.878995 = -1508205.830544 nChanged 337 SP:Iteration 11Q (2462.779348 sec): 3 clusters Score: Raw -1511468.065051 + Penalty 3105.878995 = -1508362.186056 nChanged 326 SP:Iteration 12Q (2462.813323 sec): 3 clusters Score: Raw -1511625.190279 + Penalty 3105.878995 = -1508519.311285 nChanged 342 SP:Iteration 13Q (2462.847127 sec): 3 clusters Score: Raw -1511801.970405 + Penalty 3105.878995 = -1508696.091410 nChanged 312 SP:Iteration 14Q (2462.880990 sec): 3 clusters Score: Raw -1511944.066121 + Penalty 3105.878995 = -1508838.187127 nChanged 308 SP:Iteration 15Q (2462.914472 sec): 3 clusters Score: Raw -1512089.286709 + Penalty 3105.878995 = -1508983.407715 nChanged 310 SP:Iteration 16Q (2462.947978 sec): 3 clusters Score: Raw -1512242.143484 + Penalty 3105.878995 = -1509136.264490 nChanged 321 SP:Iteration 17Q (2462.981367 sec): 3 clusters Score: Raw -1512413.428544 + Penalty 3105.878995 = -1509307.549550 nChanged 319 SP:Iteration 18Q (2463.014401 sec): 3 clusters Score: Raw -1512600.301814 + Penalty 3105.878995 = -1509494.422819 nChanged 302 SP:Iteration 19Q (2463.047520 sec): 3 clusters Score: Raw -1512790.778989 + Penalty 3105.878995 = -1509684.899994 nChanged 280 SP:Iteration 20F (2463.081568 sec): 3 clusters Score: Raw -1512967.034178 + Penalty 3105.878995 = -1509861.155184 nChanged 250 SP:Iteration 21Q (2463.114185 sec): 3 clusters Score: Raw -1513113.443536 + Penalty 3105.878995 = -1510007.564541 nChanged 227 SP:Iteration 22Q (2463.146320 sec): 3 clusters Score: Raw -1513243.596121 + Penalty 3105.878995 = -1510137.717126 nChanged 190 SP:Iteration 23Q (2463.178030 sec): 3 clusters Score: Raw -1513348.982609 + Penalty 3105.878995 = -1510243.103615 nChanged 163 SP:Iteration 24Q (2463.209596 sec): 3 clusters Score: Raw -1513428.202300 + Penalty 3105.878995 = -1510322.323305 nChanged 133 SP:Iteration 25Q (2463.241013 sec): 3 clusters Score: Raw -1513490.771340 + Penalty 3105.878995 = -1510384.892346 nChanged 102 SP:Iteration 26Q (2463.271959 sec): 3 clusters Score: Raw -1513532.584304 + Penalty 3105.878995 = -1510426.705310 nChanged 91 SP:Iteration 27Q (2463.302855 sec): 3 clusters Score: Raw -1513564.468429 + Penalty 3105.878995 = -1510458.589435 nChanged 63 SP:Iteration 28Q (2463.333424 sec): 3 clusters Score: Raw -1513580.993726 + Penalty 3105.878995 = -1510475.114731 nChanged 52 SP:Iteration 29Q (2463.363865 sec): 3 clusters Score: Raw -1513594.819352 + Penalty 3105.878995 = -1510488.940357 nChanged 43 SP:Iteration 30Q (2463.394255 sec): 3 clusters Score: Raw -1513604.382885 + Penalty 3105.878995 = -1510498.503891 nChanged 30 SP:Iteration 31Q (2463.424437 sec): 3 clusters Score: Raw -1513611.227803 + Penalty 3105.878995 = -1510505.348808 nChanged 27 SP:Iteration 32Q (2463.454680 sec): 3 clusters Score: Raw -1513618.456630 + Penalty 3105.878995 = -1510512.577636 nChanged 20 SP:Iteration 33Q (2463.484888 sec): 3 clusters Score: Raw -1513623.167408 + Penalty 3105.878995 = -1510517.288413 nChanged 28 SP:Iteration 34Q (2463.515174 sec): 3 clusters Score: Raw -1513631.828944 + Penalty 3105.878995 = -1510525.949949 nChanged 27 SP:Iteration 35Q (2463.545355 sec): 3 clusters Score: Raw -1513638.260968 + Penalty 3105.878995 = -1510532.381973 nChanged 25 SP:Iteration 36Q (2463.575399 sec): 3 clusters Score: Raw -1513644.626912 + Penalty 3105.878995 = -1510538.747917 nChanged 25 SP:Iteration 37Q (2463.605397 sec): 3 clusters Score: Raw -1513652.236685 + Penalty 3105.878995 = -1510546.357691 nChanged 24 SP:Iteration 38Q (2463.635387 sec): 3 clusters Score: Raw -1513658.602596 + Penalty 3105.878995 = -1510552.723602 nChanged 22 SP:Iteration 39Q (2463.665221 sec): 3 clusters Score: Raw -1513663.690638 + Penalty 3105.878995 = -1510557.811643 nChanged 19 SP:Iteration 40F (2463.699439 sec): 3 clusters Score: Raw -1513669.129384 + Penalty 3105.878995 = -1510563.250389 nChanged 20 SP:Iteration 41Q (2463.729485 sec): 3 clusters Score: Raw -1513673.811467 + Penalty 3105.878995 = -1510567.932472 nChanged 17 SP:Iteration 42Q (2463.759382 sec): 3 clusters Score: Raw -1513676.849690 + Penalty 3105.878995 = -1510570.970695 nChanged 13 SP:Iteration 43Q (2463.789327 sec): 3 clusters Score: Raw -1513678.783209 + Penalty 3105.878995 = -1510572.904214 nChanged 9 SP:Iteration 44Q (2463.819323 sec): 3 clusters Score: Raw -1513680.545634 + Penalty 3105.878995 = -1510574.666639 nChanged 5 SP:Iteration 45Q (2463.849040 sec): 3 clusters Score: Raw -1513681.263143 + Penalty 3105.878995 = -1510575.384149 nChanged 1 SP:Iteration 46Q (2463.878853 sec): 3 clusters Score: Raw -1513681.552561 + Penalty 3105.878995 = -1510575.673566 nChanged 0 SP:Iteration 47F (2463.913260 sec): 3 clusters Score: Raw -1513681.552561 + Penalty 3105.878995 = -1510575.673566 nChanged 0 Trying to split cluster 17 (190917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2464.147278 sec): 2 clusters Score: Raw -21826332.361312 + Penalty 1975.934034 = -21824356.427278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2464.441331 sec): 3 clusters Score: Raw -21699975.731261 + Penalty 3951.868069 = -21696023.863192 nChanged 92636 SP:Iteration 1F (2464.729636 sec): 3 clusters Score: Raw -21756765.744171 + Penalty 3951.868069 = -21752813.876102 nChanged 8631 SP:Iteration 2Q (2465.040602 sec): 3 clusters Score: Raw -21760628.287275 + Penalty 3951.868069 = -21756676.419206 nChanged 10540 SP:Iteration 3F (2465.330654 sec): 3 clusters Score: Raw -21766686.181233 + Penalty 3951.868069 = -21762734.313164 nChanged 12432 SP:Iteration 4F (2465.619356 sec): 3 clusters Score: Raw -21775223.902817 + Penalty 3951.868069 = -21771272.034749 nChanged 13413 SP:Iteration 5F (2465.907629 sec): 3 clusters Score: Raw -21785212.227763 + Penalty 3951.868069 = -21781260.359694 nChanged 12836 SP:Iteration 6F (2466.195362 sec): 3 clusters Score: Raw -21794879.332892 + Penalty 3951.868069 = -21790927.464824 nChanged 10795 SP:Iteration 7F (2466.484199 sec): 3 clusters Score: Raw -21802471.256409 + Penalty 3951.868069 = -21798519.388340 nChanged 7806 SP:Iteration 8Q (2466.782899 sec): 3 clusters Score: Raw -21807066.378846 + Penalty 3951.868069 = -21803114.510777 nChanged 5167 SP:Iteration 9Q (2467.077053 sec): 3 clusters Score: Raw -21809528.901841 + Penalty 3951.868069 = -21805577.033772 nChanged 3810 SP:Iteration 10Q (2467.366529 sec): 3 clusters Score: Raw -21811070.853584 + Penalty 3951.868069 = -21807118.985516 nChanged 3094 SP:Iteration 11Q (2467.652451 sec): 3 clusters Score: Raw -21812193.384627 + Penalty 3951.868069 = -21808241.516558 nChanged 2674 SP:Iteration 12Q (2467.934799 sec): 3 clusters Score: Raw -21813047.140372 + Penalty 3951.868069 = -21809095.272304 nChanged 2399 SP:Iteration 13Q (2468.216210 sec): 3 clusters Score: Raw -21813770.870552 + Penalty 3951.868069 = -21809819.002483 nChanged 2177 SP:Iteration 14Q (2468.495037 sec): 3 clusters Score: Raw -21814377.824283 + Penalty 3951.868069 = -21810425.956215 nChanged 2027 SP:Iteration 15Q (2468.773028 sec): 3 clusters Score: Raw -21814919.305298 + Penalty 3951.868069 = -21810967.437229 nChanged 1922 SP:Iteration 16Q (2469.048945 sec): 3 clusters Score: Raw -21815406.471841 + Penalty 3951.868069 = -21811454.603772 nChanged 1842 SP:Iteration 17Q (2469.323397 sec): 3 clusters Score: Raw -21815871.325355 + Penalty 3951.868069 = -21811919.457286 nChanged 1817 SP:Iteration 18Q (2469.595953 sec): 3 clusters Score: Raw -21816334.525518 + Penalty 3951.868069 = -21812382.657449 nChanged 1845 SP:Iteration 19Q (2469.867255 sec): 3 clusters Score: Raw -21816814.620153 + Penalty 3951.868069 = -21812862.752084 nChanged 1819 SP:Iteration 20F (2470.154656 sec): 3 clusters Score: Raw -21817299.333284 + Penalty 3951.868069 = -21813347.465215 nChanged 1795 SP:Iteration 21Q (2470.422125 sec): 3 clusters Score: Raw -21817796.822516 + Penalty 3951.868069 = -21813844.954447 nChanged 1769 SP:Iteration 22Q (2470.688798 sec): 3 clusters Score: Raw -21818286.621633 + Penalty 3951.868069 = -21814334.753565 nChanged 1682 SP:Iteration 23Q (2470.952772 sec): 3 clusters Score: Raw -21818745.687653 + Penalty 3951.868069 = -21814793.819584 nChanged 1602 SP:Iteration 24Q (2471.213084 sec): 3 clusters Score: Raw -21819196.160813 + Penalty 3951.868069 = -21815244.292744 nChanged 1570 SP:Iteration 25Q (2471.474406 sec): 3 clusters Score: Raw -21819646.907693 + Penalty 3951.868069 = -21815695.039624 nChanged 1527 SP:Iteration 26Q (2471.732862 sec): 3 clusters Score: Raw -21820077.258277 + Penalty 3951.868069 = -21816125.390208 nChanged 1505 SP:Iteration 27Q (2471.990773 sec): 3 clusters Score: Raw -21820521.004424 + Penalty 3951.868069 = -21816569.136355 nChanged 1477 SP:Iteration 28Q (2472.247266 sec): 3 clusters Score: Raw -21820953.653560 + Penalty 3951.868069 = -21817001.785492 nChanged 1374 SP:Iteration 29Q (2472.502108 sec): 3 clusters Score: Raw -21821354.972830 + Penalty 3951.868069 = -21817403.104761 nChanged 1343 SP:Iteration 30Q (2472.755327 sec): 3 clusters Score: Raw -21821751.913470 + Penalty 3951.868069 = -21817800.045402 nChanged 1215 SP:Iteration 31Q (2473.007592 sec): 3 clusters Score: Raw -21822098.812001 + Penalty 3951.868069 = -21818146.943933 nChanged 1156 SP:Iteration 32Q (2473.258538 sec): 3 clusters Score: Raw -21822433.931876 + Penalty 3951.868069 = -21818482.063807 nChanged 1101 SP:Iteration 33Q (2473.539124 sec): 3 clusters Score: Raw -21822751.429751 + Penalty 3951.868069 = -21818799.561682 nChanged 1069 SP:Iteration 34Q (2473.821301 sec): 3 clusters Score: Raw -21823065.506990 + Penalty 3951.868069 = -21819113.638921 nChanged 1051 SP:Iteration 35Q (2474.103568 sec): 3 clusters Score: Raw -21823383.463774 + Penalty 3951.868069 = -21819431.595705 nChanged 1004 SP:Iteration 36Q (2474.348491 sec): 3 clusters Score: Raw -21823712.742116 + Penalty 3951.868069 = -21819760.874047 nChanged 988 SP:Iteration 37Q (2474.592724 sec): 3 clusters Score: Raw -21824042.014353 + Penalty 3951.868069 = -21820090.146285 nChanged 913 SP:Iteration 38Q (2474.835349 sec): 3 clusters Score: Raw -21824351.823977 + Penalty 3951.868069 = -21820399.955908 nChanged 866 SP:Iteration 39Q (2475.076977 sec): 3 clusters Score: Raw -21824648.271856 + Penalty 3951.868069 = -21820696.403788 nChanged 798 SP:Iteration 40F (2475.364167 sec): 3 clusters Score: Raw -21824924.146699 + Penalty 3951.868069 = -21820972.278630 nChanged 734 SP:Iteration 41Q (2475.604186 sec): 3 clusters Score: Raw -21825180.750748 + Penalty 3951.868069 = -21821228.882679 nChanged 669 SP:Iteration 42Q (2475.840499 sec): 3 clusters Score: Raw -21825424.412052 + Penalty 3951.868069 = -21821472.543983 nChanged 592 SP:Iteration 43Q (2476.076781 sec): 3 clusters Score: Raw -21825627.173474 + Penalty 3951.868069 = -21821675.305405 nChanged 510 SP:Iteration 44Q (2476.312837 sec): 3 clusters Score: Raw -21825792.362577 + Penalty 3951.868069 = -21821840.494508 nChanged 413 SP:Iteration 45Q (2476.546925 sec): 3 clusters Score: Raw -21825924.303160 + Penalty 3951.868069 = -21821972.435091 nChanged 366 SP:Iteration 46Q (2476.780271 sec): 3 clusters Score: Raw -21826036.962921 + Penalty 3951.868069 = -21822085.094852 nChanged 327 SP:Iteration 47Q (2477.013546 sec): 3 clusters Score: Raw -21826135.948511 + Penalty 3951.868069 = -21822184.080442 nChanged 276 SP:Iteration 48Q (2477.246204 sec): 3 clusters Score: Raw -21826220.422870 + Penalty 3951.868069 = -21822268.554802 nChanged 260 SP:Iteration 49Q (2477.480075 sec): 3 clusters Score: Raw -21826298.525212 + Penalty 3951.868069 = -21822346.657143 nChanged 245 SP:Iteration 50Q (2477.712167 sec): 3 clusters Score: Raw -21826375.022112 + Penalty 3951.868069 = -21822423.154043 nChanged 197 SP:Iteration 51Q (2477.947905 sec): 3 clusters Score: Raw -21826447.783166 + Penalty 3951.868069 = -21822495.915097 nChanged 197 SP:Iteration 52Q (2478.182434 sec): 3 clusters Score: Raw -21826519.146888 + Penalty 3951.868069 = -21822567.278819 nChanged 156 SP:Iteration 53Q (2478.414277 sec): 3 clusters Score: Raw -21826569.663993 + Penalty 3951.868069 = -21822617.795924 nChanged 118 SP:Iteration 54Q (2478.645476 sec): 3 clusters Score: Raw -21826602.019645 + Penalty 3951.868069 = -21822650.151576 nChanged 92 SP:Iteration 55Q (2478.876669 sec): 3 clusters Score: Raw -21826625.183531 + Penalty 3951.868069 = -21822673.315462 nChanged 69 SP:Iteration 56Q (2479.107727 sec): 3 clusters Score: Raw -21826645.521920 + Penalty 3951.868069 = -21822693.653852 nChanged 77 SP:Iteration 57Q (2479.338698 sec): 3 clusters Score: Raw -21826667.635288 + Penalty 3951.868069 = -21822715.767220 nChanged 57 SP:Iteration 58Q (2479.570420 sec): 3 clusters Score: Raw -21826683.867646 + Penalty 3951.868069 = -21822731.999577 nChanged 51 SP:Iteration 59Q (2479.802430 sec): 3 clusters Score: Raw -21826697.561672 + Penalty 3951.868069 = -21822745.693603 nChanged 35 SP:Iteration 60F (2480.087707 sec): 3 clusters Score: Raw -21826706.876614 + Penalty 3951.868069 = -21822755.008545 nChanged 34 SP:Iteration 61Q (2480.318170 sec): 3 clusters Score: Raw -21826715.642833 + Penalty 3951.868069 = -21822763.774765 nChanged 33 SP:Iteration 62Q (2480.550223 sec): 3 clusters Score: Raw -21826724.497042 + Penalty 3951.868069 = -21822772.628973 nChanged 40 SP:Iteration 63Q (2480.781968 sec): 3 clusters Score: Raw -21826735.011538 + Penalty 3951.868069 = -21822783.143469 nChanged 48 SP:Iteration 64Q (2481.013529 sec): 3 clusters Score: Raw -21826750.206464 + Penalty 3951.868069 = -21822798.338395 nChanged 46 SP:Iteration 65Q (2481.245534 sec): 3 clusters Score: Raw -21826762.979237 + Penalty 3951.868069 = -21822811.111169 nChanged 43 SP:Iteration 66Q (2481.477431 sec): 3 clusters Score: Raw -21826777.433303 + Penalty 3951.868069 = -21822825.565234 nChanged 41 SP:Iteration 67Q (2481.709267 sec): 3 clusters Score: Raw -21826787.354240 + Penalty 3951.868069 = -21822835.486171 nChanged 28 SP:Iteration 68Q (2481.941088 sec): 3 clusters Score: Raw -21826794.365308 + Penalty 3951.868069 = -21822842.497239 nChanged 37 SP:Iteration 69Q (2482.172619 sec): 3 clusters Score: Raw -21826803.316096 + Penalty 3951.868069 = -21822851.448027 nChanged 27 SP:Iteration 70Q (2482.403143 sec): 3 clusters Score: Raw -21826809.603812 + Penalty 3951.868069 = -21822857.735744 nChanged 25 SP:Iteration 71Q (2482.634322 sec): 3 clusters Score: Raw -21826816.030668 + Penalty 3951.868069 = -21822864.162599 nChanged 24 SP:Iteration 72Q (2482.864893 sec): 3 clusters Score: Raw -21826822.430556 + Penalty 3951.868069 = -21822870.562487 nChanged 23 SP:Iteration 73Q (2483.095689 sec): 3 clusters Score: Raw -21826826.988824 + Penalty 3951.868069 = -21822875.120755 nChanged 13 SP:Iteration 74Q (2483.326256 sec): 3 clusters Score: Raw -21826830.480632 + Penalty 3951.868069 = -21822878.612563 nChanged 14 SP:Iteration 75Q (2483.556986 sec): 3 clusters Score: Raw -21826833.645625 + Penalty 3951.868069 = -21822881.777556 nChanged 13 SP:Iteration 76Q (2483.801147 sec): 3 clusters Score: Raw -21826837.100357 + Penalty 3951.868069 = -21822885.232289 nChanged 8 SP:Iteration 77Q (2484.035940 sec): 3 clusters Score: Raw -21826839.186740 + Penalty 3951.868069 = -21822887.318671 nChanged 9 SP:Iteration 78Q (2484.266423 sec): 3 clusters Score: Raw -21826840.635031 + Penalty 3951.868069 = -21822888.766962 nChanged 8 SP:Iteration 79Q (2484.496826 sec): 3 clusters Score: Raw -21826842.706819 + Penalty 3951.868069 = -21822890.838750 nChanged 9 SP:Iteration 80F (2484.781241 sec): 3 clusters Score: Raw -21826845.108723 + Penalty 3951.868069 = -21822893.240654 nChanged 9 SP:Iteration 81Q (2485.032292 sec): 3 clusters Score: Raw -21826847.949641 + Penalty 3951.868069 = -21822896.081572 nChanged 11 SP:Iteration 82Q (2485.262871 sec): 3 clusters Score: Raw -21826850.838106 + Penalty 3951.868069 = -21822898.970037 nChanged 12 SP:Iteration 83Q (2485.493250 sec): 3 clusters Score: Raw -21826853.020985 + Penalty 3951.868069 = -21822901.152916 nChanged 11 SP:Iteration 84Q (2485.734544 sec): 3 clusters Score: Raw -21826855.413266 + Penalty 3951.868069 = -21822903.545198 nChanged 15 SP:Iteration 85Q (2485.965952 sec): 3 clusters Score: Raw -21826858.402892 + Penalty 3951.868069 = -21822906.534823 nChanged 8 SP:Iteration 86Q (2486.196857 sec): 3 clusters Score: Raw -21826860.817363 + Penalty 3951.868069 = -21822908.949294 nChanged 12 SP:Iteration 87Q (2486.428608 sec): 3 clusters Score: Raw -21826864.636946 + Penalty 3951.868069 = -21822912.768877 nChanged 12 SP:Iteration 88Q (2486.660405 sec): 3 clusters Score: Raw -21826867.259947 + Penalty 3951.868069 = -21822915.391878 nChanged 9 SP:Iteration 89Q (2486.891842 sec): 3 clusters Score: Raw -21826869.175053 + Penalty 3951.868069 = -21822917.306985 nChanged 5 SP:Iteration 90Q (2487.122883 sec): 3 clusters Score: Raw -21826870.081099 + Penalty 3951.868069 = -21822918.213030 nChanged 3 SP:Iteration 91Q (2487.353867 sec): 3 clusters Score: Raw -21826870.739197 + Penalty 3951.868069 = -21822918.871128 nChanged 2 SP:Iteration 92Q (2487.585089 sec): 3 clusters Score: Raw -21826871.167301 + Penalty 3951.868069 = -21822919.299233 nChanged 4 SP:Iteration 93Q (2487.816401 sec): 3 clusters Score: Raw -21826871.978839 + Penalty 3951.868069 = -21822920.110771 nChanged 4 SP:Iteration 94Q (2488.047939 sec): 3 clusters Score: Raw -21826872.755844 + Penalty 3951.868069 = -21822920.887775 nChanged 4 SP:Iteration 95Q (2488.279578 sec): 3 clusters Score: Raw -21826873.712375 + Penalty 3951.868069 = -21822921.844306 nChanged 5 SP:Iteration 96Q (2488.511035 sec): 3 clusters Score: Raw -21826874.755887 + Penalty 3951.868069 = -21822922.887818 nChanged 7 SP:Iteration 97Q (2488.742748 sec): 3 clusters Score: Raw -21826875.902125 + Penalty 3951.868069 = -21822924.034056 nChanged 3 SP:Iteration 98Q (2488.973633 sec): 3 clusters Score: Raw -21826876.879844 + Penalty 3951.868069 = -21822925.011775 nChanged 4 SP:Iteration 99Q (2489.211450 sec): 3 clusters Score: Raw -21826877.465443 + Penalty 3951.868069 = -21822925.597374 nChanged 1 SP:Iteration 100F (2489.496937 sec): 3 clusters Score: Raw -21826877.750855 + Penalty 3951.868069 = -21822925.882787 nChanged 0 Trying to split cluster 18 (73378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2489.593401 sec): 2 clusters Score: Raw -8115106.068509 + Penalty 1820.549159 = -8113285.519350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2489.714500 sec): 3 clusters Score: Raw -8067775.557526 + Penalty 3641.098319 = -8064134.459208 nChanged 35122 SP:Iteration 1F (2489.834091 sec): 3 clusters Score: Raw -8087722.034329 + Penalty 3641.098319 = -8084080.936010 nChanged 2502 SP:Iteration 2Q (2489.960849 sec): 3 clusters Score: Raw -8088343.820671 + Penalty 3641.098319 = -8084702.722352 nChanged 2557 SP:Iteration 3Q (2490.087972 sec): 3 clusters Score: Raw -8089086.522928 + Penalty 3641.098319 = -8085445.424609 nChanged 2811 SP:Iteration 4Q (2490.214991 sec): 3 clusters Score: Raw -8090085.362573 + Penalty 3641.098319 = -8086444.264254 nChanged 3230 SP:Iteration 5Q (2490.341899 sec): 3 clusters Score: Raw -8091518.419192 + Penalty 3641.098319 = -8087877.320873 nChanged 3645 SP:Iteration 6Q (2490.504307 sec): 3 clusters Score: Raw -8093343.026562 + Penalty 3641.098319 = -8089701.928244 nChanged 4048 SP:Iteration 7F (2490.652221 sec): 3 clusters Score: Raw -8095630.242459 + Penalty 3641.098319 = -8091989.144140 nChanged 4355 SP:Iteration 8F (2490.770465 sec): 3 clusters Score: Raw -8098469.808947 + Penalty 3641.098319 = -8094828.710628 nChanged 4572 SP:Iteration 9F (2490.889499 sec): 3 clusters Score: Raw -8101703.400124 + Penalty 3641.098319 = -8098062.301805 nChanged 4400 SP:Iteration 10F (2491.008648 sec): 3 clusters Score: Raw -8104775.669250 + Penalty 3641.098319 = -8101134.570931 nChanged 3585 SP:Iteration 11Q (2491.132066 sec): 3 clusters Score: Raw -8106785.265529 + Penalty 3641.098319 = -8103144.167211 nChanged 2487 SP:Iteration 12Q (2491.254213 sec): 3 clusters Score: Raw -8107713.302172 + Penalty 3641.098319 = -8104072.203853 nChanged 1618 SP:Iteration 13Q (2491.375557 sec): 3 clusters Score: Raw -8108156.453576 + Penalty 3641.098319 = -8104515.355257 nChanged 1079 SP:Iteration 14Q (2491.495863 sec): 3 clusters Score: Raw -8108399.783247 + Penalty 3641.098319 = -8104758.684928 nChanged 835 SP:Iteration 15Q (2491.615486 sec): 3 clusters Score: Raw -8108582.493022 + Penalty 3641.098319 = -8104941.394703 nChanged 714 SP:Iteration 16Q (2491.734909 sec): 3 clusters Score: Raw -8108724.986505 + Penalty 3641.098319 = -8105083.888186 nChanged 637 SP:Iteration 17Q (2491.854052 sec): 3 clusters Score: Raw -8108838.250589 + Penalty 3641.098319 = -8105197.152270 nChanged 596 SP:Iteration 18Q (2491.973651 sec): 3 clusters Score: Raw -8108939.023477 + Penalty 3641.098319 = -8105297.925159 nChanged 582 SP:Iteration 19Q (2492.092676 sec): 3 clusters Score: Raw -8109037.451680 + Penalty 3641.098319 = -8105396.353361 nChanged 556 SP:Iteration 20F (2492.211922 sec): 3 clusters Score: Raw -8109129.139301 + Penalty 3641.098319 = -8105488.040982 nChanged 554 SP:Iteration 21Q (2492.330516 sec): 3 clusters Score: Raw -8109221.892034 + Penalty 3641.098319 = -8105580.793716 nChanged 594 SP:Iteration 22Q (2492.448330 sec): 3 clusters Score: Raw -8109322.836069 + Penalty 3641.098319 = -8105681.737750 nChanged 604 SP:Iteration 23Q (2492.565766 sec): 3 clusters Score: Raw -8109423.400592 + Penalty 3641.098319 = -8105782.302274 nChanged 629 SP:Iteration 24Q (2492.704286 sec): 3 clusters Score: Raw -8109530.851013 + Penalty 3641.098319 = -8105889.752694 nChanged 639 SP:Iteration 25Q (2492.821266 sec): 3 clusters Score: Raw -8109639.770049 + Penalty 3641.098319 = -8105998.671731 nChanged 634 SP:Iteration 26Q (2492.937707 sec): 3 clusters Score: Raw -8109752.487788 + Penalty 3641.098319 = -8106111.389469 nChanged 668 SP:Iteration 27Q (2493.053867 sec): 3 clusters Score: Raw -8109880.654710 + Penalty 3641.098319 = -8106239.556391 nChanged 680 SP:Iteration 28Q (2493.169657 sec): 3 clusters Score: Raw -8110014.652615 + Penalty 3641.098319 = -8106373.554296 nChanged 705 SP:Iteration 29Q (2493.285132 sec): 3 clusters Score: Raw -8110160.343285 + Penalty 3641.098319 = -8106519.244967 nChanged 727 SP:Iteration 30Q (2493.402313 sec): 3 clusters Score: Raw -8110317.084332 + Penalty 3641.098319 = -8106675.986013 nChanged 744 SP:Iteration 31Q (2493.518371 sec): 3 clusters Score: Raw -8110479.821774 + Penalty 3641.098319 = -8106838.723455 nChanged 732 SP:Iteration 32Q (2493.635597 sec): 3 clusters Score: Raw -8110649.864117 + Penalty 3641.098319 = -8107008.765798 nChanged 730 SP:Iteration 33Q (2493.749308 sec): 3 clusters Score: Raw -8110818.155238 + Penalty 3641.098319 = -8107177.056920 nChanged 722 SP:Iteration 34Q (2493.862498 sec): 3 clusters Score: Raw -8110985.629984 + Penalty 3641.098319 = -8107344.531665 nChanged 740 SP:Iteration 35Q (2493.975117 sec): 3 clusters Score: Raw -8111160.955373 + Penalty 3641.098319 = -8107519.857054 nChanged 707 SP:Iteration 36Q (2494.086961 sec): 3 clusters Score: Raw -8111330.227376 + Penalty 3641.098319 = -8107689.129057 nChanged 734 SP:Iteration 37Q (2494.197878 sec): 3 clusters Score: Raw -8111510.189462 + Penalty 3641.098319 = -8107869.091144 nChanged 719 SP:Iteration 38Q (2494.321012 sec): 3 clusters Score: Raw -8111689.290047 + Penalty 3641.098319 = -8108048.191728 nChanged 722 SP:Iteration 39Q (2494.431340 sec): 3 clusters Score: Raw -8111874.137708 + Penalty 3641.098319 = -8108233.039389 nChanged 716 SP:Iteration 40F (2494.550299 sec): 3 clusters Score: Raw -8112066.876248 + Penalty 3641.098319 = -8108425.777930 nChanged 696 SP:Iteration 41Q (2494.660027 sec): 3 clusters Score: Raw -8112250.359376 + Penalty 3641.098319 = -8108609.261057 nChanged 652 SP:Iteration 42Q (2494.769634 sec): 3 clusters Score: Raw -8112433.016523 + Penalty 3641.098319 = -8108791.918205 nChanged 645 SP:Iteration 43Q (2494.878135 sec): 3 clusters Score: Raw -8112631.546298 + Penalty 3641.098319 = -8108990.447979 nChanged 704 SP:Iteration 44Q (2494.986146 sec): 3 clusters Score: Raw -8112869.344956 + Penalty 3641.098319 = -8109228.246637 nChanged 705 SP:Iteration 45Q (2495.108589 sec): 3 clusters Score: Raw -8113113.478304 + Penalty 3641.098319 = -8109472.379985 nChanged 633 SP:Iteration 46Q (2495.215013 sec): 3 clusters Score: Raw -8113332.770563 + Penalty 3641.098319 = -8109691.672244 nChanged 592 SP:Iteration 47Q (2495.321032 sec): 3 clusters Score: Raw -8113544.535484 + Penalty 3641.098319 = -8109903.437166 nChanged 594 SP:Iteration 48Q (2495.426195 sec): 3 clusters Score: Raw -8113760.194118 + Penalty 3641.098319 = -8110119.095799 nChanged 557 SP:Iteration 49Q (2495.530384 sec): 3 clusters Score: Raw -8113955.699218 + Penalty 3641.098319 = -8110314.600899 nChanged 497 SP:Iteration 50Q (2495.665715 sec): 3 clusters Score: Raw -8114127.252376 + Penalty 3641.098319 = -8110486.154057 nChanged 476 SP:Iteration 51Q (2495.768785 sec): 3 clusters Score: Raw -8114297.837838 + Penalty 3641.098319 = -8110656.739519 nChanged 445 SP:Iteration 52Q (2495.871666 sec): 3 clusters Score: Raw -8114465.014484 + Penalty 3641.098319 = -8110823.916165 nChanged 409 SP:Iteration 53Q (2495.973046 sec): 3 clusters Score: Raw -8114617.775137 + Penalty 3641.098319 = -8110976.676819 nChanged 361 SP:Iteration 54Q (2496.075829 sec): 3 clusters Score: Raw -8114760.075549 + Penalty 3641.098319 = -8111118.977231 nChanged 330 SP:Iteration 55Q (2496.176591 sec): 3 clusters Score: Raw -8114893.592848 + Penalty 3641.098319 = -8111252.494530 nChanged 270 SP:Iteration 56Q (2496.276699 sec): 3 clusters Score: Raw -8114997.281369 + Penalty 3641.098319 = -8111356.183050 nChanged 221 SP:Iteration 57Q (2496.376105 sec): 3 clusters Score: Raw -8115079.823044 + Penalty 3641.098319 = -8111438.724725 nChanged 193 SP:Iteration 58Q (2496.475044 sec): 3 clusters Score: Raw -8115148.549212 + Penalty 3641.098319 = -8111507.450893 nChanged 152 SP:Iteration 59Q (2496.573853 sec): 3 clusters Score: Raw -8115206.885702 + Penalty 3641.098319 = -8111565.787384 nChanged 130 SP:Iteration 60F (2496.714706 sec): 3 clusters Score: Raw -8115253.366578 + Penalty 3641.098319 = -8111612.268259 nChanged 104 SP:Iteration 61Q (2496.812233 sec): 3 clusters Score: Raw -8115288.423076 + Penalty 3641.098319 = -8111647.324758 nChanged 89 SP:Iteration 62Q (2496.909591 sec): 3 clusters Score: Raw -8115318.811428 + Penalty 3641.098319 = -8111677.713109 nChanged 81 SP:Iteration 63Q (2497.006778 sec): 3 clusters Score: Raw -8115343.886698 + Penalty 3641.098319 = -8111702.788379 nChanged 62 SP:Iteration 64Q (2497.103895 sec): 3 clusters Score: Raw -8115365.405971 + Penalty 3641.098319 = -8111724.307652 nChanged 65 SP:Iteration 65Q (2497.200857 sec): 3 clusters Score: Raw -8115387.201036 + Penalty 3641.098319 = -8111746.102718 nChanged 58 SP:Iteration 66Q (2497.323750 sec): 3 clusters Score: Raw -8115405.152176 + Penalty 3641.098319 = -8111764.053858 nChanged 40 SP:Iteration 67Q (2497.459267 sec): 3 clusters Score: Raw -8115418.206858 + Penalty 3641.098319 = -8111777.108539 nChanged 32 SP:Iteration 68Q (2497.559319 sec): 3 clusters Score: Raw -8115428.649996 + Penalty 3641.098319 = -8111787.551677 nChanged 34 SP:Iteration 69Q (2497.656301 sec): 3 clusters Score: Raw -8115437.813111 + Penalty 3641.098319 = -8111796.714793 nChanged 23 SP:Iteration 70Q (2497.753036 sec): 3 clusters Score: Raw -8115443.732504 + Penalty 3641.098319 = -8111802.634186 nChanged 16 SP:Iteration 71Q (2497.849868 sec): 3 clusters Score: Raw -8115447.722957 + Penalty 3641.098319 = -8111806.624638 nChanged 11 SP:Iteration 72Q (2497.946765 sec): 3 clusters Score: Raw -8115450.229085 + Penalty 3641.098319 = -8111809.130766 nChanged 7 SP:Iteration 73Q (2498.043372 sec): 3 clusters Score: Raw -8115451.935834 + Penalty 3641.098319 = -8111810.837516 nChanged 7 SP:Iteration 74Q (2498.140077 sec): 3 clusters Score: Raw -8115453.258245 + Penalty 3641.098319 = -8111812.159926 nChanged 6 SP:Iteration 75Q (2498.237362 sec): 3 clusters Score: Raw -8115454.539704 + Penalty 3641.098319 = -8111813.441385 nChanged 5 SP:Iteration 76Q (2498.334652 sec): 3 clusters Score: Raw -8115455.865870 + Penalty 3641.098319 = -8111814.767551 nChanged 6 SP:Iteration 77Q (2498.431825 sec): 3 clusters Score: Raw -8115457.559729 + Penalty 3641.098319 = -8111816.461411 nChanged 7 SP:Iteration 78Q (2498.529130 sec): 3 clusters Score: Raw -8115459.295813 + Penalty 3641.098319 = -8111818.197495 nChanged 7 SP:Iteration 79Q (2498.626274 sec): 3 clusters Score: Raw -8115461.044305 + Penalty 3641.098319 = -8111819.945986 nChanged 4 SP:Iteration 80F (2498.745066 sec): 3 clusters Score: Raw -8115462.344313 + Penalty 3641.098319 = -8111821.245995 nChanged 10 SP:Iteration 81Q (2498.842074 sec): 3 clusters Score: Raw -8115465.115659 + Penalty 3641.098319 = -8111824.017340 nChanged 10 SP:Iteration 82Q (2498.939341 sec): 3 clusters Score: Raw -8115468.594941 + Penalty 3641.098319 = -8111827.496623 nChanged 8 SP:Iteration 83Q (2499.036561 sec): 3 clusters Score: Raw -8115471.537588 + Penalty 3641.098319 = -8111830.439269 nChanged 5 SP:Iteration 84Q (2499.133792 sec): 3 clusters Score: Raw -8115472.635981 + Penalty 3641.098319 = -8111831.537662 nChanged 5 SP:Iteration 85Q (2499.231526 sec): 3 clusters Score: Raw -8115474.027164 + Penalty 3641.098319 = -8111832.928845 nChanged 2 SP:Iteration 86Q (2499.361136 sec): 3 clusters Score: Raw -8115474.364209 + Penalty 3641.098319 = -8111833.265890 nChanged 2 SP:Iteration 87Q (2499.495050 sec): 3 clusters Score: Raw -8115474.832556 + Penalty 3641.098319 = -8111833.734237 nChanged 3 SP:Iteration 88Q (2499.620164 sec): 3 clusters Score: Raw -8115475.748245 + Penalty 3641.098319 = -8111834.649926 nChanged 7 SP:Iteration 89Q (2499.754425 sec): 3 clusters Score: Raw -8115477.620885 + Penalty 3641.098319 = -8111836.522567 nChanged 7 SP:Iteration 90Q (2499.889446 sec): 3 clusters Score: Raw -8115479.384111 + Penalty 3641.098319 = -8111838.285793 nChanged 7 SP:Iteration 91Q (2499.983963 sec): 3 clusters Score: Raw -8115482.039080 + Penalty 3641.098319 = -8111840.940761 nChanged 6 SP:Iteration 92Q (2500.080945 sec): 3 clusters Score: Raw -8115484.161560 + Penalty 3641.098319 = -8111843.063241 nChanged 9 SP:Iteration 93Q (2500.177868 sec): 3 clusters Score: Raw -8115486.599538 + Penalty 3641.098319 = -8111845.501219 nChanged 3 SP:Iteration 94Q (2500.274312 sec): 3 clusters Score: Raw -8115487.273548 + Penalty 3641.098319 = -8111846.175229 nChanged 3 SP:Iteration 95Q (2500.371372 sec): 3 clusters Score: Raw -8115488.290229 + Penalty 3641.098319 = -8111847.191910 nChanged 3 SP:Iteration 96Q (2500.468190 sec): 3 clusters Score: Raw -8115489.619980 + Penalty 3641.098319 = -8111848.521661 nChanged 5 SP:Iteration 97Q (2500.564666 sec): 3 clusters Score: Raw -8115490.628368 + Penalty 3641.098319 = -8111849.530049 nChanged 3 SP:Iteration 98Q (2500.661166 sec): 3 clusters Score: Raw -8115491.267015 + Penalty 3641.098319 = -8111850.168696 nChanged 1 SP:Iteration 99Q (2500.758074 sec): 3 clusters Score: Raw -8115491.468333 + Penalty 3641.098319 = -8111850.370014 nChanged 0 SP:Iteration 100F (2500.876773 sec): 3 clusters Score: Raw -8115491.468333 + Penalty 3641.098319 = -8111850.370014 nChanged 0 Trying to split cluster 19 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2500.884172 sec): 2 clusters Score: Raw -155974.106073 + Penalty 1183.560337 = -154790.545736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2500.892327 sec): 3 clusters Score: Raw -155401.733219 + Penalty 2367.120674 = -153034.612545 nChanged 477 SP:Iteration 1F (2500.899898 sec): 3 clusters Score: Raw -155777.141945 + Penalty 2367.120674 = -153410.021270 nChanged 126 SP:Iteration 2F (2500.907493 sec): 3 clusters Score: Raw -155882.437696 + Penalty 2367.120674 = -153515.317021 nChanged 69 SP:Iteration 3Q (2500.915023 sec): 3 clusters Score: Raw -155944.484565 + Penalty 2367.120674 = -153577.363891 nChanged 49 SP:Iteration 4Q (2500.922525 sec): 3 clusters Score: Raw -155992.670851 + Penalty 2367.120674 = -153625.550177 nChanged 45 SP:Iteration 5Q (2500.930005 sec): 3 clusters Score: Raw -156030.960835 + Penalty 2367.120674 = -153663.840160 nChanged 30 SP:Iteration 6Q (2500.937574 sec): 3 clusters Score: Raw -156056.643854 + Penalty 2367.120674 = -153689.523179 nChanged 21 SP:Iteration 7Q (2500.945052 sec): 3 clusters Score: Raw -156075.637842 + Penalty 2367.120674 = -153708.517167 nChanged 14 SP:Iteration 8Q (2500.952574 sec): 3 clusters Score: Raw -156082.770047 + Penalty 2367.120674 = -153715.649373 nChanged 7 SP:Iteration 9Q (2500.960085 sec): 3 clusters Score: Raw -156087.125019 + Penalty 2367.120674 = -153720.004345 nChanged 5 SP:Iteration 10Q (2500.967628 sec): 3 clusters Score: Raw -156090.651273 + Penalty 2367.120674 = -153723.530599 nChanged 6 SP:Iteration 11Q (2500.975136 sec): 3 clusters Score: Raw -156095.509670 + Penalty 2367.120674 = -153728.388996 nChanged 4 SP:Iteration 12Q (2500.982647 sec): 3 clusters Score: Raw -156097.446183 + Penalty 2367.120674 = -153730.325508 nChanged 3 SP:Iteration 13Q (2500.990158 sec): 3 clusters Score: Raw -156099.407330 + Penalty 2367.120674 = -153732.286656 nChanged 2 SP:Iteration 14Q (2500.997664 sec): 3 clusters Score: Raw -156100.930121 + Penalty 2367.120674 = -153733.809447 nChanged 5 SP:Iteration 15Q (2501.005221 sec): 3 clusters Score: Raw -156105.923591 + Penalty 2367.120674 = -153738.802917 nChanged 4 SP:Iteration 16Q (2501.012657 sec): 3 clusters Score: Raw -156107.413618 + Penalty 2367.120674 = -153740.292943 nChanged 3 SP:Iteration 17Q (2501.020098 sec): 3 clusters Score: Raw -156109.553919 + Penalty 2367.120674 = -153742.433244 nChanged 6 SP:Iteration 18Q (2501.027531 sec): 3 clusters Score: Raw -156112.905352 + Penalty 2367.120674 = -153745.784678 nChanged 5 SP:Iteration 19Q (2501.035000 sec): 3 clusters Score: Raw -156114.975794 + Penalty 2367.120674 = -153747.855119 nChanged 2 SP:Iteration 20F (2501.042539 sec): 3 clusters Score: Raw -156115.916576 + Penalty 2367.120674 = -153748.795902 nChanged 0 Trying to split cluster 20 (14843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2501.072734 sec): 2 clusters Score: Raw -1598952.655853 + Penalty 1560.858594 = -1597391.797260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2501.108473 sec): 3 clusters Score: Raw -1590248.480899 + Penalty 3121.717187 = -1587126.763712 nChanged 6581 SP:Iteration 1F (2501.142567 sec): 3 clusters Score: Raw -1594359.906293 + Penalty 3121.717187 = -1591238.189106 nChanged 1163 SP:Iteration 2F (2501.176803 sec): 3 clusters Score: Raw -1595211.036946 + Penalty 3121.717187 = -1592089.319759 nChanged 1178 SP:Iteration 3F (2501.211080 sec): 3 clusters Score: Raw -1596118.158526 + Penalty 3121.717187 = -1592996.441339 nChanged 1105 SP:Iteration 4F (2501.245223 sec): 3 clusters Score: Raw -1596895.041464 + Penalty 3121.717187 = -1593773.324277 nChanged 932 SP:Iteration 5F (2501.279407 sec): 3 clusters Score: Raw -1597539.359310 + Penalty 3121.717187 = -1594417.642123 nChanged 781 SP:Iteration 6F (2501.313542 sec): 3 clusters Score: Raw -1598092.750252 + Penalty 3121.717187 = -1594971.033065 nChanged 602 SP:Iteration 7Q (2501.347619 sec): 3 clusters Score: Raw -1598468.126435 + Penalty 3121.717187 = -1595346.409248 nChanged 445 SP:Iteration 8Q (2501.381623 sec): 3 clusters Score: Raw -1598721.573038 + Penalty 3121.717187 = -1595599.855851 nChanged 369 SP:Iteration 9Q (2501.415500 sec): 3 clusters Score: Raw -1598874.722899 + Penalty 3121.717187 = -1595753.005712 nChanged 267 SP:Iteration 10Q (2501.449044 sec): 3 clusters Score: Raw -1598975.747127 + Penalty 3121.717187 = -1595854.029940 nChanged 199 SP:Iteration 11Q (2501.482383 sec): 3 clusters Score: Raw -1599030.453406 + Penalty 3121.717187 = -1595908.736219 nChanged 137 SP:Iteration 12Q (2501.515578 sec): 3 clusters Score: Raw -1599067.694240 + Penalty 3121.717187 = -1595945.977053 nChanged 127 SP:Iteration 13Q (2501.548691 sec): 3 clusters Score: Raw -1599097.924669 + Penalty 3121.717187 = -1595976.207482 nChanged 109 SP:Iteration 14Q (2501.581761 sec): 3 clusters Score: Raw -1599116.928679 + Penalty 3121.717187 = -1595995.211492 nChanged 78 SP:Iteration 15Q (2501.614896 sec): 3 clusters Score: Raw -1599131.940590 + Penalty 3121.717187 = -1596010.223403 nChanged 68 SP:Iteration 16Q (2501.647853 sec): 3 clusters Score: Raw -1599143.036222 + Penalty 3121.717187 = -1596021.319034 nChanged 57 SP:Iteration 17Q (2501.680831 sec): 3 clusters Score: Raw -1599151.561487 + Penalty 3121.717187 = -1596029.844300 nChanged 35 SP:Iteration 18Q (2501.713626 sec): 3 clusters Score: Raw -1599155.922338 + Penalty 3121.717187 = -1596034.205151 nChanged 32 SP:Iteration 19Q (2501.746782 sec): 3 clusters Score: Raw -1599160.118123 + Penalty 3121.717187 = -1596038.400936 nChanged 33 SP:Iteration 20F (2501.780816 sec): 3 clusters Score: Raw -1599165.046121 + Penalty 3121.717187 = -1596043.328934 nChanged 35 SP:Iteration 21Q (2501.813754 sec): 3 clusters Score: Raw -1599170.283337 + Penalty 3121.717187 = -1596048.566150 nChanged 38 SP:Iteration 22Q (2501.846752 sec): 3 clusters Score: Raw -1599175.487348 + Penalty 3121.717187 = -1596053.770161 nChanged 38 SP:Iteration 23Q (2501.879673 sec): 3 clusters Score: Raw -1599180.316262 + Penalty 3121.717187 = -1596058.599075 nChanged 29 SP:Iteration 24Q (2501.912387 sec): 3 clusters Score: Raw -1599183.644839 + Penalty 3121.717187 = -1596061.927652 nChanged 32 SP:Iteration 25Q (2501.945384 sec): 3 clusters Score: Raw -1599187.413501 + Penalty 3121.717187 = -1596065.696314 nChanged 28 SP:Iteration 26Q (2501.978116 sec): 3 clusters Score: Raw -1599191.223446 + Penalty 3121.717187 = -1596069.506259 nChanged 32 SP:Iteration 27Q (2502.010906 sec): 3 clusters Score: Raw -1599194.464248 + Penalty 3121.717187 = -1596072.747061 nChanged 24 SP:Iteration 28Q (2502.043870 sec): 3 clusters Score: Raw -1599197.196002 + Penalty 3121.717187 = -1596075.478815 nChanged 27 SP:Iteration 29Q (2502.076615 sec): 3 clusters Score: Raw -1599200.092260 + Penalty 3121.717187 = -1596078.375072 nChanged 26 SP:Iteration 30Q (2502.109463 sec): 3 clusters Score: Raw -1599202.361719 + Penalty 3121.717187 = -1596080.644531 nChanged 22 SP:Iteration 31Q (2502.142272 sec): 3 clusters Score: Raw -1599204.274166 + Penalty 3121.717187 = -1596082.556979 nChanged 19 SP:Iteration 32Q (2502.175168 sec): 3 clusters Score: Raw -1599206.321827 + Penalty 3121.717187 = -1596084.604640 nChanged 22 SP:Iteration 33Q (2502.207968 sec): 3 clusters Score: Raw -1599208.399693 + Penalty 3121.717187 = -1596086.682506 nChanged 25 SP:Iteration 34Q (2502.240680 sec): 3 clusters Score: Raw -1599211.135140 + Penalty 3121.717187 = -1596089.417953 nChanged 26 SP:Iteration 35Q (2502.273514 sec): 3 clusters Score: Raw -1599213.448307 + Penalty 3121.717187 = -1596091.731120 nChanged 28 SP:Iteration 36Q (2502.306204 sec): 3 clusters Score: Raw -1599216.564537 + Penalty 3121.717187 = -1596094.847350 nChanged 22 SP:Iteration 37Q (2502.338966 sec): 3 clusters Score: Raw -1599219.038342 + Penalty 3121.717187 = -1596097.321155 nChanged 29 SP:Iteration 38Q (2502.371737 sec): 3 clusters Score: Raw -1599222.243106 + Penalty 3121.717187 = -1596100.525918 nChanged 28 SP:Iteration 39Q (2502.404362 sec): 3 clusters Score: Raw -1599225.974188 + Penalty 3121.717187 = -1596104.257000 nChanged 40 SP:Iteration 40F (2502.438341 sec): 3 clusters Score: Raw -1599232.846993 + Penalty 3121.717187 = -1596111.129806 nChanged 53 SP:Iteration 41Q (2502.471090 sec): 3 clusters Score: Raw -1599244.103105 + Penalty 3121.717187 = -1596122.385918 nChanged 56 SP:Iteration 42Q (2502.503816 sec): 3 clusters Score: Raw -1599258.177709 + Penalty 3121.717187 = -1596136.460522 nChanged 64 SP:Iteration 43Q (2502.536424 sec): 3 clusters Score: Raw -1599273.121913 + Penalty 3121.717187 = -1596151.404726 nChanged 74 SP:Iteration 44Q (2502.568990 sec): 3 clusters Score: Raw -1599292.623634 + Penalty 3121.717187 = -1596170.906447 nChanged 81 SP:Iteration 45Q (2502.601594 sec): 3 clusters Score: Raw -1599316.059082 + Penalty 3121.717187 = -1596194.341895 nChanged 93 SP:Iteration 46Q (2502.634288 sec): 3 clusters Score: Raw -1599343.007543 + Penalty 3121.717187 = -1596221.290356 nChanged 112 SP:Iteration 47Q (2502.666819 sec): 3 clusters Score: Raw -1599373.834658 + Penalty 3121.717187 = -1596252.117471 nChanged 97 SP:Iteration 48Q (2502.699271 sec): 3 clusters Score: Raw -1599399.040978 + Penalty 3121.717187 = -1596277.323791 nChanged 91 SP:Iteration 49Q (2502.731628 sec): 3 clusters Score: Raw -1599423.866957 + Penalty 3121.717187 = -1596302.149770 nChanged 95 SP:Iteration 50Q (2502.764051 sec): 3 clusters Score: Raw -1599450.148119 + Penalty 3121.717187 = -1596328.430932 nChanged 104 SP:Iteration 51Q (2502.796449 sec): 3 clusters Score: Raw -1599481.589945 + Penalty 3121.717187 = -1596359.872758 nChanged 96 SP:Iteration 52Q (2502.828631 sec): 3 clusters Score: Raw -1599512.518523 + Penalty 3121.717187 = -1596390.801336 nChanged 103 SP:Iteration 53Q (2502.860865 sec): 3 clusters Score: Raw -1599543.141405 + Penalty 3121.717187 = -1596421.424218 nChanged 95 SP:Iteration 54Q (2502.892989 sec): 3 clusters Score: Raw -1599569.270411 + Penalty 3121.717187 = -1596447.553224 nChanged 78 SP:Iteration 55Q (2502.925125 sec): 3 clusters Score: Raw -1599588.230840 + Penalty 3121.717187 = -1596466.513653 nChanged 82 SP:Iteration 56Q (2502.957164 sec): 3 clusters Score: Raw -1599613.428480 + Penalty 3121.717187 = -1596491.711293 nChanged 88 SP:Iteration 57Q (2502.989196 sec): 3 clusters Score: Raw -1599641.153564 + Penalty 3121.717187 = -1596519.436377 nChanged 71 SP:Iteration 58Q (2503.021002 sec): 3 clusters Score: Raw -1599661.830589 + Penalty 3121.717187 = -1596540.113402 nChanged 69 SP:Iteration 59Q (2503.052677 sec): 3 clusters Score: Raw -1599687.421163 + Penalty 3121.717187 = -1596565.703976 nChanged 74 SP:Iteration 60F (2503.086863 sec): 3 clusters Score: Raw -1599713.833219 + Penalty 3121.717187 = -1596592.116031 nChanged 74 SP:Iteration 61Q (2503.118603 sec): 3 clusters Score: Raw -1599739.701867 + Penalty 3121.717187 = -1596617.984680 nChanged 72 SP:Iteration 62Q (2503.150330 sec): 3 clusters Score: Raw -1599766.567151 + Penalty 3121.717187 = -1596644.849964 nChanged 77 SP:Iteration 63Q (2503.211785 sec): 3 clusters Score: Raw -1599798.777468 + Penalty 3121.717187 = -1596677.060281 nChanged 66 SP:Iteration 64Q (2503.252714 sec): 3 clusters Score: Raw -1599825.761531 + Penalty 3121.717187 = -1596704.044344 nChanged 58 SP:Iteration 65Q (2503.283940 sec): 3 clusters Score: Raw -1599846.545483 + Penalty 3121.717187 = -1596724.828295 nChanged 54 SP:Iteration 66Q (2503.315294 sec): 3 clusters Score: Raw -1599865.849181 + Penalty 3121.717187 = -1596744.131994 nChanged 48 SP:Iteration 67Q (2503.346378 sec): 3 clusters Score: Raw -1599884.141968 + Penalty 3121.717187 = -1596762.424781 nChanged 47 SP:Iteration 68Q (2503.384698 sec): 3 clusters Score: Raw -1599898.274865 + Penalty 3121.717187 = -1596776.557678 nChanged 50 SP:Iteration 69Q (2503.415640 sec): 3 clusters Score: Raw -1599916.691648 + Penalty 3121.717187 = -1596794.974461 nChanged 41 SP:Iteration 70Q (2503.446535 sec): 3 clusters Score: Raw -1599930.684876 + Penalty 3121.717187 = -1596808.967688 nChanged 35 SP:Iteration 71Q (2503.477412 sec): 3 clusters Score: Raw -1599939.199367 + Penalty 3121.717187 = -1596817.482180 nChanged 23 SP:Iteration 72Q (2503.508168 sec): 3 clusters Score: Raw -1599944.817510 + Penalty 3121.717187 = -1596823.100323 nChanged 21 SP:Iteration 73Q (2503.538968 sec): 3 clusters Score: Raw -1599953.395678 + Penalty 3121.717187 = -1596831.678491 nChanged 33 SP:Iteration 74Q (2503.569672 sec): 3 clusters Score: Raw -1599965.566635 + Penalty 3121.717187 = -1596843.849448 nChanged 31 SP:Iteration 75Q (2503.600410 sec): 3 clusters Score: Raw -1599973.535277 + Penalty 3121.717187 = -1596851.818090 nChanged 18 SP:Iteration 76Q (2503.631253 sec): 3 clusters Score: Raw -1599977.416531 + Penalty 3121.717187 = -1596855.699343 nChanged 24 SP:Iteration 77Q (2503.661875 sec): 3 clusters Score: Raw -1599981.319725 + Penalty 3121.717187 = -1596859.602538 nChanged 12 SP:Iteration 78Q (2503.692558 sec): 3 clusters Score: Raw -1599983.284438 + Penalty 3121.717187 = -1596861.567251 nChanged 8 SP:Iteration 79Q (2503.723135 sec): 3 clusters Score: Raw -1599984.350646 + Penalty 3121.717187 = -1596862.633459 nChanged 9 SP:Iteration 80F (2503.757213 sec): 3 clusters Score: Raw -1599986.650514 + Penalty 3121.717187 = -1596864.933327 nChanged 6 SP:Iteration 81Q (2503.787913 sec): 3 clusters Score: Raw -1599987.574343 + Penalty 3121.717187 = -1596865.857156 nChanged 7 SP:Iteration 82Q (2503.818545 sec): 3 clusters Score: Raw -1599988.512970 + Penalty 3121.717187 = -1596866.795783 nChanged 9 SP:Iteration 83Q (2503.849064 sec): 3 clusters Score: Raw -1599990.148400 + Penalty 3121.717187 = -1596868.431213 nChanged 8 SP:Iteration 84Q (2503.879958 sec): 3 clusters Score: Raw -1599991.021378 + Penalty 3121.717187 = -1596869.304191 nChanged 8 SP:Iteration 85Q (2503.910645 sec): 3 clusters Score: Raw -1599991.831733 + Penalty 3121.717187 = -1596870.114546 nChanged 6 SP:Iteration 86Q (2503.941268 sec): 3 clusters Score: Raw -1599992.334667 + Penalty 3121.717187 = -1596870.617480 nChanged 2 SP:Iteration 87Q (2503.971888 sec): 3 clusters Score: Raw -1599992.438162 + Penalty 3121.717187 = -1596870.720975 nChanged 2 SP:Iteration 88Q (2504.002532 sec): 3 clusters Score: Raw -1599992.670142 + Penalty 3121.717187 = -1596870.952955 nChanged 3 SP:Iteration 89Q (2504.033024 sec): 3 clusters Score: Raw -1599993.196680 + Penalty 3121.717187 = -1596871.479493 nChanged 2 SP:Iteration 90Q (2504.063708 sec): 3 clusters Score: Raw -1599993.765360 + Penalty 3121.717187 = -1596872.048173 nChanged 5 SP:Iteration 91Q (2504.094357 sec): 3 clusters Score: Raw -1599994.542787 + Penalty 3121.717187 = -1596872.825600 nChanged 5 SP:Iteration 92Q (2504.124879 sec): 3 clusters Score: Raw -1599995.262860 + Penalty 3121.717187 = -1596873.545673 nChanged 2 SP:Iteration 93Q (2504.155505 sec): 3 clusters Score: Raw -1599995.450080 + Penalty 3121.717187 = -1596873.732893 nChanged 0 SP:Iteration 94F (2504.192228 sec): 3 clusters Score: Raw -1599995.450080 + Penalty 3121.717187 = -1596873.732893 nChanged 0 Trying to split cluster 21 (10231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2504.240623 sec): 2 clusters Score: Raw -1172732.010538 + Penalty 1500.391361 = -1171231.619177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2504.291393 sec): 3 clusters Score: Raw -1166883.631683 + Penalty 3000.782722 = -1163882.848961 nChanged 4422 SP:Iteration 1F (2504.319154 sec): 3 clusters Score: Raw -1169268.914806 + Penalty 3000.782722 = -1166268.132084 nChanged 644 SP:Iteration 2F (2504.347412 sec): 3 clusters Score: Raw -1169549.351698 + Penalty 3000.782722 = -1166548.568976 nChanged 537 SP:Iteration 3F (2504.375576 sec): 3 clusters Score: Raw -1169754.513947 + Penalty 3000.782722 = -1166753.731225 nChanged 405 SP:Iteration 4Q (2504.404078 sec): 3 clusters Score: Raw -1169912.911148 + Penalty 3000.782722 = -1166912.128427 nChanged 376 SP:Iteration 5Q (2504.432481 sec): 3 clusters Score: Raw -1170051.723232 + Penalty 3000.782722 = -1167050.940510 nChanged 316 SP:Iteration 6Q (2504.461088 sec): 3 clusters Score: Raw -1170167.759201 + Penalty 3000.782722 = -1167166.976480 nChanged 330 SP:Iteration 7Q (2504.489529 sec): 3 clusters Score: Raw -1170298.042008 + Penalty 3000.782722 = -1167297.259286 nChanged 348 SP:Iteration 8Q (2504.518049 sec): 3 clusters Score: Raw -1170439.316685 + Penalty 3000.782722 = -1167438.533963 nChanged 306 SP:Iteration 9Q (2504.546385 sec): 3 clusters Score: Raw -1170579.691201 + Penalty 3000.782722 = -1167578.908479 nChanged 335 SP:Iteration 10Q (2504.574842 sec): 3 clusters Score: Raw -1170726.686556 + Penalty 3000.782722 = -1167725.903834 nChanged 318 SP:Iteration 11Q (2504.603447 sec): 3 clusters Score: Raw -1170877.444467 + Penalty 3000.782722 = -1167876.661745 nChanged 334 SP:Iteration 12Q (2504.631800 sec): 3 clusters Score: Raw -1171029.574665 + Penalty 3000.782722 = -1168028.791943 nChanged 338 SP:Iteration 13Q (2504.660054 sec): 3 clusters Score: Raw -1171193.777124 + Penalty 3000.782722 = -1168192.994402 nChanged 358 SP:Iteration 14Q (2504.688332 sec): 3 clusters Score: Raw -1171398.704326 + Penalty 3000.782722 = -1168397.921604 nChanged 372 SP:Iteration 15Q (2504.716585 sec): 3 clusters Score: Raw -1171615.832530 + Penalty 3000.782722 = -1168615.049808 nChanged 347 SP:Iteration 16Q (2504.744476 sec): 3 clusters Score: Raw -1171813.017997 + Penalty 3000.782722 = -1168812.235275 nChanged 329 SP:Iteration 17Q (2504.772069 sec): 3 clusters Score: Raw -1172009.187298 + Penalty 3000.782722 = -1169008.404576 nChanged 309 SP:Iteration 18Q (2504.799868 sec): 3 clusters Score: Raw -1172221.625233 + Penalty 3000.782722 = -1169220.842511 nChanged 259 SP:Iteration 19Q (2504.827114 sec): 3 clusters Score: Raw -1172384.257253 + Penalty 3000.782722 = -1169383.474531 nChanged 216 SP:Iteration 20F (2504.855234 sec): 3 clusters Score: Raw -1172511.618777 + Penalty 3000.782722 = -1169510.836055 nChanged 173 SP:Iteration 21Q (2504.881890 sec): 3 clusters Score: Raw -1172610.258724 + Penalty 3000.782722 = -1169609.476002 nChanged 146 SP:Iteration 22Q (2504.908403 sec): 3 clusters Score: Raw -1172689.730270 + Penalty 3000.782722 = -1169688.947548 nChanged 115 SP:Iteration 23Q (2504.934709 sec): 3 clusters Score: Raw -1172750.419753 + Penalty 3000.782722 = -1169749.637031 nChanged 103 SP:Iteration 24Q (2504.961012 sec): 3 clusters Score: Raw -1172797.440766 + Penalty 3000.782722 = -1169796.658045 nChanged 93 SP:Iteration 25Q (2504.987088 sec): 3 clusters Score: Raw -1172840.457690 + Penalty 3000.782722 = -1169839.674968 nChanged 69 SP:Iteration 26Q (2505.013133 sec): 3 clusters Score: Raw -1172874.548090 + Penalty 3000.782722 = -1169873.765368 nChanged 76 SP:Iteration 27Q (2505.039040 sec): 3 clusters Score: Raw -1172908.703890 + Penalty 3000.782722 = -1169907.921168 nChanged 61 SP:Iteration 28Q (2505.064827 sec): 3 clusters Score: Raw -1172936.835778 + Penalty 3000.782722 = -1169936.053056 nChanged 52 SP:Iteration 29Q (2505.090587 sec): 3 clusters Score: Raw -1172969.261122 + Penalty 3000.782722 = -1169968.478400 nChanged 53 SP:Iteration 30Q (2505.116170 sec): 3 clusters Score: Raw -1172994.522371 + Penalty 3000.782722 = -1169993.739649 nChanged 40 SP:Iteration 31Q (2505.141782 sec): 3 clusters Score: Raw -1173012.610751 + Penalty 3000.782722 = -1170011.828029 nChanged 39 SP:Iteration 32Q (2505.167330 sec): 3 clusters Score: Raw -1173030.393480 + Penalty 3000.782722 = -1170029.610758 nChanged 34 SP:Iteration 33Q (2505.192936 sec): 3 clusters Score: Raw -1173047.225515 + Penalty 3000.782722 = -1170046.442793 nChanged 35 SP:Iteration 34Q (2505.218378 sec): 3 clusters Score: Raw -1173069.537470 + Penalty 3000.782722 = -1170068.754748 nChanged 29 SP:Iteration 35Q (2505.243924 sec): 3 clusters Score: Raw -1173083.052498 + Penalty 3000.782722 = -1170082.269776 nChanged 22 SP:Iteration 36Q (2505.269459 sec): 3 clusters Score: Raw -1173092.771165 + Penalty 3000.782722 = -1170091.988443 nChanged 25 SP:Iteration 37Q (2505.294802 sec): 3 clusters Score: Raw -1173103.527121 + Penalty 3000.782722 = -1170102.744399 nChanged 18 SP:Iteration 38Q (2505.320177 sec): 3 clusters Score: Raw -1173111.159147 + Penalty 3000.782722 = -1170110.376425 nChanged 12 SP:Iteration 39Q (2505.345552 sec): 3 clusters Score: Raw -1173116.222033 + Penalty 3000.782722 = -1170115.439311 nChanged 14 SP:Iteration 40F (2505.373720 sec): 3 clusters Score: Raw -1173121.142972 + Penalty 3000.782722 = -1170120.360250 nChanged 9 SP:Iteration 41Q (2505.398889 sec): 3 clusters Score: Raw -1173123.965415 + Penalty 3000.782722 = -1170123.182693 nChanged 6 SP:Iteration 42Q (2505.424090 sec): 3 clusters Score: Raw -1173127.853465 + Penalty 3000.782722 = -1170127.070743 nChanged 13 SP:Iteration 43Q (2505.449371 sec): 3 clusters Score: Raw -1173134.139416 + Penalty 3000.782722 = -1170133.356694 nChanged 9 SP:Iteration 44Q (2505.474684 sec): 3 clusters Score: Raw -1173137.180360 + Penalty 3000.782722 = -1170136.397638 nChanged 11 SP:Iteration 45Q (2505.499911 sec): 3 clusters Score: Raw -1173142.325056 + Penalty 3000.782722 = -1170141.542334 nChanged 7 SP:Iteration 46Q (2505.525126 sec): 3 clusters Score: Raw -1173145.170003 + Penalty 3000.782722 = -1170144.387281 nChanged 8 SP:Iteration 47Q (2505.550201 sec): 3 clusters Score: Raw -1173149.365699 + Penalty 3000.782722 = -1170148.582977 nChanged 6 SP:Iteration 48Q (2505.575295 sec): 3 clusters Score: Raw -1173152.091402 + Penalty 3000.782722 = -1170151.308680 nChanged 3 SP:Iteration 49Q (2505.600484 sec): 3 clusters Score: Raw -1173153.422703 + Penalty 3000.782722 = -1170152.639981 nChanged 5 SP:Iteration 50Q (2505.625905 sec): 3 clusters Score: Raw -1173155.205314 + Penalty 3000.782722 = -1170154.422592 nChanged 3 SP:Iteration 51Q (2505.651080 sec): 3 clusters Score: Raw -1173156.176750 + Penalty 3000.782722 = -1170155.394028 nChanged 3 SP:Iteration 52Q (2505.676208 sec): 3 clusters Score: Raw -1173156.870377 + Penalty 3000.782722 = -1170156.087655 nChanged 0 SP:Iteration 53F (2505.704352 sec): 3 clusters Score: Raw -1173156.870377 + Penalty 3000.782722 = -1170156.087655 nChanged 0 Trying to split cluster 22 (7170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2505.725205 sec): 2 clusters Score: Raw -730391.370435 + Penalty 1442.619902 = -728948.750533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2505.749488 sec): 3 clusters Score: Raw -726550.675150 + Penalty 2885.239803 = -723665.435347 nChanged 3008 SP:Iteration 1F (2505.773057 sec): 3 clusters Score: Raw -728285.657771 + Penalty 2885.239803 = -725400.417968 nChanged 590 SP:Iteration 2F (2505.796449 sec): 3 clusters Score: Raw -728781.693007 + Penalty 2885.239803 = -725896.453203 nChanged 591 SP:Iteration 3F (2505.819908 sec): 3 clusters Score: Raw -729297.488224 + Penalty 2885.239803 = -726412.248420 nChanged 578 SP:Iteration 4F (2505.843560 sec): 3 clusters Score: Raw -729851.404475 + Penalty 2885.239803 = -726966.164672 nChanged 530 SP:Iteration 5F (2505.866975 sec): 3 clusters Score: Raw -730317.816858 + Penalty 2885.239803 = -727432.577055 nChanged 423 SP:Iteration 6F (2505.890342 sec): 3 clusters Score: Raw -730633.834027 + Penalty 2885.239803 = -727748.594224 nChanged 296 SP:Iteration 7Q (2505.913887 sec): 3 clusters Score: Raw -730860.630218 + Penalty 2885.239803 = -727975.390414 nChanged 227 SP:Iteration 8Q (2505.937534 sec): 3 clusters Score: Raw -731015.573899 + Penalty 2885.239803 = -728130.334096 nChanged 167 SP:Iteration 9Q (2505.960995 sec): 3 clusters Score: Raw -731125.509837 + Penalty 2885.239803 = -728240.270033 nChanged 130 SP:Iteration 10Q (2506.007277 sec): 3 clusters Score: Raw -731193.647699 + Penalty 2885.239803 = -728308.407895 nChanged 87 SP:Iteration 11Q (2506.030829 sec): 3 clusters Score: Raw -731234.948360 + Penalty 2885.239803 = -728349.708557 nChanged 65 SP:Iteration 12Q (2506.054320 sec): 3 clusters Score: Raw -731263.545293 + Penalty 2885.239803 = -728378.305489 nChanged 44 SP:Iteration 13Q (2506.077941 sec): 3 clusters Score: Raw -731279.553096 + Penalty 2885.239803 = -728394.313293 nChanged 33 SP:Iteration 14Q (2506.101397 sec): 3 clusters Score: Raw -731291.645904 + Penalty 2885.239803 = -728406.406100 nChanged 25 SP:Iteration 15Q (2506.125086 sec): 3 clusters Score: Raw -731299.519911 + Penalty 2885.239803 = -728414.280108 nChanged 16 SP:Iteration 16Q (2506.148386 sec): 3 clusters Score: Raw -731303.826592 + Penalty 2885.239803 = -728418.586789 nChanged 6 SP:Iteration 17Q (2506.172107 sec): 3 clusters Score: Raw -731305.015972 + Penalty 2885.239803 = -728419.776169 nChanged 8 SP:Iteration 18Q (2506.195728 sec): 3 clusters Score: Raw -731306.698684 + Penalty 2885.239803 = -728421.458880 nChanged 4 SP:Iteration 19Q (2506.219085 sec): 3 clusters Score: Raw -731307.560341 + Penalty 2885.239803 = -728422.320537 nChanged 7 SP:Iteration 20F (2506.242466 sec): 3 clusters Score: Raw -731309.119345 + Penalty 2885.239803 = -728423.879542 nChanged 6 SP:Iteration 21Q (2506.266005 sec): 3 clusters Score: Raw -731310.813992 + Penalty 2885.239803 = -728425.574188 nChanged 5 SP:Iteration 22Q (2506.289435 sec): 3 clusters Score: Raw -731311.601773 + Penalty 2885.239803 = -728426.361970 nChanged 4 SP:Iteration 23Q (2506.312805 sec): 3 clusters Score: Raw -731312.499065 + Penalty 2885.239803 = -728427.259262 nChanged 4 SP:Iteration 24Q (2506.336310 sec): 3 clusters Score: Raw -731313.156654 + Penalty 2885.239803 = -728427.916851 nChanged 0 SP:Iteration 25F (2506.359751 sec): 3 clusters Score: Raw -731313.156654 + Penalty 2885.239803 = -728427.916851 nChanged 0 Trying to split cluster 23 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.372433 sec): 2 clusters Score: Raw -10761.081848 + Penalty 773.853264 = -9987.228583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.373797 sec): 3 clusters Score: Raw -10932.807765 + Penalty 1547.706529 = -9385.101237 nChanged 7 SP:Iteration 1F (2506.375009 sec): 3 clusters Score: Raw -10981.378346 + Penalty 1547.706529 = -9433.671817 nChanged 1 SP:Iteration 2Q (2506.376149 sec): 3 clusters Score: Raw -10988.685024 + Penalty 1547.706529 = -9440.978495 nChanged 0 SP:Iteration 3F (2506.377361 sec): 3 clusters Score: Raw -10988.685024 + Penalty 1547.706529 = -9440.978495 nChanged 0 Trying to split cluster 24 (26490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.421466 sec): 2 clusters Score: Raw -2997871.672544 + Penalty 1654.984920 = -2996216.687625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.479799 sec): 3 clusters Score: Raw -2981632.445966 + Penalty 3309.969839 = -2978322.476127 nChanged 12086 SP:Iteration 1F (2506.535338 sec): 3 clusters Score: Raw -2988348.976565 + Penalty 3309.969839 = -2985039.006726 nChanged 1289 SP:Iteration 2Q (2506.592196 sec): 3 clusters Score: Raw -2988820.330752 + Penalty 3309.969839 = -2985510.360913 nChanged 1262 SP:Iteration 3Q (2506.648827 sec): 3 clusters Score: Raw -2989327.932519 + Penalty 3309.969839 = -2986017.962680 nChanged 1246 SP:Iteration 4Q (2506.705444 sec): 3 clusters Score: Raw -2989933.227603 + Penalty 3309.969839 = -2986623.257764 nChanged 1339 SP:Iteration 5F (2506.760719 sec): 3 clusters Score: Raw -2990764.052963 + Penalty 3309.969839 = -2987454.083124 nChanged 1453 SP:Iteration 6F (2506.816259 sec): 3 clusters Score: Raw -2991778.429838 + Penalty 3309.969839 = -2988468.459999 nChanged 1454 SP:Iteration 7F (2506.871968 sec): 3 clusters Score: Raw -2992846.464540 + Penalty 3309.969839 = -2989536.494701 nChanged 1352 SP:Iteration 8F (2506.927736 sec): 3 clusters Score: Raw -2993937.456165 + Penalty 3309.969839 = -2990627.486325 nChanged 1220 SP:Iteration 9Q (2506.982145 sec): 3 clusters Score: Raw -2994870.459865 + Penalty 3309.969839 = -2991560.490026 nChanged 1031 SP:Iteration 10Q (2507.035215 sec): 3 clusters Score: Raw -2995558.067988 + Penalty 3309.969839 = -2992248.098149 nChanged 824 SP:Iteration 11Q (2507.087334 sec): 3 clusters Score: Raw -2996055.105038 + Penalty 3309.969839 = -2992745.135199 nChanged 661 SP:Iteration 12Q (2507.138736 sec): 3 clusters Score: Raw -2996366.370163 + Penalty 3309.969839 = -2993056.400324 nChanged 458 SP:Iteration 13Q (2507.189458 sec): 3 clusters Score: Raw -2996546.632757 + Penalty 3309.969839 = -2993236.662917 nChanged 349 SP:Iteration 14Q (2507.239818 sec): 3 clusters Score: Raw -2996675.892307 + Penalty 3309.969839 = -2993365.922467 nChanged 264 SP:Iteration 15Q (2507.290089 sec): 3 clusters Score: Raw -2996780.363384 + Penalty 3309.969839 = -2993470.393545 nChanged 242 SP:Iteration 16Q (2507.340148 sec): 3 clusters Score: Raw -2996876.674291 + Penalty 3309.969839 = -2993566.704452 nChanged 247 SP:Iteration 17Q (2507.390307 sec): 3 clusters Score: Raw -2996980.407160 + Penalty 3309.969839 = -2993670.437321 nChanged 236 SP:Iteration 18Q (2507.439819 sec): 3 clusters Score: Raw -2997077.351359 + Penalty 3309.969839 = -2993767.381520 nChanged 189 SP:Iteration 19Q (2507.489445 sec): 3 clusters Score: Raw -2997150.906112 + Penalty 3309.969839 = -2993840.936273 nChanged 180 SP:Iteration 20F (2507.545314 sec): 3 clusters Score: Raw -2997214.676304 + Penalty 3309.969839 = -2993904.706465 nChanged 164 SP:Iteration 21Q (2507.594540 sec): 3 clusters Score: Raw -2997270.044759 + Penalty 3309.969839 = -2993960.074920 nChanged 169 SP:Iteration 22Q (2507.643412 sec): 3 clusters Score: Raw -2997332.355119 + Penalty 3309.969839 = -2994022.385280 nChanged 165 SP:Iteration 23Q (2507.692211 sec): 3 clusters Score: Raw -2997387.206891 + Penalty 3309.969839 = -2994077.237052 nChanged 140 SP:Iteration 24Q (2507.740973 sec): 3 clusters Score: Raw -2997432.422800 + Penalty 3309.969839 = -2994122.452961 nChanged 132 SP:Iteration 25Q (2507.789775 sec): 3 clusters Score: Raw -2997474.802447 + Penalty 3309.969839 = -2994164.832607 nChanged 125 SP:Iteration 26Q (2507.837901 sec): 3 clusters Score: Raw -2997516.736166 + Penalty 3309.969839 = -2994206.766327 nChanged 109 SP:Iteration 27Q (2507.886336 sec): 3 clusters Score: Raw -2997546.356429 + Penalty 3309.969839 = -2994236.386590 nChanged 110 SP:Iteration 28Q (2507.934283 sec): 3 clusters Score: Raw -2997581.455646 + Penalty 3309.969839 = -2994271.485807 nChanged 116 SP:Iteration 29Q (2507.982548 sec): 3 clusters Score: Raw -2997618.730415 + Penalty 3309.969839 = -2994308.760576 nChanged 113 SP:Iteration 30Q (2508.042870 sec): 3 clusters Score: Raw -2997660.664438 + Penalty 3309.969839 = -2994350.694599 nChanged 131 SP:Iteration 31Q (2508.123950 sec): 3 clusters Score: Raw -2997708.911686 + Penalty 3309.969839 = -2994398.941847 nChanged 109 SP:Iteration 32Q (2508.171561 sec): 3 clusters Score: Raw -2997755.604169 + Penalty 3309.969839 = -2994445.634329 nChanged 106 SP:Iteration 33Q (2508.252190 sec): 3 clusters Score: Raw -2997803.681309 + Penalty 3309.969839 = -2994493.711470 nChanged 101 SP:Iteration 34Q (2508.303183 sec): 3 clusters Score: Raw -2997847.595767 + Penalty 3309.969839 = -2994537.625928 nChanged 102 SP:Iteration 35Q (2508.351633 sec): 3 clusters Score: Raw -2997889.956598 + Penalty 3309.969839 = -2994579.986759 nChanged 97 SP:Iteration 36Q (2508.398974 sec): 3 clusters Score: Raw -2997936.072193 + Penalty 3309.969839 = -2994626.102354 nChanged 90 SP:Iteration 37Q (2508.445952 sec): 3 clusters Score: Raw -2997975.990166 + Penalty 3309.969839 = -2994666.020327 nChanged 81 SP:Iteration 38Q (2508.493085 sec): 3 clusters Score: Raw -2998005.370847 + Penalty 3309.969839 = -2994695.401007 nChanged 67 SP:Iteration 39Q (2508.539774 sec): 3 clusters Score: Raw -2998031.533637 + Penalty 3309.969839 = -2994721.563797 nChanged 54 SP:Iteration 40F (2508.595436 sec): 3 clusters Score: Raw -2998051.922952 + Penalty 3309.969839 = -2994741.953112 nChanged 43 SP:Iteration 41Q (2508.642262 sec): 3 clusters Score: Raw -2998070.494520 + Penalty 3309.969839 = -2994760.524681 nChanged 34 SP:Iteration 42Q (2508.688930 sec): 3 clusters Score: Raw -2998083.446940 + Penalty 3309.969839 = -2994773.477101 nChanged 38 SP:Iteration 43Q (2508.771915 sec): 3 clusters Score: Raw -2998099.105705 + Penalty 3309.969839 = -2994789.135866 nChanged 39 SP:Iteration 44Q (2508.856246 sec): 3 clusters Score: Raw -2998112.824242 + Penalty 3309.969839 = -2994802.854402 nChanged 39 SP:Iteration 45Q (2508.938508 sec): 3 clusters Score: Raw -2998129.405364 + Penalty 3309.969839 = -2994819.435525 nChanged 31 SP:Iteration 46Q (2509.016833 sec): 3 clusters Score: Raw -2998141.521872 + Penalty 3309.969839 = -2994831.552032 nChanged 29 SP:Iteration 47Q (2509.101042 sec): 3 clusters Score: Raw -2998152.464107 + Penalty 3309.969839 = -2994842.494268 nChanged 20 SP:Iteration 48Q (2509.185226 sec): 3 clusters Score: Raw -2998162.378239 + Penalty 3309.969839 = -2994852.408400 nChanged 19 SP:Iteration 49Q (2509.269459 sec): 3 clusters Score: Raw -2998170.464743 + Penalty 3309.969839 = -2994860.494904 nChanged 15 SP:Iteration 50Q (2509.353450 sec): 3 clusters Score: Raw -2998175.789790 + Penalty 3309.969839 = -2994865.819951 nChanged 14 SP:Iteration 51Q (2509.437472 sec): 3 clusters Score: Raw -2998181.525693 + Penalty 3309.969839 = -2994871.555854 nChanged 18 SP:Iteration 52Q (2509.514937 sec): 3 clusters Score: Raw -2998187.146778 + Penalty 3309.969839 = -2994877.176938 nChanged 15 SP:Iteration 53Q (2509.561333 sec): 3 clusters Score: Raw -2998192.673608 + Penalty 3309.969839 = -2994882.703768 nChanged 13 SP:Iteration 54Q (2509.608094 sec): 3 clusters Score: Raw -2998197.556607 + Penalty 3309.969839 = -2994887.586768 nChanged 11 SP:Iteration 55Q (2509.654707 sec): 3 clusters Score: Raw -2998200.824304 + Penalty 3309.969839 = -2994890.854465 nChanged 10 SP:Iteration 56Q (2509.701158 sec): 3 clusters Score: Raw -2998203.008672 + Penalty 3309.969839 = -2994893.038832 nChanged 6 SP:Iteration 57Q (2509.747533 sec): 3 clusters Score: Raw -2998204.259779 + Penalty 3309.969839 = -2994894.289940 nChanged 5 SP:Iteration 58Q (2509.793733 sec): 3 clusters Score: Raw -2998205.352318 + Penalty 3309.969839 = -2994895.382479 nChanged 3 SP:Iteration 59Q (2509.840044 sec): 3 clusters Score: Raw -2998206.649741 + Penalty 3309.969839 = -2994896.679902 nChanged 3 SP:Iteration 60F (2509.896356 sec): 3 clusters Score: Raw -2998207.689685 + Penalty 3309.969839 = -2994897.719846 nChanged 3 SP:Iteration 61Q (2509.942646 sec): 3 clusters Score: Raw -2998208.866297 + Penalty 3309.969839 = -2994898.896457 nChanged 4 SP:Iteration 62Q (2509.988893 sec): 3 clusters Score: Raw -2998210.323692 + Penalty 3309.969839 = -2994900.353852 nChanged 7 SP:Iteration 63Q (2510.035296 sec): 3 clusters Score: Raw -2998212.178896 + Penalty 3309.969839 = -2994902.209057 nChanged 3 SP:Iteration 64Q (2510.081539 sec): 3 clusters Score: Raw -2998213.045570 + Penalty 3309.969839 = -2994903.075731 nChanged 1 SP:Iteration 65Q (2510.127934 sec): 3 clusters Score: Raw -2998213.257614 + Penalty 3309.969839 = -2994903.287775 nChanged 3 SP:Iteration 66Q (2510.174082 sec): 3 clusters Score: Raw -2998213.934327 + Penalty 3309.969839 = -2994903.964488 nChanged 4 SP:Iteration 67Q (2510.220348 sec): 3 clusters Score: Raw -2998214.785103 + Penalty 3309.969839 = -2994904.815264 nChanged 0 SP:Iteration 68F (2510.276108 sec): 3 clusters Score: Raw -2998214.785103 + Penalty 3309.969839 = -2994904.815264 nChanged 0 Trying to split cluster 25 (64015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2510.369980 sec): 2 clusters Score: Raw -7338084.199423 + Penalty 1798.366815 = -7336285.832607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2510.478218 sec): 3 clusters Score: Raw -7297414.688759 + Penalty 3596.733631 = -7293817.955128 nChanged 30178 SP:Iteration 1F (2510.584127 sec): 3 clusters Score: Raw -7315071.491511 + Penalty 3596.733631 = -7311474.757880 nChanged 3085 SP:Iteration 2Q (2510.700755 sec): 3 clusters Score: Raw -7316522.670971 + Penalty 3596.733631 = -7312925.937340 nChanged 3674 SP:Iteration 3F (2510.810822 sec): 3 clusters Score: Raw -7318736.942944 + Penalty 3596.733631 = -7315140.209313 nChanged 4216 SP:Iteration 4F (2510.920936 sec): 3 clusters Score: Raw -7321786.993302 + Penalty 3596.733631 = -7318190.259672 nChanged 4670 SP:Iteration 5F (2511.031142 sec): 3 clusters Score: Raw -7325360.188209 + Penalty 3596.733631 = -7321763.454579 nChanged 4421 SP:Iteration 6F (2511.141413 sec): 3 clusters Score: Raw -7328666.402483 + Penalty 3596.733631 = -7325069.668853 nChanged 3610 SP:Iteration 7F (2511.251762 sec): 3 clusters Score: Raw -7330893.247986 + Penalty 3596.733631 = -7327296.514355 nChanged 2601 SP:Iteration 8Q (2511.365002 sec): 3 clusters Score: Raw -7332038.878355 + Penalty 3596.733631 = -7328442.144725 nChanged 1658 SP:Iteration 9Q (2511.477159 sec): 3 clusters Score: Raw -7332656.146136 + Penalty 3596.733631 = -7329059.412506 nChanged 1293 SP:Iteration 10Q (2511.588550 sec): 3 clusters Score: Raw -7333154.799287 + Penalty 3596.733631 = -7329558.065656 nChanged 1111 SP:Iteration 11Q (2511.699397 sec): 3 clusters Score: Raw -7333571.061626 + Penalty 3596.733631 = -7329974.327995 nChanged 1017 SP:Iteration 12Q (2511.810375 sec): 3 clusters Score: Raw -7333928.458615 + Penalty 3596.733631 = -7330331.724984 nChanged 1007 SP:Iteration 13Q (2511.920883 sec): 3 clusters Score: Raw -7334295.335357 + Penalty 3596.733631 = -7330698.601727 nChanged 925 SP:Iteration 14Q (2512.033116 sec): 3 clusters Score: Raw -7334622.550367 + Penalty 3596.733631 = -7331025.816736 nChanged 883 SP:Iteration 15Q (2512.143400 sec): 3 clusters Score: Raw -7334892.764747 + Penalty 3596.733631 = -7331296.031116 nChanged 761 SP:Iteration 16Q (2512.253539 sec): 3 clusters Score: Raw -7335105.375578 + Penalty 3596.733631 = -7331508.641947 nChanged 651 SP:Iteration 17Q (2512.363086 sec): 3 clusters Score: Raw -7335267.284967 + Penalty 3596.733631 = -7331670.551336 nChanged 590 SP:Iteration 18Q (2512.472394 sec): 3 clusters Score: Raw -7335388.606334 + Penalty 3596.733631 = -7331791.872703 nChanged 498 SP:Iteration 19Q (2512.581693 sec): 3 clusters Score: Raw -7335475.576759 + Penalty 3596.733631 = -7331878.843129 nChanged 449 SP:Iteration 20F (2512.691821 sec): 3 clusters Score: Raw -7335547.446853 + Penalty 3596.733631 = -7331950.713222 nChanged 385 SP:Iteration 21Q (2512.814924 sec): 3 clusters Score: Raw -7335605.299633 + Penalty 3596.733631 = -7332008.566003 nChanged 355 SP:Iteration 22Q (2512.927995 sec): 3 clusters Score: Raw -7335654.189794 + Penalty 3596.733631 = -7332057.456163 nChanged 309 SP:Iteration 23Q (2513.037665 sec): 3 clusters Score: Raw -7335691.223378 + Penalty 3596.733631 = -7332094.489747 nChanged 266 SP:Iteration 24Q (2513.147567 sec): 3 clusters Score: Raw -7335719.698577 + Penalty 3596.733631 = -7332122.964946 nChanged 241 SP:Iteration 25Q (2513.256397 sec): 3 clusters Score: Raw -7335744.354099 + Penalty 3596.733631 = -7332147.620468 nChanged 241 SP:Iteration 26Q (2513.365368 sec): 3 clusters Score: Raw -7335768.622316 + Penalty 3596.733631 = -7332171.888685 nChanged 234 SP:Iteration 27Q (2513.474317 sec): 3 clusters Score: Raw -7335793.477462 + Penalty 3596.733631 = -7332196.743831 nChanged 249 SP:Iteration 28Q (2513.583097 sec): 3 clusters Score: Raw -7335819.559796 + Penalty 3596.733631 = -7332222.826165 nChanged 246 SP:Iteration 29Q (2513.691728 sec): 3 clusters Score: Raw -7335844.822232 + Penalty 3596.733631 = -7332248.088602 nChanged 262 SP:Iteration 30Q (2513.799594 sec): 3 clusters Score: Raw -7335874.121394 + Penalty 3596.733631 = -7332277.387763 nChanged 285 SP:Iteration 31Q (2513.907321 sec): 3 clusters Score: Raw -7335908.213899 + Penalty 3596.733631 = -7332311.480268 nChanged 279 SP:Iteration 32Q (2514.014774 sec): 3 clusters Score: Raw -7335940.443397 + Penalty 3596.733631 = -7332343.709766 nChanged 265 SP:Iteration 33Q (2514.122004 sec): 3 clusters Score: Raw -7335970.848669 + Penalty 3596.733631 = -7332374.115039 nChanged 259 SP:Iteration 34Q (2514.228980 sec): 3 clusters Score: Raw -7335999.832163 + Penalty 3596.733631 = -7332403.098532 nChanged 281 SP:Iteration 35Q (2514.335905 sec): 3 clusters Score: Raw -7336034.140436 + Penalty 3596.733631 = -7332437.406805 nChanged 289 SP:Iteration 36Q (2514.442903 sec): 3 clusters Score: Raw -7336068.716365 + Penalty 3596.733631 = -7332471.982734 nChanged 290 SP:Iteration 37Q (2514.550138 sec): 3 clusters Score: Raw -7336102.636609 + Penalty 3596.733631 = -7332505.902979 nChanged 290 SP:Iteration 38Q (2514.656674 sec): 3 clusters Score: Raw -7336138.403725 + Penalty 3596.733631 = -7332541.670094 nChanged 299 SP:Iteration 39Q (2514.763366 sec): 3 clusters Score: Raw -7336174.245623 + Penalty 3596.733631 = -7332577.511992 nChanged 287 SP:Iteration 40F (2514.874295 sec): 3 clusters Score: Raw -7336203.861139 + Penalty 3596.733631 = -7332607.127508 nChanged 264 SP:Iteration 41Q (2514.981283 sec): 3 clusters Score: Raw -7336232.375129 + Penalty 3596.733631 = -7332635.641498 nChanged 271 SP:Iteration 42Q (2515.087657 sec): 3 clusters Score: Raw -7336263.279610 + Penalty 3596.733631 = -7332666.545979 nChanged 273 SP:Iteration 43Q (2515.194317 sec): 3 clusters Score: Raw -7336294.836931 + Penalty 3596.733631 = -7332698.103301 nChanged 271 SP:Iteration 44Q (2515.300490 sec): 3 clusters Score: Raw -7336328.229933 + Penalty 3596.733631 = -7332731.496302 nChanged 295 SP:Iteration 45Q (2515.406561 sec): 3 clusters Score: Raw -7336366.971112 + Penalty 3596.733631 = -7332770.237481 nChanged 288 SP:Iteration 46Q (2515.510456 sec): 3 clusters Score: Raw -7336407.591495 + Penalty 3596.733631 = -7332810.857864 nChanged 298 SP:Iteration 47Q (2515.616606 sec): 3 clusters Score: Raw -7336448.867891 + Penalty 3596.733631 = -7332852.134260 nChanged 290 SP:Iteration 48Q (2515.738581 sec): 3 clusters Score: Raw -7336487.049098 + Penalty 3596.733631 = -7332890.315467 nChanged 283 SP:Iteration 49Q (2515.842971 sec): 3 clusters Score: Raw -7336527.322070 + Penalty 3596.733631 = -7332930.588439 nChanged 313 SP:Iteration 50Q (2515.947785 sec): 3 clusters Score: Raw -7336578.290587 + Penalty 3596.733631 = -7332981.556956 nChanged 346 SP:Iteration 51Q (2516.052380 sec): 3 clusters Score: Raw -7336641.128670 + Penalty 3596.733631 = -7333044.395040 nChanged 356 SP:Iteration 52Q (2516.156430 sec): 3 clusters Score: Raw -7336706.575823 + Penalty 3596.733631 = -7333109.842192 nChanged 360 SP:Iteration 53Q (2516.260029 sec): 3 clusters Score: Raw -7336769.274964 + Penalty 3596.733631 = -7333172.541334 nChanged 333 SP:Iteration 54Q (2516.363131 sec): 3 clusters Score: Raw -7336823.633756 + Penalty 3596.733631 = -7333226.900125 nChanged 315 SP:Iteration 55Q (2516.465785 sec): 3 clusters Score: Raw -7336880.678484 + Penalty 3596.733631 = -7333283.944853 nChanged 337 SP:Iteration 56Q (2516.568459 sec): 3 clusters Score: Raw -7336939.347212 + Penalty 3596.733631 = -7333342.613581 nChanged 316 SP:Iteration 57Q (2516.670704 sec): 3 clusters Score: Raw -7336992.562755 + Penalty 3596.733631 = -7333395.829124 nChanged 312 SP:Iteration 58Q (2516.772794 sec): 3 clusters Score: Raw -7337046.036640 + Penalty 3596.733631 = -7333449.303009 nChanged 300 SP:Iteration 59Q (2516.874738 sec): 3 clusters Score: Raw -7337094.711777 + Penalty 3596.733631 = -7333497.978146 nChanged 291 SP:Iteration 60F (2516.984826 sec): 3 clusters Score: Raw -7337144.065178 + Penalty 3596.733631 = -7333547.331547 nChanged 287 SP:Iteration 61Q (2517.086461 sec): 3 clusters Score: Raw -7337193.014986 + Penalty 3596.733631 = -7333596.281355 nChanged 282 SP:Iteration 62Q (2517.187604 sec): 3 clusters Score: Raw -7337235.457511 + Penalty 3596.733631 = -7333638.723880 nChanged 259 SP:Iteration 63Q (2517.288305 sec): 3 clusters Score: Raw -7337273.897743 + Penalty 3596.733631 = -7333677.164113 nChanged 259 SP:Iteration 64Q (2517.389148 sec): 3 clusters Score: Raw -7337311.840020 + Penalty 3596.733631 = -7333715.106389 nChanged 234 SP:Iteration 65Q (2517.489182 sec): 3 clusters Score: Raw -7337343.751101 + Penalty 3596.733631 = -7333747.017471 nChanged 228 SP:Iteration 66Q (2517.627200 sec): 3 clusters Score: Raw -7337377.181919 + Penalty 3596.733631 = -7333780.448288 nChanged 244 SP:Iteration 67Q (2517.743071 sec): 3 clusters Score: Raw -7337413.665926 + Penalty 3596.733631 = -7333816.932295 nChanged 225 SP:Iteration 68Q (2517.872199 sec): 3 clusters Score: Raw -7337448.881219 + Penalty 3596.733631 = -7333852.147588 nChanged 225 SP:Iteration 69Q (2518.009004 sec): 3 clusters Score: Raw -7337483.383218 + Penalty 3596.733631 = -7333886.649588 nChanged 206 SP:Iteration 70Q (2518.145983 sec): 3 clusters Score: Raw -7337511.278149 + Penalty 3596.733631 = -7333914.544518 nChanged 199 SP:Iteration 71Q (2518.273812 sec): 3 clusters Score: Raw -7337539.605135 + Penalty 3596.733631 = -7333942.871504 nChanged 198 SP:Iteration 72Q (2518.389038 sec): 3 clusters Score: Raw -7337567.535957 + Penalty 3596.733631 = -7333970.802327 nChanged 198 SP:Iteration 73Q (2518.487349 sec): 3 clusters Score: Raw -7337596.856118 + Penalty 3596.733631 = -7334000.122487 nChanged 211 SP:Iteration 74Q (2518.585797 sec): 3 clusters Score: Raw -7337632.640341 + Penalty 3596.733631 = -7334035.906710 nChanged 216 SP:Iteration 75Q (2518.684301 sec): 3 clusters Score: Raw -7337667.051240 + Penalty 3596.733631 = -7334070.317609 nChanged 192 SP:Iteration 76Q (2518.782349 sec): 3 clusters Score: Raw -7337697.850724 + Penalty 3596.733631 = -7334101.117093 nChanged 195 SP:Iteration 77Q (2518.879972 sec): 3 clusters Score: Raw -7337730.022430 + Penalty 3596.733631 = -7334133.288799 nChanged 200 SP:Iteration 78Q (2518.977580 sec): 3 clusters Score: Raw -7337765.336857 + Penalty 3596.733631 = -7334168.603226 nChanged 189 SP:Iteration 79Q (2519.075016 sec): 3 clusters Score: Raw -7337799.753011 + Penalty 3596.733631 = -7334203.019380 nChanged 213 SP:Iteration 80F (2519.185253 sec): 3 clusters Score: Raw -7337842.898180 + Penalty 3596.733631 = -7334246.164549 nChanged 212 SP:Iteration 81Q (2519.282334 sec): 3 clusters Score: Raw -7337889.879205 + Penalty 3596.733631 = -7334293.145574 nChanged 213 SP:Iteration 82Q (2519.378893 sec): 3 clusters Score: Raw -7337943.261052 + Penalty 3596.733631 = -7334346.527422 nChanged 238 SP:Iteration 83Q (2519.475550 sec): 3 clusters Score: Raw -7338006.462339 + Penalty 3596.733631 = -7334409.728709 nChanged 230 SP:Iteration 84Q (2519.571642 sec): 3 clusters Score: Raw -7338060.753773 + Penalty 3596.733631 = -7334464.020143 nChanged 218 SP:Iteration 85Q (2519.667680 sec): 3 clusters Score: Raw -7338118.407368 + Penalty 3596.733631 = -7334521.673737 nChanged 236 SP:Iteration 86Q (2519.763330 sec): 3 clusters Score: Raw -7338199.981036 + Penalty 3596.733631 = -7334603.247406 nChanged 238 SP:Iteration 87Q (2519.858885 sec): 3 clusters Score: Raw -7338298.890769 + Penalty 3596.733631 = -7334702.157139 nChanged 274 SP:Iteration 88Q (2519.954281 sec): 3 clusters Score: Raw -7338405.018829 + Penalty 3596.733631 = -7334808.285198 nChanged 282 SP:Iteration 89Q (2520.048797 sec): 3 clusters Score: Raw -7338544.800147 + Penalty 3596.733631 = -7334948.066516 nChanged 290 SP:Iteration 90Q (2520.143079 sec): 3 clusters Score: Raw -7338734.337622 + Penalty 3596.733631 = -7335137.603991 nChanged 306 SP:Iteration 91Q (2520.236251 sec): 3 clusters Score: Raw -7338944.624622 + Penalty 3596.733631 = -7335347.890991 nChanged 313 SP:Iteration 92Q (2520.329050 sec): 3 clusters Score: Raw -7339235.432623 + Penalty 3596.733631 = -7335638.698993 nChanged 317 SP:Iteration 93Q (2520.420894 sec): 3 clusters Score: Raw -7339555.431245 + Penalty 3596.733631 = -7335958.697614 nChanged 307 SP:Iteration 94Q (2520.512283 sec): 3 clusters Score: Raw -7339853.101870 + Penalty 3596.733631 = -7336256.368239 nChanged 274 SP:Iteration 95Q (2520.603308 sec): 3 clusters Score: Raw -7340048.510326 + Penalty 3596.733631 = -7336451.776695 nChanged 209 SP:Iteration 96Q (2520.694236 sec): 3 clusters Score: Raw -7340174.473485 + Penalty 3596.733631 = -7336577.739854 nChanged 156 SP:Iteration 97Q (2520.784973 sec): 3 clusters Score: Raw -7340228.204464 + Penalty 3596.733631 = -7336631.470834 nChanged 111 SP:Iteration 98Q (2520.875419 sec): 3 clusters Score: Raw -7340257.135330 + Penalty 3596.733631 = -7336660.401700 nChanged 89 SP:Iteration 99Q (2520.966113 sec): 3 clusters Score: Raw -7340279.682608 + Penalty 3596.733631 = -7336682.948977 nChanged 67 SP:Iteration 100F (2521.075965 sec): 3 clusters Score: Raw -7340294.028604 + Penalty 3596.733631 = -7336697.294973 nChanged 50 SP:Iteration 101Q (2521.166426 sec): 3 clusters Score: Raw -7340303.234034 + Penalty 3596.733631 = -7336706.500404 nChanged 33 SP:Iteration 102Q (2521.256757 sec): 3 clusters Score: Raw -7340307.043535 + Penalty 3596.733631 = -7336710.309904 nChanged 17 SP:Iteration 103Q (2521.347035 sec): 3 clusters Score: Raw -7340308.606591 + Penalty 3596.733631 = -7336711.872960 nChanged 7 SP:Iteration 104Q (2521.437523 sec): 3 clusters Score: Raw -7340309.345210 + Penalty 3596.733631 = -7336712.611579 nChanged 9 SP:Iteration 105Q (2521.527664 sec): 3 clusters Score: Raw -7340310.422841 + Penalty 3596.733631 = -7336713.689210 nChanged 9 SP:Iteration 106Q (2521.617603 sec): 3 clusters Score: Raw -7340311.374557 + Penalty 3596.733631 = -7336714.640926 nChanged 7 SP:Iteration 107Q (2521.707430 sec): 3 clusters Score: Raw -7340311.880893 + Penalty 3596.733631 = -7336715.147262 nChanged 4 SP:Iteration 108Q (2521.797445 sec): 3 clusters Score: Raw -7340312.143780 + Penalty 3596.733631 = -7336715.410149 nChanged 2 SP:Iteration 109Q (2521.887610 sec): 3 clusters Score: Raw -7340312.367091 + Penalty 3596.733631 = -7336715.633461 nChanged 1 SP:Iteration 110Q (2521.977728 sec): 3 clusters Score: Raw -7340312.440798 + Penalty 3596.733631 = -7336715.707168 nChanged 0 SP:Iteration 111F (2522.087073 sec): 3 clusters Score: Raw -7340312.440798 + Penalty 3596.733631 = -7336715.707168 nChanged 0 Score: Raw -82232015.233792 + Penalty 74722.161872 = -82157293.071920 Splitting cluster 25 changes total score from -82157262.541188 to -82157293.071920 So it's getting split into cluster 34. Trying to split cluster 26 (43303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2538.018488 sec): 2 clusters Score: Raw -4949626.699294 + Penalty 1734.846294 = -4947891.853000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2538.100385 sec): 3 clusters Score: Raw -4922369.054002 + Penalty 3469.692589 = -4918899.361413 nChanged 20245 SP:Iteration 1F (2538.177592 sec): 3 clusters Score: Raw -4933887.525014 + Penalty 3469.692589 = -4930417.832426 nChanged 1655 SP:Iteration 2Q (2538.259707 sec): 3 clusters Score: Raw -4934338.596015 + Penalty 3469.692589 = -4930868.903426 nChanged 1681 SP:Iteration 3Q (2538.341100 sec): 3 clusters Score: Raw -4934832.701387 + Penalty 3469.692589 = -4931363.008799 nChanged 1725 SP:Iteration 4Q (2538.423105 sec): 3 clusters Score: Raw -4935404.505876 + Penalty 3469.692589 = -4931934.813288 nChanged 1852 SP:Iteration 5Q (2538.504420 sec): 3 clusters Score: Raw -4936146.949150 + Penalty 3469.692589 = -4932677.256561 nChanged 2051 SP:Iteration 6Q (2538.585384 sec): 3 clusters Score: Raw -4937190.274225 + Penalty 3469.692589 = -4933720.581636 nChanged 2379 SP:Iteration 7F (2538.662735 sec): 3 clusters Score: Raw -4938643.922703 + Penalty 3469.692589 = -4935174.230114 nChanged 2603 SP:Iteration 8F (2538.740493 sec): 3 clusters Score: Raw -4940555.495781 + Penalty 3469.692589 = -4937085.803193 nChanged 2553 SP:Iteration 9F (2538.818239 sec): 3 clusters Score: Raw -4942761.301745 + Penalty 3469.692589 = -4939291.609156 nChanged 2360 SP:Iteration 10F (2538.896108 sec): 3 clusters Score: Raw -4944931.429281 + Penalty 3469.692589 = -4941461.736693 nChanged 1875 SP:Iteration 11Q (2538.972602 sec): 3 clusters Score: Raw -4946530.846460 + Penalty 3469.692589 = -4943061.153872 nChanged 1346 SP:Iteration 12Q (2539.045785 sec): 3 clusters Score: Raw -4947556.342721 + Penalty 3469.692589 = -4944086.650133 nChanged 936 SP:Iteration 13Q (2539.117355 sec): 3 clusters Score: Raw -4948215.315250 + Penalty 3469.692589 = -4944745.622661 nChanged 742 SP:Iteration 14Q (2539.187913 sec): 3 clusters Score: Raw -4948695.804772 + Penalty 3469.692589 = -4945226.112183 nChanged 568 SP:Iteration 15Q (2539.257286 sec): 3 clusters Score: Raw -4949022.293381 + Penalty 3469.692589 = -4945552.600793 nChanged 481 SP:Iteration 16Q (2539.326529 sec): 3 clusters Score: Raw -4949230.289153 + Penalty 3469.692589 = -4945760.596565 nChanged 414 SP:Iteration 17Q (2539.395245 sec): 3 clusters Score: Raw -4949377.640992 + Penalty 3469.692589 = -4945907.948404 nChanged 320 SP:Iteration 18Q (2539.463772 sec): 3 clusters Score: Raw -4949488.631554 + Penalty 3469.692589 = -4946018.938965 nChanged 292 SP:Iteration 19Q (2539.532322 sec): 3 clusters Score: Raw -4949584.127587 + Penalty 3469.692589 = -4946114.434999 nChanged 274 SP:Iteration 20F (2539.610339 sec): 3 clusters Score: Raw -4949658.761569 + Penalty 3469.692589 = -4946189.068981 nChanged 212 SP:Iteration 21Q (2539.678713 sec): 3 clusters Score: Raw -4949708.955197 + Penalty 3469.692589 = -4946239.262608 nChanged 185 SP:Iteration 22Q (2539.746912 sec): 3 clusters Score: Raw -4949744.050401 + Penalty 3469.692589 = -4946274.357812 nChanged 140 SP:Iteration 23Q (2539.814745 sec): 3 clusters Score: Raw -4949765.511690 + Penalty 3469.692589 = -4946295.819101 nChanged 90 SP:Iteration 24Q (2539.883278 sec): 3 clusters Score: Raw -4949778.494443 + Penalty 3469.692589 = -4946308.801854 nChanged 83 SP:Iteration 25Q (2539.951284 sec): 3 clusters Score: Raw -4949788.124058 + Penalty 3469.692589 = -4946318.431469 nChanged 57 SP:Iteration 26Q (2540.019868 sec): 3 clusters Score: Raw -4949793.800545 + Penalty 3469.692589 = -4946324.107956 nChanged 37 SP:Iteration 27Q (2540.087653 sec): 3 clusters Score: Raw -4949796.425466 + Penalty 3469.692589 = -4946326.732877 nChanged 31 SP:Iteration 28Q (2540.155665 sec): 3 clusters Score: Raw -4949798.248886 + Penalty 3469.692589 = -4946328.556298 nChanged 26 SP:Iteration 29Q (2540.224225 sec): 3 clusters Score: Raw -4949800.190301 + Penalty 3469.692589 = -4946330.497712 nChanged 22 SP:Iteration 30Q (2540.291563 sec): 3 clusters Score: Raw -4949801.816443 + Penalty 3469.692589 = -4946332.123854 nChanged 24 SP:Iteration 31Q (2540.359701 sec): 3 clusters Score: Raw -4949803.478891 + Penalty 3469.692589 = -4946333.786302 nChanged 22 SP:Iteration 32Q (2540.427331 sec): 3 clusters Score: Raw -4949805.235109 + Penalty 3469.692589 = -4946335.542520 nChanged 28 SP:Iteration 33Q (2540.495038 sec): 3 clusters Score: Raw -4949806.954080 + Penalty 3469.692589 = -4946337.261491 nChanged 21 SP:Iteration 34Q (2540.562627 sec): 3 clusters Score: Raw -4949808.302715 + Penalty 3469.692589 = -4946338.610126 nChanged 16 SP:Iteration 35Q (2540.630532 sec): 3 clusters Score: Raw -4949809.032015 + Penalty 3469.692589 = -4946339.339426 nChanged 13 SP:Iteration 36Q (2540.698100 sec): 3 clusters Score: Raw -4949809.803956 + Penalty 3469.692589 = -4946340.111367 nChanged 12 SP:Iteration 37Q (2540.765838 sec): 3 clusters Score: Raw -4949810.576940 + Penalty 3469.692589 = -4946340.884351 nChanged 15 SP:Iteration 38Q (2540.833528 sec): 3 clusters Score: Raw -4949811.640408 + Penalty 3469.692589 = -4946341.947819 nChanged 17 SP:Iteration 39Q (2540.901267 sec): 3 clusters Score: Raw -4949812.877268 + Penalty 3469.692589 = -4946343.184680 nChanged 19 SP:Iteration 40F (2540.979342 sec): 3 clusters Score: Raw -4949813.957215 + Penalty 3469.692589 = -4946344.264626 nChanged 17 SP:Iteration 41Q (2541.048355 sec): 3 clusters Score: Raw -4949815.126485 + Penalty 3469.692589 = -4946345.433896 nChanged 23 SP:Iteration 42Q (2541.115956 sec): 3 clusters Score: Raw -4949817.005837 + Penalty 3469.692589 = -4946347.313249 nChanged 29 SP:Iteration 43Q (2541.183531 sec): 3 clusters Score: Raw -4949819.416366 + Penalty 3469.692589 = -4946349.723778 nChanged 25 SP:Iteration 44Q (2541.251063 sec): 3 clusters Score: Raw -4949821.335458 + Penalty 3469.692589 = -4946351.642869 nChanged 21 SP:Iteration 45Q (2541.318839 sec): 3 clusters Score: Raw -4949822.848267 + Penalty 3469.692589 = -4946353.155678 nChanged 24 SP:Iteration 46Q (2541.386746 sec): 3 clusters Score: Raw -4949824.746193 + Penalty 3469.692589 = -4946355.053605 nChanged 23 SP:Iteration 47Q (2541.454093 sec): 3 clusters Score: Raw -4949826.699062 + Penalty 3469.692589 = -4946357.006473 nChanged 19 SP:Iteration 48Q (2541.521605 sec): 3 clusters Score: Raw -4949828.082789 + Penalty 3469.692589 = -4946358.390200 nChanged 13 SP:Iteration 49Q (2541.589128 sec): 3 clusters Score: Raw -4949828.941164 + Penalty 3469.692589 = -4946359.248575 nChanged 12 SP:Iteration 50Q (2541.656685 sec): 3 clusters Score: Raw -4949829.657751 + Penalty 3469.692589 = -4946359.965162 nChanged 7 SP:Iteration 51Q (2541.724191 sec): 3 clusters Score: Raw -4949830.142305 + Penalty 3469.692589 = -4946360.449717 nChanged 7 SP:Iteration 52Q (2541.791537 sec): 3 clusters Score: Raw -4949830.699955 + Penalty 3469.692589 = -4946361.007366 nChanged 7 SP:Iteration 53Q (2541.862429 sec): 3 clusters Score: Raw -4949831.181681 + Penalty 3469.692589 = -4946361.489093 nChanged 10 SP:Iteration 54Q (2541.951552 sec): 3 clusters Score: Raw -4949832.004615 + Penalty 3469.692589 = -4946362.312027 nChanged 16 SP:Iteration 55Q (2542.018828 sec): 3 clusters Score: Raw -4949833.153919 + Penalty 3469.692589 = -4946363.461330 nChanged 17 SP:Iteration 56Q (2542.086385 sec): 3 clusters Score: Raw -4949834.639347 + Penalty 3469.692589 = -4946364.946758 nChanged 18 SP:Iteration 57Q (2542.154179 sec): 3 clusters Score: Raw -4949836.675975 + Penalty 3469.692589 = -4946366.983387 nChanged 18 SP:Iteration 58Q (2542.221630 sec): 3 clusters Score: Raw -4949838.127635 + Penalty 3469.692589 = -4946368.435047 nChanged 15 SP:Iteration 59Q (2542.289486 sec): 3 clusters Score: Raw -4949838.963529 + Penalty 3469.692589 = -4946369.270940 nChanged 10 SP:Iteration 60F (2542.367435 sec): 3 clusters Score: Raw -4949839.441639 + Penalty 3469.692589 = -4946369.749050 nChanged 8 SP:Iteration 61Q (2542.434952 sec): 3 clusters Score: Raw -4949839.830025 + Penalty 3469.692589 = -4946370.137436 nChanged 6 SP:Iteration 62Q (2542.502473 sec): 3 clusters Score: Raw -4949840.168425 + Penalty 3469.692589 = -4946370.475837 nChanged 7 SP:Iteration 63Q (2542.570122 sec): 3 clusters Score: Raw -4949840.447687 + Penalty 3469.692589 = -4946370.755098 nChanged 6 SP:Iteration 64Q (2542.637588 sec): 3 clusters Score: Raw -4949840.732472 + Penalty 3469.692589 = -4946371.039884 nChanged 4 SP:Iteration 65Q (2542.704733 sec): 3 clusters Score: Raw -4949840.945325 + Penalty 3469.692589 = -4946371.252737 nChanged 7 SP:Iteration 66Q (2542.772341 sec): 3 clusters Score: Raw -4949841.238625 + Penalty 3469.692589 = -4946371.546037 nChanged 3 SP:Iteration 67Q (2542.840126 sec): 3 clusters Score: Raw -4949841.339312 + Penalty 3469.692589 = -4946371.646724 nChanged 2 SP:Iteration 68Q (2542.907708 sec): 3 clusters Score: Raw -4949841.452452 + Penalty 3469.692589 = -4946371.759863 nChanged 0 SP:Iteration 69F (2542.985499 sec): 3 clusters Score: Raw -4949841.452452 + Penalty 3469.692589 = -4946371.759863 nChanged 0 Trying to split cluster 27 (5301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2542.997192 sec): 2 clusters Score: Raw -602742.597363 + Penalty 1393.543249 = -601349.054114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2543.019098 sec): 3 clusters Score: Raw -599959.188658 + Penalty 2787.086497 = -597172.102161 nChanged 2176 SP:Iteration 1F (2543.040520 sec): 3 clusters Score: Raw -601151.267962 + Penalty 2787.086497 = -598364.181465 nChanged 390 SP:Iteration 2F (2543.061774 sec): 3 clusters Score: Raw -601423.506320 + Penalty 2787.086497 = -598636.419823 nChanged 329 SP:Iteration 3F (2543.083274 sec): 3 clusters Score: Raw -601647.035752 + Penalty 2787.086497 = -598859.949255 nChanged 321 SP:Iteration 4F (2543.104428 sec): 3 clusters Score: Raw -601883.435487 + Penalty 2787.086497 = -599096.348990 nChanged 283 SP:Iteration 5F (2543.125910 sec): 3 clusters Score: Raw -602117.999878 + Penalty 2787.086497 = -599330.913380 nChanged 261 SP:Iteration 6Q (2543.147392 sec): 3 clusters Score: Raw -602339.375624 + Penalty 2787.086497 = -599552.289127 nChanged 254 SP:Iteration 7Q (2543.168743 sec): 3 clusters Score: Raw -602533.576416 + Penalty 2787.086497 = -599746.489919 nChanged 205 SP:Iteration 8Q (2543.190171 sec): 3 clusters Score: Raw -602670.241376 + Penalty 2787.086497 = -599883.154879 nChanged 169 SP:Iteration 9Q (2543.211171 sec): 3 clusters Score: Raw -602767.110006 + Penalty 2787.086497 = -599980.023508 nChanged 136 SP:Iteration 10Q (2543.232193 sec): 3 clusters Score: Raw -602837.572038 + Penalty 2787.086497 = -600050.485541 nChanged 101 SP:Iteration 11Q (2543.253412 sec): 3 clusters Score: Raw -602874.643805 + Penalty 2787.086497 = -600087.557307 nChanged 73 SP:Iteration 12Q (2543.274516 sec): 3 clusters Score: Raw -602902.479437 + Penalty 2787.086497 = -600115.392940 nChanged 57 SP:Iteration 13Q (2543.295633 sec): 3 clusters Score: Raw -602926.165961 + Penalty 2787.086497 = -600139.079464 nChanged 48 SP:Iteration 14Q (2543.316620 sec): 3 clusters Score: Raw -602943.798133 + Penalty 2787.086497 = -600156.711635 nChanged 42 SP:Iteration 15Q (2543.337384 sec): 3 clusters Score: Raw -602955.095623 + Penalty 2787.086497 = -600168.009125 nChanged 36 SP:Iteration 16Q (2543.358387 sec): 3 clusters Score: Raw -602966.328504 + Penalty 2787.086497 = -600179.242007 nChanged 35 SP:Iteration 17Q (2543.379245 sec): 3 clusters Score: Raw -602977.859820 + Penalty 2787.086497 = -600190.773322 nChanged 32 SP:Iteration 18Q (2543.400094 sec): 3 clusters Score: Raw -602985.585957 + Penalty 2787.086497 = -600198.499459 nChanged 22 SP:Iteration 19Q (2543.421074 sec): 3 clusters Score: Raw -602990.645267 + Penalty 2787.086497 = -600203.558770 nChanged 13 SP:Iteration 20F (2543.442125 sec): 3 clusters Score: Raw -602993.971461 + Penalty 2787.086497 = -600206.884963 nChanged 23 SP:Iteration 21Q (2543.462888 sec): 3 clusters Score: Raw -602998.631583 + Penalty 2787.086497 = -600211.545086 nChanged 13 SP:Iteration 22Q (2543.483874 sec): 3 clusters Score: Raw -603000.683343 + Penalty 2787.086497 = -600213.596845 nChanged 9 SP:Iteration 23Q (2543.504671 sec): 3 clusters Score: Raw -603002.753067 + Penalty 2787.086497 = -600215.666569 nChanged 7 SP:Iteration 24Q (2543.525579 sec): 3 clusters Score: Raw -603004.089498 + Penalty 2787.086497 = -600217.003000 nChanged 6 SP:Iteration 25Q (2543.546385 sec): 3 clusters Score: Raw -603004.957945 + Penalty 2787.086497 = -600217.871447 nChanged 6 SP:Iteration 26Q (2543.567443 sec): 3 clusters Score: Raw -603006.423651 + Penalty 2787.086497 = -600219.337154 nChanged 6 SP:Iteration 27Q (2543.588369 sec): 3 clusters Score: Raw -603007.403190 + Penalty 2787.086497 = -600220.316693 nChanged 10 SP:Iteration 28Q (2543.609038 sec): 3 clusters Score: Raw -603009.370740 + Penalty 2787.086497 = -600222.284243 nChanged 10 SP:Iteration 29Q (2543.629882 sec): 3 clusters Score: Raw -603012.619242 + Penalty 2787.086497 = -600225.532745 nChanged 10 SP:Iteration 30Q (2543.650970 sec): 3 clusters Score: Raw -603016.690662 + Penalty 2787.086497 = -600229.604165 nChanged 16 SP:Iteration 31Q (2543.671926 sec): 3 clusters Score: Raw -603020.254794 + Penalty 2787.086497 = -600233.168296 nChanged 11 SP:Iteration 32Q (2543.693057 sec): 3 clusters Score: Raw -603023.176099 + Penalty 2787.086497 = -600236.089602 nChanged 10 SP:Iteration 33Q (2543.714066 sec): 3 clusters Score: Raw -603025.201597 + Penalty 2787.086497 = -600238.115099 nChanged 4 SP:Iteration 34Q (2543.734870 sec): 3 clusters Score: Raw -603025.627523 + Penalty 2787.086497 = -600238.541026 nChanged 2 SP:Iteration 35Q (2543.755852 sec): 3 clusters Score: Raw -603025.768155 + Penalty 2787.086497 = -600238.681658 nChanged 0 SP:Iteration 36F (2543.776907 sec): 3 clusters Score: Raw -603025.768155 + Penalty 2787.086497 = -600238.681658 nChanged 0 Trying to split cluster 28 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2543.791399 sec): 2 clusters Score: Raw -111860.864108 + Penalty 1125.728160 = -110735.135948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2543.797206 sec): 3 clusters Score: Raw -111570.554535 + Penalty 2251.456320 = -109319.098215 nChanged 334 SP:Iteration 1F (2543.802686 sec): 3 clusters Score: Raw -111931.836297 + Penalty 2251.456320 = -109680.379978 nChanged 86 SP:Iteration 2F (2543.808237 sec): 3 clusters Score: Raw -112018.254302 + Penalty 2251.456320 = -109766.797982 nChanged 41 SP:Iteration 3Q (2543.813616 sec): 3 clusters Score: Raw -112055.893545 + Penalty 2251.456320 = -109804.437225 nChanged 21 SP:Iteration 4Q (2543.819044 sec): 3 clusters Score: Raw -112075.696529 + Penalty 2251.456320 = -109824.240209 nChanged 24 SP:Iteration 5Q (2543.824394 sec): 3 clusters Score: Raw -112100.906488 + Penalty 2251.456320 = -109849.450168 nChanged 18 SP:Iteration 6Q (2543.829766 sec): 3 clusters Score: Raw -112121.457730 + Penalty 2251.456320 = -109870.001410 nChanged 11 SP:Iteration 7Q (2543.835129 sec): 3 clusters Score: Raw -112129.864777 + Penalty 2251.456320 = -109878.408458 nChanged 8 SP:Iteration 8Q (2543.840486 sec): 3 clusters Score: Raw -112134.118045 + Penalty 2251.456320 = -109882.661725 nChanged 2 SP:Iteration 9Q (2543.845841 sec): 3 clusters Score: Raw -112134.826640 + Penalty 2251.456320 = -109883.370321 nChanged 1 SP:Iteration 10Q (2543.851231 sec): 3 clusters Score: Raw -112134.933432 + Penalty 2251.456320 = -109883.477112 nChanged 0 SP:Iteration 11F (2543.856659 sec): 3 clusters Score: Raw -112134.933432 + Penalty 2251.456320 = -109883.477112 nChanged 0 Trying to split cluster 29 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2543.869118 sec): 2 clusters Score: Raw -48698.133942 + Penalty 1007.252791 = -47690.881150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2543.872381 sec): 3 clusters Score: Raw -48668.510636 + Penalty 2014.505583 = -46654.005053 nChanged 111 SP:Iteration 1F (2543.875394 sec): 3 clusters Score: Raw -48848.417904 + Penalty 2014.505583 = -46833.912322 nChanged 36 SP:Iteration 2F (2543.878410 sec): 3 clusters Score: Raw -48957.647451 + Penalty 2014.505583 = -46943.141868 nChanged 23 SP:Iteration 3Q (2543.881405 sec): 3 clusters Score: Raw -49032.264325 + Penalty 2014.505583 = -47017.758742 nChanged 16 SP:Iteration 4Q (2543.884366 sec): 3 clusters Score: Raw -49090.163229 + Penalty 2014.505583 = -47075.657646 nChanged 18 SP:Iteration 5Q (2543.887306 sec): 3 clusters Score: Raw -49130.203456 + Penalty 2014.505583 = -47115.697873 nChanged 13 SP:Iteration 6Q (2543.890242 sec): 3 clusters Score: Raw -49158.387008 + Penalty 2014.505583 = -47143.881425 nChanged 12 SP:Iteration 7Q (2543.893163 sec): 3 clusters Score: Raw -49190.723236 + Penalty 2014.505583 = -47176.217653 nChanged 7 SP:Iteration 8Q (2543.896064 sec): 3 clusters Score: Raw -49215.068523 + Penalty 2014.505583 = -47200.562941 nChanged 9 SP:Iteration 9Q (2543.898967 sec): 3 clusters Score: Raw -49238.098088 + Penalty 2014.505583 = -47223.592505 nChanged 7 SP:Iteration 10Q (2543.901868 sec): 3 clusters Score: Raw -49260.584495 + Penalty 2014.505583 = -47246.078912 nChanged 7 SP:Iteration 11Q (2543.904862 sec): 3 clusters Score: Raw -49278.292630 + Penalty 2014.505583 = -47263.787047 nChanged 9 SP:Iteration 12Q (2543.907754 sec): 3 clusters Score: Raw -49300.808614 + Penalty 2014.505583 = -47286.303031 nChanged 5 SP:Iteration 13Q (2543.910642 sec): 3 clusters Score: Raw -49313.448476 + Penalty 2014.505583 = -47298.942893 nChanged 2 SP:Iteration 14Q (2543.913562 sec): 3 clusters Score: Raw -49322.922766 + Penalty 2014.505583 = -47308.417183 nChanged 4 SP:Iteration 15Q (2543.916448 sec): 3 clusters Score: Raw -49344.881584 + Penalty 2014.505583 = -47330.376001 nChanged 4 SP:Iteration 16Q (2543.919327 sec): 3 clusters Score: Raw -49352.350928 + Penalty 2014.505583 = -47337.845345 nChanged 2 SP:Iteration 17Q (2543.922203 sec): 3 clusters Score: Raw -49356.279478 + Penalty 2014.505583 = -47341.773895 nChanged 2 SP:Iteration 18Q (2543.925076 sec): 3 clusters Score: Raw -49362.478178 + Penalty 2014.505583 = -47347.972595 nChanged 1 SP:Iteration 19Q (2543.927922 sec): 3 clusters Score: Raw -49368.200441 + Penalty 2014.505583 = -47353.694858 nChanged 1 SP:Iteration 20F (2543.930914 sec): 3 clusters Score: Raw -49369.330096 + Penalty 2014.505583 = -47354.824513 nChanged 0 Trying to split cluster 30 (6376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2543.952271 sec): 2 clusters Score: Raw -702413.351002 + Penalty 1423.548136 = -700989.802866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2543.975542 sec): 3 clusters Score: Raw -699024.560789 + Penalty 2847.096272 = -696177.464517 nChanged 2672 SP:Iteration 1F (2543.998320 sec): 3 clusters Score: Raw -700442.433132 + Penalty 2847.096272 = -697595.336861 nChanged 412 SP:Iteration 2F (2544.021225 sec): 3 clusters Score: Raw -700671.889249 + Penalty 2847.096272 = -697824.792977 nChanged 325 SP:Iteration 3F (2544.043986 sec): 3 clusters Score: Raw -700836.916103 + Penalty 2847.096272 = -697989.819831 nChanged 267 SP:Iteration 4Q (2544.066996 sec): 3 clusters Score: Raw -700969.495848 + Penalty 2847.096272 = -698122.399577 nChanged 250 SP:Iteration 5Q (2544.090151 sec): 3 clusters Score: Raw -701101.446669 + Penalty 2847.096272 = -698254.350398 nChanged 242 SP:Iteration 6Q (2544.112949 sec): 3 clusters Score: Raw -701236.972125 + Penalty 2847.096272 = -698389.875854 nChanged 219 SP:Iteration 7Q (2544.136059 sec): 3 clusters Score: Raw -701374.974647 + Penalty 2847.096272 = -698527.878375 nChanged 241 SP:Iteration 8Q (2544.158937 sec): 3 clusters Score: Raw -701512.218161 + Penalty 2847.096272 = -698665.121890 nChanged 233 SP:Iteration 9Q (2544.181742 sec): 3 clusters Score: Raw -701641.100529 + Penalty 2847.096272 = -698794.004257 nChanged 233 SP:Iteration 10Q (2544.204684 sec): 3 clusters Score: Raw -701768.716408 + Penalty 2847.096272 = -698921.620136 nChanged 243 SP:Iteration 11Q (2544.227381 sec): 3 clusters Score: Raw -701907.237771 + Penalty 2847.096272 = -699060.141500 nChanged 240 SP:Iteration 12Q (2544.249964 sec): 3 clusters Score: Raw -702053.462327 + Penalty 2847.096272 = -699206.366055 nChanged 236 SP:Iteration 13Q (2544.272387 sec): 3 clusters Score: Raw -702190.569186 + Penalty 2847.096272 = -699343.472914 nChanged 223 SP:Iteration 14Q (2544.295172 sec): 3 clusters Score: Raw -702312.085794 + Penalty 2847.096272 = -699464.989522 nChanged 181 SP:Iteration 15Q (2544.317536 sec): 3 clusters Score: Raw -702399.635197 + Penalty 2847.096272 = -699552.538926 nChanged 140 SP:Iteration 16Q (2544.339853 sec): 3 clusters Score: Raw -702470.918019 + Penalty 2847.096272 = -699623.821748 nChanged 116 SP:Iteration 17Q (2544.362346 sec): 3 clusters Score: Raw -702516.047277 + Penalty 2847.096272 = -699668.951005 nChanged 98 SP:Iteration 18Q (2544.384536 sec): 3 clusters Score: Raw -702548.838951 + Penalty 2847.096272 = -699701.742679 nChanged 91 SP:Iteration 19Q (2544.406729 sec): 3 clusters Score: Raw -702583.645710 + Penalty 2847.096272 = -699736.549439 nChanged 78 SP:Iteration 20F (2544.429563 sec): 3 clusters Score: Raw -702611.036917 + Penalty 2847.096272 = -699763.940646 nChanged 71 SP:Iteration 21Q (2544.451983 sec): 3 clusters Score: Raw -702633.241970 + Penalty 2847.096272 = -699786.145699 nChanged 56 SP:Iteration 22Q (2544.474120 sec): 3 clusters Score: Raw -702647.963397 + Penalty 2847.096272 = -699800.867125 nChanged 41 SP:Iteration 23Q (2544.496617 sec): 3 clusters Score: Raw -702658.405929 + Penalty 2847.096272 = -699811.309657 nChanged 34 SP:Iteration 24Q (2544.518951 sec): 3 clusters Score: Raw -702665.962369 + Penalty 2847.096272 = -699818.866097 nChanged 29 SP:Iteration 25Q (2544.541254 sec): 3 clusters Score: Raw -702672.442173 + Penalty 2847.096272 = -699825.345901 nChanged 29 SP:Iteration 26Q (2544.563629 sec): 3 clusters Score: Raw -702678.313036 + Penalty 2847.096272 = -699831.216764 nChanged 26 SP:Iteration 27Q (2544.585932 sec): 3 clusters Score: Raw -702684.714548 + Penalty 2847.096272 = -699837.618277 nChanged 26 SP:Iteration 28Q (2544.608172 sec): 3 clusters Score: Raw -702692.196451 + Penalty 2847.096272 = -699845.100179 nChanged 32 SP:Iteration 29Q (2544.630444 sec): 3 clusters Score: Raw -702700.078627 + Penalty 2847.096272 = -699852.982356 nChanged 25 SP:Iteration 30Q (2544.652699 sec): 3 clusters Score: Raw -702705.214828 + Penalty 2847.096272 = -699858.118557 nChanged 20 SP:Iteration 31Q (2544.675190 sec): 3 clusters Score: Raw -702709.298947 + Penalty 2847.096272 = -699862.202675 nChanged 19 SP:Iteration 32Q (2544.697734 sec): 3 clusters Score: Raw -702713.751152 + Penalty 2847.096272 = -699866.654880 nChanged 17 SP:Iteration 33Q (2544.719937 sec): 3 clusters Score: Raw -702717.268562 + Penalty 2847.096272 = -699870.172290 nChanged 13 SP:Iteration 34Q (2544.742322 sec): 3 clusters Score: Raw -702720.138893 + Penalty 2847.096272 = -699873.042622 nChanged 11 SP:Iteration 35Q (2544.764705 sec): 3 clusters Score: Raw -702721.878599 + Penalty 2847.096272 = -699874.782327 nChanged 14 SP:Iteration 36Q (2544.787036 sec): 3 clusters Score: Raw -702725.289870 + Penalty 2847.096272 = -699878.193598 nChanged 17 SP:Iteration 37Q (2544.809505 sec): 3 clusters Score: Raw -702729.307934 + Penalty 2847.096272 = -699882.211662 nChanged 18 SP:Iteration 38Q (2544.832049 sec): 3 clusters Score: Raw -702732.859115 + Penalty 2847.096272 = -699885.762844 nChanged 16 SP:Iteration 39Q (2544.854506 sec): 3 clusters Score: Raw -702735.306700 + Penalty 2847.096272 = -699888.210429 nChanged 16 SP:Iteration 40F (2544.877059 sec): 3 clusters Score: Raw -702737.281197 + Penalty 2847.096272 = -699890.184926 nChanged 6 SP:Iteration 41Q (2544.899432 sec): 3 clusters Score: Raw -702738.172672 + Penalty 2847.096272 = -699891.076400 nChanged 6 SP:Iteration 42Q (2544.921850 sec): 3 clusters Score: Raw -702738.916997 + Penalty 2847.096272 = -699891.820726 nChanged 6 SP:Iteration 43Q (2544.944233 sec): 3 clusters Score: Raw -702739.580307 + Penalty 2847.096272 = -699892.484035 nChanged 4 SP:Iteration 44Q (2544.966606 sec): 3 clusters Score: Raw -702739.996785 + Penalty 2847.096272 = -699892.900513 nChanged 5 SP:Iteration 45Q (2544.989253 sec): 3 clusters Score: Raw -702740.731175 + Penalty 2847.096272 = -699893.634904 nChanged 5 SP:Iteration 46Q (2545.011602 sec): 3 clusters Score: Raw -702741.435514 + Penalty 2847.096272 = -699894.339243 nChanged 7 SP:Iteration 47Q (2545.034146 sec): 3 clusters Score: Raw -702742.193138 + Penalty 2847.096272 = -699895.096867 nChanged 5 SP:Iteration 48Q (2545.056760 sec): 3 clusters Score: Raw -702742.643466 + Penalty 2847.096272 = -699895.547195 nChanged 3 SP:Iteration 49Q (2545.079327 sec): 3 clusters Score: Raw -702743.379433 + Penalty 2847.096272 = -699896.283161 nChanged 7 SP:Iteration 50Q (2545.101865 sec): 3 clusters Score: Raw -702744.767593 + Penalty 2847.096272 = -699897.671321 nChanged 6 SP:Iteration 51Q (2545.124205 sec): 3 clusters Score: Raw -702745.686098 + Penalty 2847.096272 = -699898.589826 nChanged 3 SP:Iteration 52Q (2545.146766 sec): 3 clusters Score: Raw -702746.168937 + Penalty 2847.096272 = -699899.072666 nChanged 1 SP:Iteration 53Q (2545.169281 sec): 3 clusters Score: Raw -702746.229085 + Penalty 2847.096272 = -699899.132813 nChanged 0 SP:Iteration 54F (2545.192253 sec): 3 clusters Score: Raw -702746.229085 + Penalty 2847.096272 = -699899.132813 nChanged 0 Trying to split cluster 31 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.206624 sec): 2 clusters Score: Raw -127875.077748 + Penalty 1132.743638 = -126742.334111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.212837 sec): 3 clusters Score: Raw -127494.677979 + Penalty 2265.487275 = -125229.190704 nChanged 336 SP:Iteration 1F (2545.218668 sec): 3 clusters Score: Raw -127818.531555 + Penalty 2265.487275 = -125553.044279 nChanged 88 SP:Iteration 2F (2545.224494 sec): 3 clusters Score: Raw -127913.004848 + Penalty 2265.487275 = -125647.517572 nChanged 43 SP:Iteration 3Q (2545.230259 sec): 3 clusters Score: Raw -127945.289326 + Penalty 2265.487275 = -125679.802050 nChanged 21 SP:Iteration 4Q (2545.236065 sec): 3 clusters Score: Raw -127962.122956 + Penalty 2265.487275 = -125696.635680 nChanged 14 SP:Iteration 5Q (2545.241797 sec): 3 clusters Score: Raw -127977.105236 + Penalty 2265.487275 = -125711.617960 nChanged 7 SP:Iteration 6Q (2545.247559 sec): 3 clusters Score: Raw -127983.310230 + Penalty 2265.487275 = -125717.822954 nChanged 6 SP:Iteration 7Q (2545.253284 sec): 3 clusters Score: Raw -127988.446659 + Penalty 2265.487275 = -125722.959383 nChanged 8 SP:Iteration 8Q (2545.259047 sec): 3 clusters Score: Raw -127993.550382 + Penalty 2265.487275 = -125728.063107 nChanged 6 SP:Iteration 9Q (2545.264803 sec): 3 clusters Score: Raw -127999.420450 + Penalty 2265.487275 = -125733.933175 nChanged 7 SP:Iteration 10Q (2545.270562 sec): 3 clusters Score: Raw -128005.521045 + Penalty 2265.487275 = -125740.033770 nChanged 7 SP:Iteration 11Q (2545.276295 sec): 3 clusters Score: Raw -128008.600362 + Penalty 2265.487275 = -125743.113087 nChanged 5 SP:Iteration 12Q (2545.281990 sec): 3 clusters Score: Raw -128011.699774 + Penalty 2265.487275 = -125746.212499 nChanged 5 SP:Iteration 13Q (2545.287710 sec): 3 clusters Score: Raw -128014.413038 + Penalty 2265.487275 = -125748.925762 nChanged 1 SP:Iteration 14Q (2545.293435 sec): 3 clusters Score: Raw -128014.904825 + Penalty 2265.487275 = -125749.417550 nChanged 3 SP:Iteration 15Q (2545.299183 sec): 3 clusters Score: Raw -128016.784503 + Penalty 2265.487275 = -125751.297227 nChanged 2 SP:Iteration 16Q (2545.304954 sec): 3 clusters Score: Raw -128017.319166 + Penalty 2265.487275 = -125751.831890 nChanged 1 SP:Iteration 17Q (2545.310667 sec): 3 clusters Score: Raw -128017.511164 + Penalty 2265.487275 = -125752.023888 nChanged 1 SP:Iteration 18Q (2545.316413 sec): 3 clusters Score: Raw -128017.838944 + Penalty 2265.487275 = -125752.351669 nChanged 0 SP:Iteration 19F (2545.322219 sec): 3 clusters Score: Raw -128017.838944 + Penalty 2265.487275 = -125752.351669 nChanged 0 Trying to split cluster 32 (7155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.344436 sec): 2 clusters Score: Raw -785647.193453 + Penalty 1442.279587 = -784204.913865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.369226 sec): 3 clusters Score: Raw -781682.683453 + Penalty 2884.559175 = -778798.124278 nChanged 3047 SP:Iteration 1F (2545.393145 sec): 3 clusters Score: Raw -783476.004046 + Penalty 2884.559175 = -780591.444872 nChanged 609 SP:Iteration 2F (2545.417163 sec): 3 clusters Score: Raw -784032.615634 + Penalty 2884.559175 = -781148.056459 nChanged 614 SP:Iteration 3F (2545.441021 sec): 3 clusters Score: Raw -784543.986676 + Penalty 2884.559175 = -781659.427501 nChanged 548 SP:Iteration 4F (2545.465081 sec): 3 clusters Score: Raw -785017.022022 + Penalty 2884.559175 = -782132.462847 nChanged 453 SP:Iteration 5F (2545.488823 sec): 3 clusters Score: Raw -785412.322648 + Penalty 2884.559175 = -782527.763473 nChanged 372 SP:Iteration 6F (2545.512663 sec): 3 clusters Score: Raw -785755.010819 + Penalty 2884.559175 = -782870.451644 nChanged 301 SP:Iteration 7Q (2545.536278 sec): 3 clusters Score: Raw -785983.974758 + Penalty 2884.559175 = -783099.415583 nChanged 215 SP:Iteration 8Q (2545.559946 sec): 3 clusters Score: Raw -786096.121684 + Penalty 2884.559175 = -783211.562509 nChanged 137 SP:Iteration 9Q (2545.583430 sec): 3 clusters Score: Raw -786166.791257 + Penalty 2884.559175 = -783282.232082 nChanged 114 SP:Iteration 10Q (2545.606939 sec): 3 clusters Score: Raw -786213.698889 + Penalty 2884.559175 = -783329.139714 nChanged 89 SP:Iteration 11Q (2545.630247 sec): 3 clusters Score: Raw -786245.448193 + Penalty 2884.559175 = -783360.889018 nChanged 76 SP:Iteration 12Q (2545.653432 sec): 3 clusters Score: Raw -786271.142805 + Penalty 2884.559175 = -783386.583630 nChanged 59 SP:Iteration 13Q (2545.676880 sec): 3 clusters Score: Raw -786289.313579 + Penalty 2884.559175 = -783404.754404 nChanged 48 SP:Iteration 14Q (2545.700245 sec): 3 clusters Score: Raw -786303.353980 + Penalty 2884.559175 = -783418.794805 nChanged 32 SP:Iteration 15Q (2545.723406 sec): 3 clusters Score: Raw -786309.460031 + Penalty 2884.559175 = -783424.900856 nChanged 15 SP:Iteration 16Q (2545.746958 sec): 3 clusters Score: Raw -786312.166133 + Penalty 2884.559175 = -783427.606958 nChanged 13 SP:Iteration 17Q (2545.770366 sec): 3 clusters Score: Raw -786314.266893 + Penalty 2884.559175 = -783429.707718 nChanged 11 SP:Iteration 18Q (2545.793494 sec): 3 clusters Score: Raw -786315.620328 + Penalty 2884.559175 = -783431.061153 nChanged 8 SP:Iteration 19Q (2545.816887 sec): 3 clusters Score: Raw -786316.608024 + Penalty 2884.559175 = -783432.048849 nChanged 1 SP:Iteration 20F (2545.840848 sec): 3 clusters Score: Raw -786316.738821 + Penalty 2884.559175 = -783432.179646 nChanged 0 Trying to split cluster 33 (4891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.859207 sec): 2 clusters Score: Raw -547948.180365 + Penalty 1380.462210 = -546567.718155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.880536 sec): 3 clusters Score: Raw -545457.456544 + Penalty 2760.924420 = -542696.532125 nChanged 1917 SP:Iteration 1F (2545.927529 sec): 3 clusters Score: Raw -546597.417080 + Penalty 2760.924420 = -543836.492660 nChanged 405 SP:Iteration 2F (2545.982163 sec): 3 clusters Score: Raw -546848.925305 + Penalty 2760.924420 = -544088.000886 nChanged 286 SP:Iteration 3F (2546.021891 sec): 3 clusters Score: Raw -547009.310384 + Penalty 2760.924420 = -544248.385964 nChanged 211 SP:Iteration 4Q (2546.042780 sec): 3 clusters Score: Raw -547123.871049 + Penalty 2760.924420 = -544362.946629 nChanged 192 SP:Iteration 5Q (2546.063725 sec): 3 clusters Score: Raw -547222.245805 + Penalty 2760.924420 = -544461.321385 nChanged 187 SP:Iteration 6Q (2546.084999 sec): 3 clusters Score: Raw -547330.664090 + Penalty 2760.924420 = -544569.739671 nChanged 176 SP:Iteration 7Q (2546.105336 sec): 3 clusters Score: Raw -547434.016271 + Penalty 2760.924420 = -544673.091851 nChanged 179 SP:Iteration 8Q (2546.126353 sec): 3 clusters Score: Raw -547541.477938 + Penalty 2760.924420 = -544780.553518 nChanged 155 SP:Iteration 9Q (2546.147232 sec): 3 clusters Score: Raw -547645.531090 + Penalty 2760.924420 = -544884.606670 nChanged 169 SP:Iteration 10Q (2546.168266 sec): 3 clusters Score: Raw -547765.250139 + Penalty 2760.924420 = -545004.325719 nChanged 151 SP:Iteration 11Q (2546.189173 sec): 3 clusters Score: Raw -547859.392696 + Penalty 2760.924420 = -545098.468276 nChanged 123 SP:Iteration 12Q (2546.210288 sec): 3 clusters Score: Raw -547944.365086 + Penalty 2760.924420 = -545183.440666 nChanged 112 SP:Iteration 13Q (2546.231394 sec): 3 clusters Score: Raw -548021.850824 + Penalty 2760.924420 = -545260.926404 nChanged 80 SP:Iteration 14Q (2546.252187 sec): 3 clusters Score: Raw -548070.838211 + Penalty 2760.924420 = -545309.913791 nChanged 69 SP:Iteration 15Q (2546.272811 sec): 3 clusters Score: Raw -548106.578093 + Penalty 2760.924420 = -545345.653673 nChanged 67 SP:Iteration 16Q (2546.293375 sec): 3 clusters Score: Raw -548138.173604 + Penalty 2760.924420 = -545377.249185 nChanged 55 SP:Iteration 17Q (2546.313878 sec): 3 clusters Score: Raw -548168.811129 + Penalty 2760.924420 = -545407.886710 nChanged 57 SP:Iteration 18Q (2546.334168 sec): 3 clusters Score: Raw -548197.320733 + Penalty 2760.924420 = -545436.396313 nChanged 44 SP:Iteration 19Q (2546.354563 sec): 3 clusters Score: Raw -548225.636586 + Penalty 2760.924420 = -545464.712166 nChanged 46 SP:Iteration 20F (2546.375595 sec): 3 clusters Score: Raw -548249.364809 + Penalty 2760.924420 = -545488.440389 nChanged 37 SP:Iteration 21Q (2546.395825 sec): 3 clusters Score: Raw -548268.556499 + Penalty 2760.924420 = -545507.632080 nChanged 36 SP:Iteration 22Q (2546.415743 sec): 3 clusters Score: Raw -548286.805605 + Penalty 2760.924420 = -545525.881185 nChanged 31 SP:Iteration 23Q (2546.435962 sec): 3 clusters Score: Raw -548297.822451 + Penalty 2760.924420 = -545536.898031 nChanged 21 SP:Iteration 24Q (2546.456394 sec): 3 clusters Score: Raw -548305.888647 + Penalty 2760.924420 = -545544.964227 nChanged 18 SP:Iteration 25Q (2546.476578 sec): 3 clusters Score: Raw -548311.849276 + Penalty 2760.924420 = -545550.924856 nChanged 17 SP:Iteration 26Q (2546.496881 sec): 3 clusters Score: Raw -548316.983814 + Penalty 2760.924420 = -545556.059394 nChanged 11 SP:Iteration 27Q (2546.517114 sec): 3 clusters Score: Raw -548320.628516 + Penalty 2760.924420 = -545559.704096 nChanged 15 SP:Iteration 28Q (2546.537003 sec): 3 clusters Score: Raw -548324.913437 + Penalty 2760.924420 = -545563.989018 nChanged 8 SP:Iteration 29Q (2546.557037 sec): 3 clusters Score: Raw -548328.240048 + Penalty 2760.924420 = -545567.315629 nChanged 14 SP:Iteration 30Q (2546.577342 sec): 3 clusters Score: Raw -548333.046621 + Penalty 2760.924420 = -545572.122201 nChanged 15 SP:Iteration 31Q (2546.597447 sec): 3 clusters Score: Raw -548338.689138 + Penalty 2760.924420 = -545577.764719 nChanged 17 SP:Iteration 32Q (2546.617753 sec): 3 clusters Score: Raw -548343.772221 + Penalty 2760.924420 = -545582.847802 nChanged 16 SP:Iteration 33Q (2546.637942 sec): 3 clusters Score: Raw -548348.725736 + Penalty 2760.924420 = -545587.801316 nChanged 16 SP:Iteration 34Q (2546.657968 sec): 3 clusters Score: Raw -548353.536011 + Penalty 2760.924420 = -545592.611592 nChanged 12 SP:Iteration 35Q (2546.677760 sec): 3 clusters Score: Raw -548356.604785 + Penalty 2760.924420 = -545595.680365 nChanged 11 SP:Iteration 36Q (2546.697890 sec): 3 clusters Score: Raw -548358.738063 + Penalty 2760.924420 = -545597.813643 nChanged 8 SP:Iteration 37Q (2546.717977 sec): 3 clusters Score: Raw -548361.053709 + Penalty 2760.924420 = -545600.129289 nChanged 9 SP:Iteration 38Q (2546.738260 sec): 3 clusters Score: Raw -548363.683133 + Penalty 2760.924420 = -545602.758713 nChanged 7 SP:Iteration 39Q (2546.758327 sec): 3 clusters Score: Raw -548365.103739 + Penalty 2760.924420 = -545604.179320 nChanged 3 SP:Iteration 40F (2546.779306 sec): 3 clusters Score: Raw -548365.792455 + Penalty 2760.924420 = -545604.868035 nChanged 2 SP:Iteration 41Q (2546.799329 sec): 3 clusters Score: Raw -548366.248410 + Penalty 2760.924420 = -545605.323990 nChanged 2 SP:Iteration 42Q (2546.819384 sec): 3 clusters Score: Raw -548367.356202 + Penalty 2760.924420 = -545606.431783 nChanged 2 SP:Iteration 43Q (2546.839333 sec): 3 clusters Score: Raw -548367.794094 + Penalty 2760.924420 = -545606.869674 nChanged 1 SP:Iteration 44Q (2546.859654 sec): 3 clusters Score: Raw -548367.953552 + Penalty 2760.924420 = -545607.029133 nChanged 1 SP:Iteration 45Q (2546.879816 sec): 3 clusters Score: Raw -548367.993378 + Penalty 2760.924420 = -545607.068958 nChanged 1 SP:Iteration 46Q (2546.899707 sec): 3 clusters Score: Raw -548368.163555 + Penalty 2760.924420 = -545607.239135 nChanged 1 SP:Iteration 47Q (2546.919817 sec): 3 clusters Score: Raw -548368.364420 + Penalty 2760.924420 = -545607.440000 nChanged 1 SP:Iteration 48Q (2546.940015 sec): 3 clusters Score: Raw -548368.432072 + Penalty 2760.924420 = -545607.507652 nChanged 1 SP:Iteration 49Q (2546.960126 sec): 3 clusters Score: Raw -548368.528217 + Penalty 2760.924420 = -545607.603797 nChanged 1 SP:Iteration 50Q (2546.980237 sec): 3 clusters Score: Raw -548368.600639 + Penalty 2760.924420 = -545607.676219 nChanged 1 SP:Iteration 51Q (2547.000441 sec): 3 clusters Score: Raw -548368.726960 + Penalty 2760.924420 = -545607.802540 nChanged 1 SP:Iteration 52Q (2547.020450 sec): 3 clusters Score: Raw -548368.898858 + Penalty 2760.924420 = -545607.974438 nChanged 0 SP:Iteration 53F (2547.041409 sec): 3 clusters Score: Raw -548368.898858 + Penalty 2760.924420 = -545607.974438 nChanged 0 Iteration 229F (2561.778175 sec): 35 clusters Score: Raw -82232567.139752 + Penalty 74722.161872 = -82157844.977880 nChanged 1354 Iteration 230Q (2568.880803 sec): 35 clusters Score: Raw -82232793.660186 + Penalty 74722.161872 = -82158071.498314 nChanged 548 Iteration 231Q (2575.811565 sec): 35 clusters Score: Raw -82232862.637000 + Penalty 74722.161872 = -82158140.475128 nChanged 367 Iteration 232Q (2582.737417 sec): 35 clusters Score: Raw -82232908.270917 + Penalty 74722.161872 = -82158186.109045 nChanged 281 Iteration 233Q (2589.652770 sec): 35 clusters Score: Raw -82232934.818495 + Penalty 74722.161872 = -82158212.656623 nChanged 205 Iteration 234Q (2596.572743 sec): 35 clusters Score: Raw -82232949.616913 + Penalty 74722.161872 = -82158227.455041 nChanged 167 Iteration 235Q (2603.510614 sec): 35 clusters Score: Raw -82232958.989699 + Penalty 74722.161872 = -82158236.827827 nChanged 133 Iteration 236Q (2610.446439 sec): 35 clusters Score: Raw -82232966.169362 + Penalty 74722.161872 = -82158244.007490 nChanged 111 Iteration 237Q (2617.540843 sec): 35 clusters Score: Raw -82232971.030821 + Penalty 74722.161872 = -82158248.868949 nChanged 78 Iteration 238Q (2624.456210 sec): 35 clusters Score: Raw -82232974.423987 + Penalty 74722.161872 = -82158252.262115 nChanged 69 Iteration 239Q (2631.434319 sec): 35 clusters Score: Raw -82232977.823983 + Penalty 74722.161872 = -82158255.662111 nChanged 46 Iteration 240F (2646.219701 sec): 35 clusters Score: Raw -82232980.129539 + Penalty 74722.161872 = -82158257.967667 nChanged 56 Iteration 241Q (2653.138084 sec): 35 clusters Score: Raw -82232982.841025 + Penalty 74722.161872 = -82158260.679153 nChanged 46 Iteration 242Q (2660.062660 sec): 35 clusters Score: Raw -82232985.310942 + Penalty 74722.161872 = -82158263.149070 nChanged 40 Iteration 243Q (2667.060112 sec): 35 clusters Score: Raw -82232987.491675 + Penalty 74722.161872 = -82158265.329803 nChanged 33 Iteration 244Q (2673.971364 sec): 35 clusters Score: Raw -82232989.868863 + Penalty 74722.161872 = -82158267.706991 nChanged 42 Iteration 245Q (2681.007481 sec): 35 clusters Score: Raw -82232991.849896 + Penalty 74722.161872 = -82158269.688024 nChanged 42 Iteration 246Q (2687.940741 sec): 35 clusters Score: Raw -82232993.344078 + Penalty 74722.161872 = -82158271.182206 nChanged 25 Iteration 247Q (2694.881491 sec): 35 clusters Score: Raw -82232994.376488 + Penalty 74722.161872 = -82158272.214616 nChanged 13 Iteration 248Q (2701.998762 sec): 35 clusters Score: Raw -82232994.893011 + Penalty 74722.161872 = -82158272.731139 nChanged 13 Iteration 249Q (2708.919535 sec): 35 clusters Score: Raw -82232995.242615 + Penalty 74722.161872 = -82158273.080743 nChanged 6 Iteration 250Q (2715.862066 sec): 35 clusters Score: Raw -82232995.389616 + Penalty 74722.161872 = -82158273.227744 nChanged 5 Iteration 251Q (2722.870671 sec): 35 clusters Score: Raw -82232995.551285 + Penalty 74722.161872 = -82158273.389413 nChanged 2 Iteration 252Q (2729.790507 sec): 35 clusters Score: Raw -82232995.616672 + Penalty 74722.161872 = -82158273.454800 nChanged 1 Iteration 253Q (2736.705397 sec): 35 clusters Score: Raw -82232995.650524 + Penalty 74722.161872 = -82158273.488652 nChanged 0 Iteration 254F (2751.422268 sec): 35 clusters Score: Raw -82232995.650524 + Penalty 74722.161872 = -82158273.488652 nChanged 0 Compute initial score before splitting: Score: Raw -82232995.650524 + Penalty 74722.161872 = -82158273.488652 Trying to split cluster 1 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2751.513599 sec): 2 clusters Score: Raw -319922.679569 + Penalty 1306.729598 = -318615.949971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.529711 sec): 3 clusters Score: Raw -318469.671516 + Penalty 2613.459196 = -315856.212320 nChanged 1174 SP:Iteration 1F (2751.544680 sec): 3 clusters Score: Raw -319227.018531 + Penalty 2613.459196 = -316613.559335 nChanged 287 SP:Iteration 2F (2751.559763 sec): 3 clusters Score: Raw -319509.020861 + Penalty 2613.459196 = -316895.561666 nChanged 248 SP:Iteration 3F (2751.574974 sec): 3 clusters Score: Raw -319764.828606 + Penalty 2613.459196 = -317151.369410 nChanged 209 SP:Iteration 4F (2751.590459 sec): 3 clusters Score: Raw -319972.844597 + Penalty 2613.459196 = -317359.385401 nChanged 176 SP:Iteration 5F (2751.605613 sec): 3 clusters Score: Raw -320124.161559 + Penalty 2613.459196 = -317510.702364 nChanged 129 SP:Iteration 6Q (2751.620709 sec): 3 clusters Score: Raw -320238.349688 + Penalty 2613.459196 = -317624.890492 nChanged 113 SP:Iteration 7Q (2751.635796 sec): 3 clusters Score: Raw -320357.074144 + Penalty 2613.459196 = -317743.614949 nChanged 100 SP:Iteration 8Q (2751.650753 sec): 3 clusters Score: Raw -320434.758821 + Penalty 2613.459196 = -317821.299626 nChanged 72 SP:Iteration 9Q (2751.665827 sec): 3 clusters Score: Raw -320479.996578 + Penalty 2613.459196 = -317866.537382 nChanged 45 SP:Iteration 10Q (2751.680651 sec): 3 clusters Score: Raw -320501.742083 + Penalty 2613.459196 = -317888.282887 nChanged 31 SP:Iteration 11Q (2751.695675 sec): 3 clusters Score: Raw -320518.481311 + Penalty 2613.459196 = -317905.022115 nChanged 19 SP:Iteration 12Q (2751.710540 sec): 3 clusters Score: Raw -320531.282204 + Penalty 2613.459196 = -317917.823009 nChanged 17 SP:Iteration 13Q (2751.725531 sec): 3 clusters Score: Raw -320542.984963 + Penalty 2613.459196 = -317929.525768 nChanged 17 SP:Iteration 14Q (2751.740477 sec): 3 clusters Score: Raw -320558.006458 + Penalty 2613.459196 = -317944.547262 nChanged 17 SP:Iteration 15Q (2751.755453 sec): 3 clusters Score: Raw -320569.463711 + Penalty 2613.459196 = -317956.004515 nChanged 21 SP:Iteration 16Q (2751.770271 sec): 3 clusters Score: Raw -320583.017957 + Penalty 2613.459196 = -317969.558762 nChanged 15 SP:Iteration 17Q (2751.820038 sec): 3 clusters Score: Raw -320588.539726 + Penalty 2613.459196 = -317975.080531 nChanged 7 SP:Iteration 18Q (2751.884595 sec): 3 clusters Score: Raw -320592.012644 + Penalty 2613.459196 = -317978.553448 nChanged 6 SP:Iteration 19Q (2751.892478 sec): 3 clusters Score: Raw -320595.448043 + Penalty 2613.459196 = -317981.988848 nChanged 8 SP:Iteration 20F (2751.907604 sec): 3 clusters Score: Raw -320598.843387 + Penalty 2613.459196 = -317985.384191 nChanged 6 SP:Iteration 21Q (2751.958411 sec): 3 clusters Score: Raw -320602.340129 + Penalty 2613.459196 = -317988.880933 nChanged 8 SP:Iteration 22Q (2752.011181 sec): 3 clusters Score: Raw -320605.146260 + Penalty 2613.459196 = -317991.687064 nChanged 6 SP:Iteration 23Q (2752.056861 sec): 3 clusters Score: Raw -320608.676263 + Penalty 2613.459196 = -317995.217068 nChanged 4 SP:Iteration 24Q (2752.115089 sec): 3 clusters Score: Raw -320609.718444 + Penalty 2613.459196 = -317996.259249 nChanged 2 SP:Iteration 25Q (2752.166720 sec): 3 clusters Score: Raw -320610.658089 + Penalty 2613.459196 = -317997.198894 nChanged 0 SP:Iteration 26F (2752.223293 sec): 3 clusters Score: Raw -320610.658089 + Penalty 2613.459196 = -317997.198894 nChanged 0 Trying to split cluster 2 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.249156 sec): 2 clusters Score: Raw -187081.261066 + Penalty 1193.516846 = -185887.744219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2752.300606 sec): 3 clusters Score: Raw -186470.021150 + Penalty 2387.033693 = -184082.987458 nChanged 492 SP:Iteration 1F (2752.353234 sec): 3 clusters Score: Raw -186849.670898 + Penalty 2387.033693 = -184462.637205 nChanged 139 SP:Iteration 2F (2752.405427 sec): 3 clusters Score: Raw -187014.632843 + Penalty 2387.033693 = -184627.599150 nChanged 93 SP:Iteration 3F (2752.457778 sec): 3 clusters Score: Raw -187091.176114 + Penalty 2387.033693 = -184704.142421 nChanged 67 SP:Iteration 4Q (2752.510667 sec): 3 clusters Score: Raw -187139.768274 + Penalty 2387.033693 = -184752.734581 nChanged 47 SP:Iteration 5Q (2752.563110 sec): 3 clusters Score: Raw -187181.010876 + Penalty 2387.033693 = -184793.977183 nChanged 50 SP:Iteration 6Q (2752.615532 sec): 3 clusters Score: Raw -187227.522261 + Penalty 2387.033693 = -184840.488568 nChanged 49 SP:Iteration 7Q (2752.666802 sec): 3 clusters Score: Raw -187279.556819 + Penalty 2387.033693 = -184892.523127 nChanged 47 SP:Iteration 8Q (2752.718303 sec): 3 clusters Score: Raw -187318.058767 + Penalty 2387.033693 = -184931.025074 nChanged 32 SP:Iteration 9Q (2752.769212 sec): 3 clusters Score: Raw -187345.896351 + Penalty 2387.033693 = -184958.862658 nChanged 27 SP:Iteration 10Q (2752.808560 sec): 3 clusters Score: Raw -187374.238649 + Penalty 2387.033693 = -184987.204956 nChanged 30 SP:Iteration 11Q (2752.859191 sec): 3 clusters Score: Raw -187396.936633 + Penalty 2387.033693 = -185009.902940 nChanged 21 SP:Iteration 12Q (2752.910351 sec): 3 clusters Score: Raw -187410.373997 + Penalty 2387.033693 = -185023.340305 nChanged 21 SP:Iteration 13Q (2752.961025 sec): 3 clusters Score: Raw -187429.152028 + Penalty 2387.033693 = -185042.118336 nChanged 23 SP:Iteration 14Q (2753.012013 sec): 3 clusters Score: Raw -187452.267942 + Penalty 2387.033693 = -185065.234250 nChanged 22 SP:Iteration 15Q (2753.059319 sec): 3 clusters Score: Raw -187470.070891 + Penalty 2387.033693 = -185083.037198 nChanged 14 SP:Iteration 16Q (2753.110803 sec): 3 clusters Score: Raw -187480.657234 + Penalty 2387.033693 = -185093.623541 nChanged 10 SP:Iteration 17Q (2753.161668 sec): 3 clusters Score: Raw -187488.016934 + Penalty 2387.033693 = -185100.983242 nChanged 11 SP:Iteration 18Q (2753.225352 sec): 3 clusters Score: Raw -187497.788048 + Penalty 2387.033693 = -185110.754355 nChanged 11 SP:Iteration 19Q (2753.275808 sec): 3 clusters Score: Raw -187510.188965 + Penalty 2387.033693 = -185123.155273 nChanged 11 SP:Iteration 20F (2753.321095 sec): 3 clusters Score: Raw -187518.644886 + Penalty 2387.033693 = -185131.611193 nChanged 8 SP:Iteration 21Q (2753.371992 sec): 3 clusters Score: Raw -187524.599984 + Penalty 2387.033693 = -185137.566292 nChanged 5 SP:Iteration 22Q (2753.417735 sec): 3 clusters Score: Raw -187527.589934 + Penalty 2387.033693 = -185140.556241 nChanged 4 SP:Iteration 23Q (2753.463157 sec): 3 clusters Score: Raw -187530.203460 + Penalty 2387.033693 = -185143.169768 nChanged 6 SP:Iteration 24Q (2753.513841 sec): 3 clusters Score: Raw -187534.542208 + Penalty 2387.033693 = -185147.508515 nChanged 2 SP:Iteration 25Q (2753.560073 sec): 3 clusters Score: Raw -187536.126423 + Penalty 2387.033693 = -185149.092731 nChanged 3 SP:Iteration 26Q (2753.606285 sec): 3 clusters Score: Raw -187538.253393 + Penalty 2387.033693 = -185151.219701 nChanged 1 SP:Iteration 27Q (2753.650301 sec): 3 clusters Score: Raw -187538.403474 + Penalty 2387.033693 = -185151.369782 nChanged 0 SP:Iteration 28F (2753.697560 sec): 3 clusters Score: Raw -187538.403474 + Penalty 2387.033693 = -185151.369782 nChanged 0 Trying to split cluster 3 (10924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2753.733840 sec): 2 clusters Score: Raw -1213614.125445 + Penalty 1511.041591 = -1212103.083854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.764189 sec): 3 clusters Score: Raw -1207377.729775 + Penalty 3022.083182 = -1204355.646593 nChanged 4691 SP:Iteration 1F (2753.793514 sec): 3 clusters Score: Raw -1209948.494357 + Penalty 3022.083182 = -1206926.411175 nChanged 676 SP:Iteration 2F (2753.822771 sec): 3 clusters Score: Raw -1210245.635072 + Penalty 3022.083182 = -1207223.551890 nChanged 583 SP:Iteration 3F (2753.852123 sec): 3 clusters Score: Raw -1210491.198961 + Penalty 3022.083182 = -1207469.115779 nChanged 502 SP:Iteration 4Q (2753.881625 sec): 3 clusters Score: Raw -1210720.800869 + Penalty 3022.083182 = -1207698.717687 nChanged 483 SP:Iteration 5Q (2753.910965 sec): 3 clusters Score: Raw -1210972.450609 + Penalty 3022.083182 = -1207950.367427 nChanged 487 SP:Iteration 6Q (2753.940395 sec): 3 clusters Score: Raw -1211232.005540 + Penalty 3022.083182 = -1208209.922358 nChanged 473 SP:Iteration 7Q (2753.969875 sec): 3 clusters Score: Raw -1211501.924506 + Penalty 3022.083182 = -1208479.841324 nChanged 495 SP:Iteration 8Q (2754.009636 sec): 3 clusters Score: Raw -1211815.495082 + Penalty 3022.083182 = -1208793.411900 nChanged 473 SP:Iteration 9Q (2754.039075 sec): 3 clusters Score: Raw -1212139.957837 + Penalty 3022.083182 = -1209117.874655 nChanged 455 SP:Iteration 10Q (2754.068057 sec): 3 clusters Score: Raw -1212467.994662 + Penalty 3022.083182 = -1209445.911480 nChanged 411 SP:Iteration 11Q (2754.096815 sec): 3 clusters Score: Raw -1212787.807963 + Penalty 3022.083182 = -1209765.724781 nChanged 365 SP:Iteration 12Q (2754.125198 sec): 3 clusters Score: Raw -1213076.318530 + Penalty 3022.083182 = -1210054.235348 nChanged 285 SP:Iteration 13Q (2754.153050 sec): 3 clusters Score: Raw -1213290.011846 + Penalty 3022.083182 = -1210267.928664 nChanged 211 SP:Iteration 14Q (2754.180297 sec): 3 clusters Score: Raw -1213442.707961 + Penalty 3022.083182 = -1210420.624780 nChanged 154 SP:Iteration 15Q (2754.207132 sec): 3 clusters Score: Raw -1213555.915158 + Penalty 3022.083182 = -1210533.831976 nChanged 103 SP:Iteration 16Q (2754.233705 sec): 3 clusters Score: Raw -1213634.428848 + Penalty 3022.083182 = -1210612.345666 nChanged 90 SP:Iteration 17Q (2754.260141 sec): 3 clusters Score: Raw -1213699.609669 + Penalty 3022.083182 = -1210677.526487 nChanged 70 SP:Iteration 18Q (2754.286511 sec): 3 clusters Score: Raw -1213742.575025 + Penalty 3022.083182 = -1210720.491844 nChanged 46 SP:Iteration 19Q (2754.312863 sec): 3 clusters Score: Raw -1213770.039542 + Penalty 3022.083182 = -1210747.956361 nChanged 38 SP:Iteration 20F (2754.342114 sec): 3 clusters Score: Raw -1213789.548758 + Penalty 3022.083182 = -1210767.465576 nChanged 22 SP:Iteration 21Q (2754.368396 sec): 3 clusters Score: Raw -1213802.212215 + Penalty 3022.083182 = -1210780.129033 nChanged 17 SP:Iteration 22Q (2754.394565 sec): 3 clusters Score: Raw -1213810.280380 + Penalty 3022.083182 = -1210788.197198 nChanged 13 SP:Iteration 23Q (2754.420581 sec): 3 clusters Score: Raw -1213817.714726 + Penalty 3022.083182 = -1210795.631544 nChanged 11 SP:Iteration 24Q (2754.446416 sec): 3 clusters Score: Raw -1213823.707254 + Penalty 3022.083182 = -1210801.624072 nChanged 13 SP:Iteration 25Q (2754.472348 sec): 3 clusters Score: Raw -1213830.940762 + Penalty 3022.083182 = -1210808.857580 nChanged 6 SP:Iteration 26Q (2754.498266 sec): 3 clusters Score: Raw -1213833.159837 + Penalty 3022.083182 = -1210811.076655 nChanged 6 SP:Iteration 27Q (2754.523953 sec): 3 clusters Score: Raw -1213836.996923 + Penalty 3022.083182 = -1210814.913741 nChanged 9 SP:Iteration 28Q (2754.549827 sec): 3 clusters Score: Raw -1213844.315212 + Penalty 3022.083182 = -1210822.232030 nChanged 7 SP:Iteration 29Q (2754.575776 sec): 3 clusters Score: Raw -1213847.951383 + Penalty 3022.083182 = -1210825.868201 nChanged 4 SP:Iteration 30Q (2754.601683 sec): 3 clusters Score: Raw -1213849.470472 + Penalty 3022.083182 = -1210827.387290 nChanged 2 SP:Iteration 31Q (2754.627359 sec): 3 clusters Score: Raw -1213849.639658 + Penalty 3022.083182 = -1210827.556477 nChanged 3 SP:Iteration 32Q (2754.653075 sec): 3 clusters Score: Raw -1213851.195741 + Penalty 3022.083182 = -1210829.112559 nChanged 3 SP:Iteration 33Q (2754.678957 sec): 3 clusters Score: Raw -1213852.465878 + Penalty 3022.083182 = -1210830.382696 nChanged 3 SP:Iteration 34Q (2754.704673 sec): 3 clusters Score: Raw -1213854.797961 + Penalty 3022.083182 = -1210832.714779 nChanged 2 SP:Iteration 35Q (2754.730478 sec): 3 clusters Score: Raw -1213856.553364 + Penalty 3022.083182 = -1210834.470182 nChanged 3 SP:Iteration 36Q (2754.756377 sec): 3 clusters Score: Raw -1213858.369379 + Penalty 3022.083182 = -1210836.286197 nChanged 6 SP:Iteration 37Q (2754.782169 sec): 3 clusters Score: Raw -1213859.566498 + Penalty 3022.083182 = -1210837.483316 nChanged 1 SP:Iteration 38Q (2754.807981 sec): 3 clusters Score: Raw -1213860.117633 + Penalty 3022.083182 = -1210838.034451 nChanged 2 SP:Iteration 39Q (2754.833693 sec): 3 clusters Score: Raw -1213861.194651 + Penalty 3022.083182 = -1210839.111470 nChanged 2 SP:Iteration 40F (2754.862789 sec): 3 clusters Score: Raw -1213862.580110 + Penalty 3022.083182 = -1210840.496928 nChanged 2 SP:Iteration 41Q (2754.888843 sec): 3 clusters Score: Raw -1213863.310569 + Penalty 3022.083182 = -1210841.227388 nChanged 0 SP:Iteration 42F (2754.917906 sec): 3 clusters Score: Raw -1213863.310569 + Penalty 3022.083182 = -1210841.227388 nChanged 0 Trying to split cluster 4 (12017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.945230 sec): 2 clusters Score: Raw -1338504.900045 + Penalty 1526.537609 = -1336978.362436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2754.977764 sec): 3 clusters Score: Raw -1331524.012837 + Penalty 3053.075218 = -1328470.937619 nChanged 5300 SP:Iteration 1F (2755.009230 sec): 3 clusters Score: Raw -1334351.422325 + Penalty 3053.075218 = -1331298.347107 nChanged 717 SP:Iteration 2F (2755.040667 sec): 3 clusters Score: Raw -1334627.341334 + Penalty 3053.075218 = -1331574.266116 nChanged 565 SP:Iteration 3Q (2755.072410 sec): 3 clusters Score: Raw -1334836.267127 + Penalty 3053.075218 = -1331783.191909 nChanged 513 SP:Iteration 4Q (2755.104158 sec): 3 clusters Score: Raw -1335030.768600 + Penalty 3053.075218 = -1331977.693382 nChanged 477 SP:Iteration 5Q (2755.136061 sec): 3 clusters Score: Raw -1335232.406593 + Penalty 3053.075218 = -1332179.331375 nChanged 494 SP:Iteration 6Q (2755.167776 sec): 3 clusters Score: Raw -1335462.849498 + Penalty 3053.075218 = -1332409.774280 nChanged 576 SP:Iteration 7Q (2755.199557 sec): 3 clusters Score: Raw -1335799.445406 + Penalty 3053.075218 = -1332746.370188 nChanged 704 SP:Iteration 8F (2755.230684 sec): 3 clusters Score: Raw -1336270.199747 + Penalty 3053.075218 = -1333217.124529 nChanged 754 SP:Iteration 9F (2755.262282 sec): 3 clusters Score: Raw -1336851.640183 + Penalty 3053.075218 = -1333798.564965 nChanged 728 SP:Iteration 10F (2755.293610 sec): 3 clusters Score: Raw -1337407.256005 + Penalty 3053.075218 = -1334354.180787 nChanged 645 SP:Iteration 11F (2755.325219 sec): 3 clusters Score: Raw -1337928.009060 + Penalty 3053.075218 = -1334874.933842 nChanged 536 SP:Iteration 12Q (2755.357005 sec): 3 clusters Score: Raw -1338357.191477 + Penalty 3053.075218 = -1335304.116259 nChanged 388 SP:Iteration 13Q (2755.388326 sec): 3 clusters Score: Raw -1338660.006898 + Penalty 3053.075218 = -1335606.931680 nChanged 274 SP:Iteration 14Q (2755.419161 sec): 3 clusters Score: Raw -1338856.117427 + Penalty 3053.075218 = -1335803.042210 nChanged 180 SP:Iteration 15Q (2755.449401 sec): 3 clusters Score: Raw -1338957.537701 + Penalty 3053.075218 = -1335904.462483 nChanged 114 SP:Iteration 16Q (2755.479064 sec): 3 clusters Score: Raw -1339021.280509 + Penalty 3053.075218 = -1335968.205292 nChanged 91 SP:Iteration 17Q (2755.508354 sec): 3 clusters Score: Raw -1339062.074117 + Penalty 3053.075218 = -1336008.998899 nChanged 72 SP:Iteration 18Q (2755.537599 sec): 3 clusters Score: Raw -1339088.032144 + Penalty 3053.075218 = -1336034.956926 nChanged 60 SP:Iteration 19Q (2755.566489 sec): 3 clusters Score: Raw -1339103.318930 + Penalty 3053.075218 = -1336050.243713 nChanged 41 SP:Iteration 20F (2755.598061 sec): 3 clusters Score: Raw -1339118.847100 + Penalty 3053.075218 = -1336065.771882 nChanged 41 SP:Iteration 21Q (2755.626917 sec): 3 clusters Score: Raw -1339133.001608 + Penalty 3053.075218 = -1336079.926390 nChanged 37 SP:Iteration 22Q (2755.655924 sec): 3 clusters Score: Raw -1339143.444716 + Penalty 3053.075218 = -1336090.369498 nChanged 37 SP:Iteration 23Q (2755.684542 sec): 3 clusters Score: Raw -1339152.288486 + Penalty 3053.075218 = -1336099.213268 nChanged 27 SP:Iteration 24Q (2755.713005 sec): 3 clusters Score: Raw -1339159.879131 + Penalty 3053.075218 = -1336106.803913 nChanged 18 SP:Iteration 25Q (2755.741617 sec): 3 clusters Score: Raw -1339163.643334 + Penalty 3053.075218 = -1336110.568116 nChanged 16 SP:Iteration 26Q (2755.770124 sec): 3 clusters Score: Raw -1339166.775454 + Penalty 3053.075218 = -1336113.700236 nChanged 15 SP:Iteration 27Q (2755.798871 sec): 3 clusters Score: Raw -1339169.609611 + Penalty 3053.075218 = -1336116.534393 nChanged 11 SP:Iteration 28Q (2755.827141 sec): 3 clusters Score: Raw -1339172.011904 + Penalty 3053.075218 = -1336118.936686 nChanged 7 SP:Iteration 29Q (2755.855760 sec): 3 clusters Score: Raw -1339173.504656 + Penalty 3053.075218 = -1336120.429439 nChanged 6 SP:Iteration 30Q (2755.884126 sec): 3 clusters Score: Raw -1339174.183481 + Penalty 3053.075218 = -1336121.108263 nChanged 7 SP:Iteration 31Q (2755.912575 sec): 3 clusters Score: Raw -1339175.519351 + Penalty 3053.075218 = -1336122.444133 nChanged 10 SP:Iteration 32Q (2755.941136 sec): 3 clusters Score: Raw -1339176.909877 + Penalty 3053.075218 = -1336123.834660 nChanged 6 SP:Iteration 33Q (2755.969448 sec): 3 clusters Score: Raw -1339177.941485 + Penalty 3053.075218 = -1336124.866267 nChanged 6 SP:Iteration 34Q (2755.997730 sec): 3 clusters Score: Raw -1339178.509728 + Penalty 3053.075218 = -1336125.434511 nChanged 4 SP:Iteration 35Q (2756.025908 sec): 3 clusters Score: Raw -1339178.933849 + Penalty 3053.075218 = -1336125.858631 nChanged 1 SP:Iteration 36Q (2756.054303 sec): 3 clusters Score: Raw -1339178.986353 + Penalty 3053.075218 = -1336125.911135 nChanged 0 SP:Iteration 37F (2756.085756 sec): 3 clusters Score: Raw -1339178.986353 + Penalty 3053.075218 = -1336125.911135 nChanged 0 Trying to split cluster 5 (5350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2756.104545 sec): 2 clusters Score: Raw -595925.376279 + Penalty 1395.038424 = -594530.337855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2756.126086 sec): 3 clusters Score: Raw -593133.476429 + Penalty 2790.076848 = -590343.399581 nChanged 2160 SP:Iteration 1F (2756.146936 sec): 3 clusters Score: Raw -594393.425030 + Penalty 2790.076848 = -591603.348182 nChanged 424 SP:Iteration 2F (2756.167868 sec): 3 clusters Score: Raw -594651.486673 + Penalty 2790.076848 = -591861.409825 nChanged 339 SP:Iteration 3F (2756.188908 sec): 3 clusters Score: Raw -594878.022379 + Penalty 2790.076848 = -592087.945531 nChanged 299 SP:Iteration 4F (2756.209827 sec): 3 clusters Score: Raw -595109.169615 + Penalty 2790.076848 = -592319.092767 nChanged 267 SP:Iteration 5Q (2756.230960 sec): 3 clusters Score: Raw -595306.413440 + Penalty 2790.076848 = -592516.336592 nChanged 266 SP:Iteration 6Q (2756.252009 sec): 3 clusters Score: Raw -595492.135202 + Penalty 2790.076848 = -592702.058354 nChanged 225 SP:Iteration 7Q (2756.273172 sec): 3 clusters Score: Raw -595647.979681 + Penalty 2790.076848 = -592857.902833 nChanged 179 SP:Iteration 8Q (2756.294366 sec): 3 clusters Score: Raw -595787.363827 + Penalty 2790.076848 = -592997.286980 nChanged 190 SP:Iteration 9Q (2756.315208 sec): 3 clusters Score: Raw -595958.360279 + Penalty 2790.076848 = -593168.283431 nChanged 153 SP:Iteration 10Q (2756.336034 sec): 3 clusters Score: Raw -596096.778042 + Penalty 2790.076848 = -593306.701194 nChanged 144 SP:Iteration 11Q (2756.356884 sec): 3 clusters Score: Raw -596195.137275 + Penalty 2790.076848 = -593405.060427 nChanged 103 SP:Iteration 12Q (2756.377607 sec): 3 clusters Score: Raw -596256.849866 + Penalty 2790.076848 = -593466.773018 nChanged 76 SP:Iteration 13Q (2756.397772 sec): 3 clusters Score: Raw -596296.752392 + Penalty 2790.076848 = -593506.675544 nChanged 55 SP:Iteration 14Q (2756.418314 sec): 3 clusters Score: Raw -596325.263715 + Penalty 2790.076848 = -593535.186867 nChanged 49 SP:Iteration 15Q (2756.438783 sec): 3 clusters Score: Raw -596352.665344 + Penalty 2790.076848 = -593562.588496 nChanged 56 SP:Iteration 16Q (2756.459148 sec): 3 clusters Score: Raw -596385.014927 + Penalty 2790.076848 = -593594.938079 nChanged 50 SP:Iteration 17Q (2756.479333 sec): 3 clusters Score: Raw -596406.520781 + Penalty 2790.076848 = -593616.443933 nChanged 41 SP:Iteration 18Q (2756.499513 sec): 3 clusters Score: Raw -596424.525306 + Penalty 2790.076848 = -593634.448458 nChanged 39 SP:Iteration 19Q (2756.519882 sec): 3 clusters Score: Raw -596441.554750 + Penalty 2790.076848 = -593651.477902 nChanged 35 SP:Iteration 20F (2756.541171 sec): 3 clusters Score: Raw -596456.656053 + Penalty 2790.076848 = -593666.579205 nChanged 33 SP:Iteration 21Q (2756.561506 sec): 3 clusters Score: Raw -596471.804031 + Penalty 2790.076848 = -593681.727183 nChanged 33 SP:Iteration 22Q (2756.581634 sec): 3 clusters Score: Raw -596489.787603 + Penalty 2790.076848 = -593699.710755 nChanged 37 SP:Iteration 23Q (2756.601699 sec): 3 clusters Score: Raw -596511.179995 + Penalty 2790.076848 = -593721.103147 nChanged 38 SP:Iteration 24Q (2756.621921 sec): 3 clusters Score: Raw -596535.922474 + Penalty 2790.076848 = -593745.845626 nChanged 40 SP:Iteration 25Q (2756.641787 sec): 3 clusters Score: Raw -596565.219767 + Penalty 2790.076848 = -593775.142919 nChanged 34 SP:Iteration 26Q (2756.662176 sec): 3 clusters Score: Raw -596583.883294 + Penalty 2790.076848 = -593793.806446 nChanged 24 SP:Iteration 27Q (2756.682179 sec): 3 clusters Score: Raw -596595.401583 + Penalty 2790.076848 = -593805.324735 nChanged 19 SP:Iteration 28Q (2756.702393 sec): 3 clusters Score: Raw -596602.915328 + Penalty 2790.076848 = -593812.838480 nChanged 17 SP:Iteration 29Q (2756.722127 sec): 3 clusters Score: Raw -596609.671196 + Penalty 2790.076848 = -593819.594348 nChanged 11 SP:Iteration 30Q (2756.742065 sec): 3 clusters Score: Raw -596613.884801 + Penalty 2790.076848 = -593823.807953 nChanged 10 SP:Iteration 31Q (2756.761928 sec): 3 clusters Score: Raw -596617.275512 + Penalty 2790.076848 = -593827.198664 nChanged 7 SP:Iteration 32Q (2756.781573 sec): 3 clusters Score: Raw -596619.220056 + Penalty 2790.076848 = -593829.143208 nChanged 2 SP:Iteration 33Q (2756.801282 sec): 3 clusters Score: Raw -596619.837624 + Penalty 2790.076848 = -593829.760776 nChanged 3 SP:Iteration 34Q (2756.821093 sec): 3 clusters Score: Raw -596620.349618 + Penalty 2790.076848 = -593830.272770 nChanged 0 SP:Iteration 35F (2756.842380 sec): 3 clusters Score: Raw -596620.349618 + Penalty 2790.076848 = -593830.272770 nChanged 0 Trying to split cluster 6 (3278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2756.859281 sec): 2 clusters Score: Raw -333721.985271 + Penalty 1315.435673 = -332406.549598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2756.876015 sec): 3 clusters Score: Raw -332158.456034 + Penalty 2630.871347 = -329527.584687 nChanged 1287 SP:Iteration 1F (2756.891843 sec): 3 clusters Score: Raw -332966.913830 + Penalty 2630.871347 = -330336.042483 nChanged 314 SP:Iteration 2F (2756.907846 sec): 3 clusters Score: Raw -333208.797858 + Penalty 2630.871347 = -330577.926511 nChanged 233 SP:Iteration 3F (2756.923712 sec): 3 clusters Score: Raw -333413.144687 + Penalty 2630.871347 = -330782.273340 nChanged 206 SP:Iteration 4F (2756.939703 sec): 3 clusters Score: Raw -333624.143678 + Penalty 2630.871347 = -330993.272331 nChanged 175 SP:Iteration 5F (2756.955627 sec): 3 clusters Score: Raw -333780.553137 + Penalty 2630.871347 = -331149.681790 nChanged 156 SP:Iteration 6Q (2756.971530 sec): 3 clusters Score: Raw -333912.500379 + Penalty 2630.871347 = -331281.629033 nChanged 120 SP:Iteration 7Q (2756.987541 sec): 3 clusters Score: Raw -334007.803893 + Penalty 2630.871347 = -331376.932546 nChanged 103 SP:Iteration 8Q (2757.003356 sec): 3 clusters Score: Raw -334097.545226 + Penalty 2630.871347 = -331466.673879 nChanged 86 SP:Iteration 9Q (2757.019283 sec): 3 clusters Score: Raw -334161.979015 + Penalty 2630.871347 = -331531.107668 nChanged 65 SP:Iteration 10Q (2757.035990 sec): 3 clusters Score: Raw -334209.337077 + Penalty 2630.871347 = -331578.465730 nChanged 41 SP:Iteration 11Q (2757.051866 sec): 3 clusters Score: Raw -334233.902457 + Penalty 2630.871347 = -331603.031110 nChanged 32 SP:Iteration 12Q (2757.067700 sec): 3 clusters Score: Raw -334254.535410 + Penalty 2630.871347 = -331623.664064 nChanged 35 SP:Iteration 13Q (2757.083357 sec): 3 clusters Score: Raw -334275.672480 + Penalty 2630.871347 = -331644.801133 nChanged 31 SP:Iteration 14Q (2757.099152 sec): 3 clusters Score: Raw -334296.786516 + Penalty 2630.871347 = -331665.915169 nChanged 34 SP:Iteration 15Q (2757.114760 sec): 3 clusters Score: Raw -334317.558023 + Penalty 2630.871347 = -331686.686676 nChanged 29 SP:Iteration 16Q (2757.130573 sec): 3 clusters Score: Raw -334336.462985 + Penalty 2630.871347 = -331705.591638 nChanged 28 SP:Iteration 17Q (2757.146269 sec): 3 clusters Score: Raw -334354.548285 + Penalty 2630.871347 = -331723.676938 nChanged 29 SP:Iteration 18Q (2757.161851 sec): 3 clusters Score: Raw -334378.114256 + Penalty 2630.871347 = -331747.242909 nChanged 33 SP:Iteration 19Q (2757.177498 sec): 3 clusters Score: Raw -334404.461531 + Penalty 2630.871347 = -331773.590185 nChanged 36 SP:Iteration 20F (2757.193501 sec): 3 clusters Score: Raw -334433.552633 + Penalty 2630.871347 = -331802.681286 nChanged 42 SP:Iteration 21Q (2757.208939 sec): 3 clusters Score: Raw -334476.896324 + Penalty 2630.871347 = -331846.024977 nChanged 45 SP:Iteration 22Q (2757.224389 sec): 3 clusters Score: Raw -334526.896098 + Penalty 2630.871347 = -331896.024751 nChanged 36 SP:Iteration 23Q (2757.239796 sec): 3 clusters Score: Raw -334556.504346 + Penalty 2630.871347 = -331925.632999 nChanged 30 SP:Iteration 24Q (2757.255283 sec): 3 clusters Score: Raw -334578.266485 + Penalty 2630.871347 = -331947.395138 nChanged 23 SP:Iteration 25Q (2757.270715 sec): 3 clusters Score: Raw -334587.911043 + Penalty 2630.871347 = -331957.039696 nChanged 23 SP:Iteration 26Q (2757.286199 sec): 3 clusters Score: Raw -334599.883696 + Penalty 2630.871347 = -331969.012350 nChanged 23 SP:Iteration 27Q (2757.301459 sec): 3 clusters Score: Raw -334615.826337 + Penalty 2630.871347 = -331984.954990 nChanged 31 SP:Iteration 28Q (2757.316698 sec): 3 clusters Score: Raw -334631.822595 + Penalty 2630.871347 = -332000.951249 nChanged 25 SP:Iteration 29Q (2757.331891 sec): 3 clusters Score: Raw -334648.819172 + Penalty 2630.871347 = -332017.947825 nChanged 32 SP:Iteration 30Q (2757.347160 sec): 3 clusters Score: Raw -334678.632663 + Penalty 2630.871347 = -332047.761316 nChanged 34 SP:Iteration 31Q (2757.362501 sec): 3 clusters Score: Raw -334700.151449 + Penalty 2630.871347 = -332069.280102 nChanged 27 SP:Iteration 32Q (2757.377870 sec): 3 clusters Score: Raw -334714.247857 + Penalty 2630.871347 = -332083.376510 nChanged 28 SP:Iteration 33Q (2757.393209 sec): 3 clusters Score: Raw -334728.469501 + Penalty 2630.871347 = -332097.598154 nChanged 33 SP:Iteration 34Q (2757.408537 sec): 3 clusters Score: Raw -334744.994012 + Penalty 2630.871347 = -332114.122665 nChanged 33 SP:Iteration 35Q (2757.423724 sec): 3 clusters Score: Raw -334761.047816 + Penalty 2630.871347 = -332130.176470 nChanged 30 SP:Iteration 36Q (2757.438864 sec): 3 clusters Score: Raw -334778.736745 + Penalty 2630.871347 = -332147.865398 nChanged 34 SP:Iteration 37Q (2757.454119 sec): 3 clusters Score: Raw -334797.630480 + Penalty 2630.871347 = -332166.759134 nChanged 34 SP:Iteration 38Q (2757.469416 sec): 3 clusters Score: Raw -334815.558692 + Penalty 2630.871347 = -332184.687345 nChanged 26 SP:Iteration 39Q (2757.484790 sec): 3 clusters Score: Raw -334828.610666 + Penalty 2630.871347 = -332197.739320 nChanged 23 SP:Iteration 40F (2757.500594 sec): 3 clusters Score: Raw -334838.545498 + Penalty 2630.871347 = -332207.674151 nChanged 17 SP:Iteration 41Q (2757.515828 sec): 3 clusters Score: Raw -334844.890260 + Penalty 2630.871347 = -332214.018913 nChanged 11 SP:Iteration 42Q (2757.531053 sec): 3 clusters Score: Raw -334849.362137 + Penalty 2630.871347 = -332218.490790 nChanged 13 SP:Iteration 43Q (2757.546335 sec): 3 clusters Score: Raw -334854.045429 + Penalty 2630.871347 = -332223.174083 nChanged 8 SP:Iteration 44Q (2757.561519 sec): 3 clusters Score: Raw -334856.377582 + Penalty 2630.871347 = -332225.506236 nChanged 8 SP:Iteration 45Q (2757.576540 sec): 3 clusters Score: Raw -334859.336447 + Penalty 2630.871347 = -332228.465100 nChanged 9 SP:Iteration 46Q (2757.591398 sec): 3 clusters Score: Raw -334862.666802 + Penalty 2630.871347 = -332231.795455 nChanged 11 SP:Iteration 47Q (2757.606299 sec): 3 clusters Score: Raw -334867.329373 + Penalty 2630.871347 = -332236.458026 nChanged 9 SP:Iteration 48Q (2757.621220 sec): 3 clusters Score: Raw -334873.305550 + Penalty 2630.871347 = -332242.434203 nChanged 12 SP:Iteration 49Q (2757.636346 sec): 3 clusters Score: Raw -334879.166747 + Penalty 2630.871347 = -332248.295400 nChanged 10 SP:Iteration 50Q (2757.651458 sec): 3 clusters Score: Raw -334882.979992 + Penalty 2630.871347 = -332252.108646 nChanged 9 SP:Iteration 51Q (2757.666532 sec): 3 clusters Score: Raw -334886.032391 + Penalty 2630.871347 = -332255.161045 nChanged 8 SP:Iteration 52Q (2757.681641 sec): 3 clusters Score: Raw -334889.033557 + Penalty 2630.871347 = -332258.162210 nChanged 8 SP:Iteration 53Q (2757.696662 sec): 3 clusters Score: Raw -334891.373835 + Penalty 2630.871347 = -332260.502488 nChanged 5 SP:Iteration 54Q (2757.711855 sec): 3 clusters Score: Raw -334892.960187 + Penalty 2630.871347 = -332262.088841 nChanged 2 SP:Iteration 55Q (2757.727084 sec): 3 clusters Score: Raw -334894.123006 + Penalty 2630.871347 = -332263.251659 nChanged 5 SP:Iteration 56Q (2757.742284 sec): 3 clusters Score: Raw -334895.261835 + Penalty 2630.871347 = -332264.390488 nChanged 2 SP:Iteration 57Q (2757.757444 sec): 3 clusters Score: Raw -334895.611692 + Penalty 2630.871347 = -332264.740346 nChanged 0 SP:Iteration 58F (2757.773190 sec): 3 clusters Score: Raw -334895.611692 + Penalty 2630.871347 = -332264.740346 nChanged 0 Trying to split cluster 7 (13579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2757.801282 sec): 2 clusters Score: Raw -1556595.126279 + Penalty 1546.395461 = -1555048.730818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2757.834955 sec): 3 clusters Score: Raw -1548713.487795 + Penalty 3092.790922 = -1545620.696873 nChanged 6081 SP:Iteration 1F (2757.867183 sec): 3 clusters Score: Raw -1552052.991596 + Penalty 3092.790922 = -1548960.200674 nChanged 670 SP:Iteration 2Q (2757.899972 sec): 3 clusters Score: Raw -1552276.559799 + Penalty 3092.790922 = -1549183.768877 nChanged 555 SP:Iteration 3Q (2757.932728 sec): 3 clusters Score: Raw -1552448.939905 + Penalty 3092.790922 = -1549356.148983 nChanged 491 SP:Iteration 4Q (2757.965423 sec): 3 clusters Score: Raw -1552589.628651 + Penalty 3092.790922 = -1549496.837728 nChanged 430 SP:Iteration 5Q (2757.997979 sec): 3 clusters Score: Raw -1552719.058684 + Penalty 3092.790922 = -1549626.267762 nChanged 440 SP:Iteration 6Q (2758.030783 sec): 3 clusters Score: Raw -1552858.802807 + Penalty 3092.790922 = -1549766.011885 nChanged 436 SP:Iteration 7Q (2758.063375 sec): 3 clusters Score: Raw -1553017.508978 + Penalty 3092.790922 = -1549924.718055 nChanged 500 SP:Iteration 8Q (2758.096197 sec): 3 clusters Score: Raw -1553235.397424 + Penalty 3092.790922 = -1550142.606502 nChanged 596 SP:Iteration 9Q (2758.128841 sec): 3 clusters Score: Raw -1553536.054355 + Penalty 3092.790922 = -1550443.263432 nChanged 677 SP:Iteration 10Q (2758.161596 sec): 3 clusters Score: Raw -1553926.906517 + Penalty 3092.790922 = -1550834.115595 nChanged 710 SP:Iteration 11F (2758.193878 sec): 3 clusters Score: Raw -1554418.933205 + Penalty 3092.790922 = -1551326.142283 nChanged 707 SP:Iteration 12F (2758.226171 sec): 3 clusters Score: Raw -1554968.266132 + Penalty 3092.790922 = -1551875.475210 nChanged 620 SP:Iteration 13Q (2758.258834 sec): 3 clusters Score: Raw -1555468.227888 + Penalty 3092.790922 = -1552375.436966 nChanged 497 SP:Iteration 14Q (2758.291033 sec): 3 clusters Score: Raw -1555868.506503 + Penalty 3092.790922 = -1552775.715581 nChanged 357 SP:Iteration 15Q (2758.322407 sec): 3 clusters Score: Raw -1556160.966339 + Penalty 3092.790922 = -1553068.175417 nChanged 247 SP:Iteration 16Q (2758.353042 sec): 3 clusters Score: Raw -1556370.088533 + Penalty 3092.790922 = -1553277.297611 nChanged 167 SP:Iteration 17Q (2758.382686 sec): 3 clusters Score: Raw -1556507.786106 + Penalty 3092.790922 = -1553414.995184 nChanged 106 SP:Iteration 18Q (2758.411945 sec): 3 clusters Score: Raw -1556591.238767 + Penalty 3092.790922 = -1553498.447845 nChanged 89 SP:Iteration 19Q (2758.440921 sec): 3 clusters Score: Raw -1556653.406440 + Penalty 3092.790922 = -1553560.615518 nChanged 49 SP:Iteration 20F (2758.473278 sec): 3 clusters Score: Raw -1556684.425969 + Penalty 3092.790922 = -1553591.635047 nChanged 40 SP:Iteration 21Q (2758.501813 sec): 3 clusters Score: Raw -1556714.970151 + Penalty 3092.790922 = -1553622.179228 nChanged 42 SP:Iteration 22Q (2758.530273 sec): 3 clusters Score: Raw -1556739.561781 + Penalty 3092.790922 = -1553646.770859 nChanged 27 SP:Iteration 23Q (2758.558537 sec): 3 clusters Score: Raw -1556757.851051 + Penalty 3092.790922 = -1553665.060129 nChanged 27 SP:Iteration 24Q (2758.586724 sec): 3 clusters Score: Raw -1556773.340133 + Penalty 3092.790922 = -1553680.549210 nChanged 17 SP:Iteration 25Q (2758.615135 sec): 3 clusters Score: Raw -1556782.710449 + Penalty 3092.790922 = -1553689.919527 nChanged 16 SP:Iteration 26Q (2758.643360 sec): 3 clusters Score: Raw -1556795.472678 + Penalty 3092.790922 = -1553702.681756 nChanged 15 SP:Iteration 27Q (2758.671424 sec): 3 clusters Score: Raw -1556803.964334 + Penalty 3092.790922 = -1553711.173412 nChanged 6 SP:Iteration 28Q (2758.699576 sec): 3 clusters Score: Raw -1556808.088351 + Penalty 3092.790922 = -1553715.297429 nChanged 7 SP:Iteration 29Q (2758.727767 sec): 3 clusters Score: Raw -1556814.017029 + Penalty 3092.790922 = -1553721.226107 nChanged 5 SP:Iteration 30Q (2758.755811 sec): 3 clusters Score: Raw -1556817.611110 + Penalty 3092.790922 = -1553724.820188 nChanged 6 SP:Iteration 31Q (2758.783918 sec): 3 clusters Score: Raw -1556820.953604 + Penalty 3092.790922 = -1553728.162682 nChanged 8 SP:Iteration 32Q (2758.811926 sec): 3 clusters Score: Raw -1556825.459336 + Penalty 3092.790922 = -1553732.668414 nChanged 6 SP:Iteration 33Q (2758.840005 sec): 3 clusters Score: Raw -1556829.538983 + Penalty 3092.790922 = -1553736.748061 nChanged 7 SP:Iteration 34Q (2758.868022 sec): 3 clusters Score: Raw -1556832.261364 + Penalty 3092.790922 = -1553739.470441 nChanged 7 SP:Iteration 35Q (2758.896082 sec): 3 clusters Score: Raw -1556835.316525 + Penalty 3092.790922 = -1553742.525603 nChanged 5 SP:Iteration 36Q (2758.924148 sec): 3 clusters Score: Raw -1556837.480022 + Penalty 3092.790922 = -1553744.689100 nChanged 3 SP:Iteration 37Q (2758.952070 sec): 3 clusters Score: Raw -1556838.459995 + Penalty 3092.790922 = -1553745.669073 nChanged 1 SP:Iteration 38Q (2758.980499 sec): 3 clusters Score: Raw -1556839.307555 + Penalty 3092.790922 = -1553746.516633 nChanged 3 SP:Iteration 39Q (2759.008620 sec): 3 clusters Score: Raw -1556840.692893 + Penalty 3092.790922 = -1553747.901971 nChanged 5 SP:Iteration 40F (2759.041014 sec): 3 clusters Score: Raw -1556843.063170 + Penalty 3092.790922 = -1553750.272248 nChanged 3 SP:Iteration 41Q (2759.069153 sec): 3 clusters Score: Raw -1556844.688113 + Penalty 3092.790922 = -1553751.897191 nChanged 2 SP:Iteration 42Q (2759.097195 sec): 3 clusters Score: Raw -1556845.752589 + Penalty 3092.790922 = -1553752.961667 nChanged 2 SP:Iteration 43Q (2759.124978 sec): 3 clusters Score: Raw -1556846.962898 + Penalty 3092.790922 = -1553754.171976 nChanged 3 SP:Iteration 44Q (2759.153004 sec): 3 clusters Score: Raw -1556850.343843 + Penalty 3092.790922 = -1553757.552920 nChanged 6 SP:Iteration 45Q (2759.180867 sec): 3 clusters Score: Raw -1556853.453054 + Penalty 3092.790922 = -1553760.662132 nChanged 3 SP:Iteration 46Q (2759.208659 sec): 3 clusters Score: Raw -1556857.880973 + Penalty 3092.790922 = -1553765.090050 nChanged 6 SP:Iteration 47Q (2759.236722 sec): 3 clusters Score: Raw -1556862.547505 + Penalty 3092.790922 = -1553769.756583 nChanged 3 SP:Iteration 48Q (2759.264509 sec): 3 clusters Score: Raw -1556864.142831 + Penalty 3092.790922 = -1553771.351909 nChanged 1 SP:Iteration 49Q (2759.292653 sec): 3 clusters Score: Raw -1556864.665030 + Penalty 3092.790922 = -1553771.874108 nChanged 0 SP:Iteration 50F (2759.324727 sec): 3 clusters Score: Raw -1556864.665030 + Penalty 3092.790922 = -1553771.874108 nChanged 0 Trying to split cluster 8 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2759.340848 sec): 2 clusters Score: Raw -272968.801175 + Penalty 1282.402007 = -271686.399168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2759.354977 sec): 3 clusters Score: Raw -271768.047421 + Penalty 2564.804014 = -269203.243406 nChanged 983 SP:Iteration 1F (2759.368205 sec): 3 clusters Score: Raw -272423.306636 + Penalty 2564.804014 = -269858.502621 nChanged 219 SP:Iteration 2F (2759.381427 sec): 3 clusters Score: Raw -272585.276043 + Penalty 2564.804014 = -270020.472029 nChanged 168 SP:Iteration 3F (2759.394674 sec): 3 clusters Score: Raw -272711.728528 + Penalty 2564.804014 = -270146.924513 nChanged 113 SP:Iteration 4Q (2759.407835 sec): 3 clusters Score: Raw -272779.883403 + Penalty 2564.804014 = -270215.079389 nChanged 73 SP:Iteration 5Q (2759.420929 sec): 3 clusters Score: Raw -272820.423635 + Penalty 2564.804014 = -270255.619620 nChanged 67 SP:Iteration 6Q (2759.434145 sec): 3 clusters Score: Raw -272861.104971 + Penalty 2564.804014 = -270296.300956 nChanged 63 SP:Iteration 7Q (2759.447394 sec): 3 clusters Score: Raw -272902.377411 + Penalty 2564.804014 = -270337.573396 nChanged 50 SP:Iteration 8Q (2759.460441 sec): 3 clusters Score: Raw -272928.344418 + Penalty 2564.804014 = -270363.540404 nChanged 47 SP:Iteration 9Q (2759.473498 sec): 3 clusters Score: Raw -272954.520694 + Penalty 2564.804014 = -270389.716679 nChanged 47 SP:Iteration 10Q (2759.519433 sec): 3 clusters Score: Raw -272990.015119 + Penalty 2564.804014 = -270425.211105 nChanged 45 SP:Iteration 11Q (2759.564122 sec): 3 clusters Score: Raw -273020.599608 + Penalty 2564.804014 = -270455.795594 nChanged 54 SP:Iteration 12Q (2759.606890 sec): 3 clusters Score: Raw -273052.590684 + Penalty 2564.804014 = -270487.786669 nChanged 47 SP:Iteration 13Q (2759.620009 sec): 3 clusters Score: Raw -273084.646807 + Penalty 2564.804014 = -270519.842793 nChanged 43 SP:Iteration 14Q (2759.633190 sec): 3 clusters Score: Raw -273109.925385 + Penalty 2564.804014 = -270545.121371 nChanged 32 SP:Iteration 15Q (2759.677307 sec): 3 clusters Score: Raw -273127.213022 + Penalty 2564.804014 = -270562.409008 nChanged 27 SP:Iteration 16Q (2759.690595 sec): 3 clusters Score: Raw -273149.530758 + Penalty 2564.804014 = -270584.726744 nChanged 26 SP:Iteration 17Q (2759.703707 sec): 3 clusters Score: Raw -273167.735455 + Penalty 2564.804014 = -270602.931441 nChanged 24 SP:Iteration 18Q (2759.716898 sec): 3 clusters Score: Raw -273185.217032 + Penalty 2564.804014 = -270620.413018 nChanged 23 SP:Iteration 19Q (2759.729988 sec): 3 clusters Score: Raw -273203.666698 + Penalty 2564.804014 = -270638.862683 nChanged 26 SP:Iteration 20F (2759.743254 sec): 3 clusters Score: Raw -273229.119875 + Penalty 2564.804014 = -270664.315861 nChanged 26 SP:Iteration 21Q (2759.756212 sec): 3 clusters Score: Raw -273256.641372 + Penalty 2564.804014 = -270691.837358 nChanged 19 SP:Iteration 22Q (2759.769034 sec): 3 clusters Score: Raw -273270.821130 + Penalty 2564.804014 = -270706.017115 nChanged 15 SP:Iteration 23Q (2759.781921 sec): 3 clusters Score: Raw -273281.716290 + Penalty 2564.804014 = -270716.912276 nChanged 10 SP:Iteration 24Q (2759.794942 sec): 3 clusters Score: Raw -273291.435152 + Penalty 2564.804014 = -270726.631138 nChanged 14 SP:Iteration 25Q (2759.807843 sec): 3 clusters Score: Raw -273305.709912 + Penalty 2564.804014 = -270740.905898 nChanged 16 SP:Iteration 26Q (2759.820804 sec): 3 clusters Score: Raw -273321.362927 + Penalty 2564.804014 = -270756.558912 nChanged 13 SP:Iteration 27Q (2759.833733 sec): 3 clusters Score: Raw -273331.389361 + Penalty 2564.804014 = -270766.585347 nChanged 9 SP:Iteration 28Q (2759.846651 sec): 3 clusters Score: Raw -273339.464701 + Penalty 2564.804014 = -270774.660687 nChanged 7 SP:Iteration 29Q (2759.859407 sec): 3 clusters Score: Raw -273345.880984 + Penalty 2564.804014 = -270781.076970 nChanged 9 SP:Iteration 30Q (2759.872315 sec): 3 clusters Score: Raw -273353.806780 + Penalty 2564.804014 = -270789.002766 nChanged 3 SP:Iteration 31Q (2759.885172 sec): 3 clusters Score: Raw -273355.496248 + Penalty 2564.804014 = -270790.692234 nChanged 6 SP:Iteration 32Q (2759.897892 sec): 3 clusters Score: Raw -273359.397566 + Penalty 2564.804014 = -270794.593551 nChanged 9 SP:Iteration 33Q (2759.910594 sec): 3 clusters Score: Raw -273366.695707 + Penalty 2564.804014 = -270801.891692 nChanged 4 SP:Iteration 34Q (2759.923404 sec): 3 clusters Score: Raw -273369.369004 + Penalty 2564.804014 = -270804.564989 nChanged 6 SP:Iteration 35Q (2759.936145 sec): 3 clusters Score: Raw -273375.348223 + Penalty 2564.804014 = -270810.544209 nChanged 6 SP:Iteration 36Q (2759.948966 sec): 3 clusters Score: Raw -273379.492893 + Penalty 2564.804014 = -270814.688879 nChanged 4 SP:Iteration 37Q (2759.961770 sec): 3 clusters Score: Raw -273384.854998 + Penalty 2564.804014 = -270820.050984 nChanged 7 SP:Iteration 38Q (2759.974503 sec): 3 clusters Score: Raw -273393.981034 + Penalty 2564.804014 = -270829.177020 nChanged 4 SP:Iteration 39Q (2759.987219 sec): 3 clusters Score: Raw -273398.073590 + Penalty 2564.804014 = -270833.269575 nChanged 4 SP:Iteration 40F (2760.000515 sec): 3 clusters Score: Raw -273401.094335 + Penalty 2564.804014 = -270836.290321 nChanged 1 SP:Iteration 41Q (2760.016310 sec): 3 clusters Score: Raw -273401.527797 + Penalty 2564.804014 = -270836.723783 nChanged 1 SP:Iteration 42Q (2760.029073 sec): 3 clusters Score: Raw -273402.436464 + Penalty 2564.804014 = -270837.632449 nChanged 1 SP:Iteration 43Q (2760.041716 sec): 3 clusters Score: Raw -273402.949952 + Penalty 2564.804014 = -270838.145938 nChanged 0 SP:Iteration 44F (2760.054904 sec): 3 clusters Score: Raw -273402.949952 + Penalty 2564.804014 = -270838.145938 nChanged 0 Trying to split cluster 9 (41645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.117912 sec): 2 clusters Score: Raw -4603475.983151 + Penalty 1728.502196 = -4601747.480954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.196969 sec): 3 clusters Score: Raw -4577245.976440 + Penalty 3457.004393 = -4573788.972047 nChanged 19424 SP:Iteration 1F (2760.269761 sec): 3 clusters Score: Raw -4588115.500979 + Penalty 3457.004393 = -4584658.496586 nChanged 1568 SP:Iteration 2Q (2760.345658 sec): 3 clusters Score: Raw -4588515.069052 + Penalty 3457.004393 = -4585058.064659 nChanged 1457 SP:Iteration 3Q (2760.421005 sec): 3 clusters Score: Raw -4588941.187325 + Penalty 3457.004393 = -4585484.182932 nChanged 1565 SP:Iteration 4Q (2760.496614 sec): 3 clusters Score: Raw -4589496.940046 + Penalty 3457.004393 = -4586039.935654 nChanged 1850 SP:Iteration 5Q (2760.572097 sec): 3 clusters Score: Raw -4590303.397111 + Penalty 3457.004393 = -4586846.392719 nChanged 2236 SP:Iteration 6F (2760.644149 sec): 3 clusters Score: Raw -4591557.990593 + Penalty 3457.004393 = -4588100.986200 nChanged 2713 SP:Iteration 7F (2760.716518 sec): 3 clusters Score: Raw -4593416.694158 + Penalty 3457.004393 = -4589959.689766 nChanged 3034 SP:Iteration 8F (2760.789029 sec): 3 clusters Score: Raw -4595870.799411 + Penalty 3457.004393 = -4592413.795019 nChanged 2841 SP:Iteration 9F (2760.861256 sec): 3 clusters Score: Raw -4598400.846705 + Penalty 3457.004393 = -4594943.842313 nChanged 2335 SP:Iteration 10F (2760.933780 sec): 3 clusters Score: Raw -4600495.762347 + Penalty 3457.004393 = -4597038.757955 nChanged 1588 SP:Iteration 11Q (2761.003781 sec): 3 clusters Score: Raw -4601919.264985 + Penalty 3457.004393 = -4598462.260592 nChanged 988 SP:Iteration 12Q (2761.069778 sec): 3 clusters Score: Raw -4602795.965410 + Penalty 3457.004393 = -4599338.961017 nChanged 533 SP:Iteration 13Q (2761.132450 sec): 3 clusters Score: Raw -4603252.678677 + Penalty 3457.004393 = -4599795.674284 nChanged 252 SP:Iteration 14Q (2761.192986 sec): 3 clusters Score: Raw -4603467.205837 + Penalty 3457.004393 = -4600010.201444 nChanged 131 SP:Iteration 15Q (2761.252314 sec): 3 clusters Score: Raw -4603588.645960 + Penalty 3457.004393 = -4600131.641567 nChanged 82 SP:Iteration 16Q (2761.311436 sec): 3 clusters Score: Raw -4603651.781990 + Penalty 3457.004393 = -4600194.777597 nChanged 36 SP:Iteration 17Q (2761.382267 sec): 3 clusters Score: Raw -4603680.106468 + Penalty 3457.004393 = -4600223.102075 nChanged 23 SP:Iteration 18Q (2761.440662 sec): 3 clusters Score: Raw -4603702.589780 + Penalty 3457.004393 = -4600245.585387 nChanged 12 SP:Iteration 19Q (2761.499253 sec): 3 clusters Score: Raw -4603716.824177 + Penalty 3457.004393 = -4600259.819784 nChanged 11 SP:Iteration 20F (2761.570249 sec): 3 clusters Score: Raw -4603726.777552 + Penalty 3457.004393 = -4600269.773160 nChanged 8 SP:Iteration 21Q (2761.629931 sec): 3 clusters Score: Raw -4603735.658463 + Penalty 3457.004393 = -4600278.654071 nChanged 5 SP:Iteration 22Q (2761.688720 sec): 3 clusters Score: Raw -4603742.154561 + Penalty 3457.004393 = -4600285.150169 nChanged 9 SP:Iteration 23Q (2761.747171 sec): 3 clusters Score: Raw -4603754.464963 + Penalty 3457.004393 = -4600297.460570 nChanged 10 SP:Iteration 24Q (2761.805839 sec): 3 clusters Score: Raw -4603762.175483 + Penalty 3457.004393 = -4600305.171090 nChanged 7 SP:Iteration 25Q (2761.864664 sec): 3 clusters Score: Raw -4603771.346457 + Penalty 3457.004393 = -4600314.342065 nChanged 4 SP:Iteration 26Q (2761.923054 sec): 3 clusters Score: Raw -4603774.668136 + Penalty 3457.004393 = -4600317.663744 nChanged 2 SP:Iteration 27Q (2761.981603 sec): 3 clusters Score: Raw -4603776.457014 + Penalty 3457.004393 = -4600319.452621 nChanged 1 SP:Iteration 28Q (2762.040266 sec): 3 clusters Score: Raw -4603777.078504 + Penalty 3457.004393 = -4600320.074111 nChanged 0 SP:Iteration 29F (2762.111487 sec): 3 clusters Score: Raw -4603777.078504 + Penalty 3457.004393 = -4600320.074111 nChanged 0 Trying to split cluster 10 (15383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2762.134859 sec): 2 clusters Score: Raw -1770192.837681 + Penalty 1566.665471 = -1768626.172210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2762.171327 sec): 3 clusters Score: Raw -1761164.673965 + Penalty 3133.330942 = -1758031.343023 nChanged 6871 SP:Iteration 1F (2762.206076 sec): 3 clusters Score: Raw -1764847.878735 + Penalty 3133.330942 = -1761714.547793 nChanged 749 SP:Iteration 2Q (2762.241577 sec): 3 clusters Score: Raw -1765108.320729 + Penalty 3133.330942 = -1761974.989787 nChanged 681 SP:Iteration 3Q (2762.276899 sec): 3 clusters Score: Raw -1765324.649289 + Penalty 3133.330942 = -1762191.318347 nChanged 574 SP:Iteration 4Q (2762.312229 sec): 3 clusters Score: Raw -1765507.995998 + Penalty 3133.330942 = -1762374.665056 nChanged 530 SP:Iteration 5Q (2762.347545 sec): 3 clusters Score: Raw -1765669.125656 + Penalty 3133.330942 = -1762535.794714 nChanged 478 SP:Iteration 6Q (2762.382798 sec): 3 clusters Score: Raw -1765807.503184 + Penalty 3133.330942 = -1762674.172243 nChanged 434 SP:Iteration 7Q (2762.418379 sec): 3 clusters Score: Raw -1765929.756973 + Penalty 3133.330942 = -1762796.426031 nChanged 422 SP:Iteration 8Q (2762.453712 sec): 3 clusters Score: Raw -1766049.932669 + Penalty 3133.330942 = -1762916.601728 nChanged 385 SP:Iteration 9Q (2762.489091 sec): 3 clusters Score: Raw -1766162.336984 + Penalty 3133.330942 = -1763029.006042 nChanged 396 SP:Iteration 10Q (2762.524337 sec): 3 clusters Score: Raw -1766297.322313 + Penalty 3133.330942 = -1763163.991371 nChanged 436 SP:Iteration 11Q (2762.559717 sec): 3 clusters Score: Raw -1766430.262699 + Penalty 3133.330942 = -1763296.931758 nChanged 397 SP:Iteration 12Q (2762.595336 sec): 3 clusters Score: Raw -1766539.038301 + Penalty 3133.330942 = -1763405.707359 nChanged 357 SP:Iteration 13Q (2762.630848 sec): 3 clusters Score: Raw -1766631.121353 + Penalty 3133.330942 = -1763497.790411 nChanged 339 SP:Iteration 14Q (2762.666105 sec): 3 clusters Score: Raw -1766718.153060 + Penalty 3133.330942 = -1763584.822119 nChanged 324 SP:Iteration 15Q (2762.701287 sec): 3 clusters Score: Raw -1766802.489196 + Penalty 3133.330942 = -1763669.158254 nChanged 307 SP:Iteration 16Q (2762.736453 sec): 3 clusters Score: Raw -1766886.137555 + Penalty 3133.330942 = -1763752.806613 nChanged 315 SP:Iteration 17Q (2762.772383 sec): 3 clusters Score: Raw -1766986.254145 + Penalty 3133.330942 = -1763852.923203 nChanged 354 SP:Iteration 18Q (2762.807559 sec): 3 clusters Score: Raw -1767107.681961 + Penalty 3133.330942 = -1763974.351019 nChanged 383 SP:Iteration 19Q (2762.842774 sec): 3 clusters Score: Raw -1767264.250673 + Penalty 3133.330942 = -1764130.919731 nChanged 423 SP:Iteration 20F (2762.877527 sec): 3 clusters Score: Raw -1767466.882058 + Penalty 3133.330942 = -1764333.551116 nChanged 484 SP:Iteration 21Q (2762.912803 sec): 3 clusters Score: Raw -1767722.479326 + Penalty 3133.330942 = -1764589.148385 nChanged 479 SP:Iteration 22Q (2762.947974 sec): 3 clusters Score: Raw -1768008.847673 + Penalty 3133.330942 = -1764875.516732 nChanged 449 SP:Iteration 23Q (2762.983242 sec): 3 clusters Score: Raw -1768247.772133 + Penalty 3133.330942 = -1765114.441191 nChanged 374 SP:Iteration 24Q (2763.017961 sec): 3 clusters Score: Raw -1768413.315102 + Penalty 3133.330942 = -1765279.984160 nChanged 313 SP:Iteration 25Q (2763.052401 sec): 3 clusters Score: Raw -1768538.432812 + Penalty 3133.330942 = -1765405.101870 nChanged 264 SP:Iteration 26Q (2763.086820 sec): 3 clusters Score: Raw -1768643.163715 + Penalty 3133.330942 = -1765509.832773 nChanged 233 SP:Iteration 27Q (2763.121002 sec): 3 clusters Score: Raw -1768729.486932 + Penalty 3133.330942 = -1765596.155990 nChanged 222 SP:Iteration 28Q (2763.154959 sec): 3 clusters Score: Raw -1768808.007583 + Penalty 3133.330942 = -1765674.676641 nChanged 214 SP:Iteration 29Q (2763.188857 sec): 3 clusters Score: Raw -1768897.763918 + Penalty 3133.330942 = -1765764.432977 nChanged 243 SP:Iteration 30Q (2763.222525 sec): 3 clusters Score: Raw -1768997.036894 + Penalty 3133.330942 = -1765863.705953 nChanged 226 SP:Iteration 31Q (2763.256002 sec): 3 clusters Score: Raw -1769099.584065 + Penalty 3133.330942 = -1765966.253123 nChanged 228 SP:Iteration 32Q (2763.289279 sec): 3 clusters Score: Raw -1769195.832699 + Penalty 3133.330942 = -1766062.501757 nChanged 219 SP:Iteration 33Q (2763.322267 sec): 3 clusters Score: Raw -1769293.605259 + Penalty 3133.330942 = -1766160.274317 nChanged 215 SP:Iteration 34Q (2763.355067 sec): 3 clusters Score: Raw -1769387.142755 + Penalty 3133.330942 = -1766253.811813 nChanged 211 SP:Iteration 35Q (2763.387605 sec): 3 clusters Score: Raw -1769484.656879 + Penalty 3133.330942 = -1766351.325937 nChanged 194 SP:Iteration 36Q (2763.449362 sec): 3 clusters Score: Raw -1769569.603787 + Penalty 3133.330942 = -1766436.272845 nChanged 168 SP:Iteration 37Q (2763.521477 sec): 3 clusters Score: Raw -1769636.312083 + Penalty 3133.330942 = -1766502.981141 nChanged 161 SP:Iteration 38Q (2763.553330 sec): 3 clusters Score: Raw -1769706.809182 + Penalty 3133.330942 = -1766573.478241 nChanged 144 SP:Iteration 39Q (2763.585090 sec): 3 clusters Score: Raw -1769759.481619 + Penalty 3133.330942 = -1766626.150677 nChanged 122 SP:Iteration 40F (2763.619795 sec): 3 clusters Score: Raw -1769805.241676 + Penalty 3133.330942 = -1766671.910734 nChanged 117 SP:Iteration 41Q (2763.651773 sec): 3 clusters Score: Raw -1769855.648400 + Penalty 3133.330942 = -1766722.317459 nChanged 104 SP:Iteration 42Q (2763.683298 sec): 3 clusters Score: Raw -1769905.402719 + Penalty 3133.330942 = -1766772.071777 nChanged 104 SP:Iteration 43Q (2763.714753 sec): 3 clusters Score: Raw -1769962.305052 + Penalty 3133.330942 = -1766828.974110 nChanged 96 SP:Iteration 44Q (2763.746061 sec): 3 clusters Score: Raw -1770013.085407 + Penalty 3133.330942 = -1766879.754465 nChanged 106 SP:Iteration 45Q (2763.777318 sec): 3 clusters Score: Raw -1770061.604578 + Penalty 3133.330942 = -1766928.273637 nChanged 97 SP:Iteration 46Q (2763.808243 sec): 3 clusters Score: Raw -1770118.383149 + Penalty 3133.330942 = -1766985.052208 nChanged 86 SP:Iteration 47Q (2763.839182 sec): 3 clusters Score: Raw -1770160.345498 + Penalty 3133.330942 = -1767027.014556 nChanged 75 SP:Iteration 48Q (2763.869939 sec): 3 clusters Score: Raw -1770191.748065 + Penalty 3133.330942 = -1767058.417123 nChanged 62 SP:Iteration 49Q (2763.912582 sec): 3 clusters Score: Raw -1770224.415340 + Penalty 3133.330942 = -1767091.084398 nChanged 54 SP:Iteration 50Q (2763.942934 sec): 3 clusters Score: Raw -1770245.713257 + Penalty 3133.330942 = -1767112.382315 nChanged 40 SP:Iteration 51Q (2763.973512 sec): 3 clusters Score: Raw -1770259.296908 + Penalty 3133.330942 = -1767125.965966 nChanged 29 SP:Iteration 52Q (2764.004290 sec): 3 clusters Score: Raw -1770268.293900 + Penalty 3133.330942 = -1767134.962958 nChanged 33 SP:Iteration 53Q (2764.034795 sec): 3 clusters Score: Raw -1770277.923342 + Penalty 3133.330942 = -1767144.592401 nChanged 33 SP:Iteration 54Q (2764.065266 sec): 3 clusters Score: Raw -1770289.375980 + Penalty 3133.330942 = -1767156.045038 nChanged 27 SP:Iteration 55Q (2764.095640 sec): 3 clusters Score: Raw -1770297.371261 + Penalty 3133.330942 = -1767164.040319 nChanged 26 SP:Iteration 56Q (2764.125971 sec): 3 clusters Score: Raw -1770305.468899 + Penalty 3133.330942 = -1767172.137957 nChanged 23 SP:Iteration 57Q (2764.156411 sec): 3 clusters Score: Raw -1770312.301406 + Penalty 3133.330942 = -1767178.970464 nChanged 24 SP:Iteration 58Q (2764.186891 sec): 3 clusters Score: Raw -1770318.752948 + Penalty 3133.330942 = -1767185.422006 nChanged 27 SP:Iteration 59Q (2764.217409 sec): 3 clusters Score: Raw -1770325.890467 + Penalty 3133.330942 = -1767192.559526 nChanged 27 SP:Iteration 60F (2764.252282 sec): 3 clusters Score: Raw -1770335.641023 + Penalty 3133.330942 = -1767202.310082 nChanged 25 SP:Iteration 61Q (2764.282744 sec): 3 clusters Score: Raw -1770342.678957 + Penalty 3133.330942 = -1767209.348015 nChanged 23 SP:Iteration 62Q (2764.313040 sec): 3 clusters Score: Raw -1770348.693774 + Penalty 3133.330942 = -1767215.362832 nChanged 21 SP:Iteration 63Q (2764.343252 sec): 3 clusters Score: Raw -1770356.300012 + Penalty 3133.330942 = -1767222.969070 nChanged 17 SP:Iteration 64Q (2764.373666 sec): 3 clusters Score: Raw -1770364.693079 + Penalty 3133.330942 = -1767231.362137 nChanged 20 SP:Iteration 65Q (2764.403823 sec): 3 clusters Score: Raw -1770372.601869 + Penalty 3133.330942 = -1767239.270928 nChanged 20 SP:Iteration 66Q (2764.434057 sec): 3 clusters Score: Raw -1770380.401527 + Penalty 3133.330942 = -1767247.070585 nChanged 15 SP:Iteration 67Q (2764.464635 sec): 3 clusters Score: Raw -1770385.001526 + Penalty 3133.330942 = -1767251.670584 nChanged 17 SP:Iteration 68Q (2764.494965 sec): 3 clusters Score: Raw -1770389.751772 + Penalty 3133.330942 = -1767256.420830 nChanged 15 SP:Iteration 69Q (2764.525217 sec): 3 clusters Score: Raw -1770393.682292 + Penalty 3133.330942 = -1767260.351351 nChanged 10 SP:Iteration 70Q (2764.555379 sec): 3 clusters Score: Raw -1770396.994914 + Penalty 3133.330942 = -1767263.663972 nChanged 7 SP:Iteration 71Q (2764.585447 sec): 3 clusters Score: Raw -1770399.092526 + Penalty 3133.330942 = -1767265.761584 nChanged 10 SP:Iteration 72Q (2764.615565 sec): 3 clusters Score: Raw -1770401.837232 + Penalty 3133.330942 = -1767268.506290 nChanged 10 SP:Iteration 73Q (2764.645795 sec): 3 clusters Score: Raw -1770404.354526 + Penalty 3133.330942 = -1767271.023584 nChanged 3 SP:Iteration 74Q (2764.676024 sec): 3 clusters Score: Raw -1770405.327035 + Penalty 3133.330942 = -1767271.996093 nChanged 5 SP:Iteration 75Q (2764.706168 sec): 3 clusters Score: Raw -1770406.790210 + Penalty 3133.330942 = -1767273.459268 nChanged 5 SP:Iteration 76Q (2764.736348 sec): 3 clusters Score: Raw -1770408.100871 + Penalty 3133.330942 = -1767274.769930 nChanged 9 SP:Iteration 77Q (2764.766445 sec): 3 clusters Score: Raw -1770411.146210 + Penalty 3133.330942 = -1767277.815268 nChanged 9 SP:Iteration 78Q (2764.796939 sec): 3 clusters Score: Raw -1770413.589155 + Penalty 3133.330942 = -1767280.258213 nChanged 6 SP:Iteration 79Q (2764.827208 sec): 3 clusters Score: Raw -1770414.565962 + Penalty 3133.330942 = -1767281.235020 nChanged 2 SP:Iteration 80F (2764.861891 sec): 3 clusters Score: Raw -1770414.919251 + Penalty 3133.330942 = -1767281.588309 nChanged 3 SP:Iteration 81Q (2764.892142 sec): 3 clusters Score: Raw -1770415.510941 + Penalty 3133.330942 = -1767282.180000 nChanged 5 SP:Iteration 82Q (2764.922278 sec): 3 clusters Score: Raw -1770416.434675 + Penalty 3133.330942 = -1767283.103733 nChanged 5 SP:Iteration 83Q (2764.952450 sec): 3 clusters Score: Raw -1770417.560115 + Penalty 3133.330942 = -1767284.229173 nChanged 5 SP:Iteration 84Q (2764.982804 sec): 3 clusters Score: Raw -1770418.832658 + Penalty 3133.330942 = -1767285.501716 nChanged 5 SP:Iteration 85Q (2765.013013 sec): 3 clusters Score: Raw -1770419.793974 + Penalty 3133.330942 = -1767286.463032 nChanged 1 SP:Iteration 86Q (2765.043147 sec): 3 clusters Score: Raw -1770419.943886 + Penalty 3133.330942 = -1767286.612945 nChanged 1 SP:Iteration 87Q (2765.073311 sec): 3 clusters Score: Raw -1770420.109197 + Penalty 3133.330942 = -1767286.778255 nChanged 1 SP:Iteration 88Q (2765.103546 sec): 3 clusters Score: Raw -1770420.531425 + Penalty 3133.330942 = -1767287.200483 nChanged 4 SP:Iteration 89Q (2765.133802 sec): 3 clusters Score: Raw -1770421.335338 + Penalty 3133.330942 = -1767288.004396 nChanged 2 SP:Iteration 90Q (2765.164061 sec): 3 clusters Score: Raw -1770421.902417 + Penalty 3133.330942 = -1767288.571475 nChanged 2 SP:Iteration 91Q (2765.194345 sec): 3 clusters Score: Raw -1770422.487827 + Penalty 3133.330942 = -1767289.156885 nChanged 3 SP:Iteration 92Q (2765.224504 sec): 3 clusters Score: Raw -1770423.292004 + Penalty 3133.330942 = -1767289.961063 nChanged 3 SP:Iteration 93Q (2765.255010 sec): 3 clusters Score: Raw -1770424.087787 + Penalty 3133.330942 = -1767290.756845 nChanged 5 SP:Iteration 94Q (2765.285423 sec): 3 clusters Score: Raw -1770425.640765 + Penalty 3133.330942 = -1767292.309823 nChanged 2 SP:Iteration 95Q (2765.315871 sec): 3 clusters Score: Raw -1770425.994764 + Penalty 3133.330942 = -1767292.663822 nChanged 1 SP:Iteration 96Q (2765.345959 sec): 3 clusters Score: Raw -1770426.230521 + Penalty 3133.330942 = -1767292.899579 nChanged 1 SP:Iteration 97Q (2765.376145 sec): 3 clusters Score: Raw -1770426.345611 + Penalty 3133.330942 = -1767293.014669 nChanged 0 SP:Iteration 98F (2765.410848 sec): 3 clusters Score: Raw -1770426.345611 + Penalty 3133.330942 = -1767293.014669 nChanged 0 Trying to split cluster 11 (35343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2765.463355 sec): 2 clusters Score: Raw -3776755.997224 + Penalty 1701.839040 = -3775054.158184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2765.531302 sec): 3 clusters Score: Raw -3754727.334211 + Penalty 3403.678080 = -3751323.656130 nChanged 16404 SP:Iteration 1F (2765.595297 sec): 3 clusters Score: Raw -3764120.798588 + Penalty 3403.678080 = -3760717.120508 nChanged 1644 SP:Iteration 2Q (2765.661206 sec): 3 clusters Score: Raw -3764695.339044 + Penalty 3403.678080 = -3761291.660963 nChanged 1677 SP:Iteration 3Q (2765.726944 sec): 3 clusters Score: Raw -3765373.037531 + Penalty 3403.678080 = -3761969.359450 nChanged 1826 SP:Iteration 4F (2765.790092 sec): 3 clusters Score: Raw -3766299.887214 + Penalty 3403.678080 = -3762896.209133 nChanged 2138 SP:Iteration 5F (2765.853288 sec): 3 clusters Score: Raw -3767669.927379 + Penalty 3403.678080 = -3764266.249299 nChanged 2508 SP:Iteration 6F (2765.916562 sec): 3 clusters Score: Raw -3769613.208486 + Penalty 3403.678080 = -3766209.530406 nChanged 2646 SP:Iteration 7F (2765.979856 sec): 3 clusters Score: Raw -3771992.928315 + Penalty 3403.678080 = -3768589.250234 nChanged 2247 SP:Iteration 8F (2766.043292 sec): 3 clusters Score: Raw -3774142.540392 + Penalty 3403.678080 = -3770738.862311 nChanged 1521 SP:Iteration 9Q (2766.106024 sec): 3 clusters Score: Raw -3775556.767911 + Penalty 3403.678080 = -3772153.089831 nChanged 825 SP:Iteration 10Q (2766.164921 sec): 3 clusters Score: Raw -3776274.774667 + Penalty 3403.678080 = -3772871.096586 nChanged 436 SP:Iteration 11Q (2766.229404 sec): 3 clusters Score: Raw -3776640.435265 + Penalty 3403.678080 = -3773236.757185 nChanged 214 SP:Iteration 12Q (2766.283648 sec): 3 clusters Score: Raw -3776820.101916 + Penalty 3403.678080 = -3773416.423836 nChanged 133 SP:Iteration 13Q (2766.336881 sec): 3 clusters Score: Raw -3776935.824813 + Penalty 3403.678080 = -3773532.146732 nChanged 101 SP:Iteration 14Q (2766.390023 sec): 3 clusters Score: Raw -3777010.537579 + Penalty 3403.678080 = -3773606.859498 nChanged 67 SP:Iteration 15Q (2766.442736 sec): 3 clusters Score: Raw -3777059.217284 + Penalty 3403.678080 = -3773655.539203 nChanged 50 SP:Iteration 16Q (2766.495192 sec): 3 clusters Score: Raw -3777089.126321 + Penalty 3403.678080 = -3773685.448241 nChanged 30 SP:Iteration 17Q (2766.547189 sec): 3 clusters Score: Raw -3777107.785589 + Penalty 3403.678080 = -3773704.107509 nChanged 22 SP:Iteration 18Q (2766.599222 sec): 3 clusters Score: Raw -3777122.364633 + Penalty 3403.678080 = -3773718.686553 nChanged 20 SP:Iteration 19Q (2766.651258 sec): 3 clusters Score: Raw -3777132.539777 + Penalty 3403.678080 = -3773728.861697 nChanged 20 SP:Iteration 20F (2766.714772 sec): 3 clusters Score: Raw -3777147.705507 + Penalty 3403.678080 = -3773744.027427 nChanged 20 SP:Iteration 21Q (2766.766393 sec): 3 clusters Score: Raw -3777159.886890 + Penalty 3403.678080 = -3773756.208810 nChanged 9 SP:Iteration 22Q (2766.818358 sec): 3 clusters Score: Raw -3777164.191555 + Penalty 3403.678080 = -3773760.513475 nChanged 5 SP:Iteration 23Q (2766.870327 sec): 3 clusters Score: Raw -3777167.396124 + Penalty 3403.678080 = -3773763.718044 nChanged 6 SP:Iteration 24Q (2766.922243 sec): 3 clusters Score: Raw -3777170.609470 + Penalty 3403.678080 = -3773766.931390 nChanged 3 SP:Iteration 25Q (2766.974166 sec): 3 clusters Score: Raw -3777172.826032 + Penalty 3403.678080 = -3773769.147952 nChanged 7 SP:Iteration 26Q (2767.026148 sec): 3 clusters Score: Raw -3777175.282962 + Penalty 3403.678080 = -3773771.604881 nChanged 5 SP:Iteration 27Q (2767.078038 sec): 3 clusters Score: Raw -3777178.567305 + Penalty 3403.678080 = -3773774.889224 nChanged 7 SP:Iteration 28Q (2767.129986 sec): 3 clusters Score: Raw -3777181.580437 + Penalty 3403.678080 = -3773777.902357 nChanged 3 SP:Iteration 29Q (2767.181983 sec): 3 clusters Score: Raw -3777182.641424 + Penalty 3403.678080 = -3773778.963344 nChanged 3 SP:Iteration 30Q (2767.234012 sec): 3 clusters Score: Raw -3777184.513853 + Penalty 3403.678080 = -3773780.835772 nChanged 6 SP:Iteration 31Q (2767.322256 sec): 3 clusters Score: Raw -3777186.951910 + Penalty 3403.678080 = -3773783.273830 nChanged 3 SP:Iteration 32Q (2767.412038 sec): 3 clusters Score: Raw -3777188.116513 + Penalty 3403.678080 = -3773784.438432 nChanged 4 SP:Iteration 33Q (2767.487130 sec): 3 clusters Score: Raw -3777189.677427 + Penalty 3403.678080 = -3773785.999347 nChanged 5 SP:Iteration 34Q (2767.566648 sec): 3 clusters Score: Raw -3777192.726940 + Penalty 3403.678080 = -3773789.048860 nChanged 6 SP:Iteration 35Q (2767.656035 sec): 3 clusters Score: Raw -3777196.518149 + Penalty 3403.678080 = -3773792.840069 nChanged 2 SP:Iteration 36Q (2767.731263 sec): 3 clusters Score: Raw -3777197.215171 + Penalty 3403.678080 = -3773793.537090 nChanged 2 SP:Iteration 37Q (2767.813367 sec): 3 clusters Score: Raw -3777198.051405 + Penalty 3403.678080 = -3773794.373324 nChanged 0 SP:Iteration 38F (2767.908289 sec): 3 clusters Score: Raw -3777198.051405 + Penalty 3403.678080 = -3773794.373324 nChanged 0 Trying to split cluster 12 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2767.929140 sec): 2 clusters Score: Raw -18473.017212 + Penalty 872.728680 = -17600.288532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2767.976263 sec): 3 clusters Score: Raw -18652.141042 + Penalty 1745.457359 = -16906.683683 nChanged 33 SP:Iteration 1F (2768.011625 sec): 3 clusters Score: Raw -18759.364941 + Penalty 1745.457359 = -17013.907582 nChanged 13 SP:Iteration 2F (2768.041027 sec): 3 clusters Score: Raw -18812.092139 + Penalty 1745.457359 = -17066.634780 nChanged 10 SP:Iteration 3Q (2768.085763 sec): 3 clusters Score: Raw -18860.193662 + Penalty 1745.457359 = -17114.736303 nChanged 7 SP:Iteration 4Q (2768.122190 sec): 3 clusters Score: Raw -18890.105217 + Penalty 1745.457359 = -17144.647858 nChanged 5 SP:Iteration 5Q (2768.144933 sec): 3 clusters Score: Raw -18951.388458 + Penalty 1745.457359 = -17205.931099 nChanged 6 SP:Iteration 6Q (2768.146521 sec): 3 clusters Score: Raw -18976.219037 + Penalty 1745.457359 = -17230.761678 nChanged 3 SP:Iteration 7Q (2768.148090 sec): 3 clusters Score: Raw -18998.859720 + Penalty 1745.457359 = -17253.402361 nChanged 0 SP:Iteration 8F (2768.150059 sec): 3 clusters Score: Raw -19009.341948 + Penalty 1745.457359 = -17263.884589 nChanged 1 SP:Iteration 9Q (2768.151637 sec): 3 clusters Score: Raw -19040.966654 + Penalty 1745.457359 = -17295.509295 nChanged 1 SP:Iteration 10Q (2768.153219 sec): 3 clusters Score: Raw -19043.049109 + Penalty 1745.457359 = -17297.591749 nChanged 2 SP:Iteration 11Q (2768.154796 sec): 3 clusters Score: Raw -19049.225155 + Penalty 1745.457359 = -17303.767796 nChanged 0 SP:Iteration 12F (2768.156467 sec): 3 clusters Score: Raw -19049.225155 + Penalty 1745.457359 = -17303.767796 nChanged 0 Trying to split cluster 13 (98229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2768.286488 sec): 2 clusters Score: Raw -11279528.517434 + Penalty 1867.946725 = -11277660.570710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2768.451953 sec): 3 clusters Score: Raw -11215697.351021 + Penalty 3735.893449 = -11211961.457572 nChanged 46826 SP:Iteration 1F (2768.614425 sec): 3 clusters Score: Raw -11243522.091170 + Penalty 3735.893449 = -11239786.197721 nChanged 3802 SP:Iteration 2Q (2768.786972 sec): 3 clusters Score: Raw -11244842.922363 + Penalty 3735.893449 = -11241107.028914 nChanged 4346 SP:Iteration 3Q (2768.959428 sec): 3 clusters Score: Raw -11246883.508455 + Penalty 3735.893449 = -11243147.615006 nChanged 5403 SP:Iteration 4F (2769.122543 sec): 3 clusters Score: Raw -11249944.549034 + Penalty 3735.893449 = -11246208.655585 nChanged 6266 SP:Iteration 5F (2769.285354 sec): 3 clusters Score: Raw -11253871.264253 + Penalty 3735.893449 = -11250135.370804 nChanged 6719 SP:Iteration 6F (2769.448120 sec): 3 clusters Score: Raw -11258417.224455 + Penalty 3735.893449 = -11254681.331006 nChanged 6459 SP:Iteration 7F (2769.611073 sec): 3 clusters Score: Raw -11262632.428942 + Penalty 3735.893449 = -11258896.535493 nChanged 5445 SP:Iteration 8F (2769.773735 sec): 3 clusters Score: Raw -11265845.614480 + Penalty 3735.893449 = -11262109.721031 nChanged 4423 SP:Iteration 9Q (2769.945284 sec): 3 clusters Score: Raw -11268136.212469 + Penalty 3735.893449 = -11264400.319020 nChanged 3316 SP:Iteration 10Q (2770.115704 sec): 3 clusters Score: Raw -11269498.854692 + Penalty 3735.893449 = -11265762.961243 nChanged 2483 SP:Iteration 11Q (2770.284292 sec): 3 clusters Score: Raw -11270286.035319 + Penalty 3735.893449 = -11266550.141870 nChanged 1747 SP:Iteration 12Q (2770.451994 sec): 3 clusters Score: Raw -11270703.518831 + Penalty 3735.893449 = -11266967.625382 nChanged 1224 SP:Iteration 13Q (2770.618448 sec): 3 clusters Score: Raw -11270935.438341 + Penalty 3735.893449 = -11267199.544892 nChanged 958 SP:Iteration 14Q (2770.784651 sec): 3 clusters Score: Raw -11271098.100287 + Penalty 3735.893449 = -11267362.206838 nChanged 826 SP:Iteration 15Q (2770.950515 sec): 3 clusters Score: Raw -11271239.205369 + Penalty 3735.893449 = -11267503.311919 nChanged 768 SP:Iteration 16Q (2771.115998 sec): 3 clusters Score: Raw -11271353.863621 + Penalty 3735.893449 = -11267617.970172 nChanged 682 SP:Iteration 17Q (2771.281207 sec): 3 clusters Score: Raw -11271454.871161 + Penalty 3735.893449 = -11267718.977712 nChanged 647 SP:Iteration 18Q (2771.446042 sec): 3 clusters Score: Raw -11271554.487401 + Penalty 3735.893449 = -11267818.593952 nChanged 664 SP:Iteration 19Q (2771.611616 sec): 3 clusters Score: Raw -11271657.145649 + Penalty 3735.893449 = -11267921.252200 nChanged 649 SP:Iteration 20F (2771.773953 sec): 3 clusters Score: Raw -11271762.609812 + Penalty 3735.893449 = -11268026.716363 nChanged 627 SP:Iteration 21Q (2771.939321 sec): 3 clusters Score: Raw -11271865.559513 + Penalty 3735.893449 = -11268129.666064 nChanged 620 SP:Iteration 22Q (2772.104609 sec): 3 clusters Score: Raw -11271956.692046 + Penalty 3735.893449 = -11268220.798597 nChanged 568 SP:Iteration 23Q (2772.296823 sec): 3 clusters Score: Raw -11272033.737186 + Penalty 3735.893449 = -11268297.843737 nChanged 537 SP:Iteration 24Q (2772.499415 sec): 3 clusters Score: Raw -11272094.236056 + Penalty 3735.893449 = -11268358.342607 nChanged 474 SP:Iteration 25Q (2772.702242 sec): 3 clusters Score: Raw -11272143.635360 + Penalty 3735.893449 = -11268407.741911 nChanged 470 SP:Iteration 26Q (2772.906295 sec): 3 clusters Score: Raw -11272191.673118 + Penalty 3735.893449 = -11268455.779669 nChanged 415 SP:Iteration 27Q (2773.071169 sec): 3 clusters Score: Raw -11272235.872976 + Penalty 3735.893449 = -11268499.979527 nChanged 423 SP:Iteration 28Q (2773.235933 sec): 3 clusters Score: Raw -11272276.232519 + Penalty 3735.893449 = -11268540.339070 nChanged 382 SP:Iteration 29Q (2773.400448 sec): 3 clusters Score: Raw -11272309.873080 + Penalty 3735.893449 = -11268573.979631 nChanged 358 SP:Iteration 30Q (2773.564724 sec): 3 clusters Score: Raw -11272338.889731 + Penalty 3735.893449 = -11268602.996281 nChanged 316 SP:Iteration 31Q (2773.728752 sec): 3 clusters Score: Raw -11272363.349709 + Penalty 3735.893449 = -11268627.456260 nChanged 316 SP:Iteration 32Q (2773.892968 sec): 3 clusters Score: Raw -11272386.821952 + Penalty 3735.893449 = -11268650.928503 nChanged 291 SP:Iteration 33Q (2774.056825 sec): 3 clusters Score: Raw -11272406.167088 + Penalty 3735.893449 = -11268670.273638 nChanged 290 SP:Iteration 34Q (2774.220229 sec): 3 clusters Score: Raw -11272424.939792 + Penalty 3735.893449 = -11268689.046343 nChanged 267 SP:Iteration 35Q (2774.383736 sec): 3 clusters Score: Raw -11272439.914815 + Penalty 3735.893449 = -11268704.021365 nChanged 238 SP:Iteration 36Q (2774.547351 sec): 3 clusters Score: Raw -11272453.837977 + Penalty 3735.893449 = -11268717.944528 nChanged 241 SP:Iteration 37Q (2774.710670 sec): 3 clusters Score: Raw -11272467.428101 + Penalty 3735.893449 = -11268731.534652 nChanged 220 SP:Iteration 38Q (2774.873874 sec): 3 clusters Score: Raw -11272480.577302 + Penalty 3735.893449 = -11268744.683853 nChanged 246 SP:Iteration 39Q (2775.036699 sec): 3 clusters Score: Raw -11272494.116201 + Penalty 3735.893449 = -11268758.222752 nChanged 222 SP:Iteration 40F (2775.200292 sec): 3 clusters Score: Raw -11272505.617633 + Penalty 3735.893449 = -11268769.724184 nChanged 237 SP:Iteration 41Q (2775.365528 sec): 3 clusters Score: Raw -11272518.832489 + Penalty 3735.893449 = -11268782.939040 nChanged 219 SP:Iteration 42Q (2775.530364 sec): 3 clusters Score: Raw -11272531.588424 + Penalty 3735.893449 = -11268795.694975 nChanged 238 SP:Iteration 43Q (2775.695028 sec): 3 clusters Score: Raw -11272544.903073 + Penalty 3735.893449 = -11268809.009624 nChanged 248 SP:Iteration 44Q (2775.859783 sec): 3 clusters Score: Raw -11272557.630353 + Penalty 3735.893449 = -11268821.736904 nChanged 218 SP:Iteration 45Q (2776.024453 sec): 3 clusters Score: Raw -11272568.099007 + Penalty 3735.893449 = -11268832.205558 nChanged 209 SP:Iteration 46Q (2776.189084 sec): 3 clusters Score: Raw -11272578.149173 + Penalty 3735.893449 = -11268842.255724 nChanged 218 SP:Iteration 47Q (2776.360820 sec): 3 clusters Score: Raw -11272588.537594 + Penalty 3735.893449 = -11268852.644144 nChanged 204 SP:Iteration 48Q (2776.525057 sec): 3 clusters Score: Raw -11272597.708590 + Penalty 3735.893449 = -11268861.815141 nChanged 217 SP:Iteration 49Q (2776.689626 sec): 3 clusters Score: Raw -11272608.195979 + Penalty 3735.893449 = -11268872.302530 nChanged 221 SP:Iteration 50Q (2776.853990 sec): 3 clusters Score: Raw -11272617.861411 + Penalty 3735.893449 = -11268881.967962 nChanged 204 SP:Iteration 51Q (2777.017584 sec): 3 clusters Score: Raw -11272626.618442 + Penalty 3735.893449 = -11268890.724993 nChanged 208 SP:Iteration 52Q (2777.181333 sec): 3 clusters Score: Raw -11272635.779293 + Penalty 3735.893449 = -11268899.885843 nChanged 184 SP:Iteration 53Q (2777.345036 sec): 3 clusters Score: Raw -11272642.470632 + Penalty 3735.893449 = -11268906.577183 nChanged 158 SP:Iteration 54Q (2777.508692 sec): 3 clusters Score: Raw -11272647.735739 + Penalty 3735.893449 = -11268911.842289 nChanged 141 SP:Iteration 55Q (2777.672364 sec): 3 clusters Score: Raw -11272652.784419 + Penalty 3735.893449 = -11268916.890970 nChanged 151 SP:Iteration 56Q (2777.835974 sec): 3 clusters Score: Raw -11272657.667345 + Penalty 3735.893449 = -11268921.773896 nChanged 148 SP:Iteration 57Q (2777.999683 sec): 3 clusters Score: Raw -11272662.101031 + Penalty 3735.893449 = -11268926.207582 nChanged 140 SP:Iteration 58Q (2778.162990 sec): 3 clusters Score: Raw -11272666.907958 + Penalty 3735.893449 = -11268931.014509 nChanged 153 SP:Iteration 59Q (2778.326626 sec): 3 clusters Score: Raw -11272672.109345 + Penalty 3735.893449 = -11268936.215896 nChanged 151 SP:Iteration 60F (2778.489381 sec): 3 clusters Score: Raw -11272677.336996 + Penalty 3735.893449 = -11268941.443547 nChanged 139 SP:Iteration 61Q (2778.653220 sec): 3 clusters Score: Raw -11272681.563060 + Penalty 3735.893449 = -11268945.669611 nChanged 127 SP:Iteration 62Q (2778.817559 sec): 3 clusters Score: Raw -11272685.370126 + Penalty 3735.893449 = -11268949.476677 nChanged 132 SP:Iteration 63Q (2778.981590 sec): 3 clusters Score: Raw -11272689.464985 + Penalty 3735.893449 = -11268953.571536 nChanged 129 SP:Iteration 64Q (2779.145869 sec): 3 clusters Score: Raw -11272694.176668 + Penalty 3735.893449 = -11268958.283219 nChanged 132 SP:Iteration 65Q (2779.309783 sec): 3 clusters Score: Raw -11272698.658191 + Penalty 3735.893449 = -11268962.764742 nChanged 135 SP:Iteration 66Q (2779.473953 sec): 3 clusters Score: Raw -11272702.843207 + Penalty 3735.893449 = -11268966.949757 nChanged 113 SP:Iteration 67Q (2779.637939 sec): 3 clusters Score: Raw -11272707.093478 + Penalty 3735.893449 = -11268971.200029 nChanged 132 SP:Iteration 68Q (2779.801846 sec): 3 clusters Score: Raw -11272711.627491 + Penalty 3735.893449 = -11268975.734042 nChanged 146 SP:Iteration 69Q (2779.965849 sec): 3 clusters Score: Raw -11272716.646507 + Penalty 3735.893449 = -11268980.753058 nChanged 133 SP:Iteration 70Q (2780.129771 sec): 3 clusters Score: Raw -11272720.823260 + Penalty 3735.893449 = -11268984.929811 nChanged 118 SP:Iteration 71Q (2780.293750 sec): 3 clusters Score: Raw -11272724.608895 + Penalty 3735.893449 = -11268988.715446 nChanged 131 SP:Iteration 72Q (2780.457418 sec): 3 clusters Score: Raw -11272728.817943 + Penalty 3735.893449 = -11268992.924494 nChanged 126 SP:Iteration 73Q (2780.620968 sec): 3 clusters Score: Raw -11272732.987435 + Penalty 3735.893449 = -11268997.093986 nChanged 129 SP:Iteration 74Q (2780.784835 sec): 3 clusters Score: Raw -11272737.488327 + Penalty 3735.893449 = -11269001.594878 nChanged 126 SP:Iteration 75Q (2780.948931 sec): 3 clusters Score: Raw -11272741.487159 + Penalty 3735.893449 = -11269005.593710 nChanged 124 SP:Iteration 76Q (2781.113045 sec): 3 clusters Score: Raw -11272745.104732 + Penalty 3735.893449 = -11269009.211283 nChanged 107 SP:Iteration 77Q (2781.277068 sec): 3 clusters Score: Raw -11272747.909392 + Penalty 3735.893449 = -11269012.015943 nChanged 96 SP:Iteration 78Q (2781.440885 sec): 3 clusters Score: Raw -11272750.589869 + Penalty 3735.893449 = -11269014.696420 nChanged 105 SP:Iteration 79Q (2781.604410 sec): 3 clusters Score: Raw -11272753.693475 + Penalty 3735.893449 = -11269017.800025 nChanged 91 SP:Iteration 80F (2781.767754 sec): 3 clusters Score: Raw -11272756.130148 + Penalty 3735.893449 = -11269020.236699 nChanged 92 SP:Iteration 81Q (2781.946858 sec): 3 clusters Score: Raw -11272758.242943 + Penalty 3735.893449 = -11269022.349494 nChanged 83 SP:Iteration 82Q (2782.111105 sec): 3 clusters Score: Raw -11272760.227440 + Penalty 3735.893449 = -11269024.333991 nChanged 75 SP:Iteration 83Q (2782.276029 sec): 3 clusters Score: Raw -11272761.913239 + Penalty 3735.893449 = -11269026.019790 nChanged 69 SP:Iteration 84Q (2782.441224 sec): 3 clusters Score: Raw -11272763.408745 + Penalty 3735.893449 = -11269027.515296 nChanged 86 SP:Iteration 85Q (2782.605667 sec): 3 clusters Score: Raw -11272765.298989 + Penalty 3735.893449 = -11269029.405540 nChanged 86 SP:Iteration 86Q (2782.769686 sec): 3 clusters Score: Raw -11272767.331494 + Penalty 3735.893449 = -11269031.438045 nChanged 84 SP:Iteration 87Q (2782.933975 sec): 3 clusters Score: Raw -11272769.403588 + Penalty 3735.893449 = -11269033.510139 nChanged 82 SP:Iteration 88Q (2783.097781 sec): 3 clusters Score: Raw -11272771.252123 + Penalty 3735.893449 = -11269035.358674 nChanged 77 SP:Iteration 89Q (2783.261148 sec): 3 clusters Score: Raw -11272772.976354 + Penalty 3735.893449 = -11269037.082905 nChanged 80 SP:Iteration 90Q (2783.424556 sec): 3 clusters Score: Raw -11272774.691202 + Penalty 3735.893449 = -11269038.797753 nChanged 77 SP:Iteration 91Q (2783.588152 sec): 3 clusters Score: Raw -11272776.330083 + Penalty 3735.893449 = -11269040.436634 nChanged 58 SP:Iteration 92Q (2783.751725 sec): 3 clusters Score: Raw -11272777.568105 + Penalty 3735.893449 = -11269041.674656 nChanged 62 SP:Iteration 93Q (2783.915189 sec): 3 clusters Score: Raw -11272778.897578 + Penalty 3735.893449 = -11269043.004129 nChanged 54 SP:Iteration 94Q (2784.078987 sec): 3 clusters Score: Raw -11272780.026505 + Penalty 3735.893449 = -11269044.133056 nChanged 65 SP:Iteration 95Q (2784.242433 sec): 3 clusters Score: Raw -11272781.409870 + Penalty 3735.893449 = -11269045.516421 nChanged 62 SP:Iteration 96Q (2784.405891 sec): 3 clusters Score: Raw -11272782.706635 + Penalty 3735.893449 = -11269046.813186 nChanged 65 SP:Iteration 97Q (2784.569203 sec): 3 clusters Score: Raw -11272784.246129 + Penalty 3735.893449 = -11269048.352680 nChanged 64 SP:Iteration 98Q (2784.732546 sec): 3 clusters Score: Raw -11272785.856840 + Penalty 3735.893449 = -11269049.963391 nChanged 63 SP:Iteration 99Q (2784.894582 sec): 3 clusters Score: Raw -11272787.225330 + Penalty 3735.893449 = -11269051.331881 nChanged 68 SP:Iteration 100F (2785.057811 sec): 3 clusters Score: Raw -11272789.118135 + Penalty 3735.893449 = -11269053.224686 nChanged 72 SP:Iteration 101Q (2785.221105 sec): 3 clusters Score: Raw -11272791.109209 + Penalty 3735.893449 = -11269055.215760 nChanged 75 SP:Iteration 102Q (2785.384889 sec): 3 clusters Score: Raw -11272793.106696 + Penalty 3735.893449 = -11269057.213247 nChanged 77 SP:Iteration 103Q (2785.548159 sec): 3 clusters Score: Raw -11272794.659252 + Penalty 3735.893449 = -11269058.765802 nChanged 68 SP:Iteration 104Q (2785.712111 sec): 3 clusters Score: Raw -11272796.229425 + Penalty 3735.893449 = -11269060.335976 nChanged 66 SP:Iteration 105Q (2785.875456 sec): 3 clusters Score: Raw -11272797.479404 + Penalty 3735.893449 = -11269061.585955 nChanged 56 SP:Iteration 106Q (2786.039026 sec): 3 clusters Score: Raw -11272798.775755 + Penalty 3735.893449 = -11269062.882306 nChanged 60 SP:Iteration 107Q (2786.201881 sec): 3 clusters Score: Raw -11272800.234004 + Penalty 3735.893449 = -11269064.340555 nChanged 62 SP:Iteration 108Q (2786.365231 sec): 3 clusters Score: Raw -11272801.579196 + Penalty 3735.893449 = -11269065.685747 nChanged 51 SP:Iteration 109Q (2786.528446 sec): 3 clusters Score: Raw -11272802.564105 + Penalty 3735.893449 = -11269066.670656 nChanged 46 SP:Iteration 110Q (2786.691635 sec): 3 clusters Score: Raw -11272803.592225 + Penalty 3735.893449 = -11269067.698776 nChanged 53 SP:Iteration 111Q (2786.855311 sec): 3 clusters Score: Raw -11272804.665168 + Penalty 3735.893449 = -11269068.771719 nChanged 48 SP:Iteration 112Q (2787.018957 sec): 3 clusters Score: Raw -11272805.456560 + Penalty 3735.893449 = -11269069.563111 nChanged 41 SP:Iteration 113Q (2787.182052 sec): 3 clusters Score: Raw -11272806.132537 + Penalty 3735.893449 = -11269070.239088 nChanged 35 SP:Iteration 114Q (2787.345432 sec): 3 clusters Score: Raw -11272806.655082 + Penalty 3735.893449 = -11269070.761633 nChanged 31 SP:Iteration 115Q (2787.509021 sec): 3 clusters Score: Raw -11272807.124543 + Penalty 3735.893449 = -11269071.231094 nChanged 21 SP:Iteration 116Q (2787.672744 sec): 3 clusters Score: Raw -11272807.387037 + Penalty 3735.893449 = -11269071.493588 nChanged 21 SP:Iteration 117Q (2787.836396 sec): 3 clusters Score: Raw -11272807.750800 + Penalty 3735.893449 = -11269071.857351 nChanged 22 SP:Iteration 118Q (2788.036596 sec): 3 clusters Score: Raw -11272808.001377 + Penalty 3735.893449 = -11269072.107928 nChanged 17 SP:Iteration 119Q (2788.199443 sec): 3 clusters Score: Raw -11272808.210054 + Penalty 3735.893449 = -11269072.316605 nChanged 14 SP:Iteration 120F (2788.362851 sec): 3 clusters Score: Raw -11272808.363237 + Penalty 3735.893449 = -11269072.469788 nChanged 12 SP:Iteration 121Q (2788.525806 sec): 3 clusters Score: Raw -11272808.511755 + Penalty 3735.893449 = -11269072.618306 nChanged 12 SP:Iteration 122Q (2788.688643 sec): 3 clusters Score: Raw -11272808.732124 + Penalty 3735.893449 = -11269072.838675 nChanged 17 SP:Iteration 123Q (2788.851470 sec): 3 clusters Score: Raw -11272808.935893 + Penalty 3735.893449 = -11269073.042444 nChanged 14 SP:Iteration 124Q (2789.014261 sec): 3 clusters Score: Raw -11272809.081769 + Penalty 3735.893449 = -11269073.188320 nChanged 10 SP:Iteration 125Q (2789.176825 sec): 3 clusters Score: Raw -11272809.206625 + Penalty 3735.893449 = -11269073.313176 nChanged 13 SP:Iteration 126Q (2789.339634 sec): 3 clusters Score: Raw -11272809.380908 + Penalty 3735.893449 = -11269073.487459 nChanged 12 SP:Iteration 127Q (2789.502468 sec): 3 clusters Score: Raw -11272809.513889 + Penalty 3735.893449 = -11269073.620440 nChanged 12 SP:Iteration 128Q (2789.665296 sec): 3 clusters Score: Raw -11272809.626911 + Penalty 3735.893449 = -11269073.733462 nChanged 5 SP:Iteration 129Q (2789.828159 sec): 3 clusters Score: Raw -11272809.667029 + Penalty 3735.893449 = -11269073.773580 nChanged 3 SP:Iteration 130Q (2789.993041 sec): 3 clusters Score: Raw -11272809.690681 + Penalty 3735.893449 = -11269073.797232 nChanged 4 SP:Iteration 131Q (2790.156693 sec): 3 clusters Score: Raw -11272809.721792 + Penalty 3735.893449 = -11269073.828343 nChanged 4 SP:Iteration 132Q (2790.321274 sec): 3 clusters Score: Raw -11272809.764765 + Penalty 3735.893449 = -11269073.871316 nChanged 5 SP:Iteration 133Q (2790.484002 sec): 3 clusters Score: Raw -11272809.809813 + Penalty 3735.893449 = -11269073.916364 nChanged 5 SP:Iteration 134Q (2790.647409 sec): 3 clusters Score: Raw -11272809.884392 + Penalty 3735.893449 = -11269073.990943 nChanged 4 SP:Iteration 135Q (2790.810818 sec): 3 clusters Score: Raw -11272809.934252 + Penalty 3735.893449 = -11269074.040803 nChanged 9 SP:Iteration 136Q (2790.974587 sec): 3 clusters Score: Raw -11272810.078744 + Penalty 3735.893449 = -11269074.185295 nChanged 10 SP:Iteration 137Q (2791.137746 sec): 3 clusters Score: Raw -11272810.198632 + Penalty 3735.893449 = -11269074.305183 nChanged 11 SP:Iteration 138Q (2791.300580 sec): 3 clusters Score: Raw -11272810.316050 + Penalty 3735.893449 = -11269074.422601 nChanged 8 SP:Iteration 139Q (2791.463920 sec): 3 clusters Score: Raw -11272810.412347 + Penalty 3735.893449 = -11269074.518897 nChanged 7 SP:Iteration 140F (2791.627174 sec): 3 clusters Score: Raw -11272810.470019 + Penalty 3735.893449 = -11269074.576570 nChanged 4 SP:Iteration 141Q (2791.790681 sec): 3 clusters Score: Raw -11272810.510771 + Penalty 3735.893449 = -11269074.617322 nChanged 4 SP:Iteration 142Q (2791.954101 sec): 3 clusters Score: Raw -11272810.542216 + Penalty 3735.893449 = -11269074.648767 nChanged 4 SP:Iteration 143Q (2792.117116 sec): 3 clusters Score: Raw -11272810.592653 + Penalty 3735.893449 = -11269074.699204 nChanged 7 SP:Iteration 144Q (2792.280021 sec): 3 clusters Score: Raw -11272810.725235 + Penalty 3735.893449 = -11269074.831786 nChanged 6 SP:Iteration 145Q (2792.442934 sec): 3 clusters Score: Raw -11272810.779109 + Penalty 3735.893449 = -11269074.885659 nChanged 6 SP:Iteration 146Q (2792.605691 sec): 3 clusters Score: Raw -11272810.830968 + Penalty 3735.893449 = -11269074.937519 nChanged 5 SP:Iteration 147Q (2792.769307 sec): 3 clusters Score: Raw -11272810.867798 + Penalty 3735.893449 = -11269074.974349 nChanged 3 SP:Iteration 148Q (2792.932490 sec): 3 clusters Score: Raw -11272810.898341 + Penalty 3735.893449 = -11269075.004892 nChanged 2 SP:Iteration 149Q (2793.094756 sec): 3 clusters Score: Raw -11272810.910517 + Penalty 3735.893449 = -11269075.017068 nChanged 3 SP:Iteration 150Q (2793.257569 sec): 3 clusters Score: Raw -11272810.956098 + Penalty 3735.893449 = -11269075.062649 nChanged 4 SP:Iteration 151Q (2793.420605 sec): 3 clusters Score: Raw -11272811.002605 + Penalty 3735.893449 = -11269075.109156 nChanged 2 SP:Iteration 152Q (2793.583349 sec): 3 clusters Score: Raw -11272811.013544 + Penalty 3735.893449 = -11269075.120095 nChanged 2 SP:Iteration 153Q (2793.747005 sec): 3 clusters Score: Raw -11272811.034478 + Penalty 3735.893449 = -11269075.141029 nChanged 4 SP:Iteration 154Q (2793.910582 sec): 3 clusters Score: Raw -11272811.061432 + Penalty 3735.893449 = -11269075.167983 nChanged 1 SP:Iteration 155Q (2794.074196 sec): 3 clusters Score: Raw -11272811.069754 + Penalty 3735.893449 = -11269075.176305 nChanged 2 SP:Iteration 156Q (2794.237303 sec): 3 clusters Score: Raw -11272811.087455 + Penalty 3735.893449 = -11269075.194006 nChanged 4 SP:Iteration 157Q (2794.400271 sec): 3 clusters Score: Raw -11272811.133730 + Penalty 3735.893449 = -11269075.240281 nChanged 6 SP:Iteration 158Q (2794.563630 sec): 3 clusters Score: Raw -11272811.211221 + Penalty 3735.893449 = -11269075.317772 nChanged 6 SP:Iteration 159Q (2794.727071 sec): 3 clusters Score: Raw -11272811.259815 + Penalty 3735.893449 = -11269075.366366 nChanged 4 SP:Iteration 160F (2794.890635 sec): 3 clusters Score: Raw -11272811.304311 + Penalty 3735.893449 = -11269075.410862 nChanged 4 SP:Iteration 161Q (2795.054275 sec): 3 clusters Score: Raw -11272811.341212 + Penalty 3735.893449 = -11269075.447763 nChanged 3 SP:Iteration 162Q (2795.217680 sec): 3 clusters Score: Raw -11272811.361006 + Penalty 3735.893449 = -11269075.467557 nChanged 2 SP:Iteration 163Q (2795.417364 sec): 3 clusters Score: Raw -11272811.372214 + Penalty 3735.893449 = -11269075.478765 nChanged 2 SP:Iteration 164Q (2795.618687 sec): 3 clusters Score: Raw -11272811.395007 + Penalty 3735.893449 = -11269075.501558 nChanged 3 SP:Iteration 165Q (2795.782790 sec): 3 clusters Score: Raw -11272811.429843 + Penalty 3735.893449 = -11269075.536394 nChanged 3 SP:Iteration 166Q (2795.946355 sec): 3 clusters Score: Raw -11272811.458777 + Penalty 3735.893449 = -11269075.565328 nChanged 5 SP:Iteration 167Q (2796.109622 sec): 3 clusters Score: Raw -11272811.514120 + Penalty 3735.893449 = -11269075.620671 nChanged 6 SP:Iteration 168Q (2796.273199 sec): 3 clusters Score: Raw -11272811.607426 + Penalty 3735.893449 = -11269075.713976 nChanged 11 SP:Iteration 169Q (2796.436130 sec): 3 clusters Score: Raw -11272811.739440 + Penalty 3735.893449 = -11269075.845991 nChanged 9 SP:Iteration 170Q (2796.599121 sec): 3 clusters Score: Raw -11272811.827487 + Penalty 3735.893449 = -11269075.934038 nChanged 7 SP:Iteration 171Q (2796.762429 sec): 3 clusters Score: Raw -11272811.914273 + Penalty 3735.893449 = -11269076.020824 nChanged 7 SP:Iteration 172Q (2796.925174 sec): 3 clusters Score: Raw -11272811.994880 + Penalty 3735.893449 = -11269076.101431 nChanged 6 SP:Iteration 173Q (2797.088198 sec): 3 clusters Score: Raw -11272812.045763 + Penalty 3735.893449 = -11269076.152314 nChanged 4 SP:Iteration 174Q (2797.251692 sec): 3 clusters Score: Raw -11272812.064866 + Penalty 3735.893449 = -11269076.171417 nChanged 2 SP:Iteration 175Q (2797.414905 sec): 3 clusters Score: Raw -11272812.084025 + Penalty 3735.893449 = -11269076.190576 nChanged 2 SP:Iteration 176Q (2797.578147 sec): 3 clusters Score: Raw -11272812.091235 + Penalty 3735.893449 = -11269076.197786 nChanged 2 SP:Iteration 177Q (2797.741663 sec): 3 clusters Score: Raw -11272812.110416 + Penalty 3735.893449 = -11269076.216966 nChanged 2 SP:Iteration 178Q (2797.905364 sec): 3 clusters Score: Raw -11272812.128236 + Penalty 3735.893449 = -11269076.234787 nChanged 2 SP:Iteration 179Q (2798.068895 sec): 3 clusters Score: Raw -11272812.140289 + Penalty 3735.893449 = -11269076.246840 nChanged 1 SP:Iteration 180F (2798.240103 sec): 3 clusters Score: Raw -11272812.144998 + Penalty 3735.893449 = -11269076.251549 nChanged 1 SP:Iteration 181Q (2798.403106 sec): 3 clusters Score: Raw -11272812.159922 + Penalty 3735.893449 = -11269076.266473 nChanged 2 SP:Iteration 182Q (2798.566126 sec): 3 clusters Score: Raw -11272812.171559 + Penalty 3735.893449 = -11269076.278110 nChanged 1 SP:Iteration 183Q (2798.728950 sec): 3 clusters Score: Raw -11272812.176812 + Penalty 3735.893449 = -11269076.283363 nChanged 0 SP:Iteration 184F (2798.891689 sec): 3 clusters Score: Raw -11272812.176812 + Penalty 3735.893449 = -11269076.283363 nChanged 0 Trying to split cluster 14 (25070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2798.925457 sec): 2 clusters Score: Raw -2854656.124513 + Penalty 1646.031919 = -2853010.092594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2798.976953 sec): 3 clusters Score: Raw -2839434.692812 + Penalty 3292.063837 = -2836142.628975 nChanged 11349 SP:Iteration 1F (2799.025408 sec): 3 clusters Score: Raw -2845887.725074 + Penalty 3292.063837 = -2842595.661237 nChanged 1454 SP:Iteration 2F (2799.073846 sec): 3 clusters Score: Raw -2846639.989831 + Penalty 3292.063837 = -2843347.925994 nChanged 1500 SP:Iteration 3F (2799.122261 sec): 3 clusters Score: Raw -2847480.758048 + Penalty 3292.063837 = -2844188.694210 nChanged 1574 SP:Iteration 4F (2799.170689 sec): 3 clusters Score: Raw -2848457.742172 + Penalty 3292.063837 = -2845165.678335 nChanged 1563 SP:Iteration 5F (2799.219327 sec): 3 clusters Score: Raw -2849575.027922 + Penalty 3292.063837 = -2846282.964085 nChanged 1603 SP:Iteration 6F (2799.267746 sec): 3 clusters Score: Raw -2850842.202854 + Penalty 3292.063837 = -2847550.139017 nChanged 1466 SP:Iteration 7F (2799.316212 sec): 3 clusters Score: Raw -2851934.632933 + Penalty 3292.063837 = -2848642.569096 nChanged 1169 SP:Iteration 8Q (2799.365080 sec): 3 clusters Score: Raw -2852563.664362 + Penalty 3292.063837 = -2849271.600525 nChanged 835 SP:Iteration 9Q (2799.413276 sec): 3 clusters Score: Raw -2852925.195713 + Penalty 3292.063837 = -2849633.131876 nChanged 580 SP:Iteration 10Q (2799.460853 sec): 3 clusters Score: Raw -2853158.131030 + Penalty 3292.063837 = -2849866.067193 nChanged 466 SP:Iteration 11Q (2799.508456 sec): 3 clusters Score: Raw -2853330.590603 + Penalty 3292.063837 = -2850038.526766 nChanged 400 SP:Iteration 12Q (2799.555576 sec): 3 clusters Score: Raw -2853490.394630 + Penalty 3292.063837 = -2850198.330792 nChanged 378 SP:Iteration 13Q (2799.602665 sec): 3 clusters Score: Raw -2853625.425568 + Penalty 3292.063837 = -2850333.361731 nChanged 358 SP:Iteration 14Q (2799.649590 sec): 3 clusters Score: Raw -2853753.510639 + Penalty 3292.063837 = -2850461.446802 nChanged 343 SP:Iteration 15Q (2799.696347 sec): 3 clusters Score: Raw -2853867.666558 + Penalty 3292.063837 = -2850575.602721 nChanged 300 SP:Iteration 16Q (2799.743086 sec): 3 clusters Score: Raw -2853952.885129 + Penalty 3292.063837 = -2850660.821292 nChanged 265 SP:Iteration 17Q (2799.814010 sec): 3 clusters Score: Raw -2854020.887232 + Penalty 3292.063837 = -2850728.823395 nChanged 249 SP:Iteration 18Q (2799.859611 sec): 3 clusters Score: Raw -2854082.054054 + Penalty 3292.063837 = -2850789.990217 nChanged 243 SP:Iteration 19Q (2799.906005 sec): 3 clusters Score: Raw -2854144.310485 + Penalty 3292.063837 = -2850852.246648 nChanged 215 SP:Iteration 20F (2799.954342 sec): 3 clusters Score: Raw -2854199.724566 + Penalty 3292.063837 = -2850907.660729 nChanged 215 SP:Iteration 21Q (2800.000794 sec): 3 clusters Score: Raw -2854254.542454 + Penalty 3292.063837 = -2850962.478617 nChanged 210 SP:Iteration 22Q (2800.047132 sec): 3 clusters Score: Raw -2854302.894883 + Penalty 3292.063837 = -2851010.831046 nChanged 196 SP:Iteration 23Q (2800.093925 sec): 3 clusters Score: Raw -2854342.491964 + Penalty 3292.063837 = -2851050.428127 nChanged 172 SP:Iteration 24Q (2800.140259 sec): 3 clusters Score: Raw -2854375.599408 + Penalty 3292.063837 = -2851083.535571 nChanged 174 SP:Iteration 25Q (2800.186465 sec): 3 clusters Score: Raw -2854410.155510 + Penalty 3292.063837 = -2851118.091673 nChanged 166 SP:Iteration 26Q (2800.232933 sec): 3 clusters Score: Raw -2854443.860365 + Penalty 3292.063837 = -2851151.796528 nChanged 161 SP:Iteration 27Q (2800.278816 sec): 3 clusters Score: Raw -2854472.994625 + Penalty 3292.063837 = -2851180.930788 nChanged 151 SP:Iteration 28Q (2800.324636 sec): 3 clusters Score: Raw -2854495.087358 + Penalty 3292.063837 = -2851203.023520 nChanged 123 SP:Iteration 29Q (2800.370616 sec): 3 clusters Score: Raw -2854511.837529 + Penalty 3292.063837 = -2851219.773691 nChanged 117 SP:Iteration 30Q (2800.416575 sec): 3 clusters Score: Raw -2854527.755673 + Penalty 3292.063837 = -2851235.691836 nChanged 120 SP:Iteration 31Q (2800.462030 sec): 3 clusters Score: Raw -2854542.913821 + Penalty 3292.063837 = -2851250.849984 nChanged 103 SP:Iteration 32Q (2800.507362 sec): 3 clusters Score: Raw -2854555.857940 + Penalty 3292.063837 = -2851263.794103 nChanged 99 SP:Iteration 33Q (2800.552829 sec): 3 clusters Score: Raw -2854568.438320 + Penalty 3292.063837 = -2851276.374483 nChanged 92 SP:Iteration 34Q (2800.598285 sec): 3 clusters Score: Raw -2854578.937592 + Penalty 3292.063837 = -2851286.873755 nChanged 68 SP:Iteration 35Q (2800.643611 sec): 3 clusters Score: Raw -2854585.609240 + Penalty 3292.063837 = -2851293.545402 nChanged 69 SP:Iteration 36Q (2800.689139 sec): 3 clusters Score: Raw -2854593.499556 + Penalty 3292.063837 = -2851301.435719 nChanged 82 SP:Iteration 37Q (2800.734410 sec): 3 clusters Score: Raw -2854604.130125 + Penalty 3292.063837 = -2851312.066288 nChanged 95 SP:Iteration 38Q (2800.779545 sec): 3 clusters Score: Raw -2854615.790090 + Penalty 3292.063837 = -2851323.726253 nChanged 78 SP:Iteration 39Q (2800.824568 sec): 3 clusters Score: Raw -2854623.795635 + Penalty 3292.063837 = -2851331.731798 nChanged 62 SP:Iteration 40F (2800.873105 sec): 3 clusters Score: Raw -2854628.701763 + Penalty 3292.063837 = -2851336.637926 nChanged 63 SP:Iteration 41Q (2800.919266 sec): 3 clusters Score: Raw -2854635.028639 + Penalty 3292.063837 = -2851342.964802 nChanged 57 SP:Iteration 42Q (2800.965401 sec): 3 clusters Score: Raw -2854641.454293 + Penalty 3292.063837 = -2851349.390456 nChanged 68 SP:Iteration 43Q (2801.010955 sec): 3 clusters Score: Raw -2854648.417918 + Penalty 3292.063837 = -2851356.354081 nChanged 57 SP:Iteration 44Q (2801.056936 sec): 3 clusters Score: Raw -2854653.181185 + Penalty 3292.063837 = -2851361.117348 nChanged 49 SP:Iteration 45Q (2801.102817 sec): 3 clusters Score: Raw -2854656.857444 + Penalty 3292.063837 = -2851364.793606 nChanged 33 SP:Iteration 46Q (2801.148490 sec): 3 clusters Score: Raw -2854659.887352 + Penalty 3292.063837 = -2851367.823515 nChanged 38 SP:Iteration 47Q (2801.193919 sec): 3 clusters Score: Raw -2854662.684506 + Penalty 3292.063837 = -2851370.620669 nChanged 32 SP:Iteration 48Q (2801.239672 sec): 3 clusters Score: Raw -2854664.614276 + Penalty 3292.063837 = -2851372.550439 nChanged 26 SP:Iteration 49Q (2801.285425 sec): 3 clusters Score: Raw -2854666.663464 + Penalty 3292.063837 = -2851374.599627 nChanged 27 SP:Iteration 50Q (2801.331195 sec): 3 clusters Score: Raw -2854668.952760 + Penalty 3292.063837 = -2851376.888923 nChanged 34 SP:Iteration 51Q (2801.376679 sec): 3 clusters Score: Raw -2854671.263282 + Penalty 3292.063837 = -2851379.199445 nChanged 28 SP:Iteration 52Q (2801.422744 sec): 3 clusters Score: Raw -2854673.423723 + Penalty 3292.063837 = -2851381.359886 nChanged 20 SP:Iteration 53Q (2801.468332 sec): 3 clusters Score: Raw -2854674.464866 + Penalty 3292.063837 = -2851382.401028 nChanged 13 SP:Iteration 54Q (2801.514208 sec): 3 clusters Score: Raw -2854674.988797 + Penalty 3292.063837 = -2851382.924960 nChanged 12 SP:Iteration 55Q (2801.559748 sec): 3 clusters Score: Raw -2854675.693194 + Penalty 3292.063837 = -2851383.629357 nChanged 11 SP:Iteration 56Q (2801.605443 sec): 3 clusters Score: Raw -2854675.974090 + Penalty 3292.063837 = -2851383.910253 nChanged 5 SP:Iteration 57Q (2801.650760 sec): 3 clusters Score: Raw -2854676.165664 + Penalty 3292.063837 = -2851384.101827 nChanged 3 SP:Iteration 58Q (2801.696389 sec): 3 clusters Score: Raw -2854676.258545 + Penalty 3292.063837 = -2851384.194708 nChanged 3 SP:Iteration 59Q (2801.742217 sec): 3 clusters Score: Raw -2854676.363469 + Penalty 3292.063837 = -2851384.299632 nChanged 2 SP:Iteration 60F (2801.790736 sec): 3 clusters Score: Raw -2854676.448062 + Penalty 3292.063837 = -2851384.384225 nChanged 2 SP:Iteration 61Q (2801.836533 sec): 3 clusters Score: Raw -2854676.473641 + Penalty 3292.063837 = -2851384.409804 nChanged 3 SP:Iteration 62Q (2801.882224 sec): 3 clusters Score: Raw -2854676.550547 + Penalty 3292.063837 = -2851384.486710 nChanged 3 SP:Iteration 63Q (2801.927931 sec): 3 clusters Score: Raw -2854676.711174 + Penalty 3292.063837 = -2851384.647337 nChanged 2 SP:Iteration 64Q (2801.973434 sec): 3 clusters Score: Raw -2854676.766687 + Penalty 3292.063837 = -2851384.702850 nChanged 2 SP:Iteration 65Q (2802.019389 sec): 3 clusters Score: Raw -2854676.852380 + Penalty 3292.063837 = -2851384.788543 nChanged 1 SP:Iteration 66Q (2802.064857 sec): 3 clusters Score: Raw -2854676.892646 + Penalty 3292.063837 = -2851384.828808 nChanged 1 SP:Iteration 67Q (2802.110771 sec): 3 clusters Score: Raw -2854676.935859 + Penalty 3292.063837 = -2851384.872022 nChanged 0 SP:Iteration 68F (2802.159424 sec): 3 clusters Score: Raw -2854676.935859 + Penalty 3292.063837 = -2851384.872022 nChanged 0 Trying to split cluster 15 (6582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2802.177565 sec): 2 clusters Score: Raw -738791.518046 + Penalty 1428.715264 = -737362.802782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2802.200845 sec): 3 clusters Score: Raw -735197.362834 + Penalty 2857.430527 = -732339.932307 nChanged 2813 SP:Iteration 1F (2802.223500 sec): 3 clusters Score: Raw -736702.360409 + Penalty 2857.430527 = -733844.929882 nChanged 449 SP:Iteration 2F (2802.246324 sec): 3 clusters Score: Raw -736908.209686 + Penalty 2857.430527 = -734050.779159 nChanged 352 SP:Iteration 3F (2802.269039 sec): 3 clusters Score: Raw -737069.099580 + Penalty 2857.430527 = -734211.669053 nChanged 301 SP:Iteration 4Q (2802.291854 sec): 3 clusters Score: Raw -737207.846412 + Penalty 2857.430527 = -734350.415885 nChanged 272 SP:Iteration 5Q (2802.314772 sec): 3 clusters Score: Raw -737361.302876 + Penalty 2857.430527 = -734503.872349 nChanged 285 SP:Iteration 6Q (2802.337462 sec): 3 clusters Score: Raw -737522.398451 + Penalty 2857.430527 = -734664.967924 nChanged 288 SP:Iteration 7Q (2802.360129 sec): 3 clusters Score: Raw -737691.945214 + Penalty 2857.430527 = -734834.514687 nChanged 282 SP:Iteration 8Q (2802.382853 sec): 3 clusters Score: Raw -737868.621563 + Penalty 2857.430527 = -735011.191036 nChanged 255 SP:Iteration 9Q (2802.405515 sec): 3 clusters Score: Raw -738025.731037 + Penalty 2857.430527 = -735168.300510 nChanged 230 SP:Iteration 10Q (2802.428281 sec): 3 clusters Score: Raw -738159.921626 + Penalty 2857.430527 = -735302.491099 nChanged 203 SP:Iteration 11Q (2802.451200 sec): 3 clusters Score: Raw -738304.151394 + Penalty 2857.430527 = -735446.720867 nChanged 200 SP:Iteration 12Q (2802.473872 sec): 3 clusters Score: Raw -738459.846393 + Penalty 2857.430527 = -735602.415866 nChanged 182 SP:Iteration 13Q (2802.496371 sec): 3 clusters Score: Raw -738611.323070 + Penalty 2857.430527 = -735753.892543 nChanged 159 SP:Iteration 14Q (2802.518676 sec): 3 clusters Score: Raw -738744.615414 + Penalty 2857.430527 = -735887.184887 nChanged 116 SP:Iteration 15Q (2802.540717 sec): 3 clusters Score: Raw -738829.196811 + Penalty 2857.430527 = -735971.766284 nChanged 83 SP:Iteration 16Q (2802.562561 sec): 3 clusters Score: Raw -738900.663654 + Penalty 2857.430527 = -736043.233127 nChanged 81 SP:Iteration 17Q (2802.584156 sec): 3 clusters Score: Raw -738949.820077 + Penalty 2857.430527 = -736092.389550 nChanged 55 SP:Iteration 18Q (2802.605802 sec): 3 clusters Score: Raw -738987.824818 + Penalty 2857.430527 = -736130.394291 nChanged 52 SP:Iteration 19Q (2802.627530 sec): 3 clusters Score: Raw -739019.556226 + Penalty 2857.430527 = -736162.125699 nChanged 46 SP:Iteration 20F (2802.650405 sec): 3 clusters Score: Raw -739045.935319 + Penalty 2857.430527 = -736188.504792 nChanged 36 SP:Iteration 21Q (2802.671771 sec): 3 clusters Score: Raw -739063.286870 + Penalty 2857.430527 = -736205.856343 nChanged 34 SP:Iteration 22Q (2802.693291 sec): 3 clusters Score: Raw -739078.230875 + Penalty 2857.430527 = -736220.800348 nChanged 19 SP:Iteration 23Q (2802.714682 sec): 3 clusters Score: Raw -739086.532364 + Penalty 2857.430527 = -736229.101837 nChanged 20 SP:Iteration 24Q (2802.735814 sec): 3 clusters Score: Raw -739093.282976 + Penalty 2857.430527 = -736235.852449 nChanged 14 SP:Iteration 25Q (2802.757226 sec): 3 clusters Score: Raw -739097.308651 + Penalty 2857.430527 = -736239.878124 nChanged 3 SP:Iteration 26Q (2802.778623 sec): 3 clusters Score: Raw -739098.230884 + Penalty 2857.430527 = -736240.800357 nChanged 2 SP:Iteration 27Q (2802.799788 sec): 3 clusters Score: Raw -739098.638733 + Penalty 2857.430527 = -736241.208206 nChanged 3 SP:Iteration 28Q (2802.821029 sec): 3 clusters Score: Raw -739099.134460 + Penalty 2857.430527 = -736241.703933 nChanged 2 SP:Iteration 29Q (2802.842312 sec): 3 clusters Score: Raw -739099.961531 + Penalty 2857.430527 = -736242.531004 nChanged 4 SP:Iteration 30Q (2802.863666 sec): 3 clusters Score: Raw -739102.176539 + Penalty 2857.430527 = -736244.746012 nChanged 4 SP:Iteration 31Q (2802.884776 sec): 3 clusters Score: Raw -739103.550318 + Penalty 2857.430527 = -736246.119791 nChanged 2 SP:Iteration 32Q (2802.906070 sec): 3 clusters Score: Raw -739104.039829 + Penalty 2857.430527 = -736246.609302 nChanged 2 SP:Iteration 33Q (2802.927363 sec): 3 clusters Score: Raw -739104.351830 + Penalty 2857.430527 = -736246.921303 nChanged 0 SP:Iteration 34F (2802.949827 sec): 3 clusters Score: Raw -739104.351830 + Penalty 2857.430527 = -736246.921303 nChanged 0 Trying to split cluster 16 (14137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2802.978382 sec): 2 clusters Score: Raw -1512723.047805 + Penalty 1552.939497 = -1511170.108308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2803.014031 sec): 3 clusters Score: Raw -1504370.493108 + Penalty 3105.878995 = -1501264.614113 nChanged 6272 SP:Iteration 1F (2803.048440 sec): 3 clusters Score: Raw -1507747.319144 + Penalty 3105.878995 = -1504641.440149 nChanged 746 SP:Iteration 2F (2803.082573 sec): 3 clusters Score: Raw -1508008.400939 + Penalty 3105.878995 = -1504902.521944 nChanged 628 SP:Iteration 3Q (2803.117223 sec): 3 clusters Score: Raw -1508217.820371 + Penalty 3105.878995 = -1505111.941376 nChanged 569 SP:Iteration 4Q (2803.151840 sec): 3 clusters Score: Raw -1508390.874262 + Penalty 3105.878995 = -1505284.995267 nChanged 481 SP:Iteration 5Q (2803.186491 sec): 3 clusters Score: Raw -1508545.197722 + Penalty 3105.878995 = -1505439.318727 nChanged 518 SP:Iteration 6Q (2803.220799 sec): 3 clusters Score: Raw -1508741.807171 + Penalty 3105.878995 = -1505635.928177 nChanged 584 SP:Iteration 7Q (2803.255467 sec): 3 clusters Score: Raw -1509003.667869 + Penalty 3105.878995 = -1505897.788875 nChanged 695 SP:Iteration 8Q (2803.289833 sec): 3 clusters Score: Raw -1509395.502168 + Penalty 3105.878995 = -1506289.623174 nChanged 803 SP:Iteration 9F (2803.323906 sec): 3 clusters Score: Raw -1509951.730786 + Penalty 3105.878995 = -1506845.851791 nChanged 893 SP:Iteration 10F (2803.358043 sec): 3 clusters Score: Raw -1510650.884386 + Penalty 3105.878995 = -1507545.005391 nChanged 907 SP:Iteration 11F (2803.392216 sec): 3 clusters Score: Raw -1511413.650115 + Penalty 3105.878995 = -1508307.771120 nChanged 760 SP:Iteration 12F (2803.426528 sec): 3 clusters Score: Raw -1512097.894142 + Penalty 3105.878995 = -1508992.015147 nChanged 586 SP:Iteration 13Q (2803.460990 sec): 3 clusters Score: Raw -1512604.353520 + Penalty 3105.878995 = -1509498.474526 nChanged 429 SP:Iteration 14Q (2803.495245 sec): 3 clusters Score: Raw -1512940.644812 + Penalty 3105.878995 = -1509834.765817 nChanged 265 SP:Iteration 15Q (2803.528876 sec): 3 clusters Score: Raw -1513132.288096 + Penalty 3105.878995 = -1510026.409101 nChanged 193 SP:Iteration 16Q (2803.561827 sec): 3 clusters Score: Raw -1513280.960870 + Penalty 3105.878995 = -1510175.081875 nChanged 117 SP:Iteration 17Q (2803.594090 sec): 3 clusters Score: Raw -1513383.306244 + Penalty 3105.878995 = -1510277.427249 nChanged 92 SP:Iteration 18Q (2803.625551 sec): 3 clusters Score: Raw -1513474.414981 + Penalty 3105.878995 = -1510368.535986 nChanged 75 SP:Iteration 19Q (2803.656381 sec): 3 clusters Score: Raw -1513544.530014 + Penalty 3105.878995 = -1510438.651019 nChanged 67 SP:Iteration 20F (2803.690576 sec): 3 clusters Score: Raw -1513599.110553 + Penalty 3105.878995 = -1510493.231558 nChanged 53 SP:Iteration 21Q (2803.720602 sec): 3 clusters Score: Raw -1513627.198547 + Penalty 3105.878995 = -1510521.319552 nChanged 43 SP:Iteration 22Q (2803.750417 sec): 3 clusters Score: Raw -1513654.976396 + Penalty 3105.878995 = -1510549.097401 nChanged 37 SP:Iteration 23Q (2803.780181 sec): 3 clusters Score: Raw -1513670.762206 + Penalty 3105.878995 = -1510564.883211 nChanged 26 SP:Iteration 24Q (2803.809724 sec): 3 clusters Score: Raw -1513679.834981 + Penalty 3105.878995 = -1510573.955986 nChanged 16 SP:Iteration 25Q (2803.839339 sec): 3 clusters Score: Raw -1513684.116969 + Penalty 3105.878995 = -1510578.237974 nChanged 11 SP:Iteration 26Q (2803.869046 sec): 3 clusters Score: Raw -1513689.941174 + Penalty 3105.878995 = -1510584.062180 nChanged 8 SP:Iteration 27Q (2803.898577 sec): 3 clusters Score: Raw -1513694.052036 + Penalty 3105.878995 = -1510588.173041 nChanged 9 SP:Iteration 28Q (2803.927997 sec): 3 clusters Score: Raw -1513697.247371 + Penalty 3105.878995 = -1510591.368377 nChanged 13 SP:Iteration 29Q (2803.957459 sec): 3 clusters Score: Raw -1513700.816588 + Penalty 3105.878995 = -1510594.937594 nChanged 5 SP:Iteration 30Q (2803.987083 sec): 3 clusters Score: Raw -1513702.774327 + Penalty 3105.878995 = -1510596.895332 nChanged 3 SP:Iteration 31Q (2804.016699 sec): 3 clusters Score: Raw -1513703.684593 + Penalty 3105.878995 = -1510597.805599 nChanged 2 SP:Iteration 32Q (2804.046387 sec): 3 clusters Score: Raw -1513704.621314 + Penalty 3105.878995 = -1510598.742319 nChanged 1 SP:Iteration 33Q (2804.075814 sec): 3 clusters Score: Raw -1513704.957774 + Penalty 3105.878995 = -1510599.078779 nChanged 3 SP:Iteration 34Q (2804.105394 sec): 3 clusters Score: Raw -1513706.377698 + Penalty 3105.878995 = -1510600.498703 nChanged 5 SP:Iteration 35Q (2804.134818 sec): 3 clusters Score: Raw -1513707.076249 + Penalty 3105.878995 = -1510601.197255 nChanged 3 SP:Iteration 36Q (2804.164300 sec): 3 clusters Score: Raw -1513707.971323 + Penalty 3105.878995 = -1510602.092328 nChanged 2 SP:Iteration 37Q (2804.193666 sec): 3 clusters Score: Raw -1513708.511407 + Penalty 3105.878995 = -1510602.632412 nChanged 1 SP:Iteration 38Q (2804.223087 sec): 3 clusters Score: Raw -1513708.621457 + Penalty 3105.878995 = -1510602.742462 nChanged 1 SP:Iteration 39Q (2804.252750 sec): 3 clusters Score: Raw -1513708.720191 + Penalty 3105.878995 = -1510602.841196 nChanged 1 SP:Iteration 40F (2804.286941 sec): 3 clusters Score: Raw -1513708.857518 + Penalty 3105.878995 = -1510602.978523 nChanged 0 Trying to split cluster 17 (190821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2804.513164 sec): 2 clusters Score: Raw -21815579.793036 + Penalty 1975.852303 = -21813603.940734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2804.805836 sec): 3 clusters Score: Raw -21689743.061176 + Penalty 3951.704606 = -21685791.356570 nChanged 92374 SP:Iteration 1F (2805.094261 sec): 3 clusters Score: Raw -21745247.378873 + Penalty 3951.704606 = -21741295.674267 nChanged 7349 SP:Iteration 2Q (2805.405349 sec): 3 clusters Score: Raw -21747768.472705 + Penalty 3951.704606 = -21743816.768099 nChanged 8566 SP:Iteration 3Q (2805.716021 sec): 3 clusters Score: Raw -21751230.625765 + Penalty 3951.704606 = -21747278.921159 nChanged 9827 SP:Iteration 4F (2806.004797 sec): 3 clusters Score: Raw -21755611.691963 + Penalty 3951.704606 = -21751659.987358 nChanged 10486 SP:Iteration 5F (2806.294890 sec): 3 clusters Score: Raw -21760301.706701 + Penalty 3951.704606 = -21756350.002095 nChanged 10260 SP:Iteration 6F (2806.584061 sec): 3 clusters Score: Raw -21764747.339526 + Penalty 3951.704606 = -21760795.634920 nChanged 9560 SP:Iteration 7F (2806.872231 sec): 3 clusters Score: Raw -21768481.934801 + Penalty 3951.704606 = -21764530.230195 nChanged 8289 SP:Iteration 8Q (2807.181001 sec): 3 clusters Score: Raw -21771229.480144 + Penalty 3951.704606 = -21767277.775538 nChanged 6810 SP:Iteration 9Q (2807.489317 sec): 3 clusters Score: Raw -21773187.686290 + Penalty 3951.704606 = -21769235.981684 nChanged 5708 SP:Iteration 10Q (2807.797494 sec): 3 clusters Score: Raw -21774679.363108 + Penalty 3951.704606 = -21770727.658502 nChanged 4959 SP:Iteration 11Q (2808.105430 sec): 3 clusters Score: Raw -21776019.732514 + Penalty 3951.704606 = -21772068.027908 nChanged 4867 SP:Iteration 12Q (2808.407535 sec): 3 clusters Score: Raw -21777562.584285 + Penalty 3951.704606 = -21773610.879679 nChanged 5216 SP:Iteration 13Q (2808.717497 sec): 3 clusters Score: Raw -21779654.011474 + Penalty 3951.704606 = -21775702.306868 nChanged 5873 SP:Iteration 14Q (2809.025302 sec): 3 clusters Score: Raw -21782573.632657 + Penalty 3951.704606 = -21778621.928051 nChanged 6546 SP:Iteration 15Q (2809.331511 sec): 3 clusters Score: Raw -21786123.255855 + Penalty 3951.704606 = -21782171.551250 nChanged 6638 SP:Iteration 16Q (2809.637932 sec): 3 clusters Score: Raw -21789514.376130 + Penalty 3951.704606 = -21785562.671525 nChanged 6037 SP:Iteration 17Q (2809.941731 sec): 3 clusters Score: Raw -21791946.507762 + Penalty 3951.704606 = -21787994.803156 nChanged 4751 SP:Iteration 18Q (2810.243051 sec): 3 clusters Score: Raw -21793318.226086 + Penalty 3951.704606 = -21789366.521481 nChanged 3362 SP:Iteration 19Q (2810.542852 sec): 3 clusters Score: Raw -21793995.599808 + Penalty 3951.704606 = -21790043.895202 nChanged 2377 SP:Iteration 20F (2810.831449 sec): 3 clusters Score: Raw -21794410.073653 + Penalty 3951.704606 = -21790458.369047 nChanged 1891 SP:Iteration 21Q (2811.127372 sec): 3 clusters Score: Raw -21794709.000187 + Penalty 3951.704606 = -21790757.295581 nChanged 1624 SP:Iteration 22Q (2811.424558 sec): 3 clusters Score: Raw -21794952.726475 + Penalty 3951.704606 = -21791001.021869 nChanged 1508 SP:Iteration 23Q (2811.721722 sec): 3 clusters Score: Raw -21795169.592717 + Penalty 3951.704606 = -21791217.888111 nChanged 1454 SP:Iteration 24Q (2812.019384 sec): 3 clusters Score: Raw -21795363.157231 + Penalty 3951.704606 = -21791411.452625 nChanged 1295 SP:Iteration 25Q (2812.316385 sec): 3 clusters Score: Raw -21795535.541429 + Penalty 3951.704606 = -21791583.836823 nChanged 1241 SP:Iteration 26Q (2812.636401 sec): 3 clusters Score: Raw -21795693.182836 + Penalty 3951.704606 = -21791741.478230 nChanged 1233 SP:Iteration 27Q (2812.932635 sec): 3 clusters Score: Raw -21795850.411100 + Penalty 3951.704606 = -21791898.706494 nChanged 1193 SP:Iteration 28Q (2813.227347 sec): 3 clusters Score: Raw -21796005.780067 + Penalty 3951.704606 = -21792054.075461 nChanged 1247 SP:Iteration 29Q (2813.521456 sec): 3 clusters Score: Raw -21796173.785836 + Penalty 3951.704606 = -21792222.081230 nChanged 1313 SP:Iteration 30Q (2813.816253 sec): 3 clusters Score: Raw -21796347.789828 + Penalty 3951.704606 = -21792396.085222 nChanged 1366 SP:Iteration 31Q (2814.110170 sec): 3 clusters Score: Raw -21796531.361720 + Penalty 3951.704606 = -21792579.657114 nChanged 1427 SP:Iteration 32Q (2814.413169 sec): 3 clusters Score: Raw -21796728.813871 + Penalty 3951.704606 = -21792777.109265 nChanged 1474 SP:Iteration 33Q (2814.706111 sec): 3 clusters Score: Raw -21796933.495701 + Penalty 3951.704606 = -21792981.791095 nChanged 1517 SP:Iteration 34Q (2814.997931 sec): 3 clusters Score: Raw -21797145.774327 + Penalty 3951.704606 = -21793194.069722 nChanged 1554 SP:Iteration 35Q (2815.288688 sec): 3 clusters Score: Raw -21797368.196838 + Penalty 3951.704606 = -21793416.492233 nChanged 1598 SP:Iteration 36Q (2815.578363 sec): 3 clusters Score: Raw -21797605.808526 + Penalty 3951.704606 = -21793654.103920 nChanged 1731 SP:Iteration 37Q (2815.867450 sec): 3 clusters Score: Raw -21797875.519900 + Penalty 3951.704606 = -21793923.815294 nChanged 1806 SP:Iteration 38Q (2816.154539 sec): 3 clusters Score: Raw -21798168.749532 + Penalty 3951.704606 = -21794217.044926 nChanged 1841 SP:Iteration 39Q (2816.453955 sec): 3 clusters Score: Raw -21798472.672490 + Penalty 3951.704606 = -21794520.967884 nChanged 1948 SP:Iteration 40F (2816.779496 sec): 3 clusters Score: Raw -21798821.941572 + Penalty 3951.704606 = -21794870.236966 nChanged 2131 SP:Iteration 41Q (2817.104813 sec): 3 clusters Score: Raw -21799238.018186 + Penalty 3951.704606 = -21795286.313580 nChanged 2258 SP:Iteration 42Q (2817.390652 sec): 3 clusters Score: Raw -21799706.290118 + Penalty 3951.704606 = -21795754.585512 nChanged 2325 SP:Iteration 43Q (2817.686444 sec): 3 clusters Score: Raw -21800200.114638 + Penalty 3951.704606 = -21796248.410032 nChanged 2410 SP:Iteration 44Q (2817.969964 sec): 3 clusters Score: Raw -21800735.581590 + Penalty 3951.704606 = -21796783.876984 nChanged 2430 SP:Iteration 45Q (2818.250705 sec): 3 clusters Score: Raw -21801297.864211 + Penalty 3951.704606 = -21797346.159606 nChanged 2422 SP:Iteration 46Q (2818.530156 sec): 3 clusters Score: Raw -21801861.954230 + Penalty 3951.704606 = -21797910.249624 nChanged 2415 SP:Iteration 47Q (2818.807495 sec): 3 clusters Score: Raw -21802428.861631 + Penalty 3951.704606 = -21798477.157025 nChanged 2366 SP:Iteration 48Q (2819.083064 sec): 3 clusters Score: Raw -21803012.137555 + Penalty 3951.704606 = -21799060.432950 nChanged 2427 SP:Iteration 49Q (2819.357544 sec): 3 clusters Score: Raw -21803649.125502 + Penalty 3951.704606 = -21799697.420896 nChanged 2461 SP:Iteration 50Q (2819.629116 sec): 3 clusters Score: Raw -21804326.174937 + Penalty 3951.704606 = -21800374.470331 nChanged 2478 SP:Iteration 51Q (2819.898112 sec): 3 clusters Score: Raw -21805062.427129 + Penalty 3951.704606 = -21801110.722524 nChanged 2509 SP:Iteration 52Q (2820.176262 sec): 3 clusters Score: Raw -21805841.771721 + Penalty 3951.704606 = -21801890.067116 nChanged 2501 SP:Iteration 53Q (2820.442834 sec): 3 clusters Score: Raw -21806646.501232 + Penalty 3951.704606 = -21802694.796626 nChanged 2397 SP:Iteration 54Q (2820.707644 sec): 3 clusters Score: Raw -21807460.927648 + Penalty 3951.704606 = -21803509.223042 nChanged 2385 SP:Iteration 55Q (2820.995985 sec): 3 clusters Score: Raw -21808314.939834 + Penalty 3951.704606 = -21804363.235228 nChanged 2318 SP:Iteration 56Q (2821.257146 sec): 3 clusters Score: Raw -21809164.895694 + Penalty 3951.704606 = -21805213.191089 nChanged 2169 SP:Iteration 57Q (2821.528202 sec): 3 clusters Score: Raw -21809979.356832 + Penalty 3951.704606 = -21806027.652226 nChanged 2070 SP:Iteration 58Q (2821.782738 sec): 3 clusters Score: Raw -21810782.679984 + Penalty 3951.704606 = -21806830.975378 nChanged 1901 SP:Iteration 59Q (2822.035193 sec): 3 clusters Score: Raw -21811560.401936 + Penalty 3951.704606 = -21807608.697330 nChanged 1761 SP:Iteration 60F (2822.323605 sec): 3 clusters Score: Raw -21812322.373405 + Penalty 3951.704606 = -21808370.668799 nChanged 1621 SP:Iteration 61Q (2822.571494 sec): 3 clusters Score: Raw -21813007.766840 + Penalty 3951.704606 = -21809056.062235 nChanged 1432 SP:Iteration 62Q (2822.817247 sec): 3 clusters Score: Raw -21813617.794798 + Penalty 3951.704606 = -21809666.090193 nChanged 1230 SP:Iteration 63Q (2823.061276 sec): 3 clusters Score: Raw -21814152.257926 + Penalty 3951.704606 = -21810200.553321 nChanged 1072 SP:Iteration 64Q (2823.302948 sec): 3 clusters Score: Raw -21814634.462297 + Penalty 3951.704606 = -21810682.757691 nChanged 896 SP:Iteration 65Q (2823.540728 sec): 3 clusters Score: Raw -21815075.013921 + Penalty 3951.704606 = -21811123.309315 nChanged 765 SP:Iteration 66Q (2823.777100 sec): 3 clusters Score: Raw -21815456.700310 + Penalty 3951.704606 = -21811504.995704 nChanged 637 SP:Iteration 67Q (2824.034574 sec): 3 clusters Score: Raw -21815781.505259 + Penalty 3951.704606 = -21811829.800653 nChanged 451 SP:Iteration 68Q (2824.269990 sec): 3 clusters Score: Raw -21816014.037996 + Penalty 3951.704606 = -21812062.333390 nChanged 363 SP:Iteration 69Q (2824.503712 sec): 3 clusters Score: Raw -21816192.951546 + Penalty 3951.704606 = -21812241.246940 nChanged 294 SP:Iteration 70Q (2824.739772 sec): 3 clusters Score: Raw -21816330.186965 + Penalty 3951.704606 = -21812378.482359 nChanged 229 SP:Iteration 71Q (2824.974535 sec): 3 clusters Score: Raw -21816429.095310 + Penalty 3951.704606 = -21812477.390705 nChanged 184 SP:Iteration 72Q (2825.206979 sec): 3 clusters Score: Raw -21816498.213821 + Penalty 3951.704606 = -21812546.509215 nChanged 149 SP:Iteration 73Q (2825.439850 sec): 3 clusters Score: Raw -21816552.908201 + Penalty 3951.704606 = -21812601.203595 nChanged 126 SP:Iteration 74Q (2825.672078 sec): 3 clusters Score: Raw -21816599.480655 + Penalty 3951.704606 = -21812647.776049 nChanged 119 SP:Iteration 75Q (2825.904489 sec): 3 clusters Score: Raw -21816632.098826 + Penalty 3951.704606 = -21812680.394221 nChanged 102 SP:Iteration 76Q (2826.136761 sec): 3 clusters Score: Raw -21816658.479424 + Penalty 3951.704606 = -21812706.774818 nChanged 71 SP:Iteration 77Q (2826.369991 sec): 3 clusters Score: Raw -21816674.975560 + Penalty 3951.704606 = -21812723.270954 nChanged 63 SP:Iteration 78Q (2826.604404 sec): 3 clusters Score: Raw -21816689.087390 + Penalty 3951.704606 = -21812737.382784 nChanged 65 SP:Iteration 79Q (2826.837437 sec): 3 clusters Score: Raw -21816703.273762 + Penalty 3951.704606 = -21812751.569156 nChanged 56 SP:Iteration 80F (2827.135499 sec): 3 clusters Score: Raw -21816713.231188 + Penalty 3951.704606 = -21812761.526582 nChanged 49 SP:Iteration 81Q (2827.402686 sec): 3 clusters Score: Raw -21816722.769312 + Penalty 3951.704606 = -21812771.064706 nChanged 40 SP:Iteration 82Q (2827.658546 sec): 3 clusters Score: Raw -21816730.255631 + Penalty 3951.704606 = -21812778.551025 nChanged 42 SP:Iteration 83Q (2827.890816 sec): 3 clusters Score: Raw -21816738.487257 + Penalty 3951.704606 = -21812786.782651 nChanged 43 SP:Iteration 84Q (2828.123512 sec): 3 clusters Score: Raw -21816745.661186 + Penalty 3951.704606 = -21812793.956580 nChanged 41 SP:Iteration 85Q (2828.355729 sec): 3 clusters Score: Raw -21816752.651283 + Penalty 3951.704606 = -21812800.946677 nChanged 37 SP:Iteration 86Q (2828.588914 sec): 3 clusters Score: Raw -21816760.202968 + Penalty 3951.704606 = -21812808.498362 nChanged 37 SP:Iteration 87Q (2828.820843 sec): 3 clusters Score: Raw -21816765.619237 + Penalty 3951.704606 = -21812813.914631 nChanged 30 SP:Iteration 88Q (2829.053440 sec): 3 clusters Score: Raw -21816769.251390 + Penalty 3951.704606 = -21812817.546785 nChanged 22 SP:Iteration 89Q (2829.286207 sec): 3 clusters Score: Raw -21816773.153007 + Penalty 3951.704606 = -21812821.448401 nChanged 21 SP:Iteration 90Q (2829.519021 sec): 3 clusters Score: Raw -21816777.335865 + Penalty 3951.704606 = -21812825.631259 nChanged 32 SP:Iteration 91Q (2829.751827 sec): 3 clusters Score: Raw -21816782.553325 + Penalty 3951.704606 = -21812830.848719 nChanged 32 SP:Iteration 92Q (2830.004685 sec): 3 clusters Score: Raw -21816787.800375 + Penalty 3951.704606 = -21812836.095769 nChanged 24 SP:Iteration 93Q (2830.236601 sec): 3 clusters Score: Raw -21816790.877898 + Penalty 3951.704606 = -21812839.173292 nChanged 20 SP:Iteration 94Q (2830.468664 sec): 3 clusters Score: Raw -21816793.849342 + Penalty 3951.704606 = -21812842.144736 nChanged 26 SP:Iteration 95Q (2830.700933 sec): 3 clusters Score: Raw -21816798.937873 + Penalty 3951.704606 = -21812847.233268 nChanged 27 SP:Iteration 96Q (2830.933498 sec): 3 clusters Score: Raw -21816803.422998 + Penalty 3951.704606 = -21812851.718392 nChanged 25 SP:Iteration 97Q (2831.165103 sec): 3 clusters Score: Raw -21816807.287533 + Penalty 3951.704606 = -21812855.582927 nChanged 27 SP:Iteration 98Q (2831.396914 sec): 3 clusters Score: Raw -21816811.966241 + Penalty 3951.704606 = -21812860.261635 nChanged 37 SP:Iteration 99Q (2831.629426 sec): 3 clusters Score: Raw -21816818.326065 + Penalty 3951.704606 = -21812866.621460 nChanged 32 SP:Iteration 100F (2831.913748 sec): 3 clusters Score: Raw -21816824.242906 + Penalty 3951.704606 = -21812872.538300 nChanged 35 SP:Iteration 101Q (2832.145619 sec): 3 clusters Score: Raw -21816830.673207 + Penalty 3951.704606 = -21812878.968601 nChanged 37 SP:Iteration 102Q (2832.377590 sec): 3 clusters Score: Raw -21816838.305132 + Penalty 3951.704606 = -21812886.600526 nChanged 43 SP:Iteration 103Q (2832.609420 sec): 3 clusters Score: Raw -21816845.722695 + Penalty 3951.704606 = -21812894.018089 nChanged 43 SP:Iteration 104Q (2832.841230 sec): 3 clusters Score: Raw -21816853.719524 + Penalty 3951.704606 = -21812902.014918 nChanged 48 SP:Iteration 105Q (2833.074065 sec): 3 clusters Score: Raw -21816862.730200 + Penalty 3951.704606 = -21812911.025595 nChanged 46 SP:Iteration 106Q (2833.306214 sec): 3 clusters Score: Raw -21816873.117592 + Penalty 3951.704606 = -21812921.412986 nChanged 49 SP:Iteration 107Q (2833.538038 sec): 3 clusters Score: Raw -21816883.284501 + Penalty 3951.704606 = -21812931.579895 nChanged 39 SP:Iteration 108Q (2833.769872 sec): 3 clusters Score: Raw -21816889.998882 + Penalty 3951.704606 = -21812938.294276 nChanged 32 SP:Iteration 109Q (2834.001892 sec): 3 clusters Score: Raw -21816894.421101 + Penalty 3951.704606 = -21812942.716495 nChanged 29 SP:Iteration 110Q (2834.233875 sec): 3 clusters Score: Raw -21816898.719249 + Penalty 3951.704606 = -21812947.014643 nChanged 28 SP:Iteration 111Q (2834.465680 sec): 3 clusters Score: Raw -21816902.674429 + Penalty 3951.704606 = -21812950.969824 nChanged 30 SP:Iteration 112Q (2834.697537 sec): 3 clusters Score: Raw -21816907.440349 + Penalty 3951.704606 = -21812955.735743 nChanged 27 SP:Iteration 113Q (2834.929585 sec): 3 clusters Score: Raw -21816911.882651 + Penalty 3951.704606 = -21812960.178045 nChanged 29 SP:Iteration 114Q (2835.161688 sec): 3 clusters Score: Raw -21816914.867915 + Penalty 3951.704606 = -21812963.163309 nChanged 15 SP:Iteration 115Q (2835.393646 sec): 3 clusters Score: Raw -21816916.437087 + Penalty 3951.704606 = -21812964.732481 nChanged 13 SP:Iteration 116Q (2835.625540 sec): 3 clusters Score: Raw -21816917.644604 + Penalty 3951.704606 = -21812965.939998 nChanged 13 SP:Iteration 117Q (2835.857404 sec): 3 clusters Score: Raw -21816919.322631 + Penalty 3951.704606 = -21812967.618026 nChanged 13 SP:Iteration 118Q (2836.090655 sec): 3 clusters Score: Raw -21816921.079866 + Penalty 3951.704606 = -21812969.375261 nChanged 15 SP:Iteration 119Q (2836.322711 sec): 3 clusters Score: Raw -21816922.470689 + Penalty 3951.704606 = -21812970.766083 nChanged 17 SP:Iteration 120F (2836.607164 sec): 3 clusters Score: Raw -21816924.355766 + Penalty 3951.704606 = -21812972.651160 nChanged 13 SP:Iteration 121Q (2836.839736 sec): 3 clusters Score: Raw -21816925.861677 + Penalty 3951.704606 = -21812974.157071 nChanged 8 SP:Iteration 122Q (2837.072130 sec): 3 clusters Score: Raw -21816926.615109 + Penalty 3951.704606 = -21812974.910503 nChanged 7 SP:Iteration 123Q (2837.304486 sec): 3 clusters Score: Raw -21816927.201538 + Penalty 3951.704606 = -21812975.496932 nChanged 6 SP:Iteration 124Q (2837.558301 sec): 3 clusters Score: Raw -21816927.923257 + Penalty 3951.704606 = -21812976.218651 nChanged 8 SP:Iteration 125Q (2837.791458 sec): 3 clusters Score: Raw -21816928.976672 + Penalty 3951.704606 = -21812977.272066 nChanged 5 SP:Iteration 126Q (2838.024806 sec): 3 clusters Score: Raw -21816929.552330 + Penalty 3951.704606 = -21812977.847724 nChanged 5 SP:Iteration 127Q (2838.258292 sec): 3 clusters Score: Raw -21816930.127135 + Penalty 3951.704606 = -21812978.422529 nChanged 11 SP:Iteration 128Q (2838.509433 sec): 3 clusters Score: Raw -21816931.472932 + Penalty 3951.704606 = -21812979.768326 nChanged 12 SP:Iteration 129Q (2838.742797 sec): 3 clusters Score: Raw -21816932.643176 + Penalty 3951.704606 = -21812980.938570 nChanged 7 SP:Iteration 130Q (2838.980610 sec): 3 clusters Score: Raw -21816933.551774 + Penalty 3951.704606 = -21812981.847168 nChanged 9 SP:Iteration 131Q (2839.214247 sec): 3 clusters Score: Raw -21816934.463797 + Penalty 3951.704606 = -21812982.759191 nChanged 6 SP:Iteration 132Q (2839.447764 sec): 3 clusters Score: Raw -21816935.056683 + Penalty 3951.704606 = -21812983.352077 nChanged 4 SP:Iteration 133Q (2839.681992 sec): 3 clusters Score: Raw -21816935.468884 + Penalty 3951.704606 = -21812983.764279 nChanged 5 SP:Iteration 134Q (2839.916872 sec): 3 clusters Score: Raw -21816936.052080 + Penalty 3951.704606 = -21812984.347474 nChanged 6 SP:Iteration 135Q (2840.151180 sec): 3 clusters Score: Raw -21816937.214682 + Penalty 3951.704606 = -21812985.510077 nChanged 13 SP:Iteration 136Q (2840.384737 sec): 3 clusters Score: Raw -21816938.770794 + Penalty 3951.704606 = -21812987.066188 nChanged 14 SP:Iteration 137Q (2840.618259 sec): 3 clusters Score: Raw -21816940.599641 + Penalty 3951.704606 = -21812988.895035 nChanged 16 SP:Iteration 138Q (2840.851394 sec): 3 clusters Score: Raw -21816942.733811 + Penalty 3951.704606 = -21812991.029205 nChanged 25 SP:Iteration 139Q (2841.084508 sec): 3 clusters Score: Raw -21816945.356462 + Penalty 3951.704606 = -21812993.651856 nChanged 13 SP:Iteration 140F (2841.369926 sec): 3 clusters Score: Raw -21816947.619526 + Penalty 3951.704606 = -21812995.914920 nChanged 21 SP:Iteration 141Q (2841.619565 sec): 3 clusters Score: Raw -21816949.591471 + Penalty 3951.704606 = -21812997.886866 nChanged 9 SP:Iteration 142Q (2841.853157 sec): 3 clusters Score: Raw -21816950.362088 + Penalty 3951.704606 = -21812998.657483 nChanged 9 SP:Iteration 143Q (2842.087077 sec): 3 clusters Score: Raw -21816951.173790 + Penalty 3951.704606 = -21812999.469184 nChanged 10 SP:Iteration 144Q (2842.320460 sec): 3 clusters Score: Raw -21816952.026594 + Penalty 3951.704606 = -21813000.321988 nChanged 12 SP:Iteration 145Q (2842.553037 sec): 3 clusters Score: Raw -21816953.094216 + Penalty 3951.704606 = -21813001.389610 nChanged 11 SP:Iteration 146Q (2842.786250 sec): 3 clusters Score: Raw -21816953.796568 + Penalty 3951.704606 = -21813002.091963 nChanged 9 SP:Iteration 147Q (2843.018556 sec): 3 clusters Score: Raw -21816954.307862 + Penalty 3951.704606 = -21813002.603256 nChanged 5 SP:Iteration 148Q (2843.252153 sec): 3 clusters Score: Raw -21816954.581122 + Penalty 3951.704606 = -21813002.876516 nChanged 5 SP:Iteration 149Q (2843.485943 sec): 3 clusters Score: Raw -21816954.976085 + Penalty 3951.704606 = -21813003.271479 nChanged 3 SP:Iteration 150Q (2843.719694 sec): 3 clusters Score: Raw -21816955.462299 + Penalty 3951.704606 = -21813003.757693 nChanged 5 SP:Iteration 151Q (2843.953289 sec): 3 clusters Score: Raw -21816956.091576 + Penalty 3951.704606 = -21813004.386970 nChanged 8 SP:Iteration 152Q (2844.187141 sec): 3 clusters Score: Raw -21816956.895755 + Penalty 3951.704606 = -21813005.191150 nChanged 6 SP:Iteration 153Q (2844.420857 sec): 3 clusters Score: Raw -21816957.392430 + Penalty 3951.704606 = -21813005.687824 nChanged 4 SP:Iteration 154Q (2844.653430 sec): 3 clusters Score: Raw -21816957.851969 + Penalty 3951.704606 = -21813006.147363 nChanged 2 SP:Iteration 155Q (2844.887451 sec): 3 clusters Score: Raw -21816958.222302 + Penalty 3951.704606 = -21813006.517696 nChanged 2 SP:Iteration 156Q (2845.120934 sec): 3 clusters Score: Raw -21816958.468845 + Penalty 3951.704606 = -21813006.764240 nChanged 1 SP:Iteration 157Q (2845.353284 sec): 3 clusters Score: Raw -21816958.686721 + Penalty 3951.704606 = -21813006.982115 nChanged 1 SP:Iteration 158Q (2845.585918 sec): 3 clusters Score: Raw -21816958.751518 + Penalty 3951.704606 = -21813007.046912 nChanged 1 SP:Iteration 159Q (2845.819014 sec): 3 clusters Score: Raw -21816958.866899 + Penalty 3951.704606 = -21813007.162293 nChanged 1 SP:Iteration 160F (2846.103380 sec): 3 clusters Score: Raw -21816958.930961 + Penalty 3951.704606 = -21813007.226355 nChanged 1 SP:Iteration 161Q (2846.349486 sec): 3 clusters Score: Raw -21816959.095714 + Penalty 3951.704606 = -21813007.391108 nChanged 1 SP:Iteration 162Q (2846.584313 sec): 3 clusters Score: Raw -21816959.171229 + Penalty 3951.704606 = -21813007.466624 nChanged 2 SP:Iteration 163Q (2846.818229 sec): 3 clusters Score: Raw -21816959.449391 + Penalty 3951.704606 = -21813007.744786 nChanged 2 SP:Iteration 164Q (2847.052098 sec): 3 clusters Score: Raw -21816959.602145 + Penalty 3951.704606 = -21813007.897540 nChanged 1 SP:Iteration 165Q (2847.286278 sec): 3 clusters Score: Raw -21816959.654304 + Penalty 3951.704606 = -21813007.949698 nChanged 2 SP:Iteration 166Q (2847.520180 sec): 3 clusters Score: Raw -21816959.834141 + Penalty 3951.704606 = -21813008.129535 nChanged 3 SP:Iteration 167Q (2847.753331 sec): 3 clusters Score: Raw -21816959.983636 + Penalty 3951.704606 = -21813008.279030 nChanged 2 SP:Iteration 168Q (2847.985510 sec): 3 clusters Score: Raw -21816960.199604 + Penalty 3951.704606 = -21813008.494998 nChanged 2 SP:Iteration 169Q (2848.218017 sec): 3 clusters Score: Raw -21816960.500137 + Penalty 3951.704606 = -21813008.795531 nChanged 5 SP:Iteration 170Q (2848.450756 sec): 3 clusters Score: Raw -21816961.203110 + Penalty 3951.704606 = -21813009.498505 nChanged 6 SP:Iteration 171Q (2848.683879 sec): 3 clusters Score: Raw -21816961.848583 + Penalty 3951.704606 = -21813010.143977 nChanged 11 SP:Iteration 172Q (2848.917661 sec): 3 clusters Score: Raw -21816963.402885 + Penalty 3951.704606 = -21813011.698279 nChanged 10 SP:Iteration 173Q (2849.151520 sec): 3 clusters Score: Raw -21816965.009509 + Penalty 3951.704606 = -21813013.304904 nChanged 15 SP:Iteration 174Q (2849.385390 sec): 3 clusters Score: Raw -21816967.300263 + Penalty 3951.704606 = -21813015.595657 nChanged 22 SP:Iteration 175Q (2849.618757 sec): 3 clusters Score: Raw -21816970.587396 + Penalty 3951.704606 = -21813018.882790 nChanged 27 SP:Iteration 176Q (2849.852678 sec): 3 clusters Score: Raw -21816974.579737 + Penalty 3951.704606 = -21813022.875131 nChanged 19 SP:Iteration 177Q (2850.085987 sec): 3 clusters Score: Raw -21816977.543959 + Penalty 3951.704606 = -21813025.839353 nChanged 16 SP:Iteration 178Q (2850.319950 sec): 3 clusters Score: Raw -21816979.250386 + Penalty 3951.704606 = -21813027.545781 nChanged 20 SP:Iteration 179Q (2850.553991 sec): 3 clusters Score: Raw -21816981.612699 + Penalty 3951.704606 = -21813029.908093 nChanged 20 SP:Iteration 180F (2850.839675 sec): 3 clusters Score: Raw -21816984.089832 + Penalty 3951.704606 = -21813032.385226 nChanged 18 SP:Iteration 181Q (2851.073831 sec): 3 clusters Score: Raw -21816986.118792 + Penalty 3951.704606 = -21813034.414186 nChanged 18 SP:Iteration 182Q (2851.307592 sec): 3 clusters Score: Raw -21816988.325102 + Penalty 3951.704606 = -21813036.620496 nChanged 17 SP:Iteration 183Q (2851.541481 sec): 3 clusters Score: Raw -21816990.536477 + Penalty 3951.704606 = -21813038.831871 nChanged 15 SP:Iteration 184Q (2851.784269 sec): 3 clusters Score: Raw -21816992.424641 + Penalty 3951.704606 = -21813040.720035 nChanged 21 SP:Iteration 185Q (2852.016845 sec): 3 clusters Score: Raw -21816994.707675 + Penalty 3951.704606 = -21813043.003069 nChanged 19 SP:Iteration 186Q (2852.250583 sec): 3 clusters Score: Raw -21816996.609673 + Penalty 3951.704606 = -21813044.905067 nChanged 17 SP:Iteration 187Q (2852.484714 sec): 3 clusters Score: Raw -21816998.373847 + Penalty 3951.704606 = -21813046.669241 nChanged 15 SP:Iteration 188Q (2852.718824 sec): 3 clusters Score: Raw -21817000.091030 + Penalty 3951.704606 = -21813048.386424 nChanged 18 SP:Iteration 189Q (2852.952204 sec): 3 clusters Score: Raw -21817002.476521 + Penalty 3951.704606 = -21813050.771915 nChanged 15 SP:Iteration 190Q (2853.185881 sec): 3 clusters Score: Raw -21817003.945311 + Penalty 3951.704606 = -21813052.240705 nChanged 11 SP:Iteration 191Q (2853.420061 sec): 3 clusters Score: Raw -21817004.790653 + Penalty 3951.704606 = -21813053.086047 nChanged 8 SP:Iteration 192Q (2853.653899 sec): 3 clusters Score: Raw -21817005.673591 + Penalty 3951.704606 = -21813053.968985 nChanged 5 SP:Iteration 193Q (2853.907111 sec): 3 clusters Score: Raw -21817005.973713 + Penalty 3951.704606 = -21813054.269107 nChanged 5 SP:Iteration 194Q (2854.176274 sec): 3 clusters Score: Raw -21817006.481618 + Penalty 3951.704606 = -21813054.777012 nChanged 5 SP:Iteration 195Q (2854.442844 sec): 3 clusters Score: Raw -21817006.870507 + Penalty 3951.704606 = -21813055.165901 nChanged 4 SP:Iteration 196Q (2854.680929 sec): 3 clusters Score: Raw -21817007.107734 + Penalty 3951.704606 = -21813055.403128 nChanged 3 SP:Iteration 197Q (2854.915232 sec): 3 clusters Score: Raw -21817007.435846 + Penalty 3951.704606 = -21813055.731240 nChanged 3 SP:Iteration 198Q (2855.149496 sec): 3 clusters Score: Raw -21817007.953028 + Penalty 3951.704606 = -21813056.248422 nChanged 1 SP:Iteration 199Q (2855.382142 sec): 3 clusters Score: Raw -21817008.204519 + Penalty 3951.704606 = -21813056.499913 nChanged 3 SP:Iteration 200F (2855.667767 sec): 3 clusters Score: Raw -21817008.622512 + Penalty 3951.704606 = -21813056.917906 nChanged 4 SP:Iteration 201Q (2855.900713 sec): 3 clusters Score: Raw -21817009.220283 + Penalty 3951.704606 = -21813057.515677 nChanged 7 SP:Iteration 202Q (2856.133563 sec): 3 clusters Score: Raw -21817010.031966 + Penalty 3951.704606 = -21813058.327360 nChanged 11 SP:Iteration 203Q (2856.366511 sec): 3 clusters Score: Raw -21817011.015851 + Penalty 3951.704606 = -21813059.311245 nChanged 7 SP:Iteration 204Q (2856.600979 sec): 3 clusters Score: Raw -21817011.747169 + Penalty 3951.704606 = -21813060.042564 nChanged 8 SP:Iteration 205Q (2856.834989 sec): 3 clusters Score: Raw -21817012.450915 + Penalty 3951.704606 = -21813060.746309 nChanged 8 SP:Iteration 206Q (2857.069581 sec): 3 clusters Score: Raw -21817013.111352 + Penalty 3951.704606 = -21813061.406746 nChanged 6 SP:Iteration 207Q (2857.302302 sec): 3 clusters Score: Raw -21817013.564886 + Penalty 3951.704606 = -21813061.860281 nChanged 2 SP:Iteration 208Q (2857.535256 sec): 3 clusters Score: Raw -21817013.647509 + Penalty 3951.704606 = -21813061.942904 nChanged 2 SP:Iteration 209Q (2857.769266 sec): 3 clusters Score: Raw -21817013.761413 + Penalty 3951.704606 = -21813062.056808 nChanged 1 SP:Iteration 210Q (2858.003373 sec): 3 clusters Score: Raw -21817013.820222 + Penalty 3951.704606 = -21813062.115617 nChanged 0 SP:Iteration 211F (2858.288598 sec): 3 clusters Score: Raw -21817013.820222 + Penalty 3951.704606 = -21813062.115617 nChanged 0 Trying to split cluster 18 (73348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2858.384536 sec): 2 clusters Score: Raw -8111891.939620 + Penalty 1820.482709 = -8110071.456912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2858.505635 sec): 3 clusters Score: Raw -8064737.629552 + Penalty 3640.965418 = -8061096.664134 nChanged 34823 SP:Iteration 1F (2858.624639 sec): 3 clusters Score: Raw -8084940.642485 + Penalty 3640.965418 = -8081299.677067 nChanged 2879 SP:Iteration 2Q (2858.759588 sec): 3 clusters Score: Raw -8085788.387622 + Penalty 3640.965418 = -8082147.422204 nChanged 2977 SP:Iteration 3Q (2858.886490 sec): 3 clusters Score: Raw -8086769.097633 + Penalty 3640.965418 = -8083128.132215 nChanged 3125 SP:Iteration 4Q (2859.013450 sec): 3 clusters Score: Raw -8087881.823438 + Penalty 3640.965418 = -8084240.858020 nChanged 3289 SP:Iteration 5Q (2859.139848 sec): 3 clusters Score: Raw -8089182.625855 + Penalty 3640.965418 = -8085541.660437 nChanged 3533 SP:Iteration 6Q (2859.266694 sec): 3 clusters Score: Raw -8090728.996181 + Penalty 3640.965418 = -8087088.030763 nChanged 3622 SP:Iteration 7Q (2859.423635 sec): 3 clusters Score: Raw -8092553.085673 + Penalty 3640.965418 = -8088912.120255 nChanged 3773 SP:Iteration 8F (2859.557716 sec): 3 clusters Score: Raw -8094765.945442 + Penalty 3640.965418 = -8091124.980024 nChanged 3818 SP:Iteration 9F (2859.680847 sec): 3 clusters Score: Raw -8097296.751485 + Penalty 3640.965418 = -8093655.786068 nChanged 3583 SP:Iteration 10Q (2859.806226 sec): 3 clusters Score: Raw -8099577.911819 + Penalty 3640.965418 = -8095936.946401 nChanged 2898 SP:Iteration 11Q (2859.930229 sec): 3 clusters Score: Raw -8101113.538211 + Penalty 3640.965418 = -8097472.572793 nChanged 2163 SP:Iteration 12Q (2860.052245 sec): 3 clusters Score: Raw -8102086.498047 + Penalty 3640.965418 = -8098445.532629 nChanged 1703 SP:Iteration 13Q (2860.183390 sec): 3 clusters Score: Raw -8102819.231837 + Penalty 3640.965418 = -8099178.266419 nChanged 1526 SP:Iteration 14Q (2860.303095 sec): 3 clusters Score: Raw -8103539.452055 + Penalty 3640.965418 = -8099898.486637 nChanged 1536 SP:Iteration 15Q (2860.420808 sec): 3 clusters Score: Raw -8104324.710489 + Penalty 3640.965418 = -8100683.745071 nChanged 1555 SP:Iteration 16Q (2860.537174 sec): 3 clusters Score: Raw -8105145.004904 + Penalty 3640.965418 = -8101504.039486 nChanged 1531 SP:Iteration 17Q (2860.652309 sec): 3 clusters Score: Raw -8105973.531153 + Penalty 3640.965418 = -8102332.565736 nChanged 1469 SP:Iteration 18Q (2860.766383 sec): 3 clusters Score: Raw -8106755.620714 + Penalty 3640.965418 = -8103114.655296 nChanged 1358 SP:Iteration 19Q (2860.879292 sec): 3 clusters Score: Raw -8107455.211115 + Penalty 3640.965418 = -8103814.245697 nChanged 1195 SP:Iteration 20F (2861.035013 sec): 3 clusters Score: Raw -8108052.570623 + Penalty 3640.965418 = -8104411.605205 nChanged 1097 SP:Iteration 21Q (2861.149240 sec): 3 clusters Score: Raw -8108569.065203 + Penalty 3640.965418 = -8104928.099785 nChanged 1017 SP:Iteration 22Q (2861.258225 sec): 3 clusters Score: Raw -8109022.983167 + Penalty 3640.965418 = -8105382.017749 nChanged 913 SP:Iteration 23Q (2861.366395 sec): 3 clusters Score: Raw -8109424.271552 + Penalty 3640.965418 = -8105783.306134 nChanged 901 SP:Iteration 24Q (2861.474373 sec): 3 clusters Score: Raw -8109843.047712 + Penalty 3640.965418 = -8106202.082295 nChanged 809 SP:Iteration 25Q (2861.581491 sec): 3 clusters Score: Raw -8110232.959985 + Penalty 3640.965418 = -8106591.994567 nChanged 745 SP:Iteration 26Q (2861.688082 sec): 3 clusters Score: Raw -8110583.835939 + Penalty 3640.965418 = -8106942.870521 nChanged 681 SP:Iteration 27Q (2861.793885 sec): 3 clusters Score: Raw -8110876.036604 + Penalty 3640.965418 = -8107235.071186 nChanged 633 SP:Iteration 28Q (2861.898725 sec): 3 clusters Score: Raw -8111138.366958 + Penalty 3640.965418 = -8107497.401540 nChanged 549 SP:Iteration 29Q (2862.001763 sec): 3 clusters Score: Raw -8111328.598551 + Penalty 3640.965418 = -8107687.633133 nChanged 438 SP:Iteration 30Q (2862.127667 sec): 3 clusters Score: Raw -8111468.688264 + Penalty 3640.965418 = -8107827.722846 nChanged 417 SP:Iteration 31Q (2862.230525 sec): 3 clusters Score: Raw -8111603.407509 + Penalty 3640.965418 = -8107962.442091 nChanged 353 SP:Iteration 32Q (2862.333349 sec): 3 clusters Score: Raw -8111711.751721 + Penalty 3640.965418 = -8108070.786303 nChanged 327 SP:Iteration 33Q (2862.435936 sec): 3 clusters Score: Raw -8111814.098214 + Penalty 3640.965418 = -8108173.132796 nChanged 290 SP:Iteration 34Q (2862.538240 sec): 3 clusters Score: Raw -8111905.288966 + Penalty 3640.965418 = -8108264.323548 nChanged 286 SP:Iteration 35Q (2862.639784 sec): 3 clusters Score: Raw -8112010.997658 + Penalty 3640.965418 = -8108370.032240 nChanged 260 SP:Iteration 36Q (2862.740924 sec): 3 clusters Score: Raw -8112099.825856 + Penalty 3640.965418 = -8108458.860438 nChanged 210 SP:Iteration 37Q (2862.841626 sec): 3 clusters Score: Raw -8112166.062752 + Penalty 3640.965418 = -8108525.097334 nChanged 205 SP:Iteration 38Q (2862.942079 sec): 3 clusters Score: Raw -8112226.136759 + Penalty 3640.965418 = -8108585.171341 nChanged 194 SP:Iteration 39Q (2863.042548 sec): 3 clusters Score: Raw -8112294.496401 + Penalty 3640.965418 = -8108653.530983 nChanged 173 SP:Iteration 40F (2863.160799 sec): 3 clusters Score: Raw -8112347.885614 + Penalty 3640.965418 = -8108706.920196 nChanged 131 SP:Iteration 41Q (2863.261191 sec): 3 clusters Score: Raw -8112383.737050 + Penalty 3640.965418 = -8108742.771632 nChanged 127 SP:Iteration 42Q (2863.361518 sec): 3 clusters Score: Raw -8112418.014700 + Penalty 3640.965418 = -8108777.049282 nChanged 91 SP:Iteration 43Q (2863.460549 sec): 3 clusters Score: Raw -8112441.358055 + Penalty 3640.965418 = -8108800.392637 nChanged 77 SP:Iteration 44Q (2863.575999 sec): 3 clusters Score: Raw -8112456.439332 + Penalty 3640.965418 = -8108815.473914 nChanged 53 SP:Iteration 45Q (2863.674430 sec): 3 clusters Score: Raw -8112466.622784 + Penalty 3640.965418 = -8108825.657366 nChanged 40 SP:Iteration 46Q (2863.772855 sec): 3 clusters Score: Raw -8112474.947943 + Penalty 3640.965418 = -8108833.982526 nChanged 49 SP:Iteration 47Q (2863.871112 sec): 3 clusters Score: Raw -8112483.204101 + Penalty 3640.965418 = -8108842.238683 nChanged 30 SP:Iteration 48Q (2863.969306 sec): 3 clusters Score: Raw -8112488.701566 + Penalty 3640.965418 = -8108847.736148 nChanged 39 SP:Iteration 49Q (2864.067974 sec): 3 clusters Score: Raw -8112496.711632 + Penalty 3640.965418 = -8108855.746214 nChanged 38 SP:Iteration 50Q (2864.166639 sec): 3 clusters Score: Raw -8112504.331700 + Penalty 3640.965418 = -8108863.366282 nChanged 35 SP:Iteration 51Q (2864.265169 sec): 3 clusters Score: Raw -8112509.743349 + Penalty 3640.965418 = -8108868.777931 nChanged 21 SP:Iteration 52Q (2864.363351 sec): 3 clusters Score: Raw -8112513.042871 + Penalty 3640.965418 = -8108872.077453 nChanged 14 SP:Iteration 53Q (2864.461892 sec): 3 clusters Score: Raw -8112516.251457 + Penalty 3640.965418 = -8108875.286039 nChanged 11 SP:Iteration 54Q (2864.560170 sec): 3 clusters Score: Raw -8112518.690109 + Penalty 3640.965418 = -8108877.724691 nChanged 11 SP:Iteration 55Q (2864.658672 sec): 3 clusters Score: Raw -8112520.650159 + Penalty 3640.965418 = -8108879.684741 nChanged 14 SP:Iteration 56Q (2864.756877 sec): 3 clusters Score: Raw -8112522.797719 + Penalty 3640.965418 = -8108881.832301 nChanged 11 SP:Iteration 57Q (2864.854750 sec): 3 clusters Score: Raw -8112524.708371 + Penalty 3640.965418 = -8108883.742953 nChanged 12 SP:Iteration 58Q (2864.952754 sec): 3 clusters Score: Raw -8112526.975925 + Penalty 3640.965418 = -8108886.010507 nChanged 12 SP:Iteration 59Q (2865.081711 sec): 3 clusters Score: Raw -8112528.762043 + Penalty 3640.965418 = -8108887.796625 nChanged 13 SP:Iteration 60F (2865.228716 sec): 3 clusters Score: Raw -8112530.655914 + Penalty 3640.965418 = -8108889.690496 nChanged 8 SP:Iteration 61Q (2865.364546 sec): 3 clusters Score: Raw -8112531.549021 + Penalty 3640.965418 = -8108890.583603 nChanged 5 SP:Iteration 62Q (2865.493242 sec): 3 clusters Score: Raw -8112532.142209 + Penalty 3640.965418 = -8108891.176791 nChanged 6 SP:Iteration 63Q (2865.592033 sec): 3 clusters Score: Raw -8112532.986370 + Penalty 3640.965418 = -8108892.020952 nChanged 3 SP:Iteration 64Q (2865.690386 sec): 3 clusters Score: Raw -8112533.333393 + Penalty 3640.965418 = -8108892.367975 nChanged 1 SP:Iteration 65Q (2865.788615 sec): 3 clusters Score: Raw -8112533.421095 + Penalty 3640.965418 = -8108892.455677 nChanged 0 SP:Iteration 66F (2865.906020 sec): 3 clusters Score: Raw -8112533.421095 + Penalty 3640.965418 = -8108892.455677 nChanged 0 Trying to split cluster 19 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2865.913477 sec): 2 clusters Score: Raw -155974.106073 + Penalty 1183.560337 = -154790.545736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2865.921535 sec): 3 clusters Score: Raw -155415.569546 + Penalty 2367.120674 = -153048.448871 nChanged 474 SP:Iteration 1F (2865.929075 sec): 3 clusters Score: Raw -155786.166882 + Penalty 2367.120674 = -153419.046207 nChanged 137 SP:Iteration 2F (2865.936615 sec): 3 clusters Score: Raw -155931.280078 + Penalty 2367.120674 = -153564.159404 nChanged 79 SP:Iteration 3F (2865.944116 sec): 3 clusters Score: Raw -156009.340585 + Penalty 2367.120674 = -153642.219910 nChanged 61 SP:Iteration 4Q (2865.951656 sec): 3 clusters Score: Raw -156073.499679 + Penalty 2367.120674 = -153706.379004 nChanged 46 SP:Iteration 5Q (2865.959180 sec): 3 clusters Score: Raw -156113.491909 + Penalty 2367.120674 = -153746.371235 nChanged 30 SP:Iteration 6Q (2865.966676 sec): 3 clusters Score: Raw -156136.756627 + Penalty 2367.120674 = -153769.635953 nChanged 20 SP:Iteration 7Q (2865.974217 sec): 3 clusters Score: Raw -156156.049442 + Penalty 2367.120674 = -153788.928768 nChanged 18 SP:Iteration 8Q (2865.981691 sec): 3 clusters Score: Raw -156169.402495 + Penalty 2367.120674 = -153802.281821 nChanged 15 SP:Iteration 9Q (2865.989302 sec): 3 clusters Score: Raw -156177.460572 + Penalty 2367.120674 = -153810.339898 nChanged 7 SP:Iteration 10Q (2865.996779 sec): 3 clusters Score: Raw -156183.044951 + Penalty 2367.120674 = -153815.924277 nChanged 13 SP:Iteration 11Q (2866.004271 sec): 3 clusters Score: Raw -156193.045612 + Penalty 2367.120674 = -153825.924937 nChanged 6 SP:Iteration 12Q (2866.011681 sec): 3 clusters Score: Raw -156196.796534 + Penalty 2367.120674 = -153829.675860 nChanged 5 SP:Iteration 13Q (2866.019149 sec): 3 clusters Score: Raw -156199.652232 + Penalty 2367.120674 = -153832.531558 nChanged 8 SP:Iteration 14Q (2866.026539 sec): 3 clusters Score: Raw -156206.049818 + Penalty 2367.120674 = -153838.929143 nChanged 4 SP:Iteration 15Q (2866.033950 sec): 3 clusters Score: Raw -156208.062130 + Penalty 2367.120674 = -153840.941456 nChanged 1 SP:Iteration 16Q (2866.041405 sec): 3 clusters Score: Raw -156208.830134 + Penalty 2367.120674 = -153841.709460 nChanged 3 SP:Iteration 17Q (2866.048919 sec): 3 clusters Score: Raw -156211.649567 + Penalty 2367.120674 = -153844.528893 nChanged 2 SP:Iteration 18Q (2866.056387 sec): 3 clusters Score: Raw -156212.296186 + Penalty 2367.120674 = -153845.175512 nChanged 3 SP:Iteration 19Q (2866.063831 sec): 3 clusters Score: Raw -156214.256355 + Penalty 2367.120674 = -153847.135681 nChanged 3 SP:Iteration 20F (2866.071392 sec): 3 clusters Score: Raw -156216.324810 + Penalty 2367.120674 = -153849.204136 nChanged 2 SP:Iteration 21Q (2866.078882 sec): 3 clusters Score: Raw -156217.416197 + Penalty 2367.120674 = -153850.295523 nChanged 0 SP:Iteration 22F (2866.086344 sec): 3 clusters Score: Raw -156217.416197 + Penalty 2367.120674 = -153850.295523 nChanged 0 Trying to split cluster 20 (15095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2866.116910 sec): 2 clusters Score: Raw -1626144.994445 + Penalty 1563.594312 = -1624581.400133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2866.152631 sec): 3 clusters Score: Raw -1617349.329862 + Penalty 3127.188624 = -1614222.141238 nChanged 6652 SP:Iteration 1F (2866.187054 sec): 3 clusters Score: Raw -1621072.996553 + Penalty 3127.188624 = -1617945.807929 nChanged 966 SP:Iteration 2F (2866.221519 sec): 3 clusters Score: Raw -1621636.793758 + Penalty 3127.188624 = -1618509.605134 nChanged 1050 SP:Iteration 3F (2866.255954 sec): 3 clusters Score: Raw -1622383.825682 + Penalty 3127.188624 = -1619256.637058 nChanged 1111 SP:Iteration 4F (2866.290521 sec): 3 clusters Score: Raw -1623326.687662 + Penalty 3127.188624 = -1620199.499038 nChanged 1184 SP:Iteration 5F (2866.325081 sec): 3 clusters Score: Raw -1624290.391096 + Penalty 3127.188624 = -1621163.202472 nChanged 1003 SP:Iteration 6F (2866.359874 sec): 3 clusters Score: Raw -1625025.302578 + Penalty 3127.188624 = -1621898.113954 nChanged 787 SP:Iteration 7F (2866.394142 sec): 3 clusters Score: Raw -1625517.962791 + Penalty 3127.188624 = -1622390.774167 nChanged 592 SP:Iteration 8Q (2866.428710 sec): 3 clusters Score: Raw -1625807.155741 + Penalty 3127.188624 = -1622679.967118 nChanged 418 SP:Iteration 9Q (2866.463193 sec): 3 clusters Score: Raw -1625959.788998 + Penalty 3127.188624 = -1622832.600375 nChanged 311 SP:Iteration 10Q (2866.497429 sec): 3 clusters Score: Raw -1626067.805329 + Penalty 3127.188624 = -1622940.616706 nChanged 231 SP:Iteration 11Q (2866.531574 sec): 3 clusters Score: Raw -1626126.462390 + Penalty 3127.188624 = -1622999.273766 nChanged 169 SP:Iteration 12Q (2866.565519 sec): 3 clusters Score: Raw -1626159.378385 + Penalty 3127.188624 = -1623032.189761 nChanged 119 SP:Iteration 13Q (2866.599758 sec): 3 clusters Score: Raw -1626179.698981 + Penalty 3127.188624 = -1623052.510357 nChanged 109 SP:Iteration 14Q (2866.634118 sec): 3 clusters Score: Raw -1626198.868096 + Penalty 3127.188624 = -1623071.679472 nChanged 91 SP:Iteration 15Q (2866.668229 sec): 3 clusters Score: Raw -1626213.652184 + Penalty 3127.188624 = -1623086.463560 nChanged 74 SP:Iteration 16Q (2866.702452 sec): 3 clusters Score: Raw -1626224.577088 + Penalty 3127.188624 = -1623097.388464 nChanged 57 SP:Iteration 17Q (2866.736425 sec): 3 clusters Score: Raw -1626231.739876 + Penalty 3127.188624 = -1623104.551253 nChanged 50 SP:Iteration 18Q (2866.770254 sec): 3 clusters Score: Raw -1626238.051226 + Penalty 3127.188624 = -1623110.862603 nChanged 41 SP:Iteration 19Q (2866.804445 sec): 3 clusters Score: Raw -1626241.823863 + Penalty 3127.188624 = -1623114.635239 nChanged 25 SP:Iteration 20F (2866.838931 sec): 3 clusters Score: Raw -1626245.685808 + Penalty 3127.188624 = -1623118.497184 nChanged 34 SP:Iteration 21Q (2866.873070 sec): 3 clusters Score: Raw -1626250.251053 + Penalty 3127.188624 = -1623123.062429 nChanged 33 SP:Iteration 22Q (2866.906631 sec): 3 clusters Score: Raw -1626254.450288 + Penalty 3127.188624 = -1623127.261664 nChanged 31 SP:Iteration 23Q (2866.940519 sec): 3 clusters Score: Raw -1626257.342702 + Penalty 3127.188624 = -1623130.154078 nChanged 25 SP:Iteration 24Q (2866.974671 sec): 3 clusters Score: Raw -1626260.658532 + Penalty 3127.188624 = -1623133.469908 nChanged 28 SP:Iteration 25Q (2867.008743 sec): 3 clusters Score: Raw -1626263.376538 + Penalty 3127.188624 = -1623136.187914 nChanged 27 SP:Iteration 26Q (2867.042739 sec): 3 clusters Score: Raw -1626265.991699 + Penalty 3127.188624 = -1623138.803076 nChanged 30 SP:Iteration 27Q (2867.076556 sec): 3 clusters Score: Raw -1626269.089614 + Penalty 3127.188624 = -1623141.900990 nChanged 26 SP:Iteration 28Q (2867.110356 sec): 3 clusters Score: Raw -1626271.428771 + Penalty 3127.188624 = -1623144.240147 nChanged 34 SP:Iteration 29Q (2867.144240 sec): 3 clusters Score: Raw -1626275.040087 + Penalty 3127.188624 = -1623147.851463 nChanged 25 SP:Iteration 30Q (2867.178089 sec): 3 clusters Score: Raw -1626278.783529 + Penalty 3127.188624 = -1623151.594906 nChanged 30 SP:Iteration 31Q (2867.211841 sec): 3 clusters Score: Raw -1626281.563310 + Penalty 3127.188624 = -1623154.374687 nChanged 24 SP:Iteration 32Q (2867.245789 sec): 3 clusters Score: Raw -1626284.036320 + Penalty 3127.188624 = -1623156.847696 nChanged 26 SP:Iteration 33Q (2867.315954 sec): 3 clusters Score: Raw -1626286.506255 + Penalty 3127.188624 = -1623159.317631 nChanged 25 SP:Iteration 34Q (2867.349337 sec): 3 clusters Score: Raw -1626289.159031 + Penalty 3127.188624 = -1623161.970408 nChanged 24 SP:Iteration 35Q (2867.383168 sec): 3 clusters Score: Raw -1626291.449907 + Penalty 3127.188624 = -1623164.261284 nChanged 16 SP:Iteration 36Q (2867.416882 sec): 3 clusters Score: Raw -1626293.359575 + Penalty 3127.188624 = -1623166.170951 nChanged 29 SP:Iteration 37Q (2867.450554 sec): 3 clusters Score: Raw -1626298.013931 + Penalty 3127.188624 = -1623170.825307 nChanged 33 SP:Iteration 38Q (2867.484352 sec): 3 clusters Score: Raw -1626302.837442 + Penalty 3127.188624 = -1623175.648818 nChanged 31 SP:Iteration 39Q (2867.518060 sec): 3 clusters Score: Raw -1626306.767705 + Penalty 3127.188624 = -1623179.579081 nChanged 33 SP:Iteration 40F (2867.552405 sec): 3 clusters Score: Raw -1626309.850116 + Penalty 3127.188624 = -1623182.661493 nChanged 31 SP:Iteration 41Q (2867.586386 sec): 3 clusters Score: Raw -1626313.473481 + Penalty 3127.188624 = -1623186.284857 nChanged 35 SP:Iteration 42Q (2867.620182 sec): 3 clusters Score: Raw -1626316.603917 + Penalty 3127.188624 = -1623189.415294 nChanged 18 SP:Iteration 43Q (2867.653753 sec): 3 clusters Score: Raw -1626318.448227 + Penalty 3127.188624 = -1623191.259603 nChanged 23 SP:Iteration 44Q (2867.687297 sec): 3 clusters Score: Raw -1626321.468705 + Penalty 3127.188624 = -1623194.280081 nChanged 25 SP:Iteration 45Q (2867.721041 sec): 3 clusters Score: Raw -1626324.111377 + Penalty 3127.188624 = -1623196.922753 nChanged 24 SP:Iteration 46Q (2867.754642 sec): 3 clusters Score: Raw -1626327.170188 + Penalty 3127.188624 = -1623199.981565 nChanged 33 SP:Iteration 47Q (2867.788255 sec): 3 clusters Score: Raw -1626330.576702 + Penalty 3127.188624 = -1623203.388078 nChanged 29 SP:Iteration 48Q (2867.822136 sec): 3 clusters Score: Raw -1626332.990990 + Penalty 3127.188624 = -1623205.802367 nChanged 28 SP:Iteration 49Q (2867.855759 sec): 3 clusters Score: Raw -1626335.388259 + Penalty 3127.188624 = -1623208.199635 nChanged 22 SP:Iteration 50Q (2867.889367 sec): 3 clusters Score: Raw -1626337.215764 + Penalty 3127.188624 = -1623210.027140 nChanged 26 SP:Iteration 51Q (2867.922902 sec): 3 clusters Score: Raw -1626340.236991 + Penalty 3127.188624 = -1623213.048367 nChanged 32 SP:Iteration 52Q (2867.956728 sec): 3 clusters Score: Raw -1626344.930615 + Penalty 3127.188624 = -1623217.741991 nChanged 36 SP:Iteration 53Q (2867.990371 sec): 3 clusters Score: Raw -1626350.340258 + Penalty 3127.188624 = -1623223.151634 nChanged 47 SP:Iteration 54Q (2868.023931 sec): 3 clusters Score: Raw -1626356.430468 + Penalty 3127.188624 = -1623229.241844 nChanged 44 SP:Iteration 55Q (2868.057641 sec): 3 clusters Score: Raw -1626362.858275 + Penalty 3127.188624 = -1623235.669651 nChanged 47 SP:Iteration 56Q (2868.091118 sec): 3 clusters Score: Raw -1626369.997522 + Penalty 3127.188624 = -1623242.808899 nChanged 52 SP:Iteration 57Q (2868.124727 sec): 3 clusters Score: Raw -1626377.170396 + Penalty 3127.188624 = -1623249.981773 nChanged 47 SP:Iteration 58Q (2868.158218 sec): 3 clusters Score: Raw -1626383.978271 + Penalty 3127.188624 = -1623256.789647 nChanged 38 SP:Iteration 59Q (2868.191903 sec): 3 clusters Score: Raw -1626389.134002 + Penalty 3127.188624 = -1623261.945378 nChanged 38 SP:Iteration 60F (2868.226250 sec): 3 clusters Score: Raw -1626394.740429 + Penalty 3127.188624 = -1623267.551805 nChanged 42 SP:Iteration 61Q (2868.259912 sec): 3 clusters Score: Raw -1626400.867688 + Penalty 3127.188624 = -1623273.679065 nChanged 47 SP:Iteration 62Q (2868.293436 sec): 3 clusters Score: Raw -1626407.820330 + Penalty 3127.188624 = -1623280.631707 nChanged 45 SP:Iteration 63Q (2868.327011 sec): 3 clusters Score: Raw -1626415.742960 + Penalty 3127.188624 = -1623288.554336 nChanged 50 SP:Iteration 64Q (2868.360474 sec): 3 clusters Score: Raw -1626426.056378 + Penalty 3127.188624 = -1623298.867755 nChanged 58 SP:Iteration 65Q (2868.393881 sec): 3 clusters Score: Raw -1626437.670977 + Penalty 3127.188624 = -1623310.482354 nChanged 62 SP:Iteration 66Q (2868.427413 sec): 3 clusters Score: Raw -1626453.790037 + Penalty 3127.188624 = -1623326.601413 nChanged 74 SP:Iteration 67Q (2868.461058 sec): 3 clusters Score: Raw -1626473.808423 + Penalty 3127.188624 = -1623346.619799 nChanged 76 SP:Iteration 68Q (2868.494631 sec): 3 clusters Score: Raw -1626496.432602 + Penalty 3127.188624 = -1623369.243979 nChanged 97 SP:Iteration 69Q (2868.528286 sec): 3 clusters Score: Raw -1626524.614310 + Penalty 3127.188624 = -1623397.425686 nChanged 92 SP:Iteration 70Q (2868.561715 sec): 3 clusters Score: Raw -1626551.815477 + Penalty 3127.188624 = -1623424.626853 nChanged 93 SP:Iteration 71Q (2868.594889 sec): 3 clusters Score: Raw -1626575.978398 + Penalty 3127.188624 = -1623448.789774 nChanged 96 SP:Iteration 72Q (2868.627975 sec): 3 clusters Score: Raw -1626598.081640 + Penalty 3127.188624 = -1623470.893017 nChanged 82 SP:Iteration 73Q (2868.660994 sec): 3 clusters Score: Raw -1626616.676308 + Penalty 3127.188624 = -1623489.487684 nChanged 67 SP:Iteration 74Q (2868.693838 sec): 3 clusters Score: Raw -1626634.552434 + Penalty 3127.188624 = -1623507.363810 nChanged 71 SP:Iteration 75Q (2868.727006 sec): 3 clusters Score: Raw -1626653.703718 + Penalty 3127.188624 = -1623526.515094 nChanged 71 SP:Iteration 76Q (2868.759960 sec): 3 clusters Score: Raw -1626669.349136 + Penalty 3127.188624 = -1623542.160512 nChanged 77 SP:Iteration 77Q (2868.792769 sec): 3 clusters Score: Raw -1626687.015489 + Penalty 3127.188624 = -1623559.826865 nChanged 79 SP:Iteration 78Q (2868.825519 sec): 3 clusters Score: Raw -1626709.405110 + Penalty 3127.188624 = -1623582.216486 nChanged 84 SP:Iteration 79Q (2868.858293 sec): 3 clusters Score: Raw -1626737.505243 + Penalty 3127.188624 = -1623610.316619 nChanged 94 SP:Iteration 80F (2868.892676 sec): 3 clusters Score: Raw -1626768.956163 + Penalty 3127.188624 = -1623641.767539 nChanged 96 SP:Iteration 81Q (2868.925216 sec): 3 clusters Score: Raw -1626798.700123 + Penalty 3127.188624 = -1623671.511499 nChanged 96 SP:Iteration 82Q (2868.957728 sec): 3 clusters Score: Raw -1626829.405567 + Penalty 3127.188624 = -1623702.216943 nChanged 84 SP:Iteration 83Q (2868.990166 sec): 3 clusters Score: Raw -1626853.852191 + Penalty 3127.188624 = -1623726.663567 nChanged 68 SP:Iteration 84Q (2869.022477 sec): 3 clusters Score: Raw -1626874.569535 + Penalty 3127.188624 = -1623747.380911 nChanged 62 SP:Iteration 85Q (2869.054602 sec): 3 clusters Score: Raw -1626896.948631 + Penalty 3127.188624 = -1623769.760008 nChanged 67 SP:Iteration 86Q (2869.086791 sec): 3 clusters Score: Raw -1626920.031247 + Penalty 3127.188624 = -1623792.842624 nChanged 60 SP:Iteration 87Q (2869.118761 sec): 3 clusters Score: Raw -1626935.685077 + Penalty 3127.188624 = -1623808.496453 nChanged 50 SP:Iteration 88Q (2869.150701 sec): 3 clusters Score: Raw -1626947.852190 + Penalty 3127.188624 = -1623820.663567 nChanged 43 SP:Iteration 89Q (2869.182784 sec): 3 clusters Score: Raw -1626957.958218 + Penalty 3127.188624 = -1623830.769594 nChanged 45 SP:Iteration 90Q (2869.214557 sec): 3 clusters Score: Raw -1626968.917001 + Penalty 3127.188624 = -1623841.728377 nChanged 39 SP:Iteration 91Q (2869.246378 sec): 3 clusters Score: Raw -1626979.901126 + Penalty 3127.188624 = -1623852.712503 nChanged 40 SP:Iteration 92Q (2869.278014 sec): 3 clusters Score: Raw -1626992.052292 + Penalty 3127.188624 = -1623864.863669 nChanged 45 SP:Iteration 93Q (2869.309618 sec): 3 clusters Score: Raw -1627008.511754 + Penalty 3127.188624 = -1623881.323131 nChanged 46 SP:Iteration 94Q (2869.341295 sec): 3 clusters Score: Raw -1627024.217228 + Penalty 3127.188624 = -1623897.028604 nChanged 49 SP:Iteration 95Q (2869.372788 sec): 3 clusters Score: Raw -1627041.290732 + Penalty 3127.188624 = -1623914.102108 nChanged 46 SP:Iteration 96Q (2869.404485 sec): 3 clusters Score: Raw -1627053.154843 + Penalty 3127.188624 = -1623925.966219 nChanged 29 SP:Iteration 97Q (2869.435861 sec): 3 clusters Score: Raw -1627062.991284 + Penalty 3127.188624 = -1623935.802661 nChanged 18 SP:Iteration 98Q (2869.467313 sec): 3 clusters Score: Raw -1627070.687202 + Penalty 3127.188624 = -1623943.498578 nChanged 25 SP:Iteration 99Q (2869.498517 sec): 3 clusters Score: Raw -1627078.574686 + Penalty 3127.188624 = -1623951.386062 nChanged 24 SP:Iteration 100F (2869.532983 sec): 3 clusters Score: Raw -1627082.298866 + Penalty 3127.188624 = -1623955.110243 nChanged 15 SP:Iteration 101Q (2869.564284 sec): 3 clusters Score: Raw -1627084.543194 + Penalty 3127.188624 = -1623957.354570 nChanged 8 SP:Iteration 102Q (2869.595278 sec): 3 clusters Score: Raw -1627085.563302 + Penalty 3127.188624 = -1623958.374679 nChanged 8 SP:Iteration 103Q (2869.626760 sec): 3 clusters Score: Raw -1627086.764932 + Penalty 3127.188624 = -1623959.576308 nChanged 7 SP:Iteration 104Q (2869.658040 sec): 3 clusters Score: Raw -1627087.584888 + Penalty 3127.188624 = -1623960.396264 nChanged 4 SP:Iteration 105Q (2869.689299 sec): 3 clusters Score: Raw -1627088.399831 + Penalty 3127.188624 = -1623961.211208 nChanged 7 SP:Iteration 106Q (2869.720939 sec): 3 clusters Score: Raw -1627090.032614 + Penalty 3127.188624 = -1623962.843990 nChanged 10 SP:Iteration 107Q (2869.751986 sec): 3 clusters Score: Raw -1627091.330416 + Penalty 3127.188624 = -1623964.141792 nChanged 7 SP:Iteration 108Q (2869.783296 sec): 3 clusters Score: Raw -1627092.382152 + Penalty 3127.188624 = -1623965.193528 nChanged 6 SP:Iteration 109Q (2869.814459 sec): 3 clusters Score: Raw -1627093.435982 + Penalty 3127.188624 = -1623966.247358 nChanged 4 SP:Iteration 110Q (2869.845557 sec): 3 clusters Score: Raw -1627093.938899 + Penalty 3127.188624 = -1623966.750275 nChanged 4 SP:Iteration 111Q (2869.876747 sec): 3 clusters Score: Raw -1627094.337209 + Penalty 3127.188624 = -1623967.148585 nChanged 3 SP:Iteration 112Q (2869.907718 sec): 3 clusters Score: Raw -1627094.808110 + Penalty 3127.188624 = -1623967.619486 nChanged 2 SP:Iteration 113Q (2869.939144 sec): 3 clusters Score: Raw -1627095.178587 + Penalty 3127.188624 = -1623967.989964 nChanged 3 SP:Iteration 114Q (2869.970362 sec): 3 clusters Score: Raw -1627095.587415 + Penalty 3127.188624 = -1623968.398791 nChanged 3 SP:Iteration 115Q (2870.001500 sec): 3 clusters Score: Raw -1627095.787127 + Penalty 3127.188624 = -1623968.598503 nChanged 2 SP:Iteration 116Q (2870.032660 sec): 3 clusters Score: Raw -1627095.912839 + Penalty 3127.188624 = -1623968.724216 nChanged 0 SP:Iteration 117F (2870.067069 sec): 3 clusters Score: Raw -1627095.912839 + Penalty 3127.188624 = -1623968.724216 nChanged 0 Trying to split cluster 21 (10231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2870.091295 sec): 2 clusters Score: Raw -1172732.010538 + Penalty 1500.391361 = -1171231.619177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2870.120384 sec): 3 clusters Score: Raw -1167007.043540 + Penalty 3000.782722 = -1164006.260818 nChanged 4368 SP:Iteration 1F (2870.148801 sec): 3 clusters Score: Raw -1169496.857284 + Penalty 3000.782722 = -1166496.074562 nChanged 689 SP:Iteration 2F (2870.177164 sec): 3 clusters Score: Raw -1169860.437262 + Penalty 3000.782722 = -1166859.654540 nChanged 595 SP:Iteration 3F (2870.205679 sec): 3 clusters Score: Raw -1170153.682114 + Penalty 3000.782722 = -1167152.899392 nChanged 506 SP:Iteration 4Q (2870.234189 sec): 3 clusters Score: Raw -1170402.619913 + Penalty 3000.782722 = -1167401.837191 nChanged 465 SP:Iteration 5Q (2870.262616 sec): 3 clusters Score: Raw -1170638.629637 + Penalty 3000.782722 = -1167637.846915 nChanged 459 SP:Iteration 6Q (2870.291122 sec): 3 clusters Score: Raw -1170890.502018 + Penalty 3000.782722 = -1167889.719296 nChanged 441 SP:Iteration 7Q (2870.319452 sec): 3 clusters Score: Raw -1171150.650863 + Penalty 3000.782722 = -1168149.868141 nChanged 464 SP:Iteration 8Q (2870.347656 sec): 3 clusters Score: Raw -1171435.929655 + Penalty 3000.782722 = -1168435.146933 nChanged 463 SP:Iteration 9Q (2870.375941 sec): 3 clusters Score: Raw -1171734.651466 + Penalty 3000.782722 = -1168733.868745 nChanged 458 SP:Iteration 10Q (2870.404148 sec): 3 clusters Score: Raw -1172039.178110 + Penalty 3000.782722 = -1169038.395388 nChanged 405 SP:Iteration 11Q (2870.432089 sec): 3 clusters Score: Raw -1172297.749115 + Penalty 3000.782722 = -1169296.966394 nChanged 356 SP:Iteration 12Q (2870.459942 sec): 3 clusters Score: Raw -1172507.263012 + Penalty 3000.782722 = -1169506.480290 nChanged 279 SP:Iteration 13Q (2870.487700 sec): 3 clusters Score: Raw -1172657.938506 + Penalty 3000.782722 = -1169657.155784 nChanged 214 SP:Iteration 14Q (2870.515238 sec): 3 clusters Score: Raw -1172781.957165 + Penalty 3000.782722 = -1169781.174443 nChanged 186 SP:Iteration 15Q (2870.542576 sec): 3 clusters Score: Raw -1172881.784520 + Penalty 3000.782722 = -1169881.001798 nChanged 163 SP:Iteration 16Q (2870.569994 sec): 3 clusters Score: Raw -1172954.020700 + Penalty 3000.782722 = -1169953.237978 nChanged 129 SP:Iteration 17Q (2870.597271 sec): 3 clusters Score: Raw -1173007.534900 + Penalty 3000.782722 = -1170006.752178 nChanged 106 SP:Iteration 18Q (2870.624374 sec): 3 clusters Score: Raw -1173050.038173 + Penalty 3000.782722 = -1170049.255451 nChanged 101 SP:Iteration 19Q (2870.651379 sec): 3 clusters Score: Raw -1173097.523202 + Penalty 3000.782722 = -1170096.740480 nChanged 88 SP:Iteration 20F (2870.679627 sec): 3 clusters Score: Raw -1173139.369510 + Penalty 3000.782722 = -1170138.586788 nChanged 82 SP:Iteration 21Q (2870.706535 sec): 3 clusters Score: Raw -1173171.871640 + Penalty 3000.782722 = -1170171.088918 nChanged 60 SP:Iteration 22Q (2870.733036 sec): 3 clusters Score: Raw -1173189.035484 + Penalty 3000.782722 = -1170188.252762 nChanged 50 SP:Iteration 23Q (2870.759540 sec): 3 clusters Score: Raw -1173200.532140 + Penalty 3000.782722 = -1170199.749418 nChanged 38 SP:Iteration 24Q (2870.786087 sec): 3 clusters Score: Raw -1173210.860033 + Penalty 3000.782722 = -1170210.077312 nChanged 43 SP:Iteration 25Q (2870.812652 sec): 3 clusters Score: Raw -1173221.219760 + Penalty 3000.782722 = -1170220.437038 nChanged 31 SP:Iteration 26Q (2870.838931 sec): 3 clusters Score: Raw -1173228.521683 + Penalty 3000.782722 = -1170227.738961 nChanged 26 SP:Iteration 27Q (2870.865234 sec): 3 clusters Score: Raw -1173234.418737 + Penalty 3000.782722 = -1170233.636015 nChanged 26 SP:Iteration 28Q (2870.891454 sec): 3 clusters Score: Raw -1173240.558774 + Penalty 3000.782722 = -1170239.776052 nChanged 19 SP:Iteration 29Q (2870.917737 sec): 3 clusters Score: Raw -1173244.683173 + Penalty 3000.782722 = -1170243.900451 nChanged 17 SP:Iteration 30Q (2870.943920 sec): 3 clusters Score: Raw -1173248.866731 + Penalty 3000.782722 = -1170248.084009 nChanged 18 SP:Iteration 31Q (2870.970276 sec): 3 clusters Score: Raw -1173252.550877 + Penalty 3000.782722 = -1170251.768155 nChanged 5 SP:Iteration 32Q (2870.996453 sec): 3 clusters Score: Raw -1173253.196203 + Penalty 3000.782722 = -1170252.413481 nChanged 9 SP:Iteration 33Q (2871.022680 sec): 3 clusters Score: Raw -1173254.895650 + Penalty 3000.782722 = -1170254.112928 nChanged 11 SP:Iteration 34Q (2871.048897 sec): 3 clusters Score: Raw -1173256.878605 + Penalty 3000.782722 = -1170256.095883 nChanged 6 SP:Iteration 35Q (2871.074888 sec): 3 clusters Score: Raw -1173257.739615 + Penalty 3000.782722 = -1170256.956893 nChanged 4 SP:Iteration 36Q (2871.101123 sec): 3 clusters Score: Raw -1173258.072001 + Penalty 3000.782722 = -1170257.289279 nChanged 4 SP:Iteration 37Q (2871.127222 sec): 3 clusters Score: Raw -1173258.581845 + Penalty 3000.782722 = -1170257.799123 nChanged 3 SP:Iteration 38Q (2871.153448 sec): 3 clusters Score: Raw -1173259.084577 + Penalty 3000.782722 = -1170258.301855 nChanged 4 SP:Iteration 39Q (2871.179589 sec): 3 clusters Score: Raw -1173259.885110 + Penalty 3000.782722 = -1170259.102388 nChanged 4 SP:Iteration 40F (2871.207828 sec): 3 clusters Score: Raw -1173260.291135 + Penalty 3000.782722 = -1170259.508413 nChanged 1 SP:Iteration 41Q (2871.234060 sec): 3 clusters Score: Raw -1173260.386226 + Penalty 3000.782722 = -1170259.603504 nChanged 0 SP:Iteration 42F (2871.262345 sec): 3 clusters Score: Raw -1173260.386226 + Penalty 3000.782722 = -1170259.603504 nChanged 0 Trying to split cluster 22 (7170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2871.283074 sec): 2 clusters Score: Raw -730391.370435 + Penalty 1442.619902 = -728948.750533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2871.307036 sec): 3 clusters Score: Raw -726530.925469 + Penalty 2885.239803 = -723645.685666 nChanged 3026 SP:Iteration 1F (2871.330554 sec): 3 clusters Score: Raw -728361.960451 + Penalty 2885.239803 = -725476.720648 nChanged 599 SP:Iteration 2F (2871.354076 sec): 3 clusters Score: Raw -728844.826815 + Penalty 2885.239803 = -725959.587012 nChanged 565 SP:Iteration 3F (2871.377567 sec): 3 clusters Score: Raw -729320.421123 + Penalty 2885.239803 = -726435.181320 nChanged 519 SP:Iteration 4F (2871.401290 sec): 3 clusters Score: Raw -729684.664810 + Penalty 2885.239803 = -726799.425006 nChanged 453 SP:Iteration 5F (2871.424827 sec): 3 clusters Score: Raw -730007.428148 + Penalty 2885.239803 = -727122.188345 nChanged 364 SP:Iteration 6F (2871.448477 sec): 3 clusters Score: Raw -730243.600051 + Penalty 2885.239803 = -727358.360247 nChanged 307 SP:Iteration 7Q (2871.472247 sec): 3 clusters Score: Raw -730424.459486 + Penalty 2885.239803 = -727539.219682 nChanged 254 SP:Iteration 8Q (2871.495774 sec): 3 clusters Score: Raw -730556.665447 + Penalty 2885.239803 = -727671.425644 nChanged 193 SP:Iteration 9Q (2871.519555 sec): 3 clusters Score: Raw -730651.311748 + Penalty 2885.239803 = -727766.071945 nChanged 172 SP:Iteration 10Q (2871.543115 sec): 3 clusters Score: Raw -730726.847362 + Penalty 2885.239803 = -727841.607559 nChanged 140 SP:Iteration 11Q (2871.566752 sec): 3 clusters Score: Raw -730790.852639 + Penalty 2885.239803 = -727905.612836 nChanged 140 SP:Iteration 12Q (2871.590123 sec): 3 clusters Score: Raw -730859.074184 + Penalty 2885.239803 = -727973.834380 nChanged 114 SP:Iteration 13Q (2871.613536 sec): 3 clusters Score: Raw -730912.236300 + Penalty 2885.239803 = -728026.996497 nChanged 111 SP:Iteration 14Q (2871.636961 sec): 3 clusters Score: Raw -730962.811324 + Penalty 2885.239803 = -728077.571520 nChanged 100 SP:Iteration 15Q (2871.660646 sec): 3 clusters Score: Raw -731007.334635 + Penalty 2885.239803 = -728122.094832 nChanged 90 SP:Iteration 16Q (2871.684063 sec): 3 clusters Score: Raw -731046.344403 + Penalty 2885.239803 = -728161.104600 nChanged 83 SP:Iteration 17Q (2871.707479 sec): 3 clusters Score: Raw -731086.218497 + Penalty 2885.239803 = -728200.978693 nChanged 92 SP:Iteration 18Q (2871.730927 sec): 3 clusters Score: Raw -731130.110457 + Penalty 2885.239803 = -728244.870653 nChanged 62 SP:Iteration 19Q (2871.754146 sec): 3 clusters Score: Raw -731154.185047 + Penalty 2885.239803 = -728268.945244 nChanged 42 SP:Iteration 20F (2871.777587 sec): 3 clusters Score: Raw -731171.375154 + Penalty 2885.239803 = -728286.135351 nChanged 37 SP:Iteration 21Q (2871.801419 sec): 3 clusters Score: Raw -731187.639259 + Penalty 2885.239803 = -728302.399456 nChanged 31 SP:Iteration 22Q (2871.824673 sec): 3 clusters Score: Raw -731201.309604 + Penalty 2885.239803 = -728316.069800 nChanged 22 SP:Iteration 23Q (2871.848013 sec): 3 clusters Score: Raw -731209.172098 + Penalty 2885.239803 = -728323.932295 nChanged 20 SP:Iteration 24Q (2871.871260 sec): 3 clusters Score: Raw -731218.009770 + Penalty 2885.239803 = -728332.769966 nChanged 21 SP:Iteration 25Q (2871.894566 sec): 3 clusters Score: Raw -731226.626197 + Penalty 2885.239803 = -728341.386394 nChanged 12 SP:Iteration 26Q (2871.918024 sec): 3 clusters Score: Raw -731232.538729 + Penalty 2885.239803 = -728347.298926 nChanged 18 SP:Iteration 27Q (2871.941521 sec): 3 clusters Score: Raw -731239.089965 + Penalty 2885.239803 = -728353.850161 nChanged 18 SP:Iteration 28Q (2871.964748 sec): 3 clusters Score: Raw -731245.043482 + Penalty 2885.239803 = -728359.803679 nChanged 18 SP:Iteration 29Q (2871.987947 sec): 3 clusters Score: Raw -731251.567820 + Penalty 2885.239803 = -728366.328017 nChanged 18 SP:Iteration 30Q (2872.011089 sec): 3 clusters Score: Raw -731258.901340 + Penalty 2885.239803 = -728373.661536 nChanged 24 SP:Iteration 31Q (2872.034380 sec): 3 clusters Score: Raw -731269.839258 + Penalty 2885.239803 = -728384.599454 nChanged 22 SP:Iteration 32Q (2872.057812 sec): 3 clusters Score: Raw -731277.459010 + Penalty 2885.239803 = -728392.219207 nChanged 17 SP:Iteration 33Q (2872.080884 sec): 3 clusters Score: Raw -731283.399042 + Penalty 2885.239803 = -728398.159239 nChanged 16 SP:Iteration 34Q (2872.104076 sec): 3 clusters Score: Raw -731290.978095 + Penalty 2885.239803 = -728405.738292 nChanged 19 SP:Iteration 35Q (2872.127250 sec): 3 clusters Score: Raw -731299.163058 + Penalty 2885.239803 = -728413.923255 nChanged 16 SP:Iteration 36Q (2872.150643 sec): 3 clusters Score: Raw -731306.148354 + Penalty 2885.239803 = -728420.908551 nChanged 16 SP:Iteration 37Q (2872.173574 sec): 3 clusters Score: Raw -731313.728819 + Penalty 2885.239803 = -728428.489016 nChanged 15 SP:Iteration 38Q (2872.196590 sec): 3 clusters Score: Raw -731320.051027 + Penalty 2885.239803 = -728434.811224 nChanged 15 SP:Iteration 39Q (2872.219812 sec): 3 clusters Score: Raw -731325.890266 + Penalty 2885.239803 = -728440.650462 nChanged 11 SP:Iteration 40F (2872.243546 sec): 3 clusters Score: Raw -731330.981820 + Penalty 2885.239803 = -728445.742017 nChanged 6 SP:Iteration 41Q (2872.266522 sec): 3 clusters Score: Raw -731332.583615 + Penalty 2885.239803 = -728447.343811 nChanged 5 SP:Iteration 42Q (2872.289775 sec): 3 clusters Score: Raw -731333.724407 + Penalty 2885.239803 = -728448.484604 nChanged 4 SP:Iteration 43Q (2872.323053 sec): 3 clusters Score: Raw -731334.933960 + Penalty 2885.239803 = -728449.694157 nChanged 8 SP:Iteration 44Q (2872.346334 sec): 3 clusters Score: Raw -731337.758559 + Penalty 2885.239803 = -728452.518755 nChanged 3 SP:Iteration 45Q (2872.369483 sec): 3 clusters Score: Raw -731338.316476 + Penalty 2885.239803 = -728453.076673 nChanged 2 SP:Iteration 46Q (2872.392668 sec): 3 clusters Score: Raw -731339.324340 + Penalty 2885.239803 = -728454.084537 nChanged 2 SP:Iteration 47Q (2872.416074 sec): 3 clusters Score: Raw -731339.991279 + Penalty 2885.239803 = -728454.751475 nChanged 1 SP:Iteration 48Q (2872.439150 sec): 3 clusters Score: Raw -731340.278835 + Penalty 2885.239803 = -728455.039032 nChanged 0 SP:Iteration 49F (2872.462918 sec): 3 clusters Score: Raw -731340.278835 + Penalty 2885.239803 = -728455.039032 nChanged 0 Trying to split cluster 23 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2872.475543 sec): 2 clusters Score: Raw -10761.081848 + Penalty 773.853264 = -9987.228583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2872.476907 sec): 3 clusters Score: Raw -10915.509211 + Penalty 1547.706529 = -9367.802682 nChanged 8 SP:Iteration 1F (2872.478100 sec): 3 clusters Score: Raw -10959.771247 + Penalty 1547.706529 = -9412.064719 nChanged 1 SP:Iteration 2Q (2872.479252 sec): 3 clusters Score: Raw -10973.423245 + Penalty 1547.706529 = -9425.716716 nChanged 1 SP:Iteration 3Q (2872.480394 sec): 3 clusters Score: Raw -10977.123175 + Penalty 1547.706529 = -9429.416646 nChanged 0 SP:Iteration 4F (2872.481578 sec): 3 clusters Score: Raw -10977.123175 + Penalty 1547.706529 = -9429.416646 nChanged 0 Trying to split cluster 24 (26490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2872.526353 sec): 2 clusters Score: Raw -2997871.672544 + Penalty 1654.984920 = -2996216.687625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2872.585249 sec): 3 clusters Score: Raw -2981615.168035 + Penalty 3309.969839 = -2978305.198196 nChanged 12111 SP:Iteration 1F (2872.641057 sec): 3 clusters Score: Raw -2988333.536892 + Penalty 3309.969839 = -2985023.567053 nChanged 1270 SP:Iteration 2Q (2872.698007 sec): 3 clusters Score: Raw -2988783.511233 + Penalty 3309.969839 = -2985473.541393 nChanged 1195 SP:Iteration 3Q (2872.754769 sec): 3 clusters Score: Raw -2989262.515753 + Penalty 3309.969839 = -2985952.545914 nChanged 1243 SP:Iteration 4Q (2872.811769 sec): 3 clusters Score: Raw -2989927.826782 + Penalty 3309.969839 = -2986617.856943 nChanged 1425 SP:Iteration 5F (2872.867612 sec): 3 clusters Score: Raw -2990887.463541 + Penalty 3309.969839 = -2987577.493701 nChanged 1610 SP:Iteration 6F (2872.923674 sec): 3 clusters Score: Raw -2992289.086986 + Penalty 3309.969839 = -2988979.117147 nChanged 1768 SP:Iteration 7F (2872.979100 sec): 3 clusters Score: Raw -2993871.187398 + Penalty 3309.969839 = -2990561.217559 nChanged 1670 SP:Iteration 8F (2873.034991 sec): 3 clusters Score: Raw -2995111.598117 + Penalty 3309.969839 = -2991801.628278 nChanged 1304 SP:Iteration 9Q (2873.089696 sec): 3 clusters Score: Raw -2995869.061251 + Penalty 3309.969839 = -2992559.091412 nChanged 988 SP:Iteration 10Q (2873.143439 sec): 3 clusters Score: Raw -2996314.567447 + Penalty 3309.969839 = -2993004.597608 nChanged 702 SP:Iteration 11Q (2873.196999 sec): 3 clusters Score: Raw -2996592.609882 + Penalty 3309.969839 = -2993282.640043 nChanged 563 SP:Iteration 12Q (2873.250520 sec): 3 clusters Score: Raw -2996799.004453 + Penalty 3309.969839 = -2993489.034614 nChanged 496 SP:Iteration 13Q (2873.303919 sec): 3 clusters Score: Raw -2996960.503374 + Penalty 3309.969839 = -2993650.533535 nChanged 442 SP:Iteration 14Q (2873.357284 sec): 3 clusters Score: Raw -2997098.006987 + Penalty 3309.969839 = -2993788.037147 nChanged 409 SP:Iteration 15Q (2873.411085 sec): 3 clusters Score: Raw -2997230.803479 + Penalty 3309.969839 = -2993920.833639 nChanged 405 SP:Iteration 16Q (2873.466184 sec): 3 clusters Score: Raw -2997362.423070 + Penalty 3309.969839 = -2994052.453231 nChanged 405 SP:Iteration 17Q (2873.519231 sec): 3 clusters Score: Raw -2997508.380997 + Penalty 3309.969839 = -2994198.411158 nChanged 410 SP:Iteration 18Q (2873.572066 sec): 3 clusters Score: Raw -2997678.512663 + Penalty 3309.969839 = -2994368.542824 nChanged 418 SP:Iteration 19Q (2873.625573 sec): 3 clusters Score: Raw -2997872.493097 + Penalty 3309.969839 = -2994562.523257 nChanged 395 SP:Iteration 20F (2873.681237 sec): 3 clusters Score: Raw -2998070.295484 + Penalty 3309.969839 = -2994760.325645 nChanged 401 SP:Iteration 21Q (2873.734471 sec): 3 clusters Score: Raw -2998261.693280 + Penalty 3309.969839 = -2994951.723441 nChanged 336 SP:Iteration 22Q (2873.787208 sec): 3 clusters Score: Raw -2998390.327093 + Penalty 3309.969839 = -2995080.357254 nChanged 259 SP:Iteration 23Q (2873.839975 sec): 3 clusters Score: Raw -2998466.392499 + Penalty 3309.969839 = -2995156.422660 nChanged 232 SP:Iteration 24Q (2873.892658 sec): 3 clusters Score: Raw -2998531.852597 + Penalty 3309.969839 = -2995221.882758 nChanged 210 SP:Iteration 25Q (2873.945627 sec): 3 clusters Score: Raw -2998579.517244 + Penalty 3309.969839 = -2995269.547404 nChanged 184 SP:Iteration 26Q (2873.998779 sec): 3 clusters Score: Raw -2998616.132172 + Penalty 3309.969839 = -2995306.162332 nChanged 186 SP:Iteration 27Q (2874.061123 sec): 3 clusters Score: Raw -2998654.812605 + Penalty 3309.969839 = -2995344.842766 nChanged 172 SP:Iteration 28Q (2874.113235 sec): 3 clusters Score: Raw -2998687.923644 + Penalty 3309.969839 = -2995377.953805 nChanged 160 SP:Iteration 29Q (2874.166486 sec): 3 clusters Score: Raw -2998715.432230 + Penalty 3309.969839 = -2995405.462391 nChanged 144 SP:Iteration 30Q (2874.219424 sec): 3 clusters Score: Raw -2998738.928304 + Penalty 3309.969839 = -2995428.958465 nChanged 146 SP:Iteration 31Q (2874.272045 sec): 3 clusters Score: Raw -2998760.141306 + Penalty 3309.969839 = -2995450.171467 nChanged 121 SP:Iteration 32Q (2874.324808 sec): 3 clusters Score: Raw -2998776.099037 + Penalty 3309.969839 = -2995466.129198 nChanged 117 SP:Iteration 33Q (2874.377407 sec): 3 clusters Score: Raw -2998790.850860 + Penalty 3309.969839 = -2995480.881021 nChanged 114 SP:Iteration 34Q (2874.430436 sec): 3 clusters Score: Raw -2998805.684477 + Penalty 3309.969839 = -2995495.714638 nChanged 94 SP:Iteration 35Q (2874.483442 sec): 3 clusters Score: Raw -2998816.755582 + Penalty 3309.969839 = -2995506.785742 nChanged 91 SP:Iteration 36Q (2874.536475 sec): 3 clusters Score: Raw -2998829.373512 + Penalty 3309.969839 = -2995519.403673 nChanged 101 SP:Iteration 37Q (2874.589199 sec): 3 clusters Score: Raw -2998845.022855 + Penalty 3309.969839 = -2995535.053016 nChanged 119 SP:Iteration 38Q (2874.641956 sec): 3 clusters Score: Raw -2998864.466585 + Penalty 3309.969839 = -2995554.496746 nChanged 111 SP:Iteration 39Q (2874.694727 sec): 3 clusters Score: Raw -2998880.562805 + Penalty 3309.969839 = -2995570.592966 nChanged 109 SP:Iteration 40F (2874.750276 sec): 3 clusters Score: Raw -2998894.652960 + Penalty 3309.969839 = -2995584.683121 nChanged 89 SP:Iteration 41Q (2874.804185 sec): 3 clusters Score: Raw -2998904.510836 + Penalty 3309.969839 = -2995594.540997 nChanged 105 SP:Iteration 42Q (2874.857909 sec): 3 clusters Score: Raw -2998917.554608 + Penalty 3309.969839 = -2995607.584768 nChanged 95 SP:Iteration 43Q (2874.911897 sec): 3 clusters Score: Raw -2998930.149207 + Penalty 3309.969839 = -2995620.179368 nChanged 101 SP:Iteration 44Q (2874.965611 sec): 3 clusters Score: Raw -2998942.630451 + Penalty 3309.969839 = -2995632.660612 nChanged 79 SP:Iteration 45Q (2875.019619 sec): 3 clusters Score: Raw -2998951.417177 + Penalty 3309.969839 = -2995641.447338 nChanged 74 SP:Iteration 46Q (2875.073300 sec): 3 clusters Score: Raw -2998960.318764 + Penalty 3309.969839 = -2995650.348924 nChanged 68 SP:Iteration 47Q (2875.127328 sec): 3 clusters Score: Raw -2998967.383105 + Penalty 3309.969839 = -2995657.413266 nChanged 71 SP:Iteration 48Q (2875.193960 sec): 3 clusters Score: Raw -2998975.012519 + Penalty 3309.969839 = -2995665.042680 nChanged 76 SP:Iteration 49Q (2875.273409 sec): 3 clusters Score: Raw -2998983.240985 + Penalty 3309.969839 = -2995673.271145 nChanged 77 SP:Iteration 50Q (2875.327170 sec): 3 clusters Score: Raw -2998991.074103 + Penalty 3309.969839 = -2995681.104264 nChanged 66 SP:Iteration 51Q (2875.380940 sec): 3 clusters Score: Raw -2998997.856060 + Penalty 3309.969839 = -2995687.886221 nChanged 62 SP:Iteration 52Q (2875.434393 sec): 3 clusters Score: Raw -2999004.080918 + Penalty 3309.969839 = -2995694.111079 nChanged 54 SP:Iteration 53Q (2875.487719 sec): 3 clusters Score: Raw -2999008.817143 + Penalty 3309.969839 = -2995698.847304 nChanged 34 SP:Iteration 54Q (2875.541381 sec): 3 clusters Score: Raw -2999011.121935 + Penalty 3309.969839 = -2995701.152096 nChanged 34 SP:Iteration 55Q (2875.594462 sec): 3 clusters Score: Raw -2999013.275207 + Penalty 3309.969839 = -2995703.305367 nChanged 29 SP:Iteration 56Q (2875.647979 sec): 3 clusters Score: Raw -2999015.431751 + Penalty 3309.969839 = -2995705.461912 nChanged 27 SP:Iteration 57Q (2875.701390 sec): 3 clusters Score: Raw -2999017.336373 + Penalty 3309.969839 = -2995707.366534 nChanged 27 SP:Iteration 58Q (2875.754351 sec): 3 clusters Score: Raw -2999019.757560 + Penalty 3309.969839 = -2995709.787721 nChanged 29 SP:Iteration 59Q (2875.807588 sec): 3 clusters Score: Raw -2999021.945409 + Penalty 3309.969839 = -2995711.975570 nChanged 24 SP:Iteration 60F (2875.863040 sec): 3 clusters Score: Raw -2999023.079222 + Penalty 3309.969839 = -2995713.109383 nChanged 15 SP:Iteration 61Q (2875.916897 sec): 3 clusters Score: Raw -2999023.997373 + Penalty 3309.969839 = -2995714.027534 nChanged 15 SP:Iteration 62Q (2875.970151 sec): 3 clusters Score: Raw -2999024.887008 + Penalty 3309.969839 = -2995714.917169 nChanged 16 SP:Iteration 63Q (2876.023719 sec): 3 clusters Score: Raw -2999025.981818 + Penalty 3309.969839 = -2995716.011979 nChanged 17 SP:Iteration 64Q (2876.077414 sec): 3 clusters Score: Raw -2999026.879751 + Penalty 3309.969839 = -2995716.909912 nChanged 14 SP:Iteration 65Q (2876.130812 sec): 3 clusters Score: Raw -2999027.621509 + Penalty 3309.969839 = -2995717.651670 nChanged 12 SP:Iteration 66Q (2876.184115 sec): 3 clusters Score: Raw -2999028.334669 + Penalty 3309.969839 = -2995718.364830 nChanged 12 SP:Iteration 67Q (2876.237210 sec): 3 clusters Score: Raw -2999028.915501 + Penalty 3309.969839 = -2995718.945662 nChanged 9 SP:Iteration 68Q (2876.290634 sec): 3 clusters Score: Raw -2999029.295158 + Penalty 3309.969839 = -2995719.325319 nChanged 9 SP:Iteration 69Q (2876.344008 sec): 3 clusters Score: Raw -2999029.647996 + Penalty 3309.969839 = -2995719.678157 nChanged 7 SP:Iteration 70Q (2876.397300 sec): 3 clusters Score: Raw -2999030.071884 + Penalty 3309.969839 = -2995720.102045 nChanged 11 SP:Iteration 71Q (2876.450886 sec): 3 clusters Score: Raw -2999030.808645 + Penalty 3309.969839 = -2995720.838806 nChanged 16 SP:Iteration 72Q (2876.504515 sec): 3 clusters Score: Raw -2999031.576030 + Penalty 3309.969839 = -2995721.606191 nChanged 7 SP:Iteration 73Q (2876.557190 sec): 3 clusters Score: Raw -2999031.818039 + Penalty 3309.969839 = -2995721.848200 nChanged 9 SP:Iteration 74Q (2876.610476 sec): 3 clusters Score: Raw -2999032.229407 + Penalty 3309.969839 = -2995722.259568 nChanged 12 SP:Iteration 75Q (2876.663550 sec): 3 clusters Score: Raw -2999032.821624 + Penalty 3309.969839 = -2995722.851784 nChanged 11 SP:Iteration 76Q (2876.716495 sec): 3 clusters Score: Raw -2999033.427696 + Penalty 3309.969839 = -2995723.457856 nChanged 11 SP:Iteration 77Q (2876.770161 sec): 3 clusters Score: Raw -2999033.928211 + Penalty 3309.969839 = -2995723.958372 nChanged 7 SP:Iteration 78Q (2876.823872 sec): 3 clusters Score: Raw -2999034.282640 + Penalty 3309.969839 = -2995724.312801 nChanged 6 SP:Iteration 79Q (2876.876760 sec): 3 clusters Score: Raw -2999034.511822 + Penalty 3309.969839 = -2995724.541983 nChanged 7 SP:Iteration 80F (2876.932345 sec): 3 clusters Score: Raw -2999035.006198 + Penalty 3309.969839 = -2995725.036359 nChanged 3 SP:Iteration 81Q (2876.985591 sec): 3 clusters Score: Raw -2999035.100683 + Penalty 3309.969839 = -2995725.130844 nChanged 1 SP:Iteration 82Q (2877.055609 sec): 3 clusters Score: Raw -2999035.120746 + Penalty 3309.969839 = -2995725.150907 nChanged 0 SP:Iteration 83F (2877.111289 sec): 3 clusters Score: Raw -2999035.120746 + Penalty 3309.969839 = -2995725.150907 nChanged 0 Trying to split cluster 25 (4342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2877.126974 sec): 2 clusters Score: Raw -505818.527883 + Penalty 1361.114682 = -504457.413201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2877.146986 sec): 3 clusters Score: Raw -503642.288827 + Penalty 2722.229364 = -500920.059463 nChanged 1729 SP:Iteration 1F (2877.166670 sec): 3 clusters Score: Raw -504589.759526 + Penalty 2722.229364 = -501867.530162 nChanged 272 SP:Iteration 2F (2877.186310 sec): 3 clusters Score: Raw -504719.192593 + Penalty 2722.229364 = -501996.963230 nChanged 193 SP:Iteration 3Q (2877.206175 sec): 3 clusters Score: Raw -504813.561603 + Penalty 2722.229364 = -502091.332239 nChanged 142 SP:Iteration 4Q (2877.226122 sec): 3 clusters Score: Raw -504883.003396 + Penalty 2722.229364 = -502160.774033 nChanged 138 SP:Iteration 5Q (2877.245827 sec): 3 clusters Score: Raw -504950.576064 + Penalty 2722.229364 = -502228.346700 nChanged 127 SP:Iteration 6Q (2877.265592 sec): 3 clusters Score: Raw -505007.105705 + Penalty 2722.229364 = -502284.876341 nChanged 101 SP:Iteration 7Q (2877.285533 sec): 3 clusters Score: Raw -505051.492002 + Penalty 2722.229364 = -502329.262638 nChanged 94 SP:Iteration 8Q (2877.305136 sec): 3 clusters Score: Raw -505104.874998 + Penalty 2722.229364 = -502382.645634 nChanged 111 SP:Iteration 9Q (2877.324779 sec): 3 clusters Score: Raw -505174.190542 + Penalty 2722.229364 = -502451.961179 nChanged 122 SP:Iteration 10Q (2877.346805 sec): 3 clusters Score: Raw -505237.441272 + Penalty 2722.229364 = -502515.211908 nChanged 97 SP:Iteration 11Q (2877.366126 sec): 3 clusters Score: Raw -505289.558310 + Penalty 2722.229364 = -502567.328946 nChanged 93 SP:Iteration 12Q (2877.385735 sec): 3 clusters Score: Raw -505339.234284 + Penalty 2722.229364 = -502617.004920 nChanged 108 SP:Iteration 13Q (2877.405345 sec): 3 clusters Score: Raw -505393.719444 + Penalty 2722.229364 = -502671.490080 nChanged 105 SP:Iteration 14Q (2877.424852 sec): 3 clusters Score: Raw -505445.261842 + Penalty 2722.229364 = -502723.032478 nChanged 79 SP:Iteration 15Q (2877.444220 sec): 3 clusters Score: Raw -505487.162852 + Penalty 2722.229364 = -502764.933488 nChanged 83 SP:Iteration 16Q (2877.463836 sec): 3 clusters Score: Raw -505530.593885 + Penalty 2722.229364 = -502808.364522 nChanged 69 SP:Iteration 17Q (2877.483285 sec): 3 clusters Score: Raw -505561.925764 + Penalty 2722.229364 = -502839.696400 nChanged 52 SP:Iteration 18Q (2877.502664 sec): 3 clusters Score: Raw -505583.543456 + Penalty 2722.229364 = -502861.314092 nChanged 43 SP:Iteration 19Q (2877.521987 sec): 3 clusters Score: Raw -505602.812659 + Penalty 2722.229364 = -502880.583296 nChanged 45 SP:Iteration 20F (2877.541429 sec): 3 clusters Score: Raw -505620.518004 + Penalty 2722.229364 = -502898.288640 nChanged 36 SP:Iteration 21Q (2877.560998 sec): 3 clusters Score: Raw -505631.785672 + Penalty 2722.229364 = -502909.556308 nChanged 29 SP:Iteration 22Q (2877.611141 sec): 3 clusters Score: Raw -505642.965162 + Penalty 2722.229364 = -502920.735798 nChanged 29 SP:Iteration 23Q (2877.664550 sec): 3 clusters Score: Raw -505651.130873 + Penalty 2722.229364 = -502928.901509 nChanged 21 SP:Iteration 24Q (2877.717340 sec): 3 clusters Score: Raw -505655.933610 + Penalty 2722.229364 = -502933.704246 nChanged 11 SP:Iteration 25Q (2877.740898 sec): 3 clusters Score: Raw -505659.400753 + Penalty 2722.229364 = -502937.171390 nChanged 15 SP:Iteration 26Q (2877.760535 sec): 3 clusters Score: Raw -505663.004488 + Penalty 2722.229364 = -502940.775125 nChanged 14 SP:Iteration 27Q (2877.779908 sec): 3 clusters Score: Raw -505666.844748 + Penalty 2722.229364 = -502944.615384 nChanged 11 SP:Iteration 28Q (2877.799788 sec): 3 clusters Score: Raw -505669.384001 + Penalty 2722.229364 = -502947.154637 nChanged 10 SP:Iteration 29Q (2877.819154 sec): 3 clusters Score: Raw -505672.727070 + Penalty 2722.229364 = -502950.497707 nChanged 10 SP:Iteration 30Q (2877.838637 sec): 3 clusters Score: Raw -505674.767943 + Penalty 2722.229364 = -502952.538579 nChanged 4 SP:Iteration 31Q (2877.858002 sec): 3 clusters Score: Raw -505675.419491 + Penalty 2722.229364 = -502953.190127 nChanged 2 SP:Iteration 32Q (2877.877374 sec): 3 clusters Score: Raw -505675.541065 + Penalty 2722.229364 = -502953.311701 nChanged 1 SP:Iteration 33Q (2877.896684 sec): 3 clusters Score: Raw -505675.888583 + Penalty 2722.229364 = -502953.659219 nChanged 4 SP:Iteration 34Q (2877.916143 sec): 3 clusters Score: Raw -505676.654589 + Penalty 2722.229364 = -502954.425226 nChanged 3 SP:Iteration 35Q (2877.935372 sec): 3 clusters Score: Raw -505677.208519 + Penalty 2722.229364 = -502954.979156 nChanged 2 SP:Iteration 36Q (2877.954660 sec): 3 clusters Score: Raw -505677.587642 + Penalty 2722.229364 = -502955.358278 nChanged 0 SP:Iteration 37F (2877.974238 sec): 3 clusters Score: Raw -505677.587642 + Penalty 2722.229364 = -502955.358278 nChanged 0 Trying to split cluster 26 (43299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2878.040343 sec): 2 clusters Score: Raw -4949196.528263 + Penalty 1734.831283 = -4947461.696980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2878.121525 sec): 3 clusters Score: Raw -4921746.858455 + Penalty 3469.662566 = -4918277.195889 nChanged 20331 SP:Iteration 1F (2878.196487 sec): 3 clusters Score: Raw -4933326.708336 + Penalty 3469.662566 = -4929857.045770 nChanged 1764 SP:Iteration 2Q (2878.274963 sec): 3 clusters Score: Raw -4933848.848446 + Penalty 3469.662566 = -4930379.185880 nChanged 1810 SP:Iteration 3Q (2878.353224 sec): 3 clusters Score: Raw -4934500.826243 + Penalty 3469.662566 = -4931031.163677 nChanged 1961 SP:Iteration 4Q (2878.431110 sec): 3 clusters Score: Raw -4935389.400050 + Penalty 3469.662566 = -4931919.737484 nChanged 2312 SP:Iteration 5F (2878.505555 sec): 3 clusters Score: Raw -4936713.128404 + Penalty 3469.662566 = -4933243.465838 nChanged 2736 SP:Iteration 6F (2878.580548 sec): 3 clusters Score: Raw -4938707.076033 + Penalty 3469.662566 = -4935237.413467 nChanged 3017 SP:Iteration 7F (2878.655377 sec): 3 clusters Score: Raw -4941350.094860 + Penalty 3469.662566 = -4937880.432294 nChanged 2657 SP:Iteration 8F (2878.730652 sec): 3 clusters Score: Raw -4943771.634611 + Penalty 3469.662566 = -4940301.972045 nChanged 2108 SP:Iteration 9Q (2878.805696 sec): 3 clusters Score: Raw -4945528.605769 + Penalty 3469.662566 = -4942058.943203 nChanged 1457 SP:Iteration 10Q (2878.877628 sec): 3 clusters Score: Raw -4946619.792369 + Penalty 3469.662566 = -4943150.129803 nChanged 1019 SP:Iteration 11Q (2878.947422 sec): 3 clusters Score: Raw -4947342.695828 + Penalty 3469.662566 = -4943873.033262 nChanged 828 SP:Iteration 12Q (2879.015598 sec): 3 clusters Score: Raw -4947929.827168 + Penalty 3469.662566 = -4944460.164601 nChanged 711 SP:Iteration 13Q (2879.083410 sec): 3 clusters Score: Raw -4948376.050361 + Penalty 3469.662566 = -4944906.387795 nChanged 619 SP:Iteration 14Q (2879.150126 sec): 3 clusters Score: Raw -4948710.563120 + Penalty 3469.662566 = -4945240.900553 nChanged 497 SP:Iteration 15Q (2879.217114 sec): 3 clusters Score: Raw -4948939.733732 + Penalty 3469.662566 = -4945470.071166 nChanged 401 SP:Iteration 16Q (2879.284016 sec): 3 clusters Score: Raw -4949088.444091 + Penalty 3469.662566 = -4945618.781525 nChanged 297 SP:Iteration 17Q (2879.350179 sec): 3 clusters Score: Raw -4949172.312165 + Penalty 3469.662566 = -4945702.649599 nChanged 224 SP:Iteration 18Q (2879.415972 sec): 3 clusters Score: Raw -4949230.804477 + Penalty 3469.662566 = -4945761.141911 nChanged 192 SP:Iteration 19Q (2879.481338 sec): 3 clusters Score: Raw -4949274.243454 + Penalty 3469.662566 = -4945804.580888 nChanged 169 SP:Iteration 20F (2879.556849 sec): 3 clusters Score: Raw -4949308.248627 + Penalty 3469.662566 = -4945838.586060 nChanged 141 SP:Iteration 21Q (2879.624756 sec): 3 clusters Score: Raw -4949328.184989 + Penalty 3469.662566 = -4945858.522423 nChanged 99 SP:Iteration 22Q (2879.690070 sec): 3 clusters Score: Raw -4949342.140206 + Penalty 3469.662566 = -4945872.477639 nChanged 90 SP:Iteration 23Q (2879.755695 sec): 3 clusters Score: Raw -4949353.677552 + Penalty 3469.662566 = -4945884.014986 nChanged 85 SP:Iteration 24Q (2879.820870 sec): 3 clusters Score: Raw -4949362.404406 + Penalty 3469.662566 = -4945892.741840 nChanged 62 SP:Iteration 25Q (2879.886266 sec): 3 clusters Score: Raw -4949369.225471 + Penalty 3469.662566 = -4945899.562905 nChanged 54 SP:Iteration 26Q (2879.951664 sec): 3 clusters Score: Raw -4949374.189763 + Penalty 3469.662566 = -4945904.527197 nChanged 34 SP:Iteration 27Q (2880.016681 sec): 3 clusters Score: Raw -4949376.459668 + Penalty 3469.662566 = -4945906.797102 nChanged 26 SP:Iteration 28Q (2880.081986 sec): 3 clusters Score: Raw -4949378.519645 + Penalty 3469.662566 = -4945908.857079 nChanged 28 SP:Iteration 29Q (2880.147168 sec): 3 clusters Score: Raw -4949380.497424 + Penalty 3469.662566 = -4945910.834858 nChanged 15 SP:Iteration 30Q (2880.212408 sec): 3 clusters Score: Raw -4949381.641962 + Penalty 3469.662566 = -4945911.979395 nChanged 17 SP:Iteration 31Q (2880.277585 sec): 3 clusters Score: Raw -4949382.911488 + Penalty 3469.662566 = -4945913.248922 nChanged 11 SP:Iteration 32Q (2880.342821 sec): 3 clusters Score: Raw -4949383.571752 + Penalty 3469.662566 = -4945913.909186 nChanged 12 SP:Iteration 33Q (2880.407942 sec): 3 clusters Score: Raw -4949384.363903 + Penalty 3469.662566 = -4945914.701337 nChanged 8 SP:Iteration 34Q (2880.473321 sec): 3 clusters Score: Raw -4949385.076896 + Penalty 3469.662566 = -4945915.414330 nChanged 14 SP:Iteration 35Q (2880.538418 sec): 3 clusters Score: Raw -4949386.007550 + Penalty 3469.662566 = -4945916.344984 nChanged 7 SP:Iteration 36Q (2880.603765 sec): 3 clusters Score: Raw -4949386.303987 + Penalty 3469.662566 = -4945916.641421 nChanged 9 SP:Iteration 37Q (2880.668837 sec): 3 clusters Score: Raw -4949386.668143 + Penalty 3469.662566 = -4945917.005577 nChanged 8 SP:Iteration 38Q (2880.734135 sec): 3 clusters Score: Raw -4949387.144330 + Penalty 3469.662566 = -4945917.481763 nChanged 11 SP:Iteration 39Q (2880.799207 sec): 3 clusters Score: Raw -4949387.768124 + Penalty 3469.662566 = -4945918.105558 nChanged 17 SP:Iteration 40F (2880.875211 sec): 3 clusters Score: Raw -4949388.656509 + Penalty 3469.662566 = -4945918.993943 nChanged 11 SP:Iteration 41Q (2880.941030 sec): 3 clusters Score: Raw -4949389.153489 + Penalty 3469.662566 = -4945919.490923 nChanged 12 SP:Iteration 42Q (2881.006500 sec): 3 clusters Score: Raw -4949390.013523 + Penalty 3469.662566 = -4945920.350957 nChanged 7 SP:Iteration 43Q (2881.071514 sec): 3 clusters Score: Raw -4949390.353842 + Penalty 3469.662566 = -4945920.691276 nChanged 6 SP:Iteration 44Q (2881.136616 sec): 3 clusters Score: Raw -4949390.617529 + Penalty 3469.662566 = -4945920.954963 nChanged 5 SP:Iteration 45Q (2881.201695 sec): 3 clusters Score: Raw -4949390.877330 + Penalty 3469.662566 = -4945921.214763 nChanged 3 SP:Iteration 46Q (2881.266881 sec): 3 clusters Score: Raw -4949391.059629 + Penalty 3469.662566 = -4945921.397063 nChanged 1 SP:Iteration 47Q (2881.331924 sec): 3 clusters Score: Raw -4949391.104484 + Penalty 3469.662566 = -4945921.441917 nChanged 4 SP:Iteration 48Q (2881.397188 sec): 3 clusters Score: Raw -4949391.391669 + Penalty 3469.662566 = -4945921.729102 nChanged 7 SP:Iteration 49Q (2881.462420 sec): 3 clusters Score: Raw -4949391.941092 + Penalty 3469.662566 = -4945922.278526 nChanged 8 SP:Iteration 50Q (2881.527356 sec): 3 clusters Score: Raw -4949392.463090 + Penalty 3469.662566 = -4945922.800523 nChanged 7 SP:Iteration 51Q (2881.592554 sec): 3 clusters Score: Raw -4949392.715177 + Penalty 3469.662566 = -4945923.052611 nChanged 3 SP:Iteration 52Q (2881.657690 sec): 3 clusters Score: Raw -4949392.848808 + Penalty 3469.662566 = -4945923.186242 nChanged 4 SP:Iteration 53Q (2881.722711 sec): 3 clusters Score: Raw -4949393.050599 + Penalty 3469.662566 = -4945923.388033 nChanged 5 SP:Iteration 54Q (2881.787906 sec): 3 clusters Score: Raw -4949393.228377 + Penalty 3469.662566 = -4945923.565811 nChanged 6 SP:Iteration 55Q (2881.853154 sec): 3 clusters Score: Raw -4949393.653491 + Penalty 3469.662566 = -4945923.990924 nChanged 4 SP:Iteration 56Q (2881.918512 sec): 3 clusters Score: Raw -4949393.871713 + Penalty 3469.662566 = -4945924.209147 nChanged 7 SP:Iteration 57Q (2881.983433 sec): 3 clusters Score: Raw -4949394.177026 + Penalty 3469.662566 = -4945924.514460 nChanged 4 SP:Iteration 58Q (2882.048371 sec): 3 clusters Score: Raw -4949394.388907 + Penalty 3469.662566 = -4945924.726340 nChanged 4 SP:Iteration 59Q (2882.117827 sec): 3 clusters Score: Raw -4949394.656176 + Penalty 3469.662566 = -4945924.993610 nChanged 10 SP:Iteration 60F (2882.192696 sec): 3 clusters Score: Raw -4949395.208740 + Penalty 3469.662566 = -4945925.546174 nChanged 9 SP:Iteration 61Q (2882.258069 sec): 3 clusters Score: Raw -4949395.731565 + Penalty 3469.662566 = -4945926.068999 nChanged 9 SP:Iteration 62Q (2882.323488 sec): 3 clusters Score: Raw -4949396.307096 + Penalty 3469.662566 = -4945926.644530 nChanged 16 SP:Iteration 63Q (2882.388712 sec): 3 clusters Score: Raw -4949397.407340 + Penalty 3469.662566 = -4945927.744774 nChanged 14 SP:Iteration 64Q (2882.453779 sec): 3 clusters Score: Raw -4949398.316472 + Penalty 3469.662566 = -4945928.653906 nChanged 7 SP:Iteration 65Q (2882.519107 sec): 3 clusters Score: Raw -4949398.718935 + Penalty 3469.662566 = -4945929.056369 nChanged 6 SP:Iteration 66Q (2882.594502 sec): 3 clusters Score: Raw -4949398.941558 + Penalty 3469.662566 = -4945929.278992 nChanged 7 SP:Iteration 67Q (2882.659352 sec): 3 clusters Score: Raw -4949399.238726 + Penalty 3469.662566 = -4945929.576160 nChanged 7 SP:Iteration 68Q (2882.724498 sec): 3 clusters Score: Raw -4949399.498644 + Penalty 3469.662566 = -4945929.836078 nChanged 4 SP:Iteration 69Q (2882.789434 sec): 3 clusters Score: Raw -4949399.665108 + Penalty 3469.662566 = -4945930.002542 nChanged 6 SP:Iteration 70Q (2882.854342 sec): 3 clusters Score: Raw -4949399.929215 + Penalty 3469.662566 = -4945930.266649 nChanged 4 SP:Iteration 71Q (2882.919238 sec): 3 clusters Score: Raw -4949400.138232 + Penalty 3469.662566 = -4945930.475666 nChanged 3 SP:Iteration 72Q (2882.984042 sec): 3 clusters Score: Raw -4949400.278643 + Penalty 3469.662566 = -4945930.616077 nChanged 4 SP:Iteration 73Q (2883.049018 sec): 3 clusters Score: Raw -4949400.451229 + Penalty 3469.662566 = -4945930.788663 nChanged 4 SP:Iteration 74Q (2883.113974 sec): 3 clusters Score: Raw -4949400.632907 + Penalty 3469.662566 = -4945930.970341 nChanged 3 SP:Iteration 75Q (2883.178798 sec): 3 clusters Score: Raw -4949400.716750 + Penalty 3469.662566 = -4945931.054184 nChanged 1 SP:Iteration 76Q (2883.243811 sec): 3 clusters Score: Raw -4949400.862208 + Penalty 3469.662566 = -4945931.199641 nChanged 9 SP:Iteration 77Q (2883.308874 sec): 3 clusters Score: Raw -4949401.394100 + Penalty 3469.662566 = -4945931.731534 nChanged 9 SP:Iteration 78Q (2883.373896 sec): 3 clusters Score: Raw -4949402.075430 + Penalty 3469.662566 = -4945932.412864 nChanged 13 SP:Iteration 79Q (2883.438811 sec): 3 clusters Score: Raw -4949402.890713 + Penalty 3469.662566 = -4945933.228146 nChanged 10 SP:Iteration 80F (2883.513703 sec): 3 clusters Score: Raw -4949403.393517 + Penalty 3469.662566 = -4945933.730951 nChanged 3 SP:Iteration 81Q (2883.578899 sec): 3 clusters Score: Raw -4949403.491331 + Penalty 3469.662566 = -4945933.828765 nChanged 2 SP:Iteration 82Q (2883.643852 sec): 3 clusters Score: Raw -4949403.536081 + Penalty 3469.662566 = -4945933.873514 nChanged 0 SP:Iteration 83F (2883.718879 sec): 3 clusters Score: Raw -4949403.536081 + Penalty 3469.662566 = -4945933.873514 nChanged 0 Trying to split cluster 27 (5309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2883.731350 sec): 2 clusters Score: Raw -603643.081092 + Penalty 1393.788301 = -602249.292791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2883.753280 sec): 3 clusters Score: Raw -600902.549884 + Penalty 2787.576601 = -598114.973283 nChanged 2118 SP:Iteration 1F (2883.774592 sec): 3 clusters Score: Raw -602293.206230 + Penalty 2787.576601 = -599505.629629 nChanged 488 SP:Iteration 2F (2883.796040 sec): 3 clusters Score: Raw -602654.157203 + Penalty 2787.576601 = -599866.580602 nChanged 374 SP:Iteration 3F (2883.817613 sec): 3 clusters Score: Raw -602927.883281 + Penalty 2787.576601 = -600140.306680 nChanged 304 SP:Iteration 4F (2883.838995 sec): 3 clusters Score: Raw -603145.427123 + Penalty 2787.576601 = -600357.850522 nChanged 241 SP:Iteration 5Q (2883.860403 sec): 3 clusters Score: Raw -603321.854674 + Penalty 2787.576601 = -600534.278072 nChanged 204 SP:Iteration 6Q (2883.918007 sec): 3 clusters Score: Raw -603456.670114 + Penalty 2787.576601 = -600669.093513 nChanged 173 SP:Iteration 7Q (2883.978712 sec): 3 clusters Score: Raw -603568.127409 + Penalty 2787.576601 = -600780.550808 nChanged 135 SP:Iteration 8Q (2884.004936 sec): 3 clusters Score: Raw -603654.390041 + Penalty 2787.576601 = -600866.813440 nChanged 134 SP:Iteration 9Q (2884.068204 sec): 3 clusters Score: Raw -603720.588110 + Penalty 2787.576601 = -600933.011508 nChanged 124 SP:Iteration 10Q (2884.114628 sec): 3 clusters Score: Raw -603779.098131 + Penalty 2787.576601 = -600991.521530 nChanged 94 SP:Iteration 11Q (2884.144346 sec): 3 clusters Score: Raw -603823.356763 + Penalty 2787.576601 = -601035.780162 nChanged 88 SP:Iteration 12Q (2884.165428 sec): 3 clusters Score: Raw -603862.405611 + Penalty 2787.576601 = -601074.829010 nChanged 67 SP:Iteration 13Q (2884.186539 sec): 3 clusters Score: Raw -603890.700899 + Penalty 2787.576601 = -601103.124297 nChanged 62 SP:Iteration 14Q (2884.207527 sec): 3 clusters Score: Raw -603910.922902 + Penalty 2787.576601 = -601123.346301 nChanged 44 SP:Iteration 15Q (2884.228603 sec): 3 clusters Score: Raw -603926.009398 + Penalty 2787.576601 = -601138.432797 nChanged 51 SP:Iteration 16Q (2884.249426 sec): 3 clusters Score: Raw -603945.757219 + Penalty 2787.576601 = -601158.180618 nChanged 45 SP:Iteration 17Q (2884.270475 sec): 3 clusters Score: Raw -603960.936665 + Penalty 2787.576601 = -601173.360064 nChanged 40 SP:Iteration 18Q (2884.291598 sec): 3 clusters Score: Raw -603976.226839 + Penalty 2787.576601 = -601188.650238 nChanged 43 SP:Iteration 19Q (2884.312528 sec): 3 clusters Score: Raw -603988.646324 + Penalty 2787.576601 = -601201.069723 nChanged 30 SP:Iteration 20F (2884.334033 sec): 3 clusters Score: Raw -603997.018720 + Penalty 2787.576601 = -601209.442119 nChanged 30 SP:Iteration 21Q (2884.355046 sec): 3 clusters Score: Raw -604005.497528 + Penalty 2787.576601 = -601217.920927 nChanged 24 SP:Iteration 22Q (2884.376123 sec): 3 clusters Score: Raw -604010.647831 + Penalty 2787.576601 = -601223.071230 nChanged 26 SP:Iteration 23Q (2884.397023 sec): 3 clusters Score: Raw -604017.307260 + Penalty 2787.576601 = -601229.730659 nChanged 26 SP:Iteration 24Q (2884.418235 sec): 3 clusters Score: Raw -604024.800292 + Penalty 2787.576601 = -601237.223691 nChanged 26 SP:Iteration 25Q (2884.439285 sec): 3 clusters Score: Raw -604031.135127 + Penalty 2787.576601 = -601243.558526 nChanged 14 SP:Iteration 26Q (2884.460141 sec): 3 clusters Score: Raw -604035.549386 + Penalty 2787.576601 = -601247.972785 nChanged 18 SP:Iteration 27Q (2884.481263 sec): 3 clusters Score: Raw -604040.156593 + Penalty 2787.576601 = -601252.579992 nChanged 18 SP:Iteration 28Q (2884.502362 sec): 3 clusters Score: Raw -604043.816818 + Penalty 2787.576601 = -601256.240217 nChanged 22 SP:Iteration 29Q (2884.522978 sec): 3 clusters Score: Raw -604049.958443 + Penalty 2787.576601 = -601262.381842 nChanged 23 SP:Iteration 30Q (2884.543979 sec): 3 clusters Score: Raw -604054.212159 + Penalty 2787.576601 = -601266.635557 nChanged 16 SP:Iteration 31Q (2884.564913 sec): 3 clusters Score: Raw -604059.253362 + Penalty 2787.576601 = -601271.676761 nChanged 14 SP:Iteration 32Q (2884.585826 sec): 3 clusters Score: Raw -604062.659195 + Penalty 2787.576601 = -601275.082594 nChanged 13 SP:Iteration 33Q (2884.606744 sec): 3 clusters Score: Raw -604065.795665 + Penalty 2787.576601 = -601278.219063 nChanged 13 SP:Iteration 34Q (2884.627548 sec): 3 clusters Score: Raw -604069.552393 + Penalty 2787.576601 = -601281.975792 nChanged 11 SP:Iteration 35Q (2884.648464 sec): 3 clusters Score: Raw -604071.648731 + Penalty 2787.576601 = -601284.072130 nChanged 9 SP:Iteration 36Q (2884.669331 sec): 3 clusters Score: Raw -604073.830945 + Penalty 2787.576601 = -601286.254344 nChanged 8 SP:Iteration 37Q (2884.690083 sec): 3 clusters Score: Raw -604075.286993 + Penalty 2787.576601 = -601287.710392 nChanged 4 SP:Iteration 38Q (2884.710896 sec): 3 clusters Score: Raw -604076.623269 + Penalty 2787.576601 = -601289.046668 nChanged 7 SP:Iteration 39Q (2884.731745 sec): 3 clusters Score: Raw -604077.727613 + Penalty 2787.576601 = -601290.151012 nChanged 3 SP:Iteration 40F (2884.753032 sec): 3 clusters Score: Raw -604078.009844 + Penalty 2787.576601 = -601290.433243 nChanged 1 SP:Iteration 41Q (2884.773738 sec): 3 clusters Score: Raw -604078.324217 + Penalty 2787.576601 = -601290.747616 nChanged 4 SP:Iteration 42Q (2884.794433 sec): 3 clusters Score: Raw -604079.264948 + Penalty 2787.576601 = -601291.688347 nChanged 5 SP:Iteration 43Q (2884.815299 sec): 3 clusters Score: Raw -604080.295827 + Penalty 2787.576601 = -601292.719225 nChanged 4 SP:Iteration 44Q (2884.836079 sec): 3 clusters Score: Raw -604080.869000 + Penalty 2787.576601 = -601293.292399 nChanged 4 SP:Iteration 45Q (2884.890019 sec): 3 clusters Score: Raw -604081.529965 + Penalty 2787.576601 = -601293.953364 nChanged 3 SP:Iteration 46Q (2884.910690 sec): 3 clusters Score: Raw -604082.148446 + Penalty 2787.576601 = -601294.571845 nChanged 2 SP:Iteration 47Q (2884.931722 sec): 3 clusters Score: Raw -604082.410066 + Penalty 2787.576601 = -601294.833465 nChanged 2 SP:Iteration 48Q (2884.952695 sec): 3 clusters Score: Raw -604082.632387 + Penalty 2787.576601 = -601295.055786 nChanged 1 SP:Iteration 49Q (2884.973609 sec): 3 clusters Score: Raw -604082.779405 + Penalty 2787.576601 = -601295.202804 nChanged 0 SP:Iteration 50F (2884.995229 sec): 3 clusters Score: Raw -604082.779405 + Penalty 2787.576601 = -601295.202804 nChanged 0 Trying to split cluster 28 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2885.009896 sec): 2 clusters Score: Raw -111860.864108 + Penalty 1125.728160 = -110735.135948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2885.015766 sec): 3 clusters Score: Raw -111565.325897 + Penalty 2251.456320 = -109313.869578 nChanged 303 SP:Iteration 1F (2885.021332 sec): 3 clusters Score: Raw -111864.346263 + Penalty 2251.456320 = -109612.889944 nChanged 79 SP:Iteration 2F (2885.026801 sec): 3 clusters Score: Raw -111950.817522 + Penalty 2251.456320 = -109699.361202 nChanged 31 SP:Iteration 3Q (2885.032258 sec): 3 clusters Score: Raw -111977.234891 + Penalty 2251.456320 = -109725.778572 nChanged 21 SP:Iteration 4Q (2885.037677 sec): 3 clusters Score: Raw -111999.800307 + Penalty 2251.456320 = -109748.343987 nChanged 18 SP:Iteration 5Q (2885.043068 sec): 3 clusters Score: Raw -112018.430572 + Penalty 2251.456320 = -109766.974253 nChanged 10 SP:Iteration 6Q (2885.048507 sec): 3 clusters Score: Raw -112026.487200 + Penalty 2251.456320 = -109775.030880 nChanged 6 SP:Iteration 7Q (2885.053917 sec): 3 clusters Score: Raw -112030.387410 + Penalty 2251.456320 = -109778.931091 nChanged 4 SP:Iteration 8Q (2885.059345 sec): 3 clusters Score: Raw -112032.150974 + Penalty 2251.456320 = -109780.694654 nChanged 1 SP:Iteration 9Q (2885.064780 sec): 3 clusters Score: Raw -112032.890645 + Penalty 2251.456320 = -109781.434326 nChanged 1 SP:Iteration 10Q (2885.070196 sec): 3 clusters Score: Raw -112034.815837 + Penalty 2251.456320 = -109783.359517 nChanged 3 SP:Iteration 11Q (2885.075562 sec): 3 clusters Score: Raw -112035.622063 + Penalty 2251.456320 = -109784.165743 nChanged 0 SP:Iteration 12F (2885.081039 sec): 3 clusters Score: Raw -112035.622063 + Penalty 2251.456320 = -109784.165743 nChanged 0 Trying to split cluster 29 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2885.093539 sec): 2 clusters Score: Raw -48698.133942 + Penalty 1007.252791 = -47690.881150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2885.096796 sec): 3 clusters Score: Raw -48657.316542 + Penalty 2014.505583 = -46642.810959 nChanged 127 SP:Iteration 1F (2885.099776 sec): 3 clusters Score: Raw -48881.998463 + Penalty 2014.505583 = -46867.492880 nChanged 32 SP:Iteration 2F (2885.102781 sec): 3 clusters Score: Raw -48954.341571 + Penalty 2014.505583 = -46939.835988 nChanged 19 SP:Iteration 3Q (2885.105702 sec): 3 clusters Score: Raw -48997.231657 + Penalty 2014.505583 = -46982.726074 nChanged 16 SP:Iteration 4Q (2885.108631 sec): 3 clusters Score: Raw -49030.700692 + Penalty 2014.505583 = -47016.195110 nChanged 4 SP:Iteration 5Q (2885.111542 sec): 3 clusters Score: Raw -49040.644440 + Penalty 2014.505583 = -47026.138857 nChanged 1 SP:Iteration 6Q (2885.114973 sec): 3 clusters Score: Raw -49042.947897 + Penalty 2014.505583 = -47028.442314 nChanged 0 SP:Iteration 7F (2885.118022 sec): 3 clusters Score: Raw -49042.947897 + Penalty 2014.505583 = -47028.442314 nChanged 0 Trying to split cluster 30 (6376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2885.151109 sec): 2 clusters Score: Raw -702413.351002 + Penalty 1423.548136 = -700989.802866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2885.174574 sec): 3 clusters Score: Raw -698992.523767 + Penalty 2847.096272 = -696145.427495 nChanged 2671 SP:Iteration 1F (2885.197776 sec): 3 clusters Score: Raw -700500.884194 + Penalty 2847.096272 = -697653.787923 nChanged 482 SP:Iteration 2F (2885.220988 sec): 3 clusters Score: Raw -700787.306896 + Penalty 2847.096272 = -697940.210624 nChanged 372 SP:Iteration 3F (2885.244113 sec): 3 clusters Score: Raw -701056.053622 + Penalty 2847.096272 = -698208.957351 nChanged 357 SP:Iteration 4F (2885.267041 sec): 3 clusters Score: Raw -701339.512476 + Penalty 2847.096272 = -698492.416204 nChanged 370 SP:Iteration 5F (2885.290170 sec): 3 clusters Score: Raw -701642.985892 + Penalty 2847.096272 = -698795.889620 nChanged 369 SP:Iteration 6F (2885.313275 sec): 3 clusters Score: Raw -701953.960679 + Penalty 2847.096272 = -699106.864408 nChanged 342 SP:Iteration 7F (2885.336422 sec): 3 clusters Score: Raw -702214.644544 + Penalty 2847.096272 = -699367.548272 nChanged 279 SP:Iteration 8Q (2885.359256 sec): 3 clusters Score: Raw -702376.181232 + Penalty 2847.096272 = -699529.084960 nChanged 209 SP:Iteration 9Q (2885.382171 sec): 3 clusters Score: Raw -702488.507823 + Penalty 2847.096272 = -699641.411551 nChanged 161 SP:Iteration 10Q (2885.405199 sec): 3 clusters Score: Raw -702574.771677 + Penalty 2847.096272 = -699727.675406 nChanged 151 SP:Iteration 11Q (2885.427955 sec): 3 clusters Score: Raw -702647.673427 + Penalty 2847.096272 = -699800.577156 nChanged 105 SP:Iteration 12Q (2885.450704 sec): 3 clusters Score: Raw -702704.140257 + Penalty 2847.096272 = -699857.043986 nChanged 90 SP:Iteration 13Q (2885.473613 sec): 3 clusters Score: Raw -702755.905224 + Penalty 2847.096272 = -699908.808953 nChanged 93 SP:Iteration 14Q (2885.496244 sec): 3 clusters Score: Raw -702796.834587 + Penalty 2847.096272 = -699949.738316 nChanged 71 SP:Iteration 15Q (2885.519446 sec): 3 clusters Score: Raw -702819.295585 + Penalty 2847.096272 = -699972.199313 nChanged 56 SP:Iteration 16Q (2885.542624 sec): 3 clusters Score: Raw -702837.452437 + Penalty 2847.096272 = -699990.356166 nChanged 44 SP:Iteration 17Q (2885.565544 sec): 3 clusters Score: Raw -702849.706067 + Penalty 2847.096272 = -700002.609795 nChanged 36 SP:Iteration 18Q (2885.588213 sec): 3 clusters Score: Raw -702859.366606 + Penalty 2847.096272 = -700012.270335 nChanged 34 SP:Iteration 19Q (2885.611023 sec): 3 clusters Score: Raw -702867.574734 + Penalty 2847.096272 = -700020.478462 nChanged 29 SP:Iteration 20F (2885.634107 sec): 3 clusters Score: Raw -702873.865178 + Penalty 2847.096272 = -700026.768906 nChanged 16 SP:Iteration 21Q (2885.656686 sec): 3 clusters Score: Raw -702877.317579 + Penalty 2847.096272 = -700030.221307 nChanged 8 SP:Iteration 22Q (2885.679158 sec): 3 clusters Score: Raw -702878.540375 + Penalty 2847.096272 = -700031.444104 nChanged 9 SP:Iteration 23Q (2885.702115 sec): 3 clusters Score: Raw -702880.049664 + Penalty 2847.096272 = -700032.953393 nChanged 14 SP:Iteration 24Q (2885.725044 sec): 3 clusters Score: Raw -702882.859121 + Penalty 2847.096272 = -700035.762850 nChanged 14 SP:Iteration 25Q (2885.747981 sec): 3 clusters Score: Raw -702886.006094 + Penalty 2847.096272 = -700038.909822 nChanged 13 SP:Iteration 26Q (2885.770740 sec): 3 clusters Score: Raw -702888.832683 + Penalty 2847.096272 = -700041.736411 nChanged 9 SP:Iteration 27Q (2885.793825 sec): 3 clusters Score: Raw -702890.861316 + Penalty 2847.096272 = -700043.765045 nChanged 7 SP:Iteration 28Q (2885.816466 sec): 3 clusters Score: Raw -702892.495593 + Penalty 2847.096272 = -700045.399322 nChanged 11 SP:Iteration 29Q (2885.839400 sec): 3 clusters Score: Raw -702894.859942 + Penalty 2847.096272 = -700047.763670 nChanged 10 SP:Iteration 30Q (2885.862215 sec): 3 clusters Score: Raw -702896.655908 + Penalty 2847.096272 = -700049.559636 nChanged 8 SP:Iteration 31Q (2885.884856 sec): 3 clusters Score: Raw -702897.808054 + Penalty 2847.096272 = -700050.711783 nChanged 11 SP:Iteration 32Q (2885.907543 sec): 3 clusters Score: Raw -702899.491207 + Penalty 2847.096272 = -700052.394936 nChanged 12 SP:Iteration 33Q (2885.930258 sec): 3 clusters Score: Raw -702901.693360 + Penalty 2847.096272 = -700054.597089 nChanged 15 SP:Iteration 34Q (2885.953133 sec): 3 clusters Score: Raw -702904.965445 + Penalty 2847.096272 = -700057.869174 nChanged 12 SP:Iteration 35Q (2885.975888 sec): 3 clusters Score: Raw -702908.563614 + Penalty 2847.096272 = -700061.467342 nChanged 22 SP:Iteration 36Q (2885.998668 sec): 3 clusters Score: Raw -702916.720796 + Penalty 2847.096272 = -700069.624525 nChanged 25 SP:Iteration 37Q (2886.021671 sec): 3 clusters Score: Raw -702924.874739 + Penalty 2847.096272 = -700077.778468 nChanged 26 SP:Iteration 38Q (2886.044450 sec): 3 clusters Score: Raw -702931.428106 + Penalty 2847.096272 = -700084.331834 nChanged 17 SP:Iteration 39Q (2886.067150 sec): 3 clusters Score: Raw -702934.413721 + Penalty 2847.096272 = -700087.317450 nChanged 14 SP:Iteration 40F (2886.090533 sec): 3 clusters Score: Raw -702938.252120 + Penalty 2847.096272 = -700091.155848 nChanged 13 SP:Iteration 41Q (2886.113567 sec): 3 clusters Score: Raw -702942.146260 + Penalty 2847.096272 = -700095.049988 nChanged 15 SP:Iteration 42Q (2886.136519 sec): 3 clusters Score: Raw -702944.326549 + Penalty 2847.096272 = -700097.230277 nChanged 8 SP:Iteration 43Q (2886.159527 sec): 3 clusters Score: Raw -702946.139412 + Penalty 2847.096272 = -700099.043140 nChanged 14 SP:Iteration 44Q (2886.182399 sec): 3 clusters Score: Raw -702948.536267 + Penalty 2847.096272 = -700101.439995 nChanged 7 SP:Iteration 45Q (2886.205247 sec): 3 clusters Score: Raw -702949.763489 + Penalty 2847.096272 = -700102.667218 nChanged 9 SP:Iteration 46Q (2886.228288 sec): 3 clusters Score: Raw -702950.785799 + Penalty 2847.096272 = -700103.689527 nChanged 7 SP:Iteration 47Q (2886.251019 sec): 3 clusters Score: Raw -702952.497418 + Penalty 2847.096272 = -700105.401147 nChanged 9 SP:Iteration 48Q (2886.273748 sec): 3 clusters Score: Raw -702954.639500 + Penalty 2847.096272 = -700107.543228 nChanged 9 SP:Iteration 49Q (2886.297881 sec): 3 clusters Score: Raw -702956.873964 + Penalty 2847.096272 = -700109.777692 nChanged 12 SP:Iteration 50Q (2886.320691 sec): 3 clusters Score: Raw -702959.937777 + Penalty 2847.096272 = -700112.841506 nChanged 9 SP:Iteration 51Q (2886.343587 sec): 3 clusters Score: Raw -702962.239606 + Penalty 2847.096272 = -700115.143335 nChanged 8 SP:Iteration 52Q (2886.366364 sec): 3 clusters Score: Raw -702963.385525 + Penalty 2847.096272 = -700116.289253 nChanged 8 SP:Iteration 53Q (2886.389213 sec): 3 clusters Score: Raw -702965.292479 + Penalty 2847.096272 = -700118.196207 nChanged 10 SP:Iteration 54Q (2886.412195 sec): 3 clusters Score: Raw -702967.358067 + Penalty 2847.096272 = -700120.261795 nChanged 6 SP:Iteration 55Q (2886.435202 sec): 3 clusters Score: Raw -702968.720778 + Penalty 2847.096272 = -700121.624507 nChanged 6 SP:Iteration 56Q (2886.458184 sec): 3 clusters Score: Raw -702969.722684 + Penalty 2847.096272 = -700122.626412 nChanged 4 SP:Iteration 57Q (2886.481139 sec): 3 clusters Score: Raw -702970.806876 + Penalty 2847.096272 = -700123.710604 nChanged 3 SP:Iteration 58Q (2886.504049 sec): 3 clusters Score: Raw -702971.453266 + Penalty 2847.096272 = -700124.356995 nChanged 4 SP:Iteration 59Q (2886.526740 sec): 3 clusters Score: Raw -702972.455612 + Penalty 2847.096272 = -700125.359340 nChanged 2 SP:Iteration 60F (2886.549919 sec): 3 clusters Score: Raw -702972.834159 + Penalty 2847.096272 = -700125.737887 nChanged 3 SP:Iteration 61Q (2886.572863 sec): 3 clusters Score: Raw -702973.760003 + Penalty 2847.096272 = -700126.663731 nChanged 4 SP:Iteration 62Q (2886.595728 sec): 3 clusters Score: Raw -702974.483405 + Penalty 2847.096272 = -700127.387133 nChanged 2 SP:Iteration 63Q (2886.618603 sec): 3 clusters Score: Raw -702974.715120 + Penalty 2847.096272 = -700127.618848 nChanged 0 SP:Iteration 64F (2886.641982 sec): 3 clusters Score: Raw -702974.715120 + Penalty 2847.096272 = -700127.618848 nChanged 0 Trying to split cluster 31 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2886.656615 sec): 2 clusters Score: Raw -127875.077748 + Penalty 1132.743638 = -126742.334111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2886.662864 sec): 3 clusters Score: Raw -127538.220338 + Penalty 2265.487275 = -125272.733062 nChanged 322 SP:Iteration 1F (2886.668717 sec): 3 clusters Score: Raw -127864.189764 + Penalty 2265.487275 = -125598.702489 nChanged 89 SP:Iteration 2F (2886.674575 sec): 3 clusters Score: Raw -127964.986178 + Penalty 2265.487275 = -125699.498903 nChanged 48 SP:Iteration 3Q (2886.680375 sec): 3 clusters Score: Raw -128010.062171 + Penalty 2265.487275 = -125744.574895 nChanged 22 SP:Iteration 4Q (2886.686162 sec): 3 clusters Score: Raw -128038.585840 + Penalty 2265.487275 = -125773.098565 nChanged 24 SP:Iteration 5Q (2886.691961 sec): 3 clusters Score: Raw -128057.834145 + Penalty 2265.487275 = -125792.346870 nChanged 19 SP:Iteration 6Q (2886.697749 sec): 3 clusters Score: Raw -128075.408511 + Penalty 2265.487275 = -125809.921235 nChanged 12 SP:Iteration 7Q (2886.703457 sec): 3 clusters Score: Raw -128085.760662 + Penalty 2265.487275 = -125820.273386 nChanged 6 SP:Iteration 8Q (2886.709244 sec): 3 clusters Score: Raw -128089.908643 + Penalty 2265.487275 = -125824.421368 nChanged 2 SP:Iteration 9Q (2886.714953 sec): 3 clusters Score: Raw -128092.191937 + Penalty 2265.487275 = -125826.704661 nChanged 1 SP:Iteration 10Q (2886.720824 sec): 3 clusters Score: Raw -128092.877169 + Penalty 2265.487275 = -125827.389894 nChanged 0 SP:Iteration 11F (2886.726633 sec): 3 clusters Score: Raw -128092.877169 + Penalty 2265.487275 = -125827.389894 nChanged 0 Trying to split cluster 32 (7155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2886.748458 sec): 2 clusters Score: Raw -785647.193453 + Penalty 1442.279587 = -784204.913865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2886.772485 sec): 3 clusters Score: Raw -781709.378647 + Penalty 2884.559175 = -778824.819472 nChanged 3008 SP:Iteration 1F (2886.796309 sec): 3 clusters Score: Raw -783447.379120 + Penalty 2884.559175 = -780562.819945 nChanged 577 SP:Iteration 2F (2886.819817 sec): 3 clusters Score: Raw -783785.619776 + Penalty 2884.559175 = -780901.060601 nChanged 461 SP:Iteration 3F (2886.843013 sec): 3 clusters Score: Raw -784051.169420 + Penalty 2884.559175 = -781166.610246 nChanged 397 SP:Iteration 4F (2886.866579 sec): 3 clusters Score: Raw -784308.796995 + Penalty 2884.559175 = -781424.237820 nChanged 408 SP:Iteration 5F (2886.889773 sec): 3 clusters Score: Raw -784647.982301 + Penalty 2884.559175 = -781763.423126 nChanged 433 SP:Iteration 6F (2886.913441 sec): 3 clusters Score: Raw -785059.568125 + Penalty 2884.559175 = -782175.008950 nChanged 439 SP:Iteration 7F (2886.937137 sec): 3 clusters Score: Raw -785455.732552 + Penalty 2884.559175 = -782571.173377 nChanged 360 SP:Iteration 8F (2886.960844 sec): 3 clusters Score: Raw -785730.580150 + Penalty 2884.559175 = -782846.020975 nChanged 277 SP:Iteration 9Q (2886.984350 sec): 3 clusters Score: Raw -785915.658975 + Penalty 2884.559175 = -783031.099800 nChanged 232 SP:Iteration 10Q (2887.007560 sec): 3 clusters Score: Raw -786034.945000 + Penalty 2884.559175 = -783150.385825 nChanged 183 SP:Iteration 11Q (2887.030877 sec): 3 clusters Score: Raw -786102.069534 + Penalty 2884.559175 = -783217.510359 nChanged 123 SP:Iteration 12Q (2887.053786 sec): 3 clusters Score: Raw -786135.556398 + Penalty 2884.559175 = -783250.997223 nChanged 79 SP:Iteration 13Q (2887.077288 sec): 3 clusters Score: Raw -786151.743554 + Penalty 2884.559175 = -783267.184379 nChanged 34 SP:Iteration 14Q (2887.100475 sec): 3 clusters Score: Raw -786157.480225 + Penalty 2884.559175 = -783272.921050 nChanged 23 SP:Iteration 15Q (2887.123579 sec): 3 clusters Score: Raw -786161.061557 + Penalty 2884.559175 = -783276.502382 nChanged 19 SP:Iteration 16Q (2887.146652 sec): 3 clusters Score: Raw -786164.533994 + Penalty 2884.559175 = -783279.974819 nChanged 15 SP:Iteration 17Q (2887.169839 sec): 3 clusters Score: Raw -786166.802096 + Penalty 2884.559175 = -783282.242921 nChanged 13 SP:Iteration 18Q (2887.193026 sec): 3 clusters Score: Raw -786168.200856 + Penalty 2884.559175 = -783283.641681 nChanged 8 SP:Iteration 19Q (2887.216324 sec): 3 clusters Score: Raw -786169.638872 + Penalty 2884.559175 = -783285.079697 nChanged 11 SP:Iteration 20F (2887.240140 sec): 3 clusters Score: Raw -786171.884270 + Penalty 2884.559175 = -783287.325095 nChanged 12 SP:Iteration 21Q (2887.263262 sec): 3 clusters Score: Raw -786174.312552 + Penalty 2884.559175 = -783289.753377 nChanged 10 SP:Iteration 22Q (2887.286557 sec): 3 clusters Score: Raw -786175.903997 + Penalty 2884.559175 = -783291.344823 nChanged 12 SP:Iteration 23Q (2887.309803 sec): 3 clusters Score: Raw -786177.954286 + Penalty 2884.559175 = -783293.395111 nChanged 7 SP:Iteration 24Q (2887.332993 sec): 3 clusters Score: Raw -786179.279100 + Penalty 2884.559175 = -783294.719925 nChanged 11 SP:Iteration 25Q (2887.356022 sec): 3 clusters Score: Raw -786181.195484 + Penalty 2884.559175 = -783296.636309 nChanged 12 SP:Iteration 26Q (2887.379040 sec): 3 clusters Score: Raw -786183.337447 + Penalty 2884.559175 = -783298.778272 nChanged 13 SP:Iteration 27Q (2887.402003 sec): 3 clusters Score: Raw -786185.749542 + Penalty 2884.559175 = -783301.190367 nChanged 20 SP:Iteration 28Q (2887.425117 sec): 3 clusters Score: Raw -786189.062688 + Penalty 2884.559175 = -783304.503513 nChanged 12 SP:Iteration 29Q (2887.448013 sec): 3 clusters Score: Raw -786190.851871 + Penalty 2884.559175 = -783306.292696 nChanged 8 SP:Iteration 30Q (2887.471119 sec): 3 clusters Score: Raw -786191.860218 + Penalty 2884.559175 = -783307.301043 nChanged 8 SP:Iteration 31Q (2887.494585 sec): 3 clusters Score: Raw -786193.146489 + Penalty 2884.559175 = -783308.587314 nChanged 8 SP:Iteration 32Q (2887.517817 sec): 3 clusters Score: Raw -786194.555412 + Penalty 2884.559175 = -783309.996237 nChanged 9 SP:Iteration 33Q (2887.540959 sec): 3 clusters Score: Raw -786196.126560 + Penalty 2884.559175 = -783311.567385 nChanged 11 SP:Iteration 34Q (2887.563813 sec): 3 clusters Score: Raw -786197.931864 + Penalty 2884.559175 = -783313.372689 nChanged 9 SP:Iteration 35Q (2887.586704 sec): 3 clusters Score: Raw -786199.856336 + Penalty 2884.559175 = -783315.297161 nChanged 8 SP:Iteration 36Q (2887.609540 sec): 3 clusters Score: Raw -786200.985656 + Penalty 2884.559175 = -783316.426482 nChanged 9 SP:Iteration 37Q (2887.632599 sec): 3 clusters Score: Raw -786202.721914 + Penalty 2884.559175 = -783318.162739 nChanged 11 SP:Iteration 38Q (2887.655597 sec): 3 clusters Score: Raw -786204.103849 + Penalty 2884.559175 = -783319.544674 nChanged 12 SP:Iteration 39Q (2887.678602 sec): 3 clusters Score: Raw -786205.566171 + Penalty 2884.559175 = -783321.006996 nChanged 8 SP:Iteration 40F (2887.702039 sec): 3 clusters Score: Raw -786206.762976 + Penalty 2884.559175 = -783322.203802 nChanged 5 SP:Iteration 41Q (2887.724945 sec): 3 clusters Score: Raw -786207.271426 + Penalty 2884.559175 = -783322.712251 nChanged 7 SP:Iteration 42Q (2887.748031 sec): 3 clusters Score: Raw -786208.030282 + Penalty 2884.559175 = -783323.471107 nChanged 7 SP:Iteration 43Q (2887.770874 sec): 3 clusters Score: Raw -786208.886797 + Penalty 2884.559175 = -783324.327622 nChanged 13 SP:Iteration 44Q (2887.793733 sec): 3 clusters Score: Raw -786211.082588 + Penalty 2884.559175 = -783326.523413 nChanged 15 SP:Iteration 45Q (2887.816717 sec): 3 clusters Score: Raw -786213.859858 + Penalty 2884.559175 = -783329.300683 nChanged 16 SP:Iteration 46Q (2887.839559 sec): 3 clusters Score: Raw -786216.415611 + Penalty 2884.559175 = -783331.856436 nChanged 11 SP:Iteration 47Q (2887.862415 sec): 3 clusters Score: Raw -786218.105683 + Penalty 2884.559175 = -783333.546508 nChanged 10 SP:Iteration 48Q (2887.885539 sec): 3 clusters Score: Raw -786219.210220 + Penalty 2884.559175 = -783334.651045 nChanged 9 SP:Iteration 49Q (2887.908867 sec): 3 clusters Score: Raw -786220.159598 + Penalty 2884.559175 = -783335.600423 nChanged 3 SP:Iteration 50Q (2887.973410 sec): 3 clusters Score: Raw -786220.828958 + Penalty 2884.559175 = -783336.269783 nChanged 4 SP:Iteration 51Q (2888.032764 sec): 3 clusters Score: Raw -786221.285694 + Penalty 2884.559175 = -783336.726519 nChanged 7 SP:Iteration 52Q (2888.080951 sec): 3 clusters Score: Raw -786221.931063 + Penalty 2884.559175 = -783337.371888 nChanged 3 SP:Iteration 53Q (2888.131253 sec): 3 clusters Score: Raw -786222.296945 + Penalty 2884.559175 = -783337.737770 nChanged 3 SP:Iteration 54Q (2888.190958 sec): 3 clusters Score: Raw -786222.512551 + Penalty 2884.559175 = -783337.953376 nChanged 0 SP:Iteration 55F (2888.251575 sec): 3 clusters Score: Raw -786222.512551 + Penalty 2884.559175 = -783337.953376 nChanged 0 Trying to split cluster 33 (4913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2888.281876 sec): 2 clusters Score: Raw -550425.183774 + Penalty 1381.191505 = -549043.992268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2888.338923 sec): 3 clusters Score: Raw -547843.271939 + Penalty 2762.383010 = -545080.888929 nChanged 2024 SP:Iteration 1F (2888.402643 sec): 3 clusters Score: Raw -548955.841631 + Penalty 2762.383010 = -546193.458621 nChanged 342 SP:Iteration 2F (2888.450952 sec): 3 clusters Score: Raw -549140.915994 + Penalty 2762.383010 = -546378.532983 nChanged 278 SP:Iteration 3F (2888.505621 sec): 3 clusters Score: Raw -549271.503497 + Penalty 2762.383010 = -546509.120487 nChanged 203 SP:Iteration 4Q (2888.559683 sec): 3 clusters Score: Raw -549377.406009 + Penalty 2762.383010 = -546615.022999 nChanged 187 SP:Iteration 5Q (2888.614128 sec): 3 clusters Score: Raw -549458.474276 + Penalty 2762.383010 = -546696.091265 nChanged 147 SP:Iteration 6Q (2888.667735 sec): 3 clusters Score: Raw -549522.079145 + Penalty 2762.383010 = -546759.696135 nChanged 116 SP:Iteration 7Q (2888.720915 sec): 3 clusters Score: Raw -549568.870782 + Penalty 2762.383010 = -546806.487772 nChanged 107 SP:Iteration 8Q (2888.750216 sec): 3 clusters Score: Raw -549603.582798 + Penalty 2762.383010 = -546841.199787 nChanged 94 SP:Iteration 9Q (2888.771059 sec): 3 clusters Score: Raw -549637.320676 + Penalty 2762.383010 = -546874.937666 nChanged 82 SP:Iteration 10Q (2888.791942 sec): 3 clusters Score: Raw -549667.831632 + Penalty 2762.383010 = -546905.448621 nChanged 68 SP:Iteration 11Q (2888.812838 sec): 3 clusters Score: Raw -549692.450234 + Penalty 2762.383010 = -546930.067224 nChanged 64 SP:Iteration 12Q (2888.833612 sec): 3 clusters Score: Raw -549721.499465 + Penalty 2762.383010 = -546959.116455 nChanged 73 SP:Iteration 13Q (2888.854424 sec): 3 clusters Score: Raw -549753.475257 + Penalty 2762.383010 = -546991.092247 nChanged 73 SP:Iteration 14Q (2888.875199 sec): 3 clusters Score: Raw -549783.876131 + Penalty 2762.383010 = -547021.493120 nChanged 88 SP:Iteration 15Q (2888.895641 sec): 3 clusters Score: Raw -549815.891307 + Penalty 2762.383010 = -547053.508297 nChanged 75 SP:Iteration 16Q (2888.916350 sec): 3 clusters Score: Raw -549844.661717 + Penalty 2762.383010 = -547082.278706 nChanged 83 SP:Iteration 17Q (2888.937168 sec): 3 clusters Score: Raw -549890.861177 + Penalty 2762.383010 = -547128.478166 nChanged 104 SP:Iteration 18Q (2888.957859 sec): 3 clusters Score: Raw -549951.511182 + Penalty 2762.383010 = -547189.128172 nChanged 124 SP:Iteration 19Q (2888.978641 sec): 3 clusters Score: Raw -550010.651827 + Penalty 2762.383010 = -547248.268817 nChanged 105 SP:Iteration 20F (2888.999680 sec): 3 clusters Score: Raw -550068.618415 + Penalty 2762.383010 = -547306.235405 nChanged 107 SP:Iteration 21Q (2889.020590 sec): 3 clusters Score: Raw -550121.841555 + Penalty 2762.383010 = -547359.458545 nChanged 100 SP:Iteration 22Q (2889.041199 sec): 3 clusters Score: Raw -550179.819697 + Penalty 2762.383010 = -547417.436687 nChanged 102 SP:Iteration 23Q (2889.061868 sec): 3 clusters Score: Raw -550233.080103 + Penalty 2762.383010 = -547470.697092 nChanged 88 SP:Iteration 24Q (2889.082698 sec): 3 clusters Score: Raw -550276.804410 + Penalty 2762.383010 = -547514.421400 nChanged 81 SP:Iteration 25Q (2889.103251 sec): 3 clusters Score: Raw -550311.258525 + Penalty 2762.383010 = -547548.875515 nChanged 60 SP:Iteration 26Q (2889.123963 sec): 3 clusters Score: Raw -550335.982924 + Penalty 2762.383010 = -547573.599913 nChanged 57 SP:Iteration 27Q (2889.144388 sec): 3 clusters Score: Raw -550355.705990 + Penalty 2762.383010 = -547593.322980 nChanged 51 SP:Iteration 28Q (2889.164786 sec): 3 clusters Score: Raw -550374.519291 + Penalty 2762.383010 = -547612.136280 nChanged 44 SP:Iteration 29Q (2889.185317 sec): 3 clusters Score: Raw -550387.820034 + Penalty 2762.383010 = -547625.437023 nChanged 40 SP:Iteration 30Q (2889.205927 sec): 3 clusters Score: Raw -550397.979799 + Penalty 2762.383010 = -547635.596788 nChanged 25 SP:Iteration 31Q (2889.226471 sec): 3 clusters Score: Raw -550404.671323 + Penalty 2762.383010 = -547642.288312 nChanged 18 SP:Iteration 32Q (2889.246721 sec): 3 clusters Score: Raw -550409.856652 + Penalty 2762.383010 = -547647.473641 nChanged 14 SP:Iteration 33Q (2889.267311 sec): 3 clusters Score: Raw -550414.401992 + Penalty 2762.383010 = -547652.018982 nChanged 15 SP:Iteration 34Q (2889.287816 sec): 3 clusters Score: Raw -550417.783245 + Penalty 2762.383010 = -547655.400235 nChanged 9 SP:Iteration 35Q (2889.308280 sec): 3 clusters Score: Raw -550419.735146 + Penalty 2762.383010 = -547657.352136 nChanged 8 SP:Iteration 36Q (2889.328781 sec): 3 clusters Score: Raw -550421.149689 + Penalty 2762.383010 = -547658.766679 nChanged 7 SP:Iteration 37Q (2889.349118 sec): 3 clusters Score: Raw -550423.241293 + Penalty 2762.383010 = -547660.858283 nChanged 11 SP:Iteration 38Q (2889.369538 sec): 3 clusters Score: Raw -550426.101079 + Penalty 2762.383010 = -547663.718069 nChanged 6 SP:Iteration 39Q (2889.389803 sec): 3 clusters Score: Raw -550427.289337 + Penalty 2762.383010 = -547664.906327 nChanged 9 SP:Iteration 40F (2889.410671 sec): 3 clusters Score: Raw -550429.690887 + Penalty 2762.383010 = -547667.307877 nChanged 12 SP:Iteration 41Q (2889.430834 sec): 3 clusters Score: Raw -550433.028881 + Penalty 2762.383010 = -547670.645871 nChanged 8 SP:Iteration 42Q (2889.451220 sec): 3 clusters Score: Raw -550435.239365 + Penalty 2762.383010 = -547672.856355 nChanged 9 SP:Iteration 43Q (2889.471703 sec): 3 clusters Score: Raw -550437.146621 + Penalty 2762.383010 = -547674.763610 nChanged 12 SP:Iteration 44Q (2889.492297 sec): 3 clusters Score: Raw -550439.305037 + Penalty 2762.383010 = -547676.922027 nChanged 6 SP:Iteration 45Q (2889.512744 sec): 3 clusters Score: Raw -550440.243827 + Penalty 2762.383010 = -547677.860816 nChanged 3 SP:Iteration 46Q (2889.533088 sec): 3 clusters Score: Raw -550440.726559 + Penalty 2762.383010 = -547678.343549 nChanged 1 SP:Iteration 47Q (2889.553387 sec): 3 clusters Score: Raw -550440.916871 + Penalty 2762.383010 = -547678.533860 nChanged 0 SP:Iteration 48F (2889.574268 sec): 3 clusters Score: Raw -550440.916871 + Penalty 2762.383010 = -547678.533860 nChanged 0 Trying to split cluster 34 (59608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2889.659817 sec): 2 clusters Score: Raw -6844580.207005 + Penalty 1786.776074 = -6842793.430931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2889.762607 sec): 3 clusters Score: Raw -6806633.730600 + Penalty 3573.552148 = -6803060.178451 nChanged 27992 SP:Iteration 1F (2889.862037 sec): 3 clusters Score: Raw -6822619.629535 + Penalty 3573.552148 = -6819046.077387 nChanged 2233 SP:Iteration 2Q (2889.967215 sec): 3 clusters Score: Raw -6823306.161893 + Penalty 3573.552148 = -6819732.609744 nChanged 2377 SP:Iteration 3Q (2890.071854 sec): 3 clusters Score: Raw -6824137.800372 + Penalty 3573.552148 = -6820564.248224 nChanged 2587 SP:Iteration 4Q (2890.176318 sec): 3 clusters Score: Raw -6825208.101951 + Penalty 3573.552148 = -6821634.549802 nChanged 2949 SP:Iteration 5Q (2890.280464 sec): 3 clusters Score: Raw -6826667.814046 + Penalty 3573.552148 = -6823094.261897 nChanged 3226 SP:Iteration 6F (2890.379234 sec): 3 clusters Score: Raw -6828491.767191 + Penalty 3573.552148 = -6824918.215042 nChanged 3491 SP:Iteration 7F (2890.478005 sec): 3 clusters Score: Raw -6830656.150567 + Penalty 3573.552148 = -6827082.598418 nChanged 3484 SP:Iteration 8F (2890.577796 sec): 3 clusters Score: Raw -6832879.047182 + Penalty 3573.552148 = -6829305.495034 nChanged 3058 SP:Iteration 9F (2890.676780 sec): 3 clusters Score: Raw -6834542.808963 + Penalty 3573.552148 = -6830969.256815 nChanged 2339 SP:Iteration 10Q (2890.779935 sec): 3 clusters Score: Raw -6835475.592541 + Penalty 3573.552148 = -6831902.040392 nChanged 1597 SP:Iteration 11Q (2890.881788 sec): 3 clusters Score: Raw -6835936.448341 + Penalty 3573.552148 = -6832362.896193 nChanged 1099 SP:Iteration 12Q (2890.982813 sec): 3 clusters Score: Raw -6836216.437886 + Penalty 3573.552148 = -6832642.885737 nChanged 958 SP:Iteration 13Q (2891.083516 sec): 3 clusters Score: Raw -6836455.252651 + Penalty 3573.552148 = -6832881.700503 nChanged 854 SP:Iteration 14Q (2891.183290 sec): 3 clusters Score: Raw -6836658.205158 + Penalty 3573.552148 = -6833084.653009 nChanged 794 SP:Iteration 15Q (2891.282751 sec): 3 clusters Score: Raw -6836856.600634 + Penalty 3573.552148 = -6833283.048485 nChanged 797 SP:Iteration 16Q (2891.381916 sec): 3 clusters Score: Raw -6837074.426598 + Penalty 3573.552148 = -6833500.874449 nChanged 829 SP:Iteration 17Q (2891.480937 sec): 3 clusters Score: Raw -6837315.263249 + Penalty 3573.552148 = -6833741.711101 nChanged 890 SP:Iteration 18Q (2891.580112 sec): 3 clusters Score: Raw -6837577.442986 + Penalty 3573.552148 = -6834003.890838 nChanged 913 SP:Iteration 19Q (2891.678412 sec): 3 clusters Score: Raw -6837876.683882 + Penalty 3573.552148 = -6834303.131733 nChanged 953 SP:Iteration 20F (2891.777163 sec): 3 clusters Score: Raw -6838190.477482 + Penalty 3573.552148 = -6834616.925333 nChanged 955 SP:Iteration 21Q (2891.875395 sec): 3 clusters Score: Raw -6838520.491911 + Penalty 3573.552148 = -6834946.939763 nChanged 993 SP:Iteration 22Q (2891.972796 sec): 3 clusters Score: Raw -6838857.442109 + Penalty 3573.552148 = -6835283.889961 nChanged 981 SP:Iteration 23Q (2892.069387 sec): 3 clusters Score: Raw -6839214.635727 + Penalty 3573.552148 = -6835641.083578 nChanged 1033 SP:Iteration 24Q (2892.165196 sec): 3 clusters Score: Raw -6839600.382399 + Penalty 3573.552148 = -6836026.830251 nChanged 1018 SP:Iteration 25Q (2892.260391 sec): 3 clusters Score: Raw -6839992.110765 + Penalty 3573.552148 = -6836418.558617 nChanged 1046 SP:Iteration 26Q (2892.355185 sec): 3 clusters Score: Raw -6840419.415645 + Penalty 3573.552148 = -6836845.863496 nChanged 1031 SP:Iteration 27Q (2892.448450 sec): 3 clusters Score: Raw -6840870.897969 + Penalty 3573.552148 = -6837297.345820 nChanged 1023 SP:Iteration 28Q (2892.543922 sec): 3 clusters Score: Raw -6841304.217827 + Penalty 3573.552148 = -6837730.665678 nChanged 1003 SP:Iteration 29Q (2892.636535 sec): 3 clusters Score: Raw -6841720.901521 + Penalty 3573.552148 = -6838147.349372 nChanged 953 SP:Iteration 30Q (2892.728137 sec): 3 clusters Score: Raw -6842131.737433 + Penalty 3573.552148 = -6838558.185284 nChanged 890 SP:Iteration 31Q (2892.819143 sec): 3 clusters Score: Raw -6842504.140368 + Penalty 3573.552148 = -6838930.588220 nChanged 813 SP:Iteration 32Q (2892.909415 sec): 3 clusters Score: Raw -6842840.935883 + Penalty 3573.552148 = -6839267.383735 nChanged 767 SP:Iteration 33Q (2892.999065 sec): 3 clusters Score: Raw -6843163.572288 + Penalty 3573.552148 = -6839590.020140 nChanged 727 SP:Iteration 34Q (2893.087463 sec): 3 clusters Score: Raw -6843483.322001 + Penalty 3573.552148 = -6839909.769852 nChanged 632 SP:Iteration 35Q (2893.175189 sec): 3 clusters Score: Raw -6843754.951936 + Penalty 3573.552148 = -6840181.399787 nChanged 506 SP:Iteration 36Q (2893.288667 sec): 3 clusters Score: Raw -6843962.320432 + Penalty 3573.552148 = -6840388.768283 nChanged 452 SP:Iteration 37Q (2893.375470 sec): 3 clusters Score: Raw -6844140.270739 + Penalty 3573.552148 = -6840566.718591 nChanged 398 SP:Iteration 38Q (2893.461071 sec): 3 clusters Score: Raw -6844302.031631 + Penalty 3573.552148 = -6840728.479483 nChanged 360 SP:Iteration 39Q (2893.545993 sec): 3 clusters Score: Raw -6844443.977831 + Penalty 3573.552148 = -6840870.425683 nChanged 311 SP:Iteration 40F (2893.644322 sec): 3 clusters Score: Raw -6844569.501801 + Penalty 3573.552148 = -6840995.949652 nChanged 256 SP:Iteration 41Q (2893.760051 sec): 3 clusters Score: Raw -6844660.286890 + Penalty 3573.552148 = -6841086.734741 nChanged 204 SP:Iteration 42Q (2893.856158 sec): 3 clusters Score: Raw -6844730.624532 + Penalty 3573.552148 = -6841157.072384 nChanged 146 SP:Iteration 43Q (2893.944359 sec): 3 clusters Score: Raw -6844784.233423 + Penalty 3573.552148 = -6841210.681275 nChanged 116 SP:Iteration 44Q (2894.036429 sec): 3 clusters Score: Raw -6844825.269898 + Penalty 3573.552148 = -6841251.717750 nChanged 99 SP:Iteration 45Q (2894.120823 sec): 3 clusters Score: Raw -6844861.142683 + Penalty 3573.552148 = -6841287.590534 nChanged 99 SP:Iteration 46Q (2894.202521 sec): 3 clusters Score: Raw -6844899.356026 + Penalty 3573.552148 = -6841325.803878 nChanged 90 SP:Iteration 47Q (2894.284401 sec): 3 clusters Score: Raw -6844937.749157 + Penalty 3573.552148 = -6841364.197008 nChanged 88 SP:Iteration 48Q (2894.365934 sec): 3 clusters Score: Raw -6844965.039607 + Penalty 3573.552148 = -6841391.487459 nChanged 63 SP:Iteration 49Q (2894.447077 sec): 3 clusters Score: Raw -6844986.398285 + Penalty 3573.552148 = -6841412.846136 nChanged 54 SP:Iteration 50Q (2894.528261 sec): 3 clusters Score: Raw -6845007.061732 + Penalty 3573.552148 = -6841433.509583 nChanged 41 SP:Iteration 51Q (2894.609355 sec): 3 clusters Score: Raw -6845025.419291 + Penalty 3573.552148 = -6841451.867142 nChanged 55 SP:Iteration 52Q (2894.692677 sec): 3 clusters Score: Raw -6845047.945678 + Penalty 3573.552148 = -6841474.393529 nChanged 48 SP:Iteration 53Q (2894.785941 sec): 3 clusters Score: Raw -6845065.863570 + Penalty 3573.552148 = -6841492.311421 nChanged 35 SP:Iteration 54Q (2894.905072 sec): 3 clusters Score: Raw -6845077.044734 + Penalty 3573.552148 = -6841503.492586 nChanged 29 SP:Iteration 55Q (2894.996608 sec): 3 clusters Score: Raw -6845086.227675 + Penalty 3573.552148 = -6841512.675527 nChanged 26 SP:Iteration 56Q (2895.082697 sec): 3 clusters Score: Raw -6845093.077893 + Penalty 3573.552148 = -6841519.525745 nChanged 19 SP:Iteration 57Q (2895.162941 sec): 3 clusters Score: Raw -6845098.521150 + Penalty 3573.552148 = -6841524.969001 nChanged 17 SP:Iteration 58Q (2895.243237 sec): 3 clusters Score: Raw -6845103.259872 + Penalty 3573.552148 = -6841529.707723 nChanged 19 SP:Iteration 59Q (2895.323372 sec): 3 clusters Score: Raw -6845108.781896 + Penalty 3573.552148 = -6841535.229747 nChanged 18 SP:Iteration 60F (2895.420590 sec): 3 clusters Score: Raw -6845114.595352 + Penalty 3573.552148 = -6841541.043203 nChanged 19 SP:Iteration 61Q (2895.500994 sec): 3 clusters Score: Raw -6845120.379576 + Penalty 3573.552148 = -6841546.827427 nChanged 19 SP:Iteration 62Q (2895.581774 sec): 3 clusters Score: Raw -6845125.815786 + Penalty 3573.552148 = -6841552.263637 nChanged 15 SP:Iteration 63Q (2895.662341 sec): 3 clusters Score: Raw -6845130.401167 + Penalty 3573.552148 = -6841556.849018 nChanged 17 SP:Iteration 64Q (2895.742745 sec): 3 clusters Score: Raw -6845135.366220 + Penalty 3573.552148 = -6841561.814071 nChanged 9 SP:Iteration 65Q (2895.823082 sec): 3 clusters Score: Raw -6845138.254447 + Penalty 3573.552148 = -6841564.702298 nChanged 12 SP:Iteration 66Q (2895.903507 sec): 3 clusters Score: Raw -6845141.739033 + Penalty 3573.552148 = -6841568.186884 nChanged 7 SP:Iteration 67Q (2895.983609 sec): 3 clusters Score: Raw -6845143.749774 + Penalty 3573.552148 = -6841570.197625 nChanged 8 SP:Iteration 68Q (2896.063917 sec): 3 clusters Score: Raw -6845146.359975 + Penalty 3573.552148 = -6841572.807826 nChanged 7 SP:Iteration 69Q (2896.144183 sec): 3 clusters Score: Raw -6845148.725217 + Penalty 3573.552148 = -6841575.173069 nChanged 7 SP:Iteration 70Q (2896.224378 sec): 3 clusters Score: Raw -6845151.489397 + Penalty 3573.552148 = -6841577.937249 nChanged 8 SP:Iteration 71Q (2896.304578 sec): 3 clusters Score: Raw -6845153.272608 + Penalty 3573.552148 = -6841579.720459 nChanged 6 SP:Iteration 72Q (2896.384718 sec): 3 clusters Score: Raw -6845154.696730 + Penalty 3573.552148 = -6841581.144581 nChanged 5 SP:Iteration 73Q (2896.464926 sec): 3 clusters Score: Raw -6845156.912822 + Penalty 3573.552148 = -6841583.360673 nChanged 5 SP:Iteration 74Q (2896.545106 sec): 3 clusters Score: Raw -6845158.847652 + Penalty 3573.552148 = -6841585.295503 nChanged 5 SP:Iteration 75Q (2896.625191 sec): 3 clusters Score: Raw -6845160.389536 + Penalty 3573.552148 = -6841586.837388 nChanged 7 SP:Iteration 76Q (2896.705233 sec): 3 clusters Score: Raw -6845161.877827 + Penalty 3573.552148 = -6841588.325678 nChanged 2 SP:Iteration 77Q (2896.785264 sec): 3 clusters Score: Raw -6845162.237103 + Penalty 3573.552148 = -6841588.684954 nChanged 4 SP:Iteration 78Q (2896.865359 sec): 3 clusters Score: Raw -6845163.233250 + Penalty 3573.552148 = -6841589.681102 nChanged 5 SP:Iteration 79Q (2896.945316 sec): 3 clusters Score: Raw -6845164.187936 + Penalty 3573.552148 = -6841590.635788 nChanged 5 SP:Iteration 80F (2897.042719 sec): 3 clusters Score: Raw -6845165.450698 + Penalty 3573.552148 = -6841591.898549 nChanged 5 SP:Iteration 81Q (2897.123102 sec): 3 clusters Score: Raw -6845167.223790 + Penalty 3573.552148 = -6841593.671641 nChanged 4 SP:Iteration 82Q (2897.203208 sec): 3 clusters Score: Raw -6845168.068291 + Penalty 3573.552148 = -6841594.516143 nChanged 1 SP:Iteration 83Q (2897.283309 sec): 3 clusters Score: Raw -6845168.233763 + Penalty 3573.552148 = -6841594.681614 nChanged 1 SP:Iteration 84Q (2897.366196 sec): 3 clusters Score: Raw -6845168.409174 + Penalty 3573.552148 = -6841594.857026 nChanged 2 SP:Iteration 85Q (2897.446314 sec): 3 clusters Score: Raw -6845169.213543 + Penalty 3573.552148 = -6841595.661395 nChanged 2 SP:Iteration 86Q (2897.526515 sec): 3 clusters Score: Raw -6845170.101680 + Penalty 3573.552148 = -6841596.549532 nChanged 2 SP:Iteration 87Q (2897.606582 sec): 3 clusters Score: Raw -6845170.461886 + Penalty 3573.552148 = -6841596.909737 nChanged 1 SP:Iteration 88Q (2897.687094 sec): 3 clusters Score: Raw -6845170.659235 + Penalty 3573.552148 = -6841597.107086 nChanged 0 SP:Iteration 89F (2897.785005 sec): 3 clusters Score: Raw -6845170.659235 + Penalty 3573.552148 = -6841597.107086 nChanged 0 Time taken for this iteration:2892.587189 seconds. 20->35 Clusters: Score -82158273.488652, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 747413 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 13 (1504 points): Lose 149.722180 but Gain 2197.710643 Iteration 0F (2906.702719 sec): 20 clusters Score: Raw -77737226.000186 + Penalty 41756.502223 = -77695469.497963 nChanged 709029 Deleting Class 16 (1034 points): Lose 999.402157 but Gain 2197.710643 Iteration 1F (2915.044553 sec): 19 clusters Score: Raw -80435014.640150 + Penalty 39558.791579 = -80395455.848571 nChanged 193859 Deleting Class 3 (865 points): Lose 893.480577 but Gain 2197.710643 Iteration 2F (2923.076000 sec): 18 clusters Score: Raw -81044980.663136 + Penalty 37361.080936 = -81007619.582200 nChanged 118346 Deleting Class 18 (579 points): Lose 867.774097 but Gain 2197.710643 Iteration 3F (2930.568925 sec): 17 clusters Score: Raw -81393628.516159 + Penalty 35163.370293 = -81358465.145866 nChanged 71139 Deleting Class 4 (617 points): Lose 1591.429580 but Gain 2197.710643 Iteration 4F (2937.630503 sec): 16 clusters Score: Raw -81539803.986500 + Penalty 32965.659649 = -81506838.326850 nChanged 43708 Iteration 5F (2944.260559 sec): 16 clusters Score: Raw -81587413.163304 + Penalty 32965.659649 = -81554447.503655 nChanged 30414 Iteration 6Q (2948.075689 sec): 16 clusters Score: Raw -81614197.808845 + Penalty 32965.659649 = -81581232.149196 nChanged 24154 Iteration 7Q (2951.839830 sec): 16 clusters Score: Raw -81630891.594977 + Penalty 32965.659649 = -81597925.935328 nChanged 20592 Iteration 8Q (2955.557099 sec): 16 clusters Score: Raw -81644477.585412 + Penalty 32965.659649 = -81611511.925762 nChanged 18684 Iteration 9Q (2959.247395 sec): 16 clusters Score: Raw -81657165.459895 + Penalty 32965.659649 = -81624199.800245 nChanged 17443 Iteration 10Q (2962.927446 sec): 16 clusters Score: Raw -81669328.080382 + Penalty 32965.659649 = -81636362.420733 nChanged 17027 Iteration 11Q (2966.611029 sec): 16 clusters Score: Raw -81680264.151929 + Penalty 32965.659649 = -81647298.492279 nChanged 16904 Iteration 12Q (2970.350266 sec): 16 clusters Score: Raw -81690288.754415 + Penalty 32965.659649 = -81657323.094766 nChanged 17117 Iteration 13Q (2973.988897 sec): 16 clusters Score: Raw -81700273.805530 + Penalty 32965.659649 = -81667308.145880 nChanged 18118 Iteration 14Q (2977.625694 sec): 16 clusters Score: Raw -81711324.164934 + Penalty 32965.659649 = -81678358.505284 nChanged 19075 Iteration 15Q (2981.261016 sec): 16 clusters Score: Raw -81723468.042384 + Penalty 32965.659649 = -81690502.382735 nChanged 19936 Iteration 16Q (2984.913754 sec): 16 clusters Score: Raw -81735481.049003 + Penalty 32965.659649 = -81702515.389354 nChanged 20386 Iteration 17Q (2988.538782 sec): 16 clusters Score: Raw -81747228.794286 + Penalty 32965.659649 = -81714263.134636 nChanged 21025 Iteration 18Q (2992.280520 sec): 16 clusters Score: Raw -81758940.503594 + Penalty 32965.659649 = -81725974.843945 nChanged 21512 Iteration 19Q (2995.908761 sec): 16 clusters Score: Raw -81770749.874529 + Penalty 32965.659649 = -81737784.214880 nChanged 20817 Writing temp clu file Because OldScore, -81725974.843945, is greater than current (better) Score,-81737784.214880 Compute initial score before splitting: Score: Raw -81770749.874529 + Penalty 32965.659649 = -81737784.214880 Trying to split cluster 1 (9551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2996.067118 sec): 2 clusters Score: Raw -1068158.245928 + Penalty 1489.215185 = -1066669.030743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2996.095749 sec): 3 clusters Score: Raw -1062827.316915 + Penalty 2978.430371 = -1059848.886545 nChanged 4097 SP:Iteration 1F (2996.123329 sec): 3 clusters Score: Raw -1065781.185738 + Penalty 2978.430371 = -1062802.755367 nChanged 1051 SP:Iteration 2F (2996.150958 sec): 3 clusters Score: Raw -1067222.199796 + Penalty 2978.430371 = -1064243.769426 nChanged 1069 SP:Iteration 3F (2996.178908 sec): 3 clusters Score: Raw -1068790.652419 + Penalty 2978.430371 = -1065812.222048 nChanged 896 SP:Iteration 4F (2996.206681 sec): 3 clusters Score: Raw -1070008.365041 + Penalty 2978.430371 = -1067029.934671 nChanged 696 SP:Iteration 5F (2996.234351 sec): 3 clusters Score: Raw -1070999.464520 + Penalty 2978.430371 = -1068021.034149 nChanged 616 SP:Iteration 6F (2996.261882 sec): 3 clusters Score: Raw -1071890.383263 + Penalty 2978.430371 = -1068911.952893 nChanged 578 SP:Iteration 7F (2996.289593 sec): 3 clusters Score: Raw -1072708.935133 + Penalty 2978.430371 = -1069730.504762 nChanged 482 SP:Iteration 8F (2996.317379 sec): 3 clusters Score: Raw -1073349.275343 + Penalty 2978.430371 = -1070370.844972 nChanged 356 SP:Iteration 9Q (2996.343302 sec): 3 clusters Score: Raw -1073739.843099 + Penalty 2978.430371 = -1070761.412729 nChanged 220 SP:Iteration 10Q (2996.369050 sec): 3 clusters Score: Raw -1073925.399618 + Penalty 2978.430371 = -1070946.969248 nChanged 160 SP:Iteration 11Q (2996.394590 sec): 3 clusters Score: Raw -1074037.275208 + Penalty 2978.430371 = -1071058.844837 nChanged 114 SP:Iteration 12Q (2996.419949 sec): 3 clusters Score: Raw -1074097.386262 + Penalty 2978.430371 = -1071118.955892 nChanged 71 SP:Iteration 13Q (2996.445260 sec): 3 clusters Score: Raw -1074126.174251 + Penalty 2978.430371 = -1071147.743880 nChanged 44 SP:Iteration 14Q (2996.470552 sec): 3 clusters Score: Raw -1074142.119444 + Penalty 2978.430371 = -1071163.689073 nChanged 28 SP:Iteration 15Q (2996.495851 sec): 3 clusters Score: Raw -1074152.082797 + Penalty 2978.430371 = -1071173.652427 nChanged 24 SP:Iteration 16Q (2996.520976 sec): 3 clusters Score: Raw -1074157.623479 + Penalty 2978.430371 = -1071179.193109 nChanged 6 SP:Iteration 17Q (2996.546090 sec): 3 clusters Score: Raw -1074158.525397 + Penalty 2978.430371 = -1071180.095026 nChanged 7 SP:Iteration 18Q (2996.582145 sec): 3 clusters Score: Raw -1074159.691002 + Penalty 2978.430371 = -1071181.260631 nChanged 5 SP:Iteration 19Q (2996.607476 sec): 3 clusters Score: Raw -1074160.544320 + Penalty 2978.430371 = -1071182.113950 nChanged 4 SP:Iteration 20F (2996.635220 sec): 3 clusters Score: Raw -1074161.416758 + Penalty 2978.430371 = -1071182.986388 nChanged 3 SP:Iteration 21Q (2996.660475 sec): 3 clusters Score: Raw -1074162.037485 + Penalty 2978.430371 = -1071183.607114 nChanged 3 SP:Iteration 22Q (2996.685667 sec): 3 clusters Score: Raw -1074162.576366 + Penalty 2978.430371 = -1071184.145995 nChanged 1 SP:Iteration 23Q (2996.710957 sec): 3 clusters Score: Raw -1074162.906349 + Penalty 2978.430371 = -1071184.475978 nChanged 1 SP:Iteration 24Q (2996.736367 sec): 3 clusters Score: Raw -1074163.211800 + Penalty 2978.430371 = -1071184.781430 nChanged 4 SP:Iteration 25Q (2996.761567 sec): 3 clusters Score: Raw -1074164.012584 + Penalty 2978.430371 = -1071185.582214 nChanged 3 SP:Iteration 26Q (2996.786893 sec): 3 clusters Score: Raw -1074164.556456 + Penalty 2978.430371 = -1071186.126086 nChanged 2 SP:Iteration 27Q (2996.812190 sec): 3 clusters Score: Raw -1074165.198115 + Penalty 2978.430371 = -1071186.767745 nChanged 4 SP:Iteration 28Q (2996.837484 sec): 3 clusters Score: Raw -1074166.565530 + Penalty 2978.430371 = -1071188.135160 nChanged 2 SP:Iteration 29Q (2996.862621 sec): 3 clusters Score: Raw -1074167.193349 + Penalty 2978.430371 = -1071188.762978 nChanged 2 SP:Iteration 30Q (2996.887986 sec): 3 clusters Score: Raw -1074167.341822 + Penalty 2978.430371 = -1071188.911451 nChanged 0 SP:Iteration 31F (2996.915664 sec): 3 clusters Score: Raw -1074167.341822 + Penalty 2978.430371 = -1071188.911451 nChanged 0 Score: Raw -81781742.812182 + Penalty 35163.370293 = -81746579.441889 Splitting cluster 1 changes total score from -81737784.214880 to -81746579.441889 So it's getting split into cluster 3. Trying to split cluster 2 (19141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3004.017471 sec): 2 clusters Score: Raw -2042783.385001 + Penalty 1602.183035 = -2041181.201966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3004.059581 sec): 3 clusters Score: Raw -2031368.444390 + Penalty 3204.366071 = -2028164.078319 nChanged 8703 SP:Iteration 1F (3004.099431 sec): 3 clusters Score: Raw -2036306.746112 + Penalty 3204.366071 = -2033102.380041 nChanged 1262 SP:Iteration 2F (3004.139667 sec): 3 clusters Score: Raw -2036921.999843 + Penalty 3204.366071 = -2033717.633772 nChanged 1171 SP:Iteration 3F (3004.179894 sec): 3 clusters Score: Raw -2037521.015391 + Penalty 3204.366071 = -2034316.649321 nChanged 1146 SP:Iteration 4F (3004.220229 sec): 3 clusters Score: Raw -2038170.943884 + Penalty 3204.366071 = -2034966.577813 nChanged 1148 SP:Iteration 5F (3004.296803 sec): 3 clusters Score: Raw -2038894.979237 + Penalty 3204.366071 = -2035690.613166 nChanged 1143 SP:Iteration 6F (3004.372342 sec): 3 clusters Score: Raw -2039695.173965 + Penalty 3204.366071 = -2036490.807894 nChanged 1075 SP:Iteration 7F (3004.462646 sec): 3 clusters Score: Raw -2040495.152888 + Penalty 3204.366071 = -2037290.786817 nChanged 971 SP:Iteration 8F (3004.529845 sec): 3 clusters Score: Raw -2041164.430177 + Penalty 3204.366071 = -2037960.064106 nChanged 816 SP:Iteration 9Q (3004.607751 sec): 3 clusters Score: Raw -2041650.395496 + Penalty 3204.366071 = -2038446.029425 nChanged 654 SP:Iteration 10Q (3004.647530 sec): 3 clusters Score: Raw -2041996.839150 + Penalty 3204.366071 = -2038792.473079 nChanged 522 SP:Iteration 11Q (3004.687514 sec): 3 clusters Score: Raw -2042291.313879 + Penalty 3204.366071 = -2039086.947808 nChanged 522 SP:Iteration 12Q (3004.726904 sec): 3 clusters Score: Raw -2042623.946833 + Penalty 3204.366071 = -2039419.580762 nChanged 554 SP:Iteration 13Q (3004.765973 sec): 3 clusters Score: Raw -2043065.760596 + Penalty 3204.366071 = -2039861.394525 nChanged 618 SP:Iteration 14Q (3004.806362 sec): 3 clusters Score: Raw -2043579.090670 + Penalty 3204.366071 = -2040374.724599 nChanged 626 SP:Iteration 15Q (3004.845042 sec): 3 clusters Score: Raw -2044082.222694 + Penalty 3204.366071 = -2040877.856623 nChanged 578 SP:Iteration 16Q (3004.883597 sec): 3 clusters Score: Raw -2044523.627855 + Penalty 3204.366071 = -2041319.261784 nChanged 527 SP:Iteration 17Q (3004.921837 sec): 3 clusters Score: Raw -2044911.630573 + Penalty 3204.366071 = -2041707.264502 nChanged 453 SP:Iteration 18Q (3004.959949 sec): 3 clusters Score: Raw -2045224.455613 + Penalty 3204.366071 = -2042020.089543 nChanged 386 SP:Iteration 19Q (3004.997634 sec): 3 clusters Score: Raw -2045473.523415 + Penalty 3204.366071 = -2042269.157344 nChanged 341 SP:Iteration 20F (3005.037591 sec): 3 clusters Score: Raw -2045677.721200 + Penalty 3204.366071 = -2042473.355129 nChanged 291 SP:Iteration 21Q (3005.075179 sec): 3 clusters Score: Raw -2045831.960709 + Penalty 3204.366071 = -2042627.594639 nChanged 239 SP:Iteration 22Q (3005.112533 sec): 3 clusters Score: Raw -2045997.285401 + Penalty 3204.366071 = -2042792.919330 nChanged 253 SP:Iteration 23Q (3005.149739 sec): 3 clusters Score: Raw -2046185.786745 + Penalty 3204.366071 = -2042981.420674 nChanged 226 SP:Iteration 24Q (3005.186640 sec): 3 clusters Score: Raw -2046370.985447 + Penalty 3204.366071 = -2043166.619376 nChanged 203 SP:Iteration 25Q (3005.223207 sec): 3 clusters Score: Raw -2046531.659102 + Penalty 3204.366071 = -2043327.293031 nChanged 194 SP:Iteration 26Q (3005.259416 sec): 3 clusters Score: Raw -2046664.805622 + Penalty 3204.366071 = -2043460.439551 nChanged 162 SP:Iteration 27Q (3005.295424 sec): 3 clusters Score: Raw -2046772.848637 + Penalty 3204.366071 = -2043568.482566 nChanged 151 SP:Iteration 28Q (3005.331137 sec): 3 clusters Score: Raw -2046852.228217 + Penalty 3204.366071 = -2043647.862146 nChanged 125 SP:Iteration 29Q (3005.366723 sec): 3 clusters Score: Raw -2046911.133574 + Penalty 3204.366071 = -2043706.767503 nChanged 112 SP:Iteration 30Q (3005.402430 sec): 3 clusters Score: Raw -2046955.864571 + Penalty 3204.366071 = -2043751.498500 nChanged 95 SP:Iteration 31Q (3005.437786 sec): 3 clusters Score: Raw -2046998.414408 + Penalty 3204.366071 = -2043794.048337 nChanged 89 SP:Iteration 32Q (3005.473007 sec): 3 clusters Score: Raw -2047033.858351 + Penalty 3204.366071 = -2043829.492280 nChanged 77 SP:Iteration 33Q (3005.508239 sec): 3 clusters Score: Raw -2047060.461336 + Penalty 3204.366071 = -2043856.095265 nChanged 63 SP:Iteration 34Q (3005.543275 sec): 3 clusters Score: Raw -2047087.280657 + Penalty 3204.366071 = -2043882.914586 nChanged 61 SP:Iteration 35Q (3005.578405 sec): 3 clusters Score: Raw -2047111.048163 + Penalty 3204.366071 = -2043906.682092 nChanged 60 SP:Iteration 36Q (3005.613416 sec): 3 clusters Score: Raw -2047132.776814 + Penalty 3204.366071 = -2043928.410743 nChanged 48 SP:Iteration 37Q (3005.648394 sec): 3 clusters Score: Raw -2047145.073198 + Penalty 3204.366071 = -2043940.707127 nChanged 36 SP:Iteration 38Q (3005.683283 sec): 3 clusters Score: Raw -2047153.541202 + Penalty 3204.366071 = -2043949.175131 nChanged 32 SP:Iteration 39Q (3005.718434 sec): 3 clusters Score: Raw -2047159.545590 + Penalty 3204.366071 = -2043955.179519 nChanged 30 SP:Iteration 40F (3005.758442 sec): 3 clusters Score: Raw -2047164.903585 + Penalty 3204.366071 = -2043960.537514 nChanged 28 SP:Iteration 41Q (3005.793661 sec): 3 clusters Score: Raw -2047169.490124 + Penalty 3204.366071 = -2043965.124053 nChanged 22 SP:Iteration 42Q (3005.829020 sec): 3 clusters Score: Raw -2047172.407628 + Penalty 3204.366071 = -2043968.041558 nChanged 20 SP:Iteration 43Q (3005.864180 sec): 3 clusters Score: Raw -2047175.096728 + Penalty 3204.366071 = -2043970.730657 nChanged 15 SP:Iteration 44Q (3005.899341 sec): 3 clusters Score: Raw -2047176.694867 + Penalty 3204.366071 = -2043972.328796 nChanged 13 SP:Iteration 45Q (3005.934577 sec): 3 clusters Score: Raw -2047178.578583 + Penalty 3204.366071 = -2043974.212512 nChanged 13 SP:Iteration 46Q (3005.969683 sec): 3 clusters Score: Raw -2047181.899518 + Penalty 3204.366071 = -2043977.533447 nChanged 13 SP:Iteration 47Q (3006.004804 sec): 3 clusters Score: Raw -2047184.351842 + Penalty 3204.366071 = -2043979.985771 nChanged 11 SP:Iteration 48Q (3006.039969 sec): 3 clusters Score: Raw -2047185.812690 + Penalty 3204.366071 = -2043981.446619 nChanged 10 SP:Iteration 49Q (3006.075236 sec): 3 clusters Score: Raw -2047187.171334 + Penalty 3204.366071 = -2043982.805263 nChanged 8 SP:Iteration 50Q (3006.110383 sec): 3 clusters Score: Raw -2047187.995415 + Penalty 3204.366071 = -2043983.629345 nChanged 7 SP:Iteration 51Q (3006.145622 sec): 3 clusters Score: Raw -2047188.726192 + Penalty 3204.366071 = -2043984.360122 nChanged 9 SP:Iteration 52Q (3006.180714 sec): 3 clusters Score: Raw -2047189.650655 + Penalty 3204.366071 = -2043985.284584 nChanged 4 SP:Iteration 53Q (3006.216078 sec): 3 clusters Score: Raw -2047190.123545 + Penalty 3204.366071 = -2043985.757474 nChanged 8 SP:Iteration 54Q (3006.250977 sec): 3 clusters Score: Raw -2047190.843099 + Penalty 3204.366071 = -2043986.477028 nChanged 6 SP:Iteration 55Q (3006.286214 sec): 3 clusters Score: Raw -2047191.329113 + Penalty 3204.366071 = -2043986.963042 nChanged 3 SP:Iteration 56Q (3006.355968 sec): 3 clusters Score: Raw -2047191.827310 + Penalty 3204.366071 = -2043987.461239 nChanged 3 SP:Iteration 57Q (3006.391021 sec): 3 clusters Score: Raw -2047192.066697 + Penalty 3204.366071 = -2043987.700626 nChanged 2 SP:Iteration 58Q (3006.426474 sec): 3 clusters Score: Raw -2047192.188704 + Penalty 3204.366071 = -2043987.822633 nChanged 1 SP:Iteration 59Q (3006.461739 sec): 3 clusters Score: Raw -2047192.218332 + Penalty 3204.366071 = -2043987.852261 nChanged 0 SP:Iteration 60F (3006.501816 sec): 3 clusters Score: Raw -2047192.218332 + Penalty 3204.366071 = -2043987.852261 nChanged 0 Score: Raw -81786151.645513 + Penalty 37361.080936 = -81748790.564577 Splitting cluster 2 changes total score from -81737784.214880 to -81748790.564577 So it's getting split into cluster 4. Trying to split cluster 5 (30269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3014.093471 sec): 2 clusters Score: Raw -3185043.836416 + Penalty 1676.655397 = -3183367.181019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3014.156778 sec): 3 clusters Score: Raw -3166356.243842 + Penalty 3353.310794 = -3163002.933048 nChanged 13963 SP:Iteration 1F (3014.215751 sec): 3 clusters Score: Raw -3174934.403175 + Penalty 3353.310794 = -3171581.092381 nChanged 2180 SP:Iteration 2F (3014.275026 sec): 3 clusters Score: Raw -3176393.908338 + Penalty 3353.310794 = -3173040.597544 nChanged 2500 SP:Iteration 3F (3014.334353 sec): 3 clusters Score: Raw -3178363.390815 + Penalty 3353.310794 = -3175010.080021 nChanged 2667 SP:Iteration 4F (3014.393134 sec): 3 clusters Score: Raw -3180595.510709 + Penalty 3353.310794 = -3177242.199915 nChanged 2370 SP:Iteration 5F (3014.451959 sec): 3 clusters Score: Raw -3182449.642211 + Penalty 3353.310794 = -3179096.331418 nChanged 1684 SP:Iteration 6F (3014.511063 sec): 3 clusters Score: Raw -3183567.430530 + Penalty 3353.310794 = -3180214.119737 nChanged 1146 SP:Iteration 7Q (3014.571538 sec): 3 clusters Score: Raw -3184214.379842 + Penalty 3353.310794 = -3180861.069048 nChanged 807 SP:Iteration 8Q (3014.631873 sec): 3 clusters Score: Raw -3184598.345024 + Penalty 3353.310794 = -3181245.034230 nChanged 549 SP:Iteration 9Q (3014.704966 sec): 3 clusters Score: Raw -3184840.227460 + Penalty 3353.310794 = -3181486.916667 nChanged 428 SP:Iteration 10Q (3014.764961 sec): 3 clusters Score: Raw -3185051.992441 + Penalty 3353.310794 = -3181698.681647 nChanged 401 SP:Iteration 11Q (3014.823801 sec): 3 clusters Score: Raw -3185273.878684 + Penalty 3353.310794 = -3181920.567890 nChanged 361 SP:Iteration 12Q (3014.881978 sec): 3 clusters Score: Raw -3185467.166612 + Penalty 3353.310794 = -3182113.855819 nChanged 327 SP:Iteration 13Q (3014.939373 sec): 3 clusters Score: Raw -3185653.074195 + Penalty 3353.310794 = -3182299.763401 nChanged 309 SP:Iteration 14Q (3014.996317 sec): 3 clusters Score: Raw -3185848.285068 + Penalty 3353.310794 = -3182494.974275 nChanged 269 SP:Iteration 15Q (3015.052085 sec): 3 clusters Score: Raw -3186023.562104 + Penalty 3353.310794 = -3182670.251310 nChanged 226 SP:Iteration 16Q (3015.107422 sec): 3 clusters Score: Raw -3186151.031878 + Penalty 3353.310794 = -3182797.721084 nChanged 196 SP:Iteration 17Q (3015.161665 sec): 3 clusters Score: Raw -3186227.107152 + Penalty 3353.310794 = -3182873.796358 nChanged 176 SP:Iteration 18Q (3015.215660 sec): 3 clusters Score: Raw -3186280.822045 + Penalty 3353.310794 = -3182927.511251 nChanged 144 SP:Iteration 19Q (3015.269990 sec): 3 clusters Score: Raw -3186315.715128 + Penalty 3353.310794 = -3182962.404334 nChanged 117 SP:Iteration 20F (3015.328321 sec): 3 clusters Score: Raw -3186346.391707 + Penalty 3353.310794 = -3182993.080914 nChanged 116 SP:Iteration 21Q (3015.382492 sec): 3 clusters Score: Raw -3186377.037302 + Penalty 3353.310794 = -3183023.726508 nChanged 113 SP:Iteration 22Q (3015.436066 sec): 3 clusters Score: Raw -3186407.405952 + Penalty 3353.310794 = -3183054.095159 nChanged 105 SP:Iteration 23Q (3015.489197 sec): 3 clusters Score: Raw -3186430.581537 + Penalty 3353.310794 = -3183077.270743 nChanged 86 SP:Iteration 24Q (3015.542257 sec): 3 clusters Score: Raw -3186446.672178 + Penalty 3353.310794 = -3183093.361384 nChanged 78 SP:Iteration 25Q (3015.595114 sec): 3 clusters Score: Raw -3186458.579376 + Penalty 3353.310794 = -3183105.268582 nChanged 52 SP:Iteration 26Q (3015.647939 sec): 3 clusters Score: Raw -3186464.474157 + Penalty 3353.310794 = -3183111.163363 nChanged 42 SP:Iteration 27Q (3015.700721 sec): 3 clusters Score: Raw -3186468.939709 + Penalty 3353.310794 = -3183115.628915 nChanged 36 SP:Iteration 28Q (3015.753471 sec): 3 clusters Score: Raw -3186472.868402 + Penalty 3353.310794 = -3183119.557609 nChanged 31 SP:Iteration 29Q (3015.830045 sec): 3 clusters Score: Raw -3186475.565749 + Penalty 3353.310794 = -3183122.254955 nChanged 22 SP:Iteration 30Q (3015.903878 sec): 3 clusters Score: Raw -3186477.107245 + Penalty 3353.310794 = -3183123.796451 nChanged 18 SP:Iteration 31Q (3015.956784 sec): 3 clusters Score: Raw -3186478.476387 + Penalty 3353.310794 = -3183125.165594 nChanged 23 SP:Iteration 32Q (3016.009364 sec): 3 clusters Score: Raw -3186480.749829 + Penalty 3353.310794 = -3183127.439035 nChanged 26 SP:Iteration 33Q (3016.061862 sec): 3 clusters Score: Raw -3186483.041149 + Penalty 3353.310794 = -3183129.730355 nChanged 21 SP:Iteration 34Q (3016.114622 sec): 3 clusters Score: Raw -3186485.091853 + Penalty 3353.310794 = -3183131.781059 nChanged 20 SP:Iteration 35Q (3016.167102 sec): 3 clusters Score: Raw -3186486.756168 + Penalty 3353.310794 = -3183133.445374 nChanged 15 SP:Iteration 36Q (3016.219655 sec): 3 clusters Score: Raw -3186487.947824 + Penalty 3353.310794 = -3183134.637030 nChanged 10 SP:Iteration 37Q (3016.272617 sec): 3 clusters Score: Raw -3186488.744545 + Penalty 3353.310794 = -3183135.433751 nChanged 7 SP:Iteration 38Q (3016.325248 sec): 3 clusters Score: Raw -3186489.197506 + Penalty 3353.310794 = -3183135.886712 nChanged 8 SP:Iteration 39Q (3016.377966 sec): 3 clusters Score: Raw -3186490.002546 + Penalty 3353.310794 = -3183136.691753 nChanged 5 SP:Iteration 40F (3016.436431 sec): 3 clusters Score: Raw -3186490.407899 + Penalty 3353.310794 = -3183137.097106 nChanged 8 SP:Iteration 41Q (3016.489515 sec): 3 clusters Score: Raw -3186490.881873 + Penalty 3353.310794 = -3183137.571079 nChanged 2 SP:Iteration 42Q (3016.541851 sec): 3 clusters Score: Raw -3186490.989733 + Penalty 3353.310794 = -3183137.678939 nChanged 0 SP:Iteration 43F (3016.600863 sec): 3 clusters Score: Raw -3186490.989733 + Penalty 3353.310794 = -3183137.678939 nChanged 0 Trying to split cluster 6 (58383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3016.680255 sec): 2 clusters Score: Raw -6489065.217268 + Penalty 1783.401755 = -6487281.815513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3016.781711 sec): 3 clusters Score: Raw -6451622.586873 + Penalty 3566.803510 = -6448055.783363 nChanged 27552 SP:Iteration 1F (3016.883684 sec): 3 clusters Score: Raw -6467908.574164 + Penalty 3566.803510 = -6464341.770654 nChanged 2840 SP:Iteration 2Q (3016.990057 sec): 3 clusters Score: Raw -6469012.803308 + Penalty 3566.803510 = -6465445.999798 nChanged 3241 SP:Iteration 3F (3017.091780 sec): 3 clusters Score: Raw -6470644.513644 + Penalty 3566.803510 = -6467077.710134 nChanged 3804 SP:Iteration 4F (3017.193197 sec): 3 clusters Score: Raw -6473037.356267 + Penalty 3566.803510 = -6469470.552757 nChanged 4230 SP:Iteration 5F (3017.294666 sec): 3 clusters Score: Raw -6476182.125147 + Penalty 3566.803510 = -6472615.321637 nChanged 4323 SP:Iteration 6F (3017.396900 sec): 3 clusters Score: Raw -6479849.052205 + Penalty 3566.803510 = -6476282.248695 nChanged 3976 SP:Iteration 7F (3017.498765 sec): 3 clusters Score: Raw -6483550.030200 + Penalty 3566.803510 = -6479983.226690 nChanged 3288 SP:Iteration 8F (3017.600785 sec): 3 clusters Score: Raw -6486373.709939 + Penalty 3566.803510 = -6482806.906429 nChanged 2244 SP:Iteration 9Q (3017.704589 sec): 3 clusters Score: Raw -6487827.651215 + Penalty 3566.803510 = -6484260.847705 nChanged 1363 SP:Iteration 10Q (3017.836742 sec): 3 clusters Score: Raw -6488423.098135 + Penalty 3566.803510 = -6484856.294625 nChanged 846 SP:Iteration 11Q (3017.933713 sec): 3 clusters Score: Raw -6488698.811127 + Penalty 3566.803510 = -6485132.007617 nChanged 576 SP:Iteration 12Q (3018.032198 sec): 3 clusters Score: Raw -6488850.294650 + Penalty 3566.803510 = -6485283.491140 nChanged 486 SP:Iteration 13Q (3018.129792 sec): 3 clusters Score: Raw -6488961.948178 + Penalty 3566.803510 = -6485395.144669 nChanged 402 SP:Iteration 14Q (3018.226555 sec): 3 clusters Score: Raw -6489041.676414 + Penalty 3566.803510 = -6485474.872904 nChanged 344 SP:Iteration 15Q (3018.322828 sec): 3 clusters Score: Raw -6489104.534989 + Penalty 3566.803510 = -6485537.731479 nChanged 303 SP:Iteration 16Q (3018.434870 sec): 3 clusters Score: Raw -6489147.864344 + Penalty 3566.803510 = -6485581.060835 nChanged 243 SP:Iteration 17Q (3018.530706 sec): 3 clusters Score: Raw -6489180.717002 + Penalty 3566.803510 = -6485613.913492 nChanged 208 SP:Iteration 18Q (3018.626335 sec): 3 clusters Score: Raw -6489205.118586 + Penalty 3566.803510 = -6485638.315076 nChanged 191 SP:Iteration 19Q (3018.721750 sec): 3 clusters Score: Raw -6489225.100832 + Penalty 3566.803510 = -6485658.297322 nChanged 147 SP:Iteration 20F (3018.854312 sec): 3 clusters Score: Raw -6489238.215483 + Penalty 3566.803510 = -6485671.411973 nChanged 118 SP:Iteration 21Q (3018.978567 sec): 3 clusters Score: Raw -6489247.992193 + Penalty 3566.803510 = -6485681.188683 nChanged 121 SP:Iteration 22Q (3019.111668 sec): 3 clusters Score: Raw -6489256.268546 + Penalty 3566.803510 = -6485689.465036 nChanged 95 SP:Iteration 23Q (3019.244596 sec): 3 clusters Score: Raw -6489262.404768 + Penalty 3566.803510 = -6485695.601258 nChanged 78 SP:Iteration 24Q (3019.341182 sec): 3 clusters Score: Raw -6489267.174541 + Penalty 3566.803510 = -6485700.371031 nChanged 76 SP:Iteration 25Q (3019.436418 sec): 3 clusters Score: Raw -6489272.219948 + Penalty 3566.803510 = -6485705.416438 nChanged 79 SP:Iteration 26Q (3019.558997 sec): 3 clusters Score: Raw -6489276.872439 + Penalty 3566.803510 = -6485710.068929 nChanged 75 SP:Iteration 27Q (3019.675201 sec): 3 clusters Score: Raw -6489281.185952 + Penalty 3566.803510 = -6485714.382442 nChanged 58 SP:Iteration 28Q (3019.770021 sec): 3 clusters Score: Raw -6489284.084861 + Penalty 3566.803510 = -6485717.281351 nChanged 54 SP:Iteration 29Q (3019.865018 sec): 3 clusters Score: Raw -6489287.176965 + Penalty 3566.803510 = -6485720.373455 nChanged 65 SP:Iteration 30Q (3019.959724 sec): 3 clusters Score: Raw -6489290.860549 + Penalty 3566.803510 = -6485724.057039 nChanged 58 SP:Iteration 31Q (3020.054408 sec): 3 clusters Score: Raw -6489294.594781 + Penalty 3566.803510 = -6485727.791271 nChanged 62 SP:Iteration 32Q (3020.148871 sec): 3 clusters Score: Raw -6489298.324753 + Penalty 3566.803510 = -6485731.521243 nChanged 66 SP:Iteration 33Q (3020.253204 sec): 3 clusters Score: Raw -6489302.247800 + Penalty 3566.803510 = -6485735.444290 nChanged 57 SP:Iteration 34Q (3020.348115 sec): 3 clusters Score: Raw -6489305.231770 + Penalty 3566.803510 = -6485738.428260 nChanged 55 SP:Iteration 35Q (3020.443152 sec): 3 clusters Score: Raw -6489308.124255 + Penalty 3566.803510 = -6485741.320745 nChanged 53 SP:Iteration 36Q (3020.537920 sec): 3 clusters Score: Raw -6489310.579059 + Penalty 3566.803510 = -6485743.775549 nChanged 50 SP:Iteration 37Q (3020.631514 sec): 3 clusters Score: Raw -6489312.638991 + Penalty 3566.803510 = -6485745.835481 nChanged 41 SP:Iteration 38Q (3020.727748 sec): 3 clusters Score: Raw -6489314.713204 + Penalty 3566.803510 = -6485747.909694 nChanged 41 SP:Iteration 39Q (3020.822335 sec): 3 clusters Score: Raw -6489316.466693 + Penalty 3566.803510 = -6485749.663183 nChanged 30 SP:Iteration 40F (3020.924253 sec): 3 clusters Score: Raw -6489317.576089 + Penalty 3566.803510 = -6485750.772579 nChanged 32 SP:Iteration 41Q (3021.018846 sec): 3 clusters Score: Raw -6489318.908474 + Penalty 3566.803510 = -6485752.104964 nChanged 31 SP:Iteration 42Q (3021.113775 sec): 3 clusters Score: Raw -6489320.354780 + Penalty 3566.803510 = -6485753.551270 nChanged 32 SP:Iteration 43Q (3021.207665 sec): 3 clusters Score: Raw -6489321.663639 + Penalty 3566.803510 = -6485754.860129 nChanged 24 SP:Iteration 44Q (3021.303216 sec): 3 clusters Score: Raw -6489322.389894 + Penalty 3566.803510 = -6485755.586384 nChanged 27 SP:Iteration 45Q (3021.397982 sec): 3 clusters Score: Raw -6489323.477030 + Penalty 3566.803510 = -6485756.673520 nChanged 36 SP:Iteration 46Q (3021.492773 sec): 3 clusters Score: Raw -6489324.976976 + Penalty 3566.803510 = -6485758.173466 nChanged 36 SP:Iteration 47Q (3021.587086 sec): 3 clusters Score: Raw -6489326.810909 + Penalty 3566.803510 = -6485760.007399 nChanged 39 SP:Iteration 48Q (3021.681427 sec): 3 clusters Score: Raw -6489328.819783 + Penalty 3566.803510 = -6485762.016273 nChanged 37 SP:Iteration 49Q (3021.776003 sec): 3 clusters Score: Raw -6489330.755454 + Penalty 3566.803510 = -6485763.951944 nChanged 47 SP:Iteration 50Q (3021.870410 sec): 3 clusters Score: Raw -6489332.803236 + Penalty 3566.803510 = -6485765.999726 nChanged 41 SP:Iteration 51Q (3021.964607 sec): 3 clusters Score: Raw -6489334.460430 + Penalty 3566.803510 = -6485767.656920 nChanged 43 SP:Iteration 52Q (3022.058808 sec): 3 clusters Score: Raw -6489336.193168 + Penalty 3566.803510 = -6485769.389658 nChanged 36 SP:Iteration 53Q (3022.152719 sec): 3 clusters Score: Raw -6489337.591586 + Penalty 3566.803510 = -6485770.788076 nChanged 42 SP:Iteration 54Q (3022.247515 sec): 3 clusters Score: Raw -6489339.574794 + Penalty 3566.803510 = -6485772.771284 nChanged 36 SP:Iteration 55Q (3022.342488 sec): 3 clusters Score: Raw -6489341.218222 + Penalty 3566.803510 = -6485774.414712 nChanged 40 SP:Iteration 56Q (3022.437909 sec): 3 clusters Score: Raw -6489343.233076 + Penalty 3566.803510 = -6485776.429566 nChanged 34 SP:Iteration 57Q (3022.532400 sec): 3 clusters Score: Raw -6489344.541572 + Penalty 3566.803510 = -6485777.738062 nChanged 30 SP:Iteration 58Q (3022.660112 sec): 3 clusters Score: Raw -6489345.512765 + Penalty 3566.803510 = -6485778.709255 nChanged 14 SP:Iteration 59Q (3022.786861 sec): 3 clusters Score: Raw -6489345.941134 + Penalty 3566.803510 = -6485779.137624 nChanged 17 SP:Iteration 60F (3022.925305 sec): 3 clusters Score: Raw -6489346.395268 + Penalty 3566.803510 = -6485779.591758 nChanged 14 SP:Iteration 61Q (3023.057082 sec): 3 clusters Score: Raw -6489346.760009 + Penalty 3566.803510 = -6485779.956499 nChanged 17 SP:Iteration 62Q (3023.173366 sec): 3 clusters Score: Raw -6489347.438723 + Penalty 3566.803510 = -6485780.635213 nChanged 17 SP:Iteration 63Q (3023.304602 sec): 3 clusters Score: Raw -6489348.003508 + Penalty 3566.803510 = -6485781.199998 nChanged 12 SP:Iteration 64Q (3023.436146 sec): 3 clusters Score: Raw -6489348.397150 + Penalty 3566.803510 = -6485781.593640 nChanged 21 SP:Iteration 65Q (3023.567335 sec): 3 clusters Score: Raw -6489349.283124 + Penalty 3566.803510 = -6485782.479614 nChanged 21 SP:Iteration 66Q (3023.689748 sec): 3 clusters Score: Raw -6489350.188765 + Penalty 3566.803510 = -6485783.385255 nChanged 27 SP:Iteration 67Q (3023.817666 sec): 3 clusters Score: Raw -6489351.381489 + Penalty 3566.803510 = -6485784.577979 nChanged 26 SP:Iteration 68Q (3023.948776 sec): 3 clusters Score: Raw -6489352.392992 + Penalty 3566.803510 = -6485785.589482 nChanged 17 SP:Iteration 69Q (3024.043330 sec): 3 clusters Score: Raw -6489353.024297 + Penalty 3566.803510 = -6485786.220787 nChanged 16 SP:Iteration 70Q (3024.137084 sec): 3 clusters Score: Raw -6489353.427227 + Penalty 3566.803510 = -6485786.623717 nChanged 11 SP:Iteration 71Q (3024.231288 sec): 3 clusters Score: Raw -6489353.701120 + Penalty 3566.803510 = -6485786.897610 nChanged 9 SP:Iteration 72Q (3024.324889 sec): 3 clusters Score: Raw -6489353.986054 + Penalty 3566.803510 = -6485787.182544 nChanged 9 SP:Iteration 73Q (3024.418902 sec): 3 clusters Score: Raw -6489354.202300 + Penalty 3566.803510 = -6485787.398790 nChanged 8 SP:Iteration 74Q (3024.512963 sec): 3 clusters Score: Raw -6489354.408659 + Penalty 3566.803510 = -6485787.605149 nChanged 3 SP:Iteration 75Q (3024.606595 sec): 3 clusters Score: Raw -6489354.494138 + Penalty 3566.803510 = -6485787.690628 nChanged 5 SP:Iteration 76Q (3024.699913 sec): 3 clusters Score: Raw -6489354.605390 + Penalty 3566.803510 = -6485787.801880 nChanged 3 SP:Iteration 77Q (3024.793668 sec): 3 clusters Score: Raw -6489354.700867 + Penalty 3566.803510 = -6485787.897357 nChanged 5 SP:Iteration 78Q (3024.890675 sec): 3 clusters Score: Raw -6489354.867548 + Penalty 3566.803510 = -6485788.064039 nChanged 6 SP:Iteration 79Q (3024.985364 sec): 3 clusters Score: Raw -6489355.060762 + Penalty 3566.803510 = -6485788.257252 nChanged 5 SP:Iteration 80F (3025.086772 sec): 3 clusters Score: Raw -6489355.286310 + Penalty 3566.803510 = -6485788.482800 nChanged 11 SP:Iteration 81Q (3025.180574 sec): 3 clusters Score: Raw -6489355.708924 + Penalty 3566.803510 = -6485788.905414 nChanged 14 SP:Iteration 82Q (3025.273989 sec): 3 clusters Score: Raw -6489356.103547 + Penalty 3566.803510 = -6485789.300037 nChanged 12 SP:Iteration 83Q (3025.367446 sec): 3 clusters Score: Raw -6489356.450610 + Penalty 3566.803510 = -6485789.647100 nChanged 7 SP:Iteration 84Q (3025.460871 sec): 3 clusters Score: Raw -6489356.525596 + Penalty 3566.803510 = -6485789.722086 nChanged 8 SP:Iteration 85Q (3025.554668 sec): 3 clusters Score: Raw -6489356.702274 + Penalty 3566.803510 = -6485789.898764 nChanged 4 SP:Iteration 86Q (3025.647998 sec): 3 clusters Score: Raw -6489356.815384 + Penalty 3566.803510 = -6485790.011874 nChanged 4 SP:Iteration 87Q (3025.751209 sec): 3 clusters Score: Raw -6489356.878362 + Penalty 3566.803510 = -6485790.074852 nChanged 3 SP:Iteration 88Q (3025.844901 sec): 3 clusters Score: Raw -6489356.969823 + Penalty 3566.803510 = -6485790.166313 nChanged 5 SP:Iteration 89Q (3025.938676 sec): 3 clusters Score: Raw -6489357.100532 + Penalty 3566.803510 = -6485790.297022 nChanged 5 SP:Iteration 90Q (3026.032487 sec): 3 clusters Score: Raw -6489357.194909 + Penalty 3566.803510 = -6485790.391399 nChanged 1 SP:Iteration 91Q (3026.139544 sec): 3 clusters Score: Raw -6489357.200581 + Penalty 3566.803510 = -6485790.397071 nChanged 1 SP:Iteration 92Q (3026.233360 sec): 3 clusters Score: Raw -6489357.205757 + Penalty 3566.803510 = -6485790.402247 nChanged 0 SP:Iteration 93F (3026.335008 sec): 3 clusters Score: Raw -6489357.205757 + Penalty 3566.803510 = -6485790.402247 nChanged 0 Trying to split cluster 7 (14291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3026.355427 sec): 2 clusters Score: Raw -1632612.087332 + Penalty 1554.700103 = -1631057.387229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3026.390112 sec): 3 clusters Score: Raw -1624219.937482 + Penalty 3109.400205 = -1621110.537277 nChanged 6341 SP:Iteration 1F (3026.423399 sec): 3 clusters Score: Raw -1627758.865270 + Penalty 3109.400205 = -1624649.465065 nChanged 948 SP:Iteration 2F (3026.456778 sec): 3 clusters Score: Raw -1628306.580321 + Penalty 3109.400205 = -1625197.180116 nChanged 1034 SP:Iteration 3F (3026.490143 sec): 3 clusters Score: Raw -1629127.086484 + Penalty 3109.400205 = -1626017.686279 nChanged 1212 SP:Iteration 4F (3026.523366 sec): 3 clusters Score: Raw -1630335.698170 + Penalty 3109.400205 = -1627226.297965 nChanged 1235 SP:Iteration 5F (3026.556656 sec): 3 clusters Score: Raw -1631578.536438 + Penalty 3109.400205 = -1628469.136233 nChanged 998 SP:Iteration 6F (3026.590031 sec): 3 clusters Score: Raw -1632389.606351 + Penalty 3109.400205 = -1629280.206145 nChanged 669 SP:Iteration 7Q (3026.623876 sec): 3 clusters Score: Raw -1632786.634249 + Penalty 3109.400205 = -1629677.234044 nChanged 386 SP:Iteration 8Q (3026.657596 sec): 3 clusters Score: Raw -1632944.542146 + Penalty 3109.400205 = -1629835.141941 nChanged 211 SP:Iteration 9Q (3026.695201 sec): 3 clusters Score: Raw -1633009.308371 + Penalty 3109.400205 = -1629899.908165 nChanged 140 SP:Iteration 10Q (3026.728756 sec): 3 clusters Score: Raw -1633047.136297 + Penalty 3109.400205 = -1629937.736092 nChanged 102 SP:Iteration 11Q (3026.762395 sec): 3 clusters Score: Raw -1633074.516459 + Penalty 3109.400205 = -1629965.116254 nChanged 80 SP:Iteration 12Q (3026.795979 sec): 3 clusters Score: Raw -1633094.589672 + Penalty 3109.400205 = -1629985.189466 nChanged 63 SP:Iteration 13Q (3026.829368 sec): 3 clusters Score: Raw -1633110.819852 + Penalty 3109.400205 = -1630001.419646 nChanged 56 SP:Iteration 14Q (3026.862702 sec): 3 clusters Score: Raw -1633125.546742 + Penalty 3109.400205 = -1630016.146537 nChanged 42 SP:Iteration 15Q (3026.896685 sec): 3 clusters Score: Raw -1633139.049048 + Penalty 3109.400205 = -1630029.648843 nChanged 50 SP:Iteration 16Q (3026.929842 sec): 3 clusters Score: Raw -1633153.173242 + Penalty 3109.400205 = -1630043.773036 nChanged 53 SP:Iteration 17Q (3026.963155 sec): 3 clusters Score: Raw -1633167.656583 + Penalty 3109.400205 = -1630058.256378 nChanged 39 SP:Iteration 18Q (3026.996184 sec): 3 clusters Score: Raw -1633178.081855 + Penalty 3109.400205 = -1630068.681650 nChanged 43 SP:Iteration 19Q (3027.029036 sec): 3 clusters Score: Raw -1633190.739163 + Penalty 3109.400205 = -1630081.338957 nChanged 43 SP:Iteration 20F (3027.062519 sec): 3 clusters Score: Raw -1633202.386952 + Penalty 3109.400205 = -1630092.986746 nChanged 38 SP:Iteration 21Q (3027.095154 sec): 3 clusters Score: Raw -1633213.746281 + Penalty 3109.400205 = -1630104.346076 nChanged 44 SP:Iteration 22Q (3027.127650 sec): 3 clusters Score: Raw -1633227.532573 + Penalty 3109.400205 = -1630118.132367 nChanged 48 SP:Iteration 23Q (3027.159985 sec): 3 clusters Score: Raw -1633243.121959 + Penalty 3109.400205 = -1630133.721753 nChanged 42 SP:Iteration 24Q (3027.192159 sec): 3 clusters Score: Raw -1633257.644858 + Penalty 3109.400205 = -1630148.244653 nChanged 53 SP:Iteration 25Q (3027.224289 sec): 3 clusters Score: Raw -1633272.920600 + Penalty 3109.400205 = -1630163.520395 nChanged 45 SP:Iteration 26Q (3027.256199 sec): 3 clusters Score: Raw -1633287.166549 + Penalty 3109.400205 = -1630177.766343 nChanged 45 SP:Iteration 27Q (3027.287881 sec): 3 clusters Score: Raw -1633299.785662 + Penalty 3109.400205 = -1630190.385457 nChanged 35 SP:Iteration 28Q (3027.319298 sec): 3 clusters Score: Raw -1633309.466120 + Penalty 3109.400205 = -1630200.065915 nChanged 37 SP:Iteration 29Q (3027.351045 sec): 3 clusters Score: Raw -1633320.347945 + Penalty 3109.400205 = -1630210.947739 nChanged 26 SP:Iteration 30Q (3027.382365 sec): 3 clusters Score: Raw -1633327.198365 + Penalty 3109.400205 = -1630217.798159 nChanged 26 SP:Iteration 31Q (3027.413536 sec): 3 clusters Score: Raw -1633333.631414 + Penalty 3109.400205 = -1630224.231208 nChanged 22 SP:Iteration 32Q (3027.480679 sec): 3 clusters Score: Raw -1633338.577804 + Penalty 3109.400205 = -1630229.177599 nChanged 18 SP:Iteration 33Q (3027.511254 sec): 3 clusters Score: Raw -1633342.202697 + Penalty 3109.400205 = -1630232.802492 nChanged 11 SP:Iteration 34Q (3027.542131 sec): 3 clusters Score: Raw -1633344.265783 + Penalty 3109.400205 = -1630234.865578 nChanged 7 SP:Iteration 35Q (3027.573152 sec): 3 clusters Score: Raw -1633345.554437 + Penalty 3109.400205 = -1630236.154232 nChanged 6 SP:Iteration 36Q (3027.604855 sec): 3 clusters Score: Raw -1633346.989688 + Penalty 3109.400205 = -1630237.589482 nChanged 6 SP:Iteration 37Q (3027.635868 sec): 3 clusters Score: Raw -1633348.331817 + Penalty 3109.400205 = -1630238.931612 nChanged 4 SP:Iteration 38Q (3027.666899 sec): 3 clusters Score: Raw -1633349.135888 + Penalty 3109.400205 = -1630239.735682 nChanged 6 SP:Iteration 39Q (3027.698558 sec): 3 clusters Score: Raw -1633350.160809 + Penalty 3109.400205 = -1630240.760603 nChanged 4 SP:Iteration 40F (3027.731846 sec): 3 clusters Score: Raw -1633350.737364 + Penalty 3109.400205 = -1630241.337158 nChanged 2 SP:Iteration 41Q (3027.762711 sec): 3 clusters Score: Raw -1633351.362957 + Penalty 3109.400205 = -1630241.962752 nChanged 1 SP:Iteration 42Q (3027.793531 sec): 3 clusters Score: Raw -1633351.435452 + Penalty 3109.400205 = -1630242.035247 nChanged 0 SP:Iteration 43F (3027.826786 sec): 3 clusters Score: Raw -1633351.435452 + Penalty 3109.400205 = -1630242.035247 nChanged 0 Trying to split cluster 8 (100792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3027.957627 sec): 2 clusters Score: Raw -11454552.059131 + Penalty 1872.132318 = -11452679.926812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3028.119066 sec): 3 clusters Score: Raw -11388941.597889 + Penalty 3744.264637 = -11385197.333253 nChanged 48119 SP:Iteration 1F (3028.278569 sec): 3 clusters Score: Raw -11417944.737006 + Penalty 3744.264637 = -11414200.472370 nChanged 4881 SP:Iteration 2Q (3028.449153 sec): 3 clusters Score: Raw -11420272.738450 + Penalty 3744.264637 = -11416528.473813 nChanged 6113 SP:Iteration 3F (3028.607786 sec): 3 clusters Score: Raw -11424133.849220 + Penalty 3744.264637 = -11420389.584584 nChanged 7655 SP:Iteration 4F (3028.765985 sec): 3 clusters Score: Raw -11430068.471910 + Penalty 3744.264637 = -11426324.207274 nChanged 8485 SP:Iteration 5F (3028.927202 sec): 3 clusters Score: Raw -11437217.791044 + Penalty 3744.264637 = -11433473.526408 nChanged 7763 SP:Iteration 6F (3029.086331 sec): 3 clusters Score: Raw -11443572.026905 + Penalty 3744.264637 = -11439827.762269 nChanged 5889 SP:Iteration 7F (3029.245164 sec): 3 clusters Score: Raw -11448091.733232 + Penalty 3744.264637 = -11444347.468596 nChanged 4051 SP:Iteration 8Q (3029.409650 sec): 3 clusters Score: Raw -11451175.256524 + Penalty 3744.264637 = -11447430.991887 nChanged 2892 SP:Iteration 9Q (3029.569558 sec): 3 clusters Score: Raw -11453468.728313 + Penalty 3744.264637 = -11449724.463676 nChanged 1936 SP:Iteration 10Q (3029.723907 sec): 3 clusters Score: Raw -11454981.668474 + Penalty 3744.264637 = -11451237.403838 nChanged 1279 SP:Iteration 11Q (3029.877312 sec): 3 clusters Score: Raw -11455866.962478 + Penalty 3744.264637 = -11452122.697841 nChanged 954 SP:Iteration 12Q (3030.032626 sec): 3 clusters Score: Raw -11456413.590774 + Penalty 3744.264637 = -11452669.326138 nChanged 749 SP:Iteration 13Q (3030.176376 sec): 3 clusters Score: Raw -11456775.741553 + Penalty 3744.264637 = -11453031.476916 nChanged 600 SP:Iteration 14Q (3030.318519 sec): 3 clusters Score: Raw -11457020.255413 + Penalty 3744.264637 = -11453275.990776 nChanged 487 SP:Iteration 15Q (3030.459093 sec): 3 clusters Score: Raw -11457196.132231 + Penalty 3744.264637 = -11453451.867595 nChanged 355 SP:Iteration 16Q (3030.597978 sec): 3 clusters Score: Raw -11457305.911109 + Penalty 3744.264637 = -11453561.646473 nChanged 263 SP:Iteration 17Q (3030.736245 sec): 3 clusters Score: Raw -11457378.485603 + Penalty 3744.264637 = -11453634.220966 nChanged 209 SP:Iteration 18Q (3030.874080 sec): 3 clusters Score: Raw -11457430.615969 + Penalty 3744.264637 = -11453686.351332 nChanged 203 SP:Iteration 19Q (3031.011299 sec): 3 clusters Score: Raw -11457478.768448 + Penalty 3744.264637 = -11453734.503811 nChanged 154 SP:Iteration 20F (3031.169264 sec): 3 clusters Score: Raw -11457511.311957 + Penalty 3744.264637 = -11453767.047320 nChanged 136 SP:Iteration 21Q (3031.324152 sec): 3 clusters Score: Raw -11457539.149471 + Penalty 3744.264637 = -11453794.884835 nChanged 116 SP:Iteration 22Q (3031.460673 sec): 3 clusters Score: Raw -11457559.867546 + Penalty 3744.264637 = -11453815.602909 nChanged 94 SP:Iteration 23Q (3031.596648 sec): 3 clusters Score: Raw -11457578.342126 + Penalty 3744.264637 = -11453834.077489 nChanged 89 SP:Iteration 24Q (3031.732388 sec): 3 clusters Score: Raw -11457593.505363 + Penalty 3744.264637 = -11453849.240726 nChanged 79 SP:Iteration 25Q (3031.867859 sec): 3 clusters Score: Raw -11457611.045046 + Penalty 3744.264637 = -11453866.780409 nChanged 64 SP:Iteration 26Q (3032.003143 sec): 3 clusters Score: Raw -11457623.568209 + Penalty 3744.264637 = -11453879.303572 nChanged 56 SP:Iteration 27Q (3032.139084 sec): 3 clusters Score: Raw -11457631.948343 + Penalty 3744.264637 = -11453887.683706 nChanged 55 SP:Iteration 28Q (3032.274512 sec): 3 clusters Score: Raw -11457639.989404 + Penalty 3744.264637 = -11453895.724768 nChanged 45 SP:Iteration 29Q (3032.409509 sec): 3 clusters Score: Raw -11457645.805082 + Penalty 3744.264637 = -11453901.540445 nChanged 36 SP:Iteration 30Q (3032.544213 sec): 3 clusters Score: Raw -11457649.800600 + Penalty 3744.264637 = -11453905.535963 nChanged 32 SP:Iteration 31Q (3032.679299 sec): 3 clusters Score: Raw -11457653.392254 + Penalty 3744.264637 = -11453909.127618 nChanged 32 SP:Iteration 32Q (3032.813705 sec): 3 clusters Score: Raw -11457656.732892 + Penalty 3744.264637 = -11453912.468256 nChanged 30 SP:Iteration 33Q (3032.948067 sec): 3 clusters Score: Raw -11457659.915022 + Penalty 3744.264637 = -11453915.650385 nChanged 24 SP:Iteration 34Q (3033.082609 sec): 3 clusters Score: Raw -11457662.144781 + Penalty 3744.264637 = -11453917.880145 nChanged 19 SP:Iteration 35Q (3033.216893 sec): 3 clusters Score: Raw -11457663.829651 + Penalty 3744.264637 = -11453919.565014 nChanged 16 SP:Iteration 36Q (3033.351195 sec): 3 clusters Score: Raw -11457665.059329 + Penalty 3744.264637 = -11453920.794692 nChanged 12 SP:Iteration 37Q (3033.485520 sec): 3 clusters Score: Raw -11457665.909535 + Penalty 3744.264637 = -11453921.644899 nChanged 10 SP:Iteration 38Q (3033.620040 sec): 3 clusters Score: Raw -11457666.643983 + Penalty 3744.264637 = -11453922.379347 nChanged 5 SP:Iteration 39Q (3033.754650 sec): 3 clusters Score: Raw -11457667.038100 + Penalty 3744.264637 = -11453922.773464 nChanged 4 SP:Iteration 40F (3033.912661 sec): 3 clusters Score: Raw -11457667.402227 + Penalty 3744.264637 = -11453923.137591 nChanged 7 SP:Iteration 41Q (3034.047338 sec): 3 clusters Score: Raw -11457668.115456 + Penalty 3744.264637 = -11453923.850819 nChanged 8 SP:Iteration 42Q (3034.181808 sec): 3 clusters Score: Raw -11457668.937166 + Penalty 3744.264637 = -11453924.672529 nChanged 12 SP:Iteration 43Q (3034.316287 sec): 3 clusters Score: Raw -11457670.204546 + Penalty 3744.264637 = -11453925.939910 nChanged 10 SP:Iteration 44Q (3034.450522 sec): 3 clusters Score: Raw -11457671.256189 + Penalty 3744.264637 = -11453926.991553 nChanged 12 SP:Iteration 45Q (3034.585662 sec): 3 clusters Score: Raw -11457672.592458 + Penalty 3744.264637 = -11453928.327821 nChanged 16 SP:Iteration 46Q (3034.719866 sec): 3 clusters Score: Raw -11457674.386523 + Penalty 3744.264637 = -11453930.121886 nChanged 17 SP:Iteration 47Q (3034.854154 sec): 3 clusters Score: Raw -11457675.823379 + Penalty 3744.264637 = -11453931.558742 nChanged 11 SP:Iteration 48Q (3034.988414 sec): 3 clusters Score: Raw -11457677.031780 + Penalty 3744.264637 = -11453932.767144 nChanged 13 SP:Iteration 49Q (3035.127038 sec): 3 clusters Score: Raw -11457678.129638 + Penalty 3744.264637 = -11453933.865001 nChanged 10 SP:Iteration 50Q (3035.262486 sec): 3 clusters Score: Raw -11457678.728119 + Penalty 3744.264637 = -11453934.463482 nChanged 6 SP:Iteration 51Q (3035.397671 sec): 3 clusters Score: Raw -11457679.096693 + Penalty 3744.264637 = -11453934.832056 nChanged 4 SP:Iteration 52Q (3035.532914 sec): 3 clusters Score: Raw -11457679.405372 + Penalty 3744.264637 = -11453935.140735 nChanged 5 SP:Iteration 53Q (3035.667879 sec): 3 clusters Score: Raw -11457679.715308 + Penalty 3744.264637 = -11453935.450671 nChanged 4 SP:Iteration 54Q (3035.802011 sec): 3 clusters Score: Raw -11457679.914426 + Penalty 3744.264637 = -11453935.649790 nChanged 3 SP:Iteration 55Q (3035.936169 sec): 3 clusters Score: Raw -11457679.998768 + Penalty 3744.264637 = -11453935.734132 nChanged 0 SP:Iteration 56F (3036.093601 sec): 3 clusters Score: Raw -11457679.998768 + Penalty 3744.264637 = -11453935.734132 nChanged 0 Score: Raw -81789279.585151 + Penalty 39558.791579 = -81749720.793571 Splitting cluster 8 changes total score from -81737784.214880 to -81749720.793571 So it's getting split into cluster 13. Trying to split cluster 9 (97196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3044.108137 sec): 2 clusters Score: Raw -11030331.830728 + Penalty 1866.228786 = -11028465.601942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3044.290519 sec): 3 clusters Score: Raw -10967307.165364 + Penalty 3732.457572 = -10963574.707792 nChanged 46387 SP:Iteration 1F (3044.472168 sec): 3 clusters Score: Raw -10996344.875792 + Penalty 3732.457572 = -10992612.418220 nChanged 5429 SP:Iteration 2F (3044.658893 sec): 3 clusters Score: Raw -11000094.194120 + Penalty 3732.457572 = -10996361.736548 nChanged 6817 SP:Iteration 3F (3044.840277 sec): 3 clusters Score: Raw -11005776.534566 + Penalty 3732.457572 = -11002044.076994 nChanged 8087 SP:Iteration 4F (3045.014928 sec): 3 clusters Score: Raw -11013139.317142 + Penalty 3732.457572 = -11009406.859570 nChanged 8863 SP:Iteration 5F (3045.193338 sec): 3 clusters Score: Raw -11021584.695110 + Penalty 3732.457572 = -11017852.237538 nChanged 7854 SP:Iteration 6F (3045.382078 sec): 3 clusters Score: Raw -11028910.484085 + Penalty 3732.457572 = -11025178.026513 nChanged 5471 SP:Iteration 7F (3045.571833 sec): 3 clusters Score: Raw -11033042.175940 + Penalty 3732.457572 = -11029309.718368 nChanged 3188 SP:Iteration 8Q (3045.764087 sec): 3 clusters Score: Raw -11034734.494506 + Penalty 3732.457572 = -11031002.036934 nChanged 1850 SP:Iteration 9Q (3045.957980 sec): 3 clusters Score: Raw -11035466.180178 + Penalty 3732.457572 = -11031733.722606 nChanged 1197 SP:Iteration 10Q (3046.132621 sec): 3 clusters Score: Raw -11035871.490159 + Penalty 3732.457572 = -11032139.032586 nChanged 956 SP:Iteration 11Q (3046.310638 sec): 3 clusters Score: Raw -11036216.675588 + Penalty 3732.457572 = -11032484.218016 nChanged 887 SP:Iteration 12Q (3046.513505 sec): 3 clusters Score: Raw -11036570.815044 + Penalty 3732.457572 = -11032838.357472 nChanged 815 SP:Iteration 13Q (3046.714802 sec): 3 clusters Score: Raw -11036940.759642 + Penalty 3732.457572 = -11033208.302070 nChanged 788 SP:Iteration 14Q (3046.901137 sec): 3 clusters Score: Raw -11037361.260674 + Penalty 3732.457572 = -11033628.803102 nChanged 840 SP:Iteration 15Q (3047.071659 sec): 3 clusters Score: Raw -11037896.712550 + Penalty 3732.457572 = -11034164.254978 nChanged 858 SP:Iteration 16Q (3047.219154 sec): 3 clusters Score: Raw -11038447.718876 + Penalty 3732.457572 = -11034715.261304 nChanged 761 SP:Iteration 17Q (3047.364530 sec): 3 clusters Score: Raw -11038872.999675 + Penalty 3732.457572 = -11035140.542103 nChanged 695 SP:Iteration 18Q (3047.508022 sec): 3 clusters Score: Raw -11039170.181918 + Penalty 3732.457572 = -11035437.724346 nChanged 504 SP:Iteration 19Q (3047.652099 sec): 3 clusters Score: Raw -11039319.671040 + Penalty 3732.457572 = -11035587.213468 nChanged 366 SP:Iteration 20F (3047.805941 sec): 3 clusters Score: Raw -11039399.142816 + Penalty 3732.457572 = -11035666.685244 nChanged 288 SP:Iteration 21Q (3047.948070 sec): 3 clusters Score: Raw -11039441.643689 + Penalty 3732.457572 = -11035709.186117 nChanged 212 SP:Iteration 22Q (3048.091022 sec): 3 clusters Score: Raw -11039465.771782 + Penalty 3732.457572 = -11035733.314210 nChanged 144 SP:Iteration 23Q (3048.232661 sec): 3 clusters Score: Raw -11039476.071030 + Penalty 3732.457572 = -11035743.613458 nChanged 108 SP:Iteration 24Q (3048.373846 sec): 3 clusters Score: Raw -11039482.064008 + Penalty 3732.457572 = -11035749.606436 nChanged 93 SP:Iteration 25Q (3048.515397 sec): 3 clusters Score: Raw -11039486.994229 + Penalty 3732.457572 = -11035754.536657 nChanged 87 SP:Iteration 26Q (3048.656831 sec): 3 clusters Score: Raw -11039490.516203 + Penalty 3732.457572 = -11035758.058631 nChanged 71 SP:Iteration 27Q (3048.797844 sec): 3 clusters Score: Raw -11039493.127965 + Penalty 3732.457572 = -11035760.670393 nChanged 66 SP:Iteration 28Q (3048.939258 sec): 3 clusters Score: Raw -11039495.368609 + Penalty 3732.457572 = -11035762.911036 nChanged 67 SP:Iteration 29Q (3049.079684 sec): 3 clusters Score: Raw -11039497.976928 + Penalty 3732.457572 = -11035765.519356 nChanged 45 SP:Iteration 30Q (3049.219724 sec): 3 clusters Score: Raw -11039499.533857 + Penalty 3732.457572 = -11035767.076285 nChanged 36 SP:Iteration 31Q (3049.360603 sec): 3 clusters Score: Raw -11039500.396857 + Penalty 3732.457572 = -11035767.939285 nChanged 30 SP:Iteration 32Q (3049.501860 sec): 3 clusters Score: Raw -11039501.157203 + Penalty 3732.457572 = -11035768.699631 nChanged 25 SP:Iteration 33Q (3049.642842 sec): 3 clusters Score: Raw -11039501.776002 + Penalty 3732.457572 = -11035769.318430 nChanged 18 SP:Iteration 34Q (3049.783502 sec): 3 clusters Score: Raw -11039502.202320 + Penalty 3732.457572 = -11035769.744748 nChanged 15 SP:Iteration 35Q (3049.924624 sec): 3 clusters Score: Raw -11039502.479921 + Penalty 3732.457572 = -11035770.022349 nChanged 11 SP:Iteration 36Q (3050.065336 sec): 3 clusters Score: Raw -11039502.729055 + Penalty 3732.457572 = -11035770.271483 nChanged 15 SP:Iteration 37Q (3050.205906 sec): 3 clusters Score: Raw -11039503.064542 + Penalty 3732.457572 = -11035770.606970 nChanged 10 SP:Iteration 38Q (3050.346378 sec): 3 clusters Score: Raw -11039503.259266 + Penalty 3732.457572 = -11035770.801694 nChanged 5 SP:Iteration 39Q (3050.487114 sec): 3 clusters Score: Raw -11039503.330697 + Penalty 3732.457572 = -11035770.873125 nChanged 5 SP:Iteration 40F (3050.641269 sec): 3 clusters Score: Raw -11039503.398383 + Penalty 3732.457572 = -11035770.940811 nChanged 1 SP:Iteration 41Q (3050.782211 sec): 3 clusters Score: Raw -11039503.407673 + Penalty 3732.457572 = -11035770.950100 nChanged 2 SP:Iteration 42Q (3050.930908 sec): 3 clusters Score: Raw -11039503.429568 + Penalty 3732.457572 = -11035770.971996 nChanged 0 SP:Iteration 43F (3051.084950 sec): 3 clusters Score: Raw -11039503.429568 + Penalty 3732.457572 = -11035770.971996 nChanged 0 Score: Raw -81798451.183991 + Penalty 41756.502223 = -81756694.681768 Splitting cluster 9 changes total score from -81737784.214880 to -81756694.681768 So it's getting split into cluster 16. Trying to split cluster 10 (55229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3059.539407 sec): 2 clusters Score: Raw -5974097.518754 + Penalty 1774.377062 = -5972323.141692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3059.668444 sec): 3 clusters Score: Raw -5939215.789636 + Penalty 3548.754123 = -5935667.035513 nChanged 25983 SP:Iteration 1F (3059.790993 sec): 3 clusters Score: Raw -5954815.494976 + Penalty 3548.754123 = -5951266.740853 nChanged 2875 SP:Iteration 2F (3059.885102 sec): 3 clusters Score: Raw -5956429.097440 + Penalty 3548.754123 = -5952880.343317 nChanged 3405 SP:Iteration 3F (3060.012461 sec): 3 clusters Score: Raw -5958946.421699 + Penalty 3548.754123 = -5955397.667575 nChanged 3978 SP:Iteration 4F (3060.115254 sec): 3 clusters Score: Raw -5962766.161213 + Penalty 3548.754123 = -5959217.407089 nChanged 4497 SP:Iteration 5F (3060.208077 sec): 3 clusters Score: Raw -5967036.625091 + Penalty 3548.754123 = -5963487.870968 nChanged 4085 SP:Iteration 6F (3060.334741 sec): 3 clusters Score: Raw -5970182.028870 + Penalty 3548.754123 = -5966633.274746 nChanged 3037 SP:Iteration 7F (3060.450472 sec): 3 clusters Score: Raw -5971845.559486 + Penalty 3548.754123 = -5968296.805362 nChanged 2016 SP:Iteration 8Q (3060.556632 sec): 3 clusters Score: Raw -5972601.535691 + Penalty 3548.754123 = -5969052.781567 nChanged 1249 SP:Iteration 9Q (3060.685950 sec): 3 clusters Score: Raw -5972937.603338 + Penalty 3548.754123 = -5969388.849214 nChanged 792 SP:Iteration 10Q (3060.816557 sec): 3 clusters Score: Raw -5973094.596222 + Penalty 3548.754123 = -5969545.842099 nChanged 595 SP:Iteration 11Q (3060.927517 sec): 3 clusters Score: Raw -5973197.660521 + Penalty 3548.754123 = -5969648.906398 nChanged 463 SP:Iteration 12Q (3061.045099 sec): 3 clusters Score: Raw -5973266.081472 + Penalty 3548.754123 = -5969717.327348 nChanged 410 SP:Iteration 13Q (3061.161080 sec): 3 clusters Score: Raw -5973318.333116 + Penalty 3548.754123 = -5969769.578992 nChanged 333 SP:Iteration 14Q (3061.275199 sec): 3 clusters Score: Raw -5973356.430345 + Penalty 3548.754123 = -5969807.676222 nChanged 264 SP:Iteration 15Q (3061.395325 sec): 3 clusters Score: Raw -5973384.167777 + Penalty 3548.754123 = -5969835.413653 nChanged 249 SP:Iteration 16Q (3061.522536 sec): 3 clusters Score: Raw -5973409.161448 + Penalty 3548.754123 = -5969860.407325 nChanged 246 SP:Iteration 17Q (3061.648105 sec): 3 clusters Score: Raw -5973434.025060 + Penalty 3548.754123 = -5969885.270937 nChanged 225 SP:Iteration 18Q (3061.780509 sec): 3 clusters Score: Raw -5973454.687333 + Penalty 3548.754123 = -5969905.933209 nChanged 208 SP:Iteration 19Q (3061.913615 sec): 3 clusters Score: Raw -5973474.091088 + Penalty 3548.754123 = -5969925.336965 nChanged 215 SP:Iteration 20F (3062.035550 sec): 3 clusters Score: Raw -5973492.790771 + Penalty 3548.754123 = -5969944.036647 nChanged 193 SP:Iteration 21Q (3062.161300 sec): 3 clusters Score: Raw -5973509.231723 + Penalty 3548.754123 = -5969960.477599 nChanged 193 SP:Iteration 22Q (3062.279842 sec): 3 clusters Score: Raw -5973526.053951 + Penalty 3548.754123 = -5969977.299827 nChanged 224 SP:Iteration 23Q (3062.374907 sec): 3 clusters Score: Raw -5973546.127496 + Penalty 3548.754123 = -5969997.373373 nChanged 216 SP:Iteration 24Q (3062.500434 sec): 3 clusters Score: Raw -5973566.086006 + Penalty 3548.754123 = -5970017.331882 nChanged 232 SP:Iteration 25Q (3062.621600 sec): 3 clusters Score: Raw -5973588.394303 + Penalty 3548.754123 = -5970039.640180 nChanged 225 SP:Iteration 26Q (3062.742323 sec): 3 clusters Score: Raw -5973607.509419 + Penalty 3548.754123 = -5970058.755295 nChanged 222 SP:Iteration 27Q (3062.869957 sec): 3 clusters Score: Raw -5973628.249030 + Penalty 3548.754123 = -5970079.494906 nChanged 241 SP:Iteration 28Q (3062.987245 sec): 3 clusters Score: Raw -5973652.238333 + Penalty 3548.754123 = -5970103.484210 nChanged 258 SP:Iteration 29Q (3063.113192 sec): 3 clusters Score: Raw -5973677.515082 + Penalty 3548.754123 = -5970128.760958 nChanged 264 SP:Iteration 30Q (3063.239369 sec): 3 clusters Score: Raw -5973701.258446 + Penalty 3548.754123 = -5970152.504323 nChanged 254 SP:Iteration 31Q (3063.356471 sec): 3 clusters Score: Raw -5973725.006052 + Penalty 3548.754123 = -5970176.251929 nChanged 246 SP:Iteration 32Q (3063.483391 sec): 3 clusters Score: Raw -5973748.247780 + Penalty 3548.754123 = -5970199.493657 nChanged 256 SP:Iteration 33Q (3063.600701 sec): 3 clusters Score: Raw -5973770.061465 + Penalty 3548.754123 = -5970221.307342 nChanged 236 SP:Iteration 34Q (3063.727008 sec): 3 clusters Score: Raw -5973793.580526 + Penalty 3548.754123 = -5970244.826403 nChanged 266 SP:Iteration 35Q (3063.854425 sec): 3 clusters Score: Raw -5973820.291332 + Penalty 3548.754123 = -5970271.537209 nChanged 273 SP:Iteration 36Q (3063.980534 sec): 3 clusters Score: Raw -5973846.140318 + Penalty 3548.754123 = -5970297.386195 nChanged 267 SP:Iteration 37Q (3064.103724 sec): 3 clusters Score: Raw -5973873.001930 + Penalty 3548.754123 = -5970324.247806 nChanged 295 SP:Iteration 38Q (3064.229858 sec): 3 clusters Score: Raw -5973902.383924 + Penalty 3548.754123 = -5970353.629801 nChanged 279 SP:Iteration 39Q (3064.356198 sec): 3 clusters Score: Raw -5973928.576818 + Penalty 3548.754123 = -5970379.822694 nChanged 258 SP:Iteration 40F (3064.473859 sec): 3 clusters Score: Raw -5973951.079309 + Penalty 3548.754123 = -5970402.325185 nChanged 235 SP:Iteration 41Q (3064.599490 sec): 3 clusters Score: Raw -5973971.311104 + Penalty 3548.754123 = -5970422.556981 nChanged 240 SP:Iteration 42Q (3064.713317 sec): 3 clusters Score: Raw -5973993.000761 + Penalty 3548.754123 = -5970444.246638 nChanged 237 SP:Iteration 43Q (3064.839770 sec): 3 clusters Score: Raw -5974015.207116 + Penalty 3548.754123 = -5970466.452993 nChanged 271 SP:Iteration 44Q (3064.949737 sec): 3 clusters Score: Raw -5974041.800528 + Penalty 3548.754123 = -5970493.046404 nChanged 265 SP:Iteration 45Q (3065.065520 sec): 3 clusters Score: Raw -5974067.930999 + Penalty 3548.754123 = -5970519.176875 nChanged 268 SP:Iteration 46Q (3065.190650 sec): 3 clusters Score: Raw -5974094.198048 + Penalty 3548.754123 = -5970545.443924 nChanged 271 SP:Iteration 47Q (3065.314118 sec): 3 clusters Score: Raw -5974121.307042 + Penalty 3548.754123 = -5970572.552918 nChanged 269 SP:Iteration 48Q (3065.439293 sec): 3 clusters Score: Raw -5974146.802024 + Penalty 3548.754123 = -5970598.047900 nChanged 272 SP:Iteration 49Q (3065.562153 sec): 3 clusters Score: Raw -5974176.325500 + Penalty 3548.754123 = -5970627.571376 nChanged 289 SP:Iteration 50Q (3065.687227 sec): 3 clusters Score: Raw -5974209.651865 + Penalty 3548.754123 = -5970660.897742 nChanged 268 SP:Iteration 51Q (3065.808266 sec): 3 clusters Score: Raw -5974240.598787 + Penalty 3548.754123 = -5970691.844663 nChanged 321 SP:Iteration 52Q (3065.932560 sec): 3 clusters Score: Raw -5974284.279014 + Penalty 3548.754123 = -5970735.524890 nChanged 359 SP:Iteration 53Q (3066.052915 sec): 3 clusters Score: Raw -5974332.886393 + Penalty 3548.754123 = -5970784.132270 nChanged 366 SP:Iteration 54Q (3066.176448 sec): 3 clusters Score: Raw -5974383.699642 + Penalty 3548.754123 = -5970834.945518 nChanged 357 SP:Iteration 55Q (3066.302082 sec): 3 clusters Score: Raw -5974434.725860 + Penalty 3548.754123 = -5970885.971737 nChanged 363 SP:Iteration 56Q (3066.414780 sec): 3 clusters Score: Raw -5974486.103412 + Penalty 3548.754123 = -5970937.349289 nChanged 383 SP:Iteration 57Q (3066.538844 sec): 3 clusters Score: Raw -5974539.719322 + Penalty 3548.754123 = -5970990.965199 nChanged 358 SP:Iteration 58Q (3066.655117 sec): 3 clusters Score: Raw -5974588.962059 + Penalty 3548.754123 = -5971040.207935 nChanged 344 SP:Iteration 59Q (3066.778867 sec): 3 clusters Score: Raw -5974637.951737 + Penalty 3548.754123 = -5971089.197614 nChanged 338 SP:Iteration 60F (3066.908979 sec): 3 clusters Score: Raw -5974683.975774 + Penalty 3548.754123 = -5971135.221651 nChanged 323 SP:Iteration 61Q (3067.031243 sec): 3 clusters Score: Raw -5974727.103669 + Penalty 3548.754123 = -5971178.349546 nChanged 314 SP:Iteration 62Q (3067.144418 sec): 3 clusters Score: Raw -5974769.372015 + Penalty 3548.754123 = -5971220.617891 nChanged 315 SP:Iteration 63Q (3067.263757 sec): 3 clusters Score: Raw -5974811.213788 + Penalty 3548.754123 = -5971262.459665 nChanged 311 SP:Iteration 64Q (3067.371734 sec): 3 clusters Score: Raw -5974853.011489 + Penalty 3548.754123 = -5971304.257365 nChanged 306 SP:Iteration 65Q (3067.491544 sec): 3 clusters Score: Raw -5974892.051433 + Penalty 3548.754123 = -5971343.297310 nChanged 277 SP:Iteration 66Q (3067.612811 sec): 3 clusters Score: Raw -5974925.822286 + Penalty 3548.754123 = -5971377.068163 nChanged 253 SP:Iteration 67Q (3067.734537 sec): 3 clusters Score: Raw -5974957.492014 + Penalty 3548.754123 = -5971408.737890 nChanged 248 SP:Iteration 68Q (3067.846688 sec): 3 clusters Score: Raw -5974988.132828 + Penalty 3548.754123 = -5971439.378704 nChanged 233 SP:Iteration 69Q (3067.965780 sec): 3 clusters Score: Raw -5975016.629674 + Penalty 3548.754123 = -5971467.875550 nChanged 233 SP:Iteration 70Q (3068.081825 sec): 3 clusters Score: Raw -5975044.943654 + Penalty 3548.754123 = -5971496.189531 nChanged 214 SP:Iteration 71Q (3068.204057 sec): 3 clusters Score: Raw -5975068.620421 + Penalty 3548.754123 = -5971519.866298 nChanged 192 SP:Iteration 72Q (3068.311015 sec): 3 clusters Score: Raw -5975090.552772 + Penalty 3548.754123 = -5971541.798649 nChanged 195 SP:Iteration 73Q (3068.431897 sec): 3 clusters Score: Raw -5975114.161168 + Penalty 3548.754123 = -5971565.407045 nChanged 190 SP:Iteration 74Q (3068.552440 sec): 3 clusters Score: Raw -5975134.791273 + Penalty 3548.754123 = -5971586.037150 nChanged 189 SP:Iteration 75Q (3068.672473 sec): 3 clusters Score: Raw -5975157.631639 + Penalty 3548.754123 = -5971608.877516 nChanged 203 SP:Iteration 76Q (3068.792865 sec): 3 clusters Score: Raw -5975184.226659 + Penalty 3548.754123 = -5971635.472536 nChanged 188 SP:Iteration 77Q (3068.877214 sec): 3 clusters Score: Raw -5975206.471253 + Penalty 3548.754123 = -5971657.717129 nChanged 170 SP:Iteration 78Q (3068.961258 sec): 3 clusters Score: Raw -5975227.109896 + Penalty 3548.754123 = -5971678.355773 nChanged 193 SP:Iteration 79Q (3069.052960 sec): 3 clusters Score: Raw -5975251.545253 + Penalty 3548.754123 = -5971702.791130 nChanged 198 SP:Iteration 80F (3069.176628 sec): 3 clusters Score: Raw -5975275.649585 + Penalty 3548.754123 = -5971726.895462 nChanged 159 SP:Iteration 81Q (3069.278296 sec): 3 clusters Score: Raw -5975291.870833 + Penalty 3548.754123 = -5971743.116709 nChanged 138 SP:Iteration 82Q (3069.399769 sec): 3 clusters Score: Raw -5975305.272963 + Penalty 3548.754123 = -5971756.518839 nChanged 133 SP:Iteration 83Q (3069.514771 sec): 3 clusters Score: Raw -5975318.689002 + Penalty 3548.754123 = -5971769.934879 nChanged 133 SP:Iteration 84Q (3069.634005 sec): 3 clusters Score: Raw -5975331.729772 + Penalty 3548.754123 = -5971782.975649 nChanged 121 SP:Iteration 85Q (3069.738399 sec): 3 clusters Score: Raw -5975342.809816 + Penalty 3548.754123 = -5971794.055693 nChanged 105 SP:Iteration 86Q (3069.831454 sec): 3 clusters Score: Raw -5975352.324813 + Penalty 3548.754123 = -5971803.570690 nChanged 96 SP:Iteration 87Q (3069.928996 sec): 3 clusters Score: Raw -5975361.224961 + Penalty 3548.754123 = -5971812.470838 nChanged 86 SP:Iteration 88Q (3070.036953 sec): 3 clusters Score: Raw -5975368.901534 + Penalty 3548.754123 = -5971820.147410 nChanged 80 SP:Iteration 89Q (3070.120376 sec): 3 clusters Score: Raw -5975375.595837 + Penalty 3548.754123 = -5971826.841713 nChanged 70 SP:Iteration 90Q (3070.203563 sec): 3 clusters Score: Raw -5975380.534116 + Penalty 3548.754123 = -5971831.779993 nChanged 64 SP:Iteration 91Q (3070.319191 sec): 3 clusters Score: Raw -5975384.940153 + Penalty 3548.754123 = -5971836.186029 nChanged 67 SP:Iteration 92Q (3070.437701 sec): 3 clusters Score: Raw -5975389.278634 + Penalty 3548.754123 = -5971840.524510 nChanged 57 SP:Iteration 93Q (3070.545518 sec): 3 clusters Score: Raw -5975393.034053 + Penalty 3548.754123 = -5971844.279930 nChanged 44 SP:Iteration 94Q (3070.652923 sec): 3 clusters Score: Raw -5975396.184703 + Penalty 3548.754123 = -5971847.430579 nChanged 45 SP:Iteration 95Q (3070.762718 sec): 3 clusters Score: Raw -5975398.848589 + Penalty 3548.754123 = -5971850.094465 nChanged 50 SP:Iteration 96Q (3070.888772 sec): 3 clusters Score: Raw -5975401.863388 + Penalty 3548.754123 = -5971853.109265 nChanged 52 SP:Iteration 97Q (3071.009247 sec): 3 clusters Score: Raw -5975405.877554 + Penalty 3548.754123 = -5971857.123431 nChanged 60 SP:Iteration 98Q (3071.134027 sec): 3 clusters Score: Raw -5975409.882274 + Penalty 3548.754123 = -5971861.128150 nChanged 56 SP:Iteration 99Q (3071.250097 sec): 3 clusters Score: Raw -5975413.508587 + Penalty 3548.754123 = -5971864.754463 nChanged 51 SP:Iteration 100F (3071.379444 sec): 3 clusters Score: Raw -5975416.839438 + Penalty 3548.754123 = -5971868.085314 nChanged 33 SP:Iteration 101Q (3071.470029 sec): 3 clusters Score: Raw -5975418.708633 + Penalty 3548.754123 = -5971869.954510 nChanged 28 SP:Iteration 102Q (3071.583743 sec): 3 clusters Score: Raw -5975420.312665 + Penalty 3548.754123 = -5971871.558541 nChanged 28 SP:Iteration 103Q (3071.689810 sec): 3 clusters Score: Raw -5975422.087242 + Penalty 3548.754123 = -5971873.333118 nChanged 36 SP:Iteration 104Q (3071.809262 sec): 3 clusters Score: Raw -5975424.701410 + Penalty 3548.754123 = -5971875.947287 nChanged 36 SP:Iteration 105Q (3071.917814 sec): 3 clusters Score: Raw -5975426.731518 + Penalty 3548.754123 = -5971877.977394 nChanged 25 SP:Iteration 106Q (3072.013018 sec): 3 clusters Score: Raw -5975427.918983 + Penalty 3548.754123 = -5971879.164860 nChanged 13 SP:Iteration 107Q (3072.123309 sec): 3 clusters Score: Raw -5975428.422829 + Penalty 3548.754123 = -5971879.668706 nChanged 11 SP:Iteration 108Q (3072.219183 sec): 3 clusters Score: Raw -5975428.942730 + Penalty 3548.754123 = -5971880.188606 nChanged 12 SP:Iteration 109Q (3072.309703 sec): 3 clusters Score: Raw -5975429.733450 + Penalty 3548.754123 = -5971880.979327 nChanged 22 SP:Iteration 110Q (3072.433179 sec): 3 clusters Score: Raw -5975431.403627 + Penalty 3548.754123 = -5971882.649503 nChanged 30 SP:Iteration 111Q (3072.530561 sec): 3 clusters Score: Raw -5975433.561112 + Penalty 3548.754123 = -5971884.806989 nChanged 32 SP:Iteration 112Q (3072.644749 sec): 3 clusters Score: Raw -5975435.417063 + Penalty 3548.754123 = -5971886.662940 nChanged 24 SP:Iteration 113Q (3072.769268 sec): 3 clusters Score: Raw -5975436.654526 + Penalty 3548.754123 = -5971887.900402 nChanged 15 SP:Iteration 114Q (3072.887188 sec): 3 clusters Score: Raw -5975437.426310 + Penalty 3548.754123 = -5971888.672187 nChanged 16 SP:Iteration 115Q (3072.994153 sec): 3 clusters Score: Raw -5975438.277155 + Penalty 3548.754123 = -5971889.523032 nChanged 18 SP:Iteration 116Q (3073.079364 sec): 3 clusters Score: Raw -5975439.110428 + Penalty 3548.754123 = -5971890.356304 nChanged 14 SP:Iteration 117Q (3073.192863 sec): 3 clusters Score: Raw -5975439.846740 + Penalty 3548.754123 = -5971891.092616 nChanged 20 SP:Iteration 118Q (3073.311096 sec): 3 clusters Score: Raw -5975441.009667 + Penalty 3548.754123 = -5971892.255544 nChanged 15 SP:Iteration 119Q (3073.392051 sec): 3 clusters Score: Raw -5975441.691816 + Penalty 3548.754123 = -5971892.937692 nChanged 9 SP:Iteration 120F (3073.496389 sec): 3 clusters Score: Raw -5975442.107175 + Penalty 3548.754123 = -5971893.353052 nChanged 12 SP:Iteration 121Q (3073.613754 sec): 3 clusters Score: Raw -5975442.548282 + Penalty 3548.754123 = -5971893.794159 nChanged 8 SP:Iteration 122Q (3073.717088 sec): 3 clusters Score: Raw -5975442.885997 + Penalty 3548.754123 = -5971894.131873 nChanged 6 SP:Iteration 123Q (3073.836575 sec): 3 clusters Score: Raw -5975443.183469 + Penalty 3548.754123 = -5971894.429345 nChanged 7 SP:Iteration 124Q (3073.953596 sec): 3 clusters Score: Raw -5975443.463333 + Penalty 3548.754123 = -5971894.709209 nChanged 7 SP:Iteration 125Q (3074.056395 sec): 3 clusters Score: Raw -5975443.751729 + Penalty 3548.754123 = -5971894.997606 nChanged 1 SP:Iteration 126Q (3074.171809 sec): 3 clusters Score: Raw -5975443.789162 + Penalty 3548.754123 = -5971895.035039 nChanged 0 SP:Iteration 127F (3074.285455 sec): 3 clusters Score: Raw -5975443.789162 + Penalty 3548.754123 = -5971895.035039 nChanged 0 Trying to split cluster 11 (13221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3074.317357 sec): 2 clusters Score: Raw -1428718.797581 + Penalty 1542.053785 = -1427176.743796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3074.351131 sec): 3 clusters Score: Raw -1421031.130168 + Penalty 3084.107570 = -1417947.022599 nChanged 5859 SP:Iteration 1F (3074.411266 sec): 3 clusters Score: Raw -1424318.233294 + Penalty 3084.107570 = -1421234.125724 nChanged 889 SP:Iteration 2F (3074.443100 sec): 3 clusters Score: Raw -1424946.297451 + Penalty 3084.107570 = -1421862.189881 nChanged 974 SP:Iteration 3F (3074.511667 sec): 3 clusters Score: Raw -1425830.212501 + Penalty 3084.107570 = -1422746.104931 nChanged 1042 SP:Iteration 4F (3074.579462 sec): 3 clusters Score: Raw -1426821.532637 + Penalty 3084.107570 = -1423737.425067 nChanged 1018 SP:Iteration 5F (3074.647686 sec): 3 clusters Score: Raw -1427713.755541 + Penalty 3084.107570 = -1424629.647971 nChanged 886 SP:Iteration 6F (3074.715978 sec): 3 clusters Score: Raw -1428365.409951 + Penalty 3084.107570 = -1425281.302381 nChanged 726 SP:Iteration 7F (3074.778767 sec): 3 clusters Score: Raw -1428848.209823 + Penalty 3084.107570 = -1425764.102253 nChanged 620 SP:Iteration 8Q (3074.850234 sec): 3 clusters Score: Raw -1429220.314158 + Penalty 3084.107570 = -1426136.206588 nChanged 485 SP:Iteration 9Q (3074.903001 sec): 3 clusters Score: Raw -1429434.703312 + Penalty 3084.107570 = -1426350.595743 nChanged 328 SP:Iteration 10Q (3074.965314 sec): 3 clusters Score: Raw -1429549.231990 + Penalty 3084.107570 = -1426465.124420 nChanged 208 SP:Iteration 11Q (3075.004645 sec): 3 clusters Score: Raw -1429617.770181 + Penalty 3084.107570 = -1426533.662611 nChanged 169 SP:Iteration 12Q (3075.036270 sec): 3 clusters Score: Raw -1429668.269640 + Penalty 3084.107570 = -1426584.162070 nChanged 147 SP:Iteration 13Q (3075.067495 sec): 3 clusters Score: Raw -1429707.758087 + Penalty 3084.107570 = -1426623.650517 nChanged 132 SP:Iteration 14Q (3075.126981 sec): 3 clusters Score: Raw -1429737.900926 + Penalty 3084.107570 = -1426653.793356 nChanged 128 SP:Iteration 15Q (3075.179853 sec): 3 clusters Score: Raw -1429767.049075 + Penalty 3084.107570 = -1426682.941505 nChanged 110 SP:Iteration 16Q (3075.232429 sec): 3 clusters Score: Raw -1429788.091978 + Penalty 3084.107570 = -1426703.984408 nChanged 101 SP:Iteration 17Q (3075.291933 sec): 3 clusters Score: Raw -1429805.007092 + Penalty 3084.107570 = -1426720.899522 nChanged 91 SP:Iteration 18Q (3075.358804 sec): 3 clusters Score: Raw -1429822.535244 + Penalty 3084.107570 = -1426738.427674 nChanged 78 SP:Iteration 19Q (3075.395158 sec): 3 clusters Score: Raw -1429834.622667 + Penalty 3084.107570 = -1426750.515098 nChanged 78 SP:Iteration 20F (3075.452757 sec): 3 clusters Score: Raw -1429845.928405 + Penalty 3084.107570 = -1426761.820835 nChanged 76 SP:Iteration 21Q (3075.493161 sec): 3 clusters Score: Raw -1429856.547005 + Penalty 3084.107570 = -1426772.439436 nChanged 81 SP:Iteration 22Q (3075.536354 sec): 3 clusters Score: Raw -1429867.997454 + Penalty 3084.107570 = -1426783.889884 nChanged 68 SP:Iteration 23Q (3075.575995 sec): 3 clusters Score: Raw -1429876.885194 + Penalty 3084.107570 = -1426792.777624 nChanged 55 SP:Iteration 24Q (3075.641743 sec): 3 clusters Score: Raw -1429884.966459 + Penalty 3084.107570 = -1426800.858889 nChanged 56 SP:Iteration 25Q (3075.708607 sec): 3 clusters Score: Raw -1429893.862012 + Penalty 3084.107570 = -1426809.754442 nChanged 58 SP:Iteration 26Q (3075.762434 sec): 3 clusters Score: Raw -1429901.801720 + Penalty 3084.107570 = -1426817.694150 nChanged 57 SP:Iteration 27Q (3075.816687 sec): 3 clusters Score: Raw -1429910.476744 + Penalty 3084.107570 = -1426826.369174 nChanged 59 SP:Iteration 28Q (3075.883948 sec): 3 clusters Score: Raw -1429920.137702 + Penalty 3084.107570 = -1426836.030132 nChanged 60 SP:Iteration 29Q (3075.951334 sec): 3 clusters Score: Raw -1429928.324089 + Penalty 3084.107570 = -1426844.216519 nChanged 50 SP:Iteration 30Q (3076.017457 sec): 3 clusters Score: Raw -1429936.642584 + Penalty 3084.107570 = -1426852.535014 nChanged 51 SP:Iteration 31Q (3076.076993 sec): 3 clusters Score: Raw -1429944.644096 + Penalty 3084.107570 = -1426860.536526 nChanged 52 SP:Iteration 32Q (3076.118134 sec): 3 clusters Score: Raw -1429951.128283 + Penalty 3084.107570 = -1426867.020713 nChanged 50 SP:Iteration 33Q (3076.182564 sec): 3 clusters Score: Raw -1429957.943565 + Penalty 3084.107570 = -1426873.835995 nChanged 41 SP:Iteration 34Q (3076.245346 sec): 3 clusters Score: Raw -1429962.553468 + Penalty 3084.107570 = -1426878.445898 nChanged 32 SP:Iteration 35Q (3076.312512 sec): 3 clusters Score: Raw -1429966.965262 + Penalty 3084.107570 = -1426882.857692 nChanged 29 SP:Iteration 36Q (3076.380136 sec): 3 clusters Score: Raw -1429970.540040 + Penalty 3084.107570 = -1426886.432470 nChanged 25 SP:Iteration 37Q (3076.416844 sec): 3 clusters Score: Raw -1429973.653189 + Penalty 3084.107570 = -1426889.545619 nChanged 21 SP:Iteration 38Q (3076.472650 sec): 3 clusters Score: Raw -1429975.640480 + Penalty 3084.107570 = -1426891.532910 nChanged 16 SP:Iteration 39Q (3076.539194 sec): 3 clusters Score: Raw -1429977.200666 + Penalty 3084.107570 = -1426893.093096 nChanged 20 SP:Iteration 40F (3076.602288 sec): 3 clusters Score: Raw -1429979.240600 + Penalty 3084.107570 = -1426895.133030 nChanged 20 SP:Iteration 41Q (3076.669780 sec): 3 clusters Score: Raw -1429981.437906 + Penalty 3084.107570 = -1426897.330336 nChanged 15 SP:Iteration 42Q (3076.735922 sec): 3 clusters Score: Raw -1429982.990452 + Penalty 3084.107570 = -1426898.882882 nChanged 14 SP:Iteration 43Q (3076.766970 sec): 3 clusters Score: Raw -1429984.215574 + Penalty 3084.107570 = -1426900.108004 nChanged 14 SP:Iteration 44Q (3076.832162 sec): 3 clusters Score: Raw -1429985.244802 + Penalty 3084.107570 = -1426901.137233 nChanged 10 SP:Iteration 45Q (3076.900340 sec): 3 clusters Score: Raw -1429985.841606 + Penalty 3084.107570 = -1426901.734036 nChanged 9 SP:Iteration 46Q (3076.931584 sec): 3 clusters Score: Raw -1429986.593007 + Penalty 3084.107570 = -1426902.485438 nChanged 6 SP:Iteration 47Q (3076.982994 sec): 3 clusters Score: Raw -1429987.084789 + Penalty 3084.107570 = -1426902.977219 nChanged 8 SP:Iteration 48Q (3077.038603 sec): 3 clusters Score: Raw -1429987.549449 + Penalty 3084.107570 = -1426903.441879 nChanged 4 SP:Iteration 49Q (3077.104785 sec): 3 clusters Score: Raw -1429987.730042 + Penalty 3084.107570 = -1426903.622472 nChanged 4 SP:Iteration 50Q (3077.182211 sec): 3 clusters Score: Raw -1429987.956946 + Penalty 3084.107570 = -1426903.849376 nChanged 4 SP:Iteration 51Q (3077.201577 sec): 3 clusters Score: Raw -1429988.212309 + Penalty 3084.107570 = -1426904.104739 nChanged 6 SP:Iteration 52Q (3077.260415 sec): 3 clusters Score: Raw -1429988.623115 + Penalty 3084.107570 = -1426904.515545 nChanged 5 SP:Iteration 53Q (3077.327425 sec): 3 clusters Score: Raw -1429988.845544 + Penalty 3084.107570 = -1426904.737974 nChanged 3 SP:Iteration 54Q (3077.393093 sec): 3 clusters Score: Raw -1429989.128164 + Penalty 3084.107570 = -1426905.020594 nChanged 5 SP:Iteration 55Q (3077.460071 sec): 3 clusters Score: Raw -1429989.400008 + Penalty 3084.107570 = -1426905.292438 nChanged 9 SP:Iteration 56Q (3077.526789 sec): 3 clusters Score: Raw -1429990.029448 + Penalty 3084.107570 = -1426905.921879 nChanged 9 SP:Iteration 57Q (3077.582401 sec): 3 clusters Score: Raw -1429990.902063 + Penalty 3084.107570 = -1426906.794493 nChanged 13 SP:Iteration 58Q (3077.648037 sec): 3 clusters Score: Raw -1429991.984906 + Penalty 3084.107570 = -1426907.877336 nChanged 11 SP:Iteration 59Q (3077.678487 sec): 3 clusters Score: Raw -1429992.823229 + Penalty 3084.107570 = -1426908.715659 nChanged 6 SP:Iteration 60F (3077.718443 sec): 3 clusters Score: Raw -1429993.366583 + Penalty 3084.107570 = -1426909.259013 nChanged 7 SP:Iteration 61Q (3077.771331 sec): 3 clusters Score: Raw -1429993.792569 + Penalty 3084.107570 = -1426909.685000 nChanged 2 SP:Iteration 62Q (3077.802979 sec): 3 clusters Score: Raw -1429993.870014 + Penalty 3084.107570 = -1426909.762444 nChanged 2 SP:Iteration 63Q (3077.860051 sec): 3 clusters Score: Raw -1429993.974762 + Penalty 3084.107570 = -1426909.867192 nChanged 1 SP:Iteration 64Q (3077.893288 sec): 3 clusters Score: Raw -1429994.054046 + Penalty 3084.107570 = -1426909.946476 nChanged 0 SP:Iteration 65F (3077.952266 sec): 3 clusters Score: Raw -1429994.054046 + Penalty 3084.107570 = -1426909.946476 nChanged 0 Trying to split cluster 12 (16112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3077.995246 sec): 2 clusters Score: Raw -1807117.394929 + Penalty 1574.189437 = -1805543.205492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3078.068100 sec): 3 clusters Score: Raw -1797647.730190 + Penalty 3148.378875 = -1794499.351315 nChanged 7166 SP:Iteration 1F (3078.141621 sec): 3 clusters Score: Raw -1802213.312350 + Penalty 3148.378875 = -1799064.933475 nChanged 1439 SP:Iteration 2F (3078.180081 sec): 3 clusters Score: Raw -1803922.594565 + Penalty 3148.378875 = -1800774.215690 nChanged 1867 SP:Iteration 3F (3078.251704 sec): 3 clusters Score: Raw -1806615.369299 + Penalty 3148.378875 = -1803466.990424 nChanged 1952 SP:Iteration 4F (3078.315949 sec): 3 clusters Score: Raw -1809309.893847 + Penalty 3148.378875 = -1806161.514972 nChanged 1367 SP:Iteration 5F (3078.353776 sec): 3 clusters Score: Raw -1810900.923639 + Penalty 3148.378875 = -1807752.544764 nChanged 848 SP:Iteration 6F (3078.398129 sec): 3 clusters Score: Raw -1812019.190416 + Penalty 3148.378875 = -1808870.811541 nChanged 636 SP:Iteration 7Q (3078.447142 sec): 3 clusters Score: Raw -1813247.024941 + Penalty 3148.378875 = -1810098.646066 nChanged 545 SP:Iteration 8Q (3078.492850 sec): 3 clusters Score: Raw -1814100.196098 + Penalty 3148.378875 = -1810951.817223 nChanged 430 SP:Iteration 9Q (3078.539390 sec): 3 clusters Score: Raw -1814523.157626 + Penalty 3148.378875 = -1811374.778752 nChanged 293 SP:Iteration 10Q (3078.609405 sec): 3 clusters Score: Raw -1814697.143697 + Penalty 3148.378875 = -1811548.764822 nChanged 154 SP:Iteration 11Q (3078.643077 sec): 3 clusters Score: Raw -1814750.277163 + Penalty 3148.378875 = -1811601.898288 nChanged 86 SP:Iteration 12Q (3078.711030 sec): 3 clusters Score: Raw -1814766.829590 + Penalty 3148.378875 = -1811618.450715 nChanged 45 SP:Iteration 13Q (3078.754507 sec): 3 clusters Score: Raw -1814772.657186 + Penalty 3148.378875 = -1811624.278311 nChanged 25 SP:Iteration 14Q (3078.805889 sec): 3 clusters Score: Raw -1814775.387570 + Penalty 3148.378875 = -1811627.008695 nChanged 12 SP:Iteration 15Q (3078.839297 sec): 3 clusters Score: Raw -1814776.336414 + Penalty 3148.378875 = -1811627.957539 nChanged 5 SP:Iteration 16Q (3078.872979 sec): 3 clusters Score: Raw -1814776.718325 + Penalty 3148.378875 = -1811628.339450 nChanged 5 SP:Iteration 17Q (3078.941535 sec): 3 clusters Score: Raw -1814777.211285 + Penalty 3148.378875 = -1811628.832410 nChanged 3 SP:Iteration 18Q (3079.008167 sec): 3 clusters Score: Raw -1814777.383160 + Penalty 3148.378875 = -1811629.004285 nChanged 2 SP:Iteration 19Q (3079.077636 sec): 3 clusters Score: Raw -1814777.496813 + Penalty 3148.378875 = -1811629.117938 nChanged 1 SP:Iteration 20F (3079.113684 sec): 3 clusters Score: Raw -1814777.600471 + Penalty 3148.378875 = -1811629.221596 nChanged 1 SP:Iteration 21Q (3079.183058 sec): 3 clusters Score: Raw -1814777.824007 + Penalty 3148.378875 = -1811629.445132 nChanged 1 SP:Iteration 22Q (3079.229422 sec): 3 clusters Score: Raw -1814777.858371 + Penalty 3148.378875 = -1811629.479496 nChanged 0 SP:Iteration 23F (3079.297849 sec): 3 clusters Score: Raw -1814777.858371 + Penalty 3148.378875 = -1811629.479496 nChanged 0 Score: Raw -81806111.647433 + Penalty 43954.212866 = -81762157.434567 Splitting cluster 12 changes total score from -81737784.214880 to -81762157.434567 So it's getting split into cluster 18. Trying to split cluster 14 (3832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3088.402553 sec): 2 clusters Score: Raw -406850.190389 + Penalty 1340.810598 = -405509.379791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3088.421961 sec): 3 clusters Score: Raw -404965.239136 + Penalty 2681.621195 = -402283.617941 nChanged 1459 SP:Iteration 1F (3088.440420 sec): 3 clusters Score: Raw -405826.325334 + Penalty 2681.621195 = -403144.704139 nChanged 293 SP:Iteration 2F (3088.459003 sec): 3 clusters Score: Raw -406040.024185 + Penalty 2681.621195 = -403358.402990 nChanged 268 SP:Iteration 3F (3088.477450 sec): 3 clusters Score: Raw -406316.193364 + Penalty 2681.621195 = -403634.572168 nChanged 281 SP:Iteration 4F (3088.495937 sec): 3 clusters Score: Raw -406742.402839 + Penalty 2681.621195 = -404060.781644 nChanged 324 SP:Iteration 5F (3088.514404 sec): 3 clusters Score: Raw -407281.652338 + Penalty 2681.621195 = -404600.031143 nChanged 321 SP:Iteration 6F (3088.532718 sec): 3 clusters Score: Raw -407889.684277 + Penalty 2681.621195 = -405208.063081 nChanged 258 SP:Iteration 7F (3088.551032 sec): 3 clusters Score: Raw -408354.638453 + Penalty 2681.621195 = -405673.017257 nChanged 172 SP:Iteration 8Q (3088.568756 sec): 3 clusters Score: Raw -408494.002900 + Penalty 2681.621195 = -405812.381705 nChanged 87 SP:Iteration 9Q (3088.586667 sec): 3 clusters Score: Raw -408539.966708 + Penalty 2681.621195 = -405858.345513 nChanged 41 SP:Iteration 10Q (3088.604412 sec): 3 clusters Score: Raw -408561.132724 + Penalty 2681.621195 = -405879.511529 nChanged 28 SP:Iteration 11Q (3088.622222 sec): 3 clusters Score: Raw -408572.329449 + Penalty 2681.621195 = -405890.708254 nChanged 20 SP:Iteration 12Q (3088.640026 sec): 3 clusters Score: Raw -408578.479775 + Penalty 2681.621195 = -405896.858580 nChanged 14 SP:Iteration 13Q (3088.657768 sec): 3 clusters Score: Raw -408582.597363 + Penalty 2681.621195 = -405900.976168 nChanged 15 SP:Iteration 14Q (3088.675523 sec): 3 clusters Score: Raw -408587.429340 + Penalty 2681.621195 = -405905.808145 nChanged 17 SP:Iteration 15Q (3088.693312 sec): 3 clusters Score: Raw -408591.853578 + Penalty 2681.621195 = -405910.232383 nChanged 6 SP:Iteration 16Q (3088.711953 sec): 3 clusters Score: Raw -408592.811187 + Penalty 2681.621195 = -405911.189991 nChanged 1 SP:Iteration 17Q (3088.729779 sec): 3 clusters Score: Raw -408592.991287 + Penalty 2681.621195 = -405911.370091 nChanged 2 SP:Iteration 18Q (3088.747443 sec): 3 clusters Score: Raw -408593.166678 + Penalty 2681.621195 = -405911.545483 nChanged 0 SP:Iteration 19F (3088.765784 sec): 3 clusters Score: Raw -408593.166678 + Penalty 2681.621195 = -405911.545483 nChanged 0 Score: Raw -81807854.623722 + Penalty 46151.923509 = -81761702.700213 Splitting cluster 14 changes total score from -81737784.214880 to -81761702.700213 So it's getting split into cluster 21. Trying to split cluster 15 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3098.111845 sec): 2 clusters Score: Raw -33997.872426 + Penalty 949.575968 = -33048.296458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3098.162345 sec): 3 clusters Score: Raw -34049.591519 + Penalty 1899.151936 = -32150.439583 nChanged 86 SP:Iteration 1F (3098.210657 sec): 3 clusters Score: Raw -34207.156592 + Penalty 1899.151936 = -32308.004656 nChanged 18 SP:Iteration 2F (3098.260852 sec): 3 clusters Score: Raw -34260.261676 + Penalty 1899.151936 = -32361.109741 nChanged 6 SP:Iteration 3Q (3098.283089 sec): 3 clusters Score: Raw -34271.352042 + Penalty 1899.151936 = -32372.200106 nChanged 1 SP:Iteration 4Q (3098.285793 sec): 3 clusters Score: Raw -34272.716628 + Penalty 1899.151936 = -32373.564693 nChanged 0 SP:Iteration 5F (3098.288117 sec): 3 clusters Score: Raw -34272.716628 + Penalty 1899.151936 = -32373.564693 nChanged 0 Trying to split cluster 17 (7899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3098.333191 sec): 2 clusters Score: Raw -802044.307619 + Penalty 1458.354860 = -800585.952759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3098.399930 sec): 3 clusters Score: Raw -797736.889787 + Penalty 2916.709721 = -794820.180067 nChanged 3365 SP:Iteration 1F (3098.453631 sec): 3 clusters Score: Raw -799882.606255 + Penalty 2916.709721 = -796965.896535 nChanged 739 SP:Iteration 2F (3098.515911 sec): 3 clusters Score: Raw -800824.145415 + Penalty 2916.709721 = -797907.435694 nChanged 847 SP:Iteration 3F (3098.563177 sec): 3 clusters Score: Raw -802403.531932 + Penalty 2916.709721 = -799486.822211 nChanged 982 SP:Iteration 4F (3098.629663 sec): 3 clusters Score: Raw -804221.636017 + Penalty 2916.709721 = -801304.926296 nChanged 743 SP:Iteration 5F (3098.683851 sec): 3 clusters Score: Raw -805164.866638 + Penalty 2916.709721 = -802248.156917 nChanged 413 SP:Iteration 6F (3098.752833 sec): 3 clusters Score: Raw -805548.391936 + Penalty 2916.709721 = -802631.682215 nChanged 229 SP:Iteration 7Q (3098.806085 sec): 3 clusters Score: Raw -805710.057927 + Penalty 2916.709721 = -802793.348206 nChanged 145 SP:Iteration 8Q (3098.868148 sec): 3 clusters Score: Raw -805802.593384 + Penalty 2916.709721 = -802885.883663 nChanged 112 SP:Iteration 9Q (3098.926176 sec): 3 clusters Score: Raw -805851.301050 + Penalty 2916.709721 = -802934.591330 nChanged 68 SP:Iteration 10Q (3098.979589 sec): 3 clusters Score: Raw -805874.609047 + Penalty 2916.709721 = -802957.899327 nChanged 50 SP:Iteration 11Q (3099.051183 sec): 3 clusters Score: Raw -805892.287871 + Penalty 2916.709721 = -802975.578150 nChanged 41 SP:Iteration 12Q (3099.108955 sec): 3 clusters Score: Raw -805908.831857 + Penalty 2916.709721 = -802992.122137 nChanged 40 SP:Iteration 13Q (3099.160356 sec): 3 clusters Score: Raw -805922.161437 + Penalty 2916.709721 = -803005.451717 nChanged 27 SP:Iteration 14Q (3099.215814 sec): 3 clusters Score: Raw -805927.992703 + Penalty 2916.709721 = -803011.282983 nChanged 18 SP:Iteration 15Q (3099.276294 sec): 3 clusters Score: Raw -805931.779789 + Penalty 2916.709721 = -803015.070068 nChanged 15 SP:Iteration 16Q (3099.345667 sec): 3 clusters Score: Raw -805934.341049 + Penalty 2916.709721 = -803017.631329 nChanged 10 SP:Iteration 17Q (3099.405972 sec): 3 clusters Score: Raw -805936.094088 + Penalty 2916.709721 = -803019.384368 nChanged 6 SP:Iteration 18Q (3099.462927 sec): 3 clusters Score: Raw -805937.396569 + Penalty 2916.709721 = -803020.686849 nChanged 6 SP:Iteration 19Q (3099.521225 sec): 3 clusters Score: Raw -805938.220353 + Penalty 2916.709721 = -803021.510632 nChanged 3 SP:Iteration 20F (3099.582022 sec): 3 clusters Score: Raw -805938.544299 + Penalty 2916.709721 = -803021.834578 nChanged 1 SP:Iteration 21Q (3099.639319 sec): 3 clusters Score: Raw -805938.763872 + Penalty 2916.709721 = -803022.054151 nChanged 0 SP:Iteration 22F (3099.690192 sec): 3 clusters Score: Raw -805938.763872 + Penalty 2916.709721 = -803022.054151 nChanged 0 Score: Raw -81811749.079975 + Penalty 48349.634153 = -81763399.445822 Splitting cluster 17 changes total score from -81737784.214880 to -81763399.445822 So it's getting split into cluster 22. Trying to split cluster 19 (3838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3109.723205 sec): 2 clusters Score: Raw -377289.251504 + Penalty 1341.064835 = -375948.186669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3109.742296 sec): 3 clusters Score: Raw -375379.612513 + Penalty 2682.129670 = -372697.482843 nChanged 1504 SP:Iteration 1F (3109.760678 sec): 3 clusters Score: Raw -376697.892226 + Penalty 2682.129670 = -374015.762556 nChanged 477 SP:Iteration 2F (3109.779314 sec): 3 clusters Score: Raw -377352.030020 + Penalty 2682.129670 = -374669.900350 nChanged 381 SP:Iteration 3F (3109.798088 sec): 3 clusters Score: Raw -377786.745668 + Penalty 2682.129670 = -375104.615999 nChanged 268 SP:Iteration 4F (3109.816597 sec): 3 clusters Score: Raw -378041.157099 + Penalty 2682.129670 = -375359.027430 nChanged 169 SP:Iteration 5Q (3109.835203 sec): 3 clusters Score: Raw -378177.480934 + Penalty 2682.129670 = -375495.351264 nChanged 111 SP:Iteration 6Q (3109.878480 sec): 3 clusters Score: Raw -378250.688860 + Penalty 2682.129670 = -375568.559190 nChanged 78 SP:Iteration 7Q (3109.896480 sec): 3 clusters Score: Raw -378291.843972 + Penalty 2682.129670 = -375609.714302 nChanged 48 SP:Iteration 8Q (3109.914630 sec): 3 clusters Score: Raw -378319.306431 + Penalty 2682.129670 = -375637.176761 nChanged 32 SP:Iteration 9Q (3109.932711 sec): 3 clusters Score: Raw -378331.484925 + Penalty 2682.129670 = -375649.355255 nChanged 21 SP:Iteration 10Q (3109.968635 sec): 3 clusters Score: Raw -378338.881091 + Penalty 2682.129670 = -375656.751421 nChanged 24 SP:Iteration 11Q (3109.986690 sec): 3 clusters Score: Raw -378348.045253 + Penalty 2682.129670 = -375665.915583 nChanged 27 SP:Iteration 12Q (3110.004788 sec): 3 clusters Score: Raw -378363.454615 + Penalty 2682.129670 = -375681.324945 nChanged 29 SP:Iteration 13Q (3110.035294 sec): 3 clusters Score: Raw -378380.429113 + Penalty 2682.129670 = -375698.299444 nChanged 23 SP:Iteration 14Q (3110.053365 sec): 3 clusters Score: Raw -378393.757100 + Penalty 2682.129670 = -375711.627430 nChanged 22 SP:Iteration 15Q (3110.071291 sec): 3 clusters Score: Raw -378405.539356 + Penalty 2682.129670 = -375723.409686 nChanged 24 SP:Iteration 16Q (3110.107146 sec): 3 clusters Score: Raw -378420.093677 + Penalty 2682.129670 = -375737.964007 nChanged 29 SP:Iteration 17Q (3110.125150 sec): 3 clusters Score: Raw -378435.758924 + Penalty 2682.129670 = -375753.629254 nChanged 29 SP:Iteration 18Q (3110.143109 sec): 3 clusters Score: Raw -378453.670083 + Penalty 2682.129670 = -375771.540413 nChanged 36 SP:Iteration 19Q (3110.161142 sec): 3 clusters Score: Raw -378475.546738 + Penalty 2682.129670 = -375793.417068 nChanged 42 SP:Iteration 20F (3110.196023 sec): 3 clusters Score: Raw -378501.073940 + Penalty 2682.129670 = -375818.944270 nChanged 41 SP:Iteration 21Q (3110.213960 sec): 3 clusters Score: Raw -378524.714432 + Penalty 2682.129670 = -375842.584762 nChanged 42 SP:Iteration 22Q (3110.231961 sec): 3 clusters Score: Raw -378556.378035 + Penalty 2682.129670 = -375874.248365 nChanged 51 SP:Iteration 23Q (3110.249851 sec): 3 clusters Score: Raw -378601.556904 + Penalty 2682.129670 = -375919.427235 nChanged 57 SP:Iteration 24Q (3110.290734 sec): 3 clusters Score: Raw -378646.041058 + Penalty 2682.129670 = -375963.911388 nChanged 41 SP:Iteration 25Q (3110.308537 sec): 3 clusters Score: Raw -378688.849294 + Penalty 2682.129670 = -376006.719624 nChanged 51 SP:Iteration 26Q (3110.326229 sec): 3 clusters Score: Raw -378761.853766 + Penalty 2682.129670 = -376079.724096 nChanged 48 SP:Iteration 27Q (3110.354937 sec): 3 clusters Score: Raw -378817.086361 + Penalty 2682.129670 = -376134.956691 nChanged 39 SP:Iteration 28Q (3110.372780 sec): 3 clusters Score: Raw -378854.240787 + Penalty 2682.129670 = -376172.111117 nChanged 41 SP:Iteration 29Q (3110.390571 sec): 3 clusters Score: Raw -378885.159918 + Penalty 2682.129670 = -376203.030248 nChanged 26 SP:Iteration 30Q (3110.429815 sec): 3 clusters Score: Raw -378899.933750 + Penalty 2682.129670 = -376217.804081 nChanged 23 SP:Iteration 31Q (3110.447522 sec): 3 clusters Score: Raw -378913.777464 + Penalty 2682.129670 = -376231.647794 nChanged 19 SP:Iteration 32Q (3110.465249 sec): 3 clusters Score: Raw -378929.471966 + Penalty 2682.129670 = -376247.342296 nChanged 21 SP:Iteration 33Q (3110.482755 sec): 3 clusters Score: Raw -378945.383783 + Penalty 2682.129670 = -376263.254113 nChanged 27 SP:Iteration 34Q (3110.500524 sec): 3 clusters Score: Raw -378968.886029 + Penalty 2682.129670 = -376286.756360 nChanged 29 SP:Iteration 35Q (3110.523560 sec): 3 clusters Score: Raw -378999.811327 + Penalty 2682.129670 = -376317.681657 nChanged 26 SP:Iteration 36Q (3110.559170 sec): 3 clusters Score: Raw -379042.474270 + Penalty 2682.129670 = -376360.344600 nChanged 30 SP:Iteration 37Q (3110.616918 sec): 3 clusters Score: Raw -379076.887404 + Penalty 2682.129670 = -376394.757734 nChanged 23 SP:Iteration 38Q (3110.672734 sec): 3 clusters Score: Raw -379115.792568 + Penalty 2682.129670 = -376433.662898 nChanged 19 SP:Iteration 39Q (3110.715826 sec): 3 clusters Score: Raw -379134.363492 + Penalty 2682.129670 = -376452.233822 nChanged 16 SP:Iteration 40F (3110.783147 sec): 3 clusters Score: Raw -379143.136216 + Penalty 2682.129670 = -376461.006546 nChanged 9 SP:Iteration 41Q (3110.838188 sec): 3 clusters Score: Raw -379145.118632 + Penalty 2682.129670 = -376462.988962 nChanged 3 SP:Iteration 42Q (3110.889596 sec): 3 clusters Score: Raw -379146.523413 + Penalty 2682.129670 = -376464.393743 nChanged 6 SP:Iteration 43Q (3110.946100 sec): 3 clusters Score: Raw -379148.468021 + Penalty 2682.129670 = -376466.338351 nChanged 3 SP:Iteration 44Q (3110.997851 sec): 3 clusters Score: Raw -379149.046737 + Penalty 2682.129670 = -376466.917067 nChanged 2 SP:Iteration 45Q (3111.042424 sec): 3 clusters Score: Raw -379149.522164 + Penalty 2682.129670 = -376467.392494 nChanged 0 SP:Iteration 46F (3111.108910 sec): 3 clusters Score: Raw -379149.522164 + Penalty 2682.129670 = -376467.392494 nChanged 0 Score: Raw -81813609.350635 + Penalty 50547.344796 = -81763062.005839 Splitting cluster 19 changes total score from -81737784.214880 to -81763062.005839 So it's getting split into cluster 23. Trying to split cluster 20 (316937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3122.194967 sec): 2 clusters Score: Raw -35470359.589268 + Penalty 2058.299473 = -35468301.289795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3122.723699 sec): 3 clusters Score: Raw -35258545.596905 + Penalty 4116.598946 = -35254428.997959 nChanged 154924 SP:Iteration 1F (3123.265145 sec): 3 clusters Score: Raw -35354803.319635 + Penalty 4116.598946 = -35350686.720689 nChanged 12422 SP:Iteration 2Q (3123.868469 sec): 3 clusters Score: Raw -35359323.439511 + Penalty 4116.598946 = -35355206.840566 nChanged 14458 SP:Iteration 3Q (3124.467287 sec): 3 clusters Score: Raw -35365389.984222 + Penalty 4116.598946 = -35361273.385277 nChanged 16347 SP:Iteration 4F (3124.983173 sec): 3 clusters Score: Raw -35373043.093100 + Penalty 4116.598946 = -35368926.494154 nChanged 17665 SP:Iteration 5F (3125.548730 sec): 3 clusters Score: Raw -35381777.549104 + Penalty 4116.598946 = -35377660.950158 nChanged 17900 SP:Iteration 6F (3126.108853 sec): 3 clusters Score: Raw -35391044.864898 + Penalty 4116.598946 = -35386928.265952 nChanged 17613 SP:Iteration 7F (3126.639087 sec): 3 clusters Score: Raw -35401396.388586 + Penalty 4116.598946 = -35397279.789640 nChanged 17407 SP:Iteration 8F (3127.126661 sec): 3 clusters Score: Raw -35414238.917702 + Penalty 4116.598946 = -35410122.318756 nChanged 17831 SP:Iteration 9F (3127.687924 sec): 3 clusters Score: Raw -35432241.797460 + Penalty 4116.598946 = -35428125.198514 nChanged 19209 SP:Iteration 10F (3128.222930 sec): 3 clusters Score: Raw -35464198.361093 + Penalty 4116.598946 = -35460081.762147 nChanged 21901 SP:Iteration 11F (3128.783336 sec): 3 clusters Score: Raw -35541392.387802 + Penalty 4116.598946 = -35537275.788856 nChanged 16570 SP:Iteration 12F (3129.315448 sec): 3 clusters Score: Raw -35637862.664377 + Penalty 4116.598946 = -35633746.065432 nChanged 1024 SP:Iteration 13Q (3129.763684 sec): 3 clusters Score: Raw -35639477.093629 + Penalty 4116.598946 = -35635360.494684 nChanged 0 SP:Iteration 14F (3130.287298 sec): 3 clusters Score: Raw -35639477.093629 + Penalty 4116.598946 = -35635360.494684 nChanged 0 Score: Raw -81982726.854993 + Penalty 52745.055439 = -81929981.799554 Splitting cluster 20 changes total score from -81737784.214880 to -81929981.799554 So it's getting split into cluster 24. Iteration 20F (3152.055318 sec): 25 clusters Score: Raw -82037009.686797 + Penalty 52745.055439 = -81984264.631358 nChanged 38833 Iteration 21F (3163.000000 sec): 25 clusters Score: Raw -82080849.040063 + Penalty 52745.055439 = -82028103.984624 nChanged 24577 Iteration 22Q (3168.151735 sec): 25 clusters Score: Raw -82099809.262904 + Penalty 52745.055439 = -82047064.207464 nChanged 19236 Iteration 23Q (3173.209726 sec): 25 clusters Score: Raw -82109577.148908 + Penalty 52745.055439 = -82056832.093468 nChanged 16556 Iteration 24Q (3178.308723 sec): 25 clusters Score: Raw -82117214.734926 + Penalty 52745.055439 = -82064469.679487 nChanged 15153 Iteration 25Q (3183.342065 sec): 25 clusters Score: Raw -82123951.540107 + Penalty 52745.055439 = -82071206.484668 nChanged 13972 Iteration 26Q (3188.399199 sec): 25 clusters Score: Raw -82129824.769628 + Penalty 52745.055439 = -82077079.714189 nChanged 12962 Iteration 27Q (3193.578672 sec): 25 clusters Score: Raw -82134733.975416 + Penalty 52745.055439 = -82081988.919977 nChanged 11748 Iteration 28Q (3198.792164 sec): 25 clusters Score: Raw -82138697.051695 + Penalty 52745.055439 = -82085951.996255 nChanged 10640 Iteration 29Q (3204.006761 sec): 25 clusters Score: Raw -82141868.306716 + Penalty 52745.055439 = -82089123.251277 nChanged 9494 Iteration 30Q (3209.291047 sec): 25 clusters Score: Raw -82144417.243111 + Penalty 52745.055439 = -82091672.187672 nChanged 8541 Iteration 31Q (3214.478154 sec): 25 clusters Score: Raw -82146442.130623 + Penalty 52745.055439 = -82093697.075184 nChanged 7778 Iteration 32Q (3219.510793 sec): 25 clusters Score: Raw -82148128.942593 + Penalty 52745.055439 = -82095383.887154 nChanged 6983 Iteration 33Q (3224.635568 sec): 25 clusters Score: Raw -82149384.387304 + Penalty 52745.055439 = -82096639.331865 nChanged 6073 Iteration 34Q (3229.810932 sec): 25 clusters Score: Raw -82150376.771368 + Penalty 52745.055439 = -82097631.715929 nChanged 5596 Iteration 35Q (3234.879058 sec): 25 clusters Score: Raw -82151215.861376 + Penalty 52745.055439 = -82098470.805936 nChanged 5169 Iteration 36Q (3239.946129 sec): 25 clusters Score: Raw -82151931.709978 + Penalty 52745.055439 = -82099186.654539 nChanged 4731 Iteration 37Q (3244.939601 sec): 25 clusters Score: Raw -82152552.556322 + Penalty 52745.055439 = -82099807.500883 nChanged 4415 Iteration 38Q (3250.068925 sec): 25 clusters Score: Raw -82153110.269885 + Penalty 52745.055439 = -82100365.214446 nChanged 4257 Iteration 39Q (3255.104276 sec): 25 clusters Score: Raw -82153614.587206 + Penalty 52745.055439 = -82100869.531767 nChanged 4045 Iteration 40F (3266.020441 sec): 25 clusters Score: Raw -82157574.628352 + Penalty 52745.055439 = -82104829.572913 nChanged 5672 Iteration 41Q (3271.176301 sec): 25 clusters Score: Raw -82159558.889174 + Penalty 52745.055439 = -82106813.833735 nChanged 5716 Iteration 42Q (3276.157291 sec): 25 clusters Score: Raw -82160687.558103 + Penalty 52745.055439 = -82107942.502664 nChanged 5529 Iteration 43Q (3281.219774 sec): 25 clusters Score: Raw -82161656.524399 + Penalty 52745.055439 = -82108911.468960 nChanged 5331 Iteration 44Q (3286.150415 sec): 25 clusters Score: Raw -82162515.895965 + Penalty 52745.055439 = -82109770.840526 nChanged 5276 Iteration 45Q (3291.308903 sec): 25 clusters Score: Raw -82163321.551010 + Penalty 52745.055439 = -82110576.495571 nChanged 5111 Iteration 46Q (3296.367660 sec): 25 clusters Score: Raw -82164079.489260 + Penalty 52745.055439 = -82111334.433821 nChanged 5057 Iteration 47Q (3301.554792 sec): 25 clusters Score: Raw -82164834.526953 + Penalty 52745.055439 = -82112089.471514 nChanged 5010 Iteration 48Q (3306.593700 sec): 25 clusters Score: Raw -82165606.319891 + Penalty 52745.055439 = -82112861.264452 nChanged 4917 Iteration 49Q (3311.661748 sec): 25 clusters Score: Raw -82166366.131641 + Penalty 52745.055439 = -82113621.076202 nChanged 4885 Iteration 50Q (3316.798561 sec): 25 clusters Score: Raw -82167147.337060 + Penalty 52745.055439 = -82114402.281621 nChanged 4881 Iteration 51Q (3322.133341 sec): 25 clusters Score: Raw -82167933.310969 + Penalty 52745.055439 = -82115188.255530 nChanged 4874 Iteration 52Q (3327.458729 sec): 25 clusters Score: Raw -82168740.515185 + Penalty 52745.055439 = -82115995.459746 nChanged 4849 Iteration 53Q (3332.485445 sec): 25 clusters Score: Raw -82169589.359002 + Penalty 52745.055439 = -82116844.303563 nChanged 4902 Iteration 54Q (3337.650160 sec): 25 clusters Score: Raw -82170458.611845 + Penalty 52745.055439 = -82117713.556406 nChanged 4779 Iteration 55Q (3342.653146 sec): 25 clusters Score: Raw -82171293.472030 + Penalty 52745.055439 = -82118548.416591 nChanged 4700 Iteration 56Q (3347.891342 sec): 25 clusters Score: Raw -82172079.789916 + Penalty 52745.055439 = -82119334.734477 nChanged 4472 Iteration 57Q (3353.129527 sec): 25 clusters Score: Raw -82172825.224526 + Penalty 52745.055439 = -82120080.169087 nChanged 4300 Iteration 58Q (3358.218202 sec): 25 clusters Score: Raw -82173481.045647 + Penalty 52745.055439 = -82120735.990207 nChanged 3943 Writing temp clu file Because OldScore, -82120080.169087, is greater than current (better) Score,-82120735.990207 Compute initial score before splitting: Score: Raw -82173481.045647 + Penalty 52745.055439 = -82120735.990207 Trying to split cluster 1 (6214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3358.490809 sec): 2 clusters Score: Raw -685451.528373 + Penalty 1419.366015 = -684032.162359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3358.550586 sec): 3 clusters Score: Raw -682266.475190 + Penalty 2838.732029 = -679427.743161 nChanged 2511 SP:Iteration 1F (3358.598909 sec): 3 clusters Score: Raw -683585.671263 + Penalty 2838.732029 = -680746.939234 nChanged 397 SP:Iteration 2F (3358.669986 sec): 3 clusters Score: Raw -683779.391684 + Penalty 2838.732029 = -680940.659655 nChanged 315 SP:Iteration 3F (3358.714127 sec): 3 clusters Score: Raw -683937.011925 + Penalty 2838.732029 = -681098.279895 nChanged 272 SP:Iteration 4Q (3358.768522 sec): 3 clusters Score: Raw -684106.630863 + Penalty 2838.732029 = -681267.898833 nChanged 290 SP:Iteration 5Q (3358.829189 sec): 3 clusters Score: Raw -684268.913426 + Penalty 2838.732029 = -681430.181397 nChanged 252 SP:Iteration 6Q (3358.879514 sec): 3 clusters Score: Raw -684402.487252 + Penalty 2838.732029 = -681563.755222 nChanged 261 SP:Iteration 7Q (3358.943026 sec): 3 clusters Score: Raw -684561.802341 + Penalty 2838.732029 = -681723.070312 nChanged 253 SP:Iteration 8Q (3358.997729 sec): 3 clusters Score: Raw -684706.906234 + Penalty 2838.732029 = -681868.174205 nChanged 239 SP:Iteration 9Q (3359.056692 sec): 3 clusters Score: Raw -684844.476293 + Penalty 2838.732029 = -682005.744264 nChanged 230 SP:Iteration 10Q (3359.117475 sec): 3 clusters Score: Raw -684982.586172 + Penalty 2838.732029 = -682143.854143 nChanged 203 SP:Iteration 11Q (3359.171906 sec): 3 clusters Score: Raw -685121.935177 + Penalty 2838.732029 = -682283.203148 nChanged 194 SP:Iteration 12Q (3359.237571 sec): 3 clusters Score: Raw -685247.557303 + Penalty 2838.732029 = -682408.825274 nChanged 165 SP:Iteration 13Q (3359.296780 sec): 3 clusters Score: Raw -685354.749335 + Penalty 2838.732029 = -682516.017306 nChanged 131 SP:Iteration 14Q (3359.343180 sec): 3 clusters Score: Raw -685438.034195 + Penalty 2838.732029 = -682599.302166 nChanged 105 SP:Iteration 15Q (3359.410753 sec): 3 clusters Score: Raw -685497.961466 + Penalty 2838.732029 = -682659.229436 nChanged 80 SP:Iteration 16Q (3359.467942 sec): 3 clusters Score: Raw -685537.735175 + Penalty 2838.732029 = -682699.003146 nChanged 58 SP:Iteration 17Q (3359.523884 sec): 3 clusters Score: Raw -685570.892174 + Penalty 2838.732029 = -682732.160144 nChanged 57 SP:Iteration 18Q (3359.584477 sec): 3 clusters Score: Raw -685600.272270 + Penalty 2838.732029 = -682761.540241 nChanged 49 SP:Iteration 19Q (3359.641705 sec): 3 clusters Score: Raw -685630.686735 + Penalty 2838.732029 = -682791.954706 nChanged 46 SP:Iteration 20F (3359.691867 sec): 3 clusters Score: Raw -685656.066291 + Penalty 2838.732029 = -682817.334262 nChanged 36 SP:Iteration 21Q (3359.757879 sec): 3 clusters Score: Raw -685671.400704 + Penalty 2838.732029 = -682832.668675 nChanged 26 SP:Iteration 22Q (3359.818677 sec): 3 clusters Score: Raw -685686.038880 + Penalty 2838.732029 = -682847.306851 nChanged 17 SP:Iteration 23Q (3359.863733 sec): 3 clusters Score: Raw -685693.945246 + Penalty 2838.732029 = -682855.213217 nChanged 14 SP:Iteration 24Q (3359.925184 sec): 3 clusters Score: Raw -685701.007593 + Penalty 2838.732029 = -682862.275564 nChanged 19 SP:Iteration 25Q (3359.971684 sec): 3 clusters Score: Raw -685712.597762 + Penalty 2838.732029 = -682873.865732 nChanged 17 SP:Iteration 26Q (3360.030131 sec): 3 clusters Score: Raw -685722.243491 + Penalty 2838.732029 = -682883.511462 nChanged 17 SP:Iteration 27Q (3360.090193 sec): 3 clusters Score: Raw -685729.436244 + Penalty 2838.732029 = -682890.704215 nChanged 12 SP:Iteration 28Q (3360.140452 sec): 3 clusters Score: Raw -685735.617022 + Penalty 2838.732029 = -682896.884993 nChanged 11 SP:Iteration 29Q (3360.196115 sec): 3 clusters Score: Raw -685741.535320 + Penalty 2838.732029 = -682902.803291 nChanged 13 SP:Iteration 30Q (3360.265554 sec): 3 clusters Score: Raw -685747.691252 + Penalty 2838.732029 = -682908.959223 nChanged 9 SP:Iteration 31Q (3360.322805 sec): 3 clusters Score: Raw -685751.586320 + Penalty 2838.732029 = -682912.854290 nChanged 8 SP:Iteration 32Q (3360.370331 sec): 3 clusters Score: Raw -685754.942490 + Penalty 2838.732029 = -682916.210460 nChanged 4 SP:Iteration 33Q (3360.436815 sec): 3 clusters Score: Raw -685756.897988 + Penalty 2838.732029 = -682918.165958 nChanged 4 SP:Iteration 34Q (3360.493558 sec): 3 clusters Score: Raw -685758.209154 + Penalty 2838.732029 = -682919.477125 nChanged 2 SP:Iteration 35Q (3360.549916 sec): 3 clusters Score: Raw -685760.011388 + Penalty 2838.732029 = -682921.279358 nChanged 6 SP:Iteration 36Q (3360.605355 sec): 3 clusters Score: Raw -685763.456019 + Penalty 2838.732029 = -682924.723990 nChanged 7 SP:Iteration 37Q (3360.661786 sec): 3 clusters Score: Raw -685766.466383 + Penalty 2838.732029 = -682927.734354 nChanged 6 SP:Iteration 38Q (3360.715302 sec): 3 clusters Score: Raw -685768.452383 + Penalty 2838.732029 = -682929.720354 nChanged 5 SP:Iteration 39Q (3360.775624 sec): 3 clusters Score: Raw -685770.756653 + Penalty 2838.732029 = -682932.024624 nChanged 3 SP:Iteration 40F (3360.830127 sec): 3 clusters Score: Raw -685772.031259 + Penalty 2838.732029 = -682933.299230 nChanged 0 Trying to split cluster 2 (6042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3360.856164 sec): 2 clusters Score: Raw -664837.633932 + Penalty 1414.804684 = -663422.829248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3360.922134 sec): 3 clusters Score: Raw -661706.781285 + Penalty 2829.609368 = -658877.171917 nChanged 2431 SP:Iteration 1F (3360.978040 sec): 3 clusters Score: Raw -663173.557685 + Penalty 2829.609368 = -660343.948317 nChanged 493 SP:Iteration 2F (3361.038274 sec): 3 clusters Score: Raw -663574.402749 + Penalty 2829.609368 = -660744.793381 nChanged 446 SP:Iteration 3F (3361.094031 sec): 3 clusters Score: Raw -663947.723082 + Penalty 2829.609368 = -661118.113714 nChanged 397 SP:Iteration 4F (3361.148007 sec): 3 clusters Score: Raw -664286.485075 + Penalty 2829.609368 = -661456.875707 nChanged 347 SP:Iteration 5F (3361.208424 sec): 3 clusters Score: Raw -664559.146381 + Penalty 2829.609368 = -661729.537013 nChanged 260 SP:Iteration 6Q (3361.266808 sec): 3 clusters Score: Raw -664729.889046 + Penalty 2829.609368 = -661900.279679 nChanged 191 SP:Iteration 7Q (3361.316449 sec): 3 clusters Score: Raw -664829.932121 + Penalty 2829.609368 = -662000.322753 nChanged 126 SP:Iteration 8Q (3361.362828 sec): 3 clusters Score: Raw -664890.120741 + Penalty 2829.609368 = -662060.511374 nChanged 102 SP:Iteration 9Q (3361.419393 sec): 3 clusters Score: Raw -664933.401386 + Penalty 2829.609368 = -662103.792019 nChanged 76 SP:Iteration 10Q (3361.480519 sec): 3 clusters Score: Raw -664967.293272 + Penalty 2829.609368 = -662137.683905 nChanged 68 SP:Iteration 11Q (3361.527664 sec): 3 clusters Score: Raw -664996.790678 + Penalty 2829.609368 = -662167.181310 nChanged 58 SP:Iteration 12Q (3361.585616 sec): 3 clusters Score: Raw -665017.084507 + Penalty 2829.609368 = -662187.475140 nChanged 60 SP:Iteration 13Q (3361.641481 sec): 3 clusters Score: Raw -665036.869139 + Penalty 2829.609368 = -662207.259771 nChanged 49 SP:Iteration 14Q (3361.691578 sec): 3 clusters Score: Raw -665054.958929 + Penalty 2829.609368 = -662225.349561 nChanged 41 SP:Iteration 15Q (3361.742451 sec): 3 clusters Score: Raw -665069.578325 + Penalty 2829.609368 = -662239.968958 nChanged 38 SP:Iteration 16Q (3361.799318 sec): 3 clusters Score: Raw -665082.353442 + Penalty 2829.609368 = -662252.744075 nChanged 42 SP:Iteration 17Q (3361.857024 sec): 3 clusters Score: Raw -665096.175332 + Penalty 2829.609368 = -662266.565965 nChanged 38 SP:Iteration 18Q (3361.913683 sec): 3 clusters Score: Raw -665108.531381 + Penalty 2829.609368 = -662278.922014 nChanged 28 SP:Iteration 19Q (3361.973178 sec): 3 clusters Score: Raw -665116.603295 + Penalty 2829.609368 = -662286.993928 nChanged 34 SP:Iteration 20F (3362.032321 sec): 3 clusters Score: Raw -665128.691069 + Penalty 2829.609368 = -662299.081701 nChanged 43 SP:Iteration 21Q (3362.083401 sec): 3 clusters Score: Raw -665147.557803 + Penalty 2829.609368 = -662317.948435 nChanged 55 SP:Iteration 22Q (3362.140276 sec): 3 clusters Score: Raw -665166.532484 + Penalty 2829.609368 = -662336.923117 nChanged 39 SP:Iteration 23Q (3362.196941 sec): 3 clusters Score: Raw -665175.917057 + Penalty 2829.609368 = -662346.307689 nChanged 23 SP:Iteration 24Q (3362.251756 sec): 3 clusters Score: Raw -665180.760185 + Penalty 2829.609368 = -662351.150818 nChanged 21 SP:Iteration 25Q (3362.309567 sec): 3 clusters Score: Raw -665185.942709 + Penalty 2829.609368 = -662356.333342 nChanged 20 SP:Iteration 26Q (3362.366149 sec): 3 clusters Score: Raw -665192.486841 + Penalty 2829.609368 = -662362.877474 nChanged 26 SP:Iteration 27Q (3362.434299 sec): 3 clusters Score: Raw -665202.024713 + Penalty 2829.609368 = -662372.415345 nChanged 24 SP:Iteration 28Q (3362.479892 sec): 3 clusters Score: Raw -665209.124869 + Penalty 2829.609368 = -662379.515501 nChanged 23 SP:Iteration 29Q (3362.536690 sec): 3 clusters Score: Raw -665214.624587 + Penalty 2829.609368 = -662385.015219 nChanged 19 SP:Iteration 30Q (3362.590872 sec): 3 clusters Score: Raw -665222.383647 + Penalty 2829.609368 = -662392.774280 nChanged 26 SP:Iteration 31Q (3362.647692 sec): 3 clusters Score: Raw -665232.004251 + Penalty 2829.609368 = -662402.394883 nChanged 32 SP:Iteration 32Q (3362.704981 sec): 3 clusters Score: Raw -665243.290090 + Penalty 2829.609368 = -662413.680723 nChanged 30 SP:Iteration 33Q (3362.761793 sec): 3 clusters Score: Raw -665253.043521 + Penalty 2829.609368 = -662423.434153 nChanged 33 SP:Iteration 34Q (3362.816722 sec): 3 clusters Score: Raw -665262.266529 + Penalty 2829.609368 = -662432.657161 nChanged 22 SP:Iteration 35Q (3362.872936 sec): 3 clusters Score: Raw -665270.460907 + Penalty 2829.609368 = -662440.851539 nChanged 30 SP:Iteration 36Q (3362.929855 sec): 3 clusters Score: Raw -665281.318580 + Penalty 2829.609368 = -662451.709213 nChanged 28 SP:Iteration 37Q (3362.987086 sec): 3 clusters Score: Raw -665290.031402 + Penalty 2829.609368 = -662460.422034 nChanged 21 SP:Iteration 38Q (3363.036701 sec): 3 clusters Score: Raw -665297.665523 + Penalty 2829.609368 = -662468.056155 nChanged 21 SP:Iteration 39Q (3363.088134 sec): 3 clusters Score: Raw -665306.814212 + Penalty 2829.609368 = -662477.204844 nChanged 21 SP:Iteration 40F (3363.139396 sec): 3 clusters Score: Raw -665315.202485 + Penalty 2829.609368 = -662485.593118 nChanged 31 SP:Iteration 41Q (3363.196908 sec): 3 clusters Score: Raw -665323.345594 + Penalty 2829.609368 = -662493.736227 nChanged 15 SP:Iteration 42Q (3363.256384 sec): 3 clusters Score: Raw -665327.909509 + Penalty 2829.609368 = -662498.300141 nChanged 14 SP:Iteration 43Q (3363.305099 sec): 3 clusters Score: Raw -665332.039818 + Penalty 2829.609368 = -662502.430451 nChanged 8 SP:Iteration 44Q (3363.370868 sec): 3 clusters Score: Raw -665333.446620 + Penalty 2829.609368 = -662503.837252 nChanged 6 SP:Iteration 45Q (3363.418056 sec): 3 clusters Score: Raw -665334.341202 + Penalty 2829.609368 = -662504.731834 nChanged 8 SP:Iteration 46Q (3363.472034 sec): 3 clusters Score: Raw -665336.587777 + Penalty 2829.609368 = -662506.978409 nChanged 3 SP:Iteration 47Q (3363.530472 sec): 3 clusters Score: Raw -665337.250543 + Penalty 2829.609368 = -662507.641175 nChanged 2 SP:Iteration 48Q (3363.596987 sec): 3 clusters Score: Raw -665337.658302 + Penalty 2829.609368 = -662508.048934 nChanged 3 SP:Iteration 49Q (3363.650018 sec): 3 clusters Score: Raw -665338.222336 + Penalty 2829.609368 = -662508.612968 nChanged 2 SP:Iteration 50Q (3363.705333 sec): 3 clusters Score: Raw -665338.581508 + Penalty 2829.609368 = -662508.972141 nChanged 1 SP:Iteration 51Q (3363.759051 sec): 3 clusters Score: Raw -665338.684581 + Penalty 2829.609368 = -662509.075214 nChanged 1 SP:Iteration 52Q (3363.812226 sec): 3 clusters Score: Raw -665338.809975 + Penalty 2829.609368 = -662509.200607 nChanged 0 SP:Iteration 53F (3363.860563 sec): 3 clusters Score: Raw -665338.809975 + Penalty 2829.609368 = -662509.200607 nChanged 0 Trying to split cluster 3 (2419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3363.892723 sec): 2 clusters Score: Raw -287344.767539 + Penalty 1266.055295 = -286078.712244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3363.941001 sec): 3 clusters Score: Raw -286233.924661 + Penalty 2532.110591 = -283701.814070 nChanged 910 SP:Iteration 1F (3363.986711 sec): 3 clusters Score: Raw -286862.814281 + Penalty 2532.110591 = -284330.703690 nChanged 213 SP:Iteration 2F (3364.034063 sec): 3 clusters Score: Raw -287071.111331 + Penalty 2532.110591 = -284539.000740 nChanged 159 SP:Iteration 3F (3364.082938 sec): 3 clusters Score: Raw -287226.357827 + Penalty 2532.110591 = -284694.247236 nChanged 134 SP:Iteration 4F (3364.136333 sec): 3 clusters Score: Raw -287354.566701 + Penalty 2532.110591 = -284822.456110 nChanged 112 SP:Iteration 5Q (3364.176716 sec): 3 clusters Score: Raw -287466.838565 + Penalty 2532.110591 = -284934.727974 nChanged 85 SP:Iteration 6Q (3364.228431 sec): 3 clusters Score: Raw -287535.966159 + Penalty 2532.110591 = -285003.855568 nChanged 76 SP:Iteration 7Q (3364.276456 sec): 3 clusters Score: Raw -287613.027806 + Penalty 2532.110591 = -285080.917215 nChanged 77 SP:Iteration 8Q (3364.330479 sec): 3 clusters Score: Raw -287685.686756 + Penalty 2532.110591 = -285153.576165 nChanged 71 SP:Iteration 9Q (3364.372348 sec): 3 clusters Score: Raw -287747.830599 + Penalty 2532.110591 = -285215.720008 nChanged 60 SP:Iteration 10Q (3364.430388 sec): 3 clusters Score: Raw -287812.177455 + Penalty 2532.110591 = -285280.066864 nChanged 60 SP:Iteration 11Q (3364.470071 sec): 3 clusters Score: Raw -287872.448753 + Penalty 2532.110591 = -285340.338162 nChanged 48 SP:Iteration 12Q (3364.523671 sec): 3 clusters Score: Raw -287915.897403 + Penalty 2532.110591 = -285383.786812 nChanged 48 SP:Iteration 13Q (3364.563451 sec): 3 clusters Score: Raw -287951.400108 + Penalty 2532.110591 = -285419.289517 nChanged 38 SP:Iteration 14Q (3364.612405 sec): 3 clusters Score: Raw -287987.595227 + Penalty 2532.110591 = -285455.484636 nChanged 46 SP:Iteration 15Q (3364.672009 sec): 3 clusters Score: Raw -288042.499185 + Penalty 2532.110591 = -285510.388594 nChanged 38 SP:Iteration 16Q (3364.714954 sec): 3 clusters Score: Raw -288133.891944 + Penalty 2532.110591 = -285601.781353 nChanged 44 SP:Iteration 17Q (3364.757332 sec): 3 clusters Score: Raw -288353.232358 + Penalty 2532.110591 = -285821.121767 nChanged 60 SP:Iteration 18Q (3364.805733 sec): 3 clusters Score: Raw -289052.267397 + Penalty 2532.110591 = -286520.156806 nChanged 61 SP:Iteration 19Q (3364.852370 sec): 3 clusters Score: Raw -289345.555957 + Penalty 2532.110591 = -286813.445367 nChanged 70 SP:Iteration 20F (3364.895033 sec): 3 clusters Score: Raw -289424.794077 + Penalty 2532.110591 = -286892.683486 nChanged 40 SP:Iteration 21Q (3364.946510 sec): 3 clusters Score: Raw -289468.372182 + Penalty 2532.110591 = -286936.261591 nChanged 32 SP:Iteration 22Q (3364.994569 sec): 3 clusters Score: Raw -289506.724389 + Penalty 2532.110591 = -286974.613798 nChanged 34 SP:Iteration 23Q (3365.054117 sec): 3 clusters Score: Raw -289550.280783 + Penalty 2532.110591 = -287018.170193 nChanged 44 SP:Iteration 24Q (3365.104120 sec): 3 clusters Score: Raw -289610.786563 + Penalty 2532.110591 = -287078.675972 nChanged 45 SP:Iteration 25Q (3365.156386 sec): 3 clusters Score: Raw -289698.476769 + Penalty 2532.110591 = -287166.366178 nChanged 39 SP:Iteration 26Q (3365.182435 sec): 3 clusters Score: Raw -289793.885977 + Penalty 2532.110591 = -287261.775386 nChanged 45 SP:Iteration 27Q (3365.193723 sec): 3 clusters Score: Raw -289970.330219 + Penalty 2532.110591 = -287438.219628 nChanged 42 SP:Iteration 28Q (3365.204779 sec): 3 clusters Score: Raw -290285.372190 + Penalty 2532.110591 = -287753.261599 nChanged 14 SP:Iteration 29Q (3365.215753 sec): 3 clusters Score: Raw -290438.706959 + Penalty 2532.110591 = -287906.596368 nChanged 2 SP:Iteration 30Q (3365.226662 sec): 3 clusters Score: Raw -290508.370952 + Penalty 2532.110591 = -287976.260361 nChanged 1 SP:Iteration 31Q (3365.237555 sec): 3 clusters Score: Raw -290576.821691 + Penalty 2532.110591 = -288044.711100 nChanged 1 SP:Iteration 32Q (3365.248518 sec): 3 clusters Score: Raw -290783.004091 + Penalty 2532.110591 = -288250.893500 nChanged 0 SP:Iteration 33F (3365.289851 sec): 3 clusters Score: Raw -290783.004091 + Penalty 2532.110591 = -288250.893500 nChanged 0 Score: Raw -82177222.420702 + Penalty 54942.766082 = -82122279.654620 Splitting cluster 3 changes total score from -82120735.990207 to -82122279.654620 So it's getting split into cluster 25. Trying to split cluster 4 (15819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3376.711577 sec): 2 clusters Score: Raw -1703417.130250 + Penalty 1571.207142 = -1701845.923108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3376.796599 sec): 3 clusters Score: Raw -1694041.225132 + Penalty 3142.414284 = -1690898.810848 nChanged 7106 SP:Iteration 1F (3376.868499 sec): 3 clusters Score: Raw -1698237.161665 + Penalty 3142.414284 = -1695094.747381 nChanged 1083 SP:Iteration 2F (3376.941568 sec): 3 clusters Score: Raw -1698819.235513 + Penalty 3142.414284 = -1695676.821229 nChanged 1036 SP:Iteration 3F (3377.015547 sec): 3 clusters Score: Raw -1699430.689445 + Penalty 3142.414284 = -1696288.275161 nChanged 973 SP:Iteration 4F (3377.088641 sec): 3 clusters Score: Raw -1700053.538741 + Penalty 3142.414284 = -1696911.124456 nChanged 952 SP:Iteration 5F (3377.158925 sec): 3 clusters Score: Raw -1700802.847165 + Penalty 3142.414284 = -1697660.432881 nChanged 965 SP:Iteration 6F (3377.220773 sec): 3 clusters Score: Raw -1701520.602198 + Penalty 3142.414284 = -1698378.187914 nChanged 820 SP:Iteration 7F (3377.292075 sec): 3 clusters Score: Raw -1702082.868009 + Penalty 3142.414284 = -1698940.453725 nChanged 673 SP:Iteration 8Q (3377.367158 sec): 3 clusters Score: Raw -1702501.051350 + Penalty 3142.414284 = -1699358.637066 nChanged 550 SP:Iteration 9Q (3377.442992 sec): 3 clusters Score: Raw -1702770.348550 + Penalty 3142.414284 = -1699627.934266 nChanged 353 SP:Iteration 10Q (3377.500784 sec): 3 clusters Score: Raw -1702901.198707 + Penalty 3142.414284 = -1699758.784423 nChanged 282 SP:Iteration 11Q (3377.579692 sec): 3 clusters Score: Raw -1703004.097066 + Penalty 3142.414284 = -1699861.682782 nChanged 233 SP:Iteration 12Q (3377.647956 sec): 3 clusters Score: Raw -1703081.739516 + Penalty 3142.414284 = -1699939.325232 nChanged 207 SP:Iteration 13Q (3377.720637 sec): 3 clusters Score: Raw -1703144.940053 + Penalty 3142.414284 = -1700002.525769 nChanged 186 SP:Iteration 14Q (3377.782798 sec): 3 clusters Score: Raw -1703199.646186 + Penalty 3142.414284 = -1700057.231902 nChanged 180 SP:Iteration 15Q (3377.857220 sec): 3 clusters Score: Raw -1703252.083726 + Penalty 3142.414284 = -1700109.669442 nChanged 177 SP:Iteration 16Q (3377.932044 sec): 3 clusters Score: Raw -1703305.383925 + Penalty 3142.414284 = -1700162.969641 nChanged 154 SP:Iteration 17Q (3377.994378 sec): 3 clusters Score: Raw -1703346.595395 + Penalty 3142.414284 = -1700204.181111 nChanged 146 SP:Iteration 18Q (3378.064287 sec): 3 clusters Score: Raw -1703387.443382 + Penalty 3142.414284 = -1700245.029098 nChanged 130 SP:Iteration 19Q (3378.142885 sec): 3 clusters Score: Raw -1703423.709536 + Penalty 3142.414284 = -1700281.295252 nChanged 134 SP:Iteration 20F (3378.212817 sec): 3 clusters Score: Raw -1703457.125909 + Penalty 3142.414284 = -1700314.711625 nChanged 129 SP:Iteration 21Q (3378.284512 sec): 3 clusters Score: Raw -1703492.244950 + Penalty 3142.414284 = -1700349.830666 nChanged 121 SP:Iteration 22Q (3378.355927 sec): 3 clusters Score: Raw -1703522.547156 + Penalty 3142.414284 = -1700380.132872 nChanged 122 SP:Iteration 23Q (3378.426838 sec): 3 clusters Score: Raw -1703554.045458 + Penalty 3142.414284 = -1700411.631174 nChanged 109 SP:Iteration 24Q (3378.497385 sec): 3 clusters Score: Raw -1703583.015837 + Penalty 3142.414284 = -1700440.601553 nChanged 112 SP:Iteration 25Q (3378.569707 sec): 3 clusters Score: Raw -1703617.990746 + Penalty 3142.414284 = -1700475.576462 nChanged 122 SP:Iteration 26Q (3378.640820 sec): 3 clusters Score: Raw -1703651.325652 + Penalty 3142.414284 = -1700508.911368 nChanged 103 SP:Iteration 27Q (3378.699571 sec): 3 clusters Score: Raw -1703678.054536 + Penalty 3142.414284 = -1700535.640252 nChanged 105 SP:Iteration 28Q (3378.770460 sec): 3 clusters Score: Raw -1703710.857325 + Penalty 3142.414284 = -1700568.443041 nChanged 115 SP:Iteration 29Q (3378.832363 sec): 3 clusters Score: Raw -1703746.245859 + Penalty 3142.414284 = -1700603.831575 nChanged 116 SP:Iteration 30Q (3378.898139 sec): 3 clusters Score: Raw -1703778.470119 + Penalty 3142.414284 = -1700636.055835 nChanged 114 SP:Iteration 31Q (3378.968323 sec): 3 clusters Score: Raw -1703805.145517 + Penalty 3142.414284 = -1700662.731233 nChanged 87 SP:Iteration 32Q (3379.036607 sec): 3 clusters Score: Raw -1703824.866339 + Penalty 3142.414284 = -1700682.452055 nChanged 74 SP:Iteration 33Q (3379.113732 sec): 3 clusters Score: Raw -1703838.838111 + Penalty 3142.414284 = -1700696.423827 nChanged 64 SP:Iteration 34Q (3379.171762 sec): 3 clusters Score: Raw -1703851.014482 + Penalty 3142.414284 = -1700708.600198 nChanged 56 SP:Iteration 35Q (3379.240140 sec): 3 clusters Score: Raw -1703862.176558 + Penalty 3142.414284 = -1700719.762274 nChanged 45 SP:Iteration 36Q (3379.311320 sec): 3 clusters Score: Raw -1703870.435604 + Penalty 3142.414284 = -1700728.021320 nChanged 50 SP:Iteration 37Q (3379.380317 sec): 3 clusters Score: Raw -1703878.397454 + Penalty 3142.414284 = -1700735.983169 nChanged 43 SP:Iteration 38Q (3379.453954 sec): 3 clusters Score: Raw -1703887.456458 + Penalty 3142.414284 = -1700745.042174 nChanged 60 SP:Iteration 39Q (3379.535471 sec): 3 clusters Score: Raw -1703900.613655 + Penalty 3142.414284 = -1700758.199371 nChanged 56 SP:Iteration 40F (3379.607027 sec): 3 clusters Score: Raw -1703912.821447 + Penalty 3142.414284 = -1700770.407162 nChanged 53 SP:Iteration 41Q (3379.663147 sec): 3 clusters Score: Raw -1703924.758529 + Penalty 3142.414284 = -1700782.344244 nChanged 56 SP:Iteration 42Q (3379.736921 sec): 3 clusters Score: Raw -1703937.557601 + Penalty 3142.414284 = -1700795.143317 nChanged 57 SP:Iteration 43Q (3379.809047 sec): 3 clusters Score: Raw -1703951.908079 + Penalty 3142.414284 = -1700809.493794 nChanged 65 SP:Iteration 44Q (3379.879686 sec): 3 clusters Score: Raw -1703971.080677 + Penalty 3142.414284 = -1700828.666393 nChanged 75 SP:Iteration 45Q (3379.952555 sec): 3 clusters Score: Raw -1703995.080959 + Penalty 3142.414284 = -1700852.666674 nChanged 70 SP:Iteration 46Q (3380.032706 sec): 3 clusters Score: Raw -1704020.342043 + Penalty 3142.414284 = -1700877.927759 nChanged 83 SP:Iteration 47Q (3380.105248 sec): 3 clusters Score: Raw -1704049.886203 + Penalty 3142.414284 = -1700907.471919 nChanged 79 SP:Iteration 48Q (3380.178164 sec): 3 clusters Score: Raw -1704076.791574 + Penalty 3142.414284 = -1700934.377290 nChanged 76 SP:Iteration 49Q (3380.241050 sec): 3 clusters Score: Raw -1704102.299376 + Penalty 3142.414284 = -1700959.885092 nChanged 85 SP:Iteration 50Q (3380.312374 sec): 3 clusters Score: Raw -1704132.641871 + Penalty 3142.414284 = -1700990.227587 nChanged 76 SP:Iteration 51Q (3380.392998 sec): 3 clusters Score: Raw -1704163.747179 + Penalty 3142.414284 = -1701021.332895 nChanged 87 SP:Iteration 52Q (3380.460176 sec): 3 clusters Score: Raw -1704198.956937 + Penalty 3142.414284 = -1701056.542653 nChanged 79 SP:Iteration 53Q (3380.532976 sec): 3 clusters Score: Raw -1704230.296441 + Penalty 3142.414284 = -1701087.882157 nChanged 67 SP:Iteration 54Q (3380.604325 sec): 3 clusters Score: Raw -1704252.136450 + Penalty 3142.414284 = -1701109.722166 nChanged 57 SP:Iteration 55Q (3380.675815 sec): 3 clusters Score: Raw -1704272.566399 + Penalty 3142.414284 = -1701130.152115 nChanged 52 SP:Iteration 56Q (3380.745334 sec): 3 clusters Score: Raw -1704291.890769 + Penalty 3142.414284 = -1701149.476484 nChanged 44 SP:Iteration 57Q (3380.808511 sec): 3 clusters Score: Raw -1704303.056557 + Penalty 3142.414284 = -1701160.642273 nChanged 34 SP:Iteration 58Q (3380.874691 sec): 3 clusters Score: Raw -1704311.897593 + Penalty 3142.414284 = -1701169.483309 nChanged 38 SP:Iteration 59Q (3380.953673 sec): 3 clusters Score: Raw -1704321.051829 + Penalty 3142.414284 = -1701178.637544 nChanged 32 SP:Iteration 60F (3381.026354 sec): 3 clusters Score: Raw -1704328.536034 + Penalty 3142.414284 = -1701186.121750 nChanged 36 SP:Iteration 61Q (3381.096342 sec): 3 clusters Score: Raw -1704338.299862 + Penalty 3142.414284 = -1701195.885578 nChanged 25 SP:Iteration 62Q (3381.167005 sec): 3 clusters Score: Raw -1704344.189625 + Penalty 3142.414284 = -1701201.775341 nChanged 26 SP:Iteration 63Q (3381.234273 sec): 3 clusters Score: Raw -1704350.395579 + Penalty 3142.414284 = -1701207.981294 nChanged 22 SP:Iteration 64Q (3381.291383 sec): 3 clusters Score: Raw -1704355.413178 + Penalty 3142.414284 = -1701212.998894 nChanged 26 SP:Iteration 65Q (3381.366784 sec): 3 clusters Score: Raw -1704360.491382 + Penalty 3142.414284 = -1701218.077097 nChanged 25 SP:Iteration 66Q (3381.429241 sec): 3 clusters Score: Raw -1704365.251018 + Penalty 3142.414284 = -1701222.836734 nChanged 22 SP:Iteration 67Q (3381.496542 sec): 3 clusters Score: Raw -1704371.288701 + Penalty 3142.414284 = -1701228.874417 nChanged 29 SP:Iteration 68Q (3381.558909 sec): 3 clusters Score: Raw -1704381.022441 + Penalty 3142.414284 = -1701238.608157 nChanged 28 SP:Iteration 69Q (3381.620955 sec): 3 clusters Score: Raw -1704389.263041 + Penalty 3142.414284 = -1701246.848757 nChanged 13 SP:Iteration 70Q (3381.684554 sec): 3 clusters Score: Raw -1704392.839832 + Penalty 3142.414284 = -1701250.425548 nChanged 14 SP:Iteration 71Q (3381.753285 sec): 3 clusters Score: Raw -1704396.448273 + Penalty 3142.414284 = -1701254.033989 nChanged 14 SP:Iteration 72Q (3381.817580 sec): 3 clusters Score: Raw -1704399.124604 + Penalty 3142.414284 = -1701256.710320 nChanged 10 SP:Iteration 73Q (3381.892985 sec): 3 clusters Score: Raw -1704400.939765 + Penalty 3142.414284 = -1701258.525481 nChanged 8 SP:Iteration 74Q (3381.957872 sec): 3 clusters Score: Raw -1704402.472667 + Penalty 3142.414284 = -1701260.058382 nChanged 7 SP:Iteration 75Q (3382.029764 sec): 3 clusters Score: Raw -1704403.571466 + Penalty 3142.414284 = -1701261.157182 nChanged 9 SP:Iteration 76Q (3382.088332 sec): 3 clusters Score: Raw -1704404.984636 + Penalty 3142.414284 = -1701262.570352 nChanged 5 SP:Iteration 77Q (3382.156993 sec): 3 clusters Score: Raw -1704405.860612 + Penalty 3142.414284 = -1701263.446328 nChanged 5 SP:Iteration 78Q (3382.225217 sec): 3 clusters Score: Raw -1704406.888861 + Penalty 3142.414284 = -1701264.474577 nChanged 9 SP:Iteration 79Q (3382.289010 sec): 3 clusters Score: Raw -1704408.332756 + Penalty 3142.414284 = -1701265.918472 nChanged 7 SP:Iteration 80F (3382.354493 sec): 3 clusters Score: Raw -1704409.710936 + Penalty 3142.414284 = -1701267.296652 nChanged 9 SP:Iteration 81Q (3382.410502 sec): 3 clusters Score: Raw -1704410.772313 + Penalty 3142.414284 = -1701268.358029 nChanged 7 SP:Iteration 82Q (3382.473161 sec): 3 clusters Score: Raw -1704411.718244 + Penalty 3142.414284 = -1701269.303960 nChanged 6 SP:Iteration 83Q (3382.537590 sec): 3 clusters Score: Raw -1704412.454542 + Penalty 3142.414284 = -1701270.040258 nChanged 3 SP:Iteration 84Q (3382.595304 sec): 3 clusters Score: Raw -1704412.632136 + Penalty 3142.414284 = -1701270.217852 nChanged 0 SP:Iteration 85F (3382.659177 sec): 3 clusters Score: Raw -1704412.632136 + Penalty 3142.414284 = -1701270.217852 nChanged 0 Trying to split cluster 5 (39746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3382.726609 sec): 2 clusters Score: Raw -4228564.865730 + Penalty 1720.917979 = -4226843.947751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3382.844881 sec): 3 clusters Score: Raw -4203771.266431 + Penalty 3441.835958 = -4200329.430473 nChanged 18549 SP:Iteration 1F (3382.959560 sec): 3 clusters Score: Raw -4214429.174787 + Penalty 3441.835958 = -4210987.338829 nChanged 2118 SP:Iteration 2F (3383.065770 sec): 3 clusters Score: Raw -4215304.068776 + Penalty 3441.835958 = -4211862.232818 nChanged 2241 SP:Iteration 3F (3383.182685 sec): 3 clusters Score: Raw -4216371.479763 + Penalty 3441.835958 = -4212929.643805 nChanged 2403 SP:Iteration 4F (3383.296616 sec): 3 clusters Score: Raw -4217721.107685 + Penalty 3441.835958 = -4214279.271727 nChanged 2509 SP:Iteration 5F (3383.416010 sec): 3 clusters Score: Raw -4219360.612931 + Penalty 3441.835958 = -4215918.776973 nChanged 2568 SP:Iteration 6F (3383.526173 sec): 3 clusters Score: Raw -4221225.619317 + Penalty 3441.835958 = -4217783.783359 nChanged 2438 SP:Iteration 7F (3383.645387 sec): 3 clusters Score: Raw -4223163.613640 + Penalty 3441.835958 = -4219721.777682 nChanged 2004 SP:Iteration 8F (3383.760365 sec): 3 clusters Score: Raw -4224735.837538 + Penalty 3441.835958 = -4221294.001580 nChanged 1549 SP:Iteration 9Q (3383.874908 sec): 3 clusters Score: Raw -4225918.695456 + Penalty 3441.835958 = -4222476.859498 nChanged 1139 SP:Iteration 10Q (3383.987547 sec): 3 clusters Score: Raw -4226691.454484 + Penalty 3441.835958 = -4223249.618526 nChanged 818 SP:Iteration 11Q (3384.101920 sec): 3 clusters Score: Raw -4227208.256758 + Penalty 3441.835958 = -4223766.420800 nChanged 637 SP:Iteration 12Q (3384.212559 sec): 3 clusters Score: Raw -4227562.706856 + Penalty 3441.835958 = -4224120.870898 nChanged 529 SP:Iteration 13Q (3384.320976 sec): 3 clusters Score: Raw -4227824.089010 + Penalty 3441.835958 = -4224382.253052 nChanged 419 SP:Iteration 14Q (3384.388187 sec): 3 clusters Score: Raw -4228028.422470 + Penalty 3441.835958 = -4224586.586512 nChanged 370 SP:Iteration 15Q (3384.457008 sec): 3 clusters Score: Raw -4228213.128720 + Penalty 3441.835958 = -4224771.292762 nChanged 314 SP:Iteration 16Q (3384.563606 sec): 3 clusters Score: Raw -4228367.901039 + Penalty 3441.835958 = -4224926.065081 nChanged 275 SP:Iteration 17Q (3384.671536 sec): 3 clusters Score: Raw -4228503.195604 + Penalty 3441.835958 = -4225061.359646 nChanged 245 SP:Iteration 18Q (3384.739241 sec): 3 clusters Score: Raw -4228622.614468 + Penalty 3441.835958 = -4225180.778510 nChanged 204 SP:Iteration 19Q (3384.807246 sec): 3 clusters Score: Raw -4228717.271354 + Penalty 3441.835958 = -4225275.435396 nChanged 186 SP:Iteration 20F (3384.884757 sec): 3 clusters Score: Raw -4228804.179554 + Penalty 3441.835958 = -4225362.343596 nChanged 154 SP:Iteration 21Q (3384.952408 sec): 3 clusters Score: Raw -4228865.498696 + Penalty 3441.835958 = -4225423.662738 nChanged 113 SP:Iteration 22Q (3385.020088 sec): 3 clusters Score: Raw -4228911.138021 + Penalty 3441.835958 = -4225469.302063 nChanged 99 SP:Iteration 23Q (3385.087134 sec): 3 clusters Score: Raw -4228949.247983 + Penalty 3441.835958 = -4225507.412025 nChanged 87 SP:Iteration 24Q (3385.190281 sec): 3 clusters Score: Raw -4228983.139187 + Penalty 3441.835958 = -4225541.303229 nChanged 81 SP:Iteration 25Q (3385.291805 sec): 3 clusters Score: Raw -4229012.897167 + Penalty 3441.835958 = -4225571.061209 nChanged 64 SP:Iteration 26Q (3385.385761 sec): 3 clusters Score: Raw -4229037.734798 + Penalty 3441.835958 = -4225595.898840 nChanged 61 SP:Iteration 27Q (3385.479131 sec): 3 clusters Score: Raw -4229063.420126 + Penalty 3441.835958 = -4225621.584168 nChanged 49 SP:Iteration 28Q (3385.571774 sec): 3 clusters Score: Raw -4229082.038895 + Penalty 3441.835958 = -4225640.202937 nChanged 42 SP:Iteration 29Q (3385.667178 sec): 3 clusters Score: Raw -4229098.509490 + Penalty 3441.835958 = -4225656.673532 nChanged 32 SP:Iteration 30Q (3385.751010 sec): 3 clusters Score: Raw -4229109.614470 + Penalty 3441.835958 = -4225667.778512 nChanged 30 SP:Iteration 31Q (3385.838377 sec): 3 clusters Score: Raw -4229118.966348 + Penalty 3441.835958 = -4225677.130390 nChanged 22 SP:Iteration 32Q (3385.926326 sec): 3 clusters Score: Raw -4229126.093581 + Penalty 3441.835958 = -4225684.257623 nChanged 19 SP:Iteration 33Q (3386.023116 sec): 3 clusters Score: Raw -4229132.664446 + Penalty 3441.835958 = -4225690.828488 nChanged 14 SP:Iteration 34Q (3386.120481 sec): 3 clusters Score: Raw -4229137.556971 + Penalty 3441.835958 = -4225695.721013 nChanged 14 SP:Iteration 35Q (3386.217925 sec): 3 clusters Score: Raw -4229144.882918 + Penalty 3441.835958 = -4225703.046960 nChanged 19 SP:Iteration 36Q (3386.310936 sec): 3 clusters Score: Raw -4229150.562714 + Penalty 3441.835958 = -4225708.726756 nChanged 12 SP:Iteration 37Q (3386.421446 sec): 3 clusters Score: Raw -4229155.340533 + Penalty 3441.835958 = -4225713.504575 nChanged 23 SP:Iteration 38Q (3386.523923 sec): 3 clusters Score: Raw -4229162.848220 + Penalty 3441.835958 = -4225721.012262 nChanged 17 SP:Iteration 39Q (3386.595488 sec): 3 clusters Score: Raw -4229171.243692 + Penalty 3441.835958 = -4225729.407734 nChanged 18 SP:Iteration 40F (3386.715194 sec): 3 clusters Score: Raw -4229180.162289 + Penalty 3441.835958 = -4225738.326331 nChanged 17 SP:Iteration 41Q (3386.813156 sec): 3 clusters Score: Raw -4229187.074511 + Penalty 3441.835958 = -4225745.238553 nChanged 17 SP:Iteration 42Q (3386.910969 sec): 3 clusters Score: Raw -4229194.056724 + Penalty 3441.835958 = -4225752.220766 nChanged 14 SP:Iteration 43Q (3387.008133 sec): 3 clusters Score: Raw -4229199.281235 + Penalty 3441.835958 = -4225757.445277 nChanged 12 SP:Iteration 44Q (3387.120273 sec): 3 clusters Score: Raw -4229202.947923 + Penalty 3441.835958 = -4225761.111965 nChanged 3 SP:Iteration 45Q (3387.223122 sec): 3 clusters Score: Raw -4229204.532824 + Penalty 3441.835958 = -4225762.696866 nChanged 3 SP:Iteration 46Q (3387.325039 sec): 3 clusters Score: Raw -4229205.681515 + Penalty 3441.835958 = -4225763.845557 nChanged 1 SP:Iteration 47Q (3387.427965 sec): 3 clusters Score: Raw -4229205.829550 + Penalty 3441.835958 = -4225763.993592 nChanged 1 SP:Iteration 48Q (3387.530255 sec): 3 clusters Score: Raw -4229206.686103 + Penalty 3441.835958 = -4225764.850145 nChanged 5 SP:Iteration 49Q (3387.632752 sec): 3 clusters Score: Raw -4229208.520924 + Penalty 3441.835958 = -4225766.684966 nChanged 4 SP:Iteration 50Q (3387.724426 sec): 3 clusters Score: Raw -4229209.093338 + Penalty 3441.835958 = -4225767.257380 nChanged 5 SP:Iteration 51Q (3387.828942 sec): 3 clusters Score: Raw -4229210.576714 + Penalty 3441.835958 = -4225768.740756 nChanged 6 SP:Iteration 52Q (3387.930322 sec): 3 clusters Score: Raw -4229212.878993 + Penalty 3441.835958 = -4225771.043035 nChanged 4 SP:Iteration 53Q (3388.042714 sec): 3 clusters Score: Raw -4229214.162661 + Penalty 3441.835958 = -4225772.326703 nChanged 7 SP:Iteration 54Q (3388.136226 sec): 3 clusters Score: Raw -4229217.702218 + Penalty 3441.835958 = -4225775.866260 nChanged 9 SP:Iteration 55Q (3388.234457 sec): 3 clusters Score: Raw -4229220.964815 + Penalty 3441.835958 = -4225779.128857 nChanged 8 SP:Iteration 56Q (3388.333315 sec): 3 clusters Score: Raw -4229222.790217 + Penalty 3441.835958 = -4225780.954259 nChanged 3 SP:Iteration 57Q (3388.430785 sec): 3 clusters Score: Raw -4229223.847351 + Penalty 3441.835958 = -4225782.011393 nChanged 0 SP:Iteration 58F (3388.507516 sec): 3 clusters Score: Raw -4229223.847351 + Penalty 3441.835958 = -4225782.011393 nChanged 0 Trying to split cluster 6 (89791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3388.634457 sec): 2 clusters Score: Raw -9930326.423059 + Penalty 1853.351504 = -9928473.071555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3388.821859 sec): 3 clusters Score: Raw -9872008.597974 + Penalty 3706.703009 = -9868301.894966 nChanged 42817 SP:Iteration 1F (3389.002343 sec): 3 clusters Score: Raw -9896985.109997 + Penalty 3706.703009 = -9893278.406988 nChanged 3227 SP:Iteration 2Q (3389.181831 sec): 3 clusters Score: Raw -9897882.870849 + Penalty 3706.703009 = -9894176.167841 nChanged 3488 SP:Iteration 3Q (3389.372873 sec): 3 clusters Score: Raw -9898977.986347 + Penalty 3706.703009 = -9895271.283338 nChanged 3777 SP:Iteration 4Q (3389.577048 sec): 3 clusters Score: Raw -9900311.257146 + Penalty 3706.703009 = -9896604.554137 nChanged 4069 SP:Iteration 5Q (3389.779333 sec): 3 clusters Score: Raw -9902034.320264 + Penalty 3706.703009 = -9898327.617256 nChanged 4559 SP:Iteration 6F (3389.975221 sec): 3 clusters Score: Raw -9904237.031130 + Penalty 3706.703009 = -9900530.328121 nChanged 4869 SP:Iteration 7F (3390.160569 sec): 3 clusters Score: Raw -9906892.475747 + Penalty 3706.703009 = -9903185.772739 nChanged 5117 SP:Iteration 8F (3390.350228 sec): 3 clusters Score: Raw -9909869.932404 + Penalty 3706.703009 = -9906163.229395 nChanged 4999 SP:Iteration 9F (3390.532957 sec): 3 clusters Score: Raw -9912884.458987 + Penalty 3706.703009 = -9909177.755978 nChanged 4702 SP:Iteration 10F (3390.714293 sec): 3 clusters Score: Raw -9915742.882789 + Penalty 3706.703009 = -9912036.179780 nChanged 4058 SP:Iteration 11Q (3390.916387 sec): 3 clusters Score: Raw -9917974.494558 + Penalty 3706.703009 = -9914267.791550 nChanged 3262 SP:Iteration 12Q (3391.109649 sec): 3 clusters Score: Raw -9919394.795071 + Penalty 3706.703009 = -9915688.092063 nChanged 2362 SP:Iteration 13Q (3391.299299 sec): 3 clusters Score: Raw -9920125.174816 + Penalty 3706.703009 = -9916418.471807 nChanged 1582 SP:Iteration 14Q (3391.489359 sec): 3 clusters Score: Raw -9920506.670358 + Penalty 3706.703009 = -9916799.967350 nChanged 1176 SP:Iteration 15Q (3391.664112 sec): 3 clusters Score: Raw -9920741.062380 + Penalty 3706.703009 = -9917034.359372 nChanged 958 SP:Iteration 16Q (3391.845959 sec): 3 clusters Score: Raw -9920926.092387 + Penalty 3706.703009 = -9917219.389379 nChanged 840 SP:Iteration 17Q (3392.028722 sec): 3 clusters Score: Raw -9921091.067262 + Penalty 3706.703009 = -9917384.364254 nChanged 816 SP:Iteration 18Q (3392.210750 sec): 3 clusters Score: Raw -9921249.688485 + Penalty 3706.703009 = -9917542.985477 nChanged 819 SP:Iteration 19Q (3392.394488 sec): 3 clusters Score: Raw -9921409.540951 + Penalty 3706.703009 = -9917702.837942 nChanged 820 SP:Iteration 20F (3392.585677 sec): 3 clusters Score: Raw -9921568.513243 + Penalty 3706.703009 = -9917861.810234 nChanged 841 SP:Iteration 21Q (3392.770199 sec): 3 clusters Score: Raw -9921721.744518 + Penalty 3706.703009 = -9918015.041509 nChanged 791 SP:Iteration 22Q (3392.958702 sec): 3 clusters Score: Raw -9921862.707905 + Penalty 3706.703009 = -9918156.004897 nChanged 782 SP:Iteration 23Q (3393.140689 sec): 3 clusters Score: Raw -9922008.761501 + Penalty 3706.703009 = -9918302.058493 nChanged 779 SP:Iteration 24Q (3393.302855 sec): 3 clusters Score: Raw -9922159.585413 + Penalty 3706.703009 = -9918452.882404 nChanged 831 SP:Iteration 25Q (3393.460807 sec): 3 clusters Score: Raw -9922321.799800 + Penalty 3706.703009 = -9918615.096792 nChanged 846 SP:Iteration 26Q (3393.647189 sec): 3 clusters Score: Raw -9922491.387120 + Penalty 3706.703009 = -9918784.684111 nChanged 871 SP:Iteration 27Q (3393.833418 sec): 3 clusters Score: Raw -9922670.700479 + Penalty 3706.703009 = -9918963.997470 nChanged 947 SP:Iteration 28Q (3394.023526 sec): 3 clusters Score: Raw -9922876.368596 + Penalty 3706.703009 = -9919169.665587 nChanged 958 SP:Iteration 29Q (3394.223463 sec): 3 clusters Score: Raw -9923088.747861 + Penalty 3706.703009 = -9919382.044852 nChanged 967 SP:Iteration 30Q (3394.407252 sec): 3 clusters Score: Raw -9923302.918560 + Penalty 3706.703009 = -9919596.215551 nChanged 994 SP:Iteration 31Q (3394.582739 sec): 3 clusters Score: Raw -9923526.701732 + Penalty 3706.703009 = -9919819.998723 nChanged 994 SP:Iteration 32Q (3394.747905 sec): 3 clusters Score: Raw -9923758.888065 + Penalty 3706.703009 = -9920052.185056 nChanged 1041 SP:Iteration 33Q (3394.937143 sec): 3 clusters Score: Raw -9924022.660494 + Penalty 3706.703009 = -9920315.957485 nChanged 1104 SP:Iteration 34Q (3395.124543 sec): 3 clusters Score: Raw -9924331.798824 + Penalty 3706.703009 = -9920625.095815 nChanged 1163 SP:Iteration 35Q (3395.303737 sec): 3 clusters Score: Raw -9924677.956862 + Penalty 3706.703009 = -9920971.253853 nChanged 1166 SP:Iteration 36Q (3395.493500 sec): 3 clusters Score: Raw -9925040.427903 + Penalty 3706.703009 = -9921333.724895 nChanged 1240 SP:Iteration 37Q (3395.673216 sec): 3 clusters Score: Raw -9925443.834129 + Penalty 3706.703009 = -9921737.131121 nChanged 1259 SP:Iteration 38Q (3395.842042 sec): 3 clusters Score: Raw -9925876.699956 + Penalty 3706.703009 = -9922169.996947 nChanged 1262 SP:Iteration 39Q (3396.000464 sec): 3 clusters Score: Raw -9926320.843869 + Penalty 3706.703009 = -9922614.140860 nChanged 1168 SP:Iteration 40F (3396.195003 sec): 3 clusters Score: Raw -9926732.124449 + Penalty 3706.703009 = -9923025.421440 nChanged 1141 SP:Iteration 41Q (3396.357664 sec): 3 clusters Score: Raw -9927169.532810 + Penalty 3706.703009 = -9923462.829802 nChanged 1158 SP:Iteration 42Q (3396.527918 sec): 3 clusters Score: Raw -9927631.175477 + Penalty 3706.703009 = -9923924.472469 nChanged 1090 SP:Iteration 43Q (3396.697075 sec): 3 clusters Score: Raw -9928090.220813 + Penalty 3706.703009 = -9924383.517804 nChanged 996 SP:Iteration 44Q (3396.850488 sec): 3 clusters Score: Raw -9928545.150640 + Penalty 3706.703009 = -9924838.447631 nChanged 957 SP:Iteration 45Q (3396.983578 sec): 3 clusters Score: Raw -9929002.449164 + Penalty 3706.703009 = -9925295.746156 nChanged 827 SP:Iteration 46Q (3397.107736 sec): 3 clusters Score: Raw -9929390.196958 + Penalty 3706.703009 = -9925683.493949 nChanged 695 SP:Iteration 47Q (3397.273307 sec): 3 clusters Score: Raw -9929713.236758 + Penalty 3706.703009 = -9926006.533749 nChanged 626 SP:Iteration 48Q (3397.440604 sec): 3 clusters Score: Raw -9930023.400866 + Penalty 3706.703009 = -9926316.697858 nChanged 511 SP:Iteration 49Q (3397.607022 sec): 3 clusters Score: Raw -9930287.547000 + Penalty 3706.703009 = -9926580.843991 nChanged 402 SP:Iteration 50Q (3397.781371 sec): 3 clusters Score: Raw -9930481.093672 + Penalty 3706.703009 = -9926774.390663 nChanged 287 SP:Iteration 51Q (3397.945037 sec): 3 clusters Score: Raw -9930598.683706 + Penalty 3706.703009 = -9926891.980697 nChanged 211 SP:Iteration 52Q (3398.091344 sec): 3 clusters Score: Raw -9930691.880953 + Penalty 3706.703009 = -9926985.177944 nChanged 194 SP:Iteration 53Q (3398.256059 sec): 3 clusters Score: Raw -9930774.824135 + Penalty 3706.703009 = -9927068.121127 nChanged 152 SP:Iteration 54Q (3398.422544 sec): 3 clusters Score: Raw -9930836.519663 + Penalty 3706.703009 = -9927129.816655 nChanged 134 SP:Iteration 55Q (3398.558696 sec): 3 clusters Score: Raw -9930898.881036 + Penalty 3706.703009 = -9927192.178027 nChanged 120 SP:Iteration 56Q (3398.721439 sec): 3 clusters Score: Raw -9930945.817522 + Penalty 3706.703009 = -9927239.114514 nChanged 88 SP:Iteration 57Q (3398.886446 sec): 3 clusters Score: Raw -9930975.924705 + Penalty 3706.703009 = -9927269.221696 nChanged 60 SP:Iteration 58Q (3399.052606 sec): 3 clusters Score: Raw -9930993.749316 + Penalty 3706.703009 = -9927287.046307 nChanged 44 SP:Iteration 59Q (3399.225718 sec): 3 clusters Score: Raw -9931006.973746 + Penalty 3706.703009 = -9927300.270738 nChanged 38 SP:Iteration 60F (3399.419176 sec): 3 clusters Score: Raw -9931019.895177 + Penalty 3706.703009 = -9927313.192168 nChanged 31 SP:Iteration 61Q (3399.576054 sec): 3 clusters Score: Raw -9931029.642707 + Penalty 3706.703009 = -9927322.939699 nChanged 23 SP:Iteration 62Q (3399.720919 sec): 3 clusters Score: Raw -9931037.610889 + Penalty 3706.703009 = -9927330.907880 nChanged 28 SP:Iteration 63Q (3399.853906 sec): 3 clusters Score: Raw -9931046.331328 + Penalty 3706.703009 = -9927339.628320 nChanged 26 SP:Iteration 64Q (3400.034649 sec): 3 clusters Score: Raw -9931055.423556 + Penalty 3706.703009 = -9927348.720547 nChanged 26 SP:Iteration 65Q (3400.196601 sec): 3 clusters Score: Raw -9931066.188632 + Penalty 3706.703009 = -9927359.485623 nChanged 26 SP:Iteration 66Q (3400.362843 sec): 3 clusters Score: Raw -9931077.081946 + Penalty 3706.703009 = -9927370.378938 nChanged 27 SP:Iteration 67Q (3400.519146 sec): 3 clusters Score: Raw -9931085.423129 + Penalty 3706.703009 = -9927378.720120 nChanged 22 SP:Iteration 68Q (3400.672545 sec): 3 clusters Score: Raw -9931094.057197 + Penalty 3706.703009 = -9927387.354189 nChanged 20 SP:Iteration 69Q (3400.846361 sec): 3 clusters Score: Raw -9931099.944361 + Penalty 3706.703009 = -9927393.241352 nChanged 12 SP:Iteration 70Q (3401.003850 sec): 3 clusters Score: Raw -9931104.837392 + Penalty 3706.703009 = -9927398.134383 nChanged 17 SP:Iteration 71Q (3401.164656 sec): 3 clusters Score: Raw -9931109.522166 + Penalty 3706.703009 = -9927402.819157 nChanged 16 SP:Iteration 72Q (3401.328130 sec): 3 clusters Score: Raw -9931114.750673 + Penalty 3706.703009 = -9927408.047664 nChanged 15 SP:Iteration 73Q (3401.489276 sec): 3 clusters Score: Raw -9931120.760158 + Penalty 3706.703009 = -9927414.057150 nChanged 12 SP:Iteration 74Q (3401.648795 sec): 3 clusters Score: Raw -9931123.999285 + Penalty 3706.703009 = -9927417.296277 nChanged 7 SP:Iteration 75Q (3401.813632 sec): 3 clusters Score: Raw -9931126.243510 + Penalty 3706.703009 = -9927419.540501 nChanged 10 SP:Iteration 76Q (3401.968094 sec): 3 clusters Score: Raw -9931129.117046 + Penalty 3706.703009 = -9927422.414037 nChanged 10 SP:Iteration 77Q (3402.122866 sec): 3 clusters Score: Raw -9931133.395262 + Penalty 3706.703009 = -9927426.692254 nChanged 13 SP:Iteration 78Q (3402.267403 sec): 3 clusters Score: Raw -9931138.851461 + Penalty 3706.703009 = -9927432.148453 nChanged 17 SP:Iteration 79Q (3402.417615 sec): 3 clusters Score: Raw -9931143.874784 + Penalty 3706.703009 = -9927437.171775 nChanged 14 SP:Iteration 80F (3402.576284 sec): 3 clusters Score: Raw -9931148.485915 + Penalty 3706.703009 = -9927441.782907 nChanged 7 SP:Iteration 81Q (3402.711314 sec): 3 clusters Score: Raw -9931150.934581 + Penalty 3706.703009 = -9927444.231572 nChanged 4 SP:Iteration 82Q (3402.846214 sec): 3 clusters Score: Raw -9931151.840389 + Penalty 3706.703009 = -9927445.137380 nChanged 1 SP:Iteration 83Q (3403.013128 sec): 3 clusters Score: Raw -9931151.881480 + Penalty 3706.703009 = -9927445.178472 nChanged 1 SP:Iteration 84Q (3403.171455 sec): 3 clusters Score: Raw -9931151.956491 + Penalty 3706.703009 = -9927445.253482 nChanged 2 SP:Iteration 85Q (3403.346830 sec): 3 clusters Score: Raw -9931152.171730 + Penalty 3706.703009 = -9927445.468722 nChanged 2 SP:Iteration 86Q (3403.510848 sec): 3 clusters Score: Raw -9931152.424005 + Penalty 3706.703009 = -9927445.720996 nChanged 1 SP:Iteration 87Q (3403.681589 sec): 3 clusters Score: Raw -9931152.565658 + Penalty 3706.703009 = -9927445.862650 nChanged 2 SP:Iteration 88Q (3403.838735 sec): 3 clusters Score: Raw -9931153.111672 + Penalty 3706.703009 = -9927446.408664 nChanged 2 SP:Iteration 89Q (3403.978905 sec): 3 clusters Score: Raw -9931153.577238 + Penalty 3706.703009 = -9927446.874230 nChanged 1 SP:Iteration 90Q (3404.152637 sec): 3 clusters Score: Raw -9931154.003237 + Penalty 3706.703009 = -9927447.300228 nChanged 1 SP:Iteration 91Q (3404.328964 sec): 3 clusters Score: Raw -9931154.640788 + Penalty 3706.703009 = -9927447.937779 nChanged 1 SP:Iteration 92Q (3404.497062 sec): 3 clusters Score: Raw -9931154.971631 + Penalty 3706.703009 = -9927448.268623 nChanged 0 SP:Iteration 93F (3404.690718 sec): 3 clusters Score: Raw -9931154.971631 + Penalty 3706.703009 = -9927448.268623 nChanged 0 Trying to split cluster 7 (13969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3404.727428 sec): 2 clusters Score: Raw -1599504.707902 + Penalty 1550.996829 = -1597953.711073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3404.793128 sec): 3 clusters Score: Raw -1591404.535799 + Penalty 3101.993657 = -1588302.542142 nChanged 6161 SP:Iteration 1F (3404.865571 sec): 3 clusters Score: Raw -1594750.933857 + Penalty 3101.993657 = -1591648.940200 nChanged 851 SP:Iteration 2F (3404.936066 sec): 3 clusters Score: Raw -1595208.563375 + Penalty 3101.993657 = -1592106.569718 nChanged 893 SP:Iteration 3F (3404.999144 sec): 3 clusters Score: Raw -1595735.252272 + Penalty 3101.993657 = -1592633.258615 nChanged 927 SP:Iteration 4F (3405.076480 sec): 3 clusters Score: Raw -1596392.334242 + Penalty 3101.993657 = -1593290.340585 nChanged 981 SP:Iteration 5F (3405.146695 sec): 3 clusters Score: Raw -1597118.727506 + Penalty 3101.993657 = -1594016.733849 nChanged 968 SP:Iteration 6F (3405.206200 sec): 3 clusters Score: Raw -1597805.798667 + Penalty 3101.993657 = -1594703.805010 nChanged 796 SP:Iteration 7F (3405.275376 sec): 3 clusters Score: Raw -1598282.114695 + Penalty 3101.993657 = -1595180.121038 nChanged 618 SP:Iteration 8Q (3405.354067 sec): 3 clusters Score: Raw -1598604.914387 + Penalty 3101.993657 = -1595502.920730 nChanged 463 SP:Iteration 9Q (3405.419448 sec): 3 clusters Score: Raw -1598788.567877 + Penalty 3101.993657 = -1595686.574220 nChanged 314 SP:Iteration 10Q (3405.474783 sec): 3 clusters Score: Raw -1598883.939039 + Penalty 3101.993657 = -1595781.945382 nChanged 211 SP:Iteration 11Q (3405.544845 sec): 3 clusters Score: Raw -1598941.169215 + Penalty 3101.993657 = -1595839.175558 nChanged 156 SP:Iteration 12Q (3405.617817 sec): 3 clusters Score: Raw -1598988.193537 + Penalty 3101.993657 = -1595886.199880 nChanged 148 SP:Iteration 13Q (3405.694156 sec): 3 clusters Score: Raw -1599035.486040 + Penalty 3101.993657 = -1595933.492383 nChanged 128 SP:Iteration 14Q (3405.764131 sec): 3 clusters Score: Raw -1599075.811934 + Penalty 3101.993657 = -1595973.818277 nChanged 106 SP:Iteration 15Q (3405.824151 sec): 3 clusters Score: Raw -1599107.775952 + Penalty 3101.993657 = -1596005.782295 nChanged 106 SP:Iteration 16Q (3405.877721 sec): 3 clusters Score: Raw -1599143.724285 + Penalty 3101.993657 = -1596041.730628 nChanged 100 SP:Iteration 17Q (3405.936509 sec): 3 clusters Score: Raw -1599174.987560 + Penalty 3101.993657 = -1596072.993903 nChanged 110 SP:Iteration 18Q (3406.013531 sec): 3 clusters Score: Raw -1599213.767668 + Penalty 3101.993657 = -1596111.774011 nChanged 115 SP:Iteration 19Q (3406.086443 sec): 3 clusters Score: Raw -1599249.318535 + Penalty 3101.993657 = -1596147.324878 nChanged 106 SP:Iteration 20F (3406.156840 sec): 3 clusters Score: Raw -1599281.482229 + Penalty 3101.993657 = -1596179.488572 nChanged 78 SP:Iteration 21Q (3406.228092 sec): 3 clusters Score: Raw -1599311.957401 + Penalty 3101.993657 = -1596209.963744 nChanged 90 SP:Iteration 22Q (3406.300173 sec): 3 clusters Score: Raw -1599346.410439 + Penalty 3101.993657 = -1596244.416782 nChanged 103 SP:Iteration 23Q (3406.370885 sec): 3 clusters Score: Raw -1599382.714507 + Penalty 3101.993657 = -1596280.720850 nChanged 94 SP:Iteration 24Q (3406.444501 sec): 3 clusters Score: Raw -1599420.299206 + Penalty 3101.993657 = -1596318.305549 nChanged 90 SP:Iteration 25Q (3406.516589 sec): 3 clusters Score: Raw -1599457.349455 + Penalty 3101.993657 = -1596355.355798 nChanged 97 SP:Iteration 26Q (3406.576535 sec): 3 clusters Score: Raw -1599499.535059 + Penalty 3101.993657 = -1596397.541402 nChanged 110 SP:Iteration 27Q (3406.645043 sec): 3 clusters Score: Raw -1599542.307189 + Penalty 3101.993657 = -1596440.313532 nChanged 104 SP:Iteration 28Q (3406.721553 sec): 3 clusters Score: Raw -1599576.638028 + Penalty 3101.993657 = -1596474.644371 nChanged 85 SP:Iteration 29Q (3406.783469 sec): 3 clusters Score: Raw -1599605.092307 + Penalty 3101.993657 = -1596503.098650 nChanged 81 SP:Iteration 30Q (3406.850926 sec): 3 clusters Score: Raw -1599630.214410 + Penalty 3101.993657 = -1596528.220753 nChanged 63 SP:Iteration 31Q (3406.922482 sec): 3 clusters Score: Raw -1599650.025056 + Penalty 3101.993657 = -1596548.031399 nChanged 53 SP:Iteration 32Q (3406.988010 sec): 3 clusters Score: Raw -1599663.954851 + Penalty 3101.993657 = -1596561.961194 nChanged 36 SP:Iteration 33Q (3407.046942 sec): 3 clusters Score: Raw -1599672.511066 + Penalty 3101.993657 = -1596570.517409 nChanged 36 SP:Iteration 34Q (3407.105685 sec): 3 clusters Score: Raw -1599679.194882 + Penalty 3101.993657 = -1596577.201225 nChanged 33 SP:Iteration 35Q (3407.180036 sec): 3 clusters Score: Raw -1599685.473088 + Penalty 3101.993657 = -1596583.479431 nChanged 28 SP:Iteration 36Q (3407.242975 sec): 3 clusters Score: Raw -1599691.515701 + Penalty 3101.993657 = -1596589.522044 nChanged 27 SP:Iteration 37Q (3407.300793 sec): 3 clusters Score: Raw -1599696.975516 + Penalty 3101.993657 = -1596594.981859 nChanged 27 SP:Iteration 38Q (3407.366903 sec): 3 clusters Score: Raw -1599701.735403 + Penalty 3101.993657 = -1596599.741746 nChanged 27 SP:Iteration 39Q (3407.431627 sec): 3 clusters Score: Raw -1599707.362514 + Penalty 3101.993657 = -1596605.368857 nChanged 31 SP:Iteration 40F (3407.503432 sec): 3 clusters Score: Raw -1599715.821662 + Penalty 3101.993657 = -1596613.828005 nChanged 35 SP:Iteration 41Q (3407.573932 sec): 3 clusters Score: Raw -1599723.496754 + Penalty 3101.993657 = -1596621.503097 nChanged 30 SP:Iteration 42Q (3407.641550 sec): 3 clusters Score: Raw -1599728.610158 + Penalty 3101.993657 = -1596626.616501 nChanged 23 SP:Iteration 43Q (3407.701955 sec): 3 clusters Score: Raw -1599732.351005 + Penalty 3101.993657 = -1596630.357348 nChanged 19 SP:Iteration 44Q (3407.777213 sec): 3 clusters Score: Raw -1599736.539999 + Penalty 3101.993657 = -1596634.546342 nChanged 21 SP:Iteration 45Q (3407.844690 sec): 3 clusters Score: Raw -1599742.486391 + Penalty 3101.993657 = -1596640.492734 nChanged 21 SP:Iteration 46Q (3407.911500 sec): 3 clusters Score: Raw -1599746.494128 + Penalty 3101.993657 = -1596644.500471 nChanged 17 SP:Iteration 47Q (3407.980870 sec): 3 clusters Score: Raw -1599750.264517 + Penalty 3101.993657 = -1596648.270860 nChanged 19 SP:Iteration 48Q (3408.044421 sec): 3 clusters Score: Raw -1599752.545674 + Penalty 3101.993657 = -1596650.552017 nChanged 12 SP:Iteration 49Q (3408.113842 sec): 3 clusters Score: Raw -1599754.157459 + Penalty 3101.993657 = -1596652.163802 nChanged 14 SP:Iteration 50Q (3408.172465 sec): 3 clusters Score: Raw -1599757.090956 + Penalty 3101.993657 = -1596655.097299 nChanged 9 SP:Iteration 51Q (3408.238754 sec): 3 clusters Score: Raw -1599758.883136 + Penalty 3101.993657 = -1596656.889479 nChanged 8 SP:Iteration 52Q (3408.307647 sec): 3 clusters Score: Raw -1599760.332674 + Penalty 3101.993657 = -1596658.339017 nChanged 5 SP:Iteration 53Q (3408.375171 sec): 3 clusters Score: Raw -1599761.191275 + Penalty 3101.993657 = -1596659.197618 nChanged 8 SP:Iteration 54Q (3408.443863 sec): 3 clusters Score: Raw -1599762.358680 + Penalty 3101.993657 = -1596660.365023 nChanged 9 SP:Iteration 55Q (3408.511432 sec): 3 clusters Score: Raw -1599764.372806 + Penalty 3101.993657 = -1596662.379149 nChanged 9 SP:Iteration 56Q (3408.577363 sec): 3 clusters Score: Raw -1599765.809362 + Penalty 3101.993657 = -1596663.815705 nChanged 6 SP:Iteration 57Q (3408.637242 sec): 3 clusters Score: Raw -1599766.948771 + Penalty 3101.993657 = -1596664.955114 nChanged 9 SP:Iteration 58Q (3408.703437 sec): 3 clusters Score: Raw -1599768.487999 + Penalty 3101.993657 = -1596666.494342 nChanged 9 SP:Iteration 59Q (3408.765114 sec): 3 clusters Score: Raw -1599769.718224 + Penalty 3101.993657 = -1596667.724567 nChanged 7 SP:Iteration 60F (3408.836201 sec): 3 clusters Score: Raw -1599770.745334 + Penalty 3101.993657 = -1596668.751677 nChanged 7 SP:Iteration 61Q (3408.902958 sec): 3 clusters Score: Raw -1599771.879845 + Penalty 3101.993657 = -1596669.886188 nChanged 7 SP:Iteration 62Q (3408.977136 sec): 3 clusters Score: Raw -1599773.207027 + Penalty 3101.993657 = -1596671.213370 nChanged 5 SP:Iteration 63Q (3409.043184 sec): 3 clusters Score: Raw -1599773.965428 + Penalty 3101.993657 = -1596671.971771 nChanged 6 SP:Iteration 64Q (3409.106029 sec): 3 clusters Score: Raw -1599774.853377 + Penalty 3101.993657 = -1596672.859720 nChanged 3 SP:Iteration 65Q (3409.164291 sec): 3 clusters Score: Raw -1599775.296301 + Penalty 3101.993657 = -1596673.302644 nChanged 2 SP:Iteration 66Q (3409.235585 sec): 3 clusters Score: Raw -1599775.737619 + Penalty 3101.993657 = -1596673.743962 nChanged 1 SP:Iteration 67Q (3409.298652 sec): 3 clusters Score: Raw -1599775.859213 + Penalty 3101.993657 = -1596673.865556 nChanged 0 SP:Iteration 68F (3409.358578 sec): 3 clusters Score: Raw -1599775.859213 + Penalty 3101.993657 = -1596673.865556 nChanged 0 Trying to split cluster 8 (12726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3409.407403 sec): 2 clusters Score: Raw -1448115.503213 + Penalty 1535.852894 = -1446579.650319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3409.464620 sec): 3 clusters Score: Raw -1440755.067552 + Penalty 3071.705788 = -1437683.361765 nChanged 5589 SP:Iteration 1F (3409.531562 sec): 3 clusters Score: Raw -1443800.207433 + Penalty 3071.705788 = -1440728.501645 nChanged 776 SP:Iteration 2F (3409.607177 sec): 3 clusters Score: Raw -1444195.258839 + Penalty 3071.705788 = -1441123.553051 nChanged 789 SP:Iteration 3F (3409.663367 sec): 3 clusters Score: Raw -1444666.211265 + Penalty 3071.705788 = -1441594.505477 nChanged 784 SP:Iteration 4F (3409.741935 sec): 3 clusters Score: Raw -1445157.739403 + Penalty 3071.705788 = -1442086.033616 nChanged 792 SP:Iteration 5F (3409.810423 sec): 3 clusters Score: Raw -1445646.206206 + Penalty 3071.705788 = -1442574.500419 nChanged 736 SP:Iteration 6F (3409.877449 sec): 3 clusters Score: Raw -1446118.008816 + Penalty 3071.705788 = -1443046.303028 nChanged 682 SP:Iteration 7F (3409.944443 sec): 3 clusters Score: Raw -1446563.518673 + Penalty 3071.705788 = -1443491.812886 nChanged 537 SP:Iteration 8Q (3410.012685 sec): 3 clusters Score: Raw -1446912.553756 + Penalty 3071.705788 = -1443840.847969 nChanged 466 SP:Iteration 9Q (3410.079921 sec): 3 clusters Score: Raw -1447223.834048 + Penalty 3071.705788 = -1444152.128260 nChanged 407 SP:Iteration 10Q (3410.138611 sec): 3 clusters Score: Raw -1447527.019799 + Penalty 3071.705788 = -1444455.314012 nChanged 338 SP:Iteration 11Q (3410.210427 sec): 3 clusters Score: Raw -1447762.451463 + Penalty 3071.705788 = -1444690.745675 nChanged 260 SP:Iteration 12Q (3410.275261 sec): 3 clusters Score: Raw -1447901.117215 + Penalty 3071.705788 = -1444829.411427 nChanged 174 SP:Iteration 13Q (3410.337856 sec): 3 clusters Score: Raw -1447975.902950 + Penalty 3071.705788 = -1444904.197162 nChanged 146 SP:Iteration 14Q (3410.397138 sec): 3 clusters Score: Raw -1448034.285950 + Penalty 3071.705788 = -1444962.580162 nChanged 132 SP:Iteration 15Q (3410.456775 sec): 3 clusters Score: Raw -1448074.653265 + Penalty 3071.705788 = -1445002.947477 nChanged 115 SP:Iteration 16Q (3410.501637 sec): 3 clusters Score: Raw -1448113.543332 + Penalty 3071.705788 = -1445041.837544 nChanged 98 SP:Iteration 17Q (3410.543805 sec): 3 clusters Score: Raw -1448150.303574 + Penalty 3071.705788 = -1445078.597786 nChanged 111 SP:Iteration 18Q (3410.574348 sec): 3 clusters Score: Raw -1448194.958445 + Penalty 3071.705788 = -1445123.252657 nChanged 110 SP:Iteration 19Q (3410.605456 sec): 3 clusters Score: Raw -1448244.591010 + Penalty 3071.705788 = -1445172.885222 nChanged 95 SP:Iteration 20F (3410.652737 sec): 3 clusters Score: Raw -1448290.369900 + Penalty 3071.705788 = -1445218.664113 nChanged 121 SP:Iteration 21Q (3410.728534 sec): 3 clusters Score: Raw -1448352.406279 + Penalty 3071.705788 = -1445280.700491 nChanged 113 SP:Iteration 22Q (3410.785891 sec): 3 clusters Score: Raw -1448418.154113 + Penalty 3071.705788 = -1445346.448326 nChanged 123 SP:Iteration 23Q (3410.853490 sec): 3 clusters Score: Raw -1448505.151098 + Penalty 3071.705788 = -1445433.445311 nChanged 125 SP:Iteration 24Q (3410.919624 sec): 3 clusters Score: Raw -1448576.362530 + Penalty 3071.705788 = -1445504.656742 nChanged 107 SP:Iteration 25Q (3410.985650 sec): 3 clusters Score: Raw -1448642.657069 + Penalty 3071.705788 = -1445570.951282 nChanged 103 SP:Iteration 26Q (3411.052288 sec): 3 clusters Score: Raw -1448712.213628 + Penalty 3071.705788 = -1445640.507841 nChanged 107 SP:Iteration 27Q (3411.106131 sec): 3 clusters Score: Raw -1448770.471457 + Penalty 3071.705788 = -1445698.765669 nChanged 92 SP:Iteration 28Q (3411.158911 sec): 3 clusters Score: Raw -1448825.171790 + Penalty 3071.705788 = -1445753.466002 nChanged 80 SP:Iteration 29Q (3411.218858 sec): 3 clusters Score: Raw -1448863.807469 + Penalty 3071.705788 = -1445792.101681 nChanged 60 SP:Iteration 30Q (3411.252754 sec): 3 clusters Score: Raw -1448891.289882 + Penalty 3071.705788 = -1445819.584095 nChanged 40 SP:Iteration 31Q (3411.305719 sec): 3 clusters Score: Raw -1448906.431879 + Penalty 3071.705788 = -1445834.726091 nChanged 25 SP:Iteration 32Q (3411.360701 sec): 3 clusters Score: Raw -1448915.622582 + Penalty 3071.705788 = -1445843.916794 nChanged 23 SP:Iteration 33Q (3411.425577 sec): 3 clusters Score: Raw -1448923.938625 + Penalty 3071.705788 = -1445852.232838 nChanged 19 SP:Iteration 34Q (3411.485712 sec): 3 clusters Score: Raw -1448928.425434 + Penalty 3071.705788 = -1445856.719647 nChanged 17 SP:Iteration 35Q (3411.560038 sec): 3 clusters Score: Raw -1448933.189879 + Penalty 3071.705788 = -1445861.484092 nChanged 10 SP:Iteration 36Q (3411.614156 sec): 3 clusters Score: Raw -1448935.288297 + Penalty 3071.705788 = -1445863.582509 nChanged 2 SP:Iteration 37Q (3411.678224 sec): 3 clusters Score: Raw -1448935.596429 + Penalty 3071.705788 = -1445863.890641 nChanged 1 SP:Iteration 38Q (3411.734771 sec): 3 clusters Score: Raw -1448935.664396 + Penalty 3071.705788 = -1445863.958608 nChanged 1 SP:Iteration 39Q (3411.793437 sec): 3 clusters Score: Raw -1448935.801358 + Penalty 3071.705788 = -1445864.095570 nChanged 1 SP:Iteration 40F (3411.861179 sec): 3 clusters Score: Raw -1448935.874620 + Penalty 3071.705788 = -1445864.168832 nChanged 1 SP:Iteration 41Q (3411.925177 sec): 3 clusters Score: Raw -1448936.090737 + Penalty 3071.705788 = -1445864.384950 nChanged 0 SP:Iteration 42F (3411.989122 sec): 3 clusters Score: Raw -1448936.090737 + Penalty 3071.705788 = -1445864.384950 nChanged 0 Trying to split cluster 9 (28124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3412.047862 sec): 2 clusters Score: Raw -3197894.984476 + Penalty 1664.711520 = -3196230.272956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3412.134295 sec): 3 clusters Score: Raw -3180611.823232 + Penalty 3329.423040 = -3177282.400193 nChanged 12862 SP:Iteration 1F (3412.218539 sec): 3 clusters Score: Raw -3187887.113050 + Penalty 3329.423040 = -3184557.690011 nChanged 1538 SP:Iteration 2F (3412.304607 sec): 3 clusters Score: Raw -3188599.341233 + Penalty 3329.423040 = -3185269.918194 nChanged 1692 SP:Iteration 3F (3412.390910 sec): 3 clusters Score: Raw -3189629.318791 + Penalty 3329.423040 = -3186299.895751 nChanged 2015 SP:Iteration 4F (3412.484775 sec): 3 clusters Score: Raw -3191155.900696 + Penalty 3329.423040 = -3187826.477656 nChanged 2161 SP:Iteration 5F (3412.589970 sec): 3 clusters Score: Raw -3193029.261715 + Penalty 3329.423040 = -3189699.838676 nChanged 1999 SP:Iteration 6F (3412.673625 sec): 3 clusters Score: Raw -3194719.909996 + Penalty 3329.423040 = -3191390.486956 nChanged 1564 SP:Iteration 7F (3412.780350 sec): 3 clusters Score: Raw -3195811.689345 + Penalty 3329.423040 = -3192482.266305 nChanged 1066 SP:Iteration 8Q (3412.875372 sec): 3 clusters Score: Raw -3196393.922569 + Penalty 3329.423040 = -3193064.499529 nChanged 701 SP:Iteration 9Q (3412.970811 sec): 3 clusters Score: Raw -3196701.256457 + Penalty 3329.423040 = -3193371.833418 nChanged 488 SP:Iteration 10Q (3413.065174 sec): 3 clusters Score: Raw -3196929.893294 + Penalty 3329.423040 = -3193600.470255 nChanged 401 SP:Iteration 11Q (3413.152488 sec): 3 clusters Score: Raw -3197164.519280 + Penalty 3329.423040 = -3193835.096240 nChanged 390 SP:Iteration 12Q (3413.232296 sec): 3 clusters Score: Raw -3197394.955274 + Penalty 3329.423040 = -3194065.532234 nChanged 311 SP:Iteration 13Q (3413.317661 sec): 3 clusters Score: Raw -3197563.712270 + Penalty 3329.423040 = -3194234.289230 nChanged 294 SP:Iteration 14Q (3413.406389 sec): 3 clusters Score: Raw -3197702.718677 + Penalty 3329.423040 = -3194373.295637 nChanged 256 SP:Iteration 15Q (3413.507015 sec): 3 clusters Score: Raw -3197802.847221 + Penalty 3329.423040 = -3194473.424181 nChanged 226 SP:Iteration 16Q (3413.599287 sec): 3 clusters Score: Raw -3197881.178904 + Penalty 3329.423040 = -3194551.755865 nChanged 185 SP:Iteration 17Q (3413.690356 sec): 3 clusters Score: Raw -3197937.597945 + Penalty 3329.423040 = -3194608.174906 nChanged 172 SP:Iteration 18Q (3413.780493 sec): 3 clusters Score: Raw -3197988.900754 + Penalty 3329.423040 = -3194659.477714 nChanged 154 SP:Iteration 19Q (3413.869709 sec): 3 clusters Score: Raw -3198032.235151 + Penalty 3329.423040 = -3194702.812112 nChanged 129 SP:Iteration 20F (3413.959432 sec): 3 clusters Score: Raw -3198066.674098 + Penalty 3329.423040 = -3194737.251059 nChanged 126 SP:Iteration 21Q (3414.042624 sec): 3 clusters Score: Raw -3198096.321118 + Penalty 3329.423040 = -3194766.898079 nChanged 116 SP:Iteration 22Q (3414.135362 sec): 3 clusters Score: Raw -3198125.884890 + Penalty 3329.423040 = -3194796.461850 nChanged 114 SP:Iteration 23Q (3414.233453 sec): 3 clusters Score: Raw -3198158.037094 + Penalty 3329.423040 = -3194828.614055 nChanged 117 SP:Iteration 24Q (3414.325253 sec): 3 clusters Score: Raw -3198189.105025 + Penalty 3329.423040 = -3194859.681986 nChanged 110 SP:Iteration 25Q (3414.405468 sec): 3 clusters Score: Raw -3198216.840256 + Penalty 3329.423040 = -3194887.417217 nChanged 105 SP:Iteration 26Q (3414.497120 sec): 3 clusters Score: Raw -3198241.613542 + Penalty 3329.423040 = -3194912.190503 nChanged 96 SP:Iteration 27Q (3414.587366 sec): 3 clusters Score: Raw -3198264.026643 + Penalty 3329.423040 = -3194934.603603 nChanged 100 SP:Iteration 28Q (3414.680655 sec): 3 clusters Score: Raw -3198285.444658 + Penalty 3329.423040 = -3194956.021618 nChanged 94 SP:Iteration 29Q (3414.778946 sec): 3 clusters Score: Raw -3198304.571029 + Penalty 3329.423040 = -3194975.147989 nChanged 88 SP:Iteration 30Q (3414.855513 sec): 3 clusters Score: Raw -3198322.010465 + Penalty 3329.423040 = -3194992.587425 nChanged 77 SP:Iteration 31Q (3414.933511 sec): 3 clusters Score: Raw -3198338.523471 + Penalty 3329.423040 = -3195009.100432 nChanged 81 SP:Iteration 32Q (3415.013273 sec): 3 clusters Score: Raw -3198355.314176 + Penalty 3329.423040 = -3195025.891137 nChanged 85 SP:Iteration 33Q (3415.101872 sec): 3 clusters Score: Raw -3198372.885145 + Penalty 3329.423040 = -3195043.462105 nChanged 82 SP:Iteration 34Q (3415.186633 sec): 3 clusters Score: Raw -3198390.425037 + Penalty 3329.423040 = -3195061.001997 nChanged 93 SP:Iteration 35Q (3415.277180 sec): 3 clusters Score: Raw -3198409.755318 + Penalty 3329.423040 = -3195080.332279 nChanged 89 SP:Iteration 36Q (3415.355944 sec): 3 clusters Score: Raw -3198430.031596 + Penalty 3329.423040 = -3195100.608556 nChanged 73 SP:Iteration 37Q (3415.435097 sec): 3 clusters Score: Raw -3198445.183812 + Penalty 3329.423040 = -3195115.760772 nChanged 66 SP:Iteration 38Q (3415.510046 sec): 3 clusters Score: Raw -3198455.947463 + Penalty 3329.423040 = -3195126.524423 nChanged 45 SP:Iteration 39Q (3415.588824 sec): 3 clusters Score: Raw -3198463.199906 + Penalty 3329.423040 = -3195133.776867 nChanged 35 SP:Iteration 40F (3415.673336 sec): 3 clusters Score: Raw -3198468.832494 + Penalty 3329.423040 = -3195139.409455 nChanged 39 SP:Iteration 41Q (3415.756964 sec): 3 clusters Score: Raw -3198474.858266 + Penalty 3329.423040 = -3195145.435226 nChanged 33 SP:Iteration 42Q (3415.842789 sec): 3 clusters Score: Raw -3198479.691216 + Penalty 3329.423040 = -3195150.268176 nChanged 35 SP:Iteration 43Q (3415.921897 sec): 3 clusters Score: Raw -3198484.810108 + Penalty 3329.423040 = -3195155.387068 nChanged 30 SP:Iteration 44Q (3416.009783 sec): 3 clusters Score: Raw -3198489.199505 + Penalty 3329.423040 = -3195159.776466 nChanged 37 SP:Iteration 45Q (3416.096372 sec): 3 clusters Score: Raw -3198495.806688 + Penalty 3329.423040 = -3195166.383649 nChanged 41 SP:Iteration 46Q (3416.188589 sec): 3 clusters Score: Raw -3198504.704874 + Penalty 3329.423040 = -3195175.281835 nChanged 40 SP:Iteration 47Q (3416.265189 sec): 3 clusters Score: Raw -3198514.557726 + Penalty 3329.423040 = -3195185.134687 nChanged 52 SP:Iteration 48Q (3416.365775 sec): 3 clusters Score: Raw -3198528.821135 + Penalty 3329.423040 = -3195199.398095 nChanged 48 SP:Iteration 49Q (3416.455156 sec): 3 clusters Score: Raw -3198542.059917 + Penalty 3329.423040 = -3195212.636877 nChanged 60 SP:Iteration 50Q (3416.526719 sec): 3 clusters Score: Raw -3198556.107242 + Penalty 3329.423040 = -3195226.684203 nChanged 57 SP:Iteration 51Q (3416.623807 sec): 3 clusters Score: Raw -3198569.330040 + Penalty 3329.423040 = -3195239.907001 nChanged 55 SP:Iteration 52Q (3416.709089 sec): 3 clusters Score: Raw -3198585.924218 + Penalty 3329.423040 = -3195256.501178 nChanged 52 SP:Iteration 53Q (3416.786367 sec): 3 clusters Score: Raw -3198598.895230 + Penalty 3329.423040 = -3195269.472190 nChanged 52 SP:Iteration 54Q (3416.882975 sec): 3 clusters Score: Raw -3198611.412795 + Penalty 3329.423040 = -3195281.989755 nChanged 56 SP:Iteration 55Q (3416.970300 sec): 3 clusters Score: Raw -3198624.477366 + Penalty 3329.423040 = -3195295.054326 nChanged 48 SP:Iteration 56Q (3417.046277 sec): 3 clusters Score: Raw -3198634.968005 + Penalty 3329.423040 = -3195305.544965 nChanged 40 SP:Iteration 57Q (3417.141774 sec): 3 clusters Score: Raw -3198642.466622 + Penalty 3329.423040 = -3195313.043582 nChanged 29 SP:Iteration 58Q (3417.219804 sec): 3 clusters Score: Raw -3198647.941977 + Penalty 3329.423040 = -3195318.518938 nChanged 25 SP:Iteration 59Q (3417.314317 sec): 3 clusters Score: Raw -3198651.235990 + Penalty 3329.423040 = -3195321.812950 nChanged 20 SP:Iteration 60F (3417.415019 sec): 3 clusters Score: Raw -3198655.111209 + Penalty 3329.423040 = -3195325.688169 nChanged 17 SP:Iteration 61Q (3417.493750 sec): 3 clusters Score: Raw -3198658.076852 + Penalty 3329.423040 = -3195328.653812 nChanged 12 SP:Iteration 62Q (3417.545114 sec): 3 clusters Score: Raw -3198659.868647 + Penalty 3329.423040 = -3195330.445607 nChanged 11 SP:Iteration 63Q (3417.640267 sec): 3 clusters Score: Raw -3198661.250994 + Penalty 3329.423040 = -3195331.827954 nChanged 8 SP:Iteration 64Q (3417.730741 sec): 3 clusters Score: Raw -3198662.127243 + Penalty 3329.423040 = -3195332.704204 nChanged 7 SP:Iteration 65Q (3417.808582 sec): 3 clusters Score: Raw -3198663.013352 + Penalty 3329.423040 = -3195333.590312 nChanged 8 SP:Iteration 66Q (3417.899287 sec): 3 clusters Score: Raw -3198663.694774 + Penalty 3329.423040 = -3195334.271735 nChanged 8 SP:Iteration 67Q (3417.987403 sec): 3 clusters Score: Raw -3198664.469638 + Penalty 3329.423040 = -3195335.046598 nChanged 8 SP:Iteration 68Q (3418.077859 sec): 3 clusters Score: Raw -3198665.695390 + Penalty 3329.423040 = -3195336.272351 nChanged 5 SP:Iteration 69Q (3418.165821 sec): 3 clusters Score: Raw -3198666.337858 + Penalty 3329.423040 = -3195336.914819 nChanged 4 SP:Iteration 70Q (3418.254850 sec): 3 clusters Score: Raw -3198666.865890 + Penalty 3329.423040 = -3195337.442850 nChanged 4 SP:Iteration 71Q (3418.332784 sec): 3 clusters Score: Raw -3198667.294005 + Penalty 3329.423040 = -3195337.870966 nChanged 3 SP:Iteration 72Q (3418.420261 sec): 3 clusters Score: Raw -3198667.526319 + Penalty 3329.423040 = -3195338.103279 nChanged 2 SP:Iteration 73Q (3418.503519 sec): 3 clusters Score: Raw -3198667.671627 + Penalty 3329.423040 = -3195338.248587 nChanged 3 SP:Iteration 74Q (3418.566917 sec): 3 clusters Score: Raw -3198668.023690 + Penalty 3329.423040 = -3195338.600650 nChanged 4 SP:Iteration 75Q (3418.651943 sec): 3 clusters Score: Raw -3198668.547697 + Penalty 3329.423040 = -3195339.124657 nChanged 3 SP:Iteration 76Q (3418.734158 sec): 3 clusters Score: Raw -3198668.718474 + Penalty 3329.423040 = -3195339.295434 nChanged 2 SP:Iteration 77Q (3418.812395 sec): 3 clusters Score: Raw -3198668.982576 + Penalty 3329.423040 = -3195339.559536 nChanged 0 SP:Iteration 78F (3418.887118 sec): 3 clusters Score: Raw -3198668.982576 + Penalty 3329.423040 = -3195339.559536 nChanged 0 Trying to split cluster 10 (48468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3418.965876 sec): 2 clusters Score: Raw -5355594.714952 + Penalty 1753.157098 = -5353841.557854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3419.092388 sec): 3 clusters Score: Raw -5324820.692699 + Penalty 3506.314196 = -5321314.378503 nChanged 22876 SP:Iteration 1F (3419.198745 sec): 3 clusters Score: Raw -5338002.230339 + Penalty 3506.314196 = -5334495.916143 nChanged 2098 SP:Iteration 2Q (3419.337904 sec): 3 clusters Score: Raw -5338721.169177 + Penalty 3506.314196 = -5335214.854980 nChanged 2246 SP:Iteration 3Q (3419.459233 sec): 3 clusters Score: Raw -5339698.683141 + Penalty 3506.314196 = -5336192.368945 nChanged 2664 SP:Iteration 4F (3419.592211 sec): 3 clusters Score: Raw -5341080.836412 + Penalty 3506.314196 = -5337574.522216 nChanged 3277 SP:Iteration 5F (3419.688104 sec): 3 clusters Score: Raw -5343209.340223 + Penalty 3506.314196 = -5339703.026027 nChanged 3609 SP:Iteration 6F (3419.802401 sec): 3 clusters Score: Raw -5346058.426431 + Penalty 3506.314196 = -5342552.112234 nChanged 3457 SP:Iteration 7F (3419.933364 sec): 3 clusters Score: Raw -5349242.626126 + Penalty 3506.314196 = -5345736.311930 nChanged 2674 SP:Iteration 8F (3420.057243 sec): 3 clusters Score: Raw -5352101.222008 + Penalty 3506.314196 = -5348594.907811 nChanged 1882 SP:Iteration 9Q (3420.178980 sec): 3 clusters Score: Raw -5354050.355365 + Penalty 3506.314196 = -5350544.041169 nChanged 1219 SP:Iteration 10Q (3420.299344 sec): 3 clusters Score: Raw -5354858.356501 + Penalty 3506.314196 = -5351352.042305 nChanged 703 SP:Iteration 11Q (3420.415406 sec): 3 clusters Score: Raw -5355166.057500 + Penalty 3506.314196 = -5351659.743304 nChanged 416 SP:Iteration 12Q (3420.531404 sec): 3 clusters Score: Raw -5355304.650806 + Penalty 3506.314196 = -5351798.336610 nChanged 274 SP:Iteration 13Q (3420.659378 sec): 3 clusters Score: Raw -5355389.567864 + Penalty 3506.314196 = -5351883.253668 nChanged 227 SP:Iteration 14Q (3420.768023 sec): 3 clusters Score: Raw -5355459.892203 + Penalty 3506.314196 = -5351953.578007 nChanged 197 SP:Iteration 15Q (3420.891413 sec): 3 clusters Score: Raw -5355513.984687 + Penalty 3506.314196 = -5352007.670490 nChanged 184 SP:Iteration 16Q (3421.002852 sec): 3 clusters Score: Raw -5355558.277986 + Penalty 3506.314196 = -5352051.963790 nChanged 174 SP:Iteration 17Q (3421.114622 sec): 3 clusters Score: Raw -5355602.374069 + Penalty 3506.314196 = -5352096.059872 nChanged 152 SP:Iteration 18Q (3421.216382 sec): 3 clusters Score: Raw -5355637.490020 + Penalty 3506.314196 = -5352131.175824 nChanged 134 SP:Iteration 19Q (3421.328516 sec): 3 clusters Score: Raw -5355666.109662 + Penalty 3506.314196 = -5352159.795466 nChanged 119 SP:Iteration 20F (3421.451468 sec): 3 clusters Score: Raw -5355688.332300 + Penalty 3506.314196 = -5352182.018104 nChanged 91 SP:Iteration 21Q (3421.562257 sec): 3 clusters Score: Raw -5355702.652007 + Penalty 3506.314196 = -5352196.337811 nChanged 76 SP:Iteration 22Q (3421.671973 sec): 3 clusters Score: Raw -5355713.019463 + Penalty 3506.314196 = -5352206.705266 nChanged 73 SP:Iteration 23Q (3421.781182 sec): 3 clusters Score: Raw -5355724.119287 + Penalty 3506.314196 = -5352217.805091 nChanged 76 SP:Iteration 24Q (3421.888516 sec): 3 clusters Score: Raw -5355733.415301 + Penalty 3506.314196 = -5352227.101105 nChanged 64 SP:Iteration 25Q (3421.995808 sec): 3 clusters Score: Raw -5355742.469836 + Penalty 3506.314196 = -5352236.155640 nChanged 56 SP:Iteration 26Q (3422.105225 sec): 3 clusters Score: Raw -5355751.633840 + Penalty 3506.314196 = -5352245.319644 nChanged 74 SP:Iteration 27Q (3422.221951 sec): 3 clusters Score: Raw -5355763.293307 + Penalty 3506.314196 = -5352256.979111 nChanged 69 SP:Iteration 28Q (3422.337953 sec): 3 clusters Score: Raw -5355774.383849 + Penalty 3506.314196 = -5352268.069653 nChanged 70 SP:Iteration 29Q (3422.451603 sec): 3 clusters Score: Raw -5355785.661795 + Penalty 3506.314196 = -5352279.347599 nChanged 63 SP:Iteration 30Q (3422.558911 sec): 3 clusters Score: Raw -5355794.372543 + Penalty 3506.314196 = -5352288.058347 nChanged 62 SP:Iteration 31Q (3422.670823 sec): 3 clusters Score: Raw -5355802.914886 + Penalty 3506.314196 = -5352296.600690 nChanged 60 SP:Iteration 32Q (3422.783007 sec): 3 clusters Score: Raw -5355811.518564 + Penalty 3506.314196 = -5352305.204368 nChanged 53 SP:Iteration 33Q (3422.897719 sec): 3 clusters Score: Raw -5355819.447638 + Penalty 3506.314196 = -5352313.133442 nChanged 55 SP:Iteration 34Q (3423.003150 sec): 3 clusters Score: Raw -5355827.751012 + Penalty 3506.314196 = -5352321.436816 nChanged 48 SP:Iteration 35Q (3423.089669 sec): 3 clusters Score: Raw -5355835.042771 + Penalty 3506.314196 = -5352328.728575 nChanged 43 SP:Iteration 36Q (3423.205476 sec): 3 clusters Score: Raw -5355840.997931 + Penalty 3506.314196 = -5352334.683735 nChanged 39 SP:Iteration 37Q (3423.322305 sec): 3 clusters Score: Raw -5355845.873963 + Penalty 3506.314196 = -5352339.559767 nChanged 37 SP:Iteration 38Q (3423.439302 sec): 3 clusters Score: Raw -5355849.620831 + Penalty 3506.314196 = -5352343.306634 nChanged 31 SP:Iteration 39Q (3423.555353 sec): 3 clusters Score: Raw -5355853.595448 + Penalty 3506.314196 = -5352347.281252 nChanged 31 SP:Iteration 40F (3423.684204 sec): 3 clusters Score: Raw -5355857.355454 + Penalty 3506.314196 = -5352351.041258 nChanged 25 SP:Iteration 41Q (3423.791694 sec): 3 clusters Score: Raw -5355859.838238 + Penalty 3506.314196 = -5352353.524042 nChanged 20 SP:Iteration 42Q (3423.892113 sec): 3 clusters Score: Raw -5355861.621974 + Penalty 3506.314196 = -5352355.307778 nChanged 18 SP:Iteration 43Q (3424.001537 sec): 3 clusters Score: Raw -5355863.749813 + Penalty 3506.314196 = -5352357.435616 nChanged 26 SP:Iteration 44Q (3424.107381 sec): 3 clusters Score: Raw -5355867.379798 + Penalty 3506.314196 = -5352361.065602 nChanged 20 SP:Iteration 45Q (3424.205628 sec): 3 clusters Score: Raw -5355869.731440 + Penalty 3506.314196 = -5352363.417243 nChanged 18 SP:Iteration 46Q (3424.313347 sec): 3 clusters Score: Raw -5355871.476276 + Penalty 3506.314196 = -5352365.162080 nChanged 15 SP:Iteration 47Q (3424.420667 sec): 3 clusters Score: Raw -5355872.878913 + Penalty 3506.314196 = -5352366.564717 nChanged 16 SP:Iteration 48Q (3424.528825 sec): 3 clusters Score: Raw -5355874.608529 + Penalty 3506.314196 = -5352368.294333 nChanged 10 SP:Iteration 49Q (3424.638168 sec): 3 clusters Score: Raw -5355876.058437 + Penalty 3506.314196 = -5352369.744240 nChanged 7 SP:Iteration 50Q (3424.741800 sec): 3 clusters Score: Raw -5355876.722773 + Penalty 3506.314196 = -5352370.408577 nChanged 6 SP:Iteration 51Q (3424.833066 sec): 3 clusters Score: Raw -5355877.246608 + Penalty 3506.314196 = -5352370.932412 nChanged 6 SP:Iteration 52Q (3424.962061 sec): 3 clusters Score: Raw -5355877.776290 + Penalty 3506.314196 = -5352371.462093 nChanged 8 SP:Iteration 53Q (3425.076324 sec): 3 clusters Score: Raw -5355878.413673 + Penalty 3506.314196 = -5352372.099476 nChanged 9 SP:Iteration 54Q (3425.155883 sec): 3 clusters Score: Raw -5355879.109641 + Penalty 3506.314196 = -5352372.795445 nChanged 7 SP:Iteration 55Q (3425.248119 sec): 3 clusters Score: Raw -5355879.769708 + Penalty 3506.314196 = -5352373.455512 nChanged 5 SP:Iteration 56Q (3425.325490 sec): 3 clusters Score: Raw -5355880.270626 + Penalty 3506.314196 = -5352373.956430 nChanged 11 SP:Iteration 57Q (3425.417093 sec): 3 clusters Score: Raw -5355881.627140 + Penalty 3506.314196 = -5352375.312944 nChanged 14 SP:Iteration 58Q (3425.531494 sec): 3 clusters Score: Raw -5355883.385449 + Penalty 3506.314196 = -5352377.071252 nChanged 10 SP:Iteration 59Q (3425.639452 sec): 3 clusters Score: Raw -5355884.211685 + Penalty 3506.314196 = -5352377.897489 nChanged 15 SP:Iteration 60F (3425.775293 sec): 3 clusters Score: Raw -5355885.314994 + Penalty 3506.314196 = -5352379.000798 nChanged 7 SP:Iteration 61Q (3425.884410 sec): 3 clusters Score: Raw -5355885.918478 + Penalty 3506.314196 = -5352379.604282 nChanged 9 SP:Iteration 62Q (3425.999727 sec): 3 clusters Score: Raw -5355886.576512 + Penalty 3506.314196 = -5352380.262316 nChanged 8 SP:Iteration 63Q (3426.116230 sec): 3 clusters Score: Raw -5355887.131074 + Penalty 3506.314196 = -5352380.816878 nChanged 7 SP:Iteration 64Q (3426.226425 sec): 3 clusters Score: Raw -5355887.828282 + Penalty 3506.314196 = -5352381.514085 nChanged 6 SP:Iteration 65Q (3426.344658 sec): 3 clusters Score: Raw -5355888.576036 + Penalty 3506.314196 = -5352382.261840 nChanged 10 SP:Iteration 66Q (3426.459601 sec): 3 clusters Score: Raw -5355889.586351 + Penalty 3506.314196 = -5352383.272155 nChanged 9 SP:Iteration 67Q (3426.578134 sec): 3 clusters Score: Raw -5355890.403404 + Penalty 3506.314196 = -5352384.089208 nChanged 10 SP:Iteration 68Q (3426.687689 sec): 3 clusters Score: Raw -5355891.323965 + Penalty 3506.314196 = -5352385.009769 nChanged 9 SP:Iteration 69Q (3426.803178 sec): 3 clusters Score: Raw -5355892.005413 + Penalty 3506.314196 = -5352385.691216 nChanged 7 SP:Iteration 70Q (3426.916765 sec): 3 clusters Score: Raw -5355892.512898 + Penalty 3506.314196 = -5352386.198702 nChanged 5 SP:Iteration 71Q (3427.030095 sec): 3 clusters Score: Raw -5355892.871540 + Penalty 3506.314196 = -5352386.557343 nChanged 3 SP:Iteration 72Q (3427.146116 sec): 3 clusters Score: Raw -5355893.048812 + Penalty 3506.314196 = -5352386.734616 nChanged 3 SP:Iteration 73Q (3427.253670 sec): 3 clusters Score: Raw -5355893.189264 + Penalty 3506.314196 = -5352386.875068 nChanged 0 SP:Iteration 74F (3427.375490 sec): 3 clusters Score: Raw -5355893.189264 + Penalty 3506.314196 = -5352386.875068 nChanged 0 Trying to split cluster 11 (8955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3427.415405 sec): 2 clusters Score: Raw -975013.053482 + Penalty 1478.744689 = -973534.308793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3427.479392 sec): 3 clusters Score: Raw -970009.287129 + Penalty 2957.489377 = -967051.797751 nChanged 3852 SP:Iteration 1F (3427.542018 sec): 3 clusters Score: Raw -972176.258512 + Penalty 2957.489377 = -969218.769135 nChanged 626 SP:Iteration 2F (3427.606640 sec): 3 clusters Score: Raw -972577.833936 + Penalty 2957.489377 = -969620.344559 nChanged 592 SP:Iteration 3F (3427.667486 sec): 3 clusters Score: Raw -972991.687314 + Penalty 2957.489377 = -970034.197937 nChanged 582 SP:Iteration 4F (3427.722686 sec): 3 clusters Score: Raw -973395.670795 + Penalty 2957.489377 = -970438.181417 nChanged 535 SP:Iteration 5F (3427.795782 sec): 3 clusters Score: Raw -973786.825732 + Penalty 2957.489377 = -970829.336355 nChanged 506 SP:Iteration 6F (3427.840069 sec): 3 clusters Score: Raw -974149.632902 + Penalty 2957.489377 = -971192.143525 nChanged 460 SP:Iteration 7F (3427.904058 sec): 3 clusters Score: Raw -974446.721663 + Penalty 2957.489377 = -971489.232285 nChanged 377 SP:Iteration 8Q (3427.967266 sec): 3 clusters Score: Raw -974649.340920 + Penalty 2957.489377 = -971691.851543 nChanged 303 SP:Iteration 9Q (3428.030683 sec): 3 clusters Score: Raw -974775.236166 + Penalty 2957.489377 = -971817.746788 nChanged 229 SP:Iteration 10Q (3428.082896 sec): 3 clusters Score: Raw -974858.758356 + Penalty 2957.489377 = -971901.268979 nChanged 181 SP:Iteration 11Q (3428.141889 sec): 3 clusters Score: Raw -974918.567461 + Penalty 2957.489377 = -971961.078084 nChanged 136 SP:Iteration 12Q (3428.203454 sec): 3 clusters Score: Raw -974960.851957 + Penalty 2957.489377 = -972003.362579 nChanged 109 SP:Iteration 13Q (3428.266062 sec): 3 clusters Score: Raw -974989.432905 + Penalty 2957.489377 = -972031.943527 nChanged 76 SP:Iteration 14Q (3428.333509 sec): 3 clusters Score: Raw -975006.469306 + Penalty 2957.489377 = -972048.979928 nChanged 64 SP:Iteration 15Q (3428.392392 sec): 3 clusters Score: Raw -975022.732747 + Penalty 2957.489377 = -972065.243370 nChanged 60 SP:Iteration 16Q (3428.451710 sec): 3 clusters Score: Raw -975040.624365 + Penalty 2957.489377 = -972083.134988 nChanged 67 SP:Iteration 17Q (3428.524690 sec): 3 clusters Score: Raw -975055.928551 + Penalty 2957.489377 = -972098.439174 nChanged 57 SP:Iteration 18Q (3428.586832 sec): 3 clusters Score: Raw -975066.700969 + Penalty 2957.489377 = -972109.211592 nChanged 47 SP:Iteration 19Q (3428.637799 sec): 3 clusters Score: Raw -975072.797190 + Penalty 2957.489377 = -972115.307813 nChanged 24 SP:Iteration 20F (3428.700278 sec): 3 clusters Score: Raw -975076.738812 + Penalty 2957.489377 = -972119.249434 nChanged 27 SP:Iteration 21Q (3428.761841 sec): 3 clusters Score: Raw -975080.785557 + Penalty 2957.489377 = -972123.296180 nChanged 28 SP:Iteration 22Q (3428.834875 sec): 3 clusters Score: Raw -975083.962108 + Penalty 2957.489377 = -972126.472731 nChanged 17 SP:Iteration 23Q (3428.874405 sec): 3 clusters Score: Raw -975085.801348 + Penalty 2957.489377 = -972128.311971 nChanged 15 SP:Iteration 24Q (3428.935289 sec): 3 clusters Score: Raw -975087.658122 + Penalty 2957.489377 = -972130.168745 nChanged 19 SP:Iteration 25Q (3428.993512 sec): 3 clusters Score: Raw -975090.446161 + Penalty 2957.489377 = -972132.956784 nChanged 14 SP:Iteration 26Q (3429.055799 sec): 3 clusters Score: Raw -975092.633184 + Penalty 2957.489377 = -972135.143807 nChanged 16 SP:Iteration 27Q (3429.117862 sec): 3 clusters Score: Raw -975095.265724 + Penalty 2957.489377 = -972137.776346 nChanged 17 SP:Iteration 28Q (3429.191071 sec): 3 clusters Score: Raw -975097.446833 + Penalty 2957.489377 = -972139.957456 nChanged 19 SP:Iteration 29Q (3429.236225 sec): 3 clusters Score: Raw -975100.192955 + Penalty 2957.489377 = -972142.703577 nChanged 21 SP:Iteration 30Q (3429.298966 sec): 3 clusters Score: Raw -975103.248344 + Penalty 2957.489377 = -972145.758966 nChanged 18 SP:Iteration 31Q (3429.358504 sec): 3 clusters Score: Raw -975106.935554 + Penalty 2957.489377 = -972149.446177 nChanged 23 SP:Iteration 32Q (3429.421478 sec): 3 clusters Score: Raw -975113.777140 + Penalty 2957.489377 = -972156.287763 nChanged 27 SP:Iteration 33Q (3429.473544 sec): 3 clusters Score: Raw -975122.334133 + Penalty 2957.489377 = -972164.844756 nChanged 33 SP:Iteration 34Q (3429.535630 sec): 3 clusters Score: Raw -975129.590681 + Penalty 2957.489377 = -972172.101304 nChanged 43 SP:Iteration 35Q (3429.587095 sec): 3 clusters Score: Raw -975139.768728 + Penalty 2957.489377 = -972182.279351 nChanged 46 SP:Iteration 36Q (3429.648920 sec): 3 clusters Score: Raw -975152.031873 + Penalty 2957.489377 = -972194.542496 nChanged 53 SP:Iteration 37Q (3429.709373 sec): 3 clusters Score: Raw -975169.331049 + Penalty 2957.489377 = -972211.841672 nChanged 69 SP:Iteration 38Q (3429.769946 sec): 3 clusters Score: Raw -975194.060106 + Penalty 2957.489377 = -972236.570729 nChanged 79 SP:Iteration 39Q (3429.833099 sec): 3 clusters Score: Raw -975227.813792 + Penalty 2957.489377 = -972270.324415 nChanged 94 SP:Iteration 40F (3429.887856 sec): 3 clusters Score: Raw -975293.857470 + Penalty 2957.489377 = -972336.368093 nChanged 105 SP:Iteration 41Q (3429.953968 sec): 3 clusters Score: Raw -975392.577441 + Penalty 2957.489377 = -972435.088064 nChanged 170 SP:Iteration 42Q (3430.001215 sec): 3 clusters Score: Raw -975671.378117 + Penalty 2957.489377 = -972713.888740 nChanged 206 SP:Iteration 43Q (3430.065795 sec): 3 clusters Score: Raw -976190.976690 + Penalty 2957.489377 = -973233.487313 nChanged 265 SP:Iteration 44Q (3430.113469 sec): 3 clusters Score: Raw -976757.129434 + Penalty 2957.489377 = -973799.640057 nChanged 201 SP:Iteration 45Q (3430.176797 sec): 3 clusters Score: Raw -976891.277931 + Penalty 2957.489377 = -973933.788553 nChanged 140 SP:Iteration 46Q (3430.220040 sec): 3 clusters Score: Raw -976948.429970 + Penalty 2957.489377 = -973990.940592 nChanged 86 SP:Iteration 47Q (3430.280550 sec): 3 clusters Score: Raw -976975.788168 + Penalty 2957.489377 = -974018.298790 nChanged 69 SP:Iteration 48Q (3430.339404 sec): 3 clusters Score: Raw -976993.722471 + Penalty 2957.489377 = -974036.233093 nChanged 45 SP:Iteration 49Q (3430.404581 sec): 3 clusters Score: Raw -977003.379887 + Penalty 2957.489377 = -974045.890510 nChanged 32 SP:Iteration 50Q (3430.462643 sec): 3 clusters Score: Raw -977009.324417 + Penalty 2957.489377 = -974051.835040 nChanged 24 SP:Iteration 51Q (3430.524872 sec): 3 clusters Score: Raw -977013.116897 + Penalty 2957.489377 = -974055.627520 nChanged 25 SP:Iteration 52Q (3430.574640 sec): 3 clusters Score: Raw -977017.476438 + Penalty 2957.489377 = -974059.987060 nChanged 19 SP:Iteration 53Q (3430.639192 sec): 3 clusters Score: Raw -977020.764738 + Penalty 2957.489377 = -974063.275360 nChanged 10 SP:Iteration 54Q (3430.676049 sec): 3 clusters Score: Raw -977022.284678 + Penalty 2957.489377 = -974064.795301 nChanged 9 SP:Iteration 55Q (3430.738305 sec): 3 clusters Score: Raw -977023.296133 + Penalty 2957.489377 = -974065.806756 nChanged 10 SP:Iteration 56Q (3430.797299 sec): 3 clusters Score: Raw -977024.630464 + Penalty 2957.489377 = -974067.141087 nChanged 4 SP:Iteration 57Q (3430.856275 sec): 3 clusters Score: Raw -977025.003526 + Penalty 2957.489377 = -974067.514149 nChanged 1 SP:Iteration 58Q (3430.910632 sec): 3 clusters Score: Raw -977025.075266 + Penalty 2957.489377 = -974067.585888 nChanged 1 SP:Iteration 59Q (3430.959386 sec): 3 clusters Score: Raw -977025.152778 + Penalty 2957.489377 = -974067.663401 nChanged 1 SP:Iteration 60F (3431.023173 sec): 3 clusters Score: Raw -977025.272974 + Penalty 2957.489377 = -974067.783596 nChanged 2 SP:Iteration 61Q (3431.070758 sec): 3 clusters Score: Raw -977025.468321 + Penalty 2957.489377 = -974067.978943 nChanged 0 SP:Iteration 62F (3431.131225 sec): 3 clusters Score: Raw -977025.468321 + Penalty 2957.489377 = -974067.978943 nChanged 0 Score: Raw -82179234.835541 + Penalty 57140.476726 = -82122094.358815 Splitting cluster 11 changes total score from -82120735.990207 to -82122094.358815 So it's getting split into cluster 26. Trying to split cluster 12 (9780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3442.952305 sec): 2 clusters Score: Raw -1122952.571314 + Penalty 1493.065399 = -1121459.505915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3442.994760 sec): 3 clusters Score: Raw -1117447.398894 + Penalty 2986.130798 = -1114461.268096 nChanged 4181 SP:Iteration 1F (3443.067308 sec): 3 clusters Score: Raw -1119719.136877 + Penalty 2986.130798 = -1116733.006079 nChanged 656 SP:Iteration 2F (3443.120760 sec): 3 clusters Score: Raw -1120016.703717 + Penalty 2986.130798 = -1117030.572919 nChanged 529 SP:Iteration 3F (3443.194290 sec): 3 clusters Score: Raw -1120244.222277 + Penalty 2986.130798 = -1117258.091479 nChanged 435 SP:Iteration 4Q (3443.249581 sec): 3 clusters Score: Raw -1120426.850120 + Penalty 2986.130798 = -1117440.719322 nChanged 388 SP:Iteration 5Q (3443.311273 sec): 3 clusters Score: Raw -1120599.743593 + Penalty 2986.130798 = -1117613.612795 nChanged 405 SP:Iteration 6Q (3443.375335 sec): 3 clusters Score: Raw -1120808.632790 + Penalty 2986.130798 = -1117822.501992 nChanged 445 SP:Iteration 7Q (3443.440197 sec): 3 clusters Score: Raw -1121042.415195 + Penalty 2986.130798 = -1118056.284397 nChanged 444 SP:Iteration 8Q (3443.499124 sec): 3 clusters Score: Raw -1121282.255297 + Penalty 2986.130798 = -1118296.124499 nChanged 411 SP:Iteration 9Q (3443.553356 sec): 3 clusters Score: Raw -1121518.221821 + Penalty 2986.130798 = -1118532.091023 nChanged 440 SP:Iteration 10Q (3443.620563 sec): 3 clusters Score: Raw -1121794.795091 + Penalty 2986.130798 = -1118808.664293 nChanged 386 SP:Iteration 11Q (3443.676742 sec): 3 clusters Score: Raw -1122043.256673 + Penalty 2986.130798 = -1119057.125875 nChanged 363 SP:Iteration 12Q (3443.738015 sec): 3 clusters Score: Raw -1122264.631930 + Penalty 2986.130798 = -1119278.501132 nChanged 310 SP:Iteration 13Q (3443.801237 sec): 3 clusters Score: Raw -1122470.307122 + Penalty 2986.130798 = -1119484.176324 nChanged 265 SP:Iteration 14Q (3443.855516 sec): 3 clusters Score: Raw -1122636.665694 + Penalty 2986.130798 = -1119650.534896 nChanged 178 SP:Iteration 15Q (3443.909494 sec): 3 clusters Score: Raw -1122736.746538 + Penalty 2986.130798 = -1119750.615740 nChanged 152 SP:Iteration 16Q (3443.973427 sec): 3 clusters Score: Raw -1122812.150511 + Penalty 2986.130798 = -1119826.019713 nChanged 121 SP:Iteration 17Q (3444.042055 sec): 3 clusters Score: Raw -1122851.192362 + Penalty 2986.130798 = -1119865.061564 nChanged 93 SP:Iteration 18Q (3444.093418 sec): 3 clusters Score: Raw -1122883.047169 + Penalty 2986.130798 = -1119896.916371 nChanged 86 SP:Iteration 19Q (3444.152221 sec): 3 clusters Score: Raw -1122910.746896 + Penalty 2986.130798 = -1119924.616098 nChanged 57 SP:Iteration 20F (3444.214414 sec): 3 clusters Score: Raw -1122923.974849 + Penalty 2986.130798 = -1119937.844051 nChanged 44 SP:Iteration 21Q (3444.279420 sec): 3 clusters Score: Raw -1122936.483210 + Penalty 2986.130798 = -1119950.352412 nChanged 40 SP:Iteration 22Q (3444.334568 sec): 3 clusters Score: Raw -1122947.651104 + Penalty 2986.130798 = -1119961.520306 nChanged 36 SP:Iteration 23Q (3444.395835 sec): 3 clusters Score: Raw -1122955.926421 + Penalty 2986.130798 = -1119969.795623 nChanged 28 SP:Iteration 24Q (3444.453220 sec): 3 clusters Score: Raw -1122961.265078 + Penalty 2986.130798 = -1119975.134280 nChanged 21 SP:Iteration 25Q (3444.515836 sec): 3 clusters Score: Raw -1122964.639384 + Penalty 2986.130798 = -1119978.508586 nChanged 15 SP:Iteration 26Q (3444.570129 sec): 3 clusters Score: Raw -1122967.674067 + Penalty 2986.130798 = -1119981.543269 nChanged 15 SP:Iteration 27Q (3444.626156 sec): 3 clusters Score: Raw -1122970.926538 + Penalty 2986.130798 = -1119984.795740 nChanged 10 SP:Iteration 28Q (3444.688672 sec): 3 clusters Score: Raw -1122972.691683 + Penalty 2986.130798 = -1119986.560885 nChanged 10 SP:Iteration 29Q (3444.749615 sec): 3 clusters Score: Raw -1122973.822736 + Penalty 2986.130798 = -1119987.691938 nChanged 7 SP:Iteration 30Q (3444.810810 sec): 3 clusters Score: Raw -1122974.822624 + Penalty 2986.130798 = -1119988.691826 nChanged 6 SP:Iteration 31Q (3444.872077 sec): 3 clusters Score: Raw -1122975.643111 + Penalty 2986.130798 = -1119989.512313 nChanged 4 SP:Iteration 32Q (3444.934750 sec): 3 clusters Score: Raw -1122976.153520 + Penalty 2986.130798 = -1119990.022722 nChanged 2 SP:Iteration 33Q (3444.997364 sec): 3 clusters Score: Raw -1122976.356564 + Penalty 2986.130798 = -1119990.225766 nChanged 2 SP:Iteration 34Q (3445.060013 sec): 3 clusters Score: Raw -1122976.539133 + Penalty 2986.130798 = -1119990.408335 nChanged 2 SP:Iteration 35Q (3445.118293 sec): 3 clusters Score: Raw -1122976.786200 + Penalty 2986.130798 = -1119990.655402 nChanged 1 SP:Iteration 36Q (3445.180866 sec): 3 clusters Score: Raw -1122976.901412 + Penalty 2986.130798 = -1119990.770614 nChanged 0 SP:Iteration 37F (3445.244957 sec): 3 clusters Score: Raw -1122976.901412 + Penalty 2986.130798 = -1119990.770614 nChanged 0 Trying to split cluster 13 (152675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3445.483836 sec): 2 clusters Score: Raw -17501790.669883 + Penalty 1939.610848 = -17499851.059035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3445.775962 sec): 3 clusters Score: Raw -17401009.450320 + Penalty 3879.221696 = -17397130.228623 nChanged 74108 SP:Iteration 1F (3446.061523 sec): 3 clusters Score: Raw -17446345.041741 + Penalty 3879.221696 = -17442465.820045 nChanged 7095 SP:Iteration 2Q (3446.346669 sec): 3 clusters Score: Raw -17449634.266102 + Penalty 3879.221696 = -17445755.044406 nChanged 8608 SP:Iteration 3F (3446.619989 sec): 3 clusters Score: Raw -17454919.014874 + Penalty 3879.221696 = -17451039.793178 nChanged 10317 SP:Iteration 4F (3446.897084 sec): 3 clusters Score: Raw -17463015.448060 + Penalty 3879.221696 = -17459136.226363 nChanged 11555 SP:Iteration 5F (3447.185424 sec): 3 clusters Score: Raw -17473575.767350 + Penalty 3879.221696 = -17469696.545654 nChanged 10492 SP:Iteration 6F (3447.464737 sec): 3 clusters Score: Raw -17483454.417671 + Penalty 3879.221696 = -17479575.195975 nChanged 8149 SP:Iteration 7F (3447.735335 sec): 3 clusters Score: Raw -17490385.902944 + Penalty 3879.221696 = -17486506.681248 nChanged 5819 SP:Iteration 8Q (3447.992966 sec): 3 clusters Score: Raw -17494718.314446 + Penalty 3879.221696 = -17490839.092750 nChanged 4061 SP:Iteration 9Q (3448.264380 sec): 3 clusters Score: Raw -17497296.982237 + Penalty 3879.221696 = -17493417.760540 nChanged 2899 SP:Iteration 10Q (3448.508560 sec): 3 clusters Score: Raw -17498932.565427 + Penalty 3879.221696 = -17495053.343731 nChanged 2126 SP:Iteration 11Q (3448.759267 sec): 3 clusters Score: Raw -17500013.217487 + Penalty 3879.221696 = -17496133.995790 nChanged 1587 SP:Iteration 12Q (3449.017708 sec): 3 clusters Score: Raw -17500775.435460 + Penalty 3879.221696 = -17496896.213764 nChanged 1213 SP:Iteration 13Q (3449.272611 sec): 3 clusters Score: Raw -17501328.963999 + Penalty 3879.221696 = -17497449.742302 nChanged 904 SP:Iteration 14Q (3449.501126 sec): 3 clusters Score: Raw -17501723.873423 + Penalty 3879.221696 = -17497844.651727 nChanged 667 SP:Iteration 15Q (3449.767453 sec): 3 clusters Score: Raw -17502009.936003 + Penalty 3879.221696 = -17498130.714307 nChanged 493 SP:Iteration 16Q (3450.025564 sec): 3 clusters Score: Raw -17502222.180359 + Penalty 3879.221696 = -17498342.958662 nChanged 375 SP:Iteration 17Q (3450.270149 sec): 3 clusters Score: Raw -17502358.228824 + Penalty 3879.221696 = -17498479.007128 nChanged 283 SP:Iteration 18Q (3450.489697 sec): 3 clusters Score: Raw -17502438.176296 + Penalty 3879.221696 = -17498558.954600 nChanged 213 SP:Iteration 19Q (3450.737610 sec): 3 clusters Score: Raw -17502492.976919 + Penalty 3879.221696 = -17498613.755223 nChanged 169 SP:Iteration 20F (3451.023316 sec): 3 clusters Score: Raw -17502536.558792 + Penalty 3879.221696 = -17498657.337095 nChanged 132 SP:Iteration 21Q (3451.267622 sec): 3 clusters Score: Raw -17502569.122581 + Penalty 3879.221696 = -17498689.900885 nChanged 88 SP:Iteration 22Q (3451.519369 sec): 3 clusters Score: Raw -17502589.286789 + Penalty 3879.221696 = -17498710.065093 nChanged 80 SP:Iteration 23Q (3451.760039 sec): 3 clusters Score: Raw -17502602.301272 + Penalty 3879.221696 = -17498723.079575 nChanged 48 SP:Iteration 24Q (3452.003719 sec): 3 clusters Score: Raw -17502611.346794 + Penalty 3879.221696 = -17498732.125097 nChanged 57 SP:Iteration 25Q (3452.205217 sec): 3 clusters Score: Raw -17502620.596313 + Penalty 3879.221696 = -17498741.374617 nChanged 44 SP:Iteration 26Q (3452.465581 sec): 3 clusters Score: Raw -17502628.776587 + Penalty 3879.221696 = -17498749.554891 nChanged 47 SP:Iteration 27Q (3452.709340 sec): 3 clusters Score: Raw -17502636.434627 + Penalty 3879.221696 = -17498757.212931 nChanged 52 SP:Iteration 28Q (3452.996090 sec): 3 clusters Score: Raw -17502644.168658 + Penalty 3879.221696 = -17498764.946961 nChanged 42 SP:Iteration 29Q (3453.243768 sec): 3 clusters Score: Raw -17502650.685586 + Penalty 3879.221696 = -17498771.463889 nChanged 35 SP:Iteration 30Q (3453.492682 sec): 3 clusters Score: Raw -17502655.869908 + Penalty 3879.221696 = -17498776.648212 nChanged 24 SP:Iteration 31Q (3453.738904 sec): 3 clusters Score: Raw -17502659.323687 + Penalty 3879.221696 = -17498780.101991 nChanged 24 SP:Iteration 32Q (3453.982021 sec): 3 clusters Score: Raw -17502662.751916 + Penalty 3879.221696 = -17498783.530220 nChanged 20 SP:Iteration 33Q (3454.226711 sec): 3 clusters Score: Raw -17502665.100796 + Penalty 3879.221696 = -17498785.879100 nChanged 13 SP:Iteration 34Q (3454.463220 sec): 3 clusters Score: Raw -17502667.011731 + Penalty 3879.221696 = -17498787.790035 nChanged 13 SP:Iteration 35Q (3454.698293 sec): 3 clusters Score: Raw -17502668.664232 + Penalty 3879.221696 = -17498789.442536 nChanged 16 SP:Iteration 36Q (3454.922982 sec): 3 clusters Score: Raw -17502670.643805 + Penalty 3879.221696 = -17498791.422108 nChanged 13 SP:Iteration 37Q (3455.146225 sec): 3 clusters Score: Raw -17502672.368620 + Penalty 3879.221696 = -17498793.146924 nChanged 12 SP:Iteration 38Q (3455.395297 sec): 3 clusters Score: Raw -17502673.696977 + Penalty 3879.221696 = -17498794.475281 nChanged 13 SP:Iteration 39Q (3455.635058 sec): 3 clusters Score: Raw -17502675.918492 + Penalty 3879.221696 = -17498796.696795 nChanged 23 SP:Iteration 40F (3455.910012 sec): 3 clusters Score: Raw -17502680.482588 + Penalty 3879.221696 = -17498801.260892 nChanged 28 SP:Iteration 41Q (3456.158088 sec): 3 clusters Score: Raw -17502686.063510 + Penalty 3879.221696 = -17498806.841814 nChanged 28 SP:Iteration 42Q (3456.402226 sec): 3 clusters Score: Raw -17502690.609842 + Penalty 3879.221696 = -17498811.388145 nChanged 22 SP:Iteration 43Q (3456.658437 sec): 3 clusters Score: Raw -17502693.810104 + Penalty 3879.221696 = -17498814.588407 nChanged 25 SP:Iteration 44Q (3456.893542 sec): 3 clusters Score: Raw -17502697.525766 + Penalty 3879.221696 = -17498818.304070 nChanged 21 SP:Iteration 45Q (3457.123317 sec): 3 clusters Score: Raw -17502700.351729 + Penalty 3879.221696 = -17498821.130033 nChanged 19 SP:Iteration 46Q (3457.347740 sec): 3 clusters Score: Raw -17502702.455460 + Penalty 3879.221696 = -17498823.233764 nChanged 18 SP:Iteration 47Q (3457.577489 sec): 3 clusters Score: Raw -17502705.457548 + Penalty 3879.221696 = -17498826.235851 nChanged 20 SP:Iteration 48Q (3457.823837 sec): 3 clusters Score: Raw -17502707.796013 + Penalty 3879.221696 = -17498828.574316 nChanged 15 SP:Iteration 49Q (3458.068670 sec): 3 clusters Score: Raw -17502710.920146 + Penalty 3879.221696 = -17498831.698449 nChanged 22 SP:Iteration 50Q (3458.306127 sec): 3 clusters Score: Raw -17502714.047119 + Penalty 3879.221696 = -17498834.825423 nChanged 18 SP:Iteration 51Q (3458.548182 sec): 3 clusters Score: Raw -17502716.430868 + Penalty 3879.221696 = -17498837.209171 nChanged 21 SP:Iteration 52Q (3458.773641 sec): 3 clusters Score: Raw -17502719.056713 + Penalty 3879.221696 = -17498839.835017 nChanged 13 SP:Iteration 53Q (3459.000737 sec): 3 clusters Score: Raw -17502720.778500 + Penalty 3879.221696 = -17498841.556803 nChanged 9 SP:Iteration 54Q (3459.230945 sec): 3 clusters Score: Raw -17502721.929015 + Penalty 3879.221696 = -17498842.707318 nChanged 9 SP:Iteration 55Q (3459.457479 sec): 3 clusters Score: Raw -17502722.751030 + Penalty 3879.221696 = -17498843.529334 nChanged 5 SP:Iteration 56Q (3459.680860 sec): 3 clusters Score: Raw -17502723.426266 + Penalty 3879.221696 = -17498844.204570 nChanged 3 SP:Iteration 57Q (3459.899895 sec): 3 clusters Score: Raw -17502724.125151 + Penalty 3879.221696 = -17498844.903455 nChanged 5 SP:Iteration 58Q (3460.141731 sec): 3 clusters Score: Raw -17502724.726636 + Penalty 3879.221696 = -17498845.504939 nChanged 8 SP:Iteration 59Q (3460.378353 sec): 3 clusters Score: Raw -17502725.551271 + Penalty 3879.221696 = -17498846.329575 nChanged 5 SP:Iteration 60F (3460.682976 sec): 3 clusters Score: Raw -17502725.952079 + Penalty 3879.221696 = -17498846.730383 nChanged 7 SP:Iteration 61Q (3460.920411 sec): 3 clusters Score: Raw -17502726.576894 + Penalty 3879.221696 = -17498847.355198 nChanged 5 SP:Iteration 62Q (3461.171659 sec): 3 clusters Score: Raw -17502727.288811 + Penalty 3879.221696 = -17498848.067115 nChanged 4 SP:Iteration 63Q (3461.414026 sec): 3 clusters Score: Raw -17502727.696483 + Penalty 3879.221696 = -17498848.474787 nChanged 3 SP:Iteration 64Q (3461.657435 sec): 3 clusters Score: Raw -17502728.351252 + Penalty 3879.221696 = -17498849.129555 nChanged 3 SP:Iteration 65Q (3461.887744 sec): 3 clusters Score: Raw -17502728.584624 + Penalty 3879.221696 = -17498849.362928 nChanged 1 SP:Iteration 66Q (3462.109237 sec): 3 clusters Score: Raw -17502728.655599 + Penalty 3879.221696 = -17498849.433903 nChanged 1 SP:Iteration 67Q (3462.337727 sec): 3 clusters Score: Raw -17502728.691239 + Penalty 3879.221696 = -17498849.469542 nChanged 0 SP:Iteration 68F (3462.619952 sec): 3 clusters Score: Raw -17502728.691239 + Penalty 3879.221696 = -17498849.469542 nChanged 0 Trying to split cluster 14 (2058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3462.650174 sec): 2 clusters Score: Raw -220847.910295 + Penalty 1239.792111 = -219608.118183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3462.661620 sec): 3 clusters Score: Raw -219972.823448 + Penalty 2479.584223 = -217493.239225 nChanged 704 SP:Iteration 1F (3462.671909 sec): 3 clusters Score: Raw -220392.797650 + Penalty 2479.584223 = -217913.213427 nChanged 137 SP:Iteration 2F (3462.694770 sec): 3 clusters Score: Raw -220510.929474 + Penalty 2479.584223 = -218031.345251 nChanged 117 SP:Iteration 3F (3462.705382 sec): 3 clusters Score: Raw -220601.352813 + Penalty 2479.584223 = -218121.768590 nChanged 76 SP:Iteration 4Q (3462.715488 sec): 3 clusters Score: Raw -220657.930030 + Penalty 2479.584223 = -218178.345807 nChanged 70 SP:Iteration 5Q (3462.738426 sec): 3 clusters Score: Raw -220708.866472 + Penalty 2479.584223 = -218229.282249 nChanged 47 SP:Iteration 6Q (3462.749171 sec): 3 clusters Score: Raw -220739.010099 + Penalty 2479.584223 = -218259.425876 nChanged 44 SP:Iteration 7Q (3462.759372 sec): 3 clusters Score: Raw -220767.197842 + Penalty 2479.584223 = -218287.613619 nChanged 38 SP:Iteration 8Q (3462.781573 sec): 3 clusters Score: Raw -220790.248574 + Penalty 2479.584223 = -218310.664352 nChanged 33 SP:Iteration 9Q (3462.800258 sec): 3 clusters Score: Raw -220811.420055 + Penalty 2479.584223 = -218331.835832 nChanged 34 SP:Iteration 10Q (3462.810809 sec): 3 clusters Score: Raw -220830.546648 + Penalty 2479.584223 = -218350.962425 nChanged 27 SP:Iteration 11Q (3462.820907 sec): 3 clusters Score: Raw -220846.311506 + Penalty 2479.584223 = -218366.727283 nChanged 33 SP:Iteration 12Q (3462.831016 sec): 3 clusters Score: Raw -220866.838197 + Penalty 2479.584223 = -218387.253974 nChanged 23 SP:Iteration 13Q (3462.853018 sec): 3 clusters Score: Raw -220878.697422 + Penalty 2479.584223 = -218399.113199 nChanged 19 SP:Iteration 14Q (3462.880986 sec): 3 clusters Score: Raw -220890.535358 + Penalty 2479.584223 = -218410.951136 nChanged 21 SP:Iteration 15Q (3462.891598 sec): 3 clusters Score: Raw -220901.103933 + Penalty 2479.584223 = -218421.519710 nChanged 18 SP:Iteration 16Q (3462.901692 sec): 3 clusters Score: Raw -220915.652248 + Penalty 2479.584223 = -218436.068026 nChanged 24 SP:Iteration 17Q (3462.911799 sec): 3 clusters Score: Raw -220935.359986 + Penalty 2479.584223 = -218455.775763 nChanged 28 SP:Iteration 18Q (3462.921947 sec): 3 clusters Score: Raw -220964.559217 + Penalty 2479.584223 = -218484.974994 nChanged 30 SP:Iteration 19Q (3462.932005 sec): 3 clusters Score: Raw -220992.366414 + Penalty 2479.584223 = -218512.782191 nChanged 29 SP:Iteration 20F (3462.942079 sec): 3 clusters Score: Raw -221014.588864 + Penalty 2479.584223 = -218535.004641 nChanged 24 SP:Iteration 21Q (3462.989859 sec): 3 clusters Score: Raw -221034.703893 + Penalty 2479.584223 = -218555.119670 nChanged 30 SP:Iteration 22Q (3463.047292 sec): 3 clusters Score: Raw -221055.181145 + Penalty 2479.584223 = -218575.596923 nChanged 25 SP:Iteration 23Q (3463.098867 sec): 3 clusters Score: Raw -221071.674466 + Penalty 2479.584223 = -218592.090244 nChanged 16 SP:Iteration 24Q (3463.149198 sec): 3 clusters Score: Raw -221083.782749 + Penalty 2479.584223 = -218604.198526 nChanged 11 SP:Iteration 25Q (3463.198413 sec): 3 clusters Score: Raw -221089.407909 + Penalty 2479.584223 = -218609.823686 nChanged 6 SP:Iteration 26Q (3463.247125 sec): 3 clusters Score: Raw -221093.208202 + Penalty 2479.584223 = -218613.623979 nChanged 6 SP:Iteration 27Q (3463.285652 sec): 3 clusters Score: Raw -221096.799320 + Penalty 2479.584223 = -218617.215097 nChanged 6 SP:Iteration 28Q (3463.340567 sec): 3 clusters Score: Raw -221100.152589 + Penalty 2479.584223 = -218620.568366 nChanged 8 SP:Iteration 29Q (3463.391349 sec): 3 clusters Score: Raw -221103.801294 + Penalty 2479.584223 = -218624.217072 nChanged 8 SP:Iteration 30Q (3463.438877 sec): 3 clusters Score: Raw -221106.050773 + Penalty 2479.584223 = -218626.466550 nChanged 3 SP:Iteration 31Q (3463.478839 sec): 3 clusters Score: Raw -221107.007679 + Penalty 2479.584223 = -218627.423457 nChanged 1 SP:Iteration 32Q (3463.525126 sec): 3 clusters Score: Raw -221107.470118 + Penalty 2479.584223 = -218627.885895 nChanged 0 SP:Iteration 33F (3463.573956 sec): 3 clusters Score: Raw -221107.470118 + Penalty 2479.584223 = -218627.885895 nChanged 0 Trying to split cluster 15 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.598986 sec): 2 clusters Score: Raw -52638.184924 + Penalty 1039.230010 = -51598.954914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.644326 sec): 3 clusters Score: Raw -52687.093665 + Penalty 2078.460019 = -50608.633646 nChanged 190 SP:Iteration 1F (3463.692203 sec): 3 clusters Score: Raw -53074.851357 + Penalty 2078.460019 = -50996.391338 nChanged 58 SP:Iteration 2F (3463.742328 sec): 3 clusters Score: Raw -53312.307265 + Penalty 2078.460019 = -51233.847245 nChanged 49 SP:Iteration 3F (3463.787216 sec): 3 clusters Score: Raw -53499.765223 + Penalty 2078.460019 = -51421.305203 nChanged 29 SP:Iteration 4Q (3463.835197 sec): 3 clusters Score: Raw -53700.013186 + Penalty 2078.460019 = -51621.553166 nChanged 23 SP:Iteration 5Q (3463.879717 sec): 3 clusters Score: Raw -53747.572648 + Penalty 2078.460019 = -51669.112629 nChanged 15 SP:Iteration 6Q (3463.921274 sec): 3 clusters Score: Raw -53772.409320 + Penalty 2078.460019 = -51693.949300 nChanged 10 SP:Iteration 7Q (3463.955249 sec): 3 clusters Score: Raw -53790.658966 + Penalty 2078.460019 = -51712.198947 nChanged 11 SP:Iteration 8Q (3464.007313 sec): 3 clusters Score: Raw -53805.104193 + Penalty 2078.460019 = -51726.644174 nChanged 14 SP:Iteration 9Q (3464.042505 sec): 3 clusters Score: Raw -53820.366557 + Penalty 2078.460019 = -51741.906537 nChanged 18 SP:Iteration 10Q (3464.093776 sec): 3 clusters Score: Raw -53844.449647 + Penalty 2078.460019 = -51765.989628 nChanged 18 SP:Iteration 11Q (3464.135392 sec): 3 clusters Score: Raw -53869.323608 + Penalty 2078.460019 = -51790.863589 nChanged 17 SP:Iteration 12Q (3464.173359 sec): 3 clusters Score: Raw -53892.062408 + Penalty 2078.460019 = -51813.602389 nChanged 15 SP:Iteration 13Q (3464.217412 sec): 3 clusters Score: Raw -53905.998826 + Penalty 2078.460019 = -51827.538806 nChanged 10 SP:Iteration 14Q (3464.262462 sec): 3 clusters Score: Raw -53916.163010 + Penalty 2078.460019 = -51837.702991 nChanged 8 SP:Iteration 15Q (3464.306426 sec): 3 clusters Score: Raw -53923.978171 + Penalty 2078.460019 = -51845.518151 nChanged 2 SP:Iteration 16Q (3464.346437 sec): 3 clusters Score: Raw -53924.811232 + Penalty 2078.460019 = -51846.351212 nChanged 3 SP:Iteration 17Q (3464.395809 sec): 3 clusters Score: Raw -53927.024331 + Penalty 2078.460019 = -51848.564312 nChanged 3 SP:Iteration 18Q (3464.439580 sec): 3 clusters Score: Raw -53929.661692 + Penalty 2078.460019 = -51851.201672 nChanged 4 SP:Iteration 19Q (3464.482295 sec): 3 clusters Score: Raw -53937.713068 + Penalty 2078.460019 = -51859.253049 nChanged 4 SP:Iteration 20F (3464.517206 sec): 3 clusters Score: Raw -53945.555349 + Penalty 2078.460019 = -51867.095330 nChanged 4 SP:Iteration 21Q (3464.547816 sec): 3 clusters Score: Raw -53959.564623 + Penalty 2078.460019 = -51881.104604 nChanged 2 SP:Iteration 22Q (3464.578235 sec): 3 clusters Score: Raw -53962.580547 + Penalty 2078.460019 = -51884.120528 nChanged 3 SP:Iteration 23Q (3464.608646 sec): 3 clusters Score: Raw -53970.365226 + Penalty 2078.460019 = -51891.905206 nChanged 3 SP:Iteration 24Q (3464.650104 sec): 3 clusters Score: Raw -53973.766713 + Penalty 2078.460019 = -51895.306694 nChanged 2 SP:Iteration 25Q (3464.700536 sec): 3 clusters Score: Raw -53980.970124 + Penalty 2078.460019 = -51902.510105 nChanged 3 SP:Iteration 26Q (3464.747012 sec): 3 clusters Score: Raw -53985.798990 + Penalty 2078.460019 = -51907.338970 nChanged 4 SP:Iteration 27Q (3464.796483 sec): 3 clusters Score: Raw -53989.921256 + Penalty 2078.460019 = -51911.461237 nChanged 1 SP:Iteration 28Q (3464.842764 sec): 3 clusters Score: Raw -53990.885333 + Penalty 2078.460019 = -51912.425314 nChanged 0 SP:Iteration 29F (3464.891382 sec): 3 clusters Score: Raw -53990.885333 + Penalty 2078.460019 = -51912.425314 nChanged 0 Score: Raw -82180587.535950 + Penalty 59338.187369 = -82121249.348581 Splitting cluster 15 changes total score from -82120735.990207 to -82121249.348581 So it's getting split into cluster 27. Trying to split cluster 16 (66741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3477.267104 sec): 2 clusters Score: Raw -7650353.235984 + Penalty 1805.143395 = -7648548.092589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3477.426736 sec): 3 clusters Score: Raw -7607417.555859 + Penalty 3610.286789 = -7603807.269070 nChanged 31650 SP:Iteration 1F (3477.582287 sec): 3 clusters Score: Raw -7625891.428390 + Penalty 3610.286789 = -7622281.141601 nChanged 3052 SP:Iteration 2Q (3477.719610 sec): 3 clusters Score: Raw -7627089.170975 + Penalty 3610.286789 = -7623478.884186 nChanged 3396 SP:Iteration 3F (3477.867529 sec): 3 clusters Score: Raw -7628720.273126 + Penalty 3610.286789 = -7625109.986337 nChanged 3889 SP:Iteration 4F (3478.018212 sec): 3 clusters Score: Raw -7630857.534475 + Penalty 3610.286789 = -7627247.247686 nChanged 4204 SP:Iteration 5F (3478.158271 sec): 3 clusters Score: Raw -7633366.845736 + Penalty 3610.286789 = -7629756.558947 nChanged 4185 SP:Iteration 6F (3478.305639 sec): 3 clusters Score: Raw -7635876.916123 + Penalty 3610.286789 = -7632266.629334 nChanged 3938 SP:Iteration 7F (3478.438757 sec): 3 clusters Score: Raw -7638168.059523 + Penalty 3610.286789 = -7634557.772734 nChanged 3420 SP:Iteration 8F (3478.581809 sec): 3 clusters Score: Raw -7640102.070683 + Penalty 3610.286789 = -7636491.783894 nChanged 2950 SP:Iteration 9Q (3478.735581 sec): 3 clusters Score: Raw -7641714.213900 + Penalty 3610.286789 = -7638103.927111 nChanged 2483 SP:Iteration 10Q (3478.894856 sec): 3 clusters Score: Raw -7642989.039256 + Penalty 3610.286789 = -7639378.752466 nChanged 2037 SP:Iteration 11Q (3479.062007 sec): 3 clusters Score: Raw -7643971.992439 + Penalty 3610.286789 = -7640361.705650 nChanged 1578 SP:Iteration 12Q (3479.207981 sec): 3 clusters Score: Raw -7644599.613937 + Penalty 3610.286789 = -7640989.327148 nChanged 1237 SP:Iteration 13Q (3479.365468 sec): 3 clusters Score: Raw -7645046.126656 + Penalty 3610.286789 = -7641435.839867 nChanged 1057 SP:Iteration 14Q (3479.525899 sec): 3 clusters Score: Raw -7645430.382166 + Penalty 3610.286789 = -7641820.095377 nChanged 991 SP:Iteration 15Q (3479.679565 sec): 3 clusters Score: Raw -7645818.643822 + Penalty 3610.286789 = -7642208.357033 nChanged 984 SP:Iteration 16Q (3479.846226 sec): 3 clusters Score: Raw -7646215.975991 + Penalty 3610.286789 = -7642605.689202 nChanged 957 SP:Iteration 17Q (3480.000775 sec): 3 clusters Score: Raw -7646616.446284 + Penalty 3610.286789 = -7643006.159495 nChanged 951 SP:Iteration 18Q (3480.147987 sec): 3 clusters Score: Raw -7647017.610434 + Penalty 3610.286789 = -7643407.323645 nChanged 907 SP:Iteration 19Q (3480.301054 sec): 3 clusters Score: Raw -7647418.122730 + Penalty 3610.286789 = -7643807.835941 nChanged 939 SP:Iteration 20F (3480.451343 sec): 3 clusters Score: Raw -7647842.297760 + Penalty 3610.286789 = -7644232.010971 nChanged 883 SP:Iteration 21Q (3480.587517 sec): 3 clusters Score: Raw -7648245.995991 + Penalty 3610.286789 = -7644635.709202 nChanged 815 SP:Iteration 22Q (3480.728898 sec): 3 clusters Score: Raw -7648572.653131 + Penalty 3610.286789 = -7644962.366342 nChanged 766 SP:Iteration 23Q (3480.870293 sec): 3 clusters Score: Raw -7648857.551110 + Penalty 3610.286789 = -7645247.264321 nChanged 673 SP:Iteration 24Q (3481.012762 sec): 3 clusters Score: Raw -7649075.355193 + Penalty 3610.286789 = -7645465.068404 nChanged 562 SP:Iteration 25Q (3481.154194 sec): 3 clusters Score: Raw -7649237.281194 + Penalty 3610.286789 = -7645626.994405 nChanged 482 SP:Iteration 26Q (3481.278873 sec): 3 clusters Score: Raw -7649360.502058 + Penalty 3610.286789 = -7645750.215269 nChanged 432 SP:Iteration 27Q (3481.436678 sec): 3 clusters Score: Raw -7649459.345276 + Penalty 3610.286789 = -7645849.058487 nChanged 427 SP:Iteration 28Q (3481.555016 sec): 3 clusters Score: Raw -7649549.940809 + Penalty 3610.286789 = -7645939.654020 nChanged 386 SP:Iteration 29Q (3481.707133 sec): 3 clusters Score: Raw -7649628.274945 + Penalty 3610.286789 = -7646017.988156 nChanged 322 SP:Iteration 30Q (3481.850205 sec): 3 clusters Score: Raw -7649683.422915 + Penalty 3610.286789 = -7646073.136126 nChanged 296 SP:Iteration 31Q (3482.005776 sec): 3 clusters Score: Raw -7649732.305718 + Penalty 3610.286789 = -7646122.018929 nChanged 282 SP:Iteration 32Q (3482.142929 sec): 3 clusters Score: Raw -7649777.486758 + Penalty 3610.286789 = -7646167.199969 nChanged 257 SP:Iteration 33Q (3482.280837 sec): 3 clusters Score: Raw -7649824.492479 + Penalty 3610.286789 = -7646214.205690 nChanged 248 SP:Iteration 34Q (3482.430240 sec): 3 clusters Score: Raw -7649870.769815 + Penalty 3610.286789 = -7646260.483026 nChanged 229 SP:Iteration 35Q (3482.584472 sec): 3 clusters Score: Raw -7649911.931254 + Penalty 3610.286789 = -7646301.644465 nChanged 231 SP:Iteration 36Q (3482.734816 sec): 3 clusters Score: Raw -7649953.222599 + Penalty 3610.286789 = -7646342.935810 nChanged 230 SP:Iteration 37Q (3482.873092 sec): 3 clusters Score: Raw -7649993.712598 + Penalty 3610.286789 = -7646383.425809 nChanged 214 SP:Iteration 38Q (3483.016906 sec): 3 clusters Score: Raw -7650028.043688 + Penalty 3610.286789 = -7646417.756899 nChanged 193 SP:Iteration 39Q (3483.146826 sec): 3 clusters Score: Raw -7650056.092369 + Penalty 3610.286789 = -7646445.805580 nChanged 179 SP:Iteration 40F (3483.292869 sec): 3 clusters Score: Raw -7650080.130223 + Penalty 3610.286789 = -7646469.843434 nChanged 168 SP:Iteration 41Q (3483.437402 sec): 3 clusters Score: Raw -7650103.145162 + Penalty 3610.286789 = -7646492.858373 nChanged 161 SP:Iteration 42Q (3483.563767 sec): 3 clusters Score: Raw -7650122.922623 + Penalty 3610.286789 = -7646512.635834 nChanged 157 SP:Iteration 43Q (3483.699536 sec): 3 clusters Score: Raw -7650142.014502 + Penalty 3610.286789 = -7646531.727712 nChanged 136 SP:Iteration 44Q (3483.836590 sec): 3 clusters Score: Raw -7650158.412797 + Penalty 3610.286789 = -7646548.126008 nChanged 145 SP:Iteration 45Q (3483.974451 sec): 3 clusters Score: Raw -7650177.397599 + Penalty 3610.286789 = -7646567.110810 nChanged 146 SP:Iteration 46Q (3484.112791 sec): 3 clusters Score: Raw -7650195.099237 + Penalty 3610.286789 = -7646584.812448 nChanged 147 SP:Iteration 47Q (3484.252738 sec): 3 clusters Score: Raw -7650213.418198 + Penalty 3610.286789 = -7646603.131409 nChanged 144 SP:Iteration 48Q (3484.397065 sec): 3 clusters Score: Raw -7650230.872093 + Penalty 3610.286789 = -7646620.585304 nChanged 143 SP:Iteration 49Q (3484.512322 sec): 3 clusters Score: Raw -7650247.416664 + Penalty 3610.286789 = -7646637.129875 nChanged 123 SP:Iteration 50Q (3484.664038 sec): 3 clusters Score: Raw -7650262.498308 + Penalty 3610.286789 = -7646652.211518 nChanged 111 SP:Iteration 51Q (3484.801800 sec): 3 clusters Score: Raw -7650275.219691 + Penalty 3610.286789 = -7646664.932901 nChanged 103 SP:Iteration 52Q (3484.933292 sec): 3 clusters Score: Raw -7650287.260638 + Penalty 3610.286789 = -7646676.973849 nChanged 111 SP:Iteration 53Q (3485.073825 sec): 3 clusters Score: Raw -7650299.960434 + Penalty 3610.286789 = -7646689.673645 nChanged 96 SP:Iteration 54Q (3485.210269 sec): 3 clusters Score: Raw -7650309.911502 + Penalty 3610.286789 = -7646699.624713 nChanged 80 SP:Iteration 55Q (3485.355515 sec): 3 clusters Score: Raw -7650319.524292 + Penalty 3610.286789 = -7646709.237503 nChanged 74 SP:Iteration 56Q (3485.491515 sec): 3 clusters Score: Raw -7650327.272129 + Penalty 3610.286789 = -7646716.985340 nChanged 104 SP:Iteration 57Q (3485.633970 sec): 3 clusters Score: Raw -7650339.420863 + Penalty 3610.286789 = -7646729.134074 nChanged 108 SP:Iteration 58Q (3485.780103 sec): 3 clusters Score: Raw -7650351.113290 + Penalty 3610.286789 = -7646740.826501 nChanged 94 SP:Iteration 59Q (3485.914682 sec): 3 clusters Score: Raw -7650361.902767 + Penalty 3610.286789 = -7646751.615978 nChanged 96 SP:Iteration 60F (3486.067299 sec): 3 clusters Score: Raw -7650372.702574 + Penalty 3610.286789 = -7646762.415785 nChanged 101 SP:Iteration 61Q (3486.204545 sec): 3 clusters Score: Raw -7650385.496651 + Penalty 3610.286789 = -7646775.209862 nChanged 107 SP:Iteration 62Q (3486.333076 sec): 3 clusters Score: Raw -7650398.564047 + Penalty 3610.286789 = -7646788.277257 nChanged 105 SP:Iteration 63Q (3486.460156 sec): 3 clusters Score: Raw -7650412.960280 + Penalty 3610.286789 = -7646802.673491 nChanged 121 SP:Iteration 64Q (3486.590392 sec): 3 clusters Score: Raw -7650430.937097 + Penalty 3610.286789 = -7646820.650308 nChanged 137 SP:Iteration 65Q (3486.715782 sec): 3 clusters Score: Raw -7650450.434948 + Penalty 3610.286789 = -7646840.148158 nChanged 124 SP:Iteration 66Q (3486.827990 sec): 3 clusters Score: Raw -7650468.690998 + Penalty 3610.286789 = -7646858.404209 nChanged 119 SP:Iteration 67Q (3486.962915 sec): 3 clusters Score: Raw -7650487.627859 + Penalty 3610.286789 = -7646877.341070 nChanged 110 SP:Iteration 68Q (3487.114734 sec): 3 clusters Score: Raw -7650505.145440 + Penalty 3610.286789 = -7646894.858650 nChanged 102 SP:Iteration 69Q (3487.245148 sec): 3 clusters Score: Raw -7650519.709116 + Penalty 3610.286789 = -7646909.422327 nChanged 89 SP:Iteration 70Q (3487.395029 sec): 3 clusters Score: Raw -7650531.126914 + Penalty 3610.286789 = -7646920.840125 nChanged 93 SP:Iteration 71Q (3487.538383 sec): 3 clusters Score: Raw -7650545.363037 + Penalty 3610.286789 = -7646935.076247 nChanged 102 SP:Iteration 72Q (3487.671795 sec): 3 clusters Score: Raw -7650560.326139 + Penalty 3610.286789 = -7646950.039350 nChanged 116 SP:Iteration 73Q (3487.820542 sec): 3 clusters Score: Raw -7650578.380258 + Penalty 3610.286789 = -7646968.093469 nChanged 107 SP:Iteration 74Q (3487.951186 sec): 3 clusters Score: Raw -7650595.243097 + Penalty 3610.286789 = -7646984.956308 nChanged 113 SP:Iteration 75Q (3488.087680 sec): 3 clusters Score: Raw -7650614.677605 + Penalty 3610.286789 = -7647004.390816 nChanged 124 SP:Iteration 76Q (3488.227852 sec): 3 clusters Score: Raw -7650636.252283 + Penalty 3610.286789 = -7647025.965494 nChanged 124 SP:Iteration 77Q (3488.357876 sec): 3 clusters Score: Raw -7650661.624349 + Penalty 3610.286789 = -7647051.337559 nChanged 111 SP:Iteration 78Q (3488.490569 sec): 3 clusters Score: Raw -7650685.994827 + Penalty 3610.286789 = -7647075.708038 nChanged 125 SP:Iteration 79Q (3488.608722 sec): 3 clusters Score: Raw -7650711.895006 + Penalty 3610.286789 = -7647101.608217 nChanged 114 SP:Iteration 80F (3488.752823 sec): 3 clusters Score: Raw -7650733.892100 + Penalty 3610.286789 = -7647123.605311 nChanged 110 SP:Iteration 81Q (3488.885241 sec): 3 clusters Score: Raw -7650757.800379 + Penalty 3610.286789 = -7647147.513590 nChanged 108 SP:Iteration 82Q (3489.013945 sec): 3 clusters Score: Raw -7650780.319653 + Penalty 3610.286789 = -7647170.032864 nChanged 113 SP:Iteration 83Q (3489.146786 sec): 3 clusters Score: Raw -7650805.871279 + Penalty 3610.286789 = -7647195.584490 nChanged 99 SP:Iteration 84Q (3489.262501 sec): 3 clusters Score: Raw -7650825.901941 + Penalty 3610.286789 = -7647215.615151 nChanged 109 SP:Iteration 85Q (3489.410134 sec): 3 clusters Score: Raw -7650845.171213 + Penalty 3610.286789 = -7647234.884424 nChanged 95 SP:Iteration 86Q (3489.543635 sec): 3 clusters Score: Raw -7650861.812472 + Penalty 3610.286789 = -7647251.525683 nChanged 88 SP:Iteration 87Q (3489.690130 sec): 3 clusters Score: Raw -7650882.387423 + Penalty 3610.286789 = -7647272.100634 nChanged 110 SP:Iteration 88Q (3489.834846 sec): 3 clusters Score: Raw -7650907.854012 + Penalty 3610.286789 = -7647297.567222 nChanged 114 SP:Iteration 89Q (3489.968267 sec): 3 clusters Score: Raw -7650931.319231 + Penalty 3610.286789 = -7647321.032442 nChanged 85 SP:Iteration 90Q (3490.107256 sec): 3 clusters Score: Raw -7650947.060683 + Penalty 3610.286789 = -7647336.773894 nChanged 72 SP:Iteration 91Q (3490.249908 sec): 3 clusters Score: Raw -7650960.504710 + Penalty 3610.286789 = -7647350.217921 nChanged 70 SP:Iteration 92Q (3490.392868 sec): 3 clusters Score: Raw -7650972.460207 + Penalty 3610.286789 = -7647362.173418 nChanged 56 SP:Iteration 93Q (3490.529802 sec): 3 clusters Score: Raw -7650979.700508 + Penalty 3610.286789 = -7647369.413719 nChanged 59 SP:Iteration 94Q (3490.659612 sec): 3 clusters Score: Raw -7650988.257062 + Penalty 3610.286789 = -7647377.970273 nChanged 57 SP:Iteration 95Q (3490.795301 sec): 3 clusters Score: Raw -7650997.823829 + Penalty 3610.286789 = -7647387.537039 nChanged 71 SP:Iteration 96Q (3490.929937 sec): 3 clusters Score: Raw -7651009.253816 + Penalty 3610.286789 = -7647398.967027 nChanged 58 SP:Iteration 97Q (3491.067474 sec): 3 clusters Score: Raw -7651018.671578 + Penalty 3610.286789 = -7647408.384789 nChanged 61 SP:Iteration 98Q (3491.200694 sec): 3 clusters Score: Raw -7651026.936186 + Penalty 3610.286789 = -7647416.649397 nChanged 55 SP:Iteration 99Q (3491.333956 sec): 3 clusters Score: Raw -7651034.669031 + Penalty 3610.286789 = -7647424.382242 nChanged 57 SP:Iteration 100F (3491.479549 sec): 3 clusters Score: Raw -7651043.213308 + Penalty 3610.286789 = -7647432.926519 nChanged 50 SP:Iteration 101Q (3491.616070 sec): 3 clusters Score: Raw -7651050.076132 + Penalty 3610.286789 = -7647439.789343 nChanged 46 SP:Iteration 102Q (3491.760312 sec): 3 clusters Score: Raw -7651054.897486 + Penalty 3610.286789 = -7647444.610697 nChanged 35 SP:Iteration 103Q (3491.875452 sec): 3 clusters Score: Raw -7651058.334427 + Penalty 3610.286789 = -7647448.047638 nChanged 29 SP:Iteration 104Q (3492.013843 sec): 3 clusters Score: Raw -7651061.169160 + Penalty 3610.286789 = -7647450.882371 nChanged 24 SP:Iteration 105Q (3492.147230 sec): 3 clusters Score: Raw -7651063.245096 + Penalty 3610.286789 = -7647452.958306 nChanged 29 SP:Iteration 106Q (3492.274127 sec): 3 clusters Score: Raw -7651066.002387 + Penalty 3610.286789 = -7647455.715598 nChanged 36 SP:Iteration 107Q (3492.406493 sec): 3 clusters Score: Raw -7651069.861915 + Penalty 3610.286789 = -7647459.575126 nChanged 24 SP:Iteration 108Q (3492.514208 sec): 3 clusters Score: Raw -7651072.673808 + Penalty 3610.286789 = -7647462.387019 nChanged 24 SP:Iteration 109Q (3492.649822 sec): 3 clusters Score: Raw -7651075.418154 + Penalty 3610.286789 = -7647465.131365 nChanged 18 SP:Iteration 110Q (3492.783986 sec): 3 clusters Score: Raw -7651077.302721 + Penalty 3610.286789 = -7647467.015932 nChanged 25 SP:Iteration 111Q (3492.913286 sec): 3 clusters Score: Raw -7651080.593852 + Penalty 3610.286789 = -7647470.307063 nChanged 26 SP:Iteration 112Q (3493.052234 sec): 3 clusters Score: Raw -7651084.111074 + Penalty 3610.286789 = -7647473.824285 nChanged 24 SP:Iteration 113Q (3493.180188 sec): 3 clusters Score: Raw -7651087.283579 + Penalty 3610.286789 = -7647476.996790 nChanged 23 SP:Iteration 114Q (3493.282168 sec): 3 clusters Score: Raw -7651089.550365 + Penalty 3610.286789 = -7647479.263576 nChanged 13 SP:Iteration 115Q (3493.411468 sec): 3 clusters Score: Raw -7651090.783052 + Penalty 3610.286789 = -7647480.496263 nChanged 7 SP:Iteration 116Q (3493.527876 sec): 3 clusters Score: Raw -7651091.329882 + Penalty 3610.286789 = -7647481.043092 nChanged 5 SP:Iteration 117Q (3493.659654 sec): 3 clusters Score: Raw -7651091.703755 + Penalty 3610.286789 = -7647481.416966 nChanged 6 SP:Iteration 118Q (3493.793606 sec): 3 clusters Score: Raw -7651092.312022 + Penalty 3610.286789 = -7647482.025233 nChanged 8 SP:Iteration 119Q (3493.894693 sec): 3 clusters Score: Raw -7651093.595732 + Penalty 3610.286789 = -7647483.308943 nChanged 6 SP:Iteration 120F (3494.033672 sec): 3 clusters Score: Raw -7651094.416576 + Penalty 3610.286789 = -7647484.129787 nChanged 6 SP:Iteration 121Q (3494.149317 sec): 3 clusters Score: Raw -7651095.145931 + Penalty 3610.286789 = -7647484.859142 nChanged 11 SP:Iteration 122Q (3494.277959 sec): 3 clusters Score: Raw -7651096.028438 + Penalty 3610.286789 = -7647485.741649 nChanged 5 SP:Iteration 123Q (3494.401777 sec): 3 clusters Score: Raw -7651096.359265 + Penalty 3610.286789 = -7647486.072476 nChanged 1 SP:Iteration 124Q (3494.531660 sec): 3 clusters Score: Raw -7651096.524750 + Penalty 3610.286789 = -7647486.237961 nChanged 6 SP:Iteration 125Q (3494.661601 sec): 3 clusters Score: Raw -7651097.048922 + Penalty 3610.286789 = -7647486.762133 nChanged 5 SP:Iteration 126Q (3494.761373 sec): 3 clusters Score: Raw -7651097.355833 + Penalty 3610.286789 = -7647487.069044 nChanged 3 SP:Iteration 127Q (3494.859262 sec): 3 clusters Score: Raw -7651097.647398 + Penalty 3610.286789 = -7647487.360609 nChanged 2 SP:Iteration 128Q (3494.988098 sec): 3 clusters Score: Raw -7651097.794991 + Penalty 3610.286789 = -7647487.508202 nChanged 3 SP:Iteration 129Q (3495.113767 sec): 3 clusters Score: Raw -7651097.966214 + Penalty 3610.286789 = -7647487.679425 nChanged 2 SP:Iteration 130Q (3495.242644 sec): 3 clusters Score: Raw -7651098.128653 + Penalty 3610.286789 = -7647487.841864 nChanged 3 SP:Iteration 131Q (3495.368306 sec): 3 clusters Score: Raw -7651098.375300 + Penalty 3610.286789 = -7647488.088511 nChanged 1 SP:Iteration 132Q (3495.500006 sec): 3 clusters Score: Raw -7651098.434487 + Penalty 3610.286789 = -7647488.147698 nChanged 1 SP:Iteration 133Q (3495.638615 sec): 3 clusters Score: Raw -7651098.477670 + Penalty 3610.286789 = -7647488.190880 nChanged 1 SP:Iteration 134Q (3495.777173 sec): 3 clusters Score: Raw -7651098.662503 + Penalty 3610.286789 = -7647488.375714 nChanged 2 SP:Iteration 135Q (3495.888885 sec): 3 clusters Score: Raw -7651098.858193 + Penalty 3610.286789 = -7647488.571404 nChanged 1 SP:Iteration 136Q (3496.017939 sec): 3 clusters Score: Raw -7651098.977791 + Penalty 3610.286789 = -7647488.691002 nChanged 1 SP:Iteration 137Q (3496.146133 sec): 3 clusters Score: Raw -7651099.116248 + Penalty 3610.286789 = -7647488.829459 nChanged 0 SP:Iteration 138F (3496.304627 sec): 3 clusters Score: Raw -7651099.116248 + Penalty 3610.286789 = -7647488.829459 nChanged 0 Trying to split cluster 17 (6430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3496.333028 sec): 2 clusters Score: Raw -649460.257495 + Penalty 1424.918595 = -648035.338899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3496.403350 sec): 3 clusters Score: Raw -646029.009330 + Penalty 2849.837191 = -643179.172139 nChanged 2715 SP:Iteration 1F (3496.451200 sec): 3 clusters Score: Raw -647840.500828 + Penalty 2849.837191 = -644990.663638 nChanged 571 SP:Iteration 2F (3496.508736 sec): 3 clusters Score: Raw -648418.598496 + Penalty 2849.837191 = -645568.761306 nChanged 574 SP:Iteration 3F (3496.551980 sec): 3 clusters Score: Raw -649041.483726 + Penalty 2849.837191 = -646191.646536 nChanged 540 SP:Iteration 4F (3496.610370 sec): 3 clusters Score: Raw -649588.825849 + Penalty 2849.837191 = -646738.988659 nChanged 460 SP:Iteration 5F (3496.653502 sec): 3 clusters Score: Raw -649974.872339 + Penalty 2849.837191 = -647125.035149 nChanged 349 SP:Iteration 6F (3496.695644 sec): 3 clusters Score: Raw -650222.899421 + Penalty 2849.837191 = -647373.062231 nChanged 272 SP:Iteration 7Q (3496.739235 sec): 3 clusters Score: Raw -650408.858629 + Penalty 2849.837191 = -647559.021439 nChanged 214 SP:Iteration 8Q (3496.790283 sec): 3 clusters Score: Raw -650535.305770 + Penalty 2849.837191 = -647685.468579 nChanged 169 SP:Iteration 9Q (3496.854166 sec): 3 clusters Score: Raw -650622.886999 + Penalty 2849.837191 = -647773.049808 nChanged 124 SP:Iteration 10Q (3496.894854 sec): 3 clusters Score: Raw -650685.638512 + Penalty 2849.837191 = -647835.801321 nChanged 102 SP:Iteration 11Q (3496.942005 sec): 3 clusters Score: Raw -650732.319623 + Penalty 2849.837191 = -647882.482432 nChanged 78 SP:Iteration 12Q (3496.992145 sec): 3 clusters Score: Raw -650768.930212 + Penalty 2849.837191 = -647919.093022 nChanged 55 SP:Iteration 13Q (3497.043826 sec): 3 clusters Score: Raw -650796.152061 + Penalty 2849.837191 = -647946.314870 nChanged 40 SP:Iteration 14Q (3497.110191 sec): 3 clusters Score: Raw -650814.787702 + Penalty 2849.837191 = -647964.950512 nChanged 28 SP:Iteration 15Q (3497.154757 sec): 3 clusters Score: Raw -650832.950989 + Penalty 2849.837191 = -647983.113799 nChanged 35 SP:Iteration 16Q (3497.214061 sec): 3 clusters Score: Raw -650859.175520 + Penalty 2849.837191 = -648009.338330 nChanged 35 SP:Iteration 17Q (3497.247102 sec): 3 clusters Score: Raw -650883.443491 + Penalty 2849.837191 = -648033.606300 nChanged 34 SP:Iteration 18Q (3497.299536 sec): 3 clusters Score: Raw -650918.905485 + Penalty 2849.837191 = -648069.068294 nChanged 47 SP:Iteration 19Q (3497.358587 sec): 3 clusters Score: Raw -650996.128873 + Penalty 2849.837191 = -648146.291683 nChanged 60 SP:Iteration 20F (3497.418105 sec): 3 clusters Score: Raw -651084.213114 + Penalty 2849.837191 = -648234.375924 nChanged 59 SP:Iteration 21Q (3497.481859 sec): 3 clusters Score: Raw -651184.607291 + Penalty 2849.837191 = -648334.770101 nChanged 72 SP:Iteration 22Q (3497.523327 sec): 3 clusters Score: Raw -651327.713056 + Penalty 2849.837191 = -648477.875866 nChanged 83 SP:Iteration 23Q (3497.568291 sec): 3 clusters Score: Raw -651615.537494 + Penalty 2849.837191 = -648765.700303 nChanged 111 SP:Iteration 24Q (3497.620672 sec): 3 clusters Score: Raw -651950.367501 + Penalty 2849.837191 = -649100.530310 nChanged 106 SP:Iteration 25Q (3497.672646 sec): 3 clusters Score: Raw -652195.581372 + Penalty 2849.837191 = -649345.744181 nChanged 84 SP:Iteration 26Q (3497.719804 sec): 3 clusters Score: Raw -652348.948290 + Penalty 2849.837191 = -649499.111099 nChanged 59 SP:Iteration 27Q (3497.764274 sec): 3 clusters Score: Raw -652458.650143 + Penalty 2849.837191 = -649608.812953 nChanged 61 SP:Iteration 28Q (3497.827237 sec): 3 clusters Score: Raw -652572.216705 + Penalty 2849.837191 = -649722.379514 nChanged 50 SP:Iteration 29Q (3497.873365 sec): 3 clusters Score: Raw -652672.945883 + Penalty 2849.837191 = -649823.108692 nChanged 36 SP:Iteration 30Q (3497.910300 sec): 3 clusters Score: Raw -652740.341765 + Penalty 2849.837191 = -649890.504574 nChanged 26 SP:Iteration 31Q (3497.966247 sec): 3 clusters Score: Raw -652783.386532 + Penalty 2849.837191 = -649933.549341 nChanged 25 SP:Iteration 32Q (3498.013512 sec): 3 clusters Score: Raw -652814.907896 + Penalty 2849.837191 = -649965.070705 nChanged 16 SP:Iteration 33Q (3498.058219 sec): 3 clusters Score: Raw -652833.651483 + Penalty 2849.837191 = -649983.814292 nChanged 8 SP:Iteration 34Q (3498.103761 sec): 3 clusters Score: Raw -652841.489837 + Penalty 2849.837191 = -649991.652646 nChanged 3 SP:Iteration 35Q (3498.151557 sec): 3 clusters Score: Raw -652844.621225 + Penalty 2849.837191 = -649994.784034 nChanged 2 SP:Iteration 36Q (3498.207794 sec): 3 clusters Score: Raw -652846.291205 + Penalty 2849.837191 = -649996.454014 nChanged 2 SP:Iteration 37Q (3498.249779 sec): 3 clusters Score: Raw -652847.869410 + Penalty 2849.837191 = -649998.032220 nChanged 0 SP:Iteration 38F (3498.317244 sec): 3 clusters Score: Raw -652847.869410 + Penalty 2849.837191 = -649998.032220 nChanged 0 Score: Raw -82183975.147866 + Penalty 61535.898012 = -82122439.249854 Splitting cluster 17 changes total score from -82120735.990207 to -82122439.249854 So it's getting split into cluster 28. Trying to split cluster 18 (6827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3511.041065 sec): 2 clusters Score: Raw -754415.909900 + Penalty 1434.654100 = -752981.255800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3511.068865 sec): 3 clusters Score: Raw -750760.162294 + Penalty 2869.308201 = -747890.854093 nChanged 2849 SP:Iteration 1F (3511.127388 sec): 3 clusters Score: Raw -752305.468749 + Penalty 2869.308201 = -749436.160549 nChanged 478 SP:Iteration 2F (3511.176449 sec): 3 clusters Score: Raw -752619.124963 + Penalty 2869.308201 = -749749.816762 nChanged 437 SP:Iteration 3F (3511.215543 sec): 3 clusters Score: Raw -752948.316615 + Penalty 2869.308201 = -750079.008414 nChanged 445 SP:Iteration 4F (3511.238870 sec): 3 clusters Score: Raw -753318.971291 + Penalty 2869.308201 = -750449.663090 nChanged 439 SP:Iteration 5F (3511.268324 sec): 3 clusters Score: Raw -753673.165733 + Penalty 2869.308201 = -750803.857532 nChanged 430 SP:Iteration 6F (3511.320991 sec): 3 clusters Score: Raw -754030.220205 + Penalty 2869.308201 = -751160.912004 nChanged 369 SP:Iteration 7F (3511.388561 sec): 3 clusters Score: Raw -754356.978498 + Penalty 2869.308201 = -751487.670298 nChanged 316 SP:Iteration 8Q (3511.431299 sec): 3 clusters Score: Raw -754615.743003 + Penalty 2869.308201 = -751746.434802 nChanged 241 SP:Iteration 9Q (3511.488740 sec): 3 clusters Score: Raw -754793.104554 + Penalty 2869.308201 = -751923.796353 nChanged 182 SP:Iteration 10Q (3511.536911 sec): 3 clusters Score: Raw -754891.854444 + Penalty 2869.308201 = -752022.546243 nChanged 133 SP:Iteration 11Q (3511.593281 sec): 3 clusters Score: Raw -754954.113184 + Penalty 2869.308201 = -752084.804984 nChanged 100 SP:Iteration 12Q (3511.639973 sec): 3 clusters Score: Raw -755001.491811 + Penalty 2869.308201 = -752132.183610 nChanged 91 SP:Iteration 13Q (3511.686647 sec): 3 clusters Score: Raw -755039.395771 + Penalty 2869.308201 = -752170.087571 nChanged 70 SP:Iteration 14Q (3511.744768 sec): 3 clusters Score: Raw -755067.170311 + Penalty 2869.308201 = -752197.862110 nChanged 67 SP:Iteration 15Q (3511.806907 sec): 3 clusters Score: Raw -755090.963467 + Penalty 2869.308201 = -752221.655266 nChanged 61 SP:Iteration 16Q (3511.868554 sec): 3 clusters Score: Raw -755110.433069 + Penalty 2869.308201 = -752241.124868 nChanged 63 SP:Iteration 17Q (3511.917462 sec): 3 clusters Score: Raw -755132.499670 + Penalty 2869.308201 = -752263.191470 nChanged 51 SP:Iteration 18Q (3511.975200 sec): 3 clusters Score: Raw -755149.540019 + Penalty 2869.308201 = -752280.231819 nChanged 51 SP:Iteration 19Q (3512.031138 sec): 3 clusters Score: Raw -755168.405889 + Penalty 2869.308201 = -752299.097688 nChanged 47 SP:Iteration 20F (3512.100909 sec): 3 clusters Score: Raw -755192.552219 + Penalty 2869.308201 = -752323.244018 nChanged 50 SP:Iteration 21Q (3512.147955 sec): 3 clusters Score: Raw -755221.967241 + Penalty 2869.308201 = -752352.659040 nChanged 57 SP:Iteration 22Q (3512.206225 sec): 3 clusters Score: Raw -755246.945388 + Penalty 2869.308201 = -752377.637187 nChanged 58 SP:Iteration 23Q (3512.276834 sec): 3 clusters Score: Raw -755265.189888 + Penalty 2869.308201 = -752395.881687 nChanged 49 SP:Iteration 24Q (3512.320435 sec): 3 clusters Score: Raw -755285.318871 + Penalty 2869.308201 = -752416.010671 nChanged 51 SP:Iteration 25Q (3512.345828 sec): 3 clusters Score: Raw -755304.490289 + Penalty 2869.308201 = -752435.182089 nChanged 59 SP:Iteration 26Q (3512.397494 sec): 3 clusters Score: Raw -755324.787081 + Penalty 2869.308201 = -752455.478881 nChanged 49 SP:Iteration 27Q (3512.455719 sec): 3 clusters Score: Raw -755350.261142 + Penalty 2869.308201 = -752480.952942 nChanged 59 SP:Iteration 28Q (3512.513784 sec): 3 clusters Score: Raw -755377.164813 + Penalty 2869.308201 = -752507.856613 nChanged 51 SP:Iteration 29Q (3512.582824 sec): 3 clusters Score: Raw -755405.074365 + Penalty 2869.308201 = -752535.766164 nChanged 64 SP:Iteration 30Q (3512.621017 sec): 3 clusters Score: Raw -755430.365633 + Penalty 2869.308201 = -752561.057433 nChanged 60 SP:Iteration 31Q (3512.678703 sec): 3 clusters Score: Raw -755449.359788 + Penalty 2869.308201 = -752580.051587 nChanged 44 SP:Iteration 32Q (3512.736530 sec): 3 clusters Score: Raw -755458.922162 + Penalty 2869.308201 = -752589.613961 nChanged 39 SP:Iteration 33Q (3512.794367 sec): 3 clusters Score: Raw -755469.624595 + Penalty 2869.308201 = -752600.316395 nChanged 28 SP:Iteration 34Q (3512.852368 sec): 3 clusters Score: Raw -755476.905797 + Penalty 2869.308201 = -752607.597596 nChanged 25 SP:Iteration 35Q (3512.902666 sec): 3 clusters Score: Raw -755481.780236 + Penalty 2869.308201 = -752612.472036 nChanged 15 SP:Iteration 36Q (3512.961899 sec): 3 clusters Score: Raw -755485.001882 + Penalty 2869.308201 = -752615.693682 nChanged 20 SP:Iteration 37Q (3513.029079 sec): 3 clusters Score: Raw -755488.960006 + Penalty 2869.308201 = -752619.651806 nChanged 17 SP:Iteration 38Q (3513.085823 sec): 3 clusters Score: Raw -755492.380825 + Penalty 2869.308201 = -752623.072624 nChanged 16 SP:Iteration 39Q (3513.139681 sec): 3 clusters Score: Raw -755496.623132 + Penalty 2869.308201 = -752627.314931 nChanged 18 SP:Iteration 40F (3513.188108 sec): 3 clusters Score: Raw -755503.350866 + Penalty 2869.308201 = -752634.042665 nChanged 18 SP:Iteration 41Q (3513.255316 sec): 3 clusters Score: Raw -755508.855673 + Penalty 2869.308201 = -752639.547472 nChanged 23 SP:Iteration 42Q (3513.300783 sec): 3 clusters Score: Raw -755514.937673 + Penalty 2869.308201 = -752645.629472 nChanged 18 SP:Iteration 43Q (3513.366949 sec): 3 clusters Score: Raw -755519.415112 + Penalty 2869.308201 = -752650.106911 nChanged 22 SP:Iteration 44Q (3513.425320 sec): 3 clusters Score: Raw -755524.056103 + Penalty 2869.308201 = -752654.747903 nChanged 19 SP:Iteration 45Q (3513.487296 sec): 3 clusters Score: Raw -755528.538341 + Penalty 2869.308201 = -752659.230140 nChanged 14 SP:Iteration 46Q (3513.533698 sec): 3 clusters Score: Raw -755531.386278 + Penalty 2869.308201 = -752662.078078 nChanged 16 SP:Iteration 47Q (3513.593719 sec): 3 clusters Score: Raw -755534.604740 + Penalty 2869.308201 = -752665.296539 nChanged 10 SP:Iteration 48Q (3513.654567 sec): 3 clusters Score: Raw -755536.160151 + Penalty 2869.308201 = -752666.851950 nChanged 12 SP:Iteration 49Q (3513.713938 sec): 3 clusters Score: Raw -755539.139333 + Penalty 2869.308201 = -752669.831133 nChanged 15 SP:Iteration 50Q (3513.770712 sec): 3 clusters Score: Raw -755542.381170 + Penalty 2869.308201 = -752673.072969 nChanged 15 SP:Iteration 51Q (3513.831720 sec): 3 clusters Score: Raw -755545.267950 + Penalty 2869.308201 = -752675.959749 nChanged 14 SP:Iteration 52Q (3513.890188 sec): 3 clusters Score: Raw -755547.964205 + Penalty 2869.308201 = -752678.656004 nChanged 11 SP:Iteration 53Q (3513.936711 sec): 3 clusters Score: Raw -755549.941105 + Penalty 2869.308201 = -752680.632905 nChanged 10 SP:Iteration 54Q (3513.994275 sec): 3 clusters Score: Raw -755551.686292 + Penalty 2869.308201 = -752682.378091 nChanged 9 SP:Iteration 55Q (3514.054769 sec): 3 clusters Score: Raw -755553.329234 + Penalty 2869.308201 = -752684.021033 nChanged 7 SP:Iteration 56Q (3514.113362 sec): 3 clusters Score: Raw -755554.829886 + Penalty 2869.308201 = -752685.521685 nChanged 6 SP:Iteration 57Q (3514.170190 sec): 3 clusters Score: Raw -755555.446611 + Penalty 2869.308201 = -752686.138410 nChanged 1 SP:Iteration 58Q (3514.226537 sec): 3 clusters Score: Raw -755555.553471 + Penalty 2869.308201 = -752686.245270 nChanged 3 SP:Iteration 59Q (3514.284017 sec): 3 clusters Score: Raw -755556.173799 + Penalty 2869.308201 = -752686.865598 nChanged 9 SP:Iteration 60F (3514.351606 sec): 3 clusters Score: Raw -755558.373421 + Penalty 2869.308201 = -752689.065221 nChanged 9 SP:Iteration 61Q (3514.414439 sec): 3 clusters Score: Raw -755560.517192 + Penalty 2869.308201 = -752691.208991 nChanged 7 SP:Iteration 62Q (3514.476067 sec): 3 clusters Score: Raw -755561.602082 + Penalty 2869.308201 = -752692.293881 nChanged 2 SP:Iteration 63Q (3514.534119 sec): 3 clusters Score: Raw -755562.038252 + Penalty 2869.308201 = -752692.730051 nChanged 4 SP:Iteration 64Q (3514.581781 sec): 3 clusters Score: Raw -755563.326794 + Penalty 2869.308201 = -752694.018593 nChanged 9 SP:Iteration 65Q (3514.641209 sec): 3 clusters Score: Raw -755565.371820 + Penalty 2869.308201 = -752696.063619 nChanged 8 SP:Iteration 66Q (3514.700029 sec): 3 clusters Score: Raw -755566.974118 + Penalty 2869.308201 = -752697.665917 nChanged 6 SP:Iteration 67Q (3514.763812 sec): 3 clusters Score: Raw -755568.230275 + Penalty 2869.308201 = -752698.922074 nChanged 5 SP:Iteration 68Q (3514.816387 sec): 3 clusters Score: Raw -755569.171350 + Penalty 2869.308201 = -752699.863150 nChanged 4 SP:Iteration 69Q (3514.874105 sec): 3 clusters Score: Raw -755569.777777 + Penalty 2869.308201 = -752700.469576 nChanged 3 SP:Iteration 70Q (3514.932891 sec): 3 clusters Score: Raw -755570.083516 + Penalty 2869.308201 = -752700.775315 nChanged 1 SP:Iteration 71Q (3514.982017 sec): 3 clusters Score: Raw -755570.181082 + Penalty 2869.308201 = -752700.872881 nChanged 1 SP:Iteration 72Q (3515.018871 sec): 3 clusters Score: Raw -755570.465238 + Penalty 2869.308201 = -752701.157038 nChanged 2 SP:Iteration 73Q (3515.074440 sec): 3 clusters Score: Raw -755570.836449 + Penalty 2869.308201 = -752701.528249 nChanged 2 SP:Iteration 74Q (3515.141925 sec): 3 clusters Score: Raw -755571.301565 + Penalty 2869.308201 = -752701.993365 nChanged 2 SP:Iteration 75Q (3515.202915 sec): 3 clusters Score: Raw -755571.514748 + Penalty 2869.308201 = -752702.206547 nChanged 2 SP:Iteration 76Q (3515.259107 sec): 3 clusters Score: Raw -755571.803761 + Penalty 2869.308201 = -752702.495561 nChanged 2 SP:Iteration 77Q (3515.317351 sec): 3 clusters Score: Raw -755572.182656 + Penalty 2869.308201 = -752702.874455 nChanged 5 SP:Iteration 78Q (3515.371856 sec): 3 clusters Score: Raw -755573.100422 + Penalty 2869.308201 = -752703.792222 nChanged 5 SP:Iteration 79Q (3515.430742 sec): 3 clusters Score: Raw -755574.109122 + Penalty 2869.308201 = -752704.800921 nChanged 3 SP:Iteration 80F (3515.481034 sec): 3 clusters Score: Raw -755574.492703 + Penalty 2869.308201 = -752705.184502 nChanged 3 SP:Iteration 81Q (3515.550654 sec): 3 clusters Score: Raw -755574.934595 + Penalty 2869.308201 = -752705.626394 nChanged 3 SP:Iteration 82Q (3515.599569 sec): 3 clusters Score: Raw -755575.302452 + Penalty 2869.308201 = -752705.994252 nChanged 2 SP:Iteration 83Q (3515.659231 sec): 3 clusters Score: Raw -755575.735723 + Penalty 2869.308201 = -752706.427522 nChanged 2 SP:Iteration 84Q (3515.730881 sec): 3 clusters Score: Raw -755576.522060 + Penalty 2869.308201 = -752707.213860 nChanged 5 SP:Iteration 85Q (3515.772978 sec): 3 clusters Score: Raw -755577.646730 + Penalty 2869.308201 = -752708.338530 nChanged 7 SP:Iteration 86Q (3515.833386 sec): 3 clusters Score: Raw -755579.730722 + Penalty 2869.308201 = -752710.422521 nChanged 9 SP:Iteration 87Q (3515.893212 sec): 3 clusters Score: Raw -755582.538255 + Penalty 2869.308201 = -752713.230054 nChanged 11 SP:Iteration 88Q (3515.953665 sec): 3 clusters Score: Raw -755584.902891 + Penalty 2869.308201 = -752715.594691 nChanged 11 SP:Iteration 89Q (3516.025100 sec): 3 clusters Score: Raw -755586.674416 + Penalty 2869.308201 = -752717.366215 nChanged 9 SP:Iteration 90Q (3516.084356 sec): 3 clusters Score: Raw -755588.642764 + Penalty 2869.308201 = -752719.334564 nChanged 9 SP:Iteration 91Q (3516.132328 sec): 3 clusters Score: Raw -755590.726964 + Penalty 2869.308201 = -752721.418763 nChanged 13 SP:Iteration 92Q (3516.192533 sec): 3 clusters Score: Raw -755594.026895 + Penalty 2869.308201 = -752724.718694 nChanged 13 SP:Iteration 93Q (3516.263807 sec): 3 clusters Score: Raw -755598.407645 + Penalty 2869.308201 = -752729.099445 nChanged 16 SP:Iteration 94Q (3516.323171 sec): 3 clusters Score: Raw -755603.887410 + Penalty 2869.308201 = -752734.579209 nChanged 22 SP:Iteration 95Q (3516.372212 sec): 3 clusters Score: Raw -755611.459785 + Penalty 2869.308201 = -752742.151584 nChanged 14 SP:Iteration 96Q (3516.443249 sec): 3 clusters Score: Raw -755615.007856 + Penalty 2869.308201 = -752745.699655 nChanged 14 SP:Iteration 97Q (3516.503196 sec): 3 clusters Score: Raw -755620.453706 + Penalty 2869.308201 = -752751.145506 nChanged 20 SP:Iteration 98Q (3516.552023 sec): 3 clusters Score: Raw -755628.538986 + Penalty 2869.308201 = -752759.230785 nChanged 24 SP:Iteration 99Q (3516.612307 sec): 3 clusters Score: Raw -755638.769196 + Penalty 2869.308201 = -752769.460995 nChanged 21 SP:Iteration 100F (3516.671685 sec): 3 clusters Score: Raw -755646.296800 + Penalty 2869.308201 = -752776.988599 nChanged 19 SP:Iteration 101Q (3516.731805 sec): 3 clusters Score: Raw -755656.710703 + Penalty 2869.308201 = -752787.402503 nChanged 29 SP:Iteration 102Q (3516.792122 sec): 3 clusters Score: Raw -755671.927387 + Penalty 2869.308201 = -752802.619186 nChanged 25 SP:Iteration 103Q (3516.851107 sec): 3 clusters Score: Raw -755681.937511 + Penalty 2869.308201 = -752812.629310 nChanged 26 SP:Iteration 104Q (3516.911271 sec): 3 clusters Score: Raw -755690.397127 + Penalty 2869.308201 = -752821.088927 nChanged 17 SP:Iteration 105Q (3516.960935 sec): 3 clusters Score: Raw -755695.551241 + Penalty 2869.308201 = -752826.243040 nChanged 25 SP:Iteration 106Q (3517.010460 sec): 3 clusters Score: Raw -755703.028125 + Penalty 2869.308201 = -752833.719924 nChanged 17 SP:Iteration 107Q (3517.062684 sec): 3 clusters Score: Raw -755706.999845 + Penalty 2869.308201 = -752837.691644 nChanged 8 SP:Iteration 108Q (3517.114425 sec): 3 clusters Score: Raw -755708.815166 + Penalty 2869.308201 = -752839.506965 nChanged 4 SP:Iteration 109Q (3517.161101 sec): 3 clusters Score: Raw -755709.448429 + Penalty 2869.308201 = -752840.140228 nChanged 2 SP:Iteration 110Q (3517.222691 sec): 3 clusters Score: Raw -755709.819347 + Penalty 2869.308201 = -752840.511146 nChanged 1 SP:Iteration 111Q (3517.265113 sec): 3 clusters Score: Raw -755709.958556 + Penalty 2869.308201 = -752840.650355 nChanged 1 SP:Iteration 112Q (3517.312244 sec): 3 clusters Score: Raw -755710.028615 + Penalty 2869.308201 = -752840.720415 nChanged 3 SP:Iteration 113Q (3517.335548 sec): 3 clusters Score: Raw -755710.542752 + Penalty 2869.308201 = -752841.234551 nChanged 2 SP:Iteration 114Q (3517.389044 sec): 3 clusters Score: Raw -755710.921980 + Penalty 2869.308201 = -752841.613779 nChanged 1 SP:Iteration 115Q (3517.437801 sec): 3 clusters Score: Raw -755710.954960 + Penalty 2869.308201 = -752841.646760 nChanged 0 SP:Iteration 116F (3517.483980 sec): 3 clusters Score: Raw -755710.954960 + Penalty 2869.308201 = -752841.646760 nChanged 0 Trying to split cluster 19 (3480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3517.520957 sec): 2 clusters Score: Raw -352919.350809 + Penalty 1325.152981 = -351594.197828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3517.530038 sec): 3 clusters Score: Raw -351340.893901 + Penalty 2650.305961 = -348690.587940 nChanged 1284 SP:Iteration 1F (3517.546843 sec): 3 clusters Score: Raw -352233.872382 + Penalty 2650.305961 = -349583.566421 nChanged 326 SP:Iteration 2F (3517.563731 sec): 3 clusters Score: Raw -352509.673449 + Penalty 2650.305961 = -349859.367488 nChanged 249 SP:Iteration 3F (3517.580631 sec): 3 clusters Score: Raw -352725.200455 + Penalty 2650.305961 = -350074.894494 nChanged 200 SP:Iteration 4F (3517.597377 sec): 3 clusters Score: Raw -352895.967009 + Penalty 2650.305961 = -350245.661048 nChanged 158 SP:Iteration 5Q (3517.614694 sec): 3 clusters Score: Raw -353044.800043 + Penalty 2650.305961 = -350394.494082 nChanged 133 SP:Iteration 6Q (3517.631612 sec): 3 clusters Score: Raw -353186.456554 + Penalty 2650.305961 = -350536.150593 nChanged 116 SP:Iteration 7Q (3517.648344 sec): 3 clusters Score: Raw -353301.320105 + Penalty 2650.305961 = -350651.014144 nChanged 85 SP:Iteration 8Q (3517.665409 sec): 3 clusters Score: Raw -353374.147282 + Penalty 2650.305961 = -350723.841321 nChanged 63 SP:Iteration 9Q (3517.682133 sec): 3 clusters Score: Raw -353411.151176 + Penalty 2650.305961 = -350760.845214 nChanged 48 SP:Iteration 10Q (3517.698786 sec): 3 clusters Score: Raw -353437.213326 + Penalty 2650.305961 = -350786.907365 nChanged 35 SP:Iteration 11Q (3517.715904 sec): 3 clusters Score: Raw -353460.190265 + Penalty 2650.305961 = -350809.884304 nChanged 31 SP:Iteration 12Q (3517.732546 sec): 3 clusters Score: Raw -353481.347913 + Penalty 2650.305961 = -350831.041952 nChanged 28 SP:Iteration 13Q (3517.749074 sec): 3 clusters Score: Raw -353506.132409 + Penalty 2650.305961 = -350855.826448 nChanged 34 SP:Iteration 14Q (3517.765655 sec): 3 clusters Score: Raw -353529.658596 + Penalty 2650.305961 = -350879.352635 nChanged 25 SP:Iteration 15Q (3517.782001 sec): 3 clusters Score: Raw -353542.781114 + Penalty 2650.305961 = -350892.475153 nChanged 15 SP:Iteration 16Q (3517.805353 sec): 3 clusters Score: Raw -353549.583245 + Penalty 2650.305961 = -350899.277283 nChanged 13 SP:Iteration 17Q (3517.847785 sec): 3 clusters Score: Raw -353556.603851 + Penalty 2650.305961 = -350906.297890 nChanged 12 SP:Iteration 18Q (3517.897051 sec): 3 clusters Score: Raw -353562.544059 + Penalty 2650.305961 = -350912.238098 nChanged 15 SP:Iteration 19Q (3517.937260 sec): 3 clusters Score: Raw -353572.989212 + Penalty 2650.305961 = -350922.683251 nChanged 27 SP:Iteration 20F (3517.994021 sec): 3 clusters Score: Raw -353590.480631 + Penalty 2650.305961 = -350940.174670 nChanged 25 SP:Iteration 21Q (3518.025863 sec): 3 clusters Score: Raw -353610.393734 + Penalty 2650.305961 = -350960.087773 nChanged 29 SP:Iteration 22Q (3518.066158 sec): 3 clusters Score: Raw -353623.157109 + Penalty 2650.305961 = -350972.851148 nChanged 21 SP:Iteration 23Q (3518.100845 sec): 3 clusters Score: Raw -353633.440499 + Penalty 2650.305961 = -350983.134537 nChanged 22 SP:Iteration 24Q (3518.135118 sec): 3 clusters Score: Raw -353646.100028 + Penalty 2650.305961 = -350995.794067 nChanged 21 SP:Iteration 25Q (3518.177501 sec): 3 clusters Score: Raw -353655.973700 + Penalty 2650.305961 = -351005.667739 nChanged 15 SP:Iteration 26Q (3518.223330 sec): 3 clusters Score: Raw -353660.469993 + Penalty 2650.305961 = -351010.164032 nChanged 7 SP:Iteration 27Q (3518.264051 sec): 3 clusters Score: Raw -353663.088918 + Penalty 2650.305961 = -351012.782956 nChanged 5 SP:Iteration 28Q (3518.304325 sec): 3 clusters Score: Raw -353665.302907 + Penalty 2650.305961 = -351014.996946 nChanged 7 SP:Iteration 29Q (3518.342220 sec): 3 clusters Score: Raw -353667.521619 + Penalty 2650.305961 = -351017.215657 nChanged 4 SP:Iteration 30Q (3518.389516 sec): 3 clusters Score: Raw -353669.236288 + Penalty 2650.305961 = -351018.930327 nChanged 4 SP:Iteration 31Q (3518.434632 sec): 3 clusters Score: Raw -353670.490758 + Penalty 2650.305961 = -351020.184797 nChanged 3 SP:Iteration 32Q (3518.472102 sec): 3 clusters Score: Raw -353671.508068 + Penalty 2650.305961 = -351021.202107 nChanged 1 SP:Iteration 33Q (3518.516356 sec): 3 clusters Score: Raw -353671.740464 + Penalty 2650.305961 = -351021.434502 nChanged 4 SP:Iteration 34Q (3518.569612 sec): 3 clusters Score: Raw -353672.812219 + Penalty 2650.305961 = -351022.506257 nChanged 4 SP:Iteration 35Q (3518.614181 sec): 3 clusters Score: Raw -353673.988367 + Penalty 2650.305961 = -351023.682406 nChanged 1 SP:Iteration 36Q (3518.652001 sec): 3 clusters Score: Raw -353674.192677 + Penalty 2650.305961 = -351023.886716 nChanged 3 SP:Iteration 37Q (3518.703125 sec): 3 clusters Score: Raw -353675.247228 + Penalty 2650.305961 = -351024.941267 nChanged 5 SP:Iteration 38Q (3518.735853 sec): 3 clusters Score: Raw -353675.981009 + Penalty 2650.305961 = -351025.675048 nChanged 0 SP:Iteration 39F (3518.779549 sec): 3 clusters Score: Raw -353675.981009 + Penalty 2650.305961 = -351025.675048 nChanged 0 Trying to split cluster 20 (74630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3518.901542 sec): 2 clusters Score: Raw -8530668.885141 + Penalty 1823.298401 = -8528845.586740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3519.078439 sec): 3 clusters Score: Raw -8482745.364953 + Penalty 3646.596801 = -8479098.768152 nChanged 35380 SP:Iteration 1F (3519.239508 sec): 3 clusters Score: Raw -8503818.292777 + Penalty 3646.596801 = -8500171.695976 nChanged 3396 SP:Iteration 2Q (3519.395665 sec): 3 clusters Score: Raw -8505175.860886 + Penalty 3646.596801 = -8501529.264085 nChanged 3774 SP:Iteration 3F (3519.561267 sec): 3 clusters Score: Raw -8506975.494618 + Penalty 3646.596801 = -8503328.897817 nChanged 4212 SP:Iteration 4F (3519.717244 sec): 3 clusters Score: Raw -8509443.117950 + Penalty 3646.596801 = -8505796.521148 nChanged 4675 SP:Iteration 5F (3519.871553 sec): 3 clusters Score: Raw -8512649.803116 + Penalty 3646.596801 = -8509003.206315 nChanged 4769 SP:Iteration 6F (3520.020503 sec): 3 clusters Score: Raw -8516394.182821 + Penalty 3646.596801 = -8512747.586020 nChanged 4640 SP:Iteration 7F (3520.150925 sec): 3 clusters Score: Raw -8520093.542086 + Penalty 3646.596801 = -8516446.945285 nChanged 3958 SP:Iteration 8F (3520.310842 sec): 3 clusters Score: Raw -8522844.487041 + Penalty 3646.596801 = -8519197.890240 nChanged 3032 SP:Iteration 9Q (3520.477637 sec): 3 clusters Score: Raw -8524612.689101 + Penalty 3646.596801 = -8520966.092300 nChanged 2277 SP:Iteration 10Q (3520.637972 sec): 3 clusters Score: Raw -8525778.677732 + Penalty 3646.596801 = -8522132.080930 nChanged 1843 SP:Iteration 11Q (3520.792984 sec): 3 clusters Score: Raw -8526648.284902 + Penalty 3646.596801 = -8523001.688101 nChanged 1498 SP:Iteration 12Q (3520.913440 sec): 3 clusters Score: Raw -8527289.728597 + Penalty 3646.596801 = -8523643.131795 nChanged 1313 SP:Iteration 13Q (3521.063580 sec): 3 clusters Score: Raw -8527836.174022 + Penalty 3646.596801 = -8524189.577221 nChanged 1247 SP:Iteration 14Q (3521.184364 sec): 3 clusters Score: Raw -8528386.950237 + Penalty 3646.596801 = -8524740.353435 nChanged 1181 SP:Iteration 15Q (3521.305346 sec): 3 clusters Score: Raw -8528887.394987 + Penalty 3646.596801 = -8525240.798186 nChanged 1086 SP:Iteration 16Q (3521.466668 sec): 3 clusters Score: Raw -8529336.277375 + Penalty 3646.596801 = -8525689.680573 nChanged 975 SP:Iteration 17Q (3521.613532 sec): 3 clusters Score: Raw -8529745.669540 + Penalty 3646.596801 = -8526099.072738 nChanged 894 SP:Iteration 18Q (3521.740466 sec): 3 clusters Score: Raw -8530093.127059 + Penalty 3646.596801 = -8526446.530258 nChanged 777 SP:Iteration 19Q (3521.898127 sec): 3 clusters Score: Raw -8530394.308994 + Penalty 3646.596801 = -8526747.712192 nChanged 725 SP:Iteration 20F (3522.051892 sec): 3 clusters Score: Raw -8530667.961426 + Penalty 3646.596801 = -8527021.364624 nChanged 628 SP:Iteration 21Q (3522.169721 sec): 3 clusters Score: Raw -8530901.616677 + Penalty 3646.596801 = -8527255.019875 nChanged 519 SP:Iteration 22Q (3522.292027 sec): 3 clusters Score: Raw -8531083.479962 + Penalty 3646.596801 = -8527436.883160 nChanged 452 SP:Iteration 23Q (3522.400630 sec): 3 clusters Score: Raw -8531229.277490 + Penalty 3646.596801 = -8527582.680689 nChanged 381 SP:Iteration 24Q (3522.535165 sec): 3 clusters Score: Raw -8531340.996330 + Penalty 3646.596801 = -8527694.399529 nChanged 317 SP:Iteration 25Q (3522.643823 sec): 3 clusters Score: Raw -8531425.103835 + Penalty 3646.596801 = -8527778.507034 nChanged 270 SP:Iteration 26Q (3522.776671 sec): 3 clusters Score: Raw -8531491.416114 + Penalty 3646.596801 = -8527844.819312 nChanged 226 SP:Iteration 27Q (3522.917968 sec): 3 clusters Score: Raw -8531542.081836 + Penalty 3646.596801 = -8527895.485035 nChanged 200 SP:Iteration 28Q (3523.060916 sec): 3 clusters Score: Raw -8531586.113679 + Penalty 3646.596801 = -8527939.516878 nChanged 148 SP:Iteration 29Q (3523.196040 sec): 3 clusters Score: Raw -8531616.748676 + Penalty 3646.596801 = -8527970.151875 nChanged 136 SP:Iteration 30Q (3523.340661 sec): 3 clusters Score: Raw -8531645.104992 + Penalty 3646.596801 = -8527998.508191 nChanged 129 SP:Iteration 31Q (3523.482886 sec): 3 clusters Score: Raw -8531672.977365 + Penalty 3646.596801 = -8528026.380564 nChanged 121 SP:Iteration 32Q (3523.616377 sec): 3 clusters Score: Raw -8531699.338262 + Penalty 3646.596801 = -8528052.741460 nChanged 104 SP:Iteration 33Q (3523.726028 sec): 3 clusters Score: Raw -8531718.138629 + Penalty 3646.596801 = -8528071.541827 nChanged 78 SP:Iteration 34Q (3523.862009 sec): 3 clusters Score: Raw -8531730.860412 + Penalty 3646.596801 = -8528084.263610 nChanged 67 SP:Iteration 35Q (3523.996104 sec): 3 clusters Score: Raw -8531741.121089 + Penalty 3646.596801 = -8528094.524287 nChanged 48 SP:Iteration 36Q (3524.127168 sec): 3 clusters Score: Raw -8531747.737627 + Penalty 3646.596801 = -8528101.140825 nChanged 48 SP:Iteration 37Q (3524.272346 sec): 3 clusters Score: Raw -8531755.128192 + Penalty 3646.596801 = -8528108.531391 nChanged 33 SP:Iteration 38Q (3524.420727 sec): 3 clusters Score: Raw -8531760.050478 + Penalty 3646.596801 = -8528113.453677 nChanged 31 SP:Iteration 39Q (3524.565443 sec): 3 clusters Score: Raw -8531764.756904 + Penalty 3646.596801 = -8528118.160103 nChanged 30 SP:Iteration 40F (3524.702674 sec): 3 clusters Score: Raw -8531768.792443 + Penalty 3646.596801 = -8528122.195641 nChanged 25 SP:Iteration 41Q (3524.841365 sec): 3 clusters Score: Raw -8531771.772164 + Penalty 3646.596801 = -8528125.175363 nChanged 27 SP:Iteration 42Q (3524.948329 sec): 3 clusters Score: Raw -8531775.215311 + Penalty 3646.596801 = -8528128.618509 nChanged 23 SP:Iteration 43Q (3525.094256 sec): 3 clusters Score: Raw -8531778.095397 + Penalty 3646.596801 = -8528131.498596 nChanged 22 SP:Iteration 44Q (3525.225819 sec): 3 clusters Score: Raw -8531780.516142 + Penalty 3646.596801 = -8528133.919340 nChanged 21 SP:Iteration 45Q (3525.330732 sec): 3 clusters Score: Raw -8531783.659377 + Penalty 3646.596801 = -8528137.062575 nChanged 14 SP:Iteration 46Q (3525.447968 sec): 3 clusters Score: Raw -8531785.410330 + Penalty 3646.596801 = -8528138.813529 nChanged 9 SP:Iteration 47Q (3525.552792 sec): 3 clusters Score: Raw -8531786.132940 + Penalty 3646.596801 = -8528139.536139 nChanged 7 SP:Iteration 48Q (3525.681929 sec): 3 clusters Score: Raw -8531786.621366 + Penalty 3646.596801 = -8528140.024565 nChanged 9 SP:Iteration 49Q (3525.787794 sec): 3 clusters Score: Raw -8531788.280972 + Penalty 3646.596801 = -8528141.684171 nChanged 9 SP:Iteration 50Q (3525.903314 sec): 3 clusters Score: Raw -8531789.778891 + Penalty 3646.596801 = -8528143.182090 nChanged 7 SP:Iteration 51Q (3526.018548 sec): 3 clusters Score: Raw -8531790.417834 + Penalty 3646.596801 = -8528143.821033 nChanged 3 SP:Iteration 52Q (3526.169636 sec): 3 clusters Score: Raw -8531790.958826 + Penalty 3646.596801 = -8528144.362025 nChanged 3 SP:Iteration 53Q (3526.314135 sec): 3 clusters Score: Raw -8531791.258237 + Penalty 3646.596801 = -8528144.661435 nChanged 7 SP:Iteration 54Q (3526.466151 sec): 3 clusters Score: Raw -8531791.928089 + Penalty 3646.596801 = -8528145.331287 nChanged 6 SP:Iteration 55Q (3526.601115 sec): 3 clusters Score: Raw -8531792.376017 + Penalty 3646.596801 = -8528145.779216 nChanged 4 SP:Iteration 56Q (3526.749328 sec): 3 clusters Score: Raw -8531792.736761 + Penalty 3646.596801 = -8528146.139960 nChanged 3 SP:Iteration 57Q (3526.888707 sec): 3 clusters Score: Raw -8531793.002138 + Penalty 3646.596801 = -8528146.405337 nChanged 3 SP:Iteration 58Q (3527.021662 sec): 3 clusters Score: Raw -8531793.212002 + Penalty 3646.596801 = -8528146.615201 nChanged 0 SP:Iteration 59F (3527.185861 sec): 3 clusters Score: Raw -8531793.212002 + Penalty 3646.596801 = -8528146.615201 nChanged 0 Trying to split cluster 21 (27329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3527.242672 sec): 2 clusters Score: Raw -3046132.063812 + Penalty 1660.051849 = -3044472.011963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3527.335267 sec): 3 clusters Score: Raw -3029341.135484 + Penalty 3320.103699 = -3026021.031785 nChanged 12511 SP:Iteration 1F (3527.399940 sec): 3 clusters Score: Raw -3036417.202058 + Penalty 3320.103699 = -3033097.098359 nChanged 1559 SP:Iteration 2F (3527.484999 sec): 3 clusters Score: Raw -3037307.148921 + Penalty 3320.103699 = -3033987.045222 nChanged 1932 SP:Iteration 3F (3527.564133 sec): 3 clusters Score: Raw -3038932.207295 + Penalty 3320.103699 = -3035612.103597 nChanged 2387 SP:Iteration 4F (3527.646777 sec): 3 clusters Score: Raw -3041328.611129 + Penalty 3320.103699 = -3038008.507430 nChanged 2522 SP:Iteration 5F (3527.717288 sec): 3 clusters Score: Raw -3043830.668665 + Penalty 3320.103699 = -3040510.564966 nChanged 2157 SP:Iteration 6F (3527.801577 sec): 3 clusters Score: Raw -3045690.365840 + Penalty 3320.103699 = -3042370.262141 nChanged 1509 SP:Iteration 7F (3527.888329 sec): 3 clusters Score: Raw -3046639.606672 + Penalty 3320.103699 = -3043319.502973 nChanged 887 SP:Iteration 8Q (3527.976646 sec): 3 clusters Score: Raw -3046991.770216 + Penalty 3320.103699 = -3043671.666517 nChanged 509 SP:Iteration 9Q (3528.066851 sec): 3 clusters Score: Raw -3047124.266936 + Penalty 3320.103699 = -3043804.163237 nChanged 305 SP:Iteration 10Q (3528.147001 sec): 3 clusters Score: Raw -3047193.768793 + Penalty 3320.103699 = -3043873.665095 nChanged 225 SP:Iteration 11Q (3528.239213 sec): 3 clusters Score: Raw -3047247.188405 + Penalty 3320.103699 = -3043927.084706 nChanged 205 SP:Iteration 12Q (3528.329269 sec): 3 clusters Score: Raw -3047294.615919 + Penalty 3320.103699 = -3043974.512221 nChanged 183 SP:Iteration 13Q (3528.393913 sec): 3 clusters Score: Raw -3047339.278104 + Penalty 3320.103699 = -3044019.174406 nChanged 161 SP:Iteration 14Q (3528.472310 sec): 3 clusters Score: Raw -3047389.374406 + Penalty 3320.103699 = -3044069.270707 nChanged 131 SP:Iteration 15Q (3528.543174 sec): 3 clusters Score: Raw -3047421.860753 + Penalty 3320.103699 = -3044101.757055 nChanged 132 SP:Iteration 16Q (3528.633998 sec): 3 clusters Score: Raw -3047448.070899 + Penalty 3320.103699 = -3044127.967200 nChanged 123 SP:Iteration 17Q (3528.722364 sec): 3 clusters Score: Raw -3047474.542531 + Penalty 3320.103699 = -3044154.438832 nChanged 139 SP:Iteration 18Q (3528.803924 sec): 3 clusters Score: Raw -3047507.718716 + Penalty 3320.103699 = -3044187.615017 nChanged 135 SP:Iteration 19Q (3528.888277 sec): 3 clusters Score: Raw -3047539.732700 + Penalty 3320.103699 = -3044219.629002 nChanged 138 SP:Iteration 20F (3528.979963 sec): 3 clusters Score: Raw -3047570.912855 + Penalty 3320.103699 = -3044250.809156 nChanged 135 SP:Iteration 21Q (3529.074003 sec): 3 clusters Score: Raw -3047598.438925 + Penalty 3320.103699 = -3044278.335226 nChanged 111 SP:Iteration 22Q (3529.170541 sec): 3 clusters Score: Raw -3047619.061984 + Penalty 3320.103699 = -3044298.958285 nChanged 101 SP:Iteration 23Q (3529.243388 sec): 3 clusters Score: Raw -3047635.278803 + Penalty 3320.103699 = -3044315.175104 nChanged 90 SP:Iteration 24Q (3529.330662 sec): 3 clusters Score: Raw -3047645.951113 + Penalty 3320.103699 = -3044325.847414 nChanged 66 SP:Iteration 25Q (3529.416212 sec): 3 clusters Score: Raw -3047653.328498 + Penalty 3320.103699 = -3044333.224799 nChanged 54 SP:Iteration 26Q (3529.472792 sec): 3 clusters Score: Raw -3047658.950878 + Penalty 3320.103699 = -3044338.847179 nChanged 52 SP:Iteration 27Q (3529.567699 sec): 3 clusters Score: Raw -3047664.080462 + Penalty 3320.103699 = -3044343.976763 nChanged 37 SP:Iteration 28Q (3529.648142 sec): 3 clusters Score: Raw -3047666.973326 + Penalty 3320.103699 = -3044346.869627 nChanged 28 SP:Iteration 29Q (3529.714427 sec): 3 clusters Score: Raw -3047669.165611 + Penalty 3320.103699 = -3044349.061912 nChanged 25 SP:Iteration 30Q (3529.808087 sec): 3 clusters Score: Raw -3047670.852723 + Penalty 3320.103699 = -3044350.749024 nChanged 24 SP:Iteration 31Q (3529.897632 sec): 3 clusters Score: Raw -3047672.456022 + Penalty 3320.103699 = -3044352.352323 nChanged 28 SP:Iteration 32Q (3529.974697 sec): 3 clusters Score: Raw -3047674.066460 + Penalty 3320.103699 = -3044353.962762 nChanged 24 SP:Iteration 33Q (3530.060799 sec): 3 clusters Score: Raw -3047675.811420 + Penalty 3320.103699 = -3044355.707721 nChanged 20 SP:Iteration 34Q (3530.150372 sec): 3 clusters Score: Raw -3047677.438457 + Penalty 3320.103699 = -3044357.334758 nChanged 32 SP:Iteration 35Q (3530.250091 sec): 3 clusters Score: Raw -3047680.541886 + Penalty 3320.103699 = -3044360.438188 nChanged 39 SP:Iteration 36Q (3530.307385 sec): 3 clusters Score: Raw -3047684.941597 + Penalty 3320.103699 = -3044364.837898 nChanged 42 SP:Iteration 37Q (3530.359118 sec): 3 clusters Score: Raw -3047689.779918 + Penalty 3320.103699 = -3044369.676219 nChanged 40 SP:Iteration 38Q (3530.450980 sec): 3 clusters Score: Raw -3047693.915477 + Penalty 3320.103699 = -3044373.811778 nChanged 53 SP:Iteration 39Q (3530.543517 sec): 3 clusters Score: Raw -3047700.350420 + Penalty 3320.103699 = -3044380.246722 nChanged 59 SP:Iteration 40F (3530.642557 sec): 3 clusters Score: Raw -3047708.122401 + Penalty 3320.103699 = -3044388.018702 nChanged 55 SP:Iteration 41Q (3530.727494 sec): 3 clusters Score: Raw -3047716.287014 + Penalty 3320.103699 = -3044396.183316 nChanged 70 SP:Iteration 42Q (3530.808043 sec): 3 clusters Score: Raw -3047726.805267 + Penalty 3320.103699 = -3044406.701568 nChanged 67 SP:Iteration 43Q (3530.894494 sec): 3 clusters Score: Raw -3047735.886294 + Penalty 3320.103699 = -3044415.782596 nChanged 61 SP:Iteration 44Q (3530.977522 sec): 3 clusters Score: Raw -3047742.720082 + Penalty 3320.103699 = -3044422.616384 nChanged 55 SP:Iteration 45Q (3531.061396 sec): 3 clusters Score: Raw -3047748.888170 + Penalty 3320.103699 = -3044428.784471 nChanged 62 SP:Iteration 46Q (3531.148268 sec): 3 clusters Score: Raw -3047755.331351 + Penalty 3320.103699 = -3044435.227653 nChanged 49 SP:Iteration 47Q (3531.232276 sec): 3 clusters Score: Raw -3047760.091894 + Penalty 3320.103699 = -3044439.988195 nChanged 39 SP:Iteration 48Q (3531.316434 sec): 3 clusters Score: Raw -3047763.966748 + Penalty 3320.103699 = -3044443.863049 nChanged 50 SP:Iteration 49Q (3531.410754 sec): 3 clusters Score: Raw -3047768.638555 + Penalty 3320.103699 = -3044448.534857 nChanged 49 SP:Iteration 50Q (3531.497877 sec): 3 clusters Score: Raw -3047774.821149 + Penalty 3320.103699 = -3044454.717450 nChanged 50 SP:Iteration 51Q (3531.565354 sec): 3 clusters Score: Raw -3047781.891688 + Penalty 3320.103699 = -3044461.787989 nChanged 58 SP:Iteration 52Q (3531.616980 sec): 3 clusters Score: Raw -3047790.831437 + Penalty 3320.103699 = -3044470.727738 nChanged 65 SP:Iteration 53Q (3531.705476 sec): 3 clusters Score: Raw -3047805.099417 + Penalty 3320.103699 = -3044484.995718 nChanged 84 SP:Iteration 54Q (3531.786439 sec): 3 clusters Score: Raw -3047826.554994 + Penalty 3320.103699 = -3044506.451295 nChanged 100 SP:Iteration 55Q (3531.869489 sec): 3 clusters Score: Raw -3047862.483234 + Penalty 3320.103699 = -3044542.379535 nChanged 129 SP:Iteration 56Q (3531.969313 sec): 3 clusters Score: Raw -3047935.811875 + Penalty 3320.103699 = -3044615.708177 nChanged 181 SP:Iteration 57Q (3532.049955 sec): 3 clusters Score: Raw -3048075.973336 + Penalty 3320.103699 = -3044755.869637 nChanged 189 SP:Iteration 58Q (3532.138890 sec): 3 clusters Score: Raw -3048194.324805 + Penalty 3320.103699 = -3044874.221107 nChanged 156 SP:Iteration 59Q (3532.223374 sec): 3 clusters Score: Raw -3048268.378019 + Penalty 3320.103699 = -3044948.274320 nChanged 138 SP:Iteration 60F (3532.313306 sec): 3 clusters Score: Raw -3048325.043594 + Penalty 3320.103699 = -3045004.939895 nChanged 131 SP:Iteration 61Q (3532.401251 sec): 3 clusters Score: Raw -3048363.303605 + Penalty 3320.103699 = -3045043.199906 nChanged 100 SP:Iteration 62Q (3532.488123 sec): 3 clusters Score: Raw -3048383.683971 + Penalty 3320.103699 = -3045063.580273 nChanged 79 SP:Iteration 63Q (3532.573272 sec): 3 clusters Score: Raw -3048396.770138 + Penalty 3320.103699 = -3045076.666439 nChanged 58 SP:Iteration 64Q (3532.665649 sec): 3 clusters Score: Raw -3048404.060817 + Penalty 3320.103699 = -3045083.957118 nChanged 43 SP:Iteration 65Q (3532.741718 sec): 3 clusters Score: Raw -3048409.698493 + Penalty 3320.103699 = -3045089.594795 nChanged 43 SP:Iteration 66Q (3532.831923 sec): 3 clusters Score: Raw -3048415.055309 + Penalty 3320.103699 = -3045094.951610 nChanged 43 SP:Iteration 67Q (3532.929813 sec): 3 clusters Score: Raw -3048420.615088 + Penalty 3320.103699 = -3045100.511389 nChanged 38 SP:Iteration 68Q (3533.021272 sec): 3 clusters Score: Raw -3048423.786020 + Penalty 3320.103699 = -3045103.682322 nChanged 25 SP:Iteration 69Q (3533.112112 sec): 3 clusters Score: Raw -3048425.526238 + Penalty 3320.103699 = -3045105.422539 nChanged 19 SP:Iteration 70Q (3533.203190 sec): 3 clusters Score: Raw -3048427.077014 + Penalty 3320.103699 = -3045106.973316 nChanged 21 SP:Iteration 71Q (3533.248594 sec): 3 clusters Score: Raw -3048428.570269 + Penalty 3320.103699 = -3045108.466570 nChanged 18 SP:Iteration 72Q (3533.347143 sec): 3 clusters Score: Raw -3048430.099363 + Penalty 3320.103699 = -3045109.995664 nChanged 18 SP:Iteration 73Q (3533.437857 sec): 3 clusters Score: Raw -3048431.356034 + Penalty 3320.103699 = -3045111.252335 nChanged 17 SP:Iteration 74Q (3533.506538 sec): 3 clusters Score: Raw -3048432.547661 + Penalty 3320.103699 = -3045112.443962 nChanged 8 SP:Iteration 75Q (3533.604786 sec): 3 clusters Score: Raw -3048433.201307 + Penalty 3320.103699 = -3045113.097608 nChanged 7 SP:Iteration 76Q (3533.694916 sec): 3 clusters Score: Raw -3048433.572825 + Penalty 3320.103699 = -3045113.469126 nChanged 6 SP:Iteration 77Q (3533.788029 sec): 3 clusters Score: Raw -3048433.883807 + Penalty 3320.103699 = -3045113.780108 nChanged 3 SP:Iteration 78Q (3533.875109 sec): 3 clusters Score: Raw -3048434.014265 + Penalty 3320.103699 = -3045113.910566 nChanged 1 SP:Iteration 79Q (3533.966570 sec): 3 clusters Score: Raw -3048434.142565 + Penalty 3320.103699 = -3045114.038867 nChanged 4 SP:Iteration 80F (3534.060866 sec): 3 clusters Score: Raw -3048434.260144 + Penalty 3320.103699 = -3045114.156446 nChanged 0 Score: Raw -82186277.344199 + Penalty 63733.608656 = -82122543.735543 Splitting cluster 21 changes total score from -82120735.990207 to -82122543.735543 So it's getting split into cluster 29. Trying to split cluster 22 (13948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3547.293058 sec): 2 clusters Score: Raw -1473515.918473 + Penalty 1550.752354 = -1471965.166119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3547.364647 sec): 3 clusters Score: Raw -1465286.314006 + Penalty 3101.504708 = -1462184.809299 nChanged 6153 SP:Iteration 1F (3547.434255 sec): 3 clusters Score: Raw -1468983.846034 + Penalty 3101.504708 = -1465882.341327 nChanged 1063 SP:Iteration 2F (3547.498727 sec): 3 clusters Score: Raw -1469820.721021 + Penalty 3101.504708 = -1466719.216314 nChanged 1079 SP:Iteration 3F (3547.562121 sec): 3 clusters Score: Raw -1471137.303198 + Penalty 3101.504708 = -1468035.798490 nChanged 1231 SP:Iteration 4F (3547.635253 sec): 3 clusters Score: Raw -1473223.552490 + Penalty 3101.504708 = -1470122.047782 nChanged 1283 SP:Iteration 5F (3547.690744 sec): 3 clusters Score: Raw -1474932.899326 + Penalty 3101.504708 = -1471831.394619 nChanged 938 SP:Iteration 6F (3547.731403 sec): 3 clusters Score: Raw -1475917.182431 + Penalty 3101.504708 = -1472815.677724 nChanged 568 SP:Iteration 7Q (3547.763683 sec): 3 clusters Score: Raw -1476505.951871 + Penalty 3101.504708 = -1473404.447163 nChanged 346 SP:Iteration 8Q (3547.826798 sec): 3 clusters Score: Raw -1477007.530018 + Penalty 3101.504708 = -1473906.025310 nChanged 278 SP:Iteration 9Q (3547.894597 sec): 3 clusters Score: Raw -1477564.707589 + Penalty 3101.504708 = -1474463.202882 nChanged 213 SP:Iteration 10Q (3547.944255 sec): 3 clusters Score: Raw -1478098.033861 + Penalty 3101.504708 = -1474996.529153 nChanged 174 SP:Iteration 11Q (3547.994734 sec): 3 clusters Score: Raw -1478593.115907 + Penalty 3101.504708 = -1475491.611199 nChanged 99 SP:Iteration 12Q (3548.055777 sec): 3 clusters Score: Raw -1478749.950134 + Penalty 3101.504708 = -1475648.445426 nChanged 23 SP:Iteration 13Q (3548.114304 sec): 3 clusters Score: Raw -1478757.108727 + Penalty 3101.504708 = -1475655.604020 nChanged 6 SP:Iteration 14Q (3548.172341 sec): 3 clusters Score: Raw -1478757.885285 + Penalty 3101.504708 = -1475656.380578 nChanged 4 SP:Iteration 15Q (3548.228577 sec): 3 clusters Score: Raw -1478758.298340 + Penalty 3101.504708 = -1475656.793633 nChanged 2 SP:Iteration 16Q (3548.276203 sec): 3 clusters Score: Raw -1478758.571031 + Penalty 3101.504708 = -1475657.066324 nChanged 0 SP:Iteration 17F (3548.339015 sec): 3 clusters Score: Raw -1478758.571031 + Penalty 3101.504708 = -1475657.066324 nChanged 0 Score: Raw -82191519.996756 + Penalty 65931.319299 = -82125588.677457 Splitting cluster 22 changes total score from -82120735.990207 to -82125588.677457 So it's getting split into cluster 30. Trying to split cluster 23 (1895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3561.948959 sec): 2 clusters Score: Raw -190180.115048 + Penalty 1226.383294 = -188953.731754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3561.988389 sec): 3 clusters Score: Raw -189379.134598 + Penalty 2452.766588 = -186926.368010 nChanged 681 SP:Iteration 1F (3562.037911 sec): 3 clusters Score: Raw -189844.089429 + Penalty 2452.766588 = -187391.322840 nChanged 180 SP:Iteration 2F (3562.082994 sec): 3 clusters Score: Raw -190002.897320 + Penalty 2452.766588 = -187550.130732 nChanged 121 SP:Iteration 3F (3562.125842 sec): 3 clusters Score: Raw -190114.640418 + Penalty 2452.766588 = -187661.873830 nChanged 69 SP:Iteration 4Q (3562.170841 sec): 3 clusters Score: Raw -190157.591791 + Penalty 2452.766588 = -187704.825203 nChanged 57 SP:Iteration 5Q (3562.202811 sec): 3 clusters Score: Raw -190207.389544 + Penalty 2452.766588 = -187754.622956 nChanged 49 SP:Iteration 6Q (3562.247670 sec): 3 clusters Score: Raw -190249.187539 + Penalty 2452.766588 = -187796.420951 nChanged 52 SP:Iteration 7Q (3562.285036 sec): 3 clusters Score: Raw -190302.573676 + Penalty 2452.766588 = -187849.807088 nChanged 50 SP:Iteration 8Q (3562.314448 sec): 3 clusters Score: Raw -190361.327849 + Penalty 2452.766588 = -187908.561261 nChanged 42 SP:Iteration 9Q (3562.369098 sec): 3 clusters Score: Raw -190407.927538 + Penalty 2452.766588 = -187955.160950 nChanged 45 SP:Iteration 10Q (3562.410587 sec): 3 clusters Score: Raw -190451.843824 + Penalty 2452.766588 = -187999.077235 nChanged 47 SP:Iteration 11Q (3562.447372 sec): 3 clusters Score: Raw -190498.578938 + Penalty 2452.766588 = -188045.812350 nChanged 42 SP:Iteration 12Q (3562.497762 sec): 3 clusters Score: Raw -190548.924475 + Penalty 2452.766588 = -188096.157887 nChanged 42 SP:Iteration 13Q (3562.531677 sec): 3 clusters Score: Raw -190586.221090 + Penalty 2452.766588 = -188133.454501 nChanged 36 SP:Iteration 14Q (3562.565884 sec): 3 clusters Score: Raw -190617.340541 + Penalty 2452.766588 = -188164.573953 nChanged 33 SP:Iteration 15Q (3562.593457 sec): 3 clusters Score: Raw -190642.166960 + Penalty 2452.766588 = -188189.400372 nChanged 24 SP:Iteration 16Q (3562.626198 sec): 3 clusters Score: Raw -190662.432867 + Penalty 2452.766588 = -188209.666279 nChanged 31 SP:Iteration 17Q (3562.660112 sec): 3 clusters Score: Raw -190684.418862 + Penalty 2452.766588 = -188231.652274 nChanged 27 SP:Iteration 18Q (3562.693641 sec): 3 clusters Score: Raw -190700.118172 + Penalty 2452.766588 = -188247.351584 nChanged 18 SP:Iteration 19Q (3562.727403 sec): 3 clusters Score: Raw -190706.181825 + Penalty 2452.766588 = -188253.415237 nChanged 10 SP:Iteration 20F (3562.761586 sec): 3 clusters Score: Raw -190709.425249 + Penalty 2452.766588 = -188256.658661 nChanged 7 SP:Iteration 21Q (3562.795316 sec): 3 clusters Score: Raw -190711.480669 + Penalty 2452.766588 = -188258.714080 nChanged 3 SP:Iteration 22Q (3562.828976 sec): 3 clusters Score: Raw -190713.275958 + Penalty 2452.766588 = -188260.509370 nChanged 2 SP:Iteration 23Q (3562.855709 sec): 3 clusters Score: Raw -190714.148151 + Penalty 2452.766588 = -188261.381563 nChanged 1 SP:Iteration 24Q (3562.893681 sec): 3 clusters Score: Raw -190715.141301 + Penalty 2452.766588 = -188262.374713 nChanged 6 SP:Iteration 25Q (3562.943715 sec): 3 clusters Score: Raw -190716.942049 + Penalty 2452.766588 = -188264.175461 nChanged 2 SP:Iteration 26Q (3562.982644 sec): 3 clusters Score: Raw -190717.413158 + Penalty 2452.766588 = -188264.646569 nChanged 1 SP:Iteration 27Q (3563.026909 sec): 3 clusters Score: Raw -190717.640597 + Penalty 2452.766588 = -188264.874008 nChanged 0 SP:Iteration 28F (3563.078024 sec): 3 clusters Score: Raw -190717.640597 + Penalty 2452.766588 = -188264.874008 nChanged 0 Trying to split cluster 24 (108721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3563.244944 sec): 2 clusters Score: Raw -12447303.788466 + Penalty 1884.437790 = -12445419.350676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3563.437831 sec): 3 clusters Score: Raw -12376610.239134 + Penalty 3768.875580 = -12372841.363554 nChanged 52147 SP:Iteration 1F (3563.646311 sec): 3 clusters Score: Raw -12408763.467069 + Penalty 3768.875580 = -12404994.591489 nChanged 5554 SP:Iteration 2F (3563.854934 sec): 3 clusters Score: Raw -12411230.781897 + Penalty 3768.875580 = -12407461.906317 nChanged 6401 SP:Iteration 3F (3564.063459 sec): 3 clusters Score: Raw -12414542.842938 + Penalty 3768.875580 = -12410773.967358 nChanged 7189 SP:Iteration 4F (3564.286199 sec): 3 clusters Score: Raw -12418712.412205 + Penalty 3768.875580 = -12414943.536625 nChanged 7571 SP:Iteration 5F (3564.491305 sec): 3 clusters Score: Raw -12423603.357497 + Penalty 3768.875580 = -12419834.481916 nChanged 7241 SP:Iteration 6F (3564.705218 sec): 3 clusters Score: Raw -12428776.961734 + Penalty 3768.875580 = -12425008.086154 nChanged 6245 SP:Iteration 7F (3564.915673 sec): 3 clusters Score: Raw -12433873.082857 + Penalty 3768.875580 = -12430104.207277 nChanged 5021 SP:Iteration 8Q (3565.139588 sec): 3 clusters Score: Raw -12438403.831091 + Penalty 3768.875580 = -12434634.955511 nChanged 3734 SP:Iteration 9Q (3565.366714 sec): 3 clusters Score: Raw -12441346.588294 + Penalty 3768.875580 = -12437577.712714 nChanged 2800 SP:Iteration 10Q (3565.575850 sec): 3 clusters Score: Raw -12442910.183286 + Penalty 3768.875580 = -12439141.307706 nChanged 2098 SP:Iteration 11Q (3565.762931 sec): 3 clusters Score: Raw -12443881.348644 + Penalty 3768.875580 = -12440112.473064 nChanged 1700 SP:Iteration 12Q (3565.963697 sec): 3 clusters Score: Raw -12444545.107716 + Penalty 3768.875580 = -12440776.232136 nChanged 1473 SP:Iteration 13Q (3566.165981 sec): 3 clusters Score: Raw -12445021.941201 + Penalty 3768.875580 = -12441253.065621 nChanged 1297 SP:Iteration 14Q (3566.374256 sec): 3 clusters Score: Raw -12445413.319272 + Penalty 3768.875580 = -12441644.443691 nChanged 1206 SP:Iteration 15Q (3566.561746 sec): 3 clusters Score: Raw -12445759.803820 + Penalty 3768.875580 = -12441990.928240 nChanged 1121 SP:Iteration 16Q (3566.731808 sec): 3 clusters Score: Raw -12446065.578424 + Penalty 3768.875580 = -12442296.702844 nChanged 1052 SP:Iteration 17Q (3566.901161 sec): 3 clusters Score: Raw -12446339.795427 + Penalty 3768.875580 = -12442570.919847 nChanged 909 SP:Iteration 18Q (3567.096684 sec): 3 clusters Score: Raw -12446575.873449 + Penalty 3768.875580 = -12442806.997869 nChanged 864 SP:Iteration 19Q (3567.284034 sec): 3 clusters Score: Raw -12446798.064145 + Penalty 3768.875580 = -12443029.188565 nChanged 826 SP:Iteration 20F (3567.492238 sec): 3 clusters Score: Raw -12447012.487796 + Penalty 3768.875580 = -12443243.612216 nChanged 753 SP:Iteration 21Q (3567.683247 sec): 3 clusters Score: Raw -12447217.629377 + Penalty 3768.875580 = -12443448.753797 nChanged 706 SP:Iteration 22Q (3567.873911 sec): 3 clusters Score: Raw -12447414.615262 + Penalty 3768.875580 = -12443645.739682 nChanged 629 SP:Iteration 23Q (3568.055062 sec): 3 clusters Score: Raw -12447583.445002 + Penalty 3768.875580 = -12443814.569422 nChanged 541 SP:Iteration 24Q (3568.241541 sec): 3 clusters Score: Raw -12447721.138964 + Penalty 3768.875580 = -12443952.263384 nChanged 445 SP:Iteration 25Q (3568.435208 sec): 3 clusters Score: Raw -12447825.427901 + Penalty 3768.875580 = -12444056.552321 nChanged 397 SP:Iteration 26Q (3568.650523 sec): 3 clusters Score: Raw -12447922.022350 + Penalty 3768.875580 = -12444153.146770 nChanged 328 SP:Iteration 27Q (3568.827387 sec): 3 clusters Score: Raw -12448001.878631 + Penalty 3768.875580 = -12444233.003051 nChanged 295 SP:Iteration 28Q (3569.010197 sec): 3 clusters Score: Raw -12448075.585677 + Penalty 3768.875580 = -12444306.710097 nChanged 256 SP:Iteration 29Q (3569.202725 sec): 3 clusters Score: Raw -12448141.636167 + Penalty 3768.875580 = -12444372.760587 nChanged 233 SP:Iteration 30Q (3569.391397 sec): 3 clusters Score: Raw -12448201.104582 + Penalty 3768.875580 = -12444432.229002 nChanged 226 SP:Iteration 31Q (3569.573795 sec): 3 clusters Score: Raw -12448272.862098 + Penalty 3768.875580 = -12444503.986517 nChanged 170 SP:Iteration 32Q (3569.766854 sec): 3 clusters Score: Raw -12448323.809891 + Penalty 3768.875580 = -12444554.934310 nChanged 139 SP:Iteration 33Q (3569.957093 sec): 3 clusters Score: Raw -12448356.925358 + Penalty 3768.875580 = -12444588.049778 nChanged 105 SP:Iteration 34Q (3570.112176 sec): 3 clusters Score: Raw -12448381.692528 + Penalty 3768.875580 = -12444612.816948 nChanged 93 SP:Iteration 35Q (3570.292239 sec): 3 clusters Score: Raw -12448404.851357 + Penalty 3768.875580 = -12444635.975777 nChanged 80 SP:Iteration 36Q (3570.472478 sec): 3 clusters Score: Raw -12448425.375222 + Penalty 3768.875580 = -12444656.499642 nChanged 79 SP:Iteration 37Q (3570.672944 sec): 3 clusters Score: Raw -12448448.259958 + Penalty 3768.875580 = -12444679.384378 nChanged 78 SP:Iteration 38Q (3570.850996 sec): 3 clusters Score: Raw -12448468.995926 + Penalty 3768.875580 = -12444700.120346 nChanged 79 SP:Iteration 39Q (3571.024408 sec): 3 clusters Score: Raw -12448494.599713 + Penalty 3768.875580 = -12444725.724133 nChanged 92 SP:Iteration 40F (3571.242999 sec): 3 clusters Score: Raw -12448517.111766 + Penalty 3768.875580 = -12444748.236186 nChanged 78 SP:Iteration 41Q (3571.417170 sec): 3 clusters Score: Raw -12448537.390717 + Penalty 3768.875580 = -12444768.515137 nChanged 77 SP:Iteration 42Q (3571.605152 sec): 3 clusters Score: Raw -12448557.905880 + Penalty 3768.875580 = -12444789.030300 nChanged 68 SP:Iteration 43Q (3571.791768 sec): 3 clusters Score: Raw -12448573.503630 + Penalty 3768.875580 = -12444804.628050 nChanged 52 SP:Iteration 44Q (3571.944013 sec): 3 clusters Score: Raw -12448583.827756 + Penalty 3768.875580 = -12444814.952175 nChanged 45 SP:Iteration 45Q (3572.126253 sec): 3 clusters Score: Raw -12448592.158809 + Penalty 3768.875580 = -12444823.283228 nChanged 43 SP:Iteration 46Q (3572.280741 sec): 3 clusters Score: Raw -12448600.484788 + Penalty 3768.875580 = -12444831.609208 nChanged 32 SP:Iteration 47Q (3572.444459 sec): 3 clusters Score: Raw -12448607.121687 + Penalty 3768.875580 = -12444838.246107 nChanged 33 SP:Iteration 48Q (3572.606129 sec): 3 clusters Score: Raw -12448612.535748 + Penalty 3768.875580 = -12444843.660167 nChanged 27 SP:Iteration 49Q (3572.781704 sec): 3 clusters Score: Raw -12448617.536981 + Penalty 3768.875580 = -12444848.661401 nChanged 35 SP:Iteration 50Q (3572.964084 sec): 3 clusters Score: Raw -12448623.403480 + Penalty 3768.875580 = -12444854.527900 nChanged 28 SP:Iteration 51Q (3573.109934 sec): 3 clusters Score: Raw -12448627.841685 + Penalty 3768.875580 = -12444858.966105 nChanged 21 SP:Iteration 52Q (3573.280823 sec): 3 clusters Score: Raw -12448631.088790 + Penalty 3768.875580 = -12444862.213210 nChanged 18 SP:Iteration 53Q (3573.437723 sec): 3 clusters Score: Raw -12448633.445195 + Penalty 3768.875580 = -12444864.569614 nChanged 13 SP:Iteration 54Q (3573.613241 sec): 3 clusters Score: Raw -12448634.540467 + Penalty 3768.875580 = -12444865.664887 nChanged 14 SP:Iteration 55Q (3573.783122 sec): 3 clusters Score: Raw -12448636.065510 + Penalty 3768.875580 = -12444867.189930 nChanged 10 SP:Iteration 56Q (3573.964957 sec): 3 clusters Score: Raw -12448637.511090 + Penalty 3768.875580 = -12444868.635510 nChanged 12 SP:Iteration 57Q (3574.133261 sec): 3 clusters Score: Raw -12448638.962572 + Penalty 3768.875580 = -12444870.086992 nChanged 11 SP:Iteration 58Q (3574.317282 sec): 3 clusters Score: Raw -12448640.421265 + Penalty 3768.875580 = -12444871.545684 nChanged 13 SP:Iteration 59Q (3574.498388 sec): 3 clusters Score: Raw -12448642.159989 + Penalty 3768.875580 = -12444873.284409 nChanged 7 SP:Iteration 60F (3574.716703 sec): 3 clusters Score: Raw -12448642.831805 + Penalty 3768.875580 = -12444873.956225 nChanged 7 SP:Iteration 61Q (3574.874760 sec): 3 clusters Score: Raw -12448643.227660 + Penalty 3768.875580 = -12444874.352080 nChanged 4 SP:Iteration 62Q (3575.058305 sec): 3 clusters Score: Raw -12448643.480802 + Penalty 3768.875580 = -12444874.605222 nChanged 4 SP:Iteration 63Q (3575.235524 sec): 3 clusters Score: Raw -12448643.970806 + Penalty 3768.875580 = -12444875.095226 nChanged 8 SP:Iteration 64Q (3575.421888 sec): 3 clusters Score: Raw -12448644.939883 + Penalty 3768.875580 = -12444876.064303 nChanged 9 SP:Iteration 65Q (3575.600535 sec): 3 clusters Score: Raw -12448645.981294 + Penalty 3768.875580 = -12444877.105714 nChanged 16 SP:Iteration 66Q (3575.788964 sec): 3 clusters Score: Raw -12448647.763947 + Penalty 3768.875580 = -12444878.888367 nChanged 13 SP:Iteration 67Q (3575.946926 sec): 3 clusters Score: Raw -12448649.944366 + Penalty 3768.875580 = -12444881.068785 nChanged 18 SP:Iteration 68Q (3576.135284 sec): 3 clusters Score: Raw -12448652.746338 + Penalty 3768.875580 = -12444883.870758 nChanged 21 SP:Iteration 69Q (3576.303698 sec): 3 clusters Score: Raw -12448656.134707 + Penalty 3768.875580 = -12444887.259126 nChanged 23 SP:Iteration 70Q (3576.484506 sec): 3 clusters Score: Raw -12448659.710968 + Penalty 3768.875580 = -12444890.835388 nChanged 22 SP:Iteration 71Q (3576.676311 sec): 3 clusters Score: Raw -12448663.485413 + Penalty 3768.875580 = -12444894.609833 nChanged 28 SP:Iteration 72Q (3576.855569 sec): 3 clusters Score: Raw -12448668.924423 + Penalty 3768.875580 = -12444900.048843 nChanged 26 SP:Iteration 73Q (3577.043311 sec): 3 clusters Score: Raw -12448672.305585 + Penalty 3768.875580 = -12444903.430004 nChanged 18 SP:Iteration 74Q (3577.190909 sec): 3 clusters Score: Raw -12448674.979320 + Penalty 3768.875580 = -12444906.103740 nChanged 23 SP:Iteration 75Q (3577.370505 sec): 3 clusters Score: Raw -12448678.624391 + Penalty 3768.875580 = -12444909.748811 nChanged 24 SP:Iteration 76Q (3577.528568 sec): 3 clusters Score: Raw -12448682.604365 + Penalty 3768.875580 = -12444913.728785 nChanged 19 SP:Iteration 77Q (3577.702450 sec): 3 clusters Score: Raw -12448686.166923 + Penalty 3768.875580 = -12444917.291343 nChanged 20 SP:Iteration 78Q (3577.898031 sec): 3 clusters Score: Raw -12448688.847864 + Penalty 3768.875580 = -12444919.972284 nChanged 14 SP:Iteration 79Q (3578.072041 sec): 3 clusters Score: Raw -12448690.262212 + Penalty 3768.875580 = -12444921.386632 nChanged 11 SP:Iteration 80F (3578.296950 sec): 3 clusters Score: Raw -12448691.590823 + Penalty 3768.875580 = -12444922.715243 nChanged 10 SP:Iteration 81Q (3578.497277 sec): 3 clusters Score: Raw -12448692.993996 + Penalty 3768.875580 = -12444924.118416 nChanged 7 SP:Iteration 82Q (3578.671478 sec): 3 clusters Score: Raw -12448693.790917 + Penalty 3768.875580 = -12444924.915337 nChanged 4 SP:Iteration 83Q (3578.818259 sec): 3 clusters Score: Raw -12448694.197157 + Penalty 3768.875580 = -12444925.321577 nChanged 5 SP:Iteration 84Q (3579.003529 sec): 3 clusters Score: Raw -12448694.763096 + Penalty 3768.875580 = -12444925.887516 nChanged 8 SP:Iteration 85Q (3579.189469 sec): 3 clusters Score: Raw -12448695.623408 + Penalty 3768.875580 = -12444926.747828 nChanged 3 SP:Iteration 86Q (3579.375102 sec): 3 clusters Score: Raw -12448695.817871 + Penalty 3768.875580 = -12444926.942291 nChanged 4 SP:Iteration 87Q (3579.549020 sec): 3 clusters Score: Raw -12448696.286837 + Penalty 3768.875580 = -12444927.411257 nChanged 3 SP:Iteration 88Q (3579.748491 sec): 3 clusters Score: Raw -12448696.717090 + Penalty 3768.875580 = -12444927.841509 nChanged 2 SP:Iteration 89Q (3579.920133 sec): 3 clusters Score: Raw -12448696.849290 + Penalty 3768.875580 = -12444927.973710 nChanged 3 SP:Iteration 90Q (3580.099731 sec): 3 clusters Score: Raw -12448697.098350 + Penalty 3768.875580 = -12444928.222770 nChanged 4 SP:Iteration 91Q (3580.290767 sec): 3 clusters Score: Raw -12448697.690032 + Penalty 3768.875580 = -12444928.814452 nChanged 4 SP:Iteration 92Q (3580.459922 sec): 3 clusters Score: Raw -12448698.290272 + Penalty 3768.875580 = -12444929.414691 nChanged 5 SP:Iteration 93Q (3580.638851 sec): 3 clusters Score: Raw -12448698.895583 + Penalty 3768.875580 = -12444930.020003 nChanged 3 SP:Iteration 94Q (3580.836167 sec): 3 clusters Score: Raw -12448699.088981 + Penalty 3768.875580 = -12444930.213401 nChanged 3 SP:Iteration 95Q (3581.033047 sec): 3 clusters Score: Raw -12448699.371879 + Penalty 3768.875580 = -12444930.496299 nChanged 1 SP:Iteration 96Q (3581.232147 sec): 3 clusters Score: Raw -12448699.423239 + Penalty 3768.875580 = -12444930.547659 nChanged 0 SP:Iteration 97F (3581.433397 sec): 3 clusters Score: Raw -12448699.423239 + Penalty 3768.875580 = -12444930.547659 nChanged 0 Iteration 59Q (3588.127014 sec): 31 clusters Score: Raw -82195070.249290 + Penalty 65931.319299 = -82129138.929991 nChanged 7631 Iteration 60F (3601.801492 sec): 31 clusters Score: Raw -82198516.799023 + Penalty 65931.319299 = -82132585.479724 nChanged 7587 Iteration 61Q (3608.032486 sec): 31 clusters Score: Raw -82200505.481534 + Penalty 65931.319299 = -82134574.162235 nChanged 6115 Iteration 62Q (3614.173895 sec): 31 clusters Score: Raw -82201761.105611 + Penalty 65931.319299 = -82135829.786312 nChanged 5402 Iteration 63Q (3620.281368 sec): 31 clusters Score: Raw -82202722.785554 + Penalty 65931.319299 = -82136791.466255 nChanged 4980 Iteration 64Q (3626.539647 sec): 31 clusters Score: Raw -82203538.107219 + Penalty 65931.319299 = -82137606.787920 nChanged 4594 Iteration 65Q (3632.785210 sec): 31 clusters Score: Raw -82204253.305280 + Penalty 65931.319299 = -82138321.985981 nChanged 4341 Iteration 66Q (3638.656636 sec): 31 clusters Score: Raw -82204919.104224 + Penalty 65931.319299 = -82138987.784925 nChanged 4140 Iteration 67Q (3644.491297 sec): 31 clusters Score: Raw -82205559.419734 + Penalty 65931.319299 = -82139628.100435 nChanged 3994 Iteration 68Q (3650.352545 sec): 31 clusters Score: Raw -82206196.766957 + Penalty 65931.319299 = -82140265.447658 nChanged 3899 Iteration 69Q (3656.170557 sec): 31 clusters Score: Raw -82206867.277355 + Penalty 65931.319299 = -82140935.958056 nChanged 3840 Iteration 70Q (3662.165465 sec): 31 clusters Score: Raw -82207549.940525 + Penalty 65931.319299 = -82141618.621226 nChanged 3612 Iteration 71Q (3668.104884 sec): 31 clusters Score: Raw -82208182.713873 + Penalty 65931.319299 = -82142251.394574 nChanged 3478 Iteration 72Q (3674.271235 sec): 31 clusters Score: Raw -82208787.162887 + Penalty 65931.319299 = -82142855.843588 nChanged 3341 Iteration 73Q (3680.327799 sec): 31 clusters Score: Raw -82209361.823203 + Penalty 65931.319299 = -82143430.503904 nChanged 3182 Iteration 74Q (3686.435138 sec): 31 clusters Score: Raw -82209856.081876 + Penalty 65931.319299 = -82143924.762578 nChanged 2841 Iteration 75Q (3692.512395 sec): 31 clusters Score: Raw -82210228.063772 + Penalty 65931.319299 = -82144296.744473 nChanged 2608 Iteration 76Q (3698.539047 sec): 31 clusters Score: Raw -82210551.647813 + Penalty 65931.319299 = -82144620.328514 nChanged 2351 Iteration 77Q (3704.662284 sec): 31 clusters Score: Raw -82210809.227998 + Penalty 65931.319299 = -82144877.908699 nChanged 2077 Iteration 78Q (3710.565214 sec): 31 clusters Score: Raw -82211017.663168 + Penalty 65931.319299 = -82145086.343869 nChanged 1895 Iteration 79Q (3716.349353 sec): 31 clusters Score: Raw -82211190.120026 + Penalty 65931.319299 = -82145258.800727 nChanged 1662 Iteration 80F (3730.013765 sec): 31 clusters Score: Raw -82211336.628011 + Penalty 65931.319299 = -82145405.308712 nChanged 1563 Iteration 81Q (3736.147100 sec): 31 clusters Score: Raw -82211475.165839 + Penalty 65931.319299 = -82145543.846540 nChanged 1420 Iteration 82Q (3742.230646 sec): 31 clusters Score: Raw -82211576.191108 + Penalty 65931.319299 = -82145644.871809 nChanged 1290 Iteration 83Q (3748.198369 sec): 31 clusters Score: Raw -82211661.201801 + Penalty 65931.319299 = -82145729.882502 nChanged 1233 Iteration 84Q (3754.062659 sec): 31 clusters Score: Raw -82211744.517087 + Penalty 65931.319299 = -82145813.197788 nChanged 1186 Iteration 85Q (3760.115109 sec): 31 clusters Score: Raw -82211826.149047 + Penalty 65931.319299 = -82145894.829748 nChanged 1085 Iteration 86Q (3766.319712 sec): 31 clusters Score: Raw -82211896.607440 + Penalty 65931.319299 = -82145965.288142 nChanged 1013 Iteration 87Q (3772.472249 sec): 31 clusters Score: Raw -82211962.703448 + Penalty 65931.319299 = -82146031.384150 nChanged 952 Iteration 88Q (3778.595235 sec): 31 clusters Score: Raw -82212022.967517 + Penalty 65931.319299 = -82146091.648218 nChanged 909 Iteration 89Q (3784.568971 sec): 31 clusters Score: Raw -82212087.701407 + Penalty 65931.319299 = -82146156.382108 nChanged 892 Iteration 90Q (3790.810324 sec): 31 clusters Score: Raw -82212148.414689 + Penalty 65931.319299 = -82146217.095391 nChanged 841 Iteration 91Q (3796.937763 sec): 31 clusters Score: Raw -82212205.401091 + Penalty 65931.319299 = -82146274.081792 nChanged 777 Iteration 92Q (3803.050854 sec): 31 clusters Score: Raw -82212259.175366 + Penalty 65931.319299 = -82146327.856067 nChanged 779 Iteration 93Q (3808.983032 sec): 31 clusters Score: Raw -82212312.868405 + Penalty 65931.319299 = -82146381.549106 nChanged 742 Iteration 94Q (3814.807722 sec): 31 clusters Score: Raw -82212357.689366 + Penalty 65931.319299 = -82146426.370067 nChanged 740 Iteration 95Q (3820.780698 sec): 31 clusters Score: Raw -82212403.581215 + Penalty 65931.319299 = -82146472.261916 nChanged 731 Iteration 96Q (3826.985732 sec): 31 clusters Score: Raw -82212450.483860 + Penalty 65931.319299 = -82146519.164561 nChanged 695 Iteration 97Q (3832.802216 sec): 31 clusters Score: Raw -82212489.929973 + Penalty 65931.319299 = -82146558.610674 nChanged 661 Iteration 98Q (3838.796058 sec): 31 clusters Score: Raw -82212530.437787 + Penalty 65931.319299 = -82146599.118488 nChanged 682 Writing temp clu file Because OldScore, -82146558.610674, is greater than current (better) Score,-82146599.118488 Compute initial score before splitting: Score: Raw -82212530.437787 + Penalty 65931.319299 = -82146599.118488 Trying to split cluster 1 (5647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3839.030048 sec): 2 clusters Score: Raw -620880.827518 + Penalty 1403.817953 = -619477.009566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3839.089115 sec): 3 clusters Score: Raw -617880.578297 + Penalty 2807.635906 = -615072.942391 nChanged 2346 SP:Iteration 1F (3839.132846 sec): 3 clusters Score: Raw -619210.568376 + Penalty 2807.635906 = -616402.932470 nChanged 393 SP:Iteration 2F (3839.197963 sec): 3 clusters Score: Raw -619420.025885 + Penalty 2807.635906 = -616612.389979 nChanged 302 SP:Iteration 3F (3839.253925 sec): 3 clusters Score: Raw -619577.710026 + Penalty 2807.635906 = -616770.074120 nChanged 252 SP:Iteration 4Q (3839.307218 sec): 3 clusters Score: Raw -619714.279188 + Penalty 2807.635906 = -616906.643282 nChanged 220 SP:Iteration 5Q (3839.357563 sec): 3 clusters Score: Raw -619814.800911 + Penalty 2807.635906 = -617007.165005 nChanged 180 SP:Iteration 6Q (3839.407828 sec): 3 clusters Score: Raw -619888.147915 + Penalty 2807.635906 = -617080.512009 nChanged 155 SP:Iteration 7Q (3839.460021 sec): 3 clusters Score: Raw -619954.387379 + Penalty 2807.635906 = -617146.751473 nChanged 141 SP:Iteration 8Q (3839.514347 sec): 3 clusters Score: Raw -620012.945153 + Penalty 2807.635906 = -617205.309248 nChanged 127 SP:Iteration 9Q (3839.556706 sec): 3 clusters Score: Raw -620064.355429 + Penalty 2807.635906 = -617256.719523 nChanged 127 SP:Iteration 10Q (3839.619146 sec): 3 clusters Score: Raw -620126.805629 + Penalty 2807.635906 = -617319.169724 nChanged 129 SP:Iteration 11Q (3839.674804 sec): 3 clusters Score: Raw -620189.885735 + Penalty 2807.635906 = -617382.249829 nChanged 135 SP:Iteration 12Q (3839.730656 sec): 3 clusters Score: Raw -620247.970381 + Penalty 2807.635906 = -617440.334475 nChanged 136 SP:Iteration 13Q (3839.789190 sec): 3 clusters Score: Raw -620308.484993 + Penalty 2807.635906 = -617500.849088 nChanged 114 SP:Iteration 14Q (3839.843482 sec): 3 clusters Score: Raw -620356.057438 + Penalty 2807.635906 = -617548.421532 nChanged 113 SP:Iteration 15Q (3839.890154 sec): 3 clusters Score: Raw -620409.541193 + Penalty 2807.635906 = -617601.905287 nChanged 121 SP:Iteration 16Q (3839.952511 sec): 3 clusters Score: Raw -620467.205769 + Penalty 2807.635906 = -617659.569864 nChanged 118 SP:Iteration 17Q (3840.004812 sec): 3 clusters Score: Raw -620522.331094 + Penalty 2807.635906 = -617714.695188 nChanged 110 SP:Iteration 18Q (3840.043303 sec): 3 clusters Score: Raw -620569.268820 + Penalty 2807.635906 = -617761.632915 nChanged 101 SP:Iteration 19Q (3840.096825 sec): 3 clusters Score: Raw -620611.633776 + Penalty 2807.635906 = -617803.997870 nChanged 96 SP:Iteration 20F (3840.160216 sec): 3 clusters Score: Raw -620654.029154 + Penalty 2807.635906 = -617846.393248 nChanged 82 SP:Iteration 21Q (3840.210507 sec): 3 clusters Score: Raw -620683.648033 + Penalty 2807.635906 = -617876.012127 nChanged 84 SP:Iteration 22Q (3840.258329 sec): 3 clusters Score: Raw -620714.078963 + Penalty 2807.635906 = -617906.443057 nChanged 71 SP:Iteration 23Q (3840.312749 sec): 3 clusters Score: Raw -620736.459859 + Penalty 2807.635906 = -617928.823953 nChanged 60 SP:Iteration 24Q (3840.372989 sec): 3 clusters Score: Raw -620759.445067 + Penalty 2807.635906 = -617951.809161 nChanged 58 SP:Iteration 25Q (3840.414861 sec): 3 clusters Score: Raw -620780.840027 + Penalty 2807.635906 = -617973.204121 nChanged 53 SP:Iteration 26Q (3840.474972 sec): 3 clusters Score: Raw -620799.173872 + Penalty 2807.635906 = -617991.537966 nChanged 54 SP:Iteration 27Q (3840.520343 sec): 3 clusters Score: Raw -620817.839588 + Penalty 2807.635906 = -618010.203682 nChanged 53 SP:Iteration 28Q (3840.575823 sec): 3 clusters Score: Raw -620834.896993 + Penalty 2807.635906 = -618027.261088 nChanged 44 SP:Iteration 29Q (3840.618089 sec): 3 clusters Score: Raw -620844.599024 + Penalty 2807.635906 = -618036.963118 nChanged 32 SP:Iteration 30Q (3840.670369 sec): 3 clusters Score: Raw -620854.377807 + Penalty 2807.635906 = -618046.741901 nChanged 40 SP:Iteration 31Q (3840.723388 sec): 3 clusters Score: Raw -620866.873496 + Penalty 2807.635906 = -618059.237590 nChanged 40 SP:Iteration 32Q (3840.784708 sec): 3 clusters Score: Raw -620877.792351 + Penalty 2807.635906 = -618070.156445 nChanged 29 SP:Iteration 33Q (3840.826914 sec): 3 clusters Score: Raw -620886.731433 + Penalty 2807.635906 = -618079.095527 nChanged 27 SP:Iteration 34Q (3840.883620 sec): 3 clusters Score: Raw -620893.824034 + Penalty 2807.635906 = -618086.188129 nChanged 19 SP:Iteration 35Q (3840.940115 sec): 3 clusters Score: Raw -620898.786889 + Penalty 2807.635906 = -618091.150983 nChanged 22 SP:Iteration 36Q (3841.005572 sec): 3 clusters Score: Raw -620905.166792 + Penalty 2807.635906 = -618097.530887 nChanged 22 SP:Iteration 37Q (3841.060827 sec): 3 clusters Score: Raw -620910.655310 + Penalty 2807.635906 = -618103.019404 nChanged 18 SP:Iteration 38Q (3841.118079 sec): 3 clusters Score: Raw -620914.475026 + Penalty 2807.635906 = -618106.839120 nChanged 17 SP:Iteration 39Q (3841.173762 sec): 3 clusters Score: Raw -620919.654461 + Penalty 2807.635906 = -618112.018556 nChanged 21 SP:Iteration 40F (3841.230566 sec): 3 clusters Score: Raw -620926.014031 + Penalty 2807.635906 = -618118.378125 nChanged 19 SP:Iteration 41Q (3841.286998 sec): 3 clusters Score: Raw -620931.790641 + Penalty 2807.635906 = -618124.154735 nChanged 19 SP:Iteration 42Q (3841.343461 sec): 3 clusters Score: Raw -620936.395921 + Penalty 2807.635906 = -618128.760016 nChanged 14 SP:Iteration 43Q (3841.389567 sec): 3 clusters Score: Raw -620940.001430 + Penalty 2807.635906 = -618132.365525 nChanged 17 SP:Iteration 44Q (3841.457702 sec): 3 clusters Score: Raw -620944.763684 + Penalty 2807.635906 = -618137.127779 nChanged 16 SP:Iteration 45Q (3841.503619 sec): 3 clusters Score: Raw -620948.669391 + Penalty 2807.635906 = -618141.033486 nChanged 15 SP:Iteration 46Q (3841.560119 sec): 3 clusters Score: Raw -620952.658488 + Penalty 2807.635906 = -618145.022583 nChanged 13 SP:Iteration 47Q (3841.616684 sec): 3 clusters Score: Raw -620955.637564 + Penalty 2807.635906 = -618148.001659 nChanged 7 SP:Iteration 48Q (3841.673211 sec): 3 clusters Score: Raw -620957.487939 + Penalty 2807.635906 = -618149.852034 nChanged 8 SP:Iteration 49Q (3841.741277 sec): 3 clusters Score: Raw -620959.441939 + Penalty 2807.635906 = -618151.806033 nChanged 10 SP:Iteration 50Q (3841.786067 sec): 3 clusters Score: Raw -620961.598029 + Penalty 2807.635906 = -618153.962123 nChanged 6 SP:Iteration 51Q (3841.829621 sec): 3 clusters Score: Raw -620963.316566 + Penalty 2807.635906 = -618155.680660 nChanged 8 SP:Iteration 52Q (3841.883478 sec): 3 clusters Score: Raw -620965.958725 + Penalty 2807.635906 = -618158.322820 nChanged 11 SP:Iteration 53Q (3841.938578 sec): 3 clusters Score: Raw -620968.606966 + Penalty 2807.635906 = -618160.971060 nChanged 12 SP:Iteration 54Q (3841.995710 sec): 3 clusters Score: Raw -620971.916835 + Penalty 2807.635906 = -618164.280929 nChanged 11 SP:Iteration 55Q (3842.055032 sec): 3 clusters Score: Raw -620974.846693 + Penalty 2807.635906 = -618167.210787 nChanged 4 SP:Iteration 56Q (3842.097130 sec): 3 clusters Score: Raw -620975.800942 + Penalty 2807.635906 = -618168.165036 nChanged 8 SP:Iteration 57Q (3842.153029 sec): 3 clusters Score: Raw -620977.325407 + Penalty 2807.635906 = -618169.689502 nChanged 4 SP:Iteration 58Q (3842.209737 sec): 3 clusters Score: Raw -620978.312388 + Penalty 2807.635906 = -618170.676482 nChanged 5 SP:Iteration 59Q (3842.265765 sec): 3 clusters Score: Raw -620979.618554 + Penalty 2807.635906 = -618171.982648 nChanged 4 SP:Iteration 60F (3842.312364 sec): 3 clusters Score: Raw -620980.361480 + Penalty 2807.635906 = -618172.725574 nChanged 4 SP:Iteration 61Q (3842.368280 sec): 3 clusters Score: Raw -620980.746922 + Penalty 2807.635906 = -618173.111016 nChanged 1 SP:Iteration 62Q (3842.424462 sec): 3 clusters Score: Raw -620980.842551 + Penalty 2807.635906 = -618173.206646 nChanged 0 SP:Iteration 63F (3842.481030 sec): 3 clusters Score: Raw -620980.842551 + Penalty 2807.635906 = -618173.206646 nChanged 0 Trying to split cluster 2 (5063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3842.523420 sec): 2 clusters Score: Raw -560791.503521 + Penalty 1386.078602 = -559405.424920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3842.565203 sec): 3 clusters Score: Raw -558140.464889 + Penalty 2772.157203 = -555368.307685 nChanged 2036 SP:Iteration 1F (3842.615751 sec): 3 clusters Score: Raw -559225.248258 + Penalty 2772.157203 = -556453.091054 nChanged 432 SP:Iteration 2F (3842.671840 sec): 3 clusters Score: Raw -559498.519000 + Penalty 2772.157203 = -556726.361796 nChanged 356 SP:Iteration 3F (3842.725180 sec): 3 clusters Score: Raw -559717.312465 + Penalty 2772.157203 = -556945.155261 nChanged 295 SP:Iteration 4F (3842.780683 sec): 3 clusters Score: Raw -559912.552519 + Penalty 2772.157203 = -557140.395316 nChanged 251 SP:Iteration 5Q (3842.836175 sec): 3 clusters Score: Raw -560064.015027 + Penalty 2772.157203 = -557291.857823 nChanged 216 SP:Iteration 6Q (3842.891797 sec): 3 clusters Score: Raw -560200.313204 + Penalty 2772.157203 = -557428.156001 nChanged 201 SP:Iteration 7Q (3842.943942 sec): 3 clusters Score: Raw -560339.995696 + Penalty 2772.157203 = -557567.838492 nChanged 199 SP:Iteration 8Q (3842.998453 sec): 3 clusters Score: Raw -560511.000857 + Penalty 2772.157203 = -557738.843653 nChanged 195 SP:Iteration 9Q (3843.054635 sec): 3 clusters Score: Raw -560700.791074 + Penalty 2772.157203 = -557928.633871 nChanged 188 SP:Iteration 10Q (3843.104146 sec): 3 clusters Score: Raw -560942.881751 + Penalty 2772.157203 = -558170.724548 nChanged 178 SP:Iteration 11Q (3843.156612 sec): 3 clusters Score: Raw -561145.205058 + Penalty 2772.157203 = -558373.047854 nChanged 163 SP:Iteration 12Q (3843.207408 sec): 3 clusters Score: Raw -561293.764857 + Penalty 2772.157203 = -558521.607654 nChanged 137 SP:Iteration 13Q (3843.251101 sec): 3 clusters Score: Raw -561424.444523 + Penalty 2772.157203 = -558652.287320 nChanged 113 SP:Iteration 14Q (3843.306352 sec): 3 clusters Score: Raw -561516.685408 + Penalty 2772.157203 = -558744.528205 nChanged 87 SP:Iteration 15Q (3843.361659 sec): 3 clusters Score: Raw -561570.783898 + Penalty 2772.157203 = -558798.626694 nChanged 72 SP:Iteration 16Q (3843.405648 sec): 3 clusters Score: Raw -561615.747404 + Penalty 2772.157203 = -558843.590201 nChanged 58 SP:Iteration 17Q (3843.445616 sec): 3 clusters Score: Raw -561647.084255 + Penalty 2772.157203 = -558874.927052 nChanged 51 SP:Iteration 18Q (3843.506104 sec): 3 clusters Score: Raw -561672.170329 + Penalty 2772.157203 = -558900.013126 nChanged 50 SP:Iteration 19Q (3843.557381 sec): 3 clusters Score: Raw -561692.407058 + Penalty 2772.157203 = -558920.249855 nChanged 47 SP:Iteration 20F (3843.611088 sec): 3 clusters Score: Raw -561715.443200 + Penalty 2772.157203 = -558943.285997 nChanged 46 SP:Iteration 21Q (3843.662724 sec): 3 clusters Score: Raw -561736.970570 + Penalty 2772.157203 = -558964.813367 nChanged 37 SP:Iteration 22Q (3843.720328 sec): 3 clusters Score: Raw -561755.364705 + Penalty 2772.157203 = -558983.207501 nChanged 31 SP:Iteration 23Q (3843.771563 sec): 3 clusters Score: Raw -561769.466345 + Penalty 2772.157203 = -558997.309142 nChanged 37 SP:Iteration 24Q (3843.813252 sec): 3 clusters Score: Raw -561787.078097 + Penalty 2772.157203 = -559014.920893 nChanged 39 SP:Iteration 25Q (3843.869451 sec): 3 clusters Score: Raw -561805.184890 + Penalty 2772.157203 = -559033.027687 nChanged 42 SP:Iteration 26Q (3843.930749 sec): 3 clusters Score: Raw -561825.033403 + Penalty 2772.157203 = -559052.876200 nChanged 35 SP:Iteration 27Q (3843.980001 sec): 3 clusters Score: Raw -561838.480675 + Penalty 2772.157203 = -559066.323471 nChanged 24 SP:Iteration 28Q (3844.027025 sec): 3 clusters Score: Raw -561845.917874 + Penalty 2772.157203 = -559073.760671 nChanged 20 SP:Iteration 29Q (3844.080222 sec): 3 clusters Score: Raw -561852.283957 + Penalty 2772.157203 = -559080.126754 nChanged 23 SP:Iteration 30Q (3844.131308 sec): 3 clusters Score: Raw -561858.309265 + Penalty 2772.157203 = -559086.152062 nChanged 12 SP:Iteration 31Q (3844.184441 sec): 3 clusters Score: Raw -561861.480905 + Penalty 2772.157203 = -559089.323701 nChanged 12 SP:Iteration 32Q (3844.238800 sec): 3 clusters Score: Raw -561864.769154 + Penalty 2772.157203 = -559092.611951 nChanged 12 SP:Iteration 33Q (3844.293500 sec): 3 clusters Score: Raw -561866.755541 + Penalty 2772.157203 = -559094.598338 nChanged 1 SP:Iteration 34Q (3844.347285 sec): 3 clusters Score: Raw -561867.089837 + Penalty 2772.157203 = -559094.932634 nChanged 1 SP:Iteration 35Q (3844.400962 sec): 3 clusters Score: Raw -561867.283132 + Penalty 2772.157203 = -559095.125929 nChanged 1 SP:Iteration 36Q (3844.461251 sec): 3 clusters Score: Raw -561867.618279 + Penalty 2772.157203 = -559095.461076 nChanged 2 SP:Iteration 37Q (3844.516996 sec): 3 clusters Score: Raw -561868.107775 + Penalty 2772.157203 = -559095.950571 nChanged 1 SP:Iteration 38Q (3844.571619 sec): 3 clusters Score: Raw -561868.618988 + Penalty 2772.157203 = -559096.461785 nChanged 0 SP:Iteration 39F (3844.616275 sec): 3 clusters Score: Raw -561868.618988 + Penalty 2772.157203 = -559096.461785 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3844.642282 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3844.699416 sec): 3 clusters Score: Raw -215946.775892 + Penalty 2436.952658 = -213509.823234 nChanged 600 SP:Iteration 1F (3844.751002 sec): 3 clusters Score: Raw -216357.633362 + Penalty 2436.952658 = -213920.680704 nChanged 144 SP:Iteration 2F (3844.798872 sec): 3 clusters Score: Raw -216472.217153 + Penalty 2436.952658 = -214035.264495 nChanged 96 SP:Iteration 3F (3844.843396 sec): 3 clusters Score: Raw -216551.156594 + Penalty 2436.952658 = -214114.203936 nChanged 66 SP:Iteration 4Q (3844.888276 sec): 3 clusters Score: Raw -216604.747972 + Penalty 2436.952658 = -214167.795314 nChanged 54 SP:Iteration 5Q (3844.931613 sec): 3 clusters Score: Raw -216643.809678 + Penalty 2436.952658 = -214206.857020 nChanged 48 SP:Iteration 6Q (3844.973708 sec): 3 clusters Score: Raw -216672.453048 + Penalty 2436.952658 = -214235.500390 nChanged 46 SP:Iteration 7Q (3845.014495 sec): 3 clusters Score: Raw -216706.528572 + Penalty 2436.952658 = -214269.575914 nChanged 51 SP:Iteration 8Q (3845.059962 sec): 3 clusters Score: Raw -216755.423264 + Penalty 2436.952658 = -214318.470606 nChanged 65 SP:Iteration 9Q (3845.097150 sec): 3 clusters Score: Raw -216818.362901 + Penalty 2436.952658 = -214381.410243 nChanged 58 SP:Iteration 10Q (3845.141176 sec): 3 clusters Score: Raw -216859.918681 + Penalty 2436.952658 = -214422.966023 nChanged 44 SP:Iteration 11Q (3845.188679 sec): 3 clusters Score: Raw -216900.974169 + Penalty 2436.952658 = -214464.021511 nChanged 45 SP:Iteration 12Q (3845.238836 sec): 3 clusters Score: Raw -216943.845171 + Penalty 2436.952658 = -214506.892513 nChanged 38 SP:Iteration 13Q (3845.287315 sec): 3 clusters Score: Raw -216980.347764 + Penalty 2436.952658 = -214543.395106 nChanged 44 SP:Iteration 14Q (3845.324636 sec): 3 clusters Score: Raw -217023.763854 + Penalty 2436.952658 = -214586.811196 nChanged 35 SP:Iteration 15Q (3845.373713 sec): 3 clusters Score: Raw -217058.129149 + Penalty 2436.952658 = -214621.176491 nChanged 21 SP:Iteration 16Q (3845.417951 sec): 3 clusters Score: Raw -217080.122616 + Penalty 2436.952658 = -214643.169958 nChanged 26 SP:Iteration 17Q (3845.475409 sec): 3 clusters Score: Raw -217108.234086 + Penalty 2436.952658 = -214671.281428 nChanged 21 SP:Iteration 18Q (3845.511252 sec): 3 clusters Score: Raw -217127.960648 + Penalty 2436.952658 = -214691.007990 nChanged 20 SP:Iteration 19Q (3845.559877 sec): 3 clusters Score: Raw -217145.673070 + Penalty 2436.952658 = -214708.720412 nChanged 21 SP:Iteration 20F (3845.613420 sec): 3 clusters Score: Raw -217162.046063 + Penalty 2436.952658 = -214725.093405 nChanged 21 SP:Iteration 21Q (3845.652947 sec): 3 clusters Score: Raw -217183.207211 + Penalty 2436.952658 = -214746.254553 nChanged 19 SP:Iteration 22Q (3845.702544 sec): 3 clusters Score: Raw -217198.676123 + Penalty 2436.952658 = -214761.723465 nChanged 14 SP:Iteration 23Q (3845.753378 sec): 3 clusters Score: Raw -217212.786066 + Penalty 2436.952658 = -214775.833408 nChanged 8 SP:Iteration 24Q (3845.799563 sec): 3 clusters Score: Raw -217221.445949 + Penalty 2436.952658 = -214784.493291 nChanged 11 SP:Iteration 25Q (3845.850619 sec): 3 clusters Score: Raw -217228.791352 + Penalty 2436.952658 = -214791.838694 nChanged 6 SP:Iteration 26Q (3845.901696 sec): 3 clusters Score: Raw -217233.769810 + Penalty 2436.952658 = -214796.817152 nChanged 4 SP:Iteration 27Q (3845.940871 sec): 3 clusters Score: Raw -217237.457236 + Penalty 2436.952658 = -214800.504578 nChanged 3 SP:Iteration 28Q (3845.980740 sec): 3 clusters Score: Raw -217238.422509 + Penalty 2436.952658 = -214801.469851 nChanged 2 SP:Iteration 29Q (3846.031691 sec): 3 clusters Score: Raw -217240.447444 + Penalty 2436.952658 = -214803.494786 nChanged 3 SP:Iteration 30Q (3846.066972 sec): 3 clusters Score: Raw -217242.211689 + Penalty 2436.952658 = -214805.259031 nChanged 3 SP:Iteration 31Q (3846.118604 sec): 3 clusters Score: Raw -217243.997685 + Penalty 2436.952658 = -214807.045027 nChanged 1 SP:Iteration 32Q (3846.164358 sec): 3 clusters Score: Raw -217244.940242 + Penalty 2436.952658 = -214807.987584 nChanged 1 SP:Iteration 33Q (3846.212250 sec): 3 clusters Score: Raw -217246.269242 + Penalty 2436.952658 = -214809.316584 nChanged 1 SP:Iteration 34Q (3846.259840 sec): 3 clusters Score: Raw -217247.832568 + Penalty 2436.952658 = -214810.879910 nChanged 3 SP:Iteration 35Q (3846.310686 sec): 3 clusters Score: Raw -217250.066961 + Penalty 2436.952658 = -214813.114303 nChanged 5 SP:Iteration 36Q (3846.362352 sec): 3 clusters Score: Raw -217254.137789 + Penalty 2436.952658 = -214817.185131 nChanged 4 SP:Iteration 37Q (3846.415371 sec): 3 clusters Score: Raw -217256.895687 + Penalty 2436.952658 = -214819.943029 nChanged 6 SP:Iteration 38Q (3846.467596 sec): 3 clusters Score: Raw -217259.366824 + Penalty 2436.952658 = -214822.414166 nChanged 2 SP:Iteration 39Q (3846.518107 sec): 3 clusters Score: Raw -217260.508485 + Penalty 2436.952658 = -214823.555827 nChanged 1 SP:Iteration 40F (3846.569018 sec): 3 clusters Score: Raw -217260.919166 + Penalty 2436.952658 = -214823.966508 nChanged 1 SP:Iteration 41Q (3846.631573 sec): 3 clusters Score: Raw -217261.528228 + Penalty 2436.952658 = -214824.575570 nChanged 1 SP:Iteration 42Q (3846.665250 sec): 3 clusters Score: Raw -217261.865449 + Penalty 2436.952658 = -214824.912791 nChanged 1 SP:Iteration 43Q (3846.715713 sec): 3 clusters Score: Raw -217262.273841 + Penalty 2436.952658 = -214825.321183 nChanged 2 SP:Iteration 44Q (3846.766222 sec): 3 clusters Score: Raw -217264.538553 + Penalty 2436.952658 = -214827.585895 nChanged 2 SP:Iteration 45Q (3846.816753 sec): 3 clusters Score: Raw -217266.339742 + Penalty 2436.952658 = -214829.387084 nChanged 3 SP:Iteration 46Q (3846.864316 sec): 3 clusters Score: Raw -217267.891313 + Penalty 2436.952658 = -214830.938655 nChanged 2 SP:Iteration 47Q (3846.914965 sec): 3 clusters Score: Raw -217269.935689 + Penalty 2436.952658 = -214832.983031 nChanged 4 SP:Iteration 48Q (3846.964011 sec): 3 clusters Score: Raw -217274.189304 + Penalty 2436.952658 = -214837.236646 nChanged 3 SP:Iteration 49Q (3847.014530 sec): 3 clusters Score: Raw -217276.904196 + Penalty 2436.952658 = -214839.951538 nChanged 2 SP:Iteration 50Q (3847.065019 sec): 3 clusters Score: Raw -217277.803386 + Penalty 2436.952658 = -214840.850728 nChanged 0 SP:Iteration 51F (3847.127725 sec): 3 clusters Score: Raw -217277.803386 + Penalty 2436.952658 = -214840.850728 nChanged 0 Trying to split cluster 4 (16893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3847.162027 sec): 2 clusters Score: Raw -1819559.561892 + Penalty 1581.881375 = -1817977.680518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3847.237482 sec): 3 clusters Score: Raw -1809543.788644 + Penalty 3163.762750 = -1806380.025895 nChanged 7615 SP:Iteration 1F (3847.310507 sec): 3 clusters Score: Raw -1813895.257156 + Penalty 3163.762750 = -1810731.494407 nChanged 1059 SP:Iteration 2F (3847.384478 sec): 3 clusters Score: Raw -1814380.350341 + Penalty 3163.762750 = -1811216.587592 nChanged 972 SP:Iteration 3F (3847.458142 sec): 3 clusters Score: Raw -1814865.943322 + Penalty 3163.762750 = -1811702.180573 nChanged 913 SP:Iteration 4F (3847.534147 sec): 3 clusters Score: Raw -1815387.961738 + Penalty 3163.762750 = -1812224.198989 nChanged 903 SP:Iteration 5F (3847.584041 sec): 3 clusters Score: Raw -1815942.297258 + Penalty 3163.762750 = -1812778.534509 nChanged 906 SP:Iteration 6F (3847.649708 sec): 3 clusters Score: Raw -1816466.679790 + Penalty 3163.762750 = -1813302.917040 nChanged 842 SP:Iteration 7Q (3847.730952 sec): 3 clusters Score: Raw -1816938.867075 + Penalty 3163.762750 = -1813775.104326 nChanged 815 SP:Iteration 8Q (3847.801222 sec): 3 clusters Score: Raw -1817344.505688 + Penalty 3163.762750 = -1814180.742938 nChanged 700 SP:Iteration 9Q (3847.874041 sec): 3 clusters Score: Raw -1817662.720628 + Penalty 3163.762750 = -1814498.957878 nChanged 616 SP:Iteration 10Q (3847.949654 sec): 3 clusters Score: Raw -1817920.736548 + Penalty 3163.762750 = -1814756.973799 nChanged 517 SP:Iteration 11Q (3848.029506 sec): 3 clusters Score: Raw -1818127.372993 + Penalty 3163.762750 = -1814963.610243 nChanged 438 SP:Iteration 12Q (3848.110195 sec): 3 clusters Score: Raw -1818290.530549 + Penalty 3163.762750 = -1815126.767799 nChanged 387 SP:Iteration 13Q (3848.187604 sec): 3 clusters Score: Raw -1818437.668926 + Penalty 3163.762750 = -1815273.906176 nChanged 385 SP:Iteration 14Q (3848.257554 sec): 3 clusters Score: Raw -1818587.800495 + Penalty 3163.762750 = -1815424.037746 nChanged 369 SP:Iteration 15Q (3848.331383 sec): 3 clusters Score: Raw -1818731.817386 + Penalty 3163.762750 = -1815568.054637 nChanged 330 SP:Iteration 16Q (3848.398619 sec): 3 clusters Score: Raw -1818847.566431 + Penalty 3163.762750 = -1815683.803682 nChanged 272 SP:Iteration 17Q (3848.465124 sec): 3 clusters Score: Raw -1818943.958908 + Penalty 3163.762750 = -1815780.196158 nChanged 270 SP:Iteration 18Q (3848.547046 sec): 3 clusters Score: Raw -1819030.659459 + Penalty 3163.762750 = -1815866.896709 nChanged 221 SP:Iteration 19Q (3848.623472 sec): 3 clusters Score: Raw -1819095.197885 + Penalty 3163.762750 = -1815931.435135 nChanged 198 SP:Iteration 20F (3848.697848 sec): 3 clusters Score: Raw -1819155.197289 + Penalty 3163.762750 = -1815991.434540 nChanged 212 SP:Iteration 21Q (3848.771022 sec): 3 clusters Score: Raw -1819224.531340 + Penalty 3163.762750 = -1816060.768590 nChanged 199 SP:Iteration 22Q (3848.837681 sec): 3 clusters Score: Raw -1819290.297992 + Penalty 3163.762750 = -1816126.535242 nChanged 183 SP:Iteration 23Q (3848.910073 sec): 3 clusters Score: Raw -1819347.321958 + Penalty 3163.762750 = -1816183.559208 nChanged 158 SP:Iteration 24Q (3848.978945 sec): 3 clusters Score: Raw -1819390.863074 + Penalty 3163.762750 = -1816227.100325 nChanged 164 SP:Iteration 25Q (3849.058080 sec): 3 clusters Score: Raw -1819439.584382 + Penalty 3163.762750 = -1816275.821632 nChanged 168 SP:Iteration 26Q (3849.129086 sec): 3 clusters Score: Raw -1819496.855755 + Penalty 3163.762750 = -1816333.093006 nChanged 174 SP:Iteration 27Q (3849.195282 sec): 3 clusters Score: Raw -1819556.357678 + Penalty 3163.762750 = -1816392.594928 nChanged 163 SP:Iteration 28Q (3849.268022 sec): 3 clusters Score: Raw -1819602.801440 + Penalty 3163.762750 = -1816439.038691 nChanged 159 SP:Iteration 29Q (3849.341713 sec): 3 clusters Score: Raw -1819651.286237 + Penalty 3163.762750 = -1816487.523488 nChanged 157 SP:Iteration 30Q (3849.416943 sec): 3 clusters Score: Raw -1819689.200799 + Penalty 3163.762750 = -1816525.438049 nChanged 135 SP:Iteration 31Q (3849.490014 sec): 3 clusters Score: Raw -1819723.016184 + Penalty 3163.762750 = -1816559.253435 nChanged 140 SP:Iteration 32Q (3849.565772 sec): 3 clusters Score: Raw -1819758.552122 + Penalty 3163.762750 = -1816594.789372 nChanged 136 SP:Iteration 33Q (3849.639230 sec): 3 clusters Score: Raw -1819794.496225 + Penalty 3163.762750 = -1816630.733475 nChanged 119 SP:Iteration 34Q (3849.706819 sec): 3 clusters Score: Raw -1819827.144043 + Penalty 3163.762750 = -1816663.381293 nChanged 121 SP:Iteration 35Q (3849.788959 sec): 3 clusters Score: Raw -1819854.754052 + Penalty 3163.762750 = -1816690.991302 nChanged 106 SP:Iteration 36Q (3849.854666 sec): 3 clusters Score: Raw -1819878.762634 + Penalty 3163.762750 = -1816714.999884 nChanged 92 SP:Iteration 37Q (3849.928962 sec): 3 clusters Score: Raw -1819896.757273 + Penalty 3163.762750 = -1816732.994523 nChanged 84 SP:Iteration 38Q (3850.002273 sec): 3 clusters Score: Raw -1819911.585013 + Penalty 3163.762750 = -1816747.822264 nChanged 66 SP:Iteration 39Q (3850.076207 sec): 3 clusters Score: Raw -1819921.748151 + Penalty 3163.762750 = -1816757.985402 nChanged 68 SP:Iteration 40F (3850.150528 sec): 3 clusters Score: Raw -1819933.511958 + Penalty 3163.762750 = -1816769.749209 nChanged 51 SP:Iteration 41Q (3850.222060 sec): 3 clusters Score: Raw -1819940.680843 + Penalty 3163.762750 = -1816776.918093 nChanged 46 SP:Iteration 42Q (3850.293022 sec): 3 clusters Score: Raw -1819947.607106 + Penalty 3163.762750 = -1816783.844357 nChanged 37 SP:Iteration 43Q (3850.370434 sec): 3 clusters Score: Raw -1819951.186347 + Penalty 3163.762750 = -1816787.423598 nChanged 22 SP:Iteration 44Q (3850.434097 sec): 3 clusters Score: Raw -1819953.258784 + Penalty 3163.762750 = -1816789.496035 nChanged 23 SP:Iteration 45Q (3850.501448 sec): 3 clusters Score: Raw -1819955.352047 + Penalty 3163.762750 = -1816791.589298 nChanged 11 SP:Iteration 46Q (3850.569922 sec): 3 clusters Score: Raw -1819956.229854 + Penalty 3163.762750 = -1816792.467104 nChanged 12 SP:Iteration 47Q (3850.645489 sec): 3 clusters Score: Raw -1819956.870869 + Penalty 3163.762750 = -1816793.108119 nChanged 8 SP:Iteration 48Q (3850.704784 sec): 3 clusters Score: Raw -1819957.509453 + Penalty 3163.762750 = -1816793.746704 nChanged 12 SP:Iteration 49Q (3850.772341 sec): 3 clusters Score: Raw -1819958.610009 + Penalty 3163.762750 = -1816794.847260 nChanged 9 SP:Iteration 50Q (3850.838435 sec): 3 clusters Score: Raw -1819959.108217 + Penalty 3163.762750 = -1816795.345467 nChanged 7 SP:Iteration 51Q (3850.906898 sec): 3 clusters Score: Raw -1819959.453463 + Penalty 3163.762750 = -1816795.690714 nChanged 4 SP:Iteration 52Q (3850.974728 sec): 3 clusters Score: Raw -1819959.654403 + Penalty 3163.762750 = -1816795.891653 nChanged 4 SP:Iteration 53Q (3851.047311 sec): 3 clusters Score: Raw -1819959.862407 + Penalty 3163.762750 = -1816796.099658 nChanged 3 SP:Iteration 54Q (3851.119526 sec): 3 clusters Score: Raw -1819960.010742 + Penalty 3163.762750 = -1816796.247993 nChanged 4 SP:Iteration 55Q (3851.192133 sec): 3 clusters Score: Raw -1819960.159803 + Penalty 3163.762750 = -1816796.397053 nChanged 6 SP:Iteration 56Q (3851.259246 sec): 3 clusters Score: Raw -1819960.600962 + Penalty 3163.762750 = -1816796.838212 nChanged 8 SP:Iteration 57Q (3851.338241 sec): 3 clusters Score: Raw -1819961.560287 + Penalty 3163.762750 = -1816797.797538 nChanged 13 SP:Iteration 58Q (3851.410016 sec): 3 clusters Score: Raw -1819962.640895 + Penalty 3163.762750 = -1816798.878145 nChanged 8 SP:Iteration 59Q (3851.481607 sec): 3 clusters Score: Raw -1819963.170919 + Penalty 3163.762750 = -1816799.408169 nChanged 7 SP:Iteration 60F (3851.537571 sec): 3 clusters Score: Raw -1819963.891412 + Penalty 3163.762750 = -1816800.128663 nChanged 12 SP:Iteration 61Q (3851.613679 sec): 3 clusters Score: Raw -1819964.910798 + Penalty 3163.762750 = -1816801.148048 nChanged 13 SP:Iteration 62Q (3851.696940 sec): 3 clusters Score: Raw -1819965.800586 + Penalty 3163.762750 = -1816802.037836 nChanged 7 SP:Iteration 63Q (3851.761147 sec): 3 clusters Score: Raw -1819966.386697 + Penalty 3163.762750 = -1816802.623947 nChanged 8 SP:Iteration 64Q (3851.835041 sec): 3 clusters Score: Raw -1819966.927193 + Penalty 3163.762750 = -1816803.164444 nChanged 3 SP:Iteration 65Q (3851.911018 sec): 3 clusters Score: Raw -1819967.073264 + Penalty 3163.762750 = -1816803.310515 nChanged 5 SP:Iteration 66Q (3851.981328 sec): 3 clusters Score: Raw -1819967.631920 + Penalty 3163.762750 = -1816803.869170 nChanged 10 SP:Iteration 67Q (3852.056630 sec): 3 clusters Score: Raw -1819968.337894 + Penalty 3163.762750 = -1816804.575144 nChanged 9 SP:Iteration 68Q (3852.143018 sec): 3 clusters Score: Raw -1819968.927366 + Penalty 3163.762750 = -1816805.164616 nChanged 5 SP:Iteration 69Q (3852.216284 sec): 3 clusters Score: Raw -1819969.187402 + Penalty 3163.762750 = -1816805.424652 nChanged 5 SP:Iteration 70Q (3852.290430 sec): 3 clusters Score: Raw -1819969.465854 + Penalty 3163.762750 = -1816805.703104 nChanged 11 SP:Iteration 71Q (3852.363153 sec): 3 clusters Score: Raw -1819970.327797 + Penalty 3163.762750 = -1816806.565047 nChanged 9 SP:Iteration 72Q (3852.436854 sec): 3 clusters Score: Raw -1819970.710041 + Penalty 3163.762750 = -1816806.947292 nChanged 4 SP:Iteration 73Q (3852.511508 sec): 3 clusters Score: Raw -1819970.968826 + Penalty 3163.762750 = -1816807.206076 nChanged 7 SP:Iteration 74Q (3852.587282 sec): 3 clusters Score: Raw -1819971.543724 + Penalty 3163.762750 = -1816807.780975 nChanged 10 SP:Iteration 75Q (3852.655790 sec): 3 clusters Score: Raw -1819972.373115 + Penalty 3163.762750 = -1816808.610366 nChanged 10 SP:Iteration 76Q (3852.727701 sec): 3 clusters Score: Raw -1819973.422941 + Penalty 3163.762750 = -1816809.660191 nChanged 12 SP:Iteration 77Q (3852.805545 sec): 3 clusters Score: Raw -1819974.704709 + Penalty 3163.762750 = -1816810.941960 nChanged 10 SP:Iteration 78Q (3852.877115 sec): 3 clusters Score: Raw -1819975.531509 + Penalty 3163.762750 = -1816811.768759 nChanged 8 SP:Iteration 79Q (3852.953652 sec): 3 clusters Score: Raw -1819976.157592 + Penalty 3163.762750 = -1816812.394842 nChanged 7 SP:Iteration 80F (3853.030917 sec): 3 clusters Score: Raw -1819976.700948 + Penalty 3163.762750 = -1816812.938198 nChanged 5 SP:Iteration 81Q (3853.101913 sec): 3 clusters Score: Raw -1819976.965119 + Penalty 3163.762750 = -1816813.202369 nChanged 4 SP:Iteration 82Q (3853.170461 sec): 3 clusters Score: Raw -1819977.177129 + Penalty 3163.762750 = -1816813.414380 nChanged 4 SP:Iteration 83Q (3853.242907 sec): 3 clusters Score: Raw -1819977.520007 + Penalty 3163.762750 = -1816813.757257 nChanged 5 SP:Iteration 84Q (3853.299659 sec): 3 clusters Score: Raw -1819977.875558 + Penalty 3163.762750 = -1816814.112809 nChanged 9 SP:Iteration 85Q (3853.369543 sec): 3 clusters Score: Raw -1819978.535637 + Penalty 3163.762750 = -1816814.772888 nChanged 10 SP:Iteration 86Q (3853.446949 sec): 3 clusters Score: Raw -1819979.133507 + Penalty 3163.762750 = -1816815.370757 nChanged 9 SP:Iteration 87Q (3853.512736 sec): 3 clusters Score: Raw -1819979.943562 + Penalty 3163.762750 = -1816816.180812 nChanged 12 SP:Iteration 88Q (3853.575862 sec): 3 clusters Score: Raw -1819981.191109 + Penalty 3163.762750 = -1816817.428359 nChanged 8 SP:Iteration 89Q (3853.653567 sec): 3 clusters Score: Raw -1819981.650078 + Penalty 3163.762750 = -1816817.887329 nChanged 7 SP:Iteration 90Q (3853.721800 sec): 3 clusters Score: Raw -1819982.386604 + Penalty 3163.762750 = -1816818.623855 nChanged 14 SP:Iteration 91Q (3853.798596 sec): 3 clusters Score: Raw -1819983.591870 + Penalty 3163.762750 = -1816819.829120 nChanged 8 SP:Iteration 92Q (3853.866680 sec): 3 clusters Score: Raw -1819984.277124 + Penalty 3163.762750 = -1816820.514374 nChanged 6 SP:Iteration 93Q (3853.950473 sec): 3 clusters Score: Raw -1819984.549269 + Penalty 3163.762750 = -1816820.786519 nChanged 7 SP:Iteration 94Q (3854.024209 sec): 3 clusters Score: Raw -1819984.948122 + Penalty 3163.762750 = -1816821.185373 nChanged 3 SP:Iteration 95Q (3854.098654 sec): 3 clusters Score: Raw -1819985.406991 + Penalty 3163.762750 = -1816821.644241 nChanged 9 SP:Iteration 96Q (3854.170789 sec): 3 clusters Score: Raw -1819986.119694 + Penalty 3163.762750 = -1816822.356944 nChanged 8 SP:Iteration 97Q (3854.232957 sec): 3 clusters Score: Raw -1819986.625177 + Penalty 3163.762750 = -1816822.862428 nChanged 5 SP:Iteration 98Q (3854.306406 sec): 3 clusters Score: Raw -1819986.976577 + Penalty 3163.762750 = -1816823.213827 nChanged 7 SP:Iteration 99Q (3854.374638 sec): 3 clusters Score: Raw -1819987.371694 + Penalty 3163.762750 = -1816823.608944 nChanged 3 SP:Iteration 100F (3854.450603 sec): 3 clusters Score: Raw -1819987.477045 + Penalty 3163.762750 = -1816823.714295 nChanged 5 SP:Iteration 101Q (3854.510937 sec): 3 clusters Score: Raw -1819987.755751 + Penalty 3163.762750 = -1816823.993002 nChanged 4 SP:Iteration 102Q (3854.585490 sec): 3 clusters Score: Raw -1819987.881867 + Penalty 3163.762750 = -1816824.119117 nChanged 1 SP:Iteration 103Q (3854.651088 sec): 3 clusters Score: Raw -1819987.897117 + Penalty 3163.762750 = -1816824.134368 nChanged 1 SP:Iteration 104Q (3854.734382 sec): 3 clusters Score: Raw -1819987.934979 + Penalty 3163.762750 = -1816824.172229 nChanged 0 SP:Iteration 105F (3854.800536 sec): 3 clusters Score: Raw -1819987.934979 + Penalty 3163.762750 = -1816824.172229 nChanged 0 Trying to split cluster 5 (37768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3854.868253 sec): 2 clusters Score: Raw -4034276.404235 + Penalty 1712.622838 = -4032563.781398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.980342 sec): 3 clusters Score: Raw -4010705.795109 + Penalty 3425.245675 = -4007280.549434 nChanged 17490 SP:Iteration 1F (3855.083732 sec): 3 clusters Score: Raw -4020468.778184 + Penalty 3425.245675 = -4017043.532509 nChanged 1723 SP:Iteration 2Q (3855.179697 sec): 3 clusters Score: Raw -4021001.980109 + Penalty 3425.245675 = -4017576.734434 nChanged 1548 SP:Iteration 3Q (3855.274889 sec): 3 clusters Score: Raw -4021497.681510 + Penalty 3425.245675 = -4018072.435835 nChanged 1486 SP:Iteration 4Q (3855.379814 sec): 3 clusters Score: Raw -4022022.084626 + Penalty 3425.245675 = -4018596.838950 nChanged 1578 SP:Iteration 5Q (3855.478796 sec): 3 clusters Score: Raw -4022667.316307 + Penalty 3425.245675 = -4019242.070632 nChanged 1690 SP:Iteration 6Q (3855.587391 sec): 3 clusters Score: Raw -4023552.324477 + Penalty 3425.245675 = -4020127.078802 nChanged 1922 SP:Iteration 7F (3855.699551 sec): 3 clusters Score: Raw -4024804.247062 + Penalty 3425.245675 = -4021379.001387 nChanged 2169 SP:Iteration 8F (3855.810719 sec): 3 clusters Score: Raw -4026429.471277 + Penalty 3425.245675 = -4023004.225602 nChanged 2239 SP:Iteration 9F (3855.915342 sec): 3 clusters Score: Raw -4028158.591702 + Penalty 3425.245675 = -4024733.346027 nChanged 2081 SP:Iteration 10F (3856.027284 sec): 3 clusters Score: Raw -4029831.446205 + Penalty 3425.245675 = -4026406.200530 nChanged 1745 SP:Iteration 11Q (3856.141232 sec): 3 clusters Score: Raw -4031176.203474 + Penalty 3425.245675 = -4027750.957799 nChanged 1348 SP:Iteration 12Q (3856.251521 sec): 3 clusters Score: Raw -4032142.397524 + Penalty 3425.245675 = -4028717.151849 nChanged 1009 SP:Iteration 13Q (3856.356880 sec): 3 clusters Score: Raw -4032812.991794 + Penalty 3425.245675 = -4029387.746119 nChanged 760 SP:Iteration 14Q (3856.465034 sec): 3 clusters Score: Raw -4033324.840373 + Penalty 3425.245675 = -4029899.594698 nChanged 574 SP:Iteration 15Q (3856.580365 sec): 3 clusters Score: Raw -4033691.712785 + Penalty 3425.245675 = -4030266.467110 nChanged 430 SP:Iteration 16Q (3856.683464 sec): 3 clusters Score: Raw -4033960.032627 + Penalty 3425.245675 = -4030534.786952 nChanged 281 SP:Iteration 17Q (3856.776141 sec): 3 clusters Score: Raw -4034133.033706 + Penalty 3425.245675 = -4030707.788030 nChanged 188 SP:Iteration 18Q (3856.881481 sec): 3 clusters Score: Raw -4034240.031249 + Penalty 3425.245675 = -4030814.785574 nChanged 145 SP:Iteration 19Q (3856.978162 sec): 3 clusters Score: Raw -4034325.553468 + Penalty 3425.245675 = -4030900.307793 nChanged 115 SP:Iteration 20F (3857.083537 sec): 3 clusters Score: Raw -4034408.364692 + Penalty 3425.245675 = -4030983.119017 nChanged 102 SP:Iteration 21Q (3857.179058 sec): 3 clusters Score: Raw -4034484.500459 + Penalty 3425.245675 = -4031059.254783 nChanged 69 SP:Iteration 22Q (3857.271526 sec): 3 clusters Score: Raw -4034527.910442 + Penalty 3425.245675 = -4031102.664767 nChanged 48 SP:Iteration 23Q (3857.380581 sec): 3 clusters Score: Raw -4034558.362539 + Penalty 3425.245675 = -4031133.116864 nChanged 36 SP:Iteration 24Q (3857.479917 sec): 3 clusters Score: Raw -4034580.944936 + Penalty 3425.245675 = -4031155.699261 nChanged 30 SP:Iteration 25Q (3857.566424 sec): 3 clusters Score: Raw -4034599.223583 + Penalty 3425.245675 = -4031173.977907 nChanged 22 SP:Iteration 26Q (3857.664636 sec): 3 clusters Score: Raw -4034609.720328 + Penalty 3425.245675 = -4031184.474653 nChanged 11 SP:Iteration 27Q (3857.754465 sec): 3 clusters Score: Raw -4034615.364110 + Penalty 3425.245675 = -4031190.118435 nChanged 7 SP:Iteration 28Q (3857.851510 sec): 3 clusters Score: Raw -4034619.606422 + Penalty 3425.245675 = -4031194.360747 nChanged 5 SP:Iteration 29Q (3857.959008 sec): 3 clusters Score: Raw -4034622.282781 + Penalty 3425.245675 = -4031197.037106 nChanged 6 SP:Iteration 30Q (3858.057064 sec): 3 clusters Score: Raw -4034624.749226 + Penalty 3425.245675 = -4031199.503551 nChanged 7 SP:Iteration 31Q (3858.153673 sec): 3 clusters Score: Raw -4034627.368000 + Penalty 3425.245675 = -4031202.122325 nChanged 6 SP:Iteration 32Q (3858.204369 sec): 3 clusters Score: Raw -4034630.820277 + Penalty 3425.245675 = -4031205.574602 nChanged 7 SP:Iteration 33Q (3858.300162 sec): 3 clusters Score: Raw -4034635.341890 + Penalty 3425.245675 = -4031210.096215 nChanged 6 SP:Iteration 34Q (3858.382704 sec): 3 clusters Score: Raw -4034637.508490 + Penalty 3425.245675 = -4031212.262815 nChanged 4 SP:Iteration 35Q (3858.480696 sec): 3 clusters Score: Raw -4034639.218130 + Penalty 3425.245675 = -4031213.972455 nChanged 4 SP:Iteration 36Q (3858.571413 sec): 3 clusters Score: Raw -4034641.421283 + Penalty 3425.245675 = -4031216.175607 nChanged 2 SP:Iteration 37Q (3858.661743 sec): 3 clusters Score: Raw -4034642.225315 + Penalty 3425.245675 = -4031216.979639 nChanged 2 SP:Iteration 38Q (3858.738534 sec): 3 clusters Score: Raw -4034644.480532 + Penalty 3425.245675 = -4031219.234856 nChanged 5 SP:Iteration 39Q (3858.831062 sec): 3 clusters Score: Raw -4034646.556592 + Penalty 3425.245675 = -4031221.310917 nChanged 3 SP:Iteration 40F (3858.928892 sec): 3 clusters Score: Raw -4034648.209187 + Penalty 3425.245675 = -4031222.963512 nChanged 3 SP:Iteration 41Q (3859.020508 sec): 3 clusters Score: Raw -4034649.461611 + Penalty 3425.245675 = -4031224.215936 nChanged 1 SP:Iteration 42Q (3859.113653 sec): 3 clusters Score: Raw -4034649.678096 + Penalty 3425.245675 = -4031224.432420 nChanged 1 SP:Iteration 43Q (3859.206217 sec): 3 clusters Score: Raw -4034650.069060 + Penalty 3425.245675 = -4031224.823385 nChanged 0 SP:Iteration 44F (3859.313689 sec): 3 clusters Score: Raw -4034650.069060 + Penalty 3425.245675 = -4031224.823385 nChanged 0 Trying to split cluster 6 (77037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3859.443630 sec): 2 clusters Score: Raw -8527757.620391 + Penalty 1828.456680 = -8525929.163711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3859.612943 sec): 3 clusters Score: Raw -8477978.196913 + Penalty 3656.913359 = -8474321.283554 nChanged 36788 SP:Iteration 1F (3859.789612 sec): 3 clusters Score: Raw -8499224.969441 + Penalty 3656.913359 = -8495568.056082 nChanged 2653 SP:Iteration 2Q (3859.976789 sec): 3 clusters Score: Raw -8499890.638543 + Penalty 3656.913359 = -8496233.725184 nChanged 2755 SP:Iteration 3Q (3860.155815 sec): 3 clusters Score: Raw -8500685.313215 + Penalty 3656.913359 = -8497028.399856 nChanged 2992 SP:Iteration 4Q (3860.327058 sec): 3 clusters Score: Raw -8501712.051862 + Penalty 3656.913359 = -8498055.138503 nChanged 3408 SP:Iteration 5Q (3860.505817 sec): 3 clusters Score: Raw -8503156.599510 + Penalty 3656.913359 = -8499499.686151 nChanged 4056 SP:Iteration 6F (3860.667760 sec): 3 clusters Score: Raw -8505379.914499 + Penalty 3656.913359 = -8501723.001140 nChanged 4829 SP:Iteration 7F (3860.841883 sec): 3 clusters Score: Raw -8508770.033273 + Penalty 3656.913359 = -8505113.119914 nChanged 5281 SP:Iteration 8F (3861.017050 sec): 3 clusters Score: Raw -8513066.250437 + Penalty 3656.913359 = -8509409.337077 nChanged 5031 SP:Iteration 9F (3861.180247 sec): 3 clusters Score: Raw -8517296.279418 + Penalty 3656.913359 = -8513639.366059 nChanged 4001 SP:Iteration 10F (3861.350620 sec): 3 clusters Score: Raw -8520224.635588 + Penalty 3656.913359 = -8516567.722229 nChanged 2932 SP:Iteration 11Q (3861.524468 sec): 3 clusters Score: Raw -8521936.754384 + Penalty 3656.913359 = -8518279.841025 nChanged 2016 SP:Iteration 12Q (3861.688612 sec): 3 clusters Score: Raw -8522938.769778 + Penalty 3656.913359 = -8519281.856419 nChanged 1536 SP:Iteration 13Q (3861.824398 sec): 3 clusters Score: Raw -8523650.387125 + Penalty 3656.913359 = -8519993.473766 nChanged 1230 SP:Iteration 14Q (3861.959540 sec): 3 clusters Score: Raw -8524181.041919 + Penalty 3656.913359 = -8520524.128560 nChanged 1162 SP:Iteration 15Q (3862.113331 sec): 3 clusters Score: Raw -8524675.610970 + Penalty 3656.913359 = -8521018.697611 nChanged 1046 SP:Iteration 16Q (3862.259639 sec): 3 clusters Score: Raw -8525141.203242 + Penalty 3656.913359 = -8521484.289883 nChanged 1004 SP:Iteration 17Q (3862.410516 sec): 3 clusters Score: Raw -8525577.074293 + Penalty 3656.913359 = -8521920.160934 nChanged 876 SP:Iteration 18Q (3862.566316 sec): 3 clusters Score: Raw -8525956.676078 + Penalty 3656.913359 = -8522299.762719 nChanged 775 SP:Iteration 19Q (3862.727183 sec): 3 clusters Score: Raw -8526267.080521 + Penalty 3656.913359 = -8522610.167162 nChanged 690 SP:Iteration 20F (3862.899597 sec): 3 clusters Score: Raw -8526524.850914 + Penalty 3656.913359 = -8522867.937555 nChanged 624 SP:Iteration 21Q (3863.052223 sec): 3 clusters Score: Raw -8526744.983375 + Penalty 3656.913359 = -8523088.070015 nChanged 543 SP:Iteration 22Q (3863.178598 sec): 3 clusters Score: Raw -8526927.667034 + Penalty 3656.913359 = -8523270.753674 nChanged 500 SP:Iteration 23Q (3863.329304 sec): 3 clusters Score: Raw -8527093.155810 + Penalty 3656.913359 = -8523436.242451 nChanged 481 SP:Iteration 24Q (3863.491662 sec): 3 clusters Score: Raw -8527249.186206 + Penalty 3656.913359 = -8523592.272847 nChanged 448 SP:Iteration 25Q (3863.639257 sec): 3 clusters Score: Raw -8527398.800379 + Penalty 3656.913359 = -8523741.887020 nChanged 406 SP:Iteration 26Q (3863.771965 sec): 3 clusters Score: Raw -8527530.759919 + Penalty 3656.913359 = -8523873.846560 nChanged 374 SP:Iteration 27Q (3863.921787 sec): 3 clusters Score: Raw -8527653.506165 + Penalty 3656.913359 = -8523996.592806 nChanged 343 SP:Iteration 28Q (3864.069832 sec): 3 clusters Score: Raw -8527757.635228 + Penalty 3656.913359 = -8524100.721869 nChanged 295 SP:Iteration 29Q (3864.221437 sec): 3 clusters Score: Raw -8527849.790982 + Penalty 3656.913359 = -8524192.877623 nChanged 280 SP:Iteration 30Q (3864.373655 sec): 3 clusters Score: Raw -8527938.917658 + Penalty 3656.913359 = -8524282.004299 nChanged 262 SP:Iteration 31Q (3864.521489 sec): 3 clusters Score: Raw -8528013.363925 + Penalty 3656.913359 = -8524356.450566 nChanged 231 SP:Iteration 32Q (3864.669087 sec): 3 clusters Score: Raw -8528080.191368 + Penalty 3656.913359 = -8524423.278009 nChanged 204 SP:Iteration 33Q (3864.812124 sec): 3 clusters Score: Raw -8528138.210266 + Penalty 3656.913359 = -8524481.296907 nChanged 158 SP:Iteration 34Q (3864.949470 sec): 3 clusters Score: Raw -8528179.670773 + Penalty 3656.913359 = -8524522.757414 nChanged 139 SP:Iteration 35Q (3865.091213 sec): 3 clusters Score: Raw -8528216.097441 + Penalty 3656.913359 = -8524559.184082 nChanged 139 SP:Iteration 36Q (3865.233370 sec): 3 clusters Score: Raw -8528251.541674 + Penalty 3656.913359 = -8524594.628314 nChanged 112 SP:Iteration 37Q (3865.366769 sec): 3 clusters Score: Raw -8528277.320043 + Penalty 3656.913359 = -8524620.406684 nChanged 91 SP:Iteration 38Q (3865.513978 sec): 3 clusters Score: Raw -8528299.411359 + Penalty 3656.913359 = -8524642.498000 nChanged 68 SP:Iteration 39Q (3865.661194 sec): 3 clusters Score: Raw -8528312.753528 + Penalty 3656.913359 = -8524655.840169 nChanged 49 SP:Iteration 40F (3865.821452 sec): 3 clusters Score: Raw -8528321.043992 + Penalty 3656.913359 = -8524664.130633 nChanged 33 SP:Iteration 41Q (3865.971702 sec): 3 clusters Score: Raw -8528326.965958 + Penalty 3656.913359 = -8524670.052599 nChanged 39 SP:Iteration 42Q (3866.111071 sec): 3 clusters Score: Raw -8528335.427165 + Penalty 3656.913359 = -8524678.513806 nChanged 37 SP:Iteration 43Q (3866.260949 sec): 3 clusters Score: Raw -8528342.112837 + Penalty 3656.913359 = -8524685.199478 nChanged 22 SP:Iteration 44Q (3866.394905 sec): 3 clusters Score: Raw -8528345.353098 + Penalty 3656.913359 = -8524688.439739 nChanged 24 SP:Iteration 45Q (3866.523540 sec): 3 clusters Score: Raw -8528349.599600 + Penalty 3656.913359 = -8524692.686241 nChanged 17 SP:Iteration 46Q (3866.660033 sec): 3 clusters Score: Raw -8528352.508750 + Penalty 3656.913359 = -8524695.595391 nChanged 15 SP:Iteration 47Q (3866.813095 sec): 3 clusters Score: Raw -8528354.035376 + Penalty 3656.913359 = -8524697.122017 nChanged 9 SP:Iteration 48Q (3866.958863 sec): 3 clusters Score: Raw -8528355.118366 + Penalty 3656.913359 = -8524698.205007 nChanged 11 SP:Iteration 49Q (3867.102579 sec): 3 clusters Score: Raw -8528357.049915 + Penalty 3656.913359 = -8524700.136556 nChanged 17 SP:Iteration 50Q (3867.251748 sec): 3 clusters Score: Raw -8528359.939832 + Penalty 3656.913359 = -8524703.026473 nChanged 14 SP:Iteration 51Q (3867.397557 sec): 3 clusters Score: Raw -8528362.434925 + Penalty 3656.913359 = -8524705.521566 nChanged 13 SP:Iteration 52Q (3867.554008 sec): 3 clusters Score: Raw -8528364.605319 + Penalty 3656.913359 = -8524707.691960 nChanged 11 SP:Iteration 53Q (3867.697670 sec): 3 clusters Score: Raw -8528366.013105 + Penalty 3656.913359 = -8524709.099746 nChanged 10 SP:Iteration 54Q (3867.850594 sec): 3 clusters Score: Raw -8528367.130777 + Penalty 3656.913359 = -8524710.217418 nChanged 7 SP:Iteration 55Q (3868.002800 sec): 3 clusters Score: Raw -8528367.967805 + Penalty 3656.913359 = -8524711.054446 nChanged 7 SP:Iteration 56Q (3868.143296 sec): 3 clusters Score: Raw -8528369.948294 + Penalty 3656.913359 = -8524713.034935 nChanged 9 SP:Iteration 57Q (3868.280768 sec): 3 clusters Score: Raw -8528371.053276 + Penalty 3656.913359 = -8524714.139917 nChanged 8 SP:Iteration 58Q (3868.407906 sec): 3 clusters Score: Raw -8528372.481452 + Penalty 3656.913359 = -8524715.568093 nChanged 11 SP:Iteration 59Q (3868.560996 sec): 3 clusters Score: Raw -8528373.937726 + Penalty 3656.913359 = -8524717.024366 nChanged 5 SP:Iteration 60F (3868.732763 sec): 3 clusters Score: Raw -8528374.877905 + Penalty 3656.913359 = -8524717.964546 nChanged 7 SP:Iteration 61Q (3868.879645 sec): 3 clusters Score: Raw -8528376.146394 + Penalty 3656.913359 = -8524719.233035 nChanged 8 SP:Iteration 62Q (3869.032290 sec): 3 clusters Score: Raw -8528377.844371 + Penalty 3656.913359 = -8524720.931012 nChanged 13 SP:Iteration 63Q (3869.174008 sec): 3 clusters Score: Raw -8528379.671011 + Penalty 3656.913359 = -8524722.757652 nChanged 6 SP:Iteration 64Q (3869.323607 sec): 3 clusters Score: Raw -8528380.639745 + Penalty 3656.913359 = -8524723.726386 nChanged 9 SP:Iteration 65Q (3869.473020 sec): 3 clusters Score: Raw -8528382.542709 + Penalty 3656.913359 = -8524725.629350 nChanged 13 SP:Iteration 66Q (3869.628653 sec): 3 clusters Score: Raw -8528384.350395 + Penalty 3656.913359 = -8524727.437036 nChanged 16 SP:Iteration 67Q (3869.769526 sec): 3 clusters Score: Raw -8528386.789941 + Penalty 3656.913359 = -8524729.876582 nChanged 15 SP:Iteration 68Q (3869.923654 sec): 3 clusters Score: Raw -8528388.903703 + Penalty 3656.913359 = -8524731.990344 nChanged 15 SP:Iteration 69Q (3870.066466 sec): 3 clusters Score: Raw -8528391.745433 + Penalty 3656.913359 = -8524734.832074 nChanged 12 SP:Iteration 70Q (3870.205656 sec): 3 clusters Score: Raw -8528393.568573 + Penalty 3656.913359 = -8524736.655214 nChanged 10 SP:Iteration 71Q (3870.350039 sec): 3 clusters Score: Raw -8528394.831175 + Penalty 3656.913359 = -8524737.917816 nChanged 7 SP:Iteration 72Q (3870.493262 sec): 3 clusters Score: Raw -8528396.112019 + Penalty 3656.913359 = -8524739.198660 nChanged 11 SP:Iteration 73Q (3870.620539 sec): 3 clusters Score: Raw -8528397.739064 + Penalty 3656.913359 = -8524740.825705 nChanged 15 SP:Iteration 74Q (3870.763255 sec): 3 clusters Score: Raw -8528400.032629 + Penalty 3656.913359 = -8524743.119270 nChanged 13 SP:Iteration 75Q (3870.903435 sec): 3 clusters Score: Raw -8528402.036499 + Penalty 3656.913359 = -8524745.123140 nChanged 10 SP:Iteration 76Q (3871.028907 sec): 3 clusters Score: Raw -8528403.547798 + Penalty 3656.913359 = -8524746.634439 nChanged 12 SP:Iteration 77Q (3871.179433 sec): 3 clusters Score: Raw -8528405.408523 + Penalty 3656.913359 = -8524748.495164 nChanged 10 SP:Iteration 78Q (3871.329589 sec): 3 clusters Score: Raw -8528407.127802 + Penalty 3656.913359 = -8524750.214443 nChanged 11 SP:Iteration 79Q (3871.466237 sec): 3 clusters Score: Raw -8528408.880998 + Penalty 3656.913359 = -8524751.967639 nChanged 12 SP:Iteration 80F (3871.642341 sec): 3 clusters Score: Raw -8528410.287312 + Penalty 3656.913359 = -8524753.373953 nChanged 5 SP:Iteration 81Q (3871.795159 sec): 3 clusters Score: Raw -8528410.787308 + Penalty 3656.913359 = -8524753.873949 nChanged 4 SP:Iteration 82Q (3871.938169 sec): 3 clusters Score: Raw -8528411.222829 + Penalty 3656.913359 = -8524754.309470 nChanged 4 SP:Iteration 83Q (3872.079609 sec): 3 clusters Score: Raw -8528411.695820 + Penalty 3656.913359 = -8524754.782461 nChanged 4 SP:Iteration 84Q (3872.219433 sec): 3 clusters Score: Raw -8528412.224211 + Penalty 3656.913359 = -8524755.310852 nChanged 2 SP:Iteration 85Q (3872.342498 sec): 3 clusters Score: Raw -8528412.388115 + Penalty 3656.913359 = -8524755.474755 nChanged 3 SP:Iteration 86Q (3872.473271 sec): 3 clusters Score: Raw -8528412.607013 + Penalty 3656.913359 = -8524755.693654 nChanged 0 SP:Iteration 87F (3872.655721 sec): 3 clusters Score: Raw -8528412.607013 + Penalty 3656.913359 = -8524755.693654 nChanged 0 Trying to split cluster 7 (13993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.706247 sec): 2 clusters Score: Raw -1602232.495025 + Penalty 1551.275779 = -1600681.219246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.778955 sec): 3 clusters Score: Raw -1594145.379899 + Penalty 3102.551557 = -1591042.828342 nChanged 6155 SP:Iteration 1F (3872.849203 sec): 3 clusters Score: Raw -1597567.851033 + Penalty 3102.551557 = -1594465.299475 nChanged 805 SP:Iteration 2F (3872.908527 sec): 3 clusters Score: Raw -1597941.249101 + Penalty 3102.551557 = -1594838.697544 nChanged 763 SP:Iteration 3F (3872.980881 sec): 3 clusters Score: Raw -1598364.647472 + Penalty 3102.551557 = -1595262.095915 nChanged 816 SP:Iteration 4F (3873.037121 sec): 3 clusters Score: Raw -1598914.910603 + Penalty 3102.551557 = -1595812.359046 nChanged 939 SP:Iteration 5F (3873.102418 sec): 3 clusters Score: Raw -1599622.230562 + Penalty 3102.551557 = -1596519.679005 nChanged 960 SP:Iteration 6F (3873.158785 sec): 3 clusters Score: Raw -1600339.764379 + Penalty 3102.551557 = -1597237.212822 nChanged 846 SP:Iteration 7F (3873.222603 sec): 3 clusters Score: Raw -1600898.085974 + Penalty 3102.551557 = -1597795.534417 nChanged 671 SP:Iteration 8Q (3873.294555 sec): 3 clusters Score: Raw -1601251.633893 + Penalty 3102.551557 = -1598149.082336 nChanged 462 SP:Iteration 9Q (3873.360998 sec): 3 clusters Score: Raw -1601446.027094 + Penalty 3102.551557 = -1598343.475537 nChanged 318 SP:Iteration 10Q (3873.434599 sec): 3 clusters Score: Raw -1601546.571453 + Penalty 3102.551557 = -1598444.019896 nChanged 203 SP:Iteration 11Q (3873.494752 sec): 3 clusters Score: Raw -1601593.634558 + Penalty 3102.551557 = -1598491.083001 nChanged 163 SP:Iteration 12Q (3873.559839 sec): 3 clusters Score: Raw -1601631.246794 + Penalty 3102.551557 = -1598528.695237 nChanged 124 SP:Iteration 13Q (3873.632741 sec): 3 clusters Score: Raw -1601659.782341 + Penalty 3102.551557 = -1598557.230784 nChanged 91 SP:Iteration 14Q (3873.696328 sec): 3 clusters Score: Raw -1601681.062671 + Penalty 3102.551557 = -1598578.511114 nChanged 79 SP:Iteration 15Q (3873.766315 sec): 3 clusters Score: Raw -1601697.560176 + Penalty 3102.551557 = -1598595.008619 nChanged 77 SP:Iteration 16Q (3873.836624 sec): 3 clusters Score: Raw -1601711.382357 + Penalty 3102.551557 = -1598608.830799 nChanged 70 SP:Iteration 17Q (3873.912213 sec): 3 clusters Score: Raw -1601723.985353 + Penalty 3102.551557 = -1598621.433796 nChanged 58 SP:Iteration 18Q (3873.975095 sec): 3 clusters Score: Raw -1601734.181448 + Penalty 3102.551557 = -1598631.629891 nChanged 53 SP:Iteration 19Q (3874.042699 sec): 3 clusters Score: Raw -1601743.955661 + Penalty 3102.551557 = -1598641.404104 nChanged 48 SP:Iteration 20F (3874.111729 sec): 3 clusters Score: Raw -1601750.972199 + Penalty 3102.551557 = -1598648.420642 nChanged 41 SP:Iteration 21Q (3874.181504 sec): 3 clusters Score: Raw -1601757.281381 + Penalty 3102.551557 = -1598654.729824 nChanged 39 SP:Iteration 22Q (3874.249848 sec): 3 clusters Score: Raw -1601765.153591 + Penalty 3102.551557 = -1598662.602034 nChanged 43 SP:Iteration 23Q (3874.319024 sec): 3 clusters Score: Raw -1601771.482904 + Penalty 3102.551557 = -1598668.931347 nChanged 32 SP:Iteration 24Q (3874.381938 sec): 3 clusters Score: Raw -1601775.705326 + Penalty 3102.551557 = -1598673.153769 nChanged 32 SP:Iteration 25Q (3874.451557 sec): 3 clusters Score: Raw -1601780.071946 + Penalty 3102.551557 = -1598677.520389 nChanged 24 SP:Iteration 26Q (3874.510955 sec): 3 clusters Score: Raw -1601782.524696 + Penalty 3102.551557 = -1598679.973138 nChanged 20 SP:Iteration 27Q (3874.579541 sec): 3 clusters Score: Raw -1601785.109788 + Penalty 3102.551557 = -1598682.558230 nChanged 21 SP:Iteration 28Q (3874.641369 sec): 3 clusters Score: Raw -1601787.529521 + Penalty 3102.551557 = -1598684.977964 nChanged 19 SP:Iteration 29Q (3874.700212 sec): 3 clusters Score: Raw -1601789.727842 + Penalty 3102.551557 = -1598687.176285 nChanged 22 SP:Iteration 30Q (3874.769801 sec): 3 clusters Score: Raw -1601792.496791 + Penalty 3102.551557 = -1598689.945234 nChanged 19 SP:Iteration 31Q (3874.830983 sec): 3 clusters Score: Raw -1601795.519036 + Penalty 3102.551557 = -1598692.967479 nChanged 21 SP:Iteration 32Q (3874.901761 sec): 3 clusters Score: Raw -1601798.251475 + Penalty 3102.551557 = -1598695.699918 nChanged 27 SP:Iteration 33Q (3874.961374 sec): 3 clusters Score: Raw -1601802.117057 + Penalty 3102.551557 = -1598699.565500 nChanged 22 SP:Iteration 34Q (3875.029685 sec): 3 clusters Score: Raw -1601807.090610 + Penalty 3102.551557 = -1598704.539052 nChanged 33 SP:Iteration 35Q (3875.110135 sec): 3 clusters Score: Raw -1601812.252131 + Penalty 3102.551557 = -1598709.700574 nChanged 37 SP:Iteration 36Q (3875.171907 sec): 3 clusters Score: Raw -1601819.094960 + Penalty 3102.551557 = -1598716.543403 nChanged 48 SP:Iteration 37Q (3875.251109 sec): 3 clusters Score: Raw -1601828.890468 + Penalty 3102.551557 = -1598726.338911 nChanged 50 SP:Iteration 38Q (3875.317909 sec): 3 clusters Score: Raw -1601839.639615 + Penalty 3102.551557 = -1598737.088058 nChanged 49 SP:Iteration 39Q (3875.391583 sec): 3 clusters Score: Raw -1601850.601602 + Penalty 3102.551557 = -1598748.050045 nChanged 61 SP:Iteration 40F (3875.451434 sec): 3 clusters Score: Raw -1601864.608954 + Penalty 3102.551557 = -1598762.057397 nChanged 63 SP:Iteration 41Q (3875.533471 sec): 3 clusters Score: Raw -1601879.007652 + Penalty 3102.551557 = -1598776.456094 nChanged 58 SP:Iteration 42Q (3875.600425 sec): 3 clusters Score: Raw -1601894.133409 + Penalty 3102.551557 = -1598791.581852 nChanged 68 SP:Iteration 43Q (3875.668306 sec): 3 clusters Score: Raw -1601909.858870 + Penalty 3102.551557 = -1598807.307313 nChanged 72 SP:Iteration 44Q (3875.725165 sec): 3 clusters Score: Raw -1601922.248812 + Penalty 3102.551557 = -1598819.697255 nChanged 65 SP:Iteration 45Q (3875.800198 sec): 3 clusters Score: Raw -1601935.235129 + Penalty 3102.551557 = -1598832.683572 nChanged 53 SP:Iteration 46Q (3875.862445 sec): 3 clusters Score: Raw -1601945.656334 + Penalty 3102.551557 = -1598843.104777 nChanged 61 SP:Iteration 47Q (3875.932298 sec): 3 clusters Score: Raw -1601957.888546 + Penalty 3102.551557 = -1598855.336989 nChanged 57 SP:Iteration 48Q (3875.990736 sec): 3 clusters Score: Raw -1601968.748631 + Penalty 3102.551557 = -1598866.197073 nChanged 66 SP:Iteration 49Q (3876.069970 sec): 3 clusters Score: Raw -1601983.158079 + Penalty 3102.551557 = -1598880.606522 nChanged 68 SP:Iteration 50Q (3876.142423 sec): 3 clusters Score: Raw -1602000.279892 + Penalty 3102.551557 = -1598897.728335 nChanged 77 SP:Iteration 51Q (3876.214096 sec): 3 clusters Score: Raw -1602019.490445 + Penalty 3102.551557 = -1598916.938888 nChanged 81 SP:Iteration 52Q (3876.285910 sec): 3 clusters Score: Raw -1602040.007575 + Penalty 3102.551557 = -1598937.456017 nChanged 80 SP:Iteration 53Q (3876.357222 sec): 3 clusters Score: Raw -1602064.111667 + Penalty 3102.551557 = -1598961.560110 nChanged 97 SP:Iteration 54Q (3876.428064 sec): 3 clusters Score: Raw -1602092.657910 + Penalty 3102.551557 = -1598990.106352 nChanged 101 SP:Iteration 55Q (3876.498396 sec): 3 clusters Score: Raw -1602122.807731 + Penalty 3102.551557 = -1599020.256174 nChanged 101 SP:Iteration 56Q (3876.567143 sec): 3 clusters Score: Raw -1602156.358335 + Penalty 3102.551557 = -1599053.806778 nChanged 107 SP:Iteration 57Q (3876.633206 sec): 3 clusters Score: Raw -1602186.688927 + Penalty 3102.551557 = -1599084.137370 nChanged 97 SP:Iteration 58Q (3876.705828 sec): 3 clusters Score: Raw -1602212.501232 + Penalty 3102.551557 = -1599109.949675 nChanged 82 SP:Iteration 59Q (3876.776404 sec): 3 clusters Score: Raw -1602234.998767 + Penalty 3102.551557 = -1599132.447210 nChanged 75 SP:Iteration 60F (3876.836687 sec): 3 clusters Score: Raw -1602259.239247 + Penalty 3102.551557 = -1599156.687690 nChanged 81 SP:Iteration 61Q (3876.908480 sec): 3 clusters Score: Raw -1602285.000946 + Penalty 3102.551557 = -1599182.449389 nChanged 86 SP:Iteration 62Q (3876.982971 sec): 3 clusters Score: Raw -1602308.856563 + Penalty 3102.551557 = -1599206.305006 nChanged 87 SP:Iteration 63Q (3877.051353 sec): 3 clusters Score: Raw -1602335.348292 + Penalty 3102.551557 = -1599232.796735 nChanged 72 SP:Iteration 64Q (3877.125679 sec): 3 clusters Score: Raw -1602357.005461 + Penalty 3102.551557 = -1599254.453904 nChanged 70 SP:Iteration 65Q (3877.182083 sec): 3 clusters Score: Raw -1602372.311047 + Penalty 3102.551557 = -1599269.759490 nChanged 44 SP:Iteration 66Q (3877.241149 sec): 3 clusters Score: Raw -1602380.713841 + Penalty 3102.551557 = -1599278.162284 nChanged 38 SP:Iteration 67Q (3877.303287 sec): 3 clusters Score: Raw -1602387.738243 + Penalty 3102.551557 = -1599285.186686 nChanged 37 SP:Iteration 68Q (3877.375531 sec): 3 clusters Score: Raw -1602393.961866 + Penalty 3102.551557 = -1599291.410309 nChanged 27 SP:Iteration 69Q (3877.399678 sec): 3 clusters Score: Raw -1602398.552870 + Penalty 3102.551557 = -1599296.001313 nChanged 40 SP:Iteration 70Q (3877.432662 sec): 3 clusters Score: Raw -1602407.881240 + Penalty 3102.551557 = -1599305.329683 nChanged 41 SP:Iteration 71Q (3877.465064 sec): 3 clusters Score: Raw -1602417.437781 + Penalty 3102.551557 = -1599314.886224 nChanged 35 SP:Iteration 72Q (3877.497659 sec): 3 clusters Score: Raw -1602425.036819 + Penalty 3102.551557 = -1599322.485262 nChanged 30 SP:Iteration 73Q (3877.540850 sec): 3 clusters Score: Raw -1602431.465416 + Penalty 3102.551557 = -1599328.913859 nChanged 27 SP:Iteration 74Q (3877.563783 sec): 3 clusters Score: Raw -1602436.418520 + Penalty 3102.551557 = -1599333.866963 nChanged 17 SP:Iteration 75Q (3877.596193 sec): 3 clusters Score: Raw -1602440.485675 + Penalty 3102.551557 = -1599337.934117 nChanged 25 SP:Iteration 76Q (3877.628401 sec): 3 clusters Score: Raw -1602445.212449 + Penalty 3102.551557 = -1599342.660892 nChanged 22 SP:Iteration 77Q (3877.660788 sec): 3 clusters Score: Raw -1602449.164942 + Penalty 3102.551557 = -1599346.613385 nChanged 23 SP:Iteration 78Q (3877.741530 sec): 3 clusters Score: Raw -1602453.003068 + Penalty 3102.551557 = -1599350.451510 nChanged 18 SP:Iteration 79Q (3877.804364 sec): 3 clusters Score: Raw -1602456.294526 + Penalty 3102.551557 = -1599353.742969 nChanged 21 SP:Iteration 80F (3877.835727 sec): 3 clusters Score: Raw -1602460.082750 + Penalty 3102.551557 = -1599357.531193 nChanged 26 SP:Iteration 81Q (3877.898721 sec): 3 clusters Score: Raw -1602464.241150 + Penalty 3102.551557 = -1599361.689593 nChanged 15 SP:Iteration 82Q (3877.963467 sec): 3 clusters Score: Raw -1602467.129762 + Penalty 3102.551557 = -1599364.578204 nChanged 11 SP:Iteration 83Q (3878.028308 sec): 3 clusters Score: Raw -1602469.482491 + Penalty 3102.551557 = -1599366.930934 nChanged 14 SP:Iteration 84Q (3878.094942 sec): 3 clusters Score: Raw -1602472.164483 + Penalty 3102.551557 = -1599369.612925 nChanged 13 SP:Iteration 85Q (3878.166002 sec): 3 clusters Score: Raw -1602474.372047 + Penalty 3102.551557 = -1599371.820490 nChanged 8 SP:Iteration 86Q (3878.215904 sec): 3 clusters Score: Raw -1602475.312095 + Penalty 3102.551557 = -1599372.760538 nChanged 6 SP:Iteration 87Q (3878.286291 sec): 3 clusters Score: Raw -1602475.703169 + Penalty 3102.551557 = -1599373.151612 nChanged 2 SP:Iteration 88Q (3878.361919 sec): 3 clusters Score: Raw -1602475.906312 + Penalty 3102.551557 = -1599373.354755 nChanged 1 SP:Iteration 89Q (3878.425163 sec): 3 clusters Score: Raw -1602476.082094 + Penalty 3102.551557 = -1599373.530537 nChanged 3 SP:Iteration 90Q (3878.493202 sec): 3 clusters Score: Raw -1602476.268623 + Penalty 3102.551557 = -1599373.717066 nChanged 1 SP:Iteration 91Q (3878.557978 sec): 3 clusters Score: Raw -1602476.379974 + Penalty 3102.551557 = -1599373.828417 nChanged 1 SP:Iteration 92Q (3878.621009 sec): 3 clusters Score: Raw -1602476.408773 + Penalty 3102.551557 = -1599373.857216 nChanged 1 SP:Iteration 93Q (3878.686104 sec): 3 clusters Score: Raw -1602476.490803 + Penalty 3102.551557 = -1599373.939246 nChanged 0 SP:Iteration 94F (3878.748559 sec): 3 clusters Score: Raw -1602476.490803 + Penalty 3102.551557 = -1599373.939246 nChanged 0 Trying to split cluster 8 (15172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3878.788971 sec): 2 clusters Score: Raw -1720139.402313 + Penalty 1564.421122 = -1718574.981191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3878.852536 sec): 3 clusters Score: Raw -1711122.936397 + Penalty 3128.842243 = -1707994.094154 nChanged 6802 SP:Iteration 1F (3878.917365 sec): 3 clusters Score: Raw -1715039.006737 + Penalty 3128.842243 = -1711910.164494 nChanged 817 SP:Iteration 2F (3878.980930 sec): 3 clusters Score: Raw -1715358.500288 + Penalty 3128.842243 = -1712229.658045 nChanged 707 SP:Iteration 3Q (3879.042702 sec): 3 clusters Score: Raw -1715641.113466 + Penalty 3128.842243 = -1712512.271222 nChanged 685 SP:Iteration 4Q (3879.107804 sec): 3 clusters Score: Raw -1715911.366978 + Penalty 3128.842243 = -1712782.524734 nChanged 637 SP:Iteration 5Q (3879.172165 sec): 3 clusters Score: Raw -1716179.045156 + Penalty 3128.842243 = -1713050.202913 nChanged 617 SP:Iteration 6Q (3879.236097 sec): 3 clusters Score: Raw -1716477.858690 + Penalty 3128.842243 = -1713349.016447 nChanged 601 SP:Iteration 7Q (3879.310161 sec): 3 clusters Score: Raw -1716725.719029 + Penalty 3128.842243 = -1713596.876786 nChanged 559 SP:Iteration 8Q (3879.382325 sec): 3 clusters Score: Raw -1716958.103369 + Penalty 3128.842243 = -1713829.261126 nChanged 538 SP:Iteration 9Q (3879.448811 sec): 3 clusters Score: Raw -1717239.975718 + Penalty 3128.842243 = -1714111.133474 nChanged 563 SP:Iteration 10Q (3879.526318 sec): 3 clusters Score: Raw -1717620.452358 + Penalty 3128.842243 = -1714491.610115 nChanged 597 SP:Iteration 11Q (3879.593080 sec): 3 clusters Score: Raw -1718054.257957 + Penalty 3128.842243 = -1714925.415714 nChanged 628 SP:Iteration 12Q (3879.665857 sec): 3 clusters Score: Raw -1718450.841603 + Penalty 3128.842243 = -1715321.999360 nChanged 531 SP:Iteration 13Q (3879.740894 sec): 3 clusters Score: Raw -1718727.313447 + Penalty 3128.842243 = -1715598.471203 nChanged 409 SP:Iteration 14Q (3879.811009 sec): 3 clusters Score: Raw -1718912.858349 + Penalty 3128.842243 = -1715784.016105 nChanged 324 SP:Iteration 15Q (3879.886933 sec): 3 clusters Score: Raw -1719046.806026 + Penalty 3128.842243 = -1715917.963782 nChanged 305 SP:Iteration 16Q (3879.958138 sec): 3 clusters Score: Raw -1719174.556622 + Penalty 3128.842243 = -1716045.714379 nChanged 266 SP:Iteration 17Q (3880.026676 sec): 3 clusters Score: Raw -1719274.445191 + Penalty 3128.842243 = -1716145.602947 nChanged 224 SP:Iteration 18Q (3880.095901 sec): 3 clusters Score: Raw -1719361.998409 + Penalty 3128.842243 = -1716233.156165 nChanged 234 SP:Iteration 19Q (3880.166550 sec): 3 clusters Score: Raw -1719452.011598 + Penalty 3128.842243 = -1716323.169355 nChanged 214 SP:Iteration 20F (3880.235408 sec): 3 clusters Score: Raw -1719532.047141 + Penalty 3128.842243 = -1716403.204897 nChanged 200 SP:Iteration 21Q (3880.308466 sec): 3 clusters Score: Raw -1719614.714896 + Penalty 3128.842243 = -1716485.872653 nChanged 199 SP:Iteration 22Q (3880.377859 sec): 3 clusters Score: Raw -1719703.411389 + Penalty 3128.842243 = -1716574.569145 nChanged 212 SP:Iteration 23Q (3880.443574 sec): 3 clusters Score: Raw -1719786.321002 + Penalty 3128.842243 = -1716657.478758 nChanged 192 SP:Iteration 24Q (3880.511873 sec): 3 clusters Score: Raw -1719859.904498 + Penalty 3128.842243 = -1716731.062254 nChanged 181 SP:Iteration 25Q (3880.572929 sec): 3 clusters Score: Raw -1719923.359933 + Penalty 3128.842243 = -1716794.517690 nChanged 155 SP:Iteration 26Q (3880.643196 sec): 3 clusters Score: Raw -1719987.296474 + Penalty 3128.842243 = -1716858.454231 nChanged 181 SP:Iteration 27Q (3880.716626 sec): 3 clusters Score: Raw -1720071.115756 + Penalty 3128.842243 = -1716942.273513 nChanged 191 SP:Iteration 28Q (3880.776160 sec): 3 clusters Score: Raw -1720161.956646 + Penalty 3128.842243 = -1717033.114402 nChanged 215 SP:Iteration 29Q (3880.846401 sec): 3 clusters Score: Raw -1720266.731392 + Penalty 3128.842243 = -1717137.889148 nChanged 193 SP:Iteration 30Q (3880.917463 sec): 3 clusters Score: Raw -1720383.613727 + Penalty 3128.842243 = -1717254.771483 nChanged 181 SP:Iteration 31Q (3880.987380 sec): 3 clusters Score: Raw -1720517.287741 + Penalty 3128.842243 = -1717388.445498 nChanged 187 SP:Iteration 32Q (3881.053182 sec): 3 clusters Score: Raw -1720645.157997 + Penalty 3128.842243 = -1717516.315753 nChanged 154 SP:Iteration 33Q (3881.117249 sec): 3 clusters Score: Raw -1720755.430532 + Penalty 3128.842243 = -1717626.588288 nChanged 140 SP:Iteration 34Q (3881.186834 sec): 3 clusters Score: Raw -1720856.010716 + Penalty 3128.842243 = -1717727.168473 nChanged 131 SP:Iteration 35Q (3881.252780 sec): 3 clusters Score: Raw -1720939.680443 + Penalty 3128.842243 = -1717810.838200 nChanged 100 SP:Iteration 36Q (3881.321535 sec): 3 clusters Score: Raw -1721004.019863 + Penalty 3128.842243 = -1717875.177619 nChanged 87 SP:Iteration 37Q (3881.388671 sec): 3 clusters Score: Raw -1721053.731115 + Penalty 3128.842243 = -1717924.888871 nChanged 75 SP:Iteration 38Q (3881.458468 sec): 3 clusters Score: Raw -1721100.218978 + Penalty 3128.842243 = -1717971.376734 nChanged 63 SP:Iteration 39Q (3881.514996 sec): 3 clusters Score: Raw -1721137.346423 + Penalty 3128.842243 = -1718008.504180 nChanged 48 SP:Iteration 40F (3881.590133 sec): 3 clusters Score: Raw -1721166.724814 + Penalty 3128.842243 = -1718037.882571 nChanged 37 SP:Iteration 41Q (3881.657742 sec): 3 clusters Score: Raw -1721184.513893 + Penalty 3128.842243 = -1718055.671650 nChanged 32 SP:Iteration 42Q (3881.727743 sec): 3 clusters Score: Raw -1721194.838625 + Penalty 3128.842243 = -1718065.996382 nChanged 15 SP:Iteration 43Q (3881.798258 sec): 3 clusters Score: Raw -1721199.027185 + Penalty 3128.842243 = -1718070.184942 nChanged 12 SP:Iteration 44Q (3881.868835 sec): 3 clusters Score: Raw -1721203.201559 + Penalty 3128.842243 = -1718074.359316 nChanged 10 SP:Iteration 45Q (3881.923221 sec): 3 clusters Score: Raw -1721205.591429 + Penalty 3128.842243 = -1718076.749186 nChanged 10 SP:Iteration 46Q (3881.989827 sec): 3 clusters Score: Raw -1721207.017990 + Penalty 3128.842243 = -1718078.175747 nChanged 1 SP:Iteration 47Q (3882.051875 sec): 3 clusters Score: Raw -1721207.134059 + Penalty 3128.842243 = -1718078.291816 nChanged 0 SP:Iteration 48F (3882.119212 sec): 3 clusters Score: Raw -1721207.134059 + Penalty 3128.842243 = -1718078.291816 nChanged 0 Trying to split cluster 9 (28680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3882.177918 sec): 2 clusters Score: Raw -3260378.235081 + Penalty 1667.892735 = -3258710.342346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3882.254859 sec): 3 clusters Score: Raw -3242656.481797 + Penalty 3335.785471 = -3239320.696326 nChanged 13183 SP:Iteration 1F (3882.344056 sec): 3 clusters Score: Raw -3250195.604267 + Penalty 3335.785471 = -3246859.818796 nChanged 1490 SP:Iteration 2F (3882.435291 sec): 3 clusters Score: Raw -3250906.749205 + Penalty 3335.785471 = -3247570.963734 nChanged 1665 SP:Iteration 3F (3882.522263 sec): 3 clusters Score: Raw -3251906.647185 + Penalty 3335.785471 = -3248570.861714 nChanged 1863 SP:Iteration 4F (3882.611263 sec): 3 clusters Score: Raw -3253158.175858 + Penalty 3335.785471 = -3249822.390387 nChanged 1997 SP:Iteration 5F (3882.702163 sec): 3 clusters Score: Raw -3254609.879547 + Penalty 3335.785471 = -3251274.094076 nChanged 1912 SP:Iteration 6F (3882.792371 sec): 3 clusters Score: Raw -3256067.913305 + Penalty 3335.785471 = -3252732.127834 nChanged 1740 SP:Iteration 7F (3882.871122 sec): 3 clusters Score: Raw -3257391.943190 + Penalty 3335.785471 = -3254056.157720 nChanged 1404 SP:Iteration 8Q (3882.961858 sec): 3 clusters Score: Raw -3258273.723278 + Penalty 3335.785471 = -3254937.937808 nChanged 999 SP:Iteration 9Q (3883.053739 sec): 3 clusters Score: Raw -3258777.274906 + Penalty 3335.785471 = -3255441.489436 nChanged 672 SP:Iteration 10Q (3883.147784 sec): 3 clusters Score: Raw -3259067.865387 + Penalty 3335.785471 = -3255732.079916 nChanged 516 SP:Iteration 11Q (3883.221701 sec): 3 clusters Score: Raw -3259261.755921 + Penalty 3335.785471 = -3255925.970451 nChanged 449 SP:Iteration 12Q (3883.312729 sec): 3 clusters Score: Raw -3259438.289057 + Penalty 3335.785471 = -3256102.503586 nChanged 423 SP:Iteration 13Q (3883.409508 sec): 3 clusters Score: Raw -3259602.733354 + Penalty 3335.785471 = -3256266.947883 nChanged 391 SP:Iteration 14Q (3883.502597 sec): 3 clusters Score: Raw -3259737.262425 + Penalty 3335.785471 = -3256401.476955 nChanged 328 SP:Iteration 15Q (3883.597655 sec): 3 clusters Score: Raw -3259835.683613 + Penalty 3335.785471 = -3256499.898142 nChanged 300 SP:Iteration 16Q (3883.678065 sec): 3 clusters Score: Raw -3259922.227829 + Penalty 3335.785471 = -3256586.442359 nChanged 292 SP:Iteration 17Q (3883.769262 sec): 3 clusters Score: Raw -3260009.878541 + Penalty 3335.785471 = -3256674.093070 nChanged 287 SP:Iteration 18Q (3883.867016 sec): 3 clusters Score: Raw -3260093.786872 + Penalty 3335.785471 = -3256758.001401 nChanged 259 SP:Iteration 19Q (3883.955062 sec): 3 clusters Score: Raw -3260169.452007 + Penalty 3335.785471 = -3256833.666536 nChanged 254 SP:Iteration 20F (3884.049538 sec): 3 clusters Score: Raw -3260249.388805 + Penalty 3335.785471 = -3256913.603334 nChanged 265 SP:Iteration 21Q (3884.145444 sec): 3 clusters Score: Raw -3260330.013984 + Penalty 3335.785471 = -3256994.228514 nChanged 251 SP:Iteration 22Q (3884.234081 sec): 3 clusters Score: Raw -3260401.479071 + Penalty 3335.785471 = -3257065.693600 nChanged 221 SP:Iteration 23Q (3884.333898 sec): 3 clusters Score: Raw -3260471.227233 + Penalty 3335.785471 = -3257135.441762 nChanged 235 SP:Iteration 24Q (3884.415163 sec): 3 clusters Score: Raw -3260548.390819 + Penalty 3335.785471 = -3257212.605348 nChanged 229 SP:Iteration 25Q (3884.505902 sec): 3 clusters Score: Raw -3260623.909864 + Penalty 3335.785471 = -3257288.124393 nChanged 202 SP:Iteration 26Q (3884.597109 sec): 3 clusters Score: Raw -3260686.567623 + Penalty 3335.785471 = -3257350.782152 nChanged 186 SP:Iteration 27Q (3884.689094 sec): 3 clusters Score: Raw -3260743.356847 + Penalty 3335.785471 = -3257407.571376 nChanged 159 SP:Iteration 28Q (3884.778488 sec): 3 clusters Score: Raw -3260787.592118 + Penalty 3335.785471 = -3257451.806647 nChanged 137 SP:Iteration 29Q (3884.861305 sec): 3 clusters Score: Raw -3260827.890066 + Penalty 3335.785471 = -3257492.104595 nChanged 121 SP:Iteration 30Q (3884.950795 sec): 3 clusters Score: Raw -3260861.655741 + Penalty 3335.785471 = -3257525.870270 nChanged 123 SP:Iteration 31Q (3885.037190 sec): 3 clusters Score: Raw -3260894.340013 + Penalty 3335.785471 = -3257558.554542 nChanged 111 SP:Iteration 32Q (3885.128746 sec): 3 clusters Score: Raw -3260924.949599 + Penalty 3335.785471 = -3257589.164129 nChanged 100 SP:Iteration 33Q (3885.201680 sec): 3 clusters Score: Raw -3260950.503134 + Penalty 3335.785471 = -3257614.717663 nChanged 99 SP:Iteration 34Q (3885.291418 sec): 3 clusters Score: Raw -3260976.418260 + Penalty 3335.785471 = -3257640.632790 nChanged 95 SP:Iteration 35Q (3885.384333 sec): 3 clusters Score: Raw -3261001.302009 + Penalty 3335.785471 = -3257665.516538 nChanged 89 SP:Iteration 36Q (3885.472082 sec): 3 clusters Score: Raw -3261024.844002 + Penalty 3335.785471 = -3257689.058531 nChanged 95 SP:Iteration 37Q (3885.553921 sec): 3 clusters Score: Raw -3261048.543264 + Penalty 3335.785471 = -3257712.757793 nChanged 79 SP:Iteration 38Q (3885.631435 sec): 3 clusters Score: Raw -3261069.746330 + Penalty 3335.785471 = -3257733.960859 nChanged 56 SP:Iteration 39Q (3885.721283 sec): 3 clusters Score: Raw -3261081.375131 + Penalty 3335.785471 = -3257745.589660 nChanged 41 SP:Iteration 40F (3885.811394 sec): 3 clusters Score: Raw -3261088.720272 + Penalty 3335.785471 = -3257752.934801 nChanged 39 SP:Iteration 41Q (3885.893471 sec): 3 clusters Score: Raw -3261094.702783 + Penalty 3335.785471 = -3257758.917312 nChanged 29 SP:Iteration 42Q (3885.981526 sec): 3 clusters Score: Raw -3261098.817908 + Penalty 3335.785471 = -3257763.032438 nChanged 22 SP:Iteration 43Q (3886.063548 sec): 3 clusters Score: Raw -3261101.856790 + Penalty 3335.785471 = -3257766.071319 nChanged 14 SP:Iteration 44Q (3886.157395 sec): 3 clusters Score: Raw -3261104.903052 + Penalty 3335.785471 = -3257769.117581 nChanged 16 SP:Iteration 45Q (3886.228416 sec): 3 clusters Score: Raw -3261107.534802 + Penalty 3335.785471 = -3257771.749331 nChanged 11 SP:Iteration 46Q (3886.304357 sec): 3 clusters Score: Raw -3261109.334252 + Penalty 3335.785471 = -3257773.548782 nChanged 13 SP:Iteration 47Q (3886.388751 sec): 3 clusters Score: Raw -3261111.197489 + Penalty 3335.785471 = -3257775.412018 nChanged 13 SP:Iteration 48Q (3886.472978 sec): 3 clusters Score: Raw -3261113.026679 + Penalty 3335.785471 = -3257777.241208 nChanged 14 SP:Iteration 49Q (3886.550335 sec): 3 clusters Score: Raw -3261114.843647 + Penalty 3335.785471 = -3257779.058176 nChanged 11 SP:Iteration 50Q (3886.637885 sec): 3 clusters Score: Raw -3261116.415515 + Penalty 3335.785471 = -3257780.630044 nChanged 8 SP:Iteration 51Q (3886.723224 sec): 3 clusters Score: Raw -3261117.155724 + Penalty 3335.785471 = -3257781.370253 nChanged 9 SP:Iteration 52Q (3886.797925 sec): 3 clusters Score: Raw -3261117.972738 + Penalty 3335.785471 = -3257782.187267 nChanged 6 SP:Iteration 53Q (3886.883931 sec): 3 clusters Score: Raw -3261118.483478 + Penalty 3335.785471 = -3257782.698008 nChanged 4 SP:Iteration 54Q (3886.956490 sec): 3 clusters Score: Raw -3261118.788635 + Penalty 3335.785471 = -3257783.003164 nChanged 4 SP:Iteration 55Q (3887.041586 sec): 3 clusters Score: Raw -3261119.146114 + Penalty 3335.785471 = -3257783.360643 nChanged 4 SP:Iteration 56Q (3887.130811 sec): 3 clusters Score: Raw -3261119.479184 + Penalty 3335.785471 = -3257783.693713 nChanged 3 SP:Iteration 57Q (3887.214189 sec): 3 clusters Score: Raw -3261119.634449 + Penalty 3335.785471 = -3257783.848979 nChanged 0 SP:Iteration 58F (3887.311028 sec): 3 clusters Score: Raw -3261119.634449 + Penalty 3335.785471 = -3257783.848979 nChanged 0 Trying to split cluster 10 (44351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3887.406516 sec): 2 clusters Score: Raw -4902343.137291 + Penalty 1738.732212 = -4900604.405079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3887.531634 sec): 3 clusters Score: Raw -4874453.460888 + Penalty 3477.464424 = -4870975.996464 nChanged 20739 SP:Iteration 1F (3887.642407 sec): 3 clusters Score: Raw -4886217.421850 + Penalty 3477.464424 = -4882739.957426 nChanged 2088 SP:Iteration 2Q (3887.764348 sec): 3 clusters Score: Raw -4886972.183155 + Penalty 3477.464424 = -4883494.718731 nChanged 2164 SP:Iteration 3Q (3887.852694 sec): 3 clusters Score: Raw -4887865.025477 + Penalty 3477.464424 = -4884387.561053 nChanged 2272 SP:Iteration 4F (3887.938454 sec): 3 clusters Score: Raw -4888961.641357 + Penalty 3477.464424 = -4885484.176933 nChanged 2436 SP:Iteration 5F (3888.023277 sec): 3 clusters Score: Raw -4890413.644738 + Penalty 3477.464424 = -4886936.180314 nChanged 2717 SP:Iteration 6F (3888.137209 sec): 3 clusters Score: Raw -4892418.638474 + Penalty 3477.464424 = -4888941.174050 nChanged 2804 SP:Iteration 7F (3888.270202 sec): 3 clusters Score: Raw -4894833.252447 + Penalty 3477.464424 = -4891355.788023 nChanged 2551 SP:Iteration 8F (3888.381217 sec): 3 clusters Score: Raw -4897060.260598 + Penalty 3477.464424 = -4893582.796174 nChanged 1916 SP:Iteration 9Q (3888.507333 sec): 3 clusters Score: Raw -4898506.281681 + Penalty 3477.464424 = -4895028.817257 nChanged 1428 SP:Iteration 10Q (3888.625172 sec): 3 clusters Score: Raw -4899472.324523 + Penalty 3477.464424 = -4895994.860099 nChanged 1098 SP:Iteration 11Q (3888.736768 sec): 3 clusters Score: Raw -4900151.693148 + Penalty 3477.464424 = -4896674.228724 nChanged 901 SP:Iteration 12Q (3888.845831 sec): 3 clusters Score: Raw -4900668.051315 + Penalty 3477.464424 = -4897190.586891 nChanged 714 SP:Iteration 13Q (3888.949888 sec): 3 clusters Score: Raw -4901056.351634 + Penalty 3477.464424 = -4897578.887210 nChanged 608 SP:Iteration 14Q (3889.046044 sec): 3 clusters Score: Raw -4901381.890368 + Penalty 3477.464424 = -4897904.425944 nChanged 497 SP:Iteration 15Q (3889.136318 sec): 3 clusters Score: Raw -4901632.247022 + Penalty 3477.464424 = -4898154.782598 nChanged 402 SP:Iteration 16Q (3889.245217 sec): 3 clusters Score: Raw -4901825.847264 + Penalty 3477.464424 = -4898348.382840 nChanged 356 SP:Iteration 17Q (3889.365622 sec): 3 clusters Score: Raw -4902014.472758 + Penalty 3477.464424 = -4898537.008334 nChanged 294 SP:Iteration 18Q (3889.476421 sec): 3 clusters Score: Raw -4902167.707168 + Penalty 3477.464424 = -4898690.242744 nChanged 236 SP:Iteration 19Q (3889.575206 sec): 3 clusters Score: Raw -4902291.448573 + Penalty 3477.464424 = -4898813.984149 nChanged 192 SP:Iteration 20F (3889.689936 sec): 3 clusters Score: Raw -4902405.798494 + Penalty 3477.464424 = -4898928.334070 nChanged 173 SP:Iteration 21Q (3889.796215 sec): 3 clusters Score: Raw -4902510.747805 + Penalty 3477.464424 = -4899033.283381 nChanged 132 SP:Iteration 22Q (3889.904771 sec): 3 clusters Score: Raw -4902584.954306 + Penalty 3477.464424 = -4899107.489882 nChanged 108 SP:Iteration 23Q (3889.999213 sec): 3 clusters Score: Raw -4902651.876064 + Penalty 3477.464424 = -4899174.411640 nChanged 74 SP:Iteration 24Q (3890.087204 sec): 3 clusters Score: Raw -4902692.991274 + Penalty 3477.464424 = -4899215.526850 nChanged 56 SP:Iteration 25Q (3890.179229 sec): 3 clusters Score: Raw -4902721.185554 + Penalty 3477.464424 = -4899243.721130 nChanged 36 SP:Iteration 26Q (3890.269300 sec): 3 clusters Score: Raw -4902738.288257 + Penalty 3477.464424 = -4899260.823833 nChanged 33 SP:Iteration 27Q (3890.371557 sec): 3 clusters Score: Raw -4902755.969394 + Penalty 3477.464424 = -4899278.504970 nChanged 35 SP:Iteration 28Q (3890.473658 sec): 3 clusters Score: Raw -4902771.547981 + Penalty 3477.464424 = -4899294.083557 nChanged 19 SP:Iteration 29Q (3890.569746 sec): 3 clusters Score: Raw -4902781.145867 + Penalty 3477.464424 = -4899303.681443 nChanged 22 SP:Iteration 30Q (3890.668496 sec): 3 clusters Score: Raw -4902791.749065 + Penalty 3477.464424 = -4899314.284641 nChanged 18 SP:Iteration 31Q (3890.765935 sec): 3 clusters Score: Raw -4902800.216401 + Penalty 3477.464424 = -4899322.751977 nChanged 14 SP:Iteration 32Q (3890.873742 sec): 3 clusters Score: Raw -4902807.999755 + Penalty 3477.464424 = -4899330.535331 nChanged 9 SP:Iteration 33Q (3890.980768 sec): 3 clusters Score: Raw -4902810.895902 + Penalty 3477.464424 = -4899333.431478 nChanged 7 SP:Iteration 34Q (3891.085926 sec): 3 clusters Score: Raw -4902814.850765 + Penalty 3477.464424 = -4899337.386341 nChanged 11 SP:Iteration 35Q (3891.186864 sec): 3 clusters Score: Raw -4902820.554070 + Penalty 3477.464424 = -4899343.089646 nChanged 10 SP:Iteration 36Q (3891.295254 sec): 3 clusters Score: Raw -4902825.571924 + Penalty 3477.464424 = -4899348.107500 nChanged 5 SP:Iteration 37Q (3891.401932 sec): 3 clusters Score: Raw -4902827.247541 + Penalty 3477.464424 = -4899349.783117 nChanged 1 SP:Iteration 38Q (3891.503716 sec): 3 clusters Score: Raw -4902827.597128 + Penalty 3477.464424 = -4899350.132704 nChanged 1 SP:Iteration 39Q (3891.610350 sec): 3 clusters Score: Raw -4902827.792832 + Penalty 3477.464424 = -4899350.328408 nChanged 1 SP:Iteration 40F (3891.729960 sec): 3 clusters Score: Raw -4902827.982052 + Penalty 3477.464424 = -4899350.517628 nChanged 1 SP:Iteration 41Q (3891.831485 sec): 3 clusters Score: Raw -4902828.591902 + Penalty 3477.464424 = -4899351.127478 nChanged 1 SP:Iteration 42Q (3891.939881 sec): 3 clusters Score: Raw -4902829.570356 + Penalty 3477.464424 = -4899352.105932 nChanged 2 SP:Iteration 43Q (3892.037295 sec): 3 clusters Score: Raw -4902830.377268 + Penalty 3477.464424 = -4899352.912844 nChanged 2 SP:Iteration 44Q (3892.131279 sec): 3 clusters Score: Raw -4902830.870180 + Penalty 3477.464424 = -4899353.405756 nChanged 0 SP:Iteration 45F (3892.243178 sec): 3 clusters Score: Raw -4902830.870180 + Penalty 3477.464424 = -4899353.405756 nChanged 0 Trying to split cluster 11 (10943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3892.291701 sec): 2 clusters Score: Raw -1228561.441507 + Penalty 1511.323980 = -1227050.117527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3892.356333 sec): 3 clusters Score: Raw -1222316.146121 + Penalty 3022.647960 = -1219293.498161 nChanged 4765 SP:Iteration 1F (3892.422450 sec): 3 clusters Score: Raw -1224931.498080 + Penalty 3022.647960 = -1221908.850120 nChanged 707 SP:Iteration 2F (3892.488101 sec): 3 clusters Score: Raw -1225331.461279 + Penalty 3022.647960 = -1222308.813319 nChanged 655 SP:Iteration 3F (3892.554944 sec): 3 clusters Score: Raw -1225724.274841 + Penalty 3022.647960 = -1222701.626881 nChanged 622 SP:Iteration 4F (3892.621617 sec): 3 clusters Score: Raw -1226102.567002 + Penalty 3022.647960 = -1223079.919042 nChanged 532 SP:Iteration 5Q (3892.678544 sec): 3 clusters Score: Raw -1226466.977957 + Penalty 3022.647960 = -1223444.329997 nChanged 509 SP:Iteration 6Q (3892.742911 sec): 3 clusters Score: Raw -1226790.608314 + Penalty 3022.647960 = -1223767.960354 nChanged 485 SP:Iteration 7Q (3892.810262 sec): 3 clusters Score: Raw -1227109.713621 + Penalty 3022.647960 = -1224087.065661 nChanged 446 SP:Iteration 8Q (3892.866222 sec): 3 clusters Score: Raw -1227374.898160 + Penalty 3022.647960 = -1224352.250200 nChanged 375 SP:Iteration 9Q (3892.933055 sec): 3 clusters Score: Raw -1227569.329838 + Penalty 3022.647960 = -1224546.681878 nChanged 281 SP:Iteration 10Q (3893.000913 sec): 3 clusters Score: Raw -1227698.450749 + Penalty 3022.647960 = -1224675.802789 nChanged 239 SP:Iteration 11Q (3893.050648 sec): 3 clusters Score: Raw -1227813.205569 + Penalty 3022.647960 = -1224790.557609 nChanged 235 SP:Iteration 12Q (3893.102411 sec): 3 clusters Score: Raw -1227930.465714 + Penalty 3022.647960 = -1224907.817754 nChanged 223 SP:Iteration 13Q (3893.168828 sec): 3 clusters Score: Raw -1228045.831532 + Penalty 3022.647960 = -1225023.183572 nChanged 212 SP:Iteration 14Q (3893.233602 sec): 3 clusters Score: Raw -1228163.307725 + Penalty 3022.647960 = -1225140.659765 nChanged 202 SP:Iteration 15Q (3893.298361 sec): 3 clusters Score: Raw -1228278.920808 + Penalty 3022.647960 = -1225256.272849 nChanged 171 SP:Iteration 16Q (3893.362945 sec): 3 clusters Score: Raw -1228367.310589 + Penalty 3022.647960 = -1225344.662629 nChanged 157 SP:Iteration 17Q (3893.419264 sec): 3 clusters Score: Raw -1228458.206183 + Penalty 3022.647960 = -1225435.558223 nChanged 152 SP:Iteration 18Q (3893.474784 sec): 3 clusters Score: Raw -1228551.889263 + Penalty 3022.647960 = -1225529.241303 nChanged 143 SP:Iteration 19Q (3893.536699 sec): 3 clusters Score: Raw -1228637.464134 + Penalty 3022.647960 = -1225614.816174 nChanged 135 SP:Iteration 20F (3893.599396 sec): 3 clusters Score: Raw -1228709.819781 + Penalty 3022.647960 = -1225687.171821 nChanged 110 SP:Iteration 21Q (3893.654539 sec): 3 clusters Score: Raw -1228769.261334 + Penalty 3022.647960 = -1225746.613375 nChanged 117 SP:Iteration 22Q (3893.720784 sec): 3 clusters Score: Raw -1228834.961285 + Penalty 3022.647960 = -1225812.313325 nChanged 99 SP:Iteration 23Q (3893.781587 sec): 3 clusters Score: Raw -1228889.508409 + Penalty 3022.647960 = -1225866.860449 nChanged 88 SP:Iteration 24Q (3893.844408 sec): 3 clusters Score: Raw -1228941.018249 + Penalty 3022.647960 = -1225918.370289 nChanged 74 SP:Iteration 25Q (3893.907126 sec): 3 clusters Score: Raw -1228982.073917 + Penalty 3022.647960 = -1225959.425957 nChanged 73 SP:Iteration 26Q (3893.969182 sec): 3 clusters Score: Raw -1229021.942379 + Penalty 3022.647960 = -1225999.294419 nChanged 55 SP:Iteration 27Q (3894.027318 sec): 3 clusters Score: Raw -1229044.953816 + Penalty 3022.647960 = -1226022.305856 nChanged 35 SP:Iteration 28Q (3894.093748 sec): 3 clusters Score: Raw -1229061.196854 + Penalty 3022.647960 = -1226038.548894 nChanged 31 SP:Iteration 29Q (3894.143543 sec): 3 clusters Score: Raw -1229074.801907 + Penalty 3022.647960 = -1226052.153947 nChanged 26 SP:Iteration 30Q (3894.200491 sec): 3 clusters Score: Raw -1229083.946031 + Penalty 3022.647960 = -1226061.298071 nChanged 17 SP:Iteration 31Q (3894.262895 sec): 3 clusters Score: Raw -1229090.987109 + Penalty 3022.647960 = -1226068.339149 nChanged 20 SP:Iteration 32Q (3894.324075 sec): 3 clusters Score: Raw -1229097.858446 + Penalty 3022.647960 = -1226075.210486 nChanged 13 SP:Iteration 33Q (3894.386098 sec): 3 clusters Score: Raw -1229102.417081 + Penalty 3022.647960 = -1226079.769121 nChanged 16 SP:Iteration 34Q (3894.441469 sec): 3 clusters Score: Raw -1229109.239046 + Penalty 3022.647960 = -1226086.591086 nChanged 11 SP:Iteration 35Q (3894.503699 sec): 3 clusters Score: Raw -1229114.056031 + Penalty 3022.647960 = -1226091.408071 nChanged 12 SP:Iteration 36Q (3894.555030 sec): 3 clusters Score: Raw -1229118.649549 + Penalty 3022.647960 = -1226096.001589 nChanged 9 SP:Iteration 37Q (3894.614511 sec): 3 clusters Score: Raw -1229122.285751 + Penalty 3022.647960 = -1226099.637791 nChanged 9 SP:Iteration 38Q (3894.671449 sec): 3 clusters Score: Raw -1229125.565250 + Penalty 3022.647960 = -1226102.917290 nChanged 12 SP:Iteration 39Q (3894.734339 sec): 3 clusters Score: Raw -1229129.354570 + Penalty 3022.647960 = -1226106.706610 nChanged 6 SP:Iteration 40F (3894.800281 sec): 3 clusters Score: Raw -1229132.370657 + Penalty 3022.647960 = -1226109.722697 nChanged 5 SP:Iteration 41Q (3894.864285 sec): 3 clusters Score: Raw -1229134.449201 + Penalty 3022.647960 = -1226111.801241 nChanged 10 SP:Iteration 42Q (3894.920528 sec): 3 clusters Score: Raw -1229137.494753 + Penalty 3022.647960 = -1226114.846793 nChanged 3 SP:Iteration 43Q (3894.988931 sec): 3 clusters Score: Raw -1229138.130847 + Penalty 3022.647960 = -1226115.482887 nChanged 3 SP:Iteration 44Q (3895.056063 sec): 3 clusters Score: Raw -1229138.677599 + Penalty 3022.647960 = -1226116.029639 nChanged 0 SP:Iteration 45F (3895.112300 sec): 3 clusters Score: Raw -1229138.677599 + Penalty 3022.647960 = -1226116.029639 nChanged 0 Trying to split cluster 12 (9806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3895.159979 sec): 2 clusters Score: Raw -1125817.837632 + Penalty 1493.496830 = -1124324.340802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3895.224573 sec): 3 clusters Score: Raw -1120263.163328 + Penalty 2986.993660 = -1117276.169669 nChanged 4260 SP:Iteration 1F (3895.288840 sec): 3 clusters Score: Raw -1122593.853669 + Penalty 2986.993660 = -1119606.860009 nChanged 615 SP:Iteration 2F (3895.352320 sec): 3 clusters Score: Raw -1122884.570346 + Penalty 2986.993660 = -1119897.576687 nChanged 514 SP:Iteration 3F (3895.414061 sec): 3 clusters Score: Raw -1123120.266372 + Penalty 2986.993660 = -1120133.272712 nChanged 443 SP:Iteration 4Q (3895.473741 sec): 3 clusters Score: Raw -1123320.694671 + Penalty 2986.993660 = -1120333.701011 nChanged 416 SP:Iteration 5Q (3895.531842 sec): 3 clusters Score: Raw -1123523.712897 + Penalty 2986.993660 = -1120536.719237 nChanged 449 SP:Iteration 6Q (3895.596938 sec): 3 clusters Score: Raw -1123768.207788 + Penalty 2986.993660 = -1120781.214128 nChanged 483 SP:Iteration 7Q (3895.647173 sec): 3 clusters Score: Raw -1124028.537284 + Penalty 2986.993660 = -1121041.543624 nChanged 456 SP:Iteration 8Q (3895.704867 sec): 3 clusters Score: Raw -1124268.112997 + Penalty 2986.993660 = -1121281.119338 nChanged 422 SP:Iteration 9Q (3895.766748 sec): 3 clusters Score: Raw -1124470.801751 + Penalty 2986.993660 = -1121483.808091 nChanged 372 SP:Iteration 10Q (3895.818929 sec): 3 clusters Score: Raw -1124683.557508 + Penalty 2986.993660 = -1121696.563848 nChanged 405 SP:Iteration 11Q (3895.879691 sec): 3 clusters Score: Raw -1124912.159292 + Penalty 2986.993660 = -1121925.165633 nChanged 360 SP:Iteration 12Q (3895.942563 sec): 3 clusters Score: Raw -1125123.497843 + Penalty 2986.993660 = -1122136.504183 nChanged 315 SP:Iteration 13Q (3895.997076 sec): 3 clusters Score: Raw -1125309.240185 + Penalty 2986.993660 = -1122322.246525 nChanged 259 SP:Iteration 14Q (3896.062163 sec): 3 clusters Score: Raw -1125454.392074 + Penalty 2986.993660 = -1122467.398414 nChanged 218 SP:Iteration 15Q (3896.122244 sec): 3 clusters Score: Raw -1125588.182012 + Penalty 2986.993660 = -1122601.188352 nChanged 196 SP:Iteration 16Q (3896.185418 sec): 3 clusters Score: Raw -1125706.441071 + Penalty 2986.993660 = -1122719.447411 nChanged 137 SP:Iteration 17Q (3896.242537 sec): 3 clusters Score: Raw -1125787.000071 + Penalty 2986.993660 = -1122800.006412 nChanged 105 SP:Iteration 18Q (3896.302526 sec): 3 clusters Score: Raw -1125843.629955 + Penalty 2986.993660 = -1122856.636295 nChanged 73 SP:Iteration 19Q (3896.365826 sec): 3 clusters Score: Raw -1125887.539268 + Penalty 2986.993660 = -1122900.545609 nChanged 57 SP:Iteration 20F (3896.427492 sec): 3 clusters Score: Raw -1125921.446634 + Penalty 2986.993660 = -1122934.452974 nChanged 46 SP:Iteration 21Q (3896.485658 sec): 3 clusters Score: Raw -1125949.098147 + Penalty 2986.993660 = -1122962.104487 nChanged 46 SP:Iteration 22Q (3896.547831 sec): 3 clusters Score: Raw -1125979.489316 + Penalty 2986.993660 = -1122992.495656 nChanged 37 SP:Iteration 23Q (3896.610850 sec): 3 clusters Score: Raw -1126004.842931 + Penalty 2986.993660 = -1123017.849271 nChanged 32 SP:Iteration 24Q (3896.674034 sec): 3 clusters Score: Raw -1126022.064840 + Penalty 2986.993660 = -1123035.071180 nChanged 19 SP:Iteration 25Q (3896.737924 sec): 3 clusters Score: Raw -1126031.269992 + Penalty 2986.993660 = -1123044.276333 nChanged 17 SP:Iteration 26Q (3896.800863 sec): 3 clusters Score: Raw -1126040.520790 + Penalty 2986.993660 = -1123053.527131 nChanged 14 SP:Iteration 27Q (3896.854346 sec): 3 clusters Score: Raw -1126049.956495 + Penalty 2986.993660 = -1123062.962835 nChanged 17 SP:Iteration 28Q (3896.902873 sec): 3 clusters Score: Raw -1126059.909004 + Penalty 2986.993660 = -1123072.915344 nChanged 14 SP:Iteration 29Q (3896.961256 sec): 3 clusters Score: Raw -1126067.679839 + Penalty 2986.993660 = -1123080.686179 nChanged 13 SP:Iteration 30Q (3897.031165 sec): 3 clusters Score: Raw -1126074.328503 + Penalty 2986.993660 = -1123087.334843 nChanged 10 SP:Iteration 31Q (3897.083669 sec): 3 clusters Score: Raw -1126078.576029 + Penalty 2986.993660 = -1123091.582370 nChanged 9 SP:Iteration 32Q (3897.145657 sec): 3 clusters Score: Raw -1126084.288932 + Penalty 2986.993660 = -1123097.295272 nChanged 7 SP:Iteration 33Q (3897.211199 sec): 3 clusters Score: Raw -1126088.359014 + Penalty 2986.993660 = -1123101.365354 nChanged 8 SP:Iteration 34Q (3897.261682 sec): 3 clusters Score: Raw -1126090.964364 + Penalty 2986.993660 = -1123103.970704 nChanged 0 SP:Iteration 35F (3897.325020 sec): 3 clusters Score: Raw -1126090.964364 + Penalty 2986.993660 = -1123103.970704 nChanged 0 Trying to split cluster 13 (189572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3897.571201 sec): 2 clusters Score: Raw -21665093.238735 + Penalty 1974.785179 = -21663118.453556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3897.899477 sec): 3 clusters Score: Raw -21539188.089012 + Penalty 3949.570358 = -21535238.518654 nChanged 91841 SP:Iteration 1F (3898.219585 sec): 3 clusters Score: Raw -21593724.650203 + Penalty 3949.570358 = -21589775.079845 nChanged 6914 SP:Iteration 2Q (3898.599161 sec): 3 clusters Score: Raw -21595749.095679 + Penalty 3949.570358 = -21591799.525321 nChanged 7573 SP:Iteration 3Q (3898.975331 sec): 3 clusters Score: Raw -21598387.472632 + Penalty 3949.570358 = -21594437.902274 nChanged 8389 SP:Iteration 4Q (3899.360223 sec): 3 clusters Score: Raw -21601891.777795 + Penalty 3949.570358 = -21597942.207437 nChanged 9521 SP:Iteration 5F (3899.709292 sec): 3 clusters Score: Raw -21606162.979270 + Penalty 3949.570358 = -21602213.408912 nChanged 10266 SP:Iteration 6F (3900.054511 sec): 3 clusters Score: Raw -21610950.106771 + Penalty 3949.570358 = -21607000.536413 nChanged 10401 SP:Iteration 7F (3900.395951 sec): 3 clusters Score: Raw -21615987.649237 + Penalty 3949.570358 = -21612038.078879 nChanged 10059 SP:Iteration 8F (3900.812590 sec): 3 clusters Score: Raw -21620879.564296 + Penalty 3949.570358 = -21616929.993938 nChanged 9439 SP:Iteration 9Q (3901.168847 sec): 3 clusters Score: Raw -21625770.567077 + Penalty 3949.570358 = -21621820.996719 nChanged 8581 SP:Iteration 10Q (3901.519682 sec): 3 clusters Score: Raw -21630525.267841 + Penalty 3949.570358 = -21626575.697483 nChanged 7836 SP:Iteration 11Q (3901.869230 sec): 3 clusters Score: Raw -21634680.608507 + Penalty 3949.570358 = -21630731.038149 nChanged 6589 SP:Iteration 12Q (3902.221365 sec): 3 clusters Score: Raw -21637442.855468 + Penalty 3949.570358 = -21633493.285110 nChanged 4779 SP:Iteration 13Q (3902.561631 sec): 3 clusters Score: Raw -21638873.317733 + Penalty 3949.570358 = -21634923.747375 nChanged 3389 SP:Iteration 14Q (3902.906740 sec): 3 clusters Score: Raw -21639634.887951 + Penalty 3949.570358 = -21635685.317593 nChanged 2550 SP:Iteration 15Q (3903.247034 sec): 3 clusters Score: Raw -21640148.329466 + Penalty 3949.570358 = -21636198.759108 nChanged 2154 SP:Iteration 16Q (3903.567362 sec): 3 clusters Score: Raw -21640565.466532 + Penalty 3949.570358 = -21636615.896174 nChanged 2049 SP:Iteration 17Q (3903.880543 sec): 3 clusters Score: Raw -21640962.782984 + Penalty 3949.570358 = -21637013.212626 nChanged 2074 SP:Iteration 18Q (3904.191655 sec): 3 clusters Score: Raw -21641359.237070 + Penalty 3949.570358 = -21637409.666712 nChanged 2093 SP:Iteration 19Q (3904.531807 sec): 3 clusters Score: Raw -21641760.968023 + Penalty 3949.570358 = -21637811.397665 nChanged 2151 SP:Iteration 20F (3904.860657 sec): 3 clusters Score: Raw -21642176.524433 + Penalty 3949.570358 = -21638226.954075 nChanged 2138 SP:Iteration 21Q (3905.185715 sec): 3 clusters Score: Raw -21642570.977516 + Penalty 3949.570358 = -21638621.407158 nChanged 2092 SP:Iteration 22Q (3905.528738 sec): 3 clusters Score: Raw -21642960.907682 + Penalty 3949.570358 = -21639011.337324 nChanged 2180 SP:Iteration 23Q (3905.836094 sec): 3 clusters Score: Raw -21643387.794241 + Penalty 3949.570358 = -21639438.223883 nChanged 2310 SP:Iteration 24Q (3906.173754 sec): 3 clusters Score: Raw -21643881.145284 + Penalty 3949.570358 = -21639931.574926 nChanged 2551 SP:Iteration 25Q (3906.485605 sec): 3 clusters Score: Raw -21644453.409834 + Penalty 3949.570358 = -21640503.839476 nChanged 2651 SP:Iteration 26Q (3906.816149 sec): 3 clusters Score: Raw -21645073.372841 + Penalty 3949.570358 = -21641123.802483 nChanged 2729 SP:Iteration 27Q (3907.121354 sec): 3 clusters Score: Raw -21645744.551176 + Penalty 3949.570358 = -21641794.980818 nChanged 2851 SP:Iteration 28Q (3907.460641 sec): 3 clusters Score: Raw -21646494.777330 + Penalty 3949.570358 = -21642545.206972 nChanged 3021 SP:Iteration 29Q (3907.786139 sec): 3 clusters Score: Raw -21647339.049557 + Penalty 3949.570358 = -21643389.479199 nChanged 3091 SP:Iteration 30Q (3908.122919 sec): 3 clusters Score: Raw -21648234.879519 + Penalty 3949.570358 = -21644285.309161 nChanged 3132 SP:Iteration 31Q (3908.469622 sec): 3 clusters Score: Raw -21649199.503314 + Penalty 3949.570358 = -21645249.932956 nChanged 3259 SP:Iteration 32Q (3908.808725 sec): 3 clusters Score: Raw -21650234.020790 + Penalty 3949.570358 = -21646284.450432 nChanged 3208 SP:Iteration 33Q (3909.155922 sec): 3 clusters Score: Raw -21651308.278177 + Penalty 3949.570358 = -21647358.707819 nChanged 3252 SP:Iteration 34Q (3909.498268 sec): 3 clusters Score: Raw -21652453.248119 + Penalty 3949.570358 = -21648503.677761 nChanged 3277 SP:Iteration 35Q (3909.836416 sec): 3 clusters Score: Raw -21653647.821913 + Penalty 3949.570358 = -21649698.251555 nChanged 3155 SP:Iteration 36Q (3910.174950 sec): 3 clusters Score: Raw -21654801.950527 + Penalty 3949.570358 = -21650852.380169 nChanged 2955 SP:Iteration 37Q (3910.508264 sec): 3 clusters Score: Raw -21655907.588945 + Penalty 3949.570358 = -21651958.018587 nChanged 2845 SP:Iteration 38Q (3910.843928 sec): 3 clusters Score: Raw -21657009.314512 + Penalty 3949.570358 = -21653059.744154 nChanged 2710 SP:Iteration 39Q (3911.152504 sec): 3 clusters Score: Raw -21658103.472690 + Penalty 3949.570358 = -21654153.902332 nChanged 2601 SP:Iteration 40F (3911.501957 sec): 3 clusters Score: Raw -21659238.454647 + Penalty 3949.570358 = -21655288.884289 nChanged 2398 SP:Iteration 41Q (3911.812146 sec): 3 clusters Score: Raw -21660262.103482 + Penalty 3949.570358 = -21656312.533124 nChanged 2252 SP:Iteration 42Q (3912.106890 sec): 3 clusters Score: Raw -21661250.251531 + Penalty 3949.570358 = -21657300.681173 nChanged 1987 SP:Iteration 43Q (3912.401558 sec): 3 clusters Score: Raw -21662129.445291 + Penalty 3949.570358 = -21658179.874932 nChanged 1751 SP:Iteration 44Q (3912.681393 sec): 3 clusters Score: Raw -21662898.687416 + Penalty 3949.570358 = -21658949.117058 nChanged 1569 SP:Iteration 45Q (3912.988951 sec): 3 clusters Score: Raw -21663567.240652 + Penalty 3949.570358 = -21659617.670294 nChanged 1303 SP:Iteration 46Q (3913.275793 sec): 3 clusters Score: Raw -21664103.346598 + Penalty 3949.570358 = -21660153.776240 nChanged 1083 SP:Iteration 47Q (3913.560512 sec): 3 clusters Score: Raw -21664541.994988 + Penalty 3949.570358 = -21660592.424630 nChanged 885 SP:Iteration 48Q (3913.864235 sec): 3 clusters Score: Raw -21664888.622026 + Penalty 3949.570358 = -21660939.051668 nChanged 736 SP:Iteration 49Q (3914.164673 sec): 3 clusters Score: Raw -21665154.304868 + Penalty 3949.570358 = -21661204.734510 nChanged 622 SP:Iteration 50Q (3914.471029 sec): 3 clusters Score: Raw -21665396.030137 + Penalty 3949.570358 = -21661446.459779 nChanged 534 SP:Iteration 51Q (3914.765732 sec): 3 clusters Score: Raw -21665606.890809 + Penalty 3949.570358 = -21661657.320451 nChanged 450 SP:Iteration 52Q (3915.068381 sec): 3 clusters Score: Raw -21665785.148245 + Penalty 3949.570358 = -21661835.577887 nChanged 390 SP:Iteration 53Q (3915.373149 sec): 3 clusters Score: Raw -21665922.498887 + Penalty 3949.570358 = -21661972.928529 nChanged 304 SP:Iteration 54Q (3915.663959 sec): 3 clusters Score: Raw -21666018.837368 + Penalty 3949.570358 = -21662069.267010 nChanged 231 SP:Iteration 55Q (3915.951418 sec): 3 clusters Score: Raw -21666081.396532 + Penalty 3949.570358 = -21662131.826174 nChanged 194 SP:Iteration 56Q (3916.250701 sec): 3 clusters Score: Raw -21666142.100277 + Penalty 3949.570358 = -21662192.529919 nChanged 205 SP:Iteration 57Q (3916.526085 sec): 3 clusters Score: Raw -21666204.619301 + Penalty 3949.570358 = -21662255.048943 nChanged 197 SP:Iteration 58Q (3916.830245 sec): 3 clusters Score: Raw -21666258.888689 + Penalty 3949.570358 = -21662309.318331 nChanged 154 SP:Iteration 59Q (3917.112552 sec): 3 clusters Score: Raw -21666295.906171 + Penalty 3949.570358 = -21662346.335813 nChanged 123 SP:Iteration 60F (3917.457940 sec): 3 clusters Score: Raw -21666328.432171 + Penalty 3949.570358 = -21662378.861813 nChanged 113 SP:Iteration 61Q (3917.718464 sec): 3 clusters Score: Raw -21666354.456889 + Penalty 3949.570358 = -21662404.886531 nChanged 118 SP:Iteration 62Q (3918.006232 sec): 3 clusters Score: Raw -21666384.574081 + Penalty 3949.570358 = -21662435.003723 nChanged 102 SP:Iteration 63Q (3918.297231 sec): 3 clusters Score: Raw -21666409.500663 + Penalty 3949.570358 = -21662459.930305 nChanged 81 SP:Iteration 64Q (3918.564982 sec): 3 clusters Score: Raw -21666425.205746 + Penalty 3949.570358 = -21662475.635388 nChanged 67 SP:Iteration 65Q (3918.827791 sec): 3 clusters Score: Raw -21666436.962190 + Penalty 3949.570358 = -21662487.391832 nChanged 60 SP:Iteration 66Q (3919.076550 sec): 3 clusters Score: Raw -21666447.387097 + Penalty 3949.570358 = -21662497.816739 nChanged 62 SP:Iteration 67Q (3919.372038 sec): 3 clusters Score: Raw -21666460.899013 + Penalty 3949.570358 = -21662511.328655 nChanged 56 SP:Iteration 68Q (3919.667674 sec): 3 clusters Score: Raw -21666471.148201 + Penalty 3949.570358 = -21662521.577843 nChanged 61 SP:Iteration 69Q (3919.947007 sec): 3 clusters Score: Raw -21666480.804219 + Penalty 3949.570358 = -21662531.233861 nChanged 46 SP:Iteration 70Q (3920.219191 sec): 3 clusters Score: Raw -21666488.190252 + Penalty 3949.570358 = -21662538.619894 nChanged 45 SP:Iteration 71Q (3920.492634 sec): 3 clusters Score: Raw -21666496.192008 + Penalty 3949.570358 = -21662546.621650 nChanged 50 SP:Iteration 72Q (3920.769020 sec): 3 clusters Score: Raw -21666506.174175 + Penalty 3949.570358 = -21662556.603817 nChanged 46 SP:Iteration 73Q (3921.037518 sec): 3 clusters Score: Raw -21666514.276979 + Penalty 3949.570358 = -21662564.706621 nChanged 51 SP:Iteration 74Q (3921.335805 sec): 3 clusters Score: Raw -21666523.899346 + Penalty 3949.570358 = -21662574.328988 nChanged 46 SP:Iteration 75Q (3921.613214 sec): 3 clusters Score: Raw -21666531.922140 + Penalty 3949.570358 = -21662582.351782 nChanged 43 SP:Iteration 76Q (3921.884232 sec): 3 clusters Score: Raw -21666538.023873 + Penalty 3949.570358 = -21662588.453515 nChanged 34 SP:Iteration 77Q (3922.175253 sec): 3 clusters Score: Raw -21666542.539678 + Penalty 3949.570358 = -21662592.969320 nChanged 29 SP:Iteration 78Q (3922.470119 sec): 3 clusters Score: Raw -21666547.195900 + Penalty 3949.570358 = -21662597.625542 nChanged 31 SP:Iteration 79Q (3922.726615 sec): 3 clusters Score: Raw -21666552.267494 + Penalty 3949.570358 = -21662602.697136 nChanged 26 SP:Iteration 80F (3923.050747 sec): 3 clusters Score: Raw -21666555.796382 + Penalty 3949.570358 = -21662606.226024 nChanged 25 SP:Iteration 81Q (3923.336407 sec): 3 clusters Score: Raw -21666559.458373 + Penalty 3949.570358 = -21662609.888015 nChanged 28 SP:Iteration 82Q (3923.626574 sec): 3 clusters Score: Raw -21666564.120613 + Penalty 3949.570358 = -21662614.550255 nChanged 30 SP:Iteration 83Q (3923.879609 sec): 3 clusters Score: Raw -21666568.627090 + Penalty 3949.570358 = -21662619.056732 nChanged 24 SP:Iteration 84Q (3924.124462 sec): 3 clusters Score: Raw -21666571.881471 + Penalty 3949.570358 = -21662622.311113 nChanged 27 SP:Iteration 85Q (3924.394503 sec): 3 clusters Score: Raw -21666574.683996 + Penalty 3949.570358 = -21662625.113638 nChanged 15 SP:Iteration 86Q (3924.667324 sec): 3 clusters Score: Raw -21666576.499757 + Penalty 3949.570358 = -21662626.929399 nChanged 8 SP:Iteration 87Q (3924.924113 sec): 3 clusters Score: Raw -21666577.216424 + Penalty 3949.570358 = -21662627.646066 nChanged 4 SP:Iteration 88Q (3925.195997 sec): 3 clusters Score: Raw -21666577.519926 + Penalty 3949.570358 = -21662627.949568 nChanged 6 SP:Iteration 89Q (3925.451921 sec): 3 clusters Score: Raw -21666578.226163 + Penalty 3949.570358 = -21662628.655805 nChanged 5 SP:Iteration 90Q (3925.722995 sec): 3 clusters Score: Raw -21666578.569843 + Penalty 3949.570358 = -21662628.999485 nChanged 5 SP:Iteration 91Q (3926.010062 sec): 3 clusters Score: Raw -21666579.151298 + Penalty 3949.570358 = -21662629.580940 nChanged 7 SP:Iteration 92Q (3926.285351 sec): 3 clusters Score: Raw -21666579.885884 + Penalty 3949.570358 = -21662630.315526 nChanged 9 SP:Iteration 93Q (3926.563739 sec): 3 clusters Score: Raw -21666580.678548 + Penalty 3949.570358 = -21662631.108190 nChanged 4 SP:Iteration 94Q (3926.844018 sec): 3 clusters Score: Raw -21666581.038104 + Penalty 3949.570358 = -21662631.467746 nChanged 3 SP:Iteration 95Q (3927.127699 sec): 3 clusters Score: Raw -21666581.162673 + Penalty 3949.570358 = -21662631.592315 nChanged 0 SP:Iteration 96F (3927.461333 sec): 3 clusters Score: Raw -21666581.162673 + Penalty 3949.570358 = -21662631.592315 nChanged 0 Trying to split cluster 14 (2077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3927.501259 sec): 2 clusters Score: Raw -222325.935806 + Penalty 1241.285471 = -221084.650334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3927.545830 sec): 3 clusters Score: Raw -221421.941433 + Penalty 2482.570943 = -218939.370490 nChanged 710 SP:Iteration 1F (3927.587376 sec): 3 clusters Score: Raw -221863.821590 + Penalty 2482.570943 = -219381.250647 nChanged 145 SP:Iteration 2F (3927.627012 sec): 3 clusters Score: Raw -221944.102302 + Penalty 2482.570943 = -219461.531360 nChanged 92 SP:Iteration 3Q (3927.674430 sec): 3 clusters Score: Raw -222006.925894 + Penalty 2482.570943 = -219524.354951 nChanged 80 SP:Iteration 4Q (3927.702373 sec): 3 clusters Score: Raw -222059.788684 + Penalty 2482.570943 = -219577.217742 nChanged 53 SP:Iteration 5Q (3927.752089 sec): 3 clusters Score: Raw -222096.234440 + Penalty 2482.570943 = -219613.663497 nChanged 44 SP:Iteration 6Q (3927.790618 sec): 3 clusters Score: Raw -222119.619760 + Penalty 2482.570943 = -219637.048817 nChanged 35 SP:Iteration 7Q (3927.801086 sec): 3 clusters Score: Raw -222141.349613 + Penalty 2482.570943 = -219658.778671 nChanged 40 SP:Iteration 8Q (3927.850488 sec): 3 clusters Score: Raw -222160.634851 + Penalty 2482.570943 = -219678.063908 nChanged 23 SP:Iteration 9Q (3927.899484 sec): 3 clusters Score: Raw -222172.827014 + Penalty 2482.570943 = -219690.256072 nChanged 35 SP:Iteration 10Q (3927.945141 sec): 3 clusters Score: Raw -222191.165084 + Penalty 2482.570943 = -219708.594142 nChanged 25 SP:Iteration 11Q (3927.995955 sec): 3 clusters Score: Raw -222207.093352 + Penalty 2482.570943 = -219724.522410 nChanged 22 SP:Iteration 12Q (3928.034551 sec): 3 clusters Score: Raw -222223.830748 + Penalty 2482.570943 = -219741.259806 nChanged 30 SP:Iteration 13Q (3928.077783 sec): 3 clusters Score: Raw -222246.617535 + Penalty 2482.570943 = -219764.046592 nChanged 30 SP:Iteration 14Q (3928.129176 sec): 3 clusters Score: Raw -222265.990017 + Penalty 2482.570943 = -219783.419074 nChanged 31 SP:Iteration 15Q (3928.165418 sec): 3 clusters Score: Raw -222285.718486 + Penalty 2482.570943 = -219803.147543 nChanged 34 SP:Iteration 16Q (3928.176072 sec): 3 clusters Score: Raw -222315.078568 + Penalty 2482.570943 = -219832.507625 nChanged 45 SP:Iteration 17Q (3928.186337 sec): 3 clusters Score: Raw -222355.709373 + Penalty 2482.570943 = -219873.138430 nChanged 51 SP:Iteration 18Q (3928.196691 sec): 3 clusters Score: Raw -222407.022740 + Penalty 2482.570943 = -219924.451797 nChanged 52 SP:Iteration 19Q (3928.206929 sec): 3 clusters Score: Raw -222468.017148 + Penalty 2482.570943 = -219985.446205 nChanged 49 SP:Iteration 20F (3928.217167 sec): 3 clusters Score: Raw -222539.977238 + Penalty 2482.570943 = -220057.406295 nChanged 68 SP:Iteration 21Q (3928.227414 sec): 3 clusters Score: Raw -222631.828468 + Penalty 2482.570943 = -220149.257525 nChanged 67 SP:Iteration 22Q (3928.270553 sec): 3 clusters Score: Raw -222707.575751 + Penalty 2482.570943 = -220225.004808 nChanged 59 SP:Iteration 23Q (3928.319874 sec): 3 clusters Score: Raw -222776.322553 + Penalty 2482.570943 = -220293.751611 nChanged 54 SP:Iteration 24Q (3928.367484 sec): 3 clusters Score: Raw -222839.863801 + Penalty 2482.570943 = -220357.292858 nChanged 48 SP:Iteration 25Q (3928.409446 sec): 3 clusters Score: Raw -222887.322125 + Penalty 2482.570943 = -220404.751182 nChanged 45 SP:Iteration 26Q (3928.454187 sec): 3 clusters Score: Raw -222917.569960 + Penalty 2482.570943 = -220434.999017 nChanged 26 SP:Iteration 27Q (3928.490259 sec): 3 clusters Score: Raw -222936.717465 + Penalty 2482.570943 = -220454.146522 nChanged 14 SP:Iteration 28Q (3928.540514 sec): 3 clusters Score: Raw -222947.756721 + Penalty 2482.570943 = -220465.185778 nChanged 7 SP:Iteration 29Q (3928.580419 sec): 3 clusters Score: Raw -222950.956865 + Penalty 2482.570943 = -220468.385923 nChanged 4 SP:Iteration 30Q (3928.633502 sec): 3 clusters Score: Raw -222952.463743 + Penalty 2482.570943 = -220469.892800 nChanged 3 SP:Iteration 31Q (3928.672995 sec): 3 clusters Score: Raw -222953.881484 + Penalty 2482.570943 = -220471.310541 nChanged 7 SP:Iteration 32Q (3928.722856 sec): 3 clusters Score: Raw -222957.703485 + Penalty 2482.570943 = -220475.132542 nChanged 7 SP:Iteration 33Q (3928.771859 sec): 3 clusters Score: Raw -222961.038942 + Penalty 2482.570943 = -220478.467999 nChanged 8 SP:Iteration 34Q (3928.821836 sec): 3 clusters Score: Raw -222965.495959 + Penalty 2482.570943 = -220482.925016 nChanged 7 SP:Iteration 35Q (3928.863543 sec): 3 clusters Score: Raw -222967.454511 + Penalty 2482.570943 = -220484.883568 nChanged 3 SP:Iteration 36Q (3928.907109 sec): 3 clusters Score: Raw -222968.808597 + Penalty 2482.570943 = -220486.237654 nChanged 2 SP:Iteration 37Q (3928.949412 sec): 3 clusters Score: Raw -222969.414604 + Penalty 2482.570943 = -220486.843661 nChanged 1 SP:Iteration 38Q (3928.989839 sec): 3 clusters Score: Raw -222969.680169 + Penalty 2482.570943 = -220487.109226 nChanged 1 SP:Iteration 39Q (3929.044008 sec): 3 clusters Score: Raw -222969.882849 + Penalty 2482.570943 = -220487.311906 nChanged 0 SP:Iteration 40F (3929.089318 sec): 3 clusters Score: Raw -222969.882849 + Penalty 2482.570943 = -220487.311906 nChanged 0 Trying to split cluster 15 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3929.113797 sec): 2 clusters Score: Raw -15721.929401 + Penalty 842.039827 = -14879.889574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3929.144992 sec): 3 clusters Score: Raw -15857.468470 + Penalty 1684.079654 = -14173.388817 nChanged 25 SP:Iteration 1F (3929.187887 sec): 3 clusters Score: Raw -15924.387723 + Penalty 1684.079654 = -14240.308069 nChanged 4 SP:Iteration 2Q (3929.218638 sec): 3 clusters Score: Raw -15947.828946 + Penalty 1684.079654 = -14263.749292 nChanged 3 SP:Iteration 3Q (3929.263803 sec): 3 clusters Score: Raw -15956.179413 + Penalty 1684.079654 = -14272.099759 nChanged 1 SP:Iteration 4Q (3929.304789 sec): 3 clusters Score: Raw -15958.257304 + Penalty 1684.079654 = -14274.177650 nChanged 0 SP:Iteration 5F (3929.349341 sec): 3 clusters Score: Raw -15958.257304 + Penalty 1684.079654 = -14274.177650 nChanged 0 Trying to split cluster 16 (65771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3929.462546 sec): 2 clusters Score: Raw -7542958.070886 + Penalty 1802.764322 = -7541155.306563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3929.616236 sec): 3 clusters Score: Raw -7500765.854030 + Penalty 3605.528644 = -7497160.325386 nChanged 31195 SP:Iteration 1F (3929.744794 sec): 3 clusters Score: Raw -7519068.255989 + Penalty 3605.528644 = -7515462.727344 nChanged 3196 SP:Iteration 2Q (3929.890467 sec): 3 clusters Score: Raw -7520295.507945 + Penalty 3605.528644 = -7516689.979301 nChanged 3681 SP:Iteration 3F (3930.012554 sec): 3 clusters Score: Raw -7522103.907271 + Penalty 3605.528644 = -7518498.378627 nChanged 4330 SP:Iteration 4F (3930.151550 sec): 3 clusters Score: Raw -7524679.914105 + Penalty 3605.528644 = -7521074.385461 nChanged 4899 SP:Iteration 5F (3930.295849 sec): 3 clusters Score: Raw -7528138.921955 + Penalty 3605.528644 = -7524533.393311 nChanged 4923 SP:Iteration 6F (3930.452569 sec): 3 clusters Score: Raw -7531883.911437 + Penalty 3605.528644 = -7528278.382792 nChanged 4196 SP:Iteration 7F (3930.568455 sec): 3 clusters Score: Raw -7535177.745029 + Penalty 3605.528644 = -7531572.216385 nChanged 3261 SP:Iteration 8Q (3930.691012 sec): 3 clusters Score: Raw -7537837.746999 + Penalty 3605.528644 = -7534232.218355 nChanged 2409 SP:Iteration 9Q (3930.814231 sec): 3 clusters Score: Raw -7539876.917637 + Penalty 3605.528644 = -7536271.388992 nChanged 1603 SP:Iteration 10Q (3930.962221 sec): 3 clusters Score: Raw -7541267.591782 + Penalty 3605.528644 = -7537662.063138 nChanged 1023 SP:Iteration 11Q (3931.102353 sec): 3 clusters Score: Raw -7542167.835629 + Penalty 3605.528644 = -7538562.306984 nChanged 547 SP:Iteration 12Q (3931.237972 sec): 3 clusters Score: Raw -7542648.739088 + Penalty 3605.528644 = -7539043.210443 nChanged 287 SP:Iteration 13Q (3931.370308 sec): 3 clusters Score: Raw -7542896.058968 + Penalty 3605.528644 = -7539290.530323 nChanged 176 SP:Iteration 14Q (3931.501665 sec): 3 clusters Score: Raw -7543035.870822 + Penalty 3605.528644 = -7539430.342177 nChanged 104 SP:Iteration 15Q (3931.627739 sec): 3 clusters Score: Raw -7543110.678316 + Penalty 3605.528644 = -7539505.149671 nChanged 59 SP:Iteration 16Q (3931.761203 sec): 3 clusters Score: Raw -7543150.011578 + Penalty 3605.528644 = -7539544.482933 nChanged 36 SP:Iteration 17Q (3931.886592 sec): 3 clusters Score: Raw -7543168.113589 + Penalty 3605.528644 = -7539562.584945 nChanged 27 SP:Iteration 18Q (3932.004726 sec): 3 clusters Score: Raw -7543182.976824 + Penalty 3605.528644 = -7539577.448179 nChanged 21 SP:Iteration 19Q (3932.129872 sec): 3 clusters Score: Raw -7543192.840140 + Penalty 3605.528644 = -7539587.311496 nChanged 13 SP:Iteration 20F (3932.276713 sec): 3 clusters Score: Raw -7543203.486470 + Penalty 3605.528644 = -7539597.957826 nChanged 17 SP:Iteration 21Q (3932.396222 sec): 3 clusters Score: Raw -7543214.909317 + Penalty 3605.528644 = -7539609.380673 nChanged 17 SP:Iteration 22Q (3932.524088 sec): 3 clusters Score: Raw -7543227.780272 + Penalty 3605.528644 = -7539622.251628 nChanged 17 SP:Iteration 23Q (3932.645903 sec): 3 clusters Score: Raw -7543242.666593 + Penalty 3605.528644 = -7539637.137948 nChanged 19 SP:Iteration 24Q (3932.775671 sec): 3 clusters Score: Raw -7543255.397204 + Penalty 3605.528644 = -7539649.868560 nChanged 24 SP:Iteration 25Q (3932.900542 sec): 3 clusters Score: Raw -7543275.189714 + Penalty 3605.528644 = -7539669.661070 nChanged 20 SP:Iteration 26Q (3933.016077 sec): 3 clusters Score: Raw -7543287.673255 + Penalty 3605.528644 = -7539682.144611 nChanged 16 SP:Iteration 27Q (3933.143818 sec): 3 clusters Score: Raw -7543297.249641 + Penalty 3605.528644 = -7539691.720997 nChanged 12 SP:Iteration 28Q (3933.275171 sec): 3 clusters Score: Raw -7543303.683339 + Penalty 3605.528644 = -7539698.154695 nChanged 5 SP:Iteration 29Q (3933.398651 sec): 3 clusters Score: Raw -7543306.043714 + Penalty 3605.528644 = -7539700.515069 nChanged 6 SP:Iteration 30Q (3933.525126 sec): 3 clusters Score: Raw -7543308.801517 + Penalty 3605.528644 = -7539703.272873 nChanged 4 SP:Iteration 31Q (3933.649151 sec): 3 clusters Score: Raw -7543311.075778 + Penalty 3605.528644 = -7539705.547134 nChanged 5 SP:Iteration 32Q (3933.769852 sec): 3 clusters Score: Raw -7543313.529574 + Penalty 3605.528644 = -7539708.000930 nChanged 4 SP:Iteration 33Q (3933.893155 sec): 3 clusters Score: Raw -7543315.533352 + Penalty 3605.528644 = -7539710.004708 nChanged 5 SP:Iteration 34Q (3933.989052 sec): 3 clusters Score: Raw -7543317.849663 + Penalty 3605.528644 = -7539712.321018 nChanged 5 SP:Iteration 35Q (3934.111484 sec): 3 clusters Score: Raw -7543320.308730 + Penalty 3605.528644 = -7539714.780086 nChanged 5 SP:Iteration 36Q (3934.244263 sec): 3 clusters Score: Raw -7543323.659667 + Penalty 3605.528644 = -7539718.131023 nChanged 7 SP:Iteration 37Q (3934.363456 sec): 3 clusters Score: Raw -7543328.132162 + Penalty 3605.528644 = -7539722.603518 nChanged 7 SP:Iteration 38Q (3934.500259 sec): 3 clusters Score: Raw -7543331.081040 + Penalty 3605.528644 = -7539725.552396 nChanged 2 SP:Iteration 39Q (3934.622244 sec): 3 clusters Score: Raw -7543331.730275 + Penalty 3605.528644 = -7539726.201630 nChanged 2 SP:Iteration 40F (3934.764029 sec): 3 clusters Score: Raw -7543332.359126 + Penalty 3605.528644 = -7539726.830481 nChanged 2 SP:Iteration 41Q (3934.894449 sec): 3 clusters Score: Raw -7543333.189345 + Penalty 3605.528644 = -7539727.660701 nChanged 1 SP:Iteration 42Q (3935.008341 sec): 3 clusters Score: Raw -7543333.695502 + Penalty 3605.528644 = -7539728.166858 nChanged 2 SP:Iteration 43Q (3935.122128 sec): 3 clusters Score: Raw -7543334.258634 + Penalty 3605.528644 = -7539728.729990 nChanged 1 SP:Iteration 44Q (3935.242639 sec): 3 clusters Score: Raw -7543334.447544 + Penalty 3605.528644 = -7539728.918900 nChanged 0 SP:Iteration 45F (3935.378586 sec): 3 clusters Score: Raw -7543334.447544 + Penalty 3605.528644 = -7539728.918900 nChanged 0 Trying to split cluster 17 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3935.394280 sec): 2 clusters Score: Raw -114985.120812 + Penalty 1130.438635 = -113854.682178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3935.443505 sec): 3 clusters Score: Raw -114670.216935 + Penalty 2260.877269 = -112409.339666 nChanged 326 SP:Iteration 1F (3935.494405 sec): 3 clusters Score: Raw -115118.842103 + Penalty 2260.877269 = -112857.964834 nChanged 101 SP:Iteration 2F (3935.520245 sec): 3 clusters Score: Raw -115268.548957 + Penalty 2260.877269 = -113007.671688 nChanged 54 SP:Iteration 3F (3935.567417 sec): 3 clusters Score: Raw -115342.741083 + Penalty 2260.877269 = -113081.863814 nChanged 43 SP:Iteration 4Q (3935.609095 sec): 3 clusters Score: Raw -115404.923998 + Penalty 2260.877269 = -113144.046729 nChanged 33 SP:Iteration 5Q (3935.650689 sec): 3 clusters Score: Raw -115438.645978 + Penalty 2260.877269 = -113177.768709 nChanged 14 SP:Iteration 6Q (3935.686415 sec): 3 clusters Score: Raw -115456.800870 + Penalty 2260.877269 = -113195.923601 nChanged 9 SP:Iteration 7Q (3935.729350 sec): 3 clusters Score: Raw -115466.745859 + Penalty 2260.877269 = -113205.868590 nChanged 7 SP:Iteration 8Q (3935.762241 sec): 3 clusters Score: Raw -115479.345601 + Penalty 2260.877269 = -113218.468332 nChanged 7 SP:Iteration 9Q (3935.817682 sec): 3 clusters Score: Raw -115484.811576 + Penalty 2260.877269 = -113223.934307 nChanged 6 SP:Iteration 10Q (3935.868185 sec): 3 clusters Score: Raw -115490.095431 + Penalty 2260.877269 = -113229.218162 nChanged 4 SP:Iteration 11Q (3935.885348 sec): 3 clusters Score: Raw -115495.705324 + Penalty 2260.877269 = -113234.828055 nChanged 5 SP:Iteration 12Q (3935.934123 sec): 3 clusters Score: Raw -115500.003378 + Penalty 2260.877269 = -113239.126109 nChanged 1 SP:Iteration 13Q (3935.981280 sec): 3 clusters Score: Raw -115500.938682 + Penalty 2260.877269 = -113240.061413 nChanged 1 SP:Iteration 14Q (3936.031758 sec): 3 clusters Score: Raw -115501.622807 + Penalty 2260.877269 = -113240.745538 nChanged 0 SP:Iteration 15F (3936.070602 sec): 3 clusters Score: Raw -115501.622807 + Penalty 2260.877269 = -113240.745538 nChanged 0 Trying to split cluster 18 (6813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3936.104337 sec): 2 clusters Score: Raw -752625.211400 + Penalty 1434.320523 = -751190.890878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3936.134924 sec): 3 clusters Score: Raw -748936.842227 + Penalty 2868.641045 = -746068.201182 nChanged 2830 SP:Iteration 1F (3936.186339 sec): 3 clusters Score: Raw -750515.851487 + Penalty 2868.641045 = -747647.210442 nChanged 577 SP:Iteration 2F (3936.240155 sec): 3 clusters Score: Raw -750911.609564 + Penalty 2868.641045 = -748042.968519 nChanged 490 SP:Iteration 3F (3936.294594 sec): 3 clusters Score: Raw -751343.972413 + Penalty 2868.641045 = -748475.331368 nChanged 525 SP:Iteration 4F (3936.335392 sec): 3 clusters Score: Raw -751867.330100 + Penalty 2868.641045 = -748998.689055 nChanged 518 SP:Iteration 5F (3936.385124 sec): 3 clusters Score: Raw -752443.294607 + Penalty 2868.641045 = -749574.653562 nChanged 481 SP:Iteration 6F (3936.440270 sec): 3 clusters Score: Raw -752949.913712 + Penalty 2868.641045 = -750081.272667 nChanged 382 SP:Iteration 7F (3936.492207 sec): 3 clusters Score: Raw -753331.406416 + Penalty 2868.641045 = -750462.765371 nChanged 312 SP:Iteration 8Q (3936.515054 sec): 3 clusters Score: Raw -753591.840047 + Penalty 2868.641045 = -750723.199002 nChanged 192 SP:Iteration 9Q (3936.580624 sec): 3 clusters Score: Raw -753722.922012 + Penalty 2868.641045 = -750854.280967 nChanged 122 SP:Iteration 10Q (3936.618928 sec): 3 clusters Score: Raw -753784.475006 + Penalty 2868.641045 = -750915.833961 nChanged 69 SP:Iteration 11Q (3936.680402 sec): 3 clusters Score: Raw -753815.482881 + Penalty 2868.641045 = -750946.841836 nChanged 60 SP:Iteration 12Q (3936.738389 sec): 3 clusters Score: Raw -753844.536621 + Penalty 2868.641045 = -750975.895576 nChanged 49 SP:Iteration 13Q (3936.775589 sec): 3 clusters Score: Raw -753864.437634 + Penalty 2868.641045 = -750995.796589 nChanged 36 SP:Iteration 14Q (3936.836490 sec): 3 clusters Score: Raw -753879.189392 + Penalty 2868.641045 = -751010.548347 nChanged 31 SP:Iteration 15Q (3936.883840 sec): 3 clusters Score: Raw -753887.849539 + Penalty 2868.641045 = -751019.208494 nChanged 25 SP:Iteration 16Q (3936.940140 sec): 3 clusters Score: Raw -753894.831044 + Penalty 2868.641045 = -751026.189999 nChanged 14 SP:Iteration 17Q (3936.988315 sec): 3 clusters Score: Raw -753899.030504 + Penalty 2868.641045 = -751030.389459 nChanged 15 SP:Iteration 18Q (3937.022329 sec): 3 clusters Score: Raw -753903.347018 + Penalty 2868.641045 = -751034.705973 nChanged 12 SP:Iteration 19Q (3937.075445 sec): 3 clusters Score: Raw -753907.151983 + Penalty 2868.641045 = -751038.510938 nChanged 12 SP:Iteration 20F (3937.131488 sec): 3 clusters Score: Raw -753910.382833 + Penalty 2868.641045 = -751041.741788 nChanged 10 SP:Iteration 21Q (3937.173930 sec): 3 clusters Score: Raw -753912.731940 + Penalty 2868.641045 = -751044.090895 nChanged 15 SP:Iteration 22Q (3937.226838 sec): 3 clusters Score: Raw -753916.428539 + Penalty 2868.641045 = -751047.787494 nChanged 9 SP:Iteration 23Q (3937.285024 sec): 3 clusters Score: Raw -753918.544767 + Penalty 2868.641045 = -751049.903722 nChanged 13 SP:Iteration 24Q (3937.331780 sec): 3 clusters Score: Raw -753921.989324 + Penalty 2868.641045 = -751053.348279 nChanged 9 SP:Iteration 25Q (3937.394437 sec): 3 clusters Score: Raw -753924.694926 + Penalty 2868.641045 = -751056.053881 nChanged 7 SP:Iteration 26Q (3937.444674 sec): 3 clusters Score: Raw -753926.301700 + Penalty 2868.641045 = -751057.660655 nChanged 6 SP:Iteration 27Q (3937.503223 sec): 3 clusters Score: Raw -753927.626452 + Penalty 2868.641045 = -751058.985407 nChanged 8 SP:Iteration 28Q (3937.561138 sec): 3 clusters Score: Raw -753929.146688 + Penalty 2868.641045 = -751060.505643 nChanged 5 SP:Iteration 29Q (3937.617602 sec): 3 clusters Score: Raw -753930.408161 + Penalty 2868.641045 = -751061.767116 nChanged 4 SP:Iteration 30Q (3937.662599 sec): 3 clusters Score: Raw -753931.198570 + Penalty 2868.641045 = -751062.557525 nChanged 3 SP:Iteration 31Q (3937.718785 sec): 3 clusters Score: Raw -753931.548176 + Penalty 2868.641045 = -751062.907131 nChanged 1 SP:Iteration 32Q (3937.778064 sec): 3 clusters Score: Raw -753931.800078 + Penalty 2868.641045 = -751063.159033 nChanged 2 SP:Iteration 33Q (3937.837149 sec): 3 clusters Score: Raw -753932.078925 + Penalty 2868.641045 = -751063.437880 nChanged 4 SP:Iteration 34Q (3937.888405 sec): 3 clusters Score: Raw -753933.041544 + Penalty 2868.641045 = -751064.400499 nChanged 4 SP:Iteration 35Q (3937.943955 sec): 3 clusters Score: Raw -753933.902839 + Penalty 2868.641045 = -751065.261794 nChanged 3 SP:Iteration 36Q (3938.001121 sec): 3 clusters Score: Raw -753934.573935 + Penalty 2868.641045 = -751065.932890 nChanged 3 SP:Iteration 37Q (3938.060273 sec): 3 clusters Score: Raw -753935.853662 + Penalty 2868.641045 = -751067.212617 nChanged 2 SP:Iteration 38Q (3938.109932 sec): 3 clusters Score: Raw -753936.337835 + Penalty 2868.641045 = -751067.696790 nChanged 3 SP:Iteration 39Q (3938.172411 sec): 3 clusters Score: Raw -753936.719676 + Penalty 2868.641045 = -751068.078631 nChanged 1 SP:Iteration 40F (3938.227874 sec): 3 clusters Score: Raw -753936.816288 + Penalty 2868.641045 = -751068.175243 nChanged 1 SP:Iteration 41Q (3938.281571 sec): 3 clusters Score: Raw -753936.972122 + Penalty 2868.641045 = -751068.331077 nChanged 1 SP:Iteration 42Q (3938.325749 sec): 3 clusters Score: Raw -753937.211919 + Penalty 2868.641045 = -751068.570874 nChanged 3 SP:Iteration 43Q (3938.379123 sec): 3 clusters Score: Raw -753937.809771 + Penalty 2868.641045 = -751069.168726 nChanged 3 SP:Iteration 44Q (3938.432598 sec): 3 clusters Score: Raw -753938.553447 + Penalty 2868.641045 = -751069.912402 nChanged 3 SP:Iteration 45Q (3938.477484 sec): 3 clusters Score: Raw -753939.083868 + Penalty 2868.641045 = -751070.442823 nChanged 2 SP:Iteration 46Q (3938.538067 sec): 3 clusters Score: Raw -753939.335984 + Penalty 2868.641045 = -751070.694939 nChanged 0 SP:Iteration 47F (3938.585490 sec): 3 clusters Score: Raw -753939.335984 + Penalty 2868.641045 = -751070.694939 nChanged 0 Trying to split cluster 19 (3420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3938.610730 sec): 2 clusters Score: Raw -346816.026444 + Penalty 1322.326822 = -345493.699622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3938.633048 sec): 3 clusters Score: Raw -345202.744667 + Penalty 2644.653645 = -342558.091022 nChanged 1317 SP:Iteration 1F (3938.649669 sec): 3 clusters Score: Raw -346012.896366 + Penalty 2644.653645 = -343368.242722 nChanged 297 SP:Iteration 2F (3938.679063 sec): 3 clusters Score: Raw -346286.656631 + Penalty 2644.653645 = -343642.002986 nChanged 275 SP:Iteration 3F (3938.695882 sec): 3 clusters Score: Raw -346608.283673 + Penalty 2644.653645 = -343963.630028 nChanged 285 SP:Iteration 4F (3938.739431 sec): 3 clusters Score: Raw -347022.212961 + Penalty 2644.653645 = -344377.559316 nChanged 238 SP:Iteration 5F (3938.783681 sec): 3 clusters Score: Raw -347306.054285 + Penalty 2644.653645 = -344661.400641 nChanged 201 SP:Iteration 6F (3938.813695 sec): 3 clusters Score: Raw -347503.579165 + Penalty 2644.653645 = -344858.925520 nChanged 142 SP:Iteration 7Q (3938.862509 sec): 3 clusters Score: Raw -347624.415715 + Penalty 2644.653645 = -344979.762070 nChanged 88 SP:Iteration 8Q (3938.898757 sec): 3 clusters Score: Raw -347685.571632 + Penalty 2644.653645 = -345040.917988 nChanged 66 SP:Iteration 9Q (3938.944729 sec): 3 clusters Score: Raw -347737.831750 + Penalty 2644.653645 = -345093.178105 nChanged 67 SP:Iteration 10Q (3938.986152 sec): 3 clusters Score: Raw -347796.458193 + Penalty 2644.653645 = -345151.804548 nChanged 60 SP:Iteration 11Q (3939.029859 sec): 3 clusters Score: Raw -347834.667813 + Penalty 2644.653645 = -345190.014168 nChanged 47 SP:Iteration 12Q (3939.073934 sec): 3 clusters Score: Raw -347873.766719 + Penalty 2644.653645 = -345229.113074 nChanged 63 SP:Iteration 13Q (3939.125759 sec): 3 clusters Score: Raw -347940.310437 + Penalty 2644.653645 = -345295.656793 nChanged 70 SP:Iteration 14Q (3939.173292 sec): 3 clusters Score: Raw -348018.254559 + Penalty 2644.653645 = -345373.600914 nChanged 52 SP:Iteration 15Q (3939.222591 sec): 3 clusters Score: Raw -348069.397880 + Penalty 2644.653645 = -345424.744235 nChanged 48 SP:Iteration 16Q (3939.267284 sec): 3 clusters Score: Raw -348092.282981 + Penalty 2644.653645 = -345447.629336 nChanged 34 SP:Iteration 17Q (3939.313392 sec): 3 clusters Score: Raw -348115.763928 + Penalty 2644.653645 = -345471.110284 nChanged 23 SP:Iteration 18Q (3939.347488 sec): 3 clusters Score: Raw -348126.917550 + Penalty 2644.653645 = -345482.263906 nChanged 20 SP:Iteration 19Q (3939.395316 sec): 3 clusters Score: Raw -348136.519281 + Penalty 2644.653645 = -345491.865636 nChanged 14 SP:Iteration 20F (3939.432249 sec): 3 clusters Score: Raw -348140.408465 + Penalty 2644.653645 = -345495.754820 nChanged 11 SP:Iteration 21Q (3939.481326 sec): 3 clusters Score: Raw -348144.499073 + Penalty 2644.653645 = -345499.845428 nChanged 12 SP:Iteration 22Q (3939.528378 sec): 3 clusters Score: Raw -348147.503295 + Penalty 2644.653645 = -345502.849650 nChanged 6 SP:Iteration 23Q (3939.570036 sec): 3 clusters Score: Raw -348148.723145 + Penalty 2644.653645 = -345504.069500 nChanged 4 SP:Iteration 24Q (3939.612265 sec): 3 clusters Score: Raw -348150.009783 + Penalty 2644.653645 = -345505.356138 nChanged 1 SP:Iteration 25Q (3939.664816 sec): 3 clusters Score: Raw -348150.367941 + Penalty 2644.653645 = -345505.714296 nChanged 1 SP:Iteration 26Q (3939.712346 sec): 3 clusters Score: Raw -348150.679343 + Penalty 2644.653645 = -345506.025699 nChanged 1 SP:Iteration 27Q (3939.757596 sec): 3 clusters Score: Raw -348151.693939 + Penalty 2644.653645 = -345507.040294 nChanged 0 SP:Iteration 28F (3939.794446 sec): 3 clusters Score: Raw -348151.693939 + Penalty 2644.653645 = -345507.040294 nChanged 0 Score: Raw -82213891.125044 + Penalty 68129.029942 = -82145762.095101 Splitting cluster 19 changes total score from -82146599.118488 to -82145762.095101 So it's not getting split. Trying to split cluster 20 (42536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3953.792336 sec): 2 clusters Score: Raw -4873880.689117 + Penalty 1731.942234 = -4872148.746883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3953.903830 sec): 3 clusters Score: Raw -4847198.824169 + Penalty 3463.884468 = -4843734.939701 nChanged 19729 SP:Iteration 1F (3954.009726 sec): 3 clusters Score: Raw -4858116.951519 + Penalty 3463.884468 = -4854653.067051 nChanged 1753 SP:Iteration 2Q (3954.119633 sec): 3 clusters Score: Raw -4858665.469564 + Penalty 3463.884468 = -4855201.585096 nChanged 1867 SP:Iteration 3Q (3954.229217 sec): 3 clusters Score: Raw -4859332.434754 + Penalty 3463.884468 = -4855868.550287 nChanged 2011 SP:Iteration 4Q (3954.340689 sec): 3 clusters Score: Raw -4860188.650323 + Penalty 3463.884468 = -4856724.765856 nChanged 2116 SP:Iteration 5Q (3954.455996 sec): 3 clusters Score: Raw -4861338.893011 + Penalty 3463.884468 = -4857875.008543 nChanged 2409 SP:Iteration 6F (3954.564807 sec): 3 clusters Score: Raw -4862994.961875 + Penalty 3463.884468 = -4859531.077408 nChanged 2793 SP:Iteration 7F (3954.683272 sec): 3 clusters Score: Raw -4865294.574333 + Penalty 3463.884468 = -4861830.689865 nChanged 2865 SP:Iteration 8F (3954.794000 sec): 3 clusters Score: Raw -4867713.377407 + Penalty 3463.884468 = -4864249.492939 nChanged 2541 SP:Iteration 9F (3954.915622 sec): 3 clusters Score: Raw -4869293.757332 + Penalty 3463.884468 = -4865829.872864 nChanged 1692 SP:Iteration 10Q (3954.996205 sec): 3 clusters Score: Raw -4870030.862714 + Penalty 3463.884468 = -4866566.978246 nChanged 1056 SP:Iteration 11Q (3955.076156 sec): 3 clusters Score: Raw -4870407.674484 + Penalty 3463.884468 = -4866943.790016 nChanged 844 SP:Iteration 12Q (3955.154961 sec): 3 clusters Score: Raw -4870732.950233 + Penalty 3463.884468 = -4867269.065765 nChanged 823 SP:Iteration 13Q (3955.268574 sec): 3 clusters Score: Raw -4871049.458271 + Penalty 3463.884468 = -4867585.573803 nChanged 747 SP:Iteration 14Q (3955.370328 sec): 3 clusters Score: Raw -4871339.750901 + Penalty 3463.884468 = -4867875.866433 nChanged 715 SP:Iteration 15Q (3955.477304 sec): 3 clusters Score: Raw -4871613.632391 + Penalty 3463.884468 = -4868149.747923 nChanged 646 SP:Iteration 16Q (3955.587797 sec): 3 clusters Score: Raw -4871834.380902 + Penalty 3463.884468 = -4868370.496434 nChanged 573 SP:Iteration 17Q (3955.706605 sec): 3 clusters Score: Raw -4872049.041454 + Penalty 3463.884468 = -4868585.156986 nChanged 606 SP:Iteration 18Q (3955.796244 sec): 3 clusters Score: Raw -4872281.740610 + Penalty 3463.884468 = -4868817.856142 nChanged 571 SP:Iteration 19Q (3955.874729 sec): 3 clusters Score: Raw -4872479.344752 + Penalty 3463.884468 = -4869015.460284 nChanged 543 SP:Iteration 20F (3955.955386 sec): 3 clusters Score: Raw -4872667.373880 + Penalty 3463.884468 = -4869203.489413 nChanged 480 SP:Iteration 21Q (3956.034988 sec): 3 clusters Score: Raw -4872807.590651 + Penalty 3463.884468 = -4869343.706183 nChanged 413 SP:Iteration 22Q (3956.151750 sec): 3 clusters Score: Raw -4872927.928948 + Penalty 3463.884468 = -4869464.044480 nChanged 388 SP:Iteration 23Q (3956.250891 sec): 3 clusters Score: Raw -4873029.084736 + Penalty 3463.884468 = -4869565.200268 nChanged 349 SP:Iteration 24Q (3956.343338 sec): 3 clusters Score: Raw -4873101.732999 + Penalty 3463.884468 = -4869637.848531 nChanged 257 SP:Iteration 25Q (3956.429283 sec): 3 clusters Score: Raw -4873146.211681 + Penalty 3463.884468 = -4869682.327213 nChanged 211 SP:Iteration 26Q (3956.540460 sec): 3 clusters Score: Raw -4873177.032854 + Penalty 3463.884468 = -4869713.148386 nChanged 176 SP:Iteration 27Q (3956.654072 sec): 3 clusters Score: Raw -4873203.353391 + Penalty 3463.884468 = -4869739.468923 nChanged 166 SP:Iteration 28Q (3956.766958 sec): 3 clusters Score: Raw -4873226.623254 + Penalty 3463.884468 = -4869762.738786 nChanged 165 SP:Iteration 29Q (3956.868794 sec): 3 clusters Score: Raw -4873247.561213 + Penalty 3463.884468 = -4869783.676745 nChanged 144 SP:Iteration 30Q (3956.966423 sec): 3 clusters Score: Raw -4873264.130796 + Penalty 3463.884468 = -4869800.246328 nChanged 130 SP:Iteration 31Q (3957.069941 sec): 3 clusters Score: Raw -4873277.318325 + Penalty 3463.884468 = -4869813.433857 nChanged 113 SP:Iteration 32Q (3957.191013 sec): 3 clusters Score: Raw -4873288.805641 + Penalty 3463.884468 = -4869824.921173 nChanged 120 SP:Iteration 33Q (3957.283529 sec): 3 clusters Score: Raw -4873299.455317 + Penalty 3463.884468 = -4869835.570849 nChanged 99 SP:Iteration 34Q (3957.390666 sec): 3 clusters Score: Raw -4873307.273398 + Penalty 3463.884468 = -4869843.388930 nChanged 98 SP:Iteration 35Q (3957.496951 sec): 3 clusters Score: Raw -4873314.143621 + Penalty 3463.884468 = -4869850.259153 nChanged 79 SP:Iteration 36Q (3957.575399 sec): 3 clusters Score: Raw -4873319.964062 + Penalty 3463.884468 = -4869856.079594 nChanged 78 SP:Iteration 37Q (3957.682259 sec): 3 clusters Score: Raw -4873324.884529 + Penalty 3463.884468 = -4869861.000061 nChanged 75 SP:Iteration 38Q (3957.796485 sec): 3 clusters Score: Raw -4873329.493563 + Penalty 3463.884468 = -4869865.609095 nChanged 73 SP:Iteration 39Q (3957.896268 sec): 3 clusters Score: Raw -4873333.988873 + Penalty 3463.884468 = -4869870.104405 nChanged 65 SP:Iteration 40F (3958.005386 sec): 3 clusters Score: Raw -4873337.795714 + Penalty 3463.884468 = -4869873.911246 nChanged 52 SP:Iteration 41Q (3958.109986 sec): 3 clusters Score: Raw -4873340.891805 + Penalty 3463.884468 = -4869877.007337 nChanged 56 SP:Iteration 42Q (3958.222921 sec): 3 clusters Score: Raw -4873343.877961 + Penalty 3463.884468 = -4869879.993493 nChanged 45 SP:Iteration 43Q (3958.340112 sec): 3 clusters Score: Raw -4873346.180819 + Penalty 3463.884468 = -4869882.296352 nChanged 45 SP:Iteration 44Q (3958.451001 sec): 3 clusters Score: Raw -4873348.220590 + Penalty 3463.884468 = -4869884.336122 nChanged 37 SP:Iteration 45Q (3958.560419 sec): 3 clusters Score: Raw -4873349.781576 + Penalty 3463.884468 = -4869885.897108 nChanged 34 SP:Iteration 46Q (3958.670208 sec): 3 clusters Score: Raw -4873351.373212 + Penalty 3463.884468 = -4869887.488744 nChanged 24 SP:Iteration 47Q (3958.791125 sec): 3 clusters Score: Raw -4873352.483328 + Penalty 3463.884468 = -4869888.598860 nChanged 33 SP:Iteration 48Q (3958.871399 sec): 3 clusters Score: Raw -4873353.837953 + Penalty 3463.884468 = -4869889.953485 nChanged 29 SP:Iteration 49Q (3958.947342 sec): 3 clusters Score: Raw -4873354.785668 + Penalty 3463.884468 = -4869890.901200 nChanged 22 SP:Iteration 50Q (3959.023115 sec): 3 clusters Score: Raw -4873355.750592 + Penalty 3463.884468 = -4869891.866124 nChanged 19 SP:Iteration 51Q (3959.098582 sec): 3 clusters Score: Raw -4873356.498352 + Penalty 3463.884468 = -4869892.613884 nChanged 25 SP:Iteration 52Q (3959.213724 sec): 3 clusters Score: Raw -4873357.567851 + Penalty 3463.884468 = -4869893.683383 nChanged 29 SP:Iteration 53Q (3959.296255 sec): 3 clusters Score: Raw -4873358.809054 + Penalty 3463.884468 = -4869894.924586 nChanged 29 SP:Iteration 54Q (3959.406691 sec): 3 clusters Score: Raw -4873360.025543 + Penalty 3463.884468 = -4869896.141075 nChanged 41 SP:Iteration 55Q (3959.504309 sec): 3 clusters Score: Raw -4873362.107740 + Penalty 3463.884468 = -4869898.223272 nChanged 43 SP:Iteration 56Q (3959.627633 sec): 3 clusters Score: Raw -4873364.401716 + Penalty 3463.884468 = -4869900.517248 nChanged 42 SP:Iteration 57Q (3959.743456 sec): 3 clusters Score: Raw -4873366.465779 + Penalty 3463.884468 = -4869902.581311 nChanged 46 SP:Iteration 58Q (3959.843676 sec): 3 clusters Score: Raw -4873368.877208 + Penalty 3463.884468 = -4869904.992740 nChanged 46 SP:Iteration 59Q (3959.952227 sec): 3 clusters Score: Raw -4873371.238734 + Penalty 3463.884468 = -4869907.354266 nChanged 47 SP:Iteration 60F (3960.061387 sec): 3 clusters Score: Raw -4873373.836720 + Penalty 3463.884468 = -4869909.952252 nChanged 54 SP:Iteration 61Q (3960.161874 sec): 3 clusters Score: Raw -4873376.904905 + Penalty 3463.884468 = -4869913.020438 nChanged 55 SP:Iteration 62Q (3960.262623 sec): 3 clusters Score: Raw -4873379.937101 + Penalty 3463.884468 = -4869916.052633 nChanged 50 SP:Iteration 63Q (3960.372320 sec): 3 clusters Score: Raw -4873382.927820 + Penalty 3463.884468 = -4869919.043352 nChanged 39 SP:Iteration 64Q (3960.479320 sec): 3 clusters Score: Raw -4873384.904282 + Penalty 3463.884468 = -4869921.019814 nChanged 37 SP:Iteration 65Q (3960.593334 sec): 3 clusters Score: Raw -4873386.710172 + Penalty 3463.884468 = -4869922.825704 nChanged 37 SP:Iteration 66Q (3960.701860 sec): 3 clusters Score: Raw -4873388.333933 + Penalty 3463.884468 = -4869924.449465 nChanged 35 SP:Iteration 67Q (3960.808224 sec): 3 clusters Score: Raw -4873390.018566 + Penalty 3463.884468 = -4869926.134098 nChanged 42 SP:Iteration 68Q (3960.902385 sec): 3 clusters Score: Raw -4873392.082472 + Penalty 3463.884468 = -4869928.198004 nChanged 41 SP:Iteration 69Q (3960.997893 sec): 3 clusters Score: Raw -4873393.887887 + Penalty 3463.884468 = -4869930.003420 nChanged 41 SP:Iteration 70Q (3961.098546 sec): 3 clusters Score: Raw -4873395.949893 + Penalty 3463.884468 = -4869932.065425 nChanged 43 SP:Iteration 71Q (3961.208262 sec): 3 clusters Score: Raw -4873398.268830 + Penalty 3463.884468 = -4869934.384362 nChanged 42 SP:Iteration 72Q (3961.310218 sec): 3 clusters Score: Raw -4873400.331653 + Penalty 3463.884468 = -4869936.447185 nChanged 40 SP:Iteration 73Q (3961.417955 sec): 3 clusters Score: Raw -4873402.421057 + Penalty 3463.884468 = -4869938.536589 nChanged 39 SP:Iteration 74Q (3961.527608 sec): 3 clusters Score: Raw -4873404.075663 + Penalty 3463.884468 = -4869940.191195 nChanged 31 SP:Iteration 75Q (3961.597812 sec): 3 clusters Score: Raw -4873405.395863 + Penalty 3463.884468 = -4869941.511395 nChanged 36 SP:Iteration 76Q (3961.698056 sec): 3 clusters Score: Raw -4873406.961425 + Penalty 3463.884468 = -4869943.076957 nChanged 39 SP:Iteration 77Q (3961.816451 sec): 3 clusters Score: Raw -4873409.184667 + Penalty 3463.884468 = -4869945.300199 nChanged 48 SP:Iteration 78Q (3961.918896 sec): 3 clusters Score: Raw -4873411.665940 + Penalty 3463.884468 = -4869947.781472 nChanged 37 SP:Iteration 79Q (3962.023083 sec): 3 clusters Score: Raw -4873413.371141 + Penalty 3463.884468 = -4869949.486673 nChanged 38 SP:Iteration 80F (3962.130953 sec): 3 clusters Score: Raw -4873415.125588 + Penalty 3463.884468 = -4869951.241120 nChanged 34 SP:Iteration 81Q (3962.245793 sec): 3 clusters Score: Raw -4873417.014020 + Penalty 3463.884468 = -4869953.129552 nChanged 31 SP:Iteration 82Q (3962.353378 sec): 3 clusters Score: Raw -4873418.728468 + Penalty 3463.884468 = -4869954.844000 nChanged 33 SP:Iteration 83Q (3962.456395 sec): 3 clusters Score: Raw -4873420.264648 + Penalty 3463.884468 = -4869956.380180 nChanged 32 SP:Iteration 84Q (3962.554329 sec): 3 clusters Score: Raw -4873421.929375 + Penalty 3463.884468 = -4869958.044907 nChanged 38 SP:Iteration 85Q (3962.664219 sec): 3 clusters Score: Raw -4873423.836582 + Penalty 3463.884468 = -4869959.952114 nChanged 36 SP:Iteration 86Q (3962.760230 sec): 3 clusters Score: Raw -4873425.515519 + Penalty 3463.884468 = -4869961.631051 nChanged 46 SP:Iteration 87Q (3962.879094 sec): 3 clusters Score: Raw -4873428.088513 + Penalty 3463.884468 = -4869964.204045 nChanged 39 SP:Iteration 88Q (3962.977564 sec): 3 clusters Score: Raw -4873430.321512 + Penalty 3463.884468 = -4869966.437044 nChanged 46 SP:Iteration 89Q (3963.075618 sec): 3 clusters Score: Raw -4873432.786266 + Penalty 3463.884468 = -4869968.901798 nChanged 54 SP:Iteration 90Q (3963.178105 sec): 3 clusters Score: Raw -4873436.290677 + Penalty 3463.884468 = -4869972.406210 nChanged 55 SP:Iteration 91Q (3963.284643 sec): 3 clusters Score: Raw -4873439.615155 + Penalty 3463.884468 = -4869975.730687 nChanged 55 SP:Iteration 92Q (3963.402133 sec): 3 clusters Score: Raw -4873442.596015 + Penalty 3463.884468 = -4869978.711547 nChanged 52 SP:Iteration 93Q (3963.498938 sec): 3 clusters Score: Raw -4873445.990367 + Penalty 3463.884468 = -4869982.105899 nChanged 61 SP:Iteration 94Q (3963.612488 sec): 3 clusters Score: Raw -4873449.833935 + Penalty 3463.884468 = -4869985.949468 nChanged 49 SP:Iteration 95Q (3963.724866 sec): 3 clusters Score: Raw -4873452.138210 + Penalty 3463.884468 = -4869988.253742 nChanged 44 SP:Iteration 96Q (3963.831628 sec): 3 clusters Score: Raw -4873454.307287 + Penalty 3463.884468 = -4869990.422819 nChanged 42 SP:Iteration 97Q (3963.932762 sec): 3 clusters Score: Raw -4873456.655412 + Penalty 3463.884468 = -4869992.770944 nChanged 39 SP:Iteration 98Q (3964.031980 sec): 3 clusters Score: Raw -4873458.744392 + Penalty 3463.884468 = -4869994.859924 nChanged 49 SP:Iteration 99Q (3964.153575 sec): 3 clusters Score: Raw -4873461.651667 + Penalty 3463.884468 = -4869997.767199 nChanged 58 SP:Iteration 100F (3964.253677 sec): 3 clusters Score: Raw -4873464.987927 + Penalty 3463.884468 = -4870001.103459 nChanged 54 SP:Iteration 101Q (3964.367070 sec): 3 clusters Score: Raw -4873468.074831 + Penalty 3463.884468 = -4870004.190363 nChanged 60 SP:Iteration 102Q (3964.474797 sec): 3 clusters Score: Raw -4873472.340904 + Penalty 3463.884468 = -4870008.456436 nChanged 61 SP:Iteration 103Q (3964.584505 sec): 3 clusters Score: Raw -4873476.869976 + Penalty 3463.884468 = -4870012.985508 nChanged 67 SP:Iteration 104Q (3964.688700 sec): 3 clusters Score: Raw -4873482.088349 + Penalty 3463.884468 = -4870018.203882 nChanged 66 SP:Iteration 105Q (3964.794958 sec): 3 clusters Score: Raw -4873486.652912 + Penalty 3463.884468 = -4870022.768444 nChanged 56 SP:Iteration 106Q (3964.893440 sec): 3 clusters Score: Raw -4873490.607437 + Penalty 3463.884468 = -4870026.722969 nChanged 48 SP:Iteration 107Q (3965.001047 sec): 3 clusters Score: Raw -4873493.540578 + Penalty 3463.884468 = -4870029.656110 nChanged 41 SP:Iteration 108Q (3965.104203 sec): 3 clusters Score: Raw -4873495.856115 + Penalty 3463.884468 = -4870031.971647 nChanged 38 SP:Iteration 109Q (3965.199820 sec): 3 clusters Score: Raw -4873497.842089 + Penalty 3463.884468 = -4870033.957621 nChanged 39 SP:Iteration 110Q (3965.276661 sec): 3 clusters Score: Raw -4873499.792972 + Penalty 3463.884468 = -4870035.908504 nChanged 37 SP:Iteration 111Q (3965.387207 sec): 3 clusters Score: Raw -4873501.755428 + Penalty 3463.884468 = -4870037.870960 nChanged 39 SP:Iteration 112Q (3965.490300 sec): 3 clusters Score: Raw -4873503.792528 + Penalty 3463.884468 = -4870039.908060 nChanged 40 SP:Iteration 113Q (3965.598892 sec): 3 clusters Score: Raw -4873505.992744 + Penalty 3463.884468 = -4870042.108276 nChanged 37 SP:Iteration 114Q (3965.703235 sec): 3 clusters Score: Raw -4873507.924236 + Penalty 3463.884468 = -4870044.039768 nChanged 37 SP:Iteration 115Q (3965.813384 sec): 3 clusters Score: Raw -4873509.588013 + Penalty 3463.884468 = -4870045.703545 nChanged 36 SP:Iteration 116Q (3965.903707 sec): 3 clusters Score: Raw -4873511.439364 + Penalty 3463.884468 = -4870047.554896 nChanged 42 SP:Iteration 117Q (3966.008286 sec): 3 clusters Score: Raw -4873513.961446 + Penalty 3463.884468 = -4870050.076978 nChanged 46 SP:Iteration 118Q (3966.112185 sec): 3 clusters Score: Raw -4873516.885477 + Penalty 3463.884468 = -4870053.001009 nChanged 49 SP:Iteration 119Q (3966.219452 sec): 3 clusters Score: Raw -4873520.037267 + Penalty 3463.884468 = -4870056.152799 nChanged 59 SP:Iteration 120F (3966.334525 sec): 3 clusters Score: Raw -4873524.121242 + Penalty 3463.884468 = -4870060.236774 nChanged 58 SP:Iteration 121Q (3966.452731 sec): 3 clusters Score: Raw -4873527.760247 + Penalty 3463.884468 = -4870063.875779 nChanged 50 SP:Iteration 122Q (3966.555060 sec): 3 clusters Score: Raw -4873530.672337 + Penalty 3463.884468 = -4870066.787869 nChanged 45 SP:Iteration 123Q (3966.658141 sec): 3 clusters Score: Raw -4873533.410838 + Penalty 3463.884468 = -4870069.526370 nChanged 62 SP:Iteration 124Q (3966.765963 sec): 3 clusters Score: Raw -4873539.241026 + Penalty 3463.884468 = -4870075.356558 nChanged 54 SP:Iteration 125Q (3966.866671 sec): 3 clusters Score: Raw -4873543.560630 + Penalty 3463.884468 = -4870079.676162 nChanged 65 SP:Iteration 126Q (3966.967098 sec): 3 clusters Score: Raw -4873548.788617 + Penalty 3463.884468 = -4870084.904149 nChanged 73 SP:Iteration 127Q (3967.054712 sec): 3 clusters Score: Raw -4873555.407853 + Penalty 3463.884468 = -4870091.523385 nChanged 60 SP:Iteration 128Q (3967.166093 sec): 3 clusters Score: Raw -4873559.757400 + Penalty 3463.884468 = -4870095.872932 nChanged 68 SP:Iteration 129Q (3967.281900 sec): 3 clusters Score: Raw -4873564.940378 + Penalty 3463.884468 = -4870101.055910 nChanged 75 SP:Iteration 130Q (3967.382599 sec): 3 clusters Score: Raw -4873570.252692 + Penalty 3463.884468 = -4870106.368224 nChanged 72 SP:Iteration 131Q (3967.488122 sec): 3 clusters Score: Raw -4873575.449348 + Penalty 3463.884468 = -4870111.564880 nChanged 66 SP:Iteration 132Q (3967.593121 sec): 3 clusters Score: Raw -4873580.287937 + Penalty 3463.884468 = -4870116.403469 nChanged 74 SP:Iteration 133Q (3967.689055 sec): 3 clusters Score: Raw -4873586.427609 + Penalty 3463.884468 = -4870122.543141 nChanged 82 SP:Iteration 134Q (3967.793456 sec): 3 clusters Score: Raw -4873593.096647 + Penalty 3463.884468 = -4870129.212179 nChanged 75 SP:Iteration 135Q (3967.881837 sec): 3 clusters Score: Raw -4873599.602440 + Penalty 3463.884468 = -4870135.717972 nChanged 75 SP:Iteration 136Q (3967.989008 sec): 3 clusters Score: Raw -4873606.334429 + Penalty 3463.884468 = -4870142.449961 nChanged 67 SP:Iteration 137Q (3968.095340 sec): 3 clusters Score: Raw -4873611.814343 + Penalty 3463.884468 = -4870147.929875 nChanged 61 SP:Iteration 138Q (3968.205518 sec): 3 clusters Score: Raw -4873616.478781 + Penalty 3463.884468 = -4870152.594313 nChanged 65 SP:Iteration 139Q (3968.289807 sec): 3 clusters Score: Raw -4873621.422946 + Penalty 3463.884468 = -4870157.538478 nChanged 68 SP:Iteration 140F (3968.370422 sec): 3 clusters Score: Raw -4873627.273868 + Penalty 3463.884468 = -4870163.389400 nChanged 65 SP:Iteration 141Q (3968.446656 sec): 3 clusters Score: Raw -4873631.803008 + Penalty 3463.884468 = -4870167.918540 nChanged 59 SP:Iteration 142Q (3968.554706 sec): 3 clusters Score: Raw -4873636.162969 + Penalty 3463.884468 = -4870172.278501 nChanged 57 SP:Iteration 143Q (3968.646163 sec): 3 clusters Score: Raw -4873639.804872 + Penalty 3463.884468 = -4870175.920404 nChanged 41 SP:Iteration 144Q (3968.746644 sec): 3 clusters Score: Raw -4873642.276230 + Penalty 3463.884468 = -4870178.391763 nChanged 43 SP:Iteration 145Q (3968.854555 sec): 3 clusters Score: Raw -4873644.829925 + Penalty 3463.884468 = -4870180.945457 nChanged 43 SP:Iteration 146Q (3968.958329 sec): 3 clusters Score: Raw -4873647.365906 + Penalty 3463.884468 = -4870183.481438 nChanged 50 SP:Iteration 147Q (3969.063884 sec): 3 clusters Score: Raw -4873651.627445 + Penalty 3463.884468 = -4870187.742977 nChanged 53 SP:Iteration 148Q (3969.159796 sec): 3 clusters Score: Raw -4873656.188163 + Penalty 3463.884468 = -4870192.303696 nChanged 59 SP:Iteration 149Q (3969.269475 sec): 3 clusters Score: Raw -4873660.676684 + Penalty 3463.884468 = -4870196.792217 nChanged 60 SP:Iteration 150Q (3969.376884 sec): 3 clusters Score: Raw -4873665.406853 + Penalty 3463.884468 = -4870201.522385 nChanged 60 SP:Iteration 151Q (3969.472214 sec): 3 clusters Score: Raw -4873669.970330 + Penalty 3463.884468 = -4870206.085862 nChanged 62 SP:Iteration 152Q (3969.576902 sec): 3 clusters Score: Raw -4873674.853648 + Penalty 3463.884468 = -4870210.969180 nChanged 59 SP:Iteration 153Q (3969.675362 sec): 3 clusters Score: Raw -4873679.250961 + Penalty 3463.884468 = -4870215.366493 nChanged 59 SP:Iteration 154Q (3969.749169 sec): 3 clusters Score: Raw -4873683.713748 + Penalty 3463.884468 = -4870219.829280 nChanged 55 SP:Iteration 155Q (3969.856228 sec): 3 clusters Score: Raw -4873687.642612 + Penalty 3463.884468 = -4870223.758144 nChanged 53 SP:Iteration 156Q (3969.967511 sec): 3 clusters Score: Raw -4873691.376107 + Penalty 3463.884468 = -4870227.491639 nChanged 51 SP:Iteration 157Q (3970.073848 sec): 3 clusters Score: Raw -4873694.888728 + Penalty 3463.884468 = -4870231.004260 nChanged 49 SP:Iteration 158Q (3970.178004 sec): 3 clusters Score: Raw -4873698.017241 + Penalty 3463.884468 = -4870234.132773 nChanged 47 SP:Iteration 159Q (3970.288666 sec): 3 clusters Score: Raw -4873701.030289 + Penalty 3463.884468 = -4870237.145821 nChanged 33 SP:Iteration 160F (3970.400177 sec): 3 clusters Score: Raw -4873703.075661 + Penalty 3463.884468 = -4870239.191193 nChanged 32 SP:Iteration 161Q (3970.506018 sec): 3 clusters Score: Raw -4873704.715902 + Penalty 3463.884468 = -4870240.831434 nChanged 30 SP:Iteration 162Q (3970.607687 sec): 3 clusters Score: Raw -4873706.740067 + Penalty 3463.884468 = -4870242.855599 nChanged 30 SP:Iteration 163Q (3970.715172 sec): 3 clusters Score: Raw -4873708.228170 + Penalty 3463.884468 = -4870244.343702 nChanged 21 SP:Iteration 164Q (3970.824249 sec): 3 clusters Score: Raw -4873709.138180 + Penalty 3463.884468 = -4870245.253712 nChanged 18 SP:Iteration 165Q (3970.930638 sec): 3 clusters Score: Raw -4873709.955898 + Penalty 3463.884468 = -4870246.071430 nChanged 18 SP:Iteration 166Q (3971.033538 sec): 3 clusters Score: Raw -4873710.772985 + Penalty 3463.884468 = -4870246.888517 nChanged 14 SP:Iteration 167Q (3971.153738 sec): 3 clusters Score: Raw -4873711.248080 + Penalty 3463.884468 = -4870247.363612 nChanged 12 SP:Iteration 168Q (3971.234635 sec): 3 clusters Score: Raw -4873711.645229 + Penalty 3463.884468 = -4870247.760761 nChanged 10 SP:Iteration 169Q (3971.341747 sec): 3 clusters Score: Raw -4873712.080385 + Penalty 3463.884468 = -4870248.195917 nChanged 13 SP:Iteration 170Q (3971.451489 sec): 3 clusters Score: Raw -4873712.730816 + Penalty 3463.884468 = -4870248.846348 nChanged 16 SP:Iteration 171Q (3971.538638 sec): 3 clusters Score: Raw -4873713.780229 + Penalty 3463.884468 = -4870249.895761 nChanged 29 SP:Iteration 172Q (3971.639154 sec): 3 clusters Score: Raw -4873715.636428 + Penalty 3463.884468 = -4870251.751960 nChanged 28 SP:Iteration 173Q (3971.750146 sec): 3 clusters Score: Raw -4873717.172731 + Penalty 3463.884468 = -4870253.288263 nChanged 27 SP:Iteration 174Q (3971.845519 sec): 3 clusters Score: Raw -4873718.680567 + Penalty 3463.884468 = -4870254.796099 nChanged 34 SP:Iteration 175Q (3971.949752 sec): 3 clusters Score: Raw -4873721.021781 + Penalty 3463.884468 = -4870257.137313 nChanged 35 SP:Iteration 176Q (3972.055844 sec): 3 clusters Score: Raw -4873723.409501 + Penalty 3463.884468 = -4870259.525033 nChanged 41 SP:Iteration 177Q (3972.171275 sec): 3 clusters Score: Raw -4873726.300604 + Penalty 3463.884468 = -4870262.416137 nChanged 45 SP:Iteration 178Q (3972.276315 sec): 3 clusters Score: Raw -4873729.358407 + Penalty 3463.884468 = -4870265.473939 nChanged 45 SP:Iteration 179Q (3972.385018 sec): 3 clusters Score: Raw -4873732.649637 + Penalty 3463.884468 = -4870268.765169 nChanged 49 SP:Iteration 180F (3972.486649 sec): 3 clusters Score: Raw -4873736.099336 + Penalty 3463.884468 = -4870272.214868 nChanged 46 SP:Iteration 181Q (3972.587812 sec): 3 clusters Score: Raw -4873739.077382 + Penalty 3463.884468 = -4870275.192914 nChanged 49 SP:Iteration 182Q (3972.684645 sec): 3 clusters Score: Raw -4873742.736124 + Penalty 3463.884468 = -4870278.851656 nChanged 51 SP:Iteration 183Q (3972.792407 sec): 3 clusters Score: Raw -4873746.066836 + Penalty 3463.884468 = -4870282.182368 nChanged 47 SP:Iteration 184Q (3972.906324 sec): 3 clusters Score: Raw -4873749.185415 + Penalty 3463.884468 = -4870285.300947 nChanged 42 SP:Iteration 185Q (3973.004818 sec): 3 clusters Score: Raw -4873751.854400 + Penalty 3463.884468 = -4870287.969932 nChanged 54 SP:Iteration 186Q (3973.117373 sec): 3 clusters Score: Raw -4873756.100284 + Penalty 3463.884468 = -4870292.215816 nChanged 49 SP:Iteration 187Q (3973.212357 sec): 3 clusters Score: Raw -4873759.411108 + Penalty 3463.884468 = -4870295.526640 nChanged 44 SP:Iteration 188Q (3973.314283 sec): 3 clusters Score: Raw -4873762.387099 + Penalty 3463.884468 = -4870298.502631 nChanged 51 SP:Iteration 189Q (3973.416200 sec): 3 clusters Score: Raw -4873765.614317 + Penalty 3463.884468 = -4870301.729849 nChanged 44 SP:Iteration 190Q (3973.522295 sec): 3 clusters Score: Raw -4873768.373237 + Penalty 3463.884468 = -4870304.488769 nChanged 40 SP:Iteration 191Q (3973.625431 sec): 3 clusters Score: Raw -4873771.013221 + Penalty 3463.884468 = -4870307.128753 nChanged 44 SP:Iteration 192Q (3973.720909 sec): 3 clusters Score: Raw -4873773.775897 + Penalty 3463.884468 = -4870309.891429 nChanged 38 SP:Iteration 193Q (3973.820852 sec): 3 clusters Score: Raw -4873776.448983 + Penalty 3463.884468 = -4870312.564515 nChanged 42 SP:Iteration 194Q (3973.910183 sec): 3 clusters Score: Raw -4873780.088188 + Penalty 3463.884468 = -4870316.203720 nChanged 40 SP:Iteration 195Q (3973.980153 sec): 3 clusters Score: Raw -4873783.011763 + Penalty 3463.884468 = -4870319.127295 nChanged 35 SP:Iteration 196Q (3974.086597 sec): 3 clusters Score: Raw -4873785.095747 + Penalty 3463.884468 = -4870321.211279 nChanged 31 SP:Iteration 197Q (3974.198815 sec): 3 clusters Score: Raw -4873786.945898 + Penalty 3463.884468 = -4870323.061431 nChanged 19 SP:Iteration 198Q (3974.294043 sec): 3 clusters Score: Raw -4873788.040383 + Penalty 3463.884468 = -4870324.155915 nChanged 25 SP:Iteration 199Q (3974.400670 sec): 3 clusters Score: Raw -4873789.751881 + Penalty 3463.884468 = -4870325.867413 nChanged 22 SP:Iteration 200F (3974.512494 sec): 3 clusters Score: Raw -4873790.851783 + Penalty 3463.884468 = -4870326.967315 nChanged 20 SP:Iteration 201Q (3974.612737 sec): 3 clusters Score: Raw -4873791.800161 + Penalty 3463.884468 = -4870327.915693 nChanged 19 SP:Iteration 202Q (3974.714206 sec): 3 clusters Score: Raw -4873792.723184 + Penalty 3463.884468 = -4870328.838716 nChanged 19 SP:Iteration 203Q (3974.808060 sec): 3 clusters Score: Raw -4873793.871850 + Penalty 3463.884468 = -4870329.987382 nChanged 25 SP:Iteration 204Q (3974.881796 sec): 3 clusters Score: Raw -4873795.391259 + Penalty 3463.884468 = -4870331.506791 nChanged 25 SP:Iteration 205Q (3974.956244 sec): 3 clusters Score: Raw -4873796.827520 + Penalty 3463.884468 = -4870332.943053 nChanged 18 SP:Iteration 206Q (3975.030482 sec): 3 clusters Score: Raw -4873797.609647 + Penalty 3463.884468 = -4870333.725179 nChanged 16 SP:Iteration 207Q (3975.142267 sec): 3 clusters Score: Raw -4873798.309610 + Penalty 3463.884468 = -4870334.425143 nChanged 15 SP:Iteration 208Q (3975.249567 sec): 3 clusters Score: Raw -4873798.815274 + Penalty 3463.884468 = -4870334.930806 nChanged 8 SP:Iteration 209Q (3975.324806 sec): 3 clusters Score: Raw -4873799.104915 + Penalty 3463.884468 = -4870335.220447 nChanged 9 SP:Iteration 210Q (3975.436063 sec): 3 clusters Score: Raw -4873799.434342 + Penalty 3463.884468 = -4870335.549874 nChanged 8 SP:Iteration 211Q (3975.545043 sec): 3 clusters Score: Raw -4873799.798279 + Penalty 3463.884468 = -4870335.913811 nChanged 8 SP:Iteration 212Q (3975.647587 sec): 3 clusters Score: Raw -4873800.046305 + Penalty 3463.884468 = -4870336.161837 nChanged 7 SP:Iteration 213Q (3975.745963 sec): 3 clusters Score: Raw -4873800.302598 + Penalty 3463.884468 = -4870336.418130 nChanged 9 SP:Iteration 214Q (3975.849187 sec): 3 clusters Score: Raw -4873800.717742 + Penalty 3463.884468 = -4870336.833274 nChanged 12 SP:Iteration 215Q (3975.948062 sec): 3 clusters Score: Raw -4873801.284231 + Penalty 3463.884468 = -4870337.399763 nChanged 11 SP:Iteration 216Q (3976.053030 sec): 3 clusters Score: Raw -4873801.639456 + Penalty 3463.884468 = -4870337.754988 nChanged 4 SP:Iteration 217Q (3976.149427 sec): 3 clusters Score: Raw -4873801.840598 + Penalty 3463.884468 = -4870337.956130 nChanged 3 SP:Iteration 218Q (3976.259569 sec): 3 clusters Score: Raw -4873801.958729 + Penalty 3463.884468 = -4870338.074261 nChanged 1 SP:Iteration 219Q (3976.368078 sec): 3 clusters Score: Raw -4873802.019905 + Penalty 3463.884468 = -4870338.135437 nChanged 3 SP:Iteration 220F (3976.476796 sec): 3 clusters Score: Raw -4873802.190755 + Penalty 3463.884468 = -4870338.306287 nChanged 9 SP:Iteration 221Q (3976.595297 sec): 3 clusters Score: Raw -4873802.631851 + Penalty 3463.884468 = -4870338.747383 nChanged 10 SP:Iteration 222Q (3976.693145 sec): 3 clusters Score: Raw -4873802.990074 + Penalty 3463.884468 = -4870339.105606 nChanged 9 SP:Iteration 223Q (3976.797001 sec): 3 clusters Score: Raw -4873803.447229 + Penalty 3463.884468 = -4870339.562761 nChanged 11 SP:Iteration 224Q (3976.891062 sec): 3 clusters Score: Raw -4873803.911039 + Penalty 3463.884468 = -4870340.026571 nChanged 8 SP:Iteration 225Q (3977.008212 sec): 3 clusters Score: Raw -4873804.205170 + Penalty 3463.884468 = -4870340.320702 nChanged 3 SP:Iteration 226Q (3977.119857 sec): 3 clusters Score: Raw -4873804.297349 + Penalty 3463.884468 = -4870340.412881 nChanged 4 SP:Iteration 227Q (3977.223206 sec): 3 clusters Score: Raw -4873804.404490 + Penalty 3463.884468 = -4870340.520022 nChanged 5 SP:Iteration 228Q (3977.322944 sec): 3 clusters Score: Raw -4873804.716561 + Penalty 3463.884468 = -4870340.832093 nChanged 6 SP:Iteration 229Q (3977.426556 sec): 3 clusters Score: Raw -4873804.911279 + Penalty 3463.884468 = -4870341.026811 nChanged 6 SP:Iteration 230Q (3977.521035 sec): 3 clusters Score: Raw -4873805.125185 + Penalty 3463.884468 = -4870341.240717 nChanged 10 SP:Iteration 231Q (3977.620077 sec): 3 clusters Score: Raw -4873805.779787 + Penalty 3463.884468 = -4870341.895319 nChanged 10 SP:Iteration 232Q (3977.716256 sec): 3 clusters Score: Raw -4873806.339572 + Penalty 3463.884468 = -4870342.455105 nChanged 6 SP:Iteration 233Q (3977.824381 sec): 3 clusters Score: Raw -4873806.613386 + Penalty 3463.884468 = -4870342.728918 nChanged 4 SP:Iteration 234Q (3977.929811 sec): 3 clusters Score: Raw -4873806.748632 + Penalty 3463.884468 = -4870342.864164 nChanged 2 SP:Iteration 235Q (3978.037079 sec): 3 clusters Score: Raw -4873806.809059 + Penalty 3463.884468 = -4870342.924591 nChanged 3 SP:Iteration 236Q (3978.136236 sec): 3 clusters Score: Raw -4873806.860991 + Penalty 3463.884468 = -4870342.976523 nChanged 0 SP:Iteration 237F (3978.249935 sec): 3 clusters Score: Raw -4873806.860991 + Penalty 3463.884468 = -4870342.976523 nChanged 0 Trying to split cluster 21 (6823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3978.277632 sec): 2 clusters Score: Raw -758210.358256 + Penalty 1434.558862 = -756775.799394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3978.330827 sec): 3 clusters Score: Raw -754447.779101 + Penalty 2869.117724 = -751578.661376 nChanged 2936 SP:Iteration 1F (3978.376383 sec): 3 clusters Score: Raw -756060.466109 + Penalty 2869.117724 = -753191.348385 nChanged 499 SP:Iteration 2F (3978.427552 sec): 3 clusters Score: Raw -756337.309841 + Penalty 2869.117724 = -753468.192117 nChanged 427 SP:Iteration 3F (3978.495050 sec): 3 clusters Score: Raw -756599.446112 + Penalty 2869.117724 = -753730.328387 nChanged 385 SP:Iteration 4F (3978.540205 sec): 3 clusters Score: Raw -756835.986771 + Penalty 2869.117724 = -753966.869047 nChanged 374 SP:Iteration 5F (3978.593477 sec): 3 clusters Score: Raw -757077.684425 + Penalty 2869.117724 = -754208.566700 nChanged 343 SP:Iteration 6F (3978.639217 sec): 3 clusters Score: Raw -757317.263135 + Penalty 2869.117724 = -754448.145411 nChanged 354 SP:Iteration 7F (3978.691035 sec): 3 clusters Score: Raw -757607.256574 + Penalty 2869.117724 = -754738.138849 nChanged 315 SP:Iteration 8Q (3978.742680 sec): 3 clusters Score: Raw -757889.949944 + Penalty 2869.117724 = -755020.832219 nChanged 271 SP:Iteration 9Q (3978.793342 sec): 3 clusters Score: Raw -758114.385852 + Penalty 2869.117724 = -755245.268127 nChanged 192 SP:Iteration 10Q (3978.843561 sec): 3 clusters Score: Raw -758264.945223 + Penalty 2869.117724 = -755395.827499 nChanged 148 SP:Iteration 11Q (3978.894925 sec): 3 clusters Score: Raw -758372.688132 + Penalty 2869.117724 = -755503.570408 nChanged 104 SP:Iteration 12Q (3978.941718 sec): 3 clusters Score: Raw -758447.023253 + Penalty 2869.117724 = -755577.905529 nChanged 76 SP:Iteration 13Q (3978.996840 sec): 3 clusters Score: Raw -758494.274694 + Penalty 2869.117724 = -755625.156970 nChanged 56 SP:Iteration 14Q (3979.046090 sec): 3 clusters Score: Raw -758524.629918 + Penalty 2869.117724 = -755655.512194 nChanged 40 SP:Iteration 15Q (3979.097927 sec): 3 clusters Score: Raw -758545.679494 + Penalty 2869.117724 = -755676.561770 nChanged 27 SP:Iteration 16Q (3979.158461 sec): 3 clusters Score: Raw -758559.082145 + Penalty 2869.117724 = -755689.964421 nChanged 30 SP:Iteration 17Q (3979.203058 sec): 3 clusters Score: Raw -758572.567852 + Penalty 2869.117724 = -755703.450127 nChanged 20 SP:Iteration 18Q (3979.263152 sec): 3 clusters Score: Raw -758582.656657 + Penalty 2869.117724 = -755713.538932 nChanged 12 SP:Iteration 19Q (3979.310588 sec): 3 clusters Score: Raw -758587.454446 + Penalty 2869.117724 = -755718.336722 nChanged 8 SP:Iteration 20F (3979.361121 sec): 3 clusters Score: Raw -758589.750713 + Penalty 2869.117724 = -755720.632988 nChanged 6 SP:Iteration 21Q (3979.405417 sec): 3 clusters Score: Raw -758593.028405 + Penalty 2869.117724 = -755723.910680 nChanged 9 SP:Iteration 22Q (3979.460809 sec): 3 clusters Score: Raw -758598.662945 + Penalty 2869.117724 = -755729.545220 nChanged 8 SP:Iteration 23Q (3979.518671 sec): 3 clusters Score: Raw -758601.222354 + Penalty 2869.117724 = -755732.104629 nChanged 7 SP:Iteration 24Q (3979.572066 sec): 3 clusters Score: Raw -758603.635527 + Penalty 2869.117724 = -755734.517802 nChanged 3 SP:Iteration 25Q (3979.624912 sec): 3 clusters Score: Raw -758605.554332 + Penalty 2869.117724 = -755736.436608 nChanged 2 SP:Iteration 26Q (3979.682555 sec): 3 clusters Score: Raw -758605.922240 + Penalty 2869.117724 = -755736.804515 nChanged 1 SP:Iteration 27Q (3979.730304 sec): 3 clusters Score: Raw -758606.531413 + Penalty 2869.117724 = -755737.413688 nChanged 0 SP:Iteration 28F (3979.793586 sec): 3 clusters Score: Raw -758606.531413 + Penalty 2869.117724 = -755737.413688 nChanged 0 Trying to split cluster 22 (4717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3979.812592 sec): 2 clusters Score: Raw -514002.778186 + Penalty 1374.575846 = -512628.202340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3979.868800 sec): 3 clusters Score: Raw -511585.312552 + Penalty 2749.151692 = -508836.160859 nChanged 1929 SP:Iteration 1F (3979.913463 sec): 3 clusters Score: Raw -512658.144579 + Penalty 2749.151692 = -509908.992887 nChanged 357 SP:Iteration 2F (3979.966221 sec): 3 clusters Score: Raw -512850.674190 + Penalty 2749.151692 = -510101.522498 nChanged 232 SP:Iteration 3Q (3980.021263 sec): 3 clusters Score: Raw -512968.158691 + Penalty 2749.151692 = -510219.006999 nChanged 202 SP:Iteration 4Q (3980.076116 sec): 3 clusters Score: Raw -513071.463194 + Penalty 2749.151692 = -510322.311502 nChanged 166 SP:Iteration 5Q (3980.131341 sec): 3 clusters Score: Raw -513162.765660 + Penalty 2749.151692 = -510413.613968 nChanged 147 SP:Iteration 6Q (3980.191269 sec): 3 clusters Score: Raw -513240.466325 + Penalty 2749.151692 = -510491.314633 nChanged 148 SP:Iteration 7Q (3980.240604 sec): 3 clusters Score: Raw -513316.101362 + Penalty 2749.151692 = -510566.949670 nChanged 158 SP:Iteration 8Q (3980.288846 sec): 3 clusters Score: Raw -513404.833419 + Penalty 2749.151692 = -510655.681727 nChanged 168 SP:Iteration 9Q (3980.342071 sec): 3 clusters Score: Raw -513522.739393 + Penalty 2749.151692 = -510773.587701 nChanged 187 SP:Iteration 10Q (3980.383990 sec): 3 clusters Score: Raw -513669.612571 + Penalty 2749.151692 = -510920.460879 nChanged 203 SP:Iteration 11Q (3980.446159 sec): 3 clusters Score: Raw -513828.589144 + Penalty 2749.151692 = -511079.437452 nChanged 165 SP:Iteration 12Q (3980.483110 sec): 3 clusters Score: Raw -513954.020508 + Penalty 2749.151692 = -511204.868816 nChanged 160 SP:Iteration 13Q (3980.533859 sec): 3 clusters Score: Raw -514083.607754 + Penalty 2749.151692 = -511334.456062 nChanged 128 SP:Iteration 14Q (3980.589069 sec): 3 clusters Score: Raw -514187.208478 + Penalty 2749.151692 = -511438.056786 nChanged 117 SP:Iteration 15Q (3980.639515 sec): 3 clusters Score: Raw -514275.390470 + Penalty 2749.151692 = -511526.238778 nChanged 76 SP:Iteration 16Q (3980.685483 sec): 3 clusters Score: Raw -514348.983357 + Penalty 2749.151692 = -511599.831665 nChanged 60 SP:Iteration 17Q (3980.740090 sec): 3 clusters Score: Raw -514400.893638 + Penalty 2749.151692 = -511651.741946 nChanged 37 SP:Iteration 18Q (3980.793374 sec): 3 clusters Score: Raw -514433.327136 + Penalty 2749.151692 = -511684.175444 nChanged 31 SP:Iteration 19Q (3980.836646 sec): 3 clusters Score: Raw -514459.834452 + Penalty 2749.151692 = -511710.682759 nChanged 25 SP:Iteration 20F (3980.877765 sec): 3 clusters Score: Raw -514483.507573 + Penalty 2749.151692 = -511734.355881 nChanged 29 SP:Iteration 21Q (3980.928621 sec): 3 clusters Score: Raw -514506.090990 + Penalty 2749.151692 = -511756.939298 nChanged 24 SP:Iteration 22Q (3980.987112 sec): 3 clusters Score: Raw -514528.408470 + Penalty 2749.151692 = -511779.256778 nChanged 21 SP:Iteration 23Q (3981.030574 sec): 3 clusters Score: Raw -514548.455097 + Penalty 2749.151692 = -511799.303405 nChanged 18 SP:Iteration 24Q (3981.077196 sec): 3 clusters Score: Raw -514568.314773 + Penalty 2749.151692 = -511819.163081 nChanged 10 SP:Iteration 25Q (3981.121769 sec): 3 clusters Score: Raw -514575.421059 + Penalty 2749.151692 = -511826.269367 nChanged 5 SP:Iteration 26Q (3981.168159 sec): 3 clusters Score: Raw -514577.996135 + Penalty 2749.151692 = -511828.844443 nChanged 4 SP:Iteration 27Q (3981.215827 sec): 3 clusters Score: Raw -514580.335998 + Penalty 2749.151692 = -511831.184306 nChanged 4 SP:Iteration 28Q (3981.274000 sec): 3 clusters Score: Raw -514583.016963 + Penalty 2749.151692 = -511833.865271 nChanged 4 SP:Iteration 29Q (3981.317139 sec): 3 clusters Score: Raw -514585.532301 + Penalty 2749.151692 = -511836.380609 nChanged 3 SP:Iteration 30Q (3981.370550 sec): 3 clusters Score: Raw -514587.119989 + Penalty 2749.151692 = -511837.968297 nChanged 1 SP:Iteration 31Q (3981.424956 sec): 3 clusters Score: Raw -514587.594396 + Penalty 2749.151692 = -511838.442704 nChanged 0 SP:Iteration 32F (3981.466636 sec): 3 clusters Score: Raw -514587.594396 + Penalty 2749.151692 = -511838.442704 nChanged 0 Trying to split cluster 23 (1922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3981.500676 sec): 2 clusters Score: Raw -192832.676839 + Penalty 1228.682258 = -191603.994581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3981.546971 sec): 3 clusters Score: Raw -192022.079812 + Penalty 2457.364517 = -189564.715295 nChanged 678 SP:Iteration 1F (3981.580588 sec): 3 clusters Score: Raw -192447.726287 + Penalty 2457.364517 = -189990.361770 nChanged 149 SP:Iteration 2F (3981.631535 sec): 3 clusters Score: Raw -192571.398553 + Penalty 2457.364517 = -190114.034037 nChanged 103 SP:Iteration 3F (3981.669775 sec): 3 clusters Score: Raw -192648.833010 + Penalty 2457.364517 = -190191.468494 nChanged 82 SP:Iteration 4Q (3981.718532 sec): 3 clusters Score: Raw -192729.127137 + Penalty 2457.364517 = -190271.762620 nChanged 77 SP:Iteration 5Q (3981.758277 sec): 3 clusters Score: Raw -192801.511132 + Penalty 2457.364517 = -190344.146615 nChanged 69 SP:Iteration 6Q (3981.801886 sec): 3 clusters Score: Raw -192857.310816 + Penalty 2457.364517 = -190399.946300 nChanged 69 SP:Iteration 7Q (3981.852670 sec): 3 clusters Score: Raw -192913.367752 + Penalty 2457.364517 = -190456.003236 nChanged 59 SP:Iteration 8Q (3981.909920 sec): 3 clusters Score: Raw -192980.688236 + Penalty 2457.364517 = -190523.323719 nChanged 66 SP:Iteration 9Q (3981.940986 sec): 3 clusters Score: Raw -193053.493214 + Penalty 2457.364517 = -190596.128697 nChanged 65 SP:Iteration 10Q (3981.991537 sec): 3 clusters Score: Raw -193121.660093 + Penalty 2457.364517 = -190664.295576 nChanged 56 SP:Iteration 11Q (3982.042549 sec): 3 clusters Score: Raw -193176.770348 + Penalty 2457.364517 = -190719.405831 nChanged 46 SP:Iteration 12Q (3982.093530 sec): 3 clusters Score: Raw -193212.743211 + Penalty 2457.364517 = -190755.378694 nChanged 33 SP:Iteration 13Q (3982.138436 sec): 3 clusters Score: Raw -193235.462037 + Penalty 2457.364517 = -190778.097521 nChanged 24 SP:Iteration 14Q (3982.185044 sec): 3 clusters Score: Raw -193250.729470 + Penalty 2457.364517 = -190793.364953 nChanged 21 SP:Iteration 15Q (3982.235712 sec): 3 clusters Score: Raw -193263.275269 + Penalty 2457.364517 = -190805.910752 nChanged 19 SP:Iteration 16Q (3982.280939 sec): 3 clusters Score: Raw -193273.765713 + Penalty 2457.364517 = -190816.401196 nChanged 13 SP:Iteration 17Q (3982.336431 sec): 3 clusters Score: Raw -193285.673270 + Penalty 2457.364517 = -190828.308753 nChanged 22 SP:Iteration 18Q (3982.374437 sec): 3 clusters Score: Raw -193302.252314 + Penalty 2457.364517 = -190844.887798 nChanged 16 SP:Iteration 19Q (3982.425028 sec): 3 clusters Score: Raw -193312.497280 + Penalty 2457.364517 = -190855.132763 nChanged 12 SP:Iteration 20F (3982.475939 sec): 3 clusters Score: Raw -193318.959407 + Penalty 2457.364517 = -190861.594890 nChanged 7 SP:Iteration 21Q (3982.522713 sec): 3 clusters Score: Raw -193324.363252 + Penalty 2457.364517 = -190866.998735 nChanged 5 SP:Iteration 22Q (3982.568699 sec): 3 clusters Score: Raw -193327.824088 + Penalty 2457.364517 = -190870.459571 nChanged 5 SP:Iteration 23Q (3982.611669 sec): 3 clusters Score: Raw -193333.475917 + Penalty 2457.364517 = -190876.111401 nChanged 7 SP:Iteration 24Q (3982.673784 sec): 3 clusters Score: Raw -193340.033816 + Penalty 2457.364517 = -190882.669300 nChanged 6 SP:Iteration 25Q (3982.718055 sec): 3 clusters Score: Raw -193342.939523 + Penalty 2457.364517 = -190885.575007 nChanged 4 SP:Iteration 26Q (3982.763122 sec): 3 clusters Score: Raw -193344.363055 + Penalty 2457.364517 = -190886.998538 nChanged 4 SP:Iteration 27Q (3982.799515 sec): 3 clusters Score: Raw -193345.299330 + Penalty 2457.364517 = -190887.934813 nChanged 3 SP:Iteration 28Q (3982.850151 sec): 3 clusters Score: Raw -193346.475457 + Penalty 2457.364517 = -190889.110940 nChanged 5 SP:Iteration 29Q (3982.891971 sec): 3 clusters Score: Raw -193348.559935 + Penalty 2457.364517 = -190891.195419 nChanged 1 SP:Iteration 30Q (3982.947470 sec): 3 clusters Score: Raw -193348.816197 + Penalty 2457.364517 = -190891.451681 nChanged 1 SP:Iteration 31Q (3982.984481 sec): 3 clusters Score: Raw -193349.436827 + Penalty 2457.364517 = -190892.072310 nChanged 1 SP:Iteration 32Q (3983.023293 sec): 3 clusters Score: Raw -193349.962594 + Penalty 2457.364517 = -190892.598077 nChanged 0 SP:Iteration 33F (3983.072858 sec): 3 clusters Score: Raw -193349.962594 + Penalty 2457.364517 = -190892.598077 nChanged 0 Trying to split cluster 24 (101548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3983.215997 sec): 2 clusters Score: Raw -11643193.405286 + Penalty 1873.346617 = -11641320.058669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3983.385837 sec): 3 clusters Score: Raw -11577234.951298 + Penalty 3746.693233 = -11573488.258064 nChanged 48564 SP:Iteration 1F (3983.560428 sec): 3 clusters Score: Raw -11606488.372089 + Penalty 3746.693233 = -11602741.678855 nChanged 4988 SP:Iteration 2Q (3983.746981 sec): 3 clusters Score: Raw -11608723.861861 + Penalty 3746.693233 = -11604977.168628 nChanged 5885 SP:Iteration 3F (3983.949140 sec): 3 clusters Score: Raw -11612004.556057 + Penalty 3746.693233 = -11608257.862823 nChanged 6773 SP:Iteration 4F (3984.140734 sec): 3 clusters Score: Raw -11616415.514563 + Penalty 3746.693233 = -11612668.821329 nChanged 7152 SP:Iteration 5F (3984.348935 sec): 3 clusters Score: Raw -11621583.563528 + Penalty 3746.693233 = -11617836.870294 nChanged 6902 SP:Iteration 6F (3984.545796 sec): 3 clusters Score: Raw -11626804.674617 + Penalty 3746.693233 = -11623057.981383 nChanged 5708 SP:Iteration 7F (3984.724150 sec): 3 clusters Score: Raw -11630991.261693 + Penalty 3746.693233 = -11627244.568460 nChanged 4477 SP:Iteration 8Q (3984.898922 sec): 3 clusters Score: Raw -11634151.321244 + Penalty 3746.693233 = -11630404.628011 nChanged 3511 SP:Iteration 9Q (3985.086507 sec): 3 clusters Score: Raw -11636643.620302 + Penalty 3746.693233 = -11632896.927068 nChanged 2803 SP:Iteration 10Q (3985.251878 sec): 3 clusters Score: Raw -11638585.022994 + Penalty 3746.693233 = -11634838.329761 nChanged 2314 SP:Iteration 11Q (3985.456014 sec): 3 clusters Score: Raw -11640172.727413 + Penalty 3746.693233 = -11636426.034179 nChanged 1799 SP:Iteration 12Q (3985.660282 sec): 3 clusters Score: Raw -11641345.144316 + Penalty 3746.693233 = -11637598.451083 nChanged 1412 SP:Iteration 13Q (3985.842310 sec): 3 clusters Score: Raw -11642245.491007 + Penalty 3746.693233 = -11638498.797773 nChanged 1099 SP:Iteration 14Q (3985.987570 sec): 3 clusters Score: Raw -11642895.897121 + Penalty 3746.693233 = -11639149.203887 nChanged 861 SP:Iteration 15Q (3986.167022 sec): 3 clusters Score: Raw -11643400.684213 + Penalty 3746.693233 = -11639653.990979 nChanged 658 SP:Iteration 16Q (3986.356362 sec): 3 clusters Score: Raw -11643746.890263 + Penalty 3746.693233 = -11640000.197029 nChanged 507 SP:Iteration 17Q (3986.534503 sec): 3 clusters Score: Raw -11643994.739629 + Penalty 3746.693233 = -11640248.046395 nChanged 399 SP:Iteration 18Q (3986.704725 sec): 3 clusters Score: Raw -11644181.738757 + Penalty 3746.693233 = -11640435.045524 nChanged 313 SP:Iteration 19Q (3986.881344 sec): 3 clusters Score: Raw -11644337.323692 + Penalty 3746.693233 = -11640590.630459 nChanged 268 SP:Iteration 20F (3987.079640 sec): 3 clusters Score: Raw -11644456.139567 + Penalty 3746.693233 = -11640709.446334 nChanged 183 SP:Iteration 21Q (3987.249188 sec): 3 clusters Score: Raw -11644529.694761 + Penalty 3746.693233 = -11640783.001528 nChanged 149 SP:Iteration 22Q (3987.438145 sec): 3 clusters Score: Raw -11644581.767250 + Penalty 3746.693233 = -11640835.074017 nChanged 124 SP:Iteration 23Q (3987.617835 sec): 3 clusters Score: Raw -11644619.602958 + Penalty 3746.693233 = -11640872.909724 nChanged 99 SP:Iteration 24Q (3987.774766 sec): 3 clusters Score: Raw -11644649.468240 + Penalty 3746.693233 = -11640902.775007 nChanged 92 SP:Iteration 25Q (3987.957714 sec): 3 clusters Score: Raw -11644676.617010 + Penalty 3746.693233 = -11640929.923776 nChanged 81 SP:Iteration 26Q (3988.131028 sec): 3 clusters Score: Raw -11644697.256985 + Penalty 3746.693233 = -11640950.563751 nChanged 74 SP:Iteration 27Q (3988.305255 sec): 3 clusters Score: Raw -11644714.443410 + Penalty 3746.693233 = -11640967.750177 nChanged 65 SP:Iteration 28Q (3988.476256 sec): 3 clusters Score: Raw -11644731.765097 + Penalty 3746.693233 = -11640985.071864 nChanged 58 SP:Iteration 29Q (3988.649518 sec): 3 clusters Score: Raw -11644744.943517 + Penalty 3746.693233 = -11640998.250284 nChanged 52 SP:Iteration 30Q (3988.824990 sec): 3 clusters Score: Raw -11644758.248041 + Penalty 3746.693233 = -11641011.554808 nChanged 43 SP:Iteration 31Q (3988.964319 sec): 3 clusters Score: Raw -11644766.529182 + Penalty 3746.693233 = -11641019.835948 nChanged 38 SP:Iteration 32Q (3989.137537 sec): 3 clusters Score: Raw -11644776.186238 + Penalty 3746.693233 = -11641029.493005 nChanged 40 SP:Iteration 33Q (3989.298819 sec): 3 clusters Score: Raw -11644783.610730 + Penalty 3746.693233 = -11641036.917496 nChanged 33 SP:Iteration 34Q (3989.438377 sec): 3 clusters Score: Raw -11644788.937816 + Penalty 3746.693233 = -11641042.244582 nChanged 18 SP:Iteration 35Q (3989.589361 sec): 3 clusters Score: Raw -11644791.974946 + Penalty 3746.693233 = -11641045.281713 nChanged 15 SP:Iteration 36Q (3989.765239 sec): 3 clusters Score: Raw -11644794.027808 + Penalty 3746.693233 = -11641047.334575 nChanged 14 SP:Iteration 37Q (3989.934789 sec): 3 clusters Score: Raw -11644795.766763 + Penalty 3746.693233 = -11641049.073530 nChanged 6 SP:Iteration 38Q (3990.092818 sec): 3 clusters Score: Raw -11644796.161011 + Penalty 3746.693233 = -11641049.467777 nChanged 2 SP:Iteration 39Q (3990.254908 sec): 3 clusters Score: Raw -11644796.320746 + Penalty 3746.693233 = -11641049.627512 nChanged 1 SP:Iteration 40F (3990.448907 sec): 3 clusters Score: Raw -11644796.371292 + Penalty 3746.693233 = -11641049.678059 nChanged 1 SP:Iteration 41Q (3990.594105 sec): 3 clusters Score: Raw -11644796.417813 + Penalty 3746.693233 = -11641049.724579 nChanged 0 SP:Iteration 42F (3990.780134 sec): 3 clusters Score: Raw -11644796.417813 + Penalty 3746.693233 = -11641049.724579 nChanged 0 Trying to split cluster 25 (1282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3990.803369 sec): 2 clusters Score: Raw -152875.832841 + Penalty 1162.878704 = -151712.954137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3990.864757 sec): 3 clusters Score: Raw -152434.058989 + Penalty 2325.757407 = -150108.301582 nChanged 437 SP:Iteration 1F (3990.904689 sec): 3 clusters Score: Raw -152788.061657 + Penalty 2325.757407 = -150462.304250 nChanged 97 SP:Iteration 2F (3990.944853 sec): 3 clusters Score: Raw -152882.563318 + Penalty 2325.757407 = -150556.805911 nChanged 52 SP:Iteration 3Q (3990.976609 sec): 3 clusters Score: Raw -152935.218346 + Penalty 2325.757407 = -150609.460939 nChanged 45 SP:Iteration 4Q (3991.018857 sec): 3 clusters Score: Raw -152970.442242 + Penalty 2325.757407 = -150644.684835 nChanged 24 SP:Iteration 5Q (3991.065342 sec): 3 clusters Score: Raw -152992.607618 + Penalty 2325.757407 = -150666.850210 nChanged 21 SP:Iteration 6Q (3991.117263 sec): 3 clusters Score: Raw -153012.037781 + Penalty 2325.757407 = -150686.280374 nChanged 17 SP:Iteration 7Q (3991.162351 sec): 3 clusters Score: Raw -153024.304916 + Penalty 2325.757407 = -150698.547508 nChanged 10 SP:Iteration 8Q (3991.195914 sec): 3 clusters Score: Raw -153032.643855 + Penalty 2325.757407 = -150706.886448 nChanged 6 SP:Iteration 9Q (3991.245382 sec): 3 clusters Score: Raw -153037.052870 + Penalty 2325.757407 = -150711.295463 nChanged 6 SP:Iteration 10Q (3991.295727 sec): 3 clusters Score: Raw -153040.312415 + Penalty 2325.757407 = -150714.555008 nChanged 3 SP:Iteration 11Q (3991.340965 sec): 3 clusters Score: Raw -153041.942802 + Penalty 2325.757407 = -150716.185395 nChanged 0 SP:Iteration 12F (3991.390805 sec): 3 clusters Score: Raw -153041.942802 + Penalty 2325.757407 = -150716.185395 nChanged 0 Trying to split cluster 26 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3991.432504 sec): 2 clusters Score: Raw -392065.443019 + Penalty 1334.145216 = -390731.297804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3991.466253 sec): 3 clusters Score: Raw -390283.680106 + Penalty 2668.290432 = -387615.389674 nChanged 1387 SP:Iteration 1F (3991.517330 sec): 3 clusters Score: Raw -391095.311763 + Penalty 2668.290432 = -388427.021331 nChanged 291 SP:Iteration 2F (3991.566456 sec): 3 clusters Score: Raw -391264.232583 + Penalty 2668.290432 = -388595.942152 nChanged 179 SP:Iteration 3Q (3991.618836 sec): 3 clusters Score: Raw -391351.315103 + Penalty 2668.290432 = -388683.024671 nChanged 126 SP:Iteration 4Q (3991.671680 sec): 3 clusters Score: Raw -391414.051143 + Penalty 2668.290432 = -388745.760711 nChanged 109 SP:Iteration 5Q (3991.724072 sec): 3 clusters Score: Raw -391462.920663 + Penalty 2668.290432 = -388794.630231 nChanged 89 SP:Iteration 6Q (3991.777853 sec): 3 clusters Score: Raw -391499.200825 + Penalty 2668.290432 = -388830.910393 nChanged 72 SP:Iteration 7Q (3991.832005 sec): 3 clusters Score: Raw -391526.615723 + Penalty 2668.290432 = -388858.325291 nChanged 65 SP:Iteration 8Q (3991.886604 sec): 3 clusters Score: Raw -391548.587806 + Penalty 2668.290432 = -388880.297374 nChanged 59 SP:Iteration 9Q (3991.935840 sec): 3 clusters Score: Raw -391571.216755 + Penalty 2668.290432 = -388902.926324 nChanged 51 SP:Iteration 10Q (3991.990971 sec): 3 clusters Score: Raw -391589.404628 + Penalty 2668.290432 = -388921.114196 nChanged 43 SP:Iteration 11Q (3992.039016 sec): 3 clusters Score: Raw -391603.392380 + Penalty 2668.290432 = -388935.101948 nChanged 24 SP:Iteration 12Q (3992.074624 sec): 3 clusters Score: Raw -391608.861506 + Penalty 2668.290432 = -388940.571074 nChanged 25 SP:Iteration 13Q (3992.116645 sec): 3 clusters Score: Raw -391617.465059 + Penalty 2668.290432 = -388949.174627 nChanged 28 SP:Iteration 14Q (3992.162514 sec): 3 clusters Score: Raw -391626.567279 + Penalty 2668.290432 = -388958.276847 nChanged 38 SP:Iteration 15Q (3992.210342 sec): 3 clusters Score: Raw -391639.174607 + Penalty 2668.290432 = -388970.884175 nChanged 35 SP:Iteration 16Q (3992.248848 sec): 3 clusters Score: Raw -391649.251391 + Penalty 2668.290432 = -388980.960959 nChanged 29 SP:Iteration 17Q (3992.295735 sec): 3 clusters Score: Raw -391658.041698 + Penalty 2668.290432 = -388989.751267 nChanged 28 SP:Iteration 18Q (3992.348728 sec): 3 clusters Score: Raw -391667.736199 + Penalty 2668.290432 = -388999.445768 nChanged 20 SP:Iteration 19Q (3992.397942 sec): 3 clusters Score: Raw -391675.058069 + Penalty 2668.290432 = -389006.767637 nChanged 26 SP:Iteration 20F (3992.444455 sec): 3 clusters Score: Raw -391682.343029 + Penalty 2668.290432 = -389014.052597 nChanged 25 SP:Iteration 21Q (3992.497544 sec): 3 clusters Score: Raw -391690.298928 + Penalty 2668.290432 = -389022.008496 nChanged 21 SP:Iteration 22Q (3992.552406 sec): 3 clusters Score: Raw -391697.226971 + Penalty 2668.290432 = -389028.936539 nChanged 21 SP:Iteration 23Q (3992.604040 sec): 3 clusters Score: Raw -391703.976212 + Penalty 2668.290432 = -389035.685780 nChanged 34 SP:Iteration 24Q (3992.667489 sec): 3 clusters Score: Raw -391717.090486 + Penalty 2668.290432 = -389048.800055 nChanged 29 SP:Iteration 25Q (3992.703830 sec): 3 clusters Score: Raw -391727.661550 + Penalty 2668.290432 = -389059.371118 nChanged 32 SP:Iteration 26Q (3992.756633 sec): 3 clusters Score: Raw -391741.375964 + Penalty 2668.290432 = -389073.085533 nChanged 37 SP:Iteration 27Q (3992.810791 sec): 3 clusters Score: Raw -391758.983989 + Penalty 2668.290432 = -389090.693558 nChanged 39 SP:Iteration 28Q (3992.867904 sec): 3 clusters Score: Raw -391777.530886 + Penalty 2668.290432 = -389109.240454 nChanged 41 SP:Iteration 29Q (3992.912631 sec): 3 clusters Score: Raw -391800.649228 + Penalty 2668.290432 = -389132.358796 nChanged 51 SP:Iteration 30Q (3992.966154 sec): 3 clusters Score: Raw -391837.295093 + Penalty 2668.290432 = -389169.004662 nChanged 73 SP:Iteration 31Q (3993.030421 sec): 3 clusters Score: Raw -391886.157720 + Penalty 2668.290432 = -389217.867289 nChanged 60 SP:Iteration 32Q (3993.064345 sec): 3 clusters Score: Raw -391930.098196 + Penalty 2668.290432 = -389261.807764 nChanged 90 SP:Iteration 33Q (3993.099047 sec): 3 clusters Score: Raw -392010.645700 + Penalty 2668.290432 = -389342.355268 nChanged 98 SP:Iteration 34Q (3993.147264 sec): 3 clusters Score: Raw -392101.952216 + Penalty 2668.290432 = -389433.661784 nChanged 92 SP:Iteration 35Q (3993.206788 sec): 3 clusters Score: Raw -392181.146214 + Penalty 2668.290432 = -389512.855782 nChanged 79 SP:Iteration 36Q (3993.256028 sec): 3 clusters Score: Raw -392246.835167 + Penalty 2668.290432 = -389578.544736 nChanged 79 SP:Iteration 37Q (3993.298390 sec): 3 clusters Score: Raw -392308.101016 + Penalty 2668.290432 = -389639.810584 nChanged 74 SP:Iteration 38Q (3993.351043 sec): 3 clusters Score: Raw -392366.509282 + Penalty 2668.290432 = -389698.218850 nChanged 59 SP:Iteration 39Q (3993.385146 sec): 3 clusters Score: Raw -392418.084391 + Penalty 2668.290432 = -389749.793960 nChanged 67 SP:Iteration 40F (3993.438139 sec): 3 clusters Score: Raw -392484.428764 + Penalty 2668.290432 = -389816.138332 nChanged 66 SP:Iteration 41Q (3993.490930 sec): 3 clusters Score: Raw -392532.230789 + Penalty 2668.290432 = -389863.940357 nChanged 36 SP:Iteration 42Q (3993.543468 sec): 3 clusters Score: Raw -392552.225525 + Penalty 2668.290432 = -389883.935093 nChanged 20 SP:Iteration 43Q (3993.588725 sec): 3 clusters Score: Raw -392561.923761 + Penalty 2668.290432 = -389893.633329 nChanged 15 SP:Iteration 44Q (3993.639321 sec): 3 clusters Score: Raw -392568.825373 + Penalty 2668.290432 = -389900.534942 nChanged 10 SP:Iteration 45Q (3993.691683 sec): 3 clusters Score: Raw -392576.271731 + Penalty 2668.290432 = -389907.981299 nChanged 18 SP:Iteration 46Q (3993.743997 sec): 3 clusters Score: Raw -392585.403902 + Penalty 2668.290432 = -389917.113470 nChanged 10 SP:Iteration 47Q (3993.779654 sec): 3 clusters Score: Raw -392594.956418 + Penalty 2668.290432 = -389926.665986 nChanged 13 SP:Iteration 48Q (3993.827900 sec): 3 clusters Score: Raw -392603.530759 + Penalty 2668.290432 = -389935.240327 nChanged 9 SP:Iteration 49Q (3993.882325 sec): 3 clusters Score: Raw -392608.347435 + Penalty 2668.290432 = -389940.057003 nChanged 16 SP:Iteration 50Q (3993.921754 sec): 3 clusters Score: Raw -392617.771094 + Penalty 2668.290432 = -389949.480662 nChanged 14 SP:Iteration 51Q (3993.961029 sec): 3 clusters Score: Raw -392626.838492 + Penalty 2668.290432 = -389958.548061 nChanged 14 SP:Iteration 52Q (3994.015054 sec): 3 clusters Score: Raw -392633.442206 + Penalty 2668.290432 = -389965.151775 nChanged 7 SP:Iteration 53Q (3994.060117 sec): 3 clusters Score: Raw -392636.088977 + Penalty 2668.290432 = -389967.798545 nChanged 6 SP:Iteration 54Q (3994.072504 sec): 3 clusters Score: Raw -392639.013767 + Penalty 2668.290432 = -389970.723335 nChanged 2 SP:Iteration 55Q (3994.125273 sec): 3 clusters Score: Raw -392640.584120 + Penalty 2668.290432 = -389972.293688 nChanged 3 SP:Iteration 56Q (3994.177935 sec): 3 clusters Score: Raw -392642.219008 + Penalty 2668.290432 = -389973.928576 nChanged 4 SP:Iteration 57Q (3994.219501 sec): 3 clusters Score: Raw -392644.070034 + Penalty 2668.290432 = -389975.779603 nChanged 0 SP:Iteration 58F (3994.264489 sec): 3 clusters Score: Raw -392644.070034 + Penalty 2668.290432 = -389975.779603 nChanged 0 Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3994.285951 sec): 2 clusters Score: Raw -39016.690183 + Penalty 984.227402 = -38032.462781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3994.333878 sec): 3 clusters Score: Raw -39060.182178 + Penalty 1968.454804 = -37091.727374 nChanged 116 SP:Iteration 1F (3994.384405 sec): 3 clusters Score: Raw -39311.995320 + Penalty 1968.454804 = -37343.540516 nChanged 44 SP:Iteration 2F (3994.428580 sec): 3 clusters Score: Raw -39427.517112 + Penalty 1968.454804 = -37459.062308 nChanged 19 SP:Iteration 3Q (3994.468974 sec): 3 clusters Score: Raw -39479.126818 + Penalty 1968.454804 = -37510.672014 nChanged 18 SP:Iteration 4Q (3994.515181 sec): 3 clusters Score: Raw -39542.741902 + Penalty 1968.454804 = -37574.287097 nChanged 8 SP:Iteration 5Q (3994.564189 sec): 3 clusters Score: Raw -39586.391831 + Penalty 1968.454804 = -37617.937027 nChanged 7 SP:Iteration 6Q (3994.613023 sec): 3 clusters Score: Raw -39660.387714 + Penalty 1968.454804 = -37691.932910 nChanged 9 SP:Iteration 7Q (3994.660567 sec): 3 clusters Score: Raw -39759.602053 + Penalty 1968.454804 = -37791.147249 nChanged 14 SP:Iteration 8Q (3994.695895 sec): 3 clusters Score: Raw -39865.023723 + Penalty 1968.454804 = -37896.568918 nChanged 17 SP:Iteration 9Q (3994.734364 sec): 3 clusters Score: Raw -39935.166491 + Penalty 1968.454804 = -37966.711687 nChanged 11 SP:Iteration 10Q (3994.778261 sec): 3 clusters Score: Raw -39970.579147 + Penalty 1968.454804 = -38002.124343 nChanged 2 SP:Iteration 11Q (3994.827307 sec): 3 clusters Score: Raw -39974.173739 + Penalty 1968.454804 = -38005.718935 nChanged 1 SP:Iteration 12Q (3994.876248 sec): 3 clusters Score: Raw -39975.583105 + Penalty 1968.454804 = -38007.128301 nChanged 1 SP:Iteration 13Q (3994.913850 sec): 3 clusters Score: Raw -39976.865100 + Penalty 1968.454804 = -38008.410295 nChanged 0 SP:Iteration 14F (3994.970668 sec): 3 clusters Score: Raw -39976.865100 + Penalty 1968.454804 = -38008.410295 nChanged 0 Trying to split cluster 28 (7520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3994.992551 sec): 2 clusters Score: Raw -763677.717874 + Penalty 1450.364730 = -762227.353144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3995.049720 sec): 3 clusters Score: Raw -759602.612527 + Penalty 2900.729461 = -756701.883066 nChanged 3192 SP:Iteration 1F (3995.100782 sec): 3 clusters Score: Raw -761350.116632 + Penalty 2900.729461 = -758449.387171 nChanged 517 SP:Iteration 2F (3995.170740 sec): 3 clusters Score: Raw -761641.181365 + Penalty 2900.729461 = -758740.451905 nChanged 442 SP:Iteration 3F (3995.219480 sec): 3 clusters Score: Raw -761921.128945 + Penalty 2900.729461 = -759020.399485 nChanged 409 SP:Iteration 4F (3995.278661 sec): 3 clusters Score: Raw -762174.566970 + Penalty 2900.729461 = -759273.837510 nChanged 404 SP:Iteration 5F (3995.337968 sec): 3 clusters Score: Raw -762480.339785 + Penalty 2900.729461 = -759579.610324 nChanged 437 SP:Iteration 6F (3995.392368 sec): 3 clusters Score: Raw -762832.281957 + Penalty 2900.729461 = -759931.552496 nChanged 480 SP:Iteration 7F (3995.461653 sec): 3 clusters Score: Raw -763239.996273 + Penalty 2900.729461 = -760339.266812 nChanged 476 SP:Iteration 8F (3995.512462 sec): 3 clusters Score: Raw -763626.572242 + Penalty 2900.729461 = -760725.842782 nChanged 450 SP:Iteration 9F (3995.573234 sec): 3 clusters Score: Raw -763970.407549 + Penalty 2900.729461 = -761069.678089 nChanged 363 SP:Iteration 10Q (3995.641972 sec): 3 clusters Score: Raw -764205.773006 + Penalty 2900.729461 = -761305.043545 nChanged 291 SP:Iteration 11Q (3995.692254 sec): 3 clusters Score: Raw -764365.191171 + Penalty 2900.729461 = -761464.461710 nChanged 219 SP:Iteration 12Q (3995.748772 sec): 3 clusters Score: Raw -764474.216272 + Penalty 2900.729461 = -761573.486811 nChanged 167 SP:Iteration 13Q (3995.809309 sec): 3 clusters Score: Raw -764553.543874 + Penalty 2900.729461 = -761652.814414 nChanged 141 SP:Iteration 14Q (3995.859318 sec): 3 clusters Score: Raw -764607.161533 + Penalty 2900.729461 = -761706.432073 nChanged 114 SP:Iteration 15Q (3995.909146 sec): 3 clusters Score: Raw -764648.786225 + Penalty 2900.729461 = -761748.056764 nChanged 103 SP:Iteration 16Q (3995.958368 sec): 3 clusters Score: Raw -764684.642538 + Penalty 2900.729461 = -761783.913078 nChanged 94 SP:Iteration 17Q (3996.007740 sec): 3 clusters Score: Raw -764712.971665 + Penalty 2900.729461 = -761812.242205 nChanged 63 SP:Iteration 18Q (3996.063363 sec): 3 clusters Score: Raw -764730.671433 + Penalty 2900.729461 = -761829.941973 nChanged 58 SP:Iteration 19Q (3996.119839 sec): 3 clusters Score: Raw -764746.941677 + Penalty 2900.729461 = -761846.212217 nChanged 48 SP:Iteration 20F (3996.180877 sec): 3 clusters Score: Raw -764763.414123 + Penalty 2900.729461 = -761862.684662 nChanged 43 SP:Iteration 21Q (3996.240715 sec): 3 clusters Score: Raw -764776.944560 + Penalty 2900.729461 = -761876.215100 nChanged 32 SP:Iteration 22Q (3996.292292 sec): 3 clusters Score: Raw -764785.287450 + Penalty 2900.729461 = -761884.557990 nChanged 28 SP:Iteration 23Q (3996.341468 sec): 3 clusters Score: Raw -764791.683388 + Penalty 2900.729461 = -761890.953928 nChanged 23 SP:Iteration 24Q (3996.391323 sec): 3 clusters Score: Raw -764796.103008 + Penalty 2900.729461 = -761895.373548 nChanged 17 SP:Iteration 25Q (3996.442673 sec): 3 clusters Score: Raw -764799.497590 + Penalty 2900.729461 = -761898.768129 nChanged 15 SP:Iteration 26Q (3996.499541 sec): 3 clusters Score: Raw -764802.726373 + Penalty 2900.729461 = -761901.996913 nChanged 19 SP:Iteration 27Q (3996.568549 sec): 3 clusters Score: Raw -764807.536840 + Penalty 2900.729461 = -761906.807380 nChanged 16 SP:Iteration 28Q (3996.610311 sec): 3 clusters Score: Raw -764811.519817 + Penalty 2900.729461 = -761910.790357 nChanged 12 SP:Iteration 29Q (3996.655045 sec): 3 clusters Score: Raw -764814.748300 + Penalty 2900.729461 = -761914.018840 nChanged 11 SP:Iteration 30Q (3996.714444 sec): 3 clusters Score: Raw -764816.943463 + Penalty 2900.729461 = -761916.214002 nChanged 8 SP:Iteration 31Q (3996.776376 sec): 3 clusters Score: Raw -764819.247032 + Penalty 2900.729461 = -761918.517571 nChanged 9 SP:Iteration 32Q (3996.825315 sec): 3 clusters Score: Raw -764820.832731 + Penalty 2900.729461 = -761920.103271 nChanged 8 SP:Iteration 33Q (3996.889092 sec): 3 clusters Score: Raw -764822.777735 + Penalty 2900.729461 = -761922.048274 nChanged 9 SP:Iteration 34Q (3996.932677 sec): 3 clusters Score: Raw -764824.921509 + Penalty 2900.729461 = -761924.192048 nChanged 10 SP:Iteration 35Q (3996.989856 sec): 3 clusters Score: Raw -764827.473637 + Penalty 2900.729461 = -761926.744177 nChanged 8 SP:Iteration 36Q (3997.051411 sec): 3 clusters Score: Raw -764829.144489 + Penalty 2900.729461 = -761928.415028 nChanged 7 SP:Iteration 37Q (3997.098368 sec): 3 clusters Score: Raw -764830.851479 + Penalty 2900.729461 = -761930.122019 nChanged 10 SP:Iteration 38Q (3997.154159 sec): 3 clusters Score: Raw -764832.484135 + Penalty 2900.729461 = -761931.754674 nChanged 7 SP:Iteration 39Q (3997.208464 sec): 3 clusters Score: Raw -764833.914952 + Penalty 2900.729461 = -761933.185491 nChanged 3 SP:Iteration 40F (3997.257470 sec): 3 clusters Score: Raw -764834.689298 + Penalty 2900.729461 = -761933.959838 nChanged 4 SP:Iteration 41Q (3997.320583 sec): 3 clusters Score: Raw -764835.639577 + Penalty 2900.729461 = -761934.910117 nChanged 4 SP:Iteration 42Q (3997.367780 sec): 3 clusters Score: Raw -764836.632545 + Penalty 2900.729461 = -761935.903085 nChanged 1 SP:Iteration 43Q (3997.400697 sec): 3 clusters Score: Raw -764836.819295 + Penalty 2900.729461 = -761936.089834 nChanged 2 SP:Iteration 44Q (3997.443517 sec): 3 clusters Score: Raw -764837.173903 + Penalty 2900.729461 = -761936.444443 nChanged 0 SP:Iteration 45F (3997.501029 sec): 3 clusters Score: Raw -764837.173903 + Penalty 2900.729461 = -761936.444443 nChanged 0 Trying to split cluster 29 (27634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3997.544225 sec): 2 clusters Score: Raw -3117124.455748 + Penalty 1661.855354 = -3115462.600394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3997.641895 sec): 3 clusters Score: Raw -3100104.538661 + Penalty 3323.710708 = -3096780.827953 nChanged 12704 SP:Iteration 1F (3997.723908 sec): 3 clusters Score: Raw -3107247.558925 + Penalty 3323.710708 = -3103923.848217 nChanged 1423 SP:Iteration 2F (3997.806264 sec): 3 clusters Score: Raw -3107777.779512 + Penalty 3323.710708 = -3104454.068804 nChanged 1313 SP:Iteration 3Q (3997.898983 sec): 3 clusters Score: Raw -3108348.347993 + Penalty 3323.710708 = -3105024.637285 nChanged 1386 SP:Iteration 4F (3997.994371 sec): 3 clusters Score: Raw -3109035.058091 + Penalty 3323.710708 = -3105711.347384 nChanged 1526 SP:Iteration 5F (3998.077276 sec): 3 clusters Score: Raw -3109888.216977 + Penalty 3323.710708 = -3106564.506269 nChanged 1623 SP:Iteration 6F (3998.153267 sec): 3 clusters Score: Raw -3110910.301743 + Penalty 3323.710708 = -3107586.591036 nChanged 1681 SP:Iteration 7F (3998.249932 sec): 3 clusters Score: Raw -3112036.291423 + Penalty 3323.710708 = -3108712.580715 nChanged 1717 SP:Iteration 8F (3998.323050 sec): 3 clusters Score: Raw -3113176.413252 + Penalty 3323.710708 = -3109852.702545 nChanged 1532 SP:Iteration 9F (3998.410005 sec): 3 clusters Score: Raw -3114127.877250 + Penalty 3323.710708 = -3110804.166542 nChanged 1222 SP:Iteration 10Q (3998.500485 sec): 3 clusters Score: Raw -3114860.369196 + Penalty 3323.710708 = -3111536.658488 nChanged 998 SP:Iteration 11Q (3998.596617 sec): 3 clusters Score: Raw -3115399.671445 + Penalty 3323.710708 = -3112075.960737 nChanged 754 SP:Iteration 12Q (3998.678218 sec): 3 clusters Score: Raw -3115784.685963 + Penalty 3323.710708 = -3112460.975255 nChanged 614 SP:Iteration 13Q (3998.769769 sec): 3 clusters Score: Raw -3116063.034868 + Penalty 3323.710708 = -3112739.324160 nChanged 486 SP:Iteration 14Q (3998.854632 sec): 3 clusters Score: Raw -3116265.807414 + Penalty 3323.710708 = -3112942.096707 nChanged 409 SP:Iteration 15Q (3998.924461 sec): 3 clusters Score: Raw -3116415.717546 + Penalty 3323.710708 = -3113092.006839 nChanged 319 SP:Iteration 16Q (3999.010238 sec): 3 clusters Score: Raw -3116507.377639 + Penalty 3323.710708 = -3113183.666931 nChanged 306 SP:Iteration 17Q (3999.101472 sec): 3 clusters Score: Raw -3116588.488105 + Penalty 3323.710708 = -3113264.777397 nChanged 277 SP:Iteration 18Q (3999.180298 sec): 3 clusters Score: Raw -3116665.310336 + Penalty 3323.710708 = -3113341.599629 nChanged 261 SP:Iteration 19Q (3999.267666 sec): 3 clusters Score: Raw -3116729.880147 + Penalty 3323.710708 = -3113406.169439 nChanged 240 SP:Iteration 20F (3999.362653 sec): 3 clusters Score: Raw -3116781.569775 + Penalty 3323.710708 = -3113457.859067 nChanged 215 SP:Iteration 21Q (3999.451749 sec): 3 clusters Score: Raw -3116827.784010 + Penalty 3323.710708 = -3113504.073302 nChanged 233 SP:Iteration 22Q (3999.527294 sec): 3 clusters Score: Raw -3116874.247941 + Penalty 3323.710708 = -3113550.537233 nChanged 171 SP:Iteration 23Q (3999.616584 sec): 3 clusters Score: Raw -3116903.571581 + Penalty 3323.710708 = -3113579.860874 nChanged 158 SP:Iteration 24Q (3999.698940 sec): 3 clusters Score: Raw -3116933.071061 + Penalty 3323.710708 = -3113609.360354 nChanged 162 SP:Iteration 25Q (3999.772622 sec): 3 clusters Score: Raw -3116960.817784 + Penalty 3323.710708 = -3113637.107076 nChanged 142 SP:Iteration 26Q (3999.869493 sec): 3 clusters Score: Raw -3116985.051105 + Penalty 3323.710708 = -3113661.340397 nChanged 134 SP:Iteration 27Q (3999.955730 sec): 3 clusters Score: Raw -3117009.628352 + Penalty 3323.710708 = -3113685.917645 nChanged 130 SP:Iteration 28Q (4000.043558 sec): 3 clusters Score: Raw -3117033.767960 + Penalty 3323.710708 = -3113710.057252 nChanged 143 SP:Iteration 29Q (4000.117058 sec): 3 clusters Score: Raw -3117062.064815 + Penalty 3323.710708 = -3113738.354108 nChanged 145 SP:Iteration 30Q (4000.196220 sec): 3 clusters Score: Raw -3117090.062288 + Penalty 3323.710708 = -3113766.351580 nChanged 130 SP:Iteration 31Q (4000.278870 sec): 3 clusters Score: Raw -3117116.421510 + Penalty 3323.710708 = -3113792.710802 nChanged 136 SP:Iteration 32Q (4000.361208 sec): 3 clusters Score: Raw -3117144.707646 + Penalty 3323.710708 = -3113820.996938 nChanged 122 SP:Iteration 33Q (4000.440978 sec): 3 clusters Score: Raw -3117169.602957 + Penalty 3323.710708 = -3113845.892249 nChanged 139 SP:Iteration 34Q (4000.527036 sec): 3 clusters Score: Raw -3117202.519060 + Penalty 3323.710708 = -3113878.808352 nChanged 143 SP:Iteration 35Q (4000.615141 sec): 3 clusters Score: Raw -3117235.417943 + Penalty 3323.710708 = -3113911.707235 nChanged 122 SP:Iteration 36Q (4000.691297 sec): 3 clusters Score: Raw -3117261.504663 + Penalty 3323.710708 = -3113937.793955 nChanged 110 SP:Iteration 37Q (4000.779627 sec): 3 clusters Score: Raw -3117282.613532 + Penalty 3323.710708 = -3113958.902824 nChanged 97 SP:Iteration 38Q (4000.856760 sec): 3 clusters Score: Raw -3117301.332294 + Penalty 3323.710708 = -3113977.621587 nChanged 84 SP:Iteration 39Q (4000.944645 sec): 3 clusters Score: Raw -3117315.003814 + Penalty 3323.710708 = -3113991.293106 nChanged 68 SP:Iteration 40F (4001.020525 sec): 3 clusters Score: Raw -3117328.230114 + Penalty 3323.710708 = -3114004.519406 nChanged 72 SP:Iteration 41Q (4001.112716 sec): 3 clusters Score: Raw -3117340.673546 + Penalty 3323.710708 = -3114016.962838 nChanged 71 SP:Iteration 42Q (4001.196183 sec): 3 clusters Score: Raw -3117351.393855 + Penalty 3323.710708 = -3114027.683147 nChanged 59 SP:Iteration 43Q (4001.238843 sec): 3 clusters Score: Raw -3117360.305599 + Penalty 3323.710708 = -3114036.594892 nChanged 56 SP:Iteration 44Q (4001.325640 sec): 3 clusters Score: Raw -3117367.913197 + Penalty 3323.710708 = -3114044.202489 nChanged 54 SP:Iteration 45Q (4001.399421 sec): 3 clusters Score: Raw -3117375.237377 + Penalty 3323.710708 = -3114051.526669 nChanged 51 SP:Iteration 46Q (4001.474369 sec): 3 clusters Score: Raw -3117383.590230 + Penalty 3323.710708 = -3114059.879523 nChanged 57 SP:Iteration 47Q (4001.548576 sec): 3 clusters Score: Raw -3117393.528518 + Penalty 3323.710708 = -3114069.817810 nChanged 59 SP:Iteration 48Q (4001.641359 sec): 3 clusters Score: Raw -3117405.917205 + Penalty 3323.710708 = -3114082.206497 nChanged 68 SP:Iteration 49Q (4001.720388 sec): 3 clusters Score: Raw -3117421.162956 + Penalty 3323.710708 = -3114097.452248 nChanged 88 SP:Iteration 50Q (4001.774231 sec): 3 clusters Score: Raw -3117443.242120 + Penalty 3323.710708 = -3114119.531412 nChanged 86 SP:Iteration 51Q (4001.824930 sec): 3 clusters Score: Raw -3117466.766489 + Penalty 3323.710708 = -3114143.055781 nChanged 89 SP:Iteration 52Q (4001.875433 sec): 3 clusters Score: Raw -3117494.188816 + Penalty 3323.710708 = -3114170.478108 nChanged 92 SP:Iteration 53Q (4001.957942 sec): 3 clusters Score: Raw -3117526.780388 + Penalty 3323.710708 = -3114203.069680 nChanged 110 SP:Iteration 54Q (4002.034743 sec): 3 clusters Score: Raw -3117566.052602 + Penalty 3323.710708 = -3114242.341895 nChanged 107 SP:Iteration 55Q (4002.115661 sec): 3 clusters Score: Raw -3117606.443967 + Penalty 3323.710708 = -3114282.733260 nChanged 104 SP:Iteration 56Q (4002.172251 sec): 3 clusters Score: Raw -3117644.628068 + Penalty 3323.710708 = -3114320.917361 nChanged 84 SP:Iteration 57Q (4002.250145 sec): 3 clusters Score: Raw -3117670.901097 + Penalty 3323.710708 = -3114347.190389 nChanged 66 SP:Iteration 58Q (4002.329380 sec): 3 clusters Score: Raw -3117687.076289 + Penalty 3323.710708 = -3114363.365581 nChanged 50 SP:Iteration 59Q (4002.404821 sec): 3 clusters Score: Raw -3117700.041069 + Penalty 3323.710708 = -3114376.330361 nChanged 44 SP:Iteration 60F (4002.477199 sec): 3 clusters Score: Raw -3117709.506403 + Penalty 3323.710708 = -3114385.795695 nChanged 44 SP:Iteration 61Q (4002.543599 sec): 3 clusters Score: Raw -3117718.795453 + Penalty 3323.710708 = -3114395.084745 nChanged 38 SP:Iteration 62Q (4002.636710 sec): 3 clusters Score: Raw -3117727.054266 + Penalty 3323.710708 = -3114403.343558 nChanged 34 SP:Iteration 63Q (4002.724810 sec): 3 clusters Score: Raw -3117734.279478 + Penalty 3323.710708 = -3114410.568770 nChanged 26 SP:Iteration 64Q (4002.802358 sec): 3 clusters Score: Raw -3117739.062984 + Penalty 3323.710708 = -3114415.352276 nChanged 23 SP:Iteration 65Q (4002.879601 sec): 3 clusters Score: Raw -3117742.380073 + Penalty 3323.710708 = -3114418.669365 nChanged 11 SP:Iteration 66Q (4002.965493 sec): 3 clusters Score: Raw -3117743.939470 + Penalty 3323.710708 = -3114420.228762 nChanged 13 SP:Iteration 67Q (4003.038991 sec): 3 clusters Score: Raw -3117745.951843 + Penalty 3323.710708 = -3114422.241135 nChanged 8 SP:Iteration 68Q (4003.112271 sec): 3 clusters Score: Raw -3117747.654382 + Penalty 3323.710708 = -3114423.943675 nChanged 12 SP:Iteration 69Q (4003.193077 sec): 3 clusters Score: Raw -3117750.177271 + Penalty 3323.710708 = -3114426.466563 nChanged 11 SP:Iteration 70Q (4003.277309 sec): 3 clusters Score: Raw -3117752.038356 + Penalty 3323.710708 = -3114428.327648 nChanged 11 SP:Iteration 71Q (4003.360781 sec): 3 clusters Score: Raw -3117753.421763 + Penalty 3323.710708 = -3114429.711055 nChanged 14 SP:Iteration 72Q (4003.442060 sec): 3 clusters Score: Raw -3117755.570956 + Penalty 3323.710708 = -3114431.860248 nChanged 10 SP:Iteration 73Q (4003.524204 sec): 3 clusters Score: Raw -3117757.720352 + Penalty 3323.710708 = -3114434.009644 nChanged 9 SP:Iteration 74Q (4003.599904 sec): 3 clusters Score: Raw -3117759.172924 + Penalty 3323.710708 = -3114435.462216 nChanged 8 SP:Iteration 75Q (4003.683159 sec): 3 clusters Score: Raw -3117760.352745 + Penalty 3323.710708 = -3114436.642037 nChanged 6 SP:Iteration 76Q (4003.756383 sec): 3 clusters Score: Raw -3117761.060356 + Penalty 3323.710708 = -3114437.349649 nChanged 2 SP:Iteration 77Q (4003.840268 sec): 3 clusters Score: Raw -3117761.273648 + Penalty 3323.710708 = -3114437.562940 nChanged 5 SP:Iteration 78Q (4003.905582 sec): 3 clusters Score: Raw -3117762.318553 + Penalty 3323.710708 = -3114438.607845 nChanged 9 SP:Iteration 79Q (4003.981314 sec): 3 clusters Score: Raw -3117764.481223 + Penalty 3323.710708 = -3114440.770516 nChanged 10 SP:Iteration 80F (4004.078619 sec): 3 clusters Score: Raw -3117766.298522 + Penalty 3323.710708 = -3114442.587815 nChanged 9 SP:Iteration 81Q (4004.140295 sec): 3 clusters Score: Raw -3117769.021312 + Penalty 3323.710708 = -3114445.310604 nChanged 8 SP:Iteration 82Q (4004.224198 sec): 3 clusters Score: Raw -3117770.542363 + Penalty 3323.710708 = -3114446.831655 nChanged 6 SP:Iteration 83Q (4004.298068 sec): 3 clusters Score: Raw -3117771.422883 + Penalty 3323.710708 = -3114447.712175 nChanged 11 SP:Iteration 84Q (4004.387816 sec): 3 clusters Score: Raw -3117772.903450 + Penalty 3323.710708 = -3114449.192742 nChanged 7 SP:Iteration 85Q (4004.465984 sec): 3 clusters Score: Raw -3117773.802385 + Penalty 3323.710708 = -3114450.091677 nChanged 10 SP:Iteration 86Q (4004.550424 sec): 3 clusters Score: Raw -3117775.943005 + Penalty 3323.710708 = -3114452.232297 nChanged 16 SP:Iteration 87Q (4004.630610 sec): 3 clusters Score: Raw -3117778.851749 + Penalty 3323.710708 = -3114455.141042 nChanged 16 SP:Iteration 88Q (4004.713305 sec): 3 clusters Score: Raw -3117781.886115 + Penalty 3323.710708 = -3114458.175407 nChanged 16 SP:Iteration 89Q (4004.794980 sec): 3 clusters Score: Raw -3117784.851858 + Penalty 3323.710708 = -3114461.141150 nChanged 10 SP:Iteration 90Q (4004.876221 sec): 3 clusters Score: Raw -3117786.786032 + Penalty 3323.710708 = -3114463.075325 nChanged 8 SP:Iteration 91Q (4004.948889 sec): 3 clusters Score: Raw -3117788.113314 + Penalty 3323.710708 = -3114464.402606 nChanged 8 SP:Iteration 92Q (4005.029249 sec): 3 clusters Score: Raw -3117789.156450 + Penalty 3323.710708 = -3114465.445742 nChanged 6 SP:Iteration 93Q (4005.104586 sec): 3 clusters Score: Raw -3117790.142903 + Penalty 3323.710708 = -3114466.432195 nChanged 6 SP:Iteration 94Q (4005.162909 sec): 3 clusters Score: Raw -3117791.218127 + Penalty 3323.710708 = -3114467.507419 nChanged 4 SP:Iteration 95Q (4005.248317 sec): 3 clusters Score: Raw -3117791.934752 + Penalty 3323.710708 = -3114468.224044 nChanged 3 SP:Iteration 96Q (4005.333982 sec): 3 clusters Score: Raw -3117792.437498 + Penalty 3323.710708 = -3114468.726791 nChanged 2 SP:Iteration 97Q (4005.416312 sec): 3 clusters Score: Raw -3117792.618456 + Penalty 3323.710708 = -3114468.907748 nChanged 1 SP:Iteration 98Q (4005.490267 sec): 3 clusters Score: Raw -3117792.723911 + Penalty 3323.710708 = -3114469.013203 nChanged 0 SP:Iteration 99F (4005.584843 sec): 3 clusters Score: Raw -3117792.723911 + Penalty 3323.710708 = -3114469.013203 nChanged 0 Trying to split cluster 30 (13262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4005.629503 sec): 2 clusters Score: Raw -1416855.466423 + Penalty 1542.556938 = -1415312.909485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4005.676215 sec): 3 clusters Score: Raw -1409042.808233 + Penalty 3085.113877 = -1405957.694356 nChanged 5881 SP:Iteration 1F (4005.739634 sec): 3 clusters Score: Raw -1412288.136003 + Penalty 3085.113877 = -1409203.022126 nChanged 852 SP:Iteration 2F (4005.800785 sec): 3 clusters Score: Raw -1412808.490674 + Penalty 3085.113877 = -1409723.376797 nChanged 985 SP:Iteration 3F (4005.862863 sec): 3 clusters Score: Raw -1413554.012506 + Penalty 3085.113877 = -1410468.898630 nChanged 1116 SP:Iteration 4F (4005.944106 sec): 3 clusters Score: Raw -1414532.388276 + Penalty 3085.113877 = -1411447.274399 nChanged 1099 SP:Iteration 5F (4006.002102 sec): 3 clusters Score: Raw -1415464.552808 + Penalty 3085.113877 = -1412379.438931 nChanged 915 SP:Iteration 6F (4006.058128 sec): 3 clusters Score: Raw -1416192.347520 + Penalty 3085.113877 = -1413107.233643 nChanged 705 SP:Iteration 7F (4006.125156 sec): 3 clusters Score: Raw -1416709.784034 + Penalty 3085.113877 = -1413624.670158 nChanged 416 SP:Iteration 8Q (4006.195807 sec): 3 clusters Score: Raw -1416994.500932 + Penalty 3085.113877 = -1413909.387056 nChanged 288 SP:Iteration 9Q (4006.264971 sec): 3 clusters Score: Raw -1417196.640280 + Penalty 3085.113877 = -1414111.526404 nChanged 223 SP:Iteration 10Q (4006.333024 sec): 3 clusters Score: Raw -1417390.536533 + Penalty 3085.113877 = -1414305.422657 nChanged 188 SP:Iteration 11Q (4006.392709 sec): 3 clusters Score: Raw -1417559.215388 + Penalty 3085.113877 = -1414474.101511 nChanged 129 SP:Iteration 12Q (4006.459086 sec): 3 clusters Score: Raw -1417661.150978 + Penalty 3085.113877 = -1414576.037101 nChanged 94 SP:Iteration 13Q (4006.516278 sec): 3 clusters Score: Raw -1417733.367681 + Penalty 3085.113877 = -1414648.253805 nChanged 67 SP:Iteration 14Q (4006.582445 sec): 3 clusters Score: Raw -1417778.177330 + Penalty 3085.113877 = -1414693.063454 nChanged 48 SP:Iteration 15Q (4006.642197 sec): 3 clusters Score: Raw -1417798.725780 + Penalty 3085.113877 = -1414713.611904 nChanged 32 SP:Iteration 16Q (4006.705386 sec): 3 clusters Score: Raw -1417809.017779 + Penalty 3085.113877 = -1414723.903903 nChanged 29 SP:Iteration 17Q (4006.771022 sec): 3 clusters Score: Raw -1417818.347593 + Penalty 3085.113877 = -1414733.233716 nChanged 21 SP:Iteration 18Q (4006.797885 sec): 3 clusters Score: Raw -1417824.566512 + Penalty 3085.113877 = -1414739.452635 nChanged 16 SP:Iteration 19Q (4006.858066 sec): 3 clusters Score: Raw -1417830.799669 + Penalty 3085.113877 = -1414745.685792 nChanged 19 SP:Iteration 20F (4006.925501 sec): 3 clusters Score: Raw -1417837.207425 + Penalty 3085.113877 = -1414752.093548 nChanged 22 SP:Iteration 21Q (4006.987602 sec): 3 clusters Score: Raw -1417843.257089 + Penalty 3085.113877 = -1414758.143212 nChanged 17 SP:Iteration 22Q (4007.058299 sec): 3 clusters Score: Raw -1417848.599476 + Penalty 3085.113877 = -1414763.485599 nChanged 11 SP:Iteration 23Q (4007.098503 sec): 3 clusters Score: Raw -1417851.063319 + Penalty 3085.113877 = -1414765.949442 nChanged 7 SP:Iteration 24Q (4007.174804 sec): 3 clusters Score: Raw -1417853.079447 + Penalty 3085.113877 = -1414767.965571 nChanged 7 SP:Iteration 25Q (4007.229510 sec): 3 clusters Score: Raw -1417856.888110 + Penalty 3085.113877 = -1414771.774233 nChanged 12 SP:Iteration 26Q (4007.290859 sec): 3 clusters Score: Raw -1417861.053781 + Penalty 3085.113877 = -1414775.939904 nChanged 13 SP:Iteration 27Q (4007.345924 sec): 3 clusters Score: Raw -1417864.048852 + Penalty 3085.113877 = -1414778.934975 nChanged 10 SP:Iteration 28Q (4007.421809 sec): 3 clusters Score: Raw -1417866.764453 + Penalty 3085.113877 = -1414781.650576 nChanged 11 SP:Iteration 29Q (4007.463172 sec): 3 clusters Score: Raw -1417869.824126 + Penalty 3085.113877 = -1414784.710249 nChanged 14 SP:Iteration 30Q (4007.532260 sec): 3 clusters Score: Raw -1417874.535021 + Penalty 3085.113877 = -1414789.421144 nChanged 10 SP:Iteration 31Q (4007.581253 sec): 3 clusters Score: Raw -1417878.114188 + Penalty 3085.113877 = -1414793.000311 nChanged 15 SP:Iteration 32Q (4007.636286 sec): 3 clusters Score: Raw -1417882.432842 + Penalty 3085.113877 = -1414797.318966 nChanged 12 SP:Iteration 33Q (4007.700962 sec): 3 clusters Score: Raw -1417886.099552 + Penalty 3085.113877 = -1414800.985676 nChanged 11 SP:Iteration 34Q (4007.765429 sec): 3 clusters Score: Raw -1417889.585584 + Penalty 3085.113877 = -1414804.471708 nChanged 7 SP:Iteration 35Q (4007.811348 sec): 3 clusters Score: Raw -1417891.452098 + Penalty 3085.113877 = -1414806.338222 nChanged 5 SP:Iteration 36Q (4007.874766 sec): 3 clusters Score: Raw -1417892.527691 + Penalty 3085.113877 = -1414807.413814 nChanged 4 SP:Iteration 37Q (4007.948382 sec): 3 clusters Score: Raw -1417893.337450 + Penalty 3085.113877 = -1414808.223573 nChanged 4 SP:Iteration 38Q (4007.987124 sec): 3 clusters Score: Raw -1417893.976998 + Penalty 3085.113877 = -1414808.863121 nChanged 4 SP:Iteration 39Q (4008.060886 sec): 3 clusters Score: Raw -1417894.758059 + Penalty 3085.113877 = -1414809.644182 nChanged 3 SP:Iteration 40F (4008.114529 sec): 3 clusters Score: Raw -1417895.330183 + Penalty 3085.113877 = -1414810.216306 nChanged 7 SP:Iteration 41Q (4008.165328 sec): 3 clusters Score: Raw -1417896.391926 + Penalty 3085.113877 = -1414811.278049 nChanged 5 SP:Iteration 42Q (4008.241675 sec): 3 clusters Score: Raw -1417897.616853 + Penalty 3085.113877 = -1414812.502977 nChanged 3 SP:Iteration 43Q (4008.296057 sec): 3 clusters Score: Raw -1417898.185898 + Penalty 3085.113877 = -1414813.072022 nChanged 4 SP:Iteration 44Q (4008.360741 sec): 3 clusters Score: Raw -1417899.213281 + Penalty 3085.113877 = -1414814.099404 nChanged 2 SP:Iteration 45Q (4008.410039 sec): 3 clusters Score: Raw -1417899.574311 + Penalty 3085.113877 = -1414814.460434 nChanged 1 SP:Iteration 46Q (4008.470795 sec): 3 clusters Score: Raw -1417899.782951 + Penalty 3085.113877 = -1414814.669074 nChanged 0 SP:Iteration 47F (4008.528132 sec): 3 clusters Score: Raw -1417899.782951 + Penalty 3085.113877 = -1414814.669074 nChanged 0 Iteration 99Q (4014.567522 sec): 31 clusters Score: Raw -82212571.346517 + Penalty 65931.319299 = -82146640.027218 nChanged 690 Iteration 100F (4028.135191 sec): 31 clusters Score: Raw -82212632.741347 + Penalty 65931.319299 = -82146701.422049 nChanged 694 Iteration 101Q (4034.226199 sec): 31 clusters Score: Raw -82212679.393656 + Penalty 65931.319299 = -82146748.074357 nChanged 640 Iteration 102Q (4040.385925 sec): 31 clusters Score: Raw -82212717.200048 + Penalty 65931.319299 = -82146785.880749 nChanged 602 Iteration 103Q (4046.406351 sec): 31 clusters Score: Raw -82212744.760164 + Penalty 65931.319299 = -82146813.440865 nChanged 542 Iteration 104Q (4052.392754 sec): 31 clusters Score: Raw -82212770.124397 + Penalty 65931.319299 = -82146838.805098 nChanged 511 Iteration 105Q (4058.304053 sec): 31 clusters Score: Raw -82212791.069205 + Penalty 65931.319299 = -82146859.749906 nChanged 459 Iteration 106Q (4064.553043 sec): 31 clusters Score: Raw -82212808.018025 + Penalty 65931.319299 = -82146876.698726 nChanged 456 Iteration 107Q (4070.825340 sec): 31 clusters Score: Raw -82212823.624897 + Penalty 65931.319299 = -82146892.305598 nChanged 423 Iteration 108Q (4077.059578 sec): 31 clusters Score: Raw -82212837.642974 + Penalty 65931.319299 = -82146906.323675 nChanged 381 Iteration 109Q (4083.143366 sec): 31 clusters Score: Raw -82212848.823099 + Penalty 65931.319299 = -82146917.503800 nChanged 349 Iteration 110Q (4089.378255 sec): 31 clusters Score: Raw -82212859.432855 + Penalty 65931.319299 = -82146928.113556 nChanged 379 Iteration 111Q (4095.459382 sec): 31 clusters Score: Raw -82212870.643315 + Penalty 65931.319299 = -82146939.324016 nChanged 387 Iteration 112Q (4101.763416 sec): 31 clusters Score: Raw -82212883.556812 + Penalty 65931.319299 = -82146952.237513 nChanged 363 Iteration 113Q (4107.512330 sec): 31 clusters Score: Raw -82212896.260961 + Penalty 65931.319299 = -82146964.941662 nChanged 355 Iteration 114Q (4113.439787 sec): 31 clusters Score: Raw -82212906.937815 + Penalty 65931.319299 = -82146975.618516 nChanged 338 Iteration 115Q (4119.247879 sec): 31 clusters Score: Raw -82212916.926878 + Penalty 65931.319299 = -82146985.607579 nChanged 322 Iteration 116Q (4125.383302 sec): 31 clusters Score: Raw -82212926.609523 + Penalty 65931.319299 = -82146995.290224 nChanged 333 Iteration 117Q (4131.645425 sec): 31 clusters Score: Raw -82212937.340162 + Penalty 65931.319299 = -82147006.020863 nChanged 327 Iteration 118Q (4137.906849 sec): 31 clusters Score: Raw -82212948.218785 + Penalty 65931.319299 = -82147016.899486 nChanged 322 Iteration 119Q (4144.093649 sec): 31 clusters Score: Raw -82212958.433833 + Penalty 65931.319299 = -82147027.114534 nChanged 304 Iteration 120F (4157.737561 sec): 31 clusters Score: Raw -82212969.270591 + Penalty 65931.319299 = -82147037.951292 nChanged 321 Iteration 121Q (4163.964044 sec): 31 clusters Score: Raw -82212979.059032 + Penalty 65931.319299 = -82147047.739733 nChanged 295 Iteration 122Q (4170.195458 sec): 31 clusters Score: Raw -82212988.558013 + Penalty 65931.319299 = -82147057.238714 nChanged 306 Iteration 123Q (4176.273547 sec): 31 clusters Score: Raw -82212999.337529 + Penalty 65931.319299 = -82147068.018230 nChanged 326 Iteration 124Q (4182.194485 sec): 31 clusters Score: Raw -82213010.162225 + Penalty 65931.319299 = -82147078.842926 nChanged 326 Iteration 125Q (4188.175422 sec): 31 clusters Score: Raw -82213020.442311 + Penalty 65931.319299 = -82147089.123013 nChanged 303 Iteration 126Q (4194.205840 sec): 31 clusters Score: Raw -82213031.606583 + Penalty 65931.319299 = -82147100.287284 nChanged 328 Iteration 127Q (4200.238702 sec): 31 clusters Score: Raw -82213042.261524 + Penalty 65931.319299 = -82147110.942225 nChanged 328 Iteration 128Q (4206.465740 sec): 31 clusters Score: Raw -82213052.772409 + Penalty 65931.319299 = -82147121.453110 nChanged 320 Iteration 129Q (4212.587527 sec): 31 clusters Score: Raw -82213065.902447 + Penalty 65931.319299 = -82147134.583148 nChanged 328 Iteration 130Q (4218.617532 sec): 31 clusters Score: Raw -82213079.712724 + Penalty 65931.319299 = -82147148.393425 nChanged 310 Iteration 131Q (4224.813260 sec): 31 clusters Score: Raw -82213092.096043 + Penalty 65931.319299 = -82147160.776744 nChanged 305 Iteration 132Q (4231.086113 sec): 31 clusters Score: Raw -82213102.960662 + Penalty 65931.319299 = -82147171.641364 nChanged 310 Iteration 133Q (4237.204151 sec): 31 clusters Score: Raw -82213113.863728 + Penalty 65931.319299 = -82147182.544429 nChanged 290 Iteration 134Q (4243.141111 sec): 31 clusters Score: Raw -82213124.028183 + Penalty 65931.319299 = -82147192.708884 nChanged 276 Iteration 135Q (4248.930139 sec): 31 clusters Score: Raw -82213133.043260 + Penalty 65931.319299 = -82147201.723961 nChanged 289 Iteration 136Q (4254.930873 sec): 31 clusters Score: Raw -82213142.007841 + Penalty 65931.319299 = -82147210.688542 nChanged 254 Iteration 137Q (4261.128785 sec): 31 clusters Score: Raw -82213150.727653 + Penalty 65931.319299 = -82147219.408354 nChanged 264 Iteration 138Q (4267.389557 sec): 31 clusters Score: Raw -82213161.520313 + Penalty 65931.319299 = -82147230.201014 nChanged 260 Writing temp clu file Because OldScore, -82147219.408354, is greater than current (better) Score,-82147230.201014 Compute initial score before splitting: Score: Raw -82213161.520313 + Penalty 65931.319299 = -82147230.201014 Trying to split cluster 1 (5638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4267.688807 sec): 2 clusters Score: Raw -619867.153561 + Penalty 1403.558759 = -618463.594802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4267.741631 sec): 3 clusters Score: Raw -616860.803820 + Penalty 2807.117518 = -614053.686301 nChanged 2301 SP:Iteration 1F (4267.781179 sec): 3 clusters Score: Raw -618151.749058 + Penalty 2807.117518 = -615344.631540 nChanged 415 SP:Iteration 2F (4267.830797 sec): 3 clusters Score: Raw -618388.203913 + Penalty 2807.117518 = -615581.086395 nChanged 319 SP:Iteration 3F (4267.890564 sec): 3 clusters Score: Raw -618536.062081 + Penalty 2807.117518 = -615728.944562 nChanged 245 SP:Iteration 4Q (4267.944621 sec): 3 clusters Score: Raw -618655.087879 + Penalty 2807.117518 = -615847.970361 nChanged 228 SP:Iteration 5Q (4268.000613 sec): 3 clusters Score: Raw -618770.216270 + Penalty 2807.117518 = -615963.098751 nChanged 231 SP:Iteration 6Q (4268.049482 sec): 3 clusters Score: Raw -618891.233014 + Penalty 2807.117518 = -616084.115496 nChanged 245 SP:Iteration 7Q (4268.102892 sec): 3 clusters Score: Raw -619035.536595 + Penalty 2807.117518 = -616228.419077 nChanged 239 SP:Iteration 8Q (4268.157575 sec): 3 clusters Score: Raw -619181.906640 + Penalty 2807.117518 = -616374.789122 nChanged 238 SP:Iteration 9Q (4268.192438 sec): 3 clusters Score: Raw -619332.823692 + Penalty 2807.117518 = -616525.706174 nChanged 245 SP:Iteration 10Q (4268.213648 sec): 3 clusters Score: Raw -619507.834387 + Penalty 2807.117518 = -616700.716868 nChanged 211 SP:Iteration 11Q (4268.235682 sec): 3 clusters Score: Raw -619665.314502 + Penalty 2807.117518 = -616858.196984 nChanged 187 SP:Iteration 12Q (4268.257236 sec): 3 clusters Score: Raw -619806.678003 + Penalty 2807.117518 = -616999.560485 nChanged 149 SP:Iteration 13Q (4268.278533 sec): 3 clusters Score: Raw -619906.909821 + Penalty 2807.117518 = -617099.792303 nChanged 107 SP:Iteration 14Q (4268.299765 sec): 3 clusters Score: Raw -619983.461774 + Penalty 2807.117518 = -617176.344256 nChanged 75 SP:Iteration 15Q (4268.334718 sec): 3 clusters Score: Raw -620038.235509 + Penalty 2807.117518 = -617231.117990 nChanged 56 SP:Iteration 16Q (4268.355504 sec): 3 clusters Score: Raw -620074.741284 + Penalty 2807.117518 = -617267.623766 nChanged 49 SP:Iteration 17Q (4268.376700 sec): 3 clusters Score: Raw -620118.098357 + Penalty 2807.117518 = -617310.980838 nChanged 44 SP:Iteration 18Q (4268.397662 sec): 3 clusters Score: Raw -620155.870434 + Penalty 2807.117518 = -617348.752916 nChanged 28 SP:Iteration 19Q (4268.418471 sec): 3 clusters Score: Raw -620176.951769 + Penalty 2807.117518 = -617369.834250 nChanged 16 SP:Iteration 20F (4268.440131 sec): 3 clusters Score: Raw -620187.583824 + Penalty 2807.117518 = -617380.466306 nChanged 13 SP:Iteration 21Q (4268.461016 sec): 3 clusters Score: Raw -620197.111258 + Penalty 2807.117518 = -617389.993740 nChanged 10 SP:Iteration 22Q (4268.481593 sec): 3 clusters Score: Raw -620202.537181 + Penalty 2807.117518 = -617395.419663 nChanged 5 SP:Iteration 23Q (4268.515174 sec): 3 clusters Score: Raw -620208.047739 + Penalty 2807.117518 = -617400.930221 nChanged 4 SP:Iteration 24Q (4268.535611 sec): 3 clusters Score: Raw -620210.544940 + Penalty 2807.117518 = -617403.427422 nChanged 6 SP:Iteration 25Q (4268.556382 sec): 3 clusters Score: Raw -620214.538917 + Penalty 2807.117518 = -617407.421399 nChanged 4 SP:Iteration 26Q (4268.576907 sec): 3 clusters Score: Raw -620216.721404 + Penalty 2807.117518 = -617409.603885 nChanged 5 SP:Iteration 27Q (4268.634247 sec): 3 clusters Score: Raw -620220.055985 + Penalty 2807.117518 = -617412.938466 nChanged 3 SP:Iteration 28Q (4268.685420 sec): 3 clusters Score: Raw -620221.553394 + Penalty 2807.117518 = -617414.435875 nChanged 3 SP:Iteration 29Q (4268.736348 sec): 3 clusters Score: Raw -620223.086846 + Penalty 2807.117518 = -617415.969327 nChanged 0 SP:Iteration 30F (4268.788174 sec): 3 clusters Score: Raw -620223.086846 + Penalty 2807.117518 = -617415.969327 nChanged 0 Trying to split cluster 2 (5389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4268.828439 sec): 2 clusters Score: Raw -598669.457342 + Penalty 1396.218707 = -597273.238635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4268.883476 sec): 3 clusters Score: Raw -595775.997935 + Penalty 2792.437413 = -592983.560522 nChanged 2205 SP:Iteration 1F (4268.936882 sec): 3 clusters Score: Raw -596992.522312 + Penalty 2792.437413 = -594200.084899 nChanged 388 SP:Iteration 2F (4268.991596 sec): 3 clusters Score: Raw -597212.204036 + Penalty 2792.437413 = -594419.766623 nChanged 322 SP:Iteration 3F (4269.043326 sec): 3 clusters Score: Raw -597437.354744 + Penalty 2792.437413 = -594644.917330 nChanged 329 SP:Iteration 4F (4269.087184 sec): 3 clusters Score: Raw -597696.166342 + Penalty 2792.437413 = -594903.728929 nChanged 334 SP:Iteration 5F (4269.135057 sec): 3 clusters Score: Raw -597967.786243 + Penalty 2792.437413 = -595175.348830 nChanged 325 SP:Iteration 6F (4269.191185 sec): 3 clusters Score: Raw -598221.091543 + Penalty 2792.437413 = -595428.654130 nChanged 286 SP:Iteration 7F (4269.251657 sec): 3 clusters Score: Raw -598452.247121 + Penalty 2792.437413 = -595659.809708 nChanged 259 SP:Iteration 8Q (4269.307236 sec): 3 clusters Score: Raw -598700.595086 + Penalty 2792.437413 = -595908.157673 nChanged 264 SP:Iteration 9Q (4269.359065 sec): 3 clusters Score: Raw -598945.949294 + Penalty 2792.437413 = -596153.511881 nChanged 188 SP:Iteration 10Q (4269.405096 sec): 3 clusters Score: Raw -599103.938447 + Penalty 2792.437413 = -596311.501034 nChanged 158 SP:Iteration 11Q (4269.466211 sec): 3 clusters Score: Raw -599234.003196 + Penalty 2792.437413 = -596441.565782 nChanged 140 SP:Iteration 12Q (4269.523629 sec): 3 clusters Score: Raw -599337.454891 + Penalty 2792.437413 = -596545.017478 nChanged 118 SP:Iteration 13Q (4269.582690 sec): 3 clusters Score: Raw -599405.775547 + Penalty 2792.437413 = -596613.338134 nChanged 93 SP:Iteration 14Q (4269.628443 sec): 3 clusters Score: Raw -599450.311888 + Penalty 2792.437413 = -596657.874475 nChanged 75 SP:Iteration 15Q (4269.696275 sec): 3 clusters Score: Raw -599482.392042 + Penalty 2792.437413 = -596689.954629 nChanged 56 SP:Iteration 16Q (4269.750506 sec): 3 clusters Score: Raw -599502.426678 + Penalty 2792.437413 = -596709.989265 nChanged 40 SP:Iteration 17Q (4269.803017 sec): 3 clusters Score: Raw -599517.580574 + Penalty 2792.437413 = -596725.143160 nChanged 36 SP:Iteration 18Q (4269.843698 sec): 3 clusters Score: Raw -599533.512684 + Penalty 2792.437413 = -596741.075271 nChanged 38 SP:Iteration 19Q (4269.907539 sec): 3 clusters Score: Raw -599546.073038 + Penalty 2792.437413 = -596753.635624 nChanged 29 SP:Iteration 20F (4269.950249 sec): 3 clusters Score: Raw -599554.813682 + Penalty 2792.437413 = -596762.376269 nChanged 28 SP:Iteration 21Q (4270.003203 sec): 3 clusters Score: Raw -599563.972659 + Penalty 2792.437413 = -596771.535246 nChanged 23 SP:Iteration 22Q (4270.042100 sec): 3 clusters Score: Raw -599568.875561 + Penalty 2792.437413 = -596776.438148 nChanged 15 SP:Iteration 23Q (4270.080064 sec): 3 clusters Score: Raw -599571.534797 + Penalty 2792.437413 = -596779.097384 nChanged 12 SP:Iteration 24Q (4270.134142 sec): 3 clusters Score: Raw -599573.962043 + Penalty 2792.437413 = -596781.524630 nChanged 11 SP:Iteration 25Q (4270.175908 sec): 3 clusters Score: Raw -599577.244630 + Penalty 2792.437413 = -596784.807217 nChanged 13 SP:Iteration 26Q (4270.220751 sec): 3 clusters Score: Raw -599580.711020 + Penalty 2792.437413 = -596788.273607 nChanged 12 SP:Iteration 27Q (4270.266955 sec): 3 clusters Score: Raw -599584.996449 + Penalty 2792.437413 = -596792.559035 nChanged 14 SP:Iteration 28Q (4270.313378 sec): 3 clusters Score: Raw -599589.557463 + Penalty 2792.437413 = -596797.120050 nChanged 16 SP:Iteration 29Q (4270.367205 sec): 3 clusters Score: Raw -599596.041658 + Penalty 2792.437413 = -596803.604245 nChanged 29 SP:Iteration 30Q (4270.404875 sec): 3 clusters Score: Raw -599610.711357 + Penalty 2792.437413 = -596818.273944 nChanged 32 SP:Iteration 31Q (4270.451838 sec): 3 clusters Score: Raw -599632.841871 + Penalty 2792.437413 = -596840.404457 nChanged 43 SP:Iteration 32Q (4270.508854 sec): 3 clusters Score: Raw -599660.663064 + Penalty 2792.437413 = -596868.225651 nChanged 47 SP:Iteration 33Q (4270.566075 sec): 3 clusters Score: Raw -599689.210059 + Penalty 2792.437413 = -596896.772646 nChanged 47 SP:Iteration 34Q (4270.622745 sec): 3 clusters Score: Raw -599718.862770 + Penalty 2792.437413 = -596926.425356 nChanged 45 SP:Iteration 35Q (4270.662753 sec): 3 clusters Score: Raw -599746.069755 + Penalty 2792.437413 = -596953.632341 nChanged 42 SP:Iteration 36Q (4270.721408 sec): 3 clusters Score: Raw -599765.027567 + Penalty 2792.437413 = -596972.590154 nChanged 54 SP:Iteration 37Q (4270.768042 sec): 3 clusters Score: Raw -599789.429929 + Penalty 2792.437413 = -596996.992515 nChanged 35 SP:Iteration 38Q (4270.830259 sec): 3 clusters Score: Raw -599803.502123 + Penalty 2792.437413 = -597011.064709 nChanged 27 SP:Iteration 39Q (4270.877466 sec): 3 clusters Score: Raw -599811.243348 + Penalty 2792.437413 = -597018.805935 nChanged 22 SP:Iteration 40F (4270.936263 sec): 3 clusters Score: Raw -599816.342567 + Penalty 2792.437413 = -597023.905153 nChanged 18 SP:Iteration 41Q (4270.991547 sec): 3 clusters Score: Raw -599820.592126 + Penalty 2792.437413 = -597028.154713 nChanged 15 SP:Iteration 42Q (4271.044845 sec): 3 clusters Score: Raw -599822.992140 + Penalty 2792.437413 = -597030.554727 nChanged 9 SP:Iteration 43Q (4271.096818 sec): 3 clusters Score: Raw -599824.737520 + Penalty 2792.437413 = -597032.300107 nChanged 9 SP:Iteration 44Q (4271.152308 sec): 3 clusters Score: Raw -599826.692621 + Penalty 2792.437413 = -597034.255208 nChanged 3 SP:Iteration 45Q (4271.204487 sec): 3 clusters Score: Raw -599827.155416 + Penalty 2792.437413 = -597034.718003 nChanged 3 SP:Iteration 46Q (4271.260578 sec): 3 clusters Score: Raw -599827.793047 + Penalty 2792.437413 = -597035.355633 nChanged 2 SP:Iteration 47Q (4271.325613 sec): 3 clusters Score: Raw -599828.144143 + Penalty 2792.437413 = -597035.706729 nChanged 2 SP:Iteration 48Q (4271.377221 sec): 3 clusters Score: Raw -599828.340215 + Penalty 2792.437413 = -597035.902802 nChanged 0 SP:Iteration 49F (4271.414730 sec): 3 clusters Score: Raw -599828.340215 + Penalty 2792.437413 = -597035.902802 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4271.437950 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4271.479090 sec): 3 clusters Score: Raw -215920.785766 + Penalty 2436.952658 = -213483.833108 nChanged 666 SP:Iteration 1F (4271.520305 sec): 3 clusters Score: Raw -216405.394800 + Penalty 2436.952658 = -213968.442142 nChanged 167 SP:Iteration 2F (4271.569749 sec): 3 clusters Score: Raw -216556.199797 + Penalty 2436.952658 = -214119.247139 nChanged 106 SP:Iteration 3F (4271.604429 sec): 3 clusters Score: Raw -216641.613789 + Penalty 2436.952658 = -214204.661131 nChanged 64 SP:Iteration 4Q (4271.638185 sec): 3 clusters Score: Raw -216693.055103 + Penalty 2436.952658 = -214256.102445 nChanged 69 SP:Iteration 5Q (4271.671789 sec): 3 clusters Score: Raw -216744.978001 + Penalty 2436.952658 = -214308.025343 nChanged 61 SP:Iteration 6Q (4271.708528 sec): 3 clusters Score: Raw -216795.081056 + Penalty 2436.952658 = -214358.128398 nChanged 58 SP:Iteration 7Q (4271.743314 sec): 3 clusters Score: Raw -216837.544466 + Penalty 2436.952658 = -214400.591808 nChanged 55 SP:Iteration 8Q (4271.769758 sec): 3 clusters Score: Raw -216881.350152 + Penalty 2436.952658 = -214444.397494 nChanged 47 SP:Iteration 9Q (4271.804801 sec): 3 clusters Score: Raw -216927.569047 + Penalty 2436.952658 = -214490.616389 nChanged 41 SP:Iteration 10Q (4271.846135 sec): 3 clusters Score: Raw -216958.601044 + Penalty 2436.952658 = -214521.648386 nChanged 34 SP:Iteration 11Q (4271.885600 sec): 3 clusters Score: Raw -216986.095048 + Penalty 2436.952658 = -214549.142390 nChanged 33 SP:Iteration 12Q (4271.929175 sec): 3 clusters Score: Raw -217011.645130 + Penalty 2436.952658 = -214574.692472 nChanged 26 SP:Iteration 13Q (4271.968677 sec): 3 clusters Score: Raw -217031.659219 + Penalty 2436.952658 = -214594.706561 nChanged 28 SP:Iteration 14Q (4272.010184 sec): 3 clusters Score: Raw -217049.507298 + Penalty 2436.952658 = -214612.554640 nChanged 20 SP:Iteration 15Q (4272.053484 sec): 3 clusters Score: Raw -217065.518753 + Penalty 2436.952658 = -214628.566095 nChanged 21 SP:Iteration 16Q (4272.099327 sec): 3 clusters Score: Raw -217082.180912 + Penalty 2436.952658 = -214645.228254 nChanged 17 SP:Iteration 17Q (4272.135293 sec): 3 clusters Score: Raw -217097.777314 + Penalty 2436.952658 = -214660.824656 nChanged 18 SP:Iteration 18Q (4272.169928 sec): 3 clusters Score: Raw -217115.085148 + Penalty 2436.952658 = -214678.132490 nChanged 17 SP:Iteration 19Q (4272.211183 sec): 3 clusters Score: Raw -217128.134923 + Penalty 2436.952658 = -214691.182265 nChanged 12 SP:Iteration 20F (4272.250355 sec): 3 clusters Score: Raw -217135.915581 + Penalty 2436.952658 = -214698.962923 nChanged 6 SP:Iteration 21Q (4272.282896 sec): 3 clusters Score: Raw -217140.551058 + Penalty 2436.952658 = -214703.598400 nChanged 9 SP:Iteration 22Q (4272.331821 sec): 3 clusters Score: Raw -217147.798185 + Penalty 2436.952658 = -214710.845527 nChanged 9 SP:Iteration 23Q (4272.376967 sec): 3 clusters Score: Raw -217156.569487 + Penalty 2436.952658 = -214719.616829 nChanged 9 SP:Iteration 24Q (4272.414145 sec): 3 clusters Score: Raw -217162.289349 + Penalty 2436.952658 = -214725.336691 nChanged 6 SP:Iteration 25Q (4272.465188 sec): 3 clusters Score: Raw -217167.815027 + Penalty 2436.952658 = -214730.862369 nChanged 9 SP:Iteration 26Q (4272.500622 sec): 3 clusters Score: Raw -217174.812997 + Penalty 2436.952658 = -214737.860339 nChanged 10 SP:Iteration 27Q (4272.528758 sec): 3 clusters Score: Raw -217182.172475 + Penalty 2436.952658 = -214745.219817 nChanged 7 SP:Iteration 28Q (4272.570179 sec): 3 clusters Score: Raw -217187.291113 + Penalty 2436.952658 = -214750.338455 nChanged 7 SP:Iteration 29Q (4272.610190 sec): 3 clusters Score: Raw -217193.735402 + Penalty 2436.952658 = -214756.782744 nChanged 7 SP:Iteration 30Q (4272.650076 sec): 3 clusters Score: Raw -217197.465994 + Penalty 2436.952658 = -214760.513336 nChanged 5 SP:Iteration 31Q (4272.690783 sec): 3 clusters Score: Raw -217201.125551 + Penalty 2436.952658 = -214764.172893 nChanged 4 SP:Iteration 32Q (4272.732629 sec): 3 clusters Score: Raw -217205.079620 + Penalty 2436.952658 = -214768.126962 nChanged 6 SP:Iteration 33Q (4272.781636 sec): 3 clusters Score: Raw -217209.603478 + Penalty 2436.952658 = -214772.650820 nChanged 3 SP:Iteration 34Q (4272.837439 sec): 3 clusters Score: Raw -217211.218187 + Penalty 2436.952658 = -214774.265529 nChanged 1 SP:Iteration 35Q (4272.876045 sec): 3 clusters Score: Raw -217211.553858 + Penalty 2436.952658 = -214774.601200 nChanged 0 SP:Iteration 36F (4272.913279 sec): 3 clusters Score: Raw -217211.553858 + Penalty 2436.952658 = -214774.601200 nChanged 0 Trying to split cluster 4 (17050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4272.962865 sec): 2 clusters Score: Raw -1836845.765180 + Penalty 1583.384641 = -1835262.380539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4273.036689 sec): 3 clusters Score: Raw -1826703.780926 + Penalty 3166.769282 = -1823537.011644 nChanged 7634 SP:Iteration 1F (4273.094749 sec): 3 clusters Score: Raw -1831397.366718 + Penalty 3166.769282 = -1828230.597436 nChanged 1167 SP:Iteration 2F (4273.168273 sec): 3 clusters Score: Raw -1832155.130987 + Penalty 3166.769282 = -1828988.361705 nChanged 1199 SP:Iteration 3F (4273.236161 sec): 3 clusters Score: Raw -1833020.968668 + Penalty 3166.769282 = -1829854.199386 nChanged 1226 SP:Iteration 4F (4273.297323 sec): 3 clusters Score: Raw -1833833.254316 + Penalty 3166.769282 = -1830666.485034 nChanged 1169 SP:Iteration 5F (4273.367071 sec): 3 clusters Score: Raw -1834524.993289 + Penalty 3166.769282 = -1831358.224007 nChanged 956 SP:Iteration 6F (4273.433234 sec): 3 clusters Score: Raw -1835002.152067 + Penalty 3166.769282 = -1831835.382786 nChanged 742 SP:Iteration 7Q (4273.489694 sec): 3 clusters Score: Raw -1835330.238300 + Penalty 3166.769282 = -1832163.469018 nChanged 596 SP:Iteration 8Q (4273.560331 sec): 3 clusters Score: Raw -1835581.513868 + Penalty 3166.769282 = -1832414.744586 nChanged 502 SP:Iteration 9Q (4273.644490 sec): 3 clusters Score: Raw -1835787.021855 + Penalty 3166.769282 = -1832620.252573 nChanged 461 SP:Iteration 10Q (4273.701829 sec): 3 clusters Score: Raw -1835978.107121 + Penalty 3166.769282 = -1832811.337839 nChanged 403 SP:Iteration 11Q (4273.769448 sec): 3 clusters Score: Raw -1836130.747985 + Penalty 3166.769282 = -1832963.978703 nChanged 349 SP:Iteration 12Q (4273.842443 sec): 3 clusters Score: Raw -1836250.141834 + Penalty 3166.769282 = -1833083.372552 nChanged 333 SP:Iteration 13Q (4273.912834 sec): 3 clusters Score: Raw -1836369.966937 + Penalty 3166.769282 = -1833203.197655 nChanged 271 SP:Iteration 14Q (4273.983564 sec): 3 clusters Score: Raw -1836458.466484 + Penalty 3166.769282 = -1833291.697203 nChanged 252 SP:Iteration 15Q (4274.051974 sec): 3 clusters Score: Raw -1836547.191895 + Penalty 3166.769282 = -1833380.422613 nChanged 233 SP:Iteration 16Q (4274.115852 sec): 3 clusters Score: Raw -1836631.177016 + Penalty 3166.769282 = -1833464.407735 nChanged 237 SP:Iteration 17Q (4274.174641 sec): 3 clusters Score: Raw -1836716.854877 + Penalty 3166.769282 = -1833550.085595 nChanged 200 SP:Iteration 18Q (4274.238356 sec): 3 clusters Score: Raw -1836782.324478 + Penalty 3166.769282 = -1833615.555196 nChanged 174 SP:Iteration 19Q (4274.318099 sec): 3 clusters Score: Raw -1836838.523973 + Penalty 3166.769282 = -1833671.754691 nChanged 157 SP:Iteration 20F (4274.377579 sec): 3 clusters Score: Raw -1836895.288377 + Penalty 3166.769282 = -1833728.519095 nChanged 153 SP:Iteration 21Q (4274.460321 sec): 3 clusters Score: Raw -1836950.006264 + Penalty 3166.769282 = -1833783.236982 nChanged 137 SP:Iteration 22Q (4274.522535 sec): 3 clusters Score: Raw -1836992.872128 + Penalty 3166.769282 = -1833826.102846 nChanged 126 SP:Iteration 23Q (4274.598432 sec): 3 clusters Score: Raw -1837036.162793 + Penalty 3166.769282 = -1833869.393511 nChanged 125 SP:Iteration 24Q (4274.662276 sec): 3 clusters Score: Raw -1837070.756601 + Penalty 3166.769282 = -1833903.987319 nChanged 111 SP:Iteration 25Q (4274.741845 sec): 3 clusters Score: Raw -1837097.440585 + Penalty 3166.769282 = -1833930.671303 nChanged 93 SP:Iteration 26Q (4274.807125 sec): 3 clusters Score: Raw -1837123.511810 + Penalty 3166.769282 = -1833956.742528 nChanged 92 SP:Iteration 27Q (4274.868340 sec): 3 clusters Score: Raw -1837148.735852 + Penalty 3166.769282 = -1833981.966570 nChanged 79 SP:Iteration 28Q (4274.936325 sec): 3 clusters Score: Raw -1837164.275373 + Penalty 3166.769282 = -1833997.506092 nChanged 65 SP:Iteration 29Q (4274.996028 sec): 3 clusters Score: Raw -1837177.454695 + Penalty 3166.769282 = -1834010.685413 nChanged 63 SP:Iteration 30Q (4275.063536 sec): 3 clusters Score: Raw -1837190.797946 + Penalty 3166.769282 = -1834024.028664 nChanged 57 SP:Iteration 31Q (4275.129356 sec): 3 clusters Score: Raw -1837201.461555 + Penalty 3166.769282 = -1834034.692273 nChanged 54 SP:Iteration 32Q (4275.195602 sec): 3 clusters Score: Raw -1837212.007786 + Penalty 3166.769282 = -1834045.238504 nChanged 50 SP:Iteration 33Q (4275.273326 sec): 3 clusters Score: Raw -1837223.171295 + Penalty 3166.769282 = -1834056.402013 nChanged 50 SP:Iteration 34Q (4275.328866 sec): 3 clusters Score: Raw -1837233.614328 + Penalty 3166.769282 = -1834066.845046 nChanged 44 SP:Iteration 35Q (4275.400547 sec): 3 clusters Score: Raw -1837243.092551 + Penalty 3166.769282 = -1834076.323270 nChanged 57 SP:Iteration 36Q (4275.466284 sec): 3 clusters Score: Raw -1837260.171855 + Penalty 3166.769282 = -1834093.402573 nChanged 64 SP:Iteration 37Q (4275.531872 sec): 3 clusters Score: Raw -1837277.893666 + Penalty 3166.769282 = -1834111.124385 nChanged 63 SP:Iteration 38Q (4275.599274 sec): 3 clusters Score: Raw -1837296.413235 + Penalty 3166.769282 = -1834129.643953 nChanged 57 SP:Iteration 39Q (4275.661300 sec): 3 clusters Score: Raw -1837315.487934 + Penalty 3166.769282 = -1834148.718652 nChanged 73 SP:Iteration 40F (4275.737766 sec): 3 clusters Score: Raw -1837341.642637 + Penalty 3166.769282 = -1834174.873355 nChanged 90 SP:Iteration 41Q (4275.800831 sec): 3 clusters Score: Raw -1837368.350372 + Penalty 3166.769282 = -1834201.581090 nChanged 72 SP:Iteration 42Q (4275.871237 sec): 3 clusters Score: Raw -1837392.998348 + Penalty 3166.769282 = -1834226.229067 nChanged 73 SP:Iteration 43Q (4275.946645 sec): 3 clusters Score: Raw -1837417.689471 + Penalty 3166.769282 = -1834250.920189 nChanged 86 SP:Iteration 44Q (4276.014873 sec): 3 clusters Score: Raw -1837444.795218 + Penalty 3166.769282 = -1834278.025936 nChanged 70 SP:Iteration 45Q (4276.082557 sec): 3 clusters Score: Raw -1837468.132801 + Penalty 3166.769282 = -1834301.363519 nChanged 77 SP:Iteration 46Q (4276.151874 sec): 3 clusters Score: Raw -1837503.274946 + Penalty 3166.769282 = -1834336.505664 nChanged 99 SP:Iteration 47Q (4276.215394 sec): 3 clusters Score: Raw -1837550.762732 + Penalty 3166.769282 = -1834383.993450 nChanged 100 SP:Iteration 48Q (4276.283236 sec): 3 clusters Score: Raw -1837597.421823 + Penalty 3166.769282 = -1834430.652541 nChanged 95 SP:Iteration 49Q (4276.344182 sec): 3 clusters Score: Raw -1837646.447492 + Penalty 3166.769282 = -1834479.678210 nChanged 108 SP:Iteration 50Q (4276.398962 sec): 3 clusters Score: Raw -1837703.731664 + Penalty 3166.769282 = -1834536.962382 nChanged 103 SP:Iteration 51Q (4276.464996 sec): 3 clusters Score: Raw -1837757.687648 + Penalty 3166.769282 = -1834590.918366 nChanged 103 SP:Iteration 52Q (4276.528073 sec): 3 clusters Score: Raw -1837803.442764 + Penalty 3166.769282 = -1834636.673482 nChanged 105 SP:Iteration 53Q (4276.588805 sec): 3 clusters Score: Raw -1837853.839554 + Penalty 3166.769282 = -1834687.070272 nChanged 90 SP:Iteration 54Q (4276.619225 sec): 3 clusters Score: Raw -1837900.196641 + Penalty 3166.769282 = -1834733.427360 nChanged 81 SP:Iteration 55Q (4276.680701 sec): 3 clusters Score: Raw -1837940.399428 + Penalty 3166.769282 = -1834773.630147 nChanged 77 SP:Iteration 56Q (4276.741086 sec): 3 clusters Score: Raw -1837987.758407 + Penalty 3166.769282 = -1834820.989125 nChanged 78 SP:Iteration 57Q (4276.810649 sec): 3 clusters Score: Raw -1838050.156271 + Penalty 3166.769282 = -1834883.386989 nChanged 88 SP:Iteration 58Q (4276.873560 sec): 3 clusters Score: Raw -1838110.355970 + Penalty 3166.769282 = -1834943.586688 nChanged 74 SP:Iteration 59Q (4276.935326 sec): 3 clusters Score: Raw -1838154.390709 + Penalty 3166.769282 = -1834987.621427 nChanged 62 SP:Iteration 60F (4277.013805 sec): 3 clusters Score: Raw -1838184.627614 + Penalty 3166.769282 = -1835017.858332 nChanged 57 SP:Iteration 61Q (4277.073318 sec): 3 clusters Score: Raw -1838204.583045 + Penalty 3166.769282 = -1835037.813763 nChanged 38 SP:Iteration 62Q (4277.141537 sec): 3 clusters Score: Raw -1838215.924460 + Penalty 3166.769282 = -1835049.155178 nChanged 30 SP:Iteration 63Q (4277.188974 sec): 3 clusters Score: Raw -1838224.031913 + Penalty 3166.769282 = -1835057.262631 nChanged 25 SP:Iteration 64Q (4277.246159 sec): 3 clusters Score: Raw -1838229.326688 + Penalty 3166.769282 = -1835062.557407 nChanged 11 SP:Iteration 65Q (4277.315673 sec): 3 clusters Score: Raw -1838233.123600 + Penalty 3166.769282 = -1835066.354318 nChanged 13 SP:Iteration 66Q (4277.373112 sec): 3 clusters Score: Raw -1838236.173149 + Penalty 3166.769282 = -1835069.403867 nChanged 8 SP:Iteration 67Q (4277.430616 sec): 3 clusters Score: Raw -1838237.992559 + Penalty 3166.769282 = -1835071.223278 nChanged 6 SP:Iteration 68Q (4277.502817 sec): 3 clusters Score: Raw -1838239.179511 + Penalty 3166.769282 = -1835072.410229 nChanged 7 SP:Iteration 69Q (4277.573295 sec): 3 clusters Score: Raw -1838241.012711 + Penalty 3166.769282 = -1835074.243429 nChanged 7 SP:Iteration 70Q (4277.634588 sec): 3 clusters Score: Raw -1838242.016750 + Penalty 3166.769282 = -1835075.247468 nChanged 2 SP:Iteration 71Q (4277.699408 sec): 3 clusters Score: Raw -1838242.799587 + Penalty 3166.769282 = -1835076.030305 nChanged 5 SP:Iteration 72Q (4277.742682 sec): 3 clusters Score: Raw -1838244.349670 + Penalty 3166.769282 = -1835077.580388 nChanged 4 SP:Iteration 73Q (4277.809178 sec): 3 clusters Score: Raw -1838244.810446 + Penalty 3166.769282 = -1835078.041164 nChanged 1 SP:Iteration 74Q (4277.873303 sec): 3 clusters Score: Raw -1838244.876890 + Penalty 3166.769282 = -1835078.107608 nChanged 1 SP:Iteration 75Q (4277.936512 sec): 3 clusters Score: Raw -1838245.598146 + Penalty 3166.769282 = -1835078.828864 nChanged 0 SP:Iteration 76F (4278.002721 sec): 3 clusters Score: Raw -1838245.598146 + Penalty 3166.769282 = -1835078.828864 nChanged 0 Trying to split cluster 5 (37468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4278.078181 sec): 2 clusters Score: Raw -4003166.296274 + Penalty 1711.326909 = -4001454.969366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4278.187233 sec): 3 clusters Score: Raw -3979581.680051 + Penalty 3422.653817 = -3976159.026234 nChanged 17499 SP:Iteration 1F (4278.290630 sec): 3 clusters Score: Raw -3989261.291830 + Penalty 3422.653817 = -3985838.638012 nChanged 1605 SP:Iteration 2Q (4278.395311 sec): 3 clusters Score: Raw -3989743.732348 + Penalty 3422.653817 = -3986321.078531 nChanged 1601 SP:Iteration 3Q (4278.497390 sec): 3 clusters Score: Raw -3990254.957116 + Penalty 3422.653817 = -3986832.303299 nChanged 1545 SP:Iteration 4Q (4278.597174 sec): 3 clusters Score: Raw -3990799.074376 + Penalty 3422.653817 = -3987376.420559 nChanged 1621 SP:Iteration 5Q (4278.697901 sec): 3 clusters Score: Raw -3991450.133795 + Penalty 3422.653817 = -3988027.479978 nChanged 1682 SP:Iteration 6Q (4278.799557 sec): 3 clusters Score: Raw -3992241.308726 + Penalty 3422.653817 = -3988818.654909 nChanged 1942 SP:Iteration 7F (4278.900497 sec): 3 clusters Score: Raw -3993368.944991 + Penalty 3422.653817 = -3989946.291174 nChanged 2144 SP:Iteration 8F (4279.000525 sec): 3 clusters Score: Raw -3994785.327766 + Penalty 3422.653817 = -3991362.673949 nChanged 2193 SP:Iteration 9F (4279.099593 sec): 3 clusters Score: Raw -3996308.622875 + Penalty 3422.653817 = -3992885.969058 nChanged 2101 SP:Iteration 10F (4279.202960 sec): 3 clusters Score: Raw -3997656.788589 + Penalty 3422.653817 = -3994234.134772 nChanged 1698 SP:Iteration 11Q (4279.313376 sec): 3 clusters Score: Raw -3998465.667531 + Penalty 3422.653817 = -3995043.013713 nChanged 1187 SP:Iteration 12Q (4279.421755 sec): 3 clusters Score: Raw -3998870.769070 + Penalty 3422.653817 = -3995448.115253 nChanged 818 SP:Iteration 13Q (4279.528851 sec): 3 clusters Score: Raw -3999092.552351 + Penalty 3422.653817 = -3995669.898533 nChanged 579 SP:Iteration 14Q (4279.632617 sec): 3 clusters Score: Raw -3999234.996888 + Penalty 3422.653817 = -3995812.343071 nChanged 475 SP:Iteration 15Q (4279.748353 sec): 3 clusters Score: Raw -3999358.371756 + Penalty 3422.653817 = -3995935.717939 nChanged 472 SP:Iteration 16Q (4279.850698 sec): 3 clusters Score: Raw -3999477.292582 + Penalty 3422.653817 = -3996054.638765 nChanged 470 SP:Iteration 17Q (4279.965027 sec): 3 clusters Score: Raw -3999597.248381 + Penalty 3422.653817 = -3996174.594564 nChanged 443 SP:Iteration 18Q (4280.080817 sec): 3 clusters Score: Raw -3999711.698986 + Penalty 3422.653817 = -3996289.045169 nChanged 455 SP:Iteration 19Q (4280.194089 sec): 3 clusters Score: Raw -3999833.815856 + Penalty 3422.653817 = -3996411.162039 nChanged 426 SP:Iteration 20F (4280.306106 sec): 3 clusters Score: Raw -3999936.535078 + Penalty 3422.653817 = -3996513.881261 nChanged 432 SP:Iteration 21Q (4280.421108 sec): 3 clusters Score: Raw -4000031.560618 + Penalty 3422.653817 = -3996608.906801 nChanged 406 SP:Iteration 22Q (4280.525891 sec): 3 clusters Score: Raw -4000116.040376 + Penalty 3422.653817 = -3996693.386559 nChanged 348 SP:Iteration 23Q (4280.640085 sec): 3 clusters Score: Raw -4000185.440275 + Penalty 3422.653817 = -3996762.786458 nChanged 353 SP:Iteration 24Q (4280.734262 sec): 3 clusters Score: Raw -4000254.357623 + Penalty 3422.653817 = -3996831.703806 nChanged 338 SP:Iteration 25Q (4280.840975 sec): 3 clusters Score: Raw -4000322.191190 + Penalty 3422.653817 = -3996899.537373 nChanged 350 SP:Iteration 26Q (4280.937775 sec): 3 clusters Score: Raw -4000391.978377 + Penalty 3422.653817 = -3996969.324560 nChanged 321 SP:Iteration 27Q (4281.040980 sec): 3 clusters Score: Raw -4000450.202548 + Penalty 3422.653817 = -3997027.548731 nChanged 273 SP:Iteration 28Q (4281.149566 sec): 3 clusters Score: Raw -4000494.542252 + Penalty 3422.653817 = -3997071.888435 nChanged 241 SP:Iteration 29Q (4281.249471 sec): 3 clusters Score: Raw -4000531.268694 + Penalty 3422.653817 = -3997108.614877 nChanged 231 SP:Iteration 30Q (4281.365829 sec): 3 clusters Score: Raw -4000562.907083 + Penalty 3422.653817 = -3997140.253266 nChanged 200 SP:Iteration 31Q (4281.477326 sec): 3 clusters Score: Raw -4000587.033927 + Penalty 3422.653817 = -3997164.380110 nChanged 181 SP:Iteration 32Q (4281.583608 sec): 3 clusters Score: Raw -4000605.717527 + Penalty 3422.653817 = -3997183.063710 nChanged 178 SP:Iteration 33Q (4281.692092 sec): 3 clusters Score: Raw -4000624.199660 + Penalty 3422.653817 = -3997201.545843 nChanged 165 SP:Iteration 34Q (4281.766511 sec): 3 clusters Score: Raw -4000642.805280 + Penalty 3422.653817 = -3997220.151463 nChanged 174 SP:Iteration 35Q (4281.833971 sec): 3 clusters Score: Raw -4000661.080187 + Penalty 3422.653817 = -3997238.426370 nChanged 145 SP:Iteration 36Q (4281.941369 sec): 3 clusters Score: Raw -4000675.760593 + Penalty 3422.653817 = -3997253.106776 nChanged 132 SP:Iteration 37Q (4282.045197 sec): 3 clusters Score: Raw -4000687.654976 + Penalty 3422.653817 = -3997265.001159 nChanged 124 SP:Iteration 38Q (4282.167150 sec): 3 clusters Score: Raw -4000696.930186 + Penalty 3422.653817 = -3997274.276369 nChanged 106 SP:Iteration 39Q (4282.277674 sec): 3 clusters Score: Raw -4000704.775368 + Penalty 3422.653817 = -3997282.121551 nChanged 103 SP:Iteration 40F (4282.377194 sec): 3 clusters Score: Raw -4000713.136362 + Penalty 3422.653817 = -3997290.482545 nChanged 109 SP:Iteration 41Q (4282.494065 sec): 3 clusters Score: Raw -4000722.018402 + Penalty 3422.653817 = -3997299.364585 nChanged 104 SP:Iteration 42Q (4282.600394 sec): 3 clusters Score: Raw -4000730.018526 + Penalty 3422.653817 = -3997307.364709 nChanged 111 SP:Iteration 43Q (4282.703118 sec): 3 clusters Score: Raw -4000738.322862 + Penalty 3422.653817 = -3997315.669045 nChanged 103 SP:Iteration 44Q (4282.811852 sec): 3 clusters Score: Raw -4000746.768883 + Penalty 3422.653817 = -3997324.115066 nChanged 116 SP:Iteration 45Q (4282.922764 sec): 3 clusters Score: Raw -4000755.672682 + Penalty 3422.653817 = -3997333.018865 nChanged 110 SP:Iteration 46Q (4283.027718 sec): 3 clusters Score: Raw -4000763.819413 + Penalty 3422.653817 = -3997341.165596 nChanged 110 SP:Iteration 47Q (4283.139314 sec): 3 clusters Score: Raw -4000772.164816 + Penalty 3422.653817 = -3997349.510999 nChanged 112 SP:Iteration 48Q (4283.245446 sec): 3 clusters Score: Raw -4000780.066786 + Penalty 3422.653817 = -3997357.412968 nChanged 98 SP:Iteration 49Q (4283.360273 sec): 3 clusters Score: Raw -4000786.595257 + Penalty 3422.653817 = -3997363.941439 nChanged 100 SP:Iteration 50Q (4283.464834 sec): 3 clusters Score: Raw -4000793.640735 + Penalty 3422.653817 = -3997370.986918 nChanged 106 SP:Iteration 51Q (4283.576503 sec): 3 clusters Score: Raw -4000803.281198 + Penalty 3422.653817 = -3997380.627381 nChanged 119 SP:Iteration 52Q (4283.684628 sec): 3 clusters Score: Raw -4000813.455256 + Penalty 3422.653817 = -3997390.801438 nChanged 131 SP:Iteration 53Q (4283.800611 sec): 3 clusters Score: Raw -4000824.750354 + Penalty 3422.653817 = -3997402.096537 nChanged 126 SP:Iteration 54Q (4283.905390 sec): 3 clusters Score: Raw -4000835.979599 + Penalty 3422.653817 = -3997413.325782 nChanged 147 SP:Iteration 55Q (4284.013779 sec): 3 clusters Score: Raw -4000850.073715 + Penalty 3422.653817 = -3997427.419897 nChanged 151 SP:Iteration 56Q (4284.127251 sec): 3 clusters Score: Raw -4000863.202967 + Penalty 3422.653817 = -3997440.549150 nChanged 142 SP:Iteration 57Q (4284.229029 sec): 3 clusters Score: Raw -4000875.757012 + Penalty 3422.653817 = -3997453.103195 nChanged 127 SP:Iteration 58Q (4284.323073 sec): 3 clusters Score: Raw -4000887.789000 + Penalty 3422.653817 = -3997465.135183 nChanged 123 SP:Iteration 59Q (4284.412704 sec): 3 clusters Score: Raw -4000898.775027 + Penalty 3422.653817 = -3997476.121209 nChanged 136 SP:Iteration 60F (4284.509509 sec): 3 clusters Score: Raw -4000911.768667 + Penalty 3422.653817 = -3997489.114850 nChanged 155 SP:Iteration 61Q (4284.619815 sec): 3 clusters Score: Raw -4000929.176403 + Penalty 3422.653817 = -3997506.522586 nChanged 163 SP:Iteration 62Q (4284.727639 sec): 3 clusters Score: Raw -4000946.224878 + Penalty 3422.653817 = -3997523.571061 nChanged 178 SP:Iteration 63Q (4284.824405 sec): 3 clusters Score: Raw -4000966.306463 + Penalty 3422.653817 = -3997543.652646 nChanged 183 SP:Iteration 64Q (4284.916211 sec): 3 clusters Score: Raw -4000989.090960 + Penalty 3422.653817 = -3997566.437143 nChanged 190 SP:Iteration 65Q (4285.022320 sec): 3 clusters Score: Raw -4001014.858118 + Penalty 3422.653817 = -3997592.204301 nChanged 191 SP:Iteration 66Q (4285.122604 sec): 3 clusters Score: Raw -4001041.953896 + Penalty 3422.653817 = -3997619.300079 nChanged 220 SP:Iteration 67Q (4285.230257 sec): 3 clusters Score: Raw -4001074.760502 + Penalty 3422.653817 = -3997652.106685 nChanged 232 SP:Iteration 68Q (4285.342599 sec): 3 clusters Score: Raw -4001110.819227 + Penalty 3422.653817 = -3997688.165410 nChanged 243 SP:Iteration 69Q (4285.440795 sec): 3 clusters Score: Raw -4001150.495626 + Penalty 3422.653817 = -3997727.841809 nChanged 266 SP:Iteration 70Q (4285.509525 sec): 3 clusters Score: Raw -4001194.695037 + Penalty 3422.653817 = -3997772.041219 nChanged 254 SP:Iteration 71Q (4285.577123 sec): 3 clusters Score: Raw -4001237.927959 + Penalty 3422.653817 = -3997815.274142 nChanged 258 SP:Iteration 72Q (4285.645053 sec): 3 clusters Score: Raw -4001282.347223 + Penalty 3422.653817 = -3997859.693405 nChanged 274 SP:Iteration 73Q (4285.712957 sec): 3 clusters Score: Raw -4001329.725831 + Penalty 3422.653817 = -3997907.072014 nChanged 291 SP:Iteration 74Q (4285.814270 sec): 3 clusters Score: Raw -4001380.259344 + Penalty 3422.653817 = -3997957.605527 nChanged 284 SP:Iteration 75Q (4285.906504 sec): 3 clusters Score: Raw -4001427.710239 + Penalty 3422.653817 = -3998005.056422 nChanged 276 SP:Iteration 76Q (4286.009325 sec): 3 clusters Score: Raw -4001475.127555 + Penalty 3422.653817 = -3998052.473738 nChanged 273 SP:Iteration 77Q (4286.094372 sec): 3 clusters Score: Raw -4001523.278204 + Penalty 3422.653817 = -3998100.624387 nChanged 275 SP:Iteration 78Q (4286.201940 sec): 3 clusters Score: Raw -4001574.036842 + Penalty 3422.653817 = -3998151.383024 nChanged 293 SP:Iteration 79Q (4286.296789 sec): 3 clusters Score: Raw -4001636.943345 + Penalty 3422.653817 = -3998214.289528 nChanged 320 SP:Iteration 80F (4286.401811 sec): 3 clusters Score: Raw -4001705.600753 + Penalty 3422.653817 = -3998282.946935 nChanged 339 SP:Iteration 81Q (4286.499363 sec): 3 clusters Score: Raw -4001788.214002 + Penalty 3422.653817 = -3998365.560185 nChanged 392 SP:Iteration 82Q (4286.591791 sec): 3 clusters Score: Raw -4001891.176242 + Penalty 3422.653817 = -3998468.522425 nChanged 382 SP:Iteration 83Q (4286.690907 sec): 3 clusters Score: Raw -4001998.944398 + Penalty 3422.653817 = -3998576.290581 nChanged 387 SP:Iteration 84Q (4286.758788 sec): 3 clusters Score: Raw -4002111.391145 + Penalty 3422.653817 = -3998688.737328 nChanged 381 SP:Iteration 85Q (4286.857868 sec): 3 clusters Score: Raw -4002228.436925 + Penalty 3422.653817 = -3998805.783108 nChanged 395 SP:Iteration 86Q (4286.944192 sec): 3 clusters Score: Raw -4002352.123073 + Penalty 3422.653817 = -3998929.469256 nChanged 363 SP:Iteration 87Q (4287.045478 sec): 3 clusters Score: Raw -4002467.097547 + Penalty 3422.653817 = -3999044.443730 nChanged 360 SP:Iteration 88Q (4287.140915 sec): 3 clusters Score: Raw -4002579.606999 + Penalty 3422.653817 = -3999156.953182 nChanged 330 SP:Iteration 89Q (4287.232015 sec): 3 clusters Score: Raw -4002680.857073 + Penalty 3422.653817 = -3999258.203256 nChanged 308 SP:Iteration 90Q (4287.330830 sec): 3 clusters Score: Raw -4002775.460870 + Penalty 3422.653817 = -3999352.807053 nChanged 298 SP:Iteration 91Q (4287.423418 sec): 3 clusters Score: Raw -4002868.149399 + Penalty 3422.653817 = -3999445.495582 nChanged 282 SP:Iteration 92Q (4287.523265 sec): 3 clusters Score: Raw -4002958.213781 + Penalty 3422.653817 = -3999535.559964 nChanged 260 SP:Iteration 93Q (4287.608708 sec): 3 clusters Score: Raw -4003042.069471 + Penalty 3422.653817 = -3999619.415654 nChanged 230 SP:Iteration 94Q (4287.705364 sec): 3 clusters Score: Raw -4003119.115566 + Penalty 3422.653817 = -3999696.461749 nChanged 209 SP:Iteration 95Q (4287.796777 sec): 3 clusters Score: Raw -4003190.655806 + Penalty 3422.653817 = -3999768.001989 nChanged 165 SP:Iteration 96Q (4287.889403 sec): 3 clusters Score: Raw -4003243.258496 + Penalty 3422.653817 = -3999820.604679 nChanged 158 SP:Iteration 97Q (4287.971371 sec): 3 clusters Score: Raw -4003290.929754 + Penalty 3422.653817 = -3999868.275937 nChanged 151 SP:Iteration 98Q (4288.067758 sec): 3 clusters Score: Raw -4003332.985244 + Penalty 3422.653817 = -3999910.331427 nChanged 133 SP:Iteration 99Q (4288.174645 sec): 3 clusters Score: Raw -4003372.558254 + Penalty 3422.653817 = -3999949.904437 nChanged 135 SP:Iteration 100F (4288.277136 sec): 3 clusters Score: Raw -4003415.529806 + Penalty 3422.653817 = -3999992.875989 nChanged 129 SP:Iteration 101Q (4288.366031 sec): 3 clusters Score: Raw -4003457.612121 + Penalty 3422.653817 = -4000034.958304 nChanged 108 SP:Iteration 102Q (4288.455187 sec): 3 clusters Score: Raw -4003490.829957 + Penalty 3422.653817 = -4000068.176140 nChanged 86 SP:Iteration 103Q (4288.529521 sec): 3 clusters Score: Raw -4003514.768390 + Penalty 3422.653817 = -4000092.114573 nChanged 65 SP:Iteration 104Q (4288.611713 sec): 3 clusters Score: Raw -4003531.339916 + Penalty 3422.653817 = -4000108.686099 nChanged 56 SP:Iteration 105Q (4288.703177 sec): 3 clusters Score: Raw -4003545.801430 + Penalty 3422.653817 = -4000123.147613 nChanged 47 SP:Iteration 106Q (4288.804637 sec): 3 clusters Score: Raw -4003558.335637 + Penalty 3422.653817 = -4000135.681820 nChanged 42 SP:Iteration 107Q (4288.893559 sec): 3 clusters Score: Raw -4003569.923168 + Penalty 3422.653817 = -4000147.269351 nChanged 40 SP:Iteration 108Q (4288.979390 sec): 3 clusters Score: Raw -4003580.096368 + Penalty 3422.653817 = -4000157.442550 nChanged 35 SP:Iteration 109Q (4289.040487 sec): 3 clusters Score: Raw -4003588.797766 + Penalty 3422.653817 = -4000166.143948 nChanged 28 SP:Iteration 110Q (4289.102375 sec): 3 clusters Score: Raw -4003595.934067 + Penalty 3422.653817 = -4000173.280250 nChanged 31 SP:Iteration 111Q (4289.163258 sec): 3 clusters Score: Raw -4003603.259993 + Penalty 3422.653817 = -4000180.606176 nChanged 17 SP:Iteration 112Q (4289.224130 sec): 3 clusters Score: Raw -4003607.333233 + Penalty 3422.653817 = -4000184.679416 nChanged 19 SP:Iteration 113Q (4289.285527 sec): 3 clusters Score: Raw -4003612.514015 + Penalty 3422.653817 = -4000189.860198 nChanged 24 SP:Iteration 114Q (4289.347020 sec): 3 clusters Score: Raw -4003618.127542 + Penalty 3422.653817 = -4000195.473724 nChanged 19 SP:Iteration 115Q (4289.425309 sec): 3 clusters Score: Raw -4003623.796541 + Penalty 3422.653817 = -4000201.142724 nChanged 12 SP:Iteration 116Q (4289.481226 sec): 3 clusters Score: Raw -4003627.286944 + Penalty 3422.653817 = -4000204.633127 nChanged 16 SP:Iteration 117Q (4289.542044 sec): 3 clusters Score: Raw -4003632.031956 + Penalty 3422.653817 = -4000209.378139 nChanged 16 SP:Iteration 118Q (4289.602733 sec): 3 clusters Score: Raw -4003636.059281 + Penalty 3422.653817 = -4000213.405464 nChanged 18 SP:Iteration 119Q (4289.663577 sec): 3 clusters Score: Raw -4003639.518254 + Penalty 3422.653817 = -4000216.864437 nChanged 13 SP:Iteration 120F (4289.735877 sec): 3 clusters Score: Raw -4003642.210022 + Penalty 3422.653817 = -4000219.556204 nChanged 10 SP:Iteration 121Q (4289.795638 sec): 3 clusters Score: Raw -4003644.508472 + Penalty 3422.653817 = -4000221.854655 nChanged 10 SP:Iteration 122Q (4289.854912 sec): 3 clusters Score: Raw -4003647.086633 + Penalty 3422.653817 = -4000224.432816 nChanged 8 SP:Iteration 123Q (4289.945008 sec): 3 clusters Score: Raw -4003649.093946 + Penalty 3422.653817 = -4000226.440129 nChanged 9 SP:Iteration 124Q (4290.051829 sec): 3 clusters Score: Raw -4003650.849834 + Penalty 3422.653817 = -4000228.196017 nChanged 8 SP:Iteration 125Q (4290.146734 sec): 3 clusters Score: Raw -4003652.053523 + Penalty 3422.653817 = -4000229.399706 nChanged 1 SP:Iteration 126Q (4290.221541 sec): 3 clusters Score: Raw -4003652.207043 + Penalty 3422.653817 = -4000229.553225 nChanged 2 SP:Iteration 127Q (4290.313260 sec): 3 clusters Score: Raw -4003652.479164 + Penalty 3422.653817 = -4000229.825347 nChanged 2 SP:Iteration 128Q (4290.408097 sec): 3 clusters Score: Raw -4003652.655641 + Penalty 3422.653817 = -4000230.001824 nChanged 0 SP:Iteration 129F (4290.503568 sec): 3 clusters Score: Raw -4003652.655641 + Penalty 3422.653817 = -4000230.001824 nChanged 0 Trying to split cluster 6 (75071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4290.645437 sec): 2 clusters Score: Raw -8308597.730697 + Penalty 1824.255812 = -8306773.474885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.803747 sec): 3 clusters Score: Raw -8260211.479240 + Penalty 3648.511624 = -8256562.967616 nChanged 35533 SP:Iteration 1F (4290.991827 sec): 3 clusters Score: Raw -8280921.258249 + Penalty 3648.511624 = -8277272.746625 nChanged 2723 SP:Iteration 2Q (4291.160095 sec): 3 clusters Score: Raw -8281644.862116 + Penalty 3648.511624 = -8277996.350492 nChanged 2757 SP:Iteration 3Q (4291.323703 sec): 3 clusters Score: Raw -8282508.183301 + Penalty 3648.511624 = -8278859.671677 nChanged 2875 SP:Iteration 4Q (4291.494286 sec): 3 clusters Score: Raw -8283595.813747 + Penalty 3648.511624 = -8279947.302123 nChanged 3155 SP:Iteration 5Q (4291.658943 sec): 3 clusters Score: Raw -8284963.490274 + Penalty 3648.511624 = -8281314.978650 nChanged 3567 SP:Iteration 6Q (4291.848569 sec): 3 clusters Score: Raw -8286795.657724 + Penalty 3648.511624 = -8283147.146100 nChanged 3802 SP:Iteration 7F (4292.006942 sec): 3 clusters Score: Raw -8289103.591024 + Penalty 3648.511624 = -8285455.079400 nChanged 4048 SP:Iteration 8F (4292.160354 sec): 3 clusters Score: Raw -8291565.261311 + Penalty 3648.511624 = -8287916.749687 nChanged 3834 SP:Iteration 9F (4292.324361 sec): 3 clusters Score: Raw -8293879.299632 + Penalty 3648.511624 = -8290230.788008 nChanged 3540 SP:Iteration 10Q (4292.495767 sec): 3 clusters Score: Raw -8295855.107911 + Penalty 3648.511624 = -8292206.596287 nChanged 3020 SP:Iteration 11Q (4292.649185 sec): 3 clusters Score: Raw -8297303.053202 + Penalty 3648.511624 = -8293654.541578 nChanged 2462 SP:Iteration 12Q (4292.812097 sec): 3 clusters Score: Raw -8298383.353660 + Penalty 3648.511624 = -8294734.842037 nChanged 2042 SP:Iteration 13Q (4292.970321 sec): 3 clusters Score: Raw -8299252.901722 + Penalty 3648.511624 = -8295604.390098 nChanged 1816 SP:Iteration 14Q (4293.093755 sec): 3 clusters Score: Raw -8300081.885107 + Penalty 3648.511624 = -8296433.373483 nChanged 1820 SP:Iteration 15Q (4293.218286 sec): 3 clusters Score: Raw -8300975.416929 + Penalty 3648.511624 = -8297326.905305 nChanged 1800 SP:Iteration 16Q (4293.340556 sec): 3 clusters Score: Raw -8301944.342671 + Penalty 3648.511624 = -8298295.831047 nChanged 1790 SP:Iteration 17Q (4293.461600 sec): 3 clusters Score: Raw -8302981.787319 + Penalty 3648.511624 = -8299333.275695 nChanged 1739 SP:Iteration 18Q (4293.609762 sec): 3 clusters Score: Raw -8304074.915656 + Penalty 3648.511624 = -8300426.404032 nChanged 1604 SP:Iteration 19Q (4293.766429 sec): 3 clusters Score: Raw -8305139.294086 + Penalty 3648.511624 = -8301490.782462 nChanged 1439 SP:Iteration 20F (4293.930870 sec): 3 clusters Score: Raw -8306156.489234 + Penalty 3648.511624 = -8302507.977611 nChanged 1186 SP:Iteration 21Q (4294.071273 sec): 3 clusters Score: Raw -8307038.493904 + Penalty 3648.511624 = -8303389.982280 nChanged 895 SP:Iteration 22Q (4294.214059 sec): 3 clusters Score: Raw -8307685.827371 + Penalty 3648.511624 = -8304037.315747 nChanged 620 SP:Iteration 23Q (4294.336332 sec): 3 clusters Score: Raw -8308097.909875 + Penalty 3648.511624 = -8304449.398251 nChanged 413 SP:Iteration 24Q (4294.465226 sec): 3 clusters Score: Raw -8308363.398225 + Penalty 3648.511624 = -8304714.886602 nChanged 298 SP:Iteration 25Q (4294.615147 sec): 3 clusters Score: Raw -8308546.087648 + Penalty 3648.511624 = -8304897.576025 nChanged 199 SP:Iteration 26Q (4294.757851 sec): 3 clusters Score: Raw -8308655.126544 + Penalty 3648.511624 = -8305006.614920 nChanged 138 SP:Iteration 27Q (4294.911408 sec): 3 clusters Score: Raw -8308743.969673 + Penalty 3648.511624 = -8305095.458049 nChanged 111 SP:Iteration 28Q (4295.059262 sec): 3 clusters Score: Raw -8308807.602403 + Penalty 3648.511624 = -8305159.090779 nChanged 76 SP:Iteration 29Q (4295.192706 sec): 3 clusters Score: Raw -8308848.254558 + Penalty 3648.511624 = -8305199.742934 nChanged 55 SP:Iteration 30Q (4295.317692 sec): 3 clusters Score: Raw -8308876.541704 + Penalty 3648.511624 = -8305228.030080 nChanged 39 SP:Iteration 31Q (4295.456719 sec): 3 clusters Score: Raw -8308897.985632 + Penalty 3648.511624 = -8305249.474009 nChanged 36 SP:Iteration 32Q (4295.592683 sec): 3 clusters Score: Raw -8308911.807595 + Penalty 3648.511624 = -8305263.295972 nChanged 17 SP:Iteration 33Q (4295.737476 sec): 3 clusters Score: Raw -8308919.345330 + Penalty 3648.511624 = -8305270.833706 nChanged 16 SP:Iteration 34Q (4295.878512 sec): 3 clusters Score: Raw -8308925.500646 + Penalty 3648.511624 = -8305276.989022 nChanged 10 SP:Iteration 35Q (4296.019138 sec): 3 clusters Score: Raw -8308930.966970 + Penalty 3648.511624 = -8305282.455346 nChanged 16 SP:Iteration 36Q (4296.142937 sec): 3 clusters Score: Raw -8308937.629665 + Penalty 3648.511624 = -8305289.118041 nChanged 12 SP:Iteration 37Q (4296.281548 sec): 3 clusters Score: Raw -8308943.076900 + Penalty 3648.511624 = -8305294.565277 nChanged 9 SP:Iteration 38Q (4296.420989 sec): 3 clusters Score: Raw -8308947.316264 + Penalty 3648.511624 = -8305298.804640 nChanged 9 SP:Iteration 39Q (4296.559987 sec): 3 clusters Score: Raw -8308951.367039 + Penalty 3648.511624 = -8305302.855415 nChanged 6 SP:Iteration 40F (4296.720654 sec): 3 clusters Score: Raw -8308953.105504 + Penalty 3648.511624 = -8305304.593880 nChanged 3 SP:Iteration 41Q (4296.859656 sec): 3 clusters Score: Raw -8308954.558514 + Penalty 3648.511624 = -8305306.046891 nChanged 7 SP:Iteration 42Q (4297.001721 sec): 3 clusters Score: Raw -8308957.652341 + Penalty 3648.511624 = -8305309.140718 nChanged 5 SP:Iteration 43Q (4297.132945 sec): 3 clusters Score: Raw -8308959.122859 + Penalty 3648.511624 = -8305310.611235 nChanged 5 SP:Iteration 44Q (4297.265413 sec): 3 clusters Score: Raw -8308961.489497 + Penalty 3648.511624 = -8305312.977874 nChanged 6 SP:Iteration 45Q (4297.372863 sec): 3 clusters Score: Raw -8308964.590116 + Penalty 3648.511624 = -8305316.078493 nChanged 6 SP:Iteration 46Q (4297.483400 sec): 3 clusters Score: Raw -8308966.808446 + Penalty 3648.511624 = -8305318.296822 nChanged 4 SP:Iteration 47Q (4297.623641 sec): 3 clusters Score: Raw -8308969.066448 + Penalty 3648.511624 = -8305320.554824 nChanged 5 SP:Iteration 48Q (4297.755718 sec): 3 clusters Score: Raw -8308970.962357 + Penalty 3648.511624 = -8305322.450733 nChanged 4 SP:Iteration 49Q (4297.884621 sec): 3 clusters Score: Raw -8308972.750589 + Penalty 3648.511624 = -8305324.238965 nChanged 7 SP:Iteration 50Q (4297.984600 sec): 3 clusters Score: Raw -8308976.123864 + Penalty 3648.511624 = -8305327.612240 nChanged 5 SP:Iteration 51Q (4298.112124 sec): 3 clusters Score: Raw -8308977.982531 + Penalty 3648.511624 = -8305329.470908 nChanged 1 SP:Iteration 52Q (4298.253919 sec): 3 clusters Score: Raw -8308978.121858 + Penalty 3648.511624 = -8305329.610234 nChanged 0 SP:Iteration 53F (4298.417919 sec): 3 clusters Score: Raw -8308978.121858 + Penalty 3648.511624 = -8305329.610234 nChanged 0 Trying to split cluster 7 (13997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4298.461284 sec): 2 clusters Score: Raw -1602530.903433 + Penalty 1551.322224 = -1600979.581209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4298.525313 sec): 3 clusters Score: Raw -1594295.743313 + Penalty 3102.644447 = -1591193.098866 nChanged 6262 SP:Iteration 1F (4298.585477 sec): 3 clusters Score: Raw -1597602.687720 + Penalty 3102.644447 = -1594500.043272 nChanged 842 SP:Iteration 2F (4298.650472 sec): 3 clusters Score: Raw -1597970.582246 + Penalty 3102.644447 = -1594867.937799 nChanged 772 SP:Iteration 3F (4298.715994 sec): 3 clusters Score: Raw -1598347.399069 + Penalty 3102.644447 = -1595244.754621 nChanged 782 SP:Iteration 4F (4298.778782 sec): 3 clusters Score: Raw -1598791.825791 + Penalty 3102.644447 = -1595689.181344 nChanged 863 SP:Iteration 5F (4298.841779 sec): 3 clusters Score: Raw -1599362.177897 + Penalty 3102.644447 = -1596259.533449 nChanged 914 SP:Iteration 6F (4298.902248 sec): 3 clusters Score: Raw -1600032.531535 + Penalty 3102.644447 = -1596929.887088 nChanged 949 SP:Iteration 7F (4298.964174 sec): 3 clusters Score: Raw -1600733.700393 + Penalty 3102.644447 = -1597631.055946 nChanged 814 SP:Iteration 8F (4299.014516 sec): 3 clusters Score: Raw -1601260.031666 + Penalty 3102.644447 = -1598157.387218 nChanged 644 SP:Iteration 9Q (4299.079352 sec): 3 clusters Score: Raw -1601600.081079 + Penalty 3102.644447 = -1598497.436632 nChanged 475 SP:Iteration 10Q (4299.144167 sec): 3 clusters Score: Raw -1601767.694575 + Penalty 3102.644447 = -1598665.050127 nChanged 326 SP:Iteration 11Q (4299.211384 sec): 3 clusters Score: Raw -1601862.684044 + Penalty 3102.644447 = -1598760.039596 nChanged 205 SP:Iteration 12Q (4299.279589 sec): 3 clusters Score: Raw -1601910.525815 + Penalty 3102.644447 = -1598807.881367 nChanged 146 SP:Iteration 13Q (4299.344270 sec): 3 clusters Score: Raw -1601940.962885 + Penalty 3102.644447 = -1598838.318437 nChanged 122 SP:Iteration 14Q (4299.415420 sec): 3 clusters Score: Raw -1601967.071065 + Penalty 3102.644447 = -1598864.426618 nChanged 97 SP:Iteration 15Q (4299.474418 sec): 3 clusters Score: Raw -1601985.304503 + Penalty 3102.644447 = -1598882.660056 nChanged 91 SP:Iteration 16Q (4299.541130 sec): 3 clusters Score: Raw -1602003.161186 + Penalty 3102.644447 = -1598900.516739 nChanged 80 SP:Iteration 17Q (4299.612761 sec): 3 clusters Score: Raw -1602019.839420 + Penalty 3102.644447 = -1598917.194972 nChanged 83 SP:Iteration 18Q (4299.674508 sec): 3 clusters Score: Raw -1602035.063467 + Penalty 3102.644447 = -1598932.419020 nChanged 73 SP:Iteration 19Q (4299.730901 sec): 3 clusters Score: Raw -1602049.162446 + Penalty 3102.644447 = -1598946.517999 nChanged 57 SP:Iteration 20F (4299.789484 sec): 3 clusters Score: Raw -1602057.848599 + Penalty 3102.644447 = -1598955.204152 nChanged 55 SP:Iteration 21Q (4299.845903 sec): 3 clusters Score: Raw -1602066.685326 + Penalty 3102.644447 = -1598964.040879 nChanged 53 SP:Iteration 22Q (4299.921396 sec): 3 clusters Score: Raw -1602076.324287 + Penalty 3102.644447 = -1598973.679840 nChanged 44 SP:Iteration 23Q (4299.972818 sec): 3 clusters Score: Raw -1602083.586710 + Penalty 3102.644447 = -1598980.942263 nChanged 40 SP:Iteration 24Q (4300.034536 sec): 3 clusters Score: Raw -1602089.842508 + Penalty 3102.644447 = -1598987.198061 nChanged 35 SP:Iteration 25Q (4300.087702 sec): 3 clusters Score: Raw -1602094.409493 + Penalty 3102.644447 = -1598991.765046 nChanged 33 SP:Iteration 26Q (4300.130441 sec): 3 clusters Score: Raw -1602099.466474 + Penalty 3102.644447 = -1598996.822027 nChanged 29 SP:Iteration 27Q (4300.196710 sec): 3 clusters Score: Raw -1602104.247451 + Penalty 3102.644447 = -1599001.603004 nChanged 32 SP:Iteration 28Q (4300.272717 sec): 3 clusters Score: Raw -1602108.729177 + Penalty 3102.644447 = -1599006.084729 nChanged 31 SP:Iteration 29Q (4300.338065 sec): 3 clusters Score: Raw -1602113.272210 + Penalty 3102.644447 = -1599010.627762 nChanged 38 SP:Iteration 30Q (4300.398576 sec): 3 clusters Score: Raw -1602119.434004 + Penalty 3102.644447 = -1599016.789557 nChanged 41 SP:Iteration 31Q (4300.462844 sec): 3 clusters Score: Raw -1602126.553953 + Penalty 3102.644447 = -1599023.909506 nChanged 43 SP:Iteration 32Q (4300.530124 sec): 3 clusters Score: Raw -1602133.527632 + Penalty 3102.644447 = -1599030.883184 nChanged 41 SP:Iteration 33Q (4300.593674 sec): 3 clusters Score: Raw -1602139.470416 + Penalty 3102.644447 = -1599036.825969 nChanged 31 SP:Iteration 34Q (4300.661149 sec): 3 clusters Score: Raw -1602144.980003 + Penalty 3102.644447 = -1599042.335556 nChanged 34 SP:Iteration 35Q (4300.720732 sec): 3 clusters Score: Raw -1602151.322793 + Penalty 3102.644447 = -1599048.678346 nChanged 34 SP:Iteration 36Q (4300.783912 sec): 3 clusters Score: Raw -1602158.529837 + Penalty 3102.644447 = -1599055.885389 nChanged 52 SP:Iteration 37Q (4300.847877 sec): 3 clusters Score: Raw -1602169.506147 + Penalty 3102.644447 = -1599066.861700 nChanged 55 SP:Iteration 38Q (4300.924787 sec): 3 clusters Score: Raw -1602178.470752 + Penalty 3102.644447 = -1599075.826305 nChanged 44 SP:Iteration 39Q (4300.988905 sec): 3 clusters Score: Raw -1602187.260865 + Penalty 3102.644447 = -1599084.616417 nChanged 45 SP:Iteration 40F (4301.054724 sec): 3 clusters Score: Raw -1602196.857709 + Penalty 3102.644447 = -1599094.213262 nChanged 54 SP:Iteration 41Q (4301.117911 sec): 3 clusters Score: Raw -1602208.796301 + Penalty 3102.644447 = -1599106.151853 nChanged 66 SP:Iteration 42Q (4301.184333 sec): 3 clusters Score: Raw -1602222.785884 + Penalty 3102.644447 = -1599120.141436 nChanged 68 SP:Iteration 43Q (4301.250929 sec): 3 clusters Score: Raw -1602237.967645 + Penalty 3102.644447 = -1599135.323197 nChanged 72 SP:Iteration 44Q (4301.316951 sec): 3 clusters Score: Raw -1602255.743446 + Penalty 3102.644447 = -1599153.098998 nChanged 73 SP:Iteration 45Q (4301.383130 sec): 3 clusters Score: Raw -1602272.688437 + Penalty 3102.644447 = -1599170.043989 nChanged 73 SP:Iteration 46Q (4301.454178 sec): 3 clusters Score: Raw -1602289.090153 + Penalty 3102.644447 = -1599186.445705 nChanged 69 SP:Iteration 47Q (4301.515331 sec): 3 clusters Score: Raw -1602308.847644 + Penalty 3102.644447 = -1599206.203196 nChanged 84 SP:Iteration 48Q (4301.582398 sec): 3 clusters Score: Raw -1602332.105792 + Penalty 3102.644447 = -1599229.461345 nChanged 82 SP:Iteration 49Q (4301.648867 sec): 3 clusters Score: Raw -1602354.676730 + Penalty 3102.644447 = -1599252.032282 nChanged 91 SP:Iteration 50Q (4301.715201 sec): 3 clusters Score: Raw -1602383.425977 + Penalty 3102.644447 = -1599280.781529 nChanged 98 SP:Iteration 51Q (4301.777626 sec): 3 clusters Score: Raw -1602412.398611 + Penalty 3102.644447 = -1599309.754163 nChanged 99 SP:Iteration 52Q (4301.845461 sec): 3 clusters Score: Raw -1602442.936735 + Penalty 3102.644447 = -1599340.292287 nChanged 94 SP:Iteration 53Q (4301.916098 sec): 3 clusters Score: Raw -1602472.896186 + Penalty 3102.644447 = -1599370.251739 nChanged 94 SP:Iteration 54Q (4301.982495 sec): 3 clusters Score: Raw -1602501.013460 + Penalty 3102.644447 = -1599398.369013 nChanged 84 SP:Iteration 55Q (4302.050184 sec): 3 clusters Score: Raw -1602522.988495 + Penalty 3102.644447 = -1599420.344047 nChanged 78 SP:Iteration 56Q (4302.117698 sec): 3 clusters Score: Raw -1602543.919069 + Penalty 3102.644447 = -1599441.274622 nChanged 91 SP:Iteration 57Q (4302.191147 sec): 3 clusters Score: Raw -1602569.518546 + Penalty 3102.644447 = -1599466.874098 nChanged 89 SP:Iteration 58Q (4302.249400 sec): 3 clusters Score: Raw -1602594.858013 + Penalty 3102.644447 = -1599492.213566 nChanged 83 SP:Iteration 59Q (4302.329259 sec): 3 clusters Score: Raw -1602619.162473 + Penalty 3102.644447 = -1599516.518026 nChanged 80 SP:Iteration 60F (4302.395292 sec): 3 clusters Score: Raw -1602640.606043 + Penalty 3102.644447 = -1599537.961595 nChanged 68 SP:Iteration 61Q (4302.457630 sec): 3 clusters Score: Raw -1602659.457687 + Penalty 3102.644447 = -1599556.813239 nChanged 78 SP:Iteration 62Q (4302.520454 sec): 3 clusters Score: Raw -1602677.167677 + Penalty 3102.644447 = -1599574.523230 nChanged 50 SP:Iteration 63Q (4302.600982 sec): 3 clusters Score: Raw -1602687.717886 + Penalty 3102.644447 = -1599585.073439 nChanged 49 SP:Iteration 64Q (4302.668158 sec): 3 clusters Score: Raw -1602698.382523 + Penalty 3102.644447 = -1599595.738076 nChanged 30 SP:Iteration 65Q (4302.740572 sec): 3 clusters Score: Raw -1602702.932326 + Penalty 3102.644447 = -1599600.287879 nChanged 21 SP:Iteration 66Q (4302.802678 sec): 3 clusters Score: Raw -1602707.601929 + Penalty 3102.644447 = -1599604.957481 nChanged 35 SP:Iteration 67Q (4302.874069 sec): 3 clusters Score: Raw -1602714.257576 + Penalty 3102.644447 = -1599611.613129 nChanged 30 SP:Iteration 68Q (4302.937261 sec): 3 clusters Score: Raw -1602719.663807 + Penalty 3102.644447 = -1599617.019360 nChanged 26 SP:Iteration 69Q (4303.004275 sec): 3 clusters Score: Raw -1602725.210775 + Penalty 3102.644447 = -1599622.566328 nChanged 23 SP:Iteration 70Q (4303.075472 sec): 3 clusters Score: Raw -1602730.110925 + Penalty 3102.644447 = -1599627.466478 nChanged 26 SP:Iteration 71Q (4303.155534 sec): 3 clusters Score: Raw -1602734.488251 + Penalty 3102.644447 = -1599631.843803 nChanged 24 SP:Iteration 72Q (4303.177330 sec): 3 clusters Score: Raw -1602739.692701 + Penalty 3102.644447 = -1599637.048253 nChanged 26 SP:Iteration 73Q (4303.209950 sec): 3 clusters Score: Raw -1602745.549568 + Penalty 3102.644447 = -1599642.905120 nChanged 23 SP:Iteration 74Q (4303.242339 sec): 3 clusters Score: Raw -1602750.097626 + Penalty 3102.644447 = -1599647.453179 nChanged 20 SP:Iteration 75Q (4303.274684 sec): 3 clusters Score: Raw -1602753.272275 + Penalty 3102.644447 = -1599650.627827 nChanged 13 SP:Iteration 76Q (4303.306898 sec): 3 clusters Score: Raw -1602755.394011 + Penalty 3102.644447 = -1599652.749564 nChanged 10 SP:Iteration 77Q (4303.339256 sec): 3 clusters Score: Raw -1602757.272081 + Penalty 3102.644447 = -1599654.627634 nChanged 13 SP:Iteration 78Q (4303.371566 sec): 3 clusters Score: Raw -1602759.389437 + Penalty 3102.644447 = -1599656.744989 nChanged 8 SP:Iteration 79Q (4303.403791 sec): 3 clusters Score: Raw -1602760.333723 + Penalty 3102.644447 = -1599657.689276 nChanged 8 SP:Iteration 80F (4303.484957 sec): 3 clusters Score: Raw -1602761.736042 + Penalty 3102.644447 = -1599659.091595 nChanged 10 SP:Iteration 81Q (4303.546842 sec): 3 clusters Score: Raw -1602763.596516 + Penalty 3102.644447 = -1599660.952068 nChanged 16 SP:Iteration 82Q (4303.611238 sec): 3 clusters Score: Raw -1602766.122605 + Penalty 3102.644447 = -1599663.478157 nChanged 18 SP:Iteration 83Q (4303.678542 sec): 3 clusters Score: Raw -1602768.608767 + Penalty 3102.644447 = -1599665.964320 nChanged 15 SP:Iteration 84Q (4303.746221 sec): 3 clusters Score: Raw -1602771.028134 + Penalty 3102.644447 = -1599668.383687 nChanged 13 SP:Iteration 85Q (4303.815954 sec): 3 clusters Score: Raw -1602773.325320 + Penalty 3102.644447 = -1599670.680872 nChanged 12 SP:Iteration 86Q (4303.894870 sec): 3 clusters Score: Raw -1602775.291782 + Penalty 3102.644447 = -1599672.647335 nChanged 12 SP:Iteration 87Q (4303.954608 sec): 3 clusters Score: Raw -1602777.922444 + Penalty 3102.644447 = -1599675.277996 nChanged 16 SP:Iteration 88Q (4304.024427 sec): 3 clusters Score: Raw -1602780.544968 + Penalty 3102.644447 = -1599677.900520 nChanged 11 SP:Iteration 89Q (4304.092674 sec): 3 clusters Score: Raw -1602782.236085 + Penalty 3102.644447 = -1599679.591638 nChanged 10 SP:Iteration 90Q (4304.172592 sec): 3 clusters Score: Raw -1602783.577094 + Penalty 3102.644447 = -1599680.932647 nChanged 12 SP:Iteration 91Q (4304.243134 sec): 3 clusters Score: Raw -1602786.065250 + Penalty 3102.644447 = -1599683.420802 nChanged 12 SP:Iteration 92Q (4304.313521 sec): 3 clusters Score: Raw -1602788.371095 + Penalty 3102.644447 = -1599685.726647 nChanged 15 SP:Iteration 93Q (4304.373963 sec): 3 clusters Score: Raw -1602790.288555 + Penalty 3102.644447 = -1599687.644108 nChanged 9 SP:Iteration 94Q (4304.443108 sec): 3 clusters Score: Raw -1602791.401270 + Penalty 3102.644447 = -1599688.756823 nChanged 6 SP:Iteration 95Q (4304.512325 sec): 3 clusters Score: Raw -1602792.269370 + Penalty 3102.644447 = -1599689.624923 nChanged 7 SP:Iteration 96Q (4304.587849 sec): 3 clusters Score: Raw -1602793.339900 + Penalty 3102.644447 = -1599690.695453 nChanged 5 SP:Iteration 97Q (4304.670601 sec): 3 clusters Score: Raw -1602793.811952 + Penalty 3102.644447 = -1599691.167504 nChanged 3 SP:Iteration 98Q (4304.732085 sec): 3 clusters Score: Raw -1602794.017067 + Penalty 3102.644447 = -1599691.372620 nChanged 3 SP:Iteration 99Q (4304.800790 sec): 3 clusters Score: Raw -1602794.405685 + Penalty 3102.644447 = -1599691.761238 nChanged 3 SP:Iteration 100F (4304.871193 sec): 3 clusters Score: Raw -1602794.653535 + Penalty 3102.644447 = -1599692.009088 nChanged 0 Trying to split cluster 8 (17127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4304.920792 sec): 2 clusters Score: Raw -1943541.382834 + Penalty 1584.116860 = -1941957.265974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4304.998798 sec): 3 clusters Score: Raw -1933401.575805 + Penalty 3168.233720 = -1930233.342085 nChanged 7633 SP:Iteration 1F (4305.076477 sec): 3 clusters Score: Raw -1937753.988213 + Penalty 3168.233720 = -1934585.754493 nChanged 1137 SP:Iteration 2F (4305.144648 sec): 3 clusters Score: Raw -1938374.121816 + Penalty 3168.233720 = -1935205.888097 nChanged 1146 SP:Iteration 3F (4305.213932 sec): 3 clusters Score: Raw -1939111.754126 + Penalty 3168.233720 = -1935943.520407 nChanged 1218 SP:Iteration 4F (4305.300864 sec): 3 clusters Score: Raw -1939983.220967 + Penalty 3168.233720 = -1936814.987248 nChanged 1205 SP:Iteration 5F (4305.367768 sec): 3 clusters Score: Raw -1940881.595832 + Penalty 3168.233720 = -1937713.362112 nChanged 1111 SP:Iteration 6F (4305.454649 sec): 3 clusters Score: Raw -1941695.441441 + Penalty 3168.233720 = -1938527.207722 nChanged 908 SP:Iteration 7F (4305.532196 sec): 3 clusters Score: Raw -1942280.669105 + Penalty 3168.233720 = -1939112.435385 nChanged 715 SP:Iteration 8Q (4305.609917 sec): 3 clusters Score: Raw -1942650.465047 + Penalty 3168.233720 = -1939482.231327 nChanged 528 SP:Iteration 9Q (4305.688128 sec): 3 clusters Score: Raw -1942877.575416 + Penalty 3168.233720 = -1939709.341697 nChanged 385 SP:Iteration 10Q (4305.766733 sec): 3 clusters Score: Raw -1943010.474671 + Penalty 3168.233720 = -1939842.240952 nChanged 297 SP:Iteration 11Q (4305.844784 sec): 3 clusters Score: Raw -1943090.896300 + Penalty 3168.233720 = -1939922.662581 nChanged 227 SP:Iteration 12Q (4305.923106 sec): 3 clusters Score: Raw -1943147.045936 + Penalty 3168.233720 = -1939978.812217 nChanged 182 SP:Iteration 13Q (4306.000812 sec): 3 clusters Score: Raw -1943184.425049 + Penalty 3168.233720 = -1940016.191329 nChanged 129 SP:Iteration 14Q (4306.078894 sec): 3 clusters Score: Raw -1943209.076373 + Penalty 3168.233720 = -1940040.842654 nChanged 118 SP:Iteration 15Q (4306.154826 sec): 3 clusters Score: Raw -1943231.221602 + Penalty 3168.233720 = -1940062.987883 nChanged 120 SP:Iteration 16Q (4306.232550 sec): 3 clusters Score: Raw -1943250.997903 + Penalty 3168.233720 = -1940082.764184 nChanged 102 SP:Iteration 17Q (4306.309413 sec): 3 clusters Score: Raw -1943266.933324 + Penalty 3168.233720 = -1940098.699605 nChanged 81 SP:Iteration 18Q (4306.384474 sec): 3 clusters Score: Raw -1943279.570580 + Penalty 3168.233720 = -1940111.336861 nChanged 78 SP:Iteration 19Q (4306.463145 sec): 3 clusters Score: Raw -1943290.327763 + Penalty 3168.233720 = -1940122.094044 nChanged 65 SP:Iteration 20F (4306.529133 sec): 3 clusters Score: Raw -1943298.369229 + Penalty 3168.233720 = -1940130.135509 nChanged 68 SP:Iteration 21Q (4306.607650 sec): 3 clusters Score: Raw -1943307.842009 + Penalty 3168.233720 = -1940139.608289 nChanged 66 SP:Iteration 22Q (4306.692227 sec): 3 clusters Score: Raw -1943315.961057 + Penalty 3168.233720 = -1940147.727337 nChanged 55 SP:Iteration 23Q (4306.753782 sec): 3 clusters Score: Raw -1943321.747389 + Penalty 3168.233720 = -1940153.513670 nChanged 44 SP:Iteration 24Q (4306.825659 sec): 3 clusters Score: Raw -1943325.213944 + Penalty 3168.233720 = -1940156.980225 nChanged 36 SP:Iteration 25Q (4306.897576 sec): 3 clusters Score: Raw -1943327.372808 + Penalty 3168.233720 = -1940159.139088 nChanged 22 SP:Iteration 26Q (4306.978322 sec): 3 clusters Score: Raw -1943328.835974 + Penalty 3168.233720 = -1940160.602254 nChanged 20 SP:Iteration 27Q (4307.056608 sec): 3 clusters Score: Raw -1943330.329880 + Penalty 3168.233720 = -1940162.096160 nChanged 17 SP:Iteration 28Q (4307.117300 sec): 3 clusters Score: Raw -1943331.843268 + Penalty 3168.233720 = -1940163.609549 nChanged 20 SP:Iteration 29Q (4307.189148 sec): 3 clusters Score: Raw -1943333.196849 + Penalty 3168.233720 = -1940164.963129 nChanged 16 SP:Iteration 30Q (4307.262428 sec): 3 clusters Score: Raw -1943334.266322 + Penalty 3168.233720 = -1940166.032603 nChanged 19 SP:Iteration 31Q (4307.326068 sec): 3 clusters Score: Raw -1943335.577474 + Penalty 3168.233720 = -1940167.343754 nChanged 12 SP:Iteration 32Q (4307.398027 sec): 3 clusters Score: Raw -1943336.543617 + Penalty 3168.233720 = -1940168.309897 nChanged 15 SP:Iteration 33Q (4307.472641 sec): 3 clusters Score: Raw -1943337.734041 + Penalty 3168.233720 = -1940169.500321 nChanged 27 SP:Iteration 34Q (4307.534578 sec): 3 clusters Score: Raw -1943340.340107 + Penalty 3168.233720 = -1940172.106387 nChanged 31 SP:Iteration 35Q (4307.606877 sec): 3 clusters Score: Raw -1943343.677659 + Penalty 3168.233720 = -1940175.443940 nChanged 24 SP:Iteration 36Q (4307.684556 sec): 3 clusters Score: Raw -1943345.903149 + Penalty 3168.233720 = -1940177.669429 nChanged 24 SP:Iteration 37Q (4307.742426 sec): 3 clusters Score: Raw -1943347.802734 + Penalty 3168.233720 = -1940179.569014 nChanged 27 SP:Iteration 38Q (4307.785654 sec): 3 clusters Score: Raw -1943350.469877 + Penalty 3168.233720 = -1940182.236158 nChanged 35 SP:Iteration 39Q (4307.855542 sec): 3 clusters Score: Raw -1943354.185424 + Penalty 3168.233720 = -1940185.951705 nChanged 30 SP:Iteration 40F (4307.926644 sec): 3 clusters Score: Raw -1943358.215443 + Penalty 3168.233720 = -1940189.981723 nChanged 32 SP:Iteration 41Q (4307.996589 sec): 3 clusters Score: Raw -1943361.844148 + Penalty 3168.233720 = -1940193.610429 nChanged 25 SP:Iteration 42Q (4308.060834 sec): 3 clusters Score: Raw -1943364.738390 + Penalty 3168.233720 = -1940196.504671 nChanged 27 SP:Iteration 43Q (4308.111701 sec): 3 clusters Score: Raw -1943367.594142 + Penalty 3168.233720 = -1940199.360423 nChanged 28 SP:Iteration 44Q (4308.185241 sec): 3 clusters Score: Raw -1943371.100515 + Penalty 3168.233720 = -1940202.866795 nChanged 30 SP:Iteration 45Q (4308.228991 sec): 3 clusters Score: Raw -1943374.581096 + Penalty 3168.233720 = -1940206.347377 nChanged 35 SP:Iteration 46Q (4308.303302 sec): 3 clusters Score: Raw -1943379.146966 + Penalty 3168.233720 = -1940210.913246 nChanged 38 SP:Iteration 47Q (4308.373888 sec): 3 clusters Score: Raw -1943384.138105 + Penalty 3168.233720 = -1940215.904386 nChanged 38 SP:Iteration 48Q (4308.445114 sec): 3 clusters Score: Raw -1943388.748532 + Penalty 3168.233720 = -1940220.514812 nChanged 34 SP:Iteration 49Q (4308.502363 sec): 3 clusters Score: Raw -1943392.337468 + Penalty 3168.233720 = -1940224.103749 nChanged 35 SP:Iteration 50Q (4308.588902 sec): 3 clusters Score: Raw -1943396.139051 + Penalty 3168.233720 = -1940227.905331 nChanged 32 SP:Iteration 51Q (4308.656470 sec): 3 clusters Score: Raw -1943401.091892 + Penalty 3168.233720 = -1940232.858173 nChanged 48 SP:Iteration 52Q (4308.708449 sec): 3 clusters Score: Raw -1943408.416170 + Penalty 3168.233720 = -1940240.182450 nChanged 46 SP:Iteration 53Q (4308.773745 sec): 3 clusters Score: Raw -1943414.449584 + Penalty 3168.233720 = -1940246.215865 nChanged 50 SP:Iteration 54Q (4308.845651 sec): 3 clusters Score: Raw -1943420.955041 + Penalty 3168.233720 = -1940252.721322 nChanged 36 SP:Iteration 55Q (4308.913497 sec): 3 clusters Score: Raw -1943424.898274 + Penalty 3168.233720 = -1940256.664555 nChanged 36 SP:Iteration 56Q (4308.979826 sec): 3 clusters Score: Raw -1943429.604769 + Penalty 3168.233720 = -1940261.371049 nChanged 51 SP:Iteration 57Q (4309.056342 sec): 3 clusters Score: Raw -1943436.593749 + Penalty 3168.233720 = -1940268.360030 nChanged 47 SP:Iteration 58Q (4309.130864 sec): 3 clusters Score: Raw -1943442.462827 + Penalty 3168.233720 = -1940274.229107 nChanged 43 SP:Iteration 59Q (4309.183885 sec): 3 clusters Score: Raw -1943446.684039 + Penalty 3168.233720 = -1940278.450319 nChanged 38 SP:Iteration 60F (4309.264656 sec): 3 clusters Score: Raw -1943451.174144 + Penalty 3168.233720 = -1940282.940425 nChanged 43 SP:Iteration 61Q (4309.331598 sec): 3 clusters Score: Raw -1943457.260597 + Penalty 3168.233720 = -1940289.026877 nChanged 47 SP:Iteration 62Q (4309.388170 sec): 3 clusters Score: Raw -1943463.906467 + Penalty 3168.233720 = -1940295.672748 nChanged 53 SP:Iteration 63Q (4309.450761 sec): 3 clusters Score: Raw -1943471.150534 + Penalty 3168.233720 = -1940302.916815 nChanged 41 SP:Iteration 64Q (4309.518365 sec): 3 clusters Score: Raw -1943475.284051 + Penalty 3168.233720 = -1940307.050332 nChanged 38 SP:Iteration 65Q (4309.591918 sec): 3 clusters Score: Raw -1943479.818058 + Penalty 3168.233720 = -1940311.584339 nChanged 30 SP:Iteration 66Q (4309.666343 sec): 3 clusters Score: Raw -1943483.270197 + Penalty 3168.233720 = -1940315.036478 nChanged 34 SP:Iteration 67Q (4309.739922 sec): 3 clusters Score: Raw -1943486.395984 + Penalty 3168.233720 = -1940318.162264 nChanged 27 SP:Iteration 68Q (4309.806030 sec): 3 clusters Score: Raw -1943488.779600 + Penalty 3168.233720 = -1940320.545881 nChanged 24 SP:Iteration 69Q (4309.873050 sec): 3 clusters Score: Raw -1943491.801273 + Penalty 3168.233720 = -1940323.567554 nChanged 34 SP:Iteration 70Q (4309.942741 sec): 3 clusters Score: Raw -1943495.725376 + Penalty 3168.233720 = -1940327.491656 nChanged 30 SP:Iteration 71Q (4310.017775 sec): 3 clusters Score: Raw -1943499.556427 + Penalty 3168.233720 = -1940331.322708 nChanged 23 SP:Iteration 72Q (4310.094560 sec): 3 clusters Score: Raw -1943502.893431 + Penalty 3168.233720 = -1940334.659712 nChanged 29 SP:Iteration 73Q (4310.165952 sec): 3 clusters Score: Raw -1943506.535014 + Penalty 3168.233720 = -1940338.301295 nChanged 35 SP:Iteration 74Q (4310.230021 sec): 3 clusters Score: Raw -1943510.085386 + Penalty 3168.233720 = -1940341.851666 nChanged 28 SP:Iteration 75Q (4310.301132 sec): 3 clusters Score: Raw -1943513.021172 + Penalty 3168.233720 = -1940344.787453 nChanged 27 SP:Iteration 76Q (4310.374112 sec): 3 clusters Score: Raw -1943516.161820 + Penalty 3168.233720 = -1940347.928100 nChanged 23 SP:Iteration 77Q (4310.446189 sec): 3 clusters Score: Raw -1943519.366347 + Penalty 3168.233720 = -1940351.132627 nChanged 28 SP:Iteration 78Q (4310.521558 sec): 3 clusters Score: Raw -1943522.863128 + Penalty 3168.233720 = -1940354.629408 nChanged 25 SP:Iteration 79Q (4310.591184 sec): 3 clusters Score: Raw -1943525.397469 + Penalty 3168.233720 = -1940357.163750 nChanged 16 SP:Iteration 80F (4310.668332 sec): 3 clusters Score: Raw -1943526.797429 + Penalty 3168.233720 = -1940358.563710 nChanged 17 SP:Iteration 81Q (4310.732052 sec): 3 clusters Score: Raw -1943528.399001 + Penalty 3168.233720 = -1940360.165281 nChanged 13 SP:Iteration 82Q (4310.780045 sec): 3 clusters Score: Raw -1943529.240571 + Penalty 3168.233720 = -1940361.006851 nChanged 12 SP:Iteration 83Q (4310.852161 sec): 3 clusters Score: Raw -1943530.092348 + Penalty 3168.233720 = -1940361.858628 nChanged 15 SP:Iteration 84Q (4310.941770 sec): 3 clusters Score: Raw -1943531.026017 + Penalty 3168.233720 = -1940362.792297 nChanged 11 SP:Iteration 85Q (4311.026523 sec): 3 clusters Score: Raw -1943531.562397 + Penalty 3168.233720 = -1940363.328678 nChanged 9 SP:Iteration 86Q (4311.111818 sec): 3 clusters Score: Raw -1943532.104968 + Penalty 3168.233720 = -1940363.871248 nChanged 10 SP:Iteration 87Q (4311.193351 sec): 3 clusters Score: Raw -1943532.695852 + Penalty 3168.233720 = -1940364.462133 nChanged 9 SP:Iteration 88Q (4311.266755 sec): 3 clusters Score: Raw -1943533.259522 + Penalty 3168.233720 = -1940365.025803 nChanged 8 SP:Iteration 89Q (4311.335865 sec): 3 clusters Score: Raw -1943533.715525 + Penalty 3168.233720 = -1940365.481806 nChanged 10 SP:Iteration 90Q (4311.410693 sec): 3 clusters Score: Raw -1943534.441862 + Penalty 3168.233720 = -1940366.208143 nChanged 8 SP:Iteration 91Q (4311.473549 sec): 3 clusters Score: Raw -1943534.769953 + Penalty 3168.233720 = -1940366.536233 nChanged 6 SP:Iteration 92Q (4311.544820 sec): 3 clusters Score: Raw -1943535.112598 + Penalty 3168.233720 = -1940366.878879 nChanged 5 SP:Iteration 93Q (4311.609862 sec): 3 clusters Score: Raw -1943535.506791 + Penalty 3168.233720 = -1940367.273072 nChanged 8 SP:Iteration 94Q (4311.655412 sec): 3 clusters Score: Raw -1943536.278215 + Penalty 3168.233720 = -1940368.044495 nChanged 8 SP:Iteration 95Q (4311.734319 sec): 3 clusters Score: Raw -1943536.887767 + Penalty 3168.233720 = -1940368.654047 nChanged 7 SP:Iteration 96Q (4311.807266 sec): 3 clusters Score: Raw -1943537.222503 + Penalty 3168.233720 = -1940368.988784 nChanged 6 SP:Iteration 97Q (4311.878351 sec): 3 clusters Score: Raw -1943537.651348 + Penalty 3168.233720 = -1940369.417629 nChanged 5 SP:Iteration 98Q (4311.944442 sec): 3 clusters Score: Raw -1943537.984768 + Penalty 3168.233720 = -1940369.751049 nChanged 3 SP:Iteration 99Q (4312.028395 sec): 3 clusters Score: Raw -1943538.248773 + Penalty 3168.233720 = -1940370.015054 nChanged 4 SP:Iteration 100F (4312.088916 sec): 3 clusters Score: Raw -1943538.492187 + Penalty 3168.233720 = -1940370.258467 nChanged 5 SP:Iteration 101Q (4312.166368 sec): 3 clusters Score: Raw -1943539.296303 + Penalty 3168.233720 = -1940371.062583 nChanged 10 SP:Iteration 102Q (4312.236566 sec): 3 clusters Score: Raw -1943540.172426 + Penalty 3168.233720 = -1940371.938706 nChanged 6 SP:Iteration 103Q (4312.292286 sec): 3 clusters Score: Raw -1943540.833642 + Penalty 3168.233720 = -1940372.599922 nChanged 12 SP:Iteration 104Q (4312.365182 sec): 3 clusters Score: Raw -1943541.794215 + Penalty 3168.233720 = -1940373.560495 nChanged 11 SP:Iteration 105Q (4312.433221 sec): 3 clusters Score: Raw -1943542.870783 + Penalty 3168.233720 = -1940374.637064 nChanged 20 SP:Iteration 106Q (4312.508706 sec): 3 clusters Score: Raw -1943544.944358 + Penalty 3168.233720 = -1940376.710639 nChanged 21 SP:Iteration 107Q (4312.556114 sec): 3 clusters Score: Raw -1943546.978520 + Penalty 3168.233720 = -1940378.744800 nChanged 22 SP:Iteration 108Q (4312.637771 sec): 3 clusters Score: Raw -1943549.369663 + Penalty 3168.233720 = -1940381.135943 nChanged 24 SP:Iteration 109Q (4312.689380 sec): 3 clusters Score: Raw -1943551.178747 + Penalty 3168.233720 = -1940382.945027 nChanged 21 SP:Iteration 110Q (4312.751988 sec): 3 clusters Score: Raw -1943553.464759 + Penalty 3168.233720 = -1940385.231040 nChanged 11 SP:Iteration 111Q (4312.820887 sec): 3 clusters Score: Raw -1943554.480167 + Penalty 3168.233720 = -1940386.246447 nChanged 7 SP:Iteration 112Q (4312.887882 sec): 3 clusters Score: Raw -1943555.152749 + Penalty 3168.233720 = -1940386.919030 nChanged 4 SP:Iteration 113Q (4312.961837 sec): 3 clusters Score: Raw -1943555.499321 + Penalty 3168.233720 = -1940387.265602 nChanged 6 SP:Iteration 114Q (4312.994113 sec): 3 clusters Score: Raw -1943555.986932 + Penalty 3168.233720 = -1940387.753213 nChanged 11 SP:Iteration 115Q (4313.059155 sec): 3 clusters Score: Raw -1943556.814437 + Penalty 3168.233720 = -1940388.580718 nChanged 8 SP:Iteration 116Q (4313.123954 sec): 3 clusters Score: Raw -1943557.671491 + Penalty 3168.233720 = -1940389.437771 nChanged 10 SP:Iteration 117Q (4313.192697 sec): 3 clusters Score: Raw -1943558.560386 + Penalty 3168.233720 = -1940390.326666 nChanged 5 SP:Iteration 118Q (4313.262153 sec): 3 clusters Score: Raw -1943559.035465 + Penalty 3168.233720 = -1940390.801746 nChanged 6 SP:Iteration 119Q (4313.328337 sec): 3 clusters Score: Raw -1943559.724035 + Penalty 3168.233720 = -1940391.490316 nChanged 7 SP:Iteration 120F (4313.407186 sec): 3 clusters Score: Raw -1943560.272612 + Penalty 3168.233720 = -1940392.038892 nChanged 4 SP:Iteration 121Q (4313.466236 sec): 3 clusters Score: Raw -1943560.514999 + Penalty 3168.233720 = -1940392.281279 nChanged 3 SP:Iteration 122Q (4313.538669 sec): 3 clusters Score: Raw -1943560.618814 + Penalty 3168.233720 = -1940392.385095 nChanged 3 SP:Iteration 123Q (4313.599827 sec): 3 clusters Score: Raw -1943560.737235 + Penalty 3168.233720 = -1940392.503516 nChanged 1 SP:Iteration 124Q (4313.650125 sec): 3 clusters Score: Raw -1943560.811399 + Penalty 3168.233720 = -1940392.577679 nChanged 2 SP:Iteration 125Q (4313.729476 sec): 3 clusters Score: Raw -1943561.126524 + Penalty 3168.233720 = -1940392.892805 nChanged 5 SP:Iteration 126Q (4313.794140 sec): 3 clusters Score: Raw -1943561.582370 + Penalty 3168.233720 = -1940393.348650 nChanged 2 SP:Iteration 127Q (4313.863175 sec): 3 clusters Score: Raw -1943561.706575 + Penalty 3168.233720 = -1940393.472856 nChanged 3 SP:Iteration 128Q (4313.937059 sec): 3 clusters Score: Raw -1943561.811907 + Penalty 3168.233720 = -1940393.578188 nChanged 0 SP:Iteration 129F (4313.992759 sec): 3 clusters Score: Raw -1943561.811907 + Penalty 3168.233720 = -1940393.578188 nChanged 0 Trying to split cluster 9 (28425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4314.057638 sec): 2 clusters Score: Raw -3231506.927873 + Penalty 1666.441452 = -3229840.486421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4314.150239 sec): 3 clusters Score: Raw -3214005.993819 + Penalty 3332.882904 = -3210673.110916 nChanged 13068 SP:Iteration 1F (4314.233610 sec): 3 clusters Score: Raw -3221345.923680 + Penalty 3332.882904 = -3218013.040776 nChanged 1334 SP:Iteration 2Q (4314.321639 sec): 3 clusters Score: Raw -3221877.935362 + Penalty 3332.882904 = -3218545.052458 nChanged 1370 SP:Iteration 3Q (4314.416932 sec): 3 clusters Score: Raw -3222525.008583 + Penalty 3332.882904 = -3219192.125680 nChanged 1429 SP:Iteration 4F (4314.498462 sec): 3 clusters Score: Raw -3223397.264853 + Penalty 3332.882904 = -3220064.381949 nChanged 1602 SP:Iteration 5F (4314.585147 sec): 3 clusters Score: Raw -3224476.854338 + Penalty 3332.882904 = -3221143.971434 nChanged 1738 SP:Iteration 6F (4314.663046 sec): 3 clusters Score: Raw -3225671.763514 + Penalty 3332.882904 = -3222338.880610 nChanged 1729 SP:Iteration 7F (4314.749161 sec): 3 clusters Score: Raw -3226847.857511 + Penalty 3332.882904 = -3223514.974608 nChanged 1606 SP:Iteration 8F (4314.828442 sec): 3 clusters Score: Raw -3227950.846832 + Penalty 3332.882904 = -3224617.963928 nChanged 1370 SP:Iteration 9Q (4314.918602 sec): 3 clusters Score: Raw -3228822.919360 + Penalty 3332.882904 = -3225490.036457 nChanged 1088 SP:Iteration 10Q (4315.010350 sec): 3 clusters Score: Raw -3229396.210429 + Penalty 3332.882904 = -3226063.327526 nChanged 806 SP:Iteration 11Q (4315.103662 sec): 3 clusters Score: Raw -3229741.692630 + Penalty 3332.882904 = -3226408.809727 nChanged 562 SP:Iteration 12Q (4315.191482 sec): 3 clusters Score: Raw -3229952.183966 + Penalty 3332.882904 = -3226619.301063 nChanged 438 SP:Iteration 13Q (4315.271825 sec): 3 clusters Score: Raw -3230090.823604 + Penalty 3332.882904 = -3226757.940700 nChanged 354 SP:Iteration 14Q (4315.361991 sec): 3 clusters Score: Raw -3230184.634850 + Penalty 3332.882904 = -3226851.751947 nChanged 291 SP:Iteration 15Q (4315.456387 sec): 3 clusters Score: Raw -3230249.482513 + Penalty 3332.882904 = -3226916.599610 nChanged 234 SP:Iteration 16Q (4315.551574 sec): 3 clusters Score: Raw -3230302.467376 + Penalty 3332.882904 = -3226969.584473 nChanged 237 SP:Iteration 17Q (4315.636964 sec): 3 clusters Score: Raw -3230354.302903 + Penalty 3332.882904 = -3227021.419999 nChanged 215 SP:Iteration 18Q (4315.727883 sec): 3 clusters Score: Raw -3230404.253372 + Penalty 3332.882904 = -3227071.370469 nChanged 212 SP:Iteration 19Q (4315.813080 sec): 3 clusters Score: Raw -3230454.306678 + Penalty 3332.882904 = -3227121.423775 nChanged 204 SP:Iteration 20F (4315.906299 sec): 3 clusters Score: Raw -3230498.662434 + Penalty 3332.882904 = -3227165.779530 nChanged 171 SP:Iteration 21Q (4315.988171 sec): 3 clusters Score: Raw -3230535.811500 + Penalty 3332.882904 = -3227202.928596 nChanged 155 SP:Iteration 22Q (4316.051851 sec): 3 clusters Score: Raw -3230566.122021 + Penalty 3332.882904 = -3227233.239118 nChanged 152 SP:Iteration 23Q (4316.102319 sec): 3 clusters Score: Raw -3230596.429530 + Penalty 3332.882904 = -3227263.546626 nChanged 156 SP:Iteration 24Q (4316.191399 sec): 3 clusters Score: Raw -3230626.162096 + Penalty 3332.882904 = -3227293.279193 nChanged 144 SP:Iteration 25Q (4316.269830 sec): 3 clusters Score: Raw -3230650.821208 + Penalty 3332.882904 = -3227317.938305 nChanged 133 SP:Iteration 26Q (4316.356474 sec): 3 clusters Score: Raw -3230673.085215 + Penalty 3332.882904 = -3227340.202311 nChanged 134 SP:Iteration 27Q (4316.449120 sec): 3 clusters Score: Raw -3230695.373092 + Penalty 3332.882904 = -3227362.490189 nChanged 127 SP:Iteration 28Q (4316.532763 sec): 3 clusters Score: Raw -3230717.328163 + Penalty 3332.882904 = -3227384.445260 nChanged 124 SP:Iteration 29Q (4316.609251 sec): 3 clusters Score: Raw -3230739.394602 + Penalty 3332.882904 = -3227406.511698 nChanged 111 SP:Iteration 30Q (4316.699454 sec): 3 clusters Score: Raw -3230760.585183 + Penalty 3332.882904 = -3227427.702280 nChanged 123 SP:Iteration 31Q (4316.793511 sec): 3 clusters Score: Raw -3230785.178088 + Penalty 3332.882904 = -3227452.295184 nChanged 137 SP:Iteration 32Q (4316.868034 sec): 3 clusters Score: Raw -3230812.031550 + Penalty 3332.882904 = -3227479.148646 nChanged 143 SP:Iteration 33Q (4316.943628 sec): 3 clusters Score: Raw -3230840.604521 + Penalty 3332.882904 = -3227507.721618 nChanged 136 SP:Iteration 34Q (4316.996236 sec): 3 clusters Score: Raw -3230870.930642 + Penalty 3332.882904 = -3227538.047739 nChanged 152 SP:Iteration 35Q (4317.048752 sec): 3 clusters Score: Raw -3230907.681411 + Penalty 3332.882904 = -3227574.798508 nChanged 172 SP:Iteration 36Q (4317.101392 sec): 3 clusters Score: Raw -3230957.678897 + Penalty 3332.882904 = -3227624.795994 nChanged 159 SP:Iteration 37Q (4317.153671 sec): 3 clusters Score: Raw -3230999.418434 + Penalty 3332.882904 = -3227666.535530 nChanged 158 SP:Iteration 38Q (4317.206113 sec): 3 clusters Score: Raw -3231037.827647 + Penalty 3332.882904 = -3227704.944744 nChanged 132 SP:Iteration 39Q (4317.258096 sec): 3 clusters Score: Raw -3231069.975983 + Penalty 3332.882904 = -3227737.093079 nChanged 127 SP:Iteration 40F (4317.329290 sec): 3 clusters Score: Raw -3231104.956539 + Penalty 3332.882904 = -3227772.073635 nChanged 120 SP:Iteration 41Q (4317.380601 sec): 3 clusters Score: Raw -3231133.716500 + Penalty 3332.882904 = -3227800.833596 nChanged 121 SP:Iteration 42Q (4317.432482 sec): 3 clusters Score: Raw -3231168.540280 + Penalty 3332.882904 = -3227835.657376 nChanged 141 SP:Iteration 43Q (4317.484214 sec): 3 clusters Score: Raw -3231217.542151 + Penalty 3332.882904 = -3227884.659247 nChanged 124 SP:Iteration 44Q (4317.535476 sec): 3 clusters Score: Raw -3231251.918884 + Penalty 3332.882904 = -3227919.035981 nChanged 130 SP:Iteration 45Q (4317.586545 sec): 3 clusters Score: Raw -3231295.415814 + Penalty 3332.882904 = -3227962.532911 nChanged 134 SP:Iteration 46Q (4317.638140 sec): 3 clusters Score: Raw -3231340.657105 + Penalty 3332.882904 = -3228007.774201 nChanged 113 SP:Iteration 47Q (4317.689254 sec): 3 clusters Score: Raw -3231372.830675 + Penalty 3332.882904 = -3228039.947772 nChanged 103 SP:Iteration 48Q (4317.740285 sec): 3 clusters Score: Raw -3231403.353292 + Penalty 3332.882904 = -3228070.470388 nChanged 89 SP:Iteration 49Q (4317.791496 sec): 3 clusters Score: Raw -3231430.822020 + Penalty 3332.882904 = -3228097.939117 nChanged 101 SP:Iteration 50Q (4317.875847 sec): 3 clusters Score: Raw -3231467.300939 + Penalty 3332.882904 = -3228134.418036 nChanged 104 SP:Iteration 51Q (4317.970521 sec): 3 clusters Score: Raw -3231508.009302 + Penalty 3332.882904 = -3228175.126398 nChanged 106 SP:Iteration 52Q (4318.022644 sec): 3 clusters Score: Raw -3231545.516751 + Penalty 3332.882904 = -3228212.633848 nChanged 108 SP:Iteration 53Q (4318.072967 sec): 3 clusters Score: Raw -3231583.005461 + Penalty 3332.882904 = -3228250.122558 nChanged 97 SP:Iteration 54Q (4318.123639 sec): 3 clusters Score: Raw -3231620.474525 + Penalty 3332.882904 = -3228287.591621 nChanged 106 SP:Iteration 55Q (4318.174038 sec): 3 clusters Score: Raw -3231661.368120 + Penalty 3332.882904 = -3228328.485217 nChanged 95 SP:Iteration 56Q (4318.224577 sec): 3 clusters Score: Raw -3231702.924474 + Penalty 3332.882904 = -3228370.041571 nChanged 81 SP:Iteration 57Q (4318.274874 sec): 3 clusters Score: Raw -3231743.133703 + Penalty 3332.882904 = -3228410.250799 nChanged 89 SP:Iteration 58Q (4318.324524 sec): 3 clusters Score: Raw -3231793.551821 + Penalty 3332.882904 = -3228460.668918 nChanged 85 SP:Iteration 59Q (4318.375011 sec): 3 clusters Score: Raw -3231839.069864 + Penalty 3332.882904 = -3228506.186961 nChanged 77 SP:Iteration 60F (4318.432555 sec): 3 clusters Score: Raw -3231878.809398 + Penalty 3332.882904 = -3228545.926494 nChanged 67 SP:Iteration 61Q (4318.515281 sec): 3 clusters Score: Raw -3231908.750616 + Penalty 3332.882904 = -3228575.867713 nChanged 67 SP:Iteration 62Q (4318.571238 sec): 3 clusters Score: Raw -3231935.353179 + Penalty 3332.882904 = -3228602.470275 nChanged 49 SP:Iteration 63Q (4318.657934 sec): 3 clusters Score: Raw -3231955.398247 + Penalty 3332.882904 = -3228622.515344 nChanged 52 SP:Iteration 64Q (4318.730201 sec): 3 clusters Score: Raw -3231978.213925 + Penalty 3332.882904 = -3228645.331021 nChanged 57 SP:Iteration 65Q (4318.815111 sec): 3 clusters Score: Raw -3232000.758943 + Penalty 3332.882904 = -3228667.876040 nChanged 59 SP:Iteration 66Q (4318.887949 sec): 3 clusters Score: Raw -3232024.381511 + Penalty 3332.882904 = -3228691.498607 nChanged 54 SP:Iteration 67Q (4318.961583 sec): 3 clusters Score: Raw -3232044.494323 + Penalty 3332.882904 = -3228711.611420 nChanged 55 SP:Iteration 68Q (4319.044846 sec): 3 clusters Score: Raw -3232064.600988 + Penalty 3332.882904 = -3228731.718085 nChanged 44 SP:Iteration 69Q (4319.127230 sec): 3 clusters Score: Raw -3232081.327416 + Penalty 3332.882904 = -3228748.444512 nChanged 49 SP:Iteration 70Q (4319.206657 sec): 3 clusters Score: Raw -3232099.792301 + Penalty 3332.882904 = -3228766.909397 nChanged 38 SP:Iteration 71Q (4319.290490 sec): 3 clusters Score: Raw -3232113.912080 + Penalty 3332.882904 = -3228781.029177 nChanged 34 SP:Iteration 72Q (4319.381966 sec): 3 clusters Score: Raw -3232126.568478 + Penalty 3332.882904 = -3228793.685574 nChanged 27 SP:Iteration 73Q (4319.456851 sec): 3 clusters Score: Raw -3232136.726899 + Penalty 3332.882904 = -3228803.843995 nChanged 25 SP:Iteration 74Q (4319.538064 sec): 3 clusters Score: Raw -3232143.708139 + Penalty 3332.882904 = -3228810.825235 nChanged 18 SP:Iteration 75Q (4319.631171 sec): 3 clusters Score: Raw -3232149.898230 + Penalty 3332.882904 = -3228817.015327 nChanged 17 SP:Iteration 76Q (4319.707811 sec): 3 clusters Score: Raw -3232155.035411 + Penalty 3332.882904 = -3228822.152508 nChanged 14 SP:Iteration 77Q (4319.788623 sec): 3 clusters Score: Raw -3232159.757709 + Penalty 3332.882904 = -3228826.874805 nChanged 25 SP:Iteration 78Q (4319.877900 sec): 3 clusters Score: Raw -3232168.416930 + Penalty 3332.882904 = -3228835.534026 nChanged 24 SP:Iteration 79Q (4319.956125 sec): 3 clusters Score: Raw -3232177.572616 + Penalty 3332.882904 = -3228844.689713 nChanged 24 SP:Iteration 80F (4320.037153 sec): 3 clusters Score: Raw -3232185.814232 + Penalty 3332.882904 = -3228852.931328 nChanged 22 SP:Iteration 81Q (4320.123080 sec): 3 clusters Score: Raw -3232191.426431 + Penalty 3332.882904 = -3228858.543527 nChanged 18 SP:Iteration 82Q (4320.205834 sec): 3 clusters Score: Raw -3232196.333864 + Penalty 3332.882904 = -3228863.450960 nChanged 18 SP:Iteration 83Q (4320.278545 sec): 3 clusters Score: Raw -3232200.728859 + Penalty 3332.882904 = -3228867.845955 nChanged 13 SP:Iteration 84Q (4320.356472 sec): 3 clusters Score: Raw -3232204.497060 + Penalty 3332.882904 = -3228871.614157 nChanged 17 SP:Iteration 85Q (4320.437555 sec): 3 clusters Score: Raw -3232209.527280 + Penalty 3332.882904 = -3228876.644377 nChanged 23 SP:Iteration 86Q (4320.524371 sec): 3 clusters Score: Raw -3232215.601952 + Penalty 3332.882904 = -3228882.719049 nChanged 18 SP:Iteration 87Q (4320.604757 sec): 3 clusters Score: Raw -3232219.343204 + Penalty 3332.882904 = -3228886.460300 nChanged 10 SP:Iteration 88Q (4320.692839 sec): 3 clusters Score: Raw -3232221.211623 + Penalty 3332.882904 = -3228888.328720 nChanged 10 SP:Iteration 89Q (4320.771777 sec): 3 clusters Score: Raw -3232222.406668 + Penalty 3332.882904 = -3228889.523765 nChanged 0 SP:Iteration 90F (4320.865252 sec): 3 clusters Score: Raw -3232222.406668 + Penalty 3332.882904 = -3228889.523765 nChanged 0 Trying to split cluster 10 (43949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.948511 sec): 2 clusters Score: Raw -4857317.780120 + Penalty 1737.252587 = -4855580.527533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4321.054270 sec): 3 clusters Score: Raw -4829779.558547 + Penalty 3474.505174 = -4826305.053373 nChanged 20575 SP:Iteration 1F (4321.140950 sec): 3 clusters Score: Raw -4841668.973350 + Penalty 3474.505174 = -4838194.468176 nChanged 2127 SP:Iteration 2Q (4321.262857 sec): 3 clusters Score: Raw -4842424.925354 + Penalty 3474.505174 = -4838950.420181 nChanged 2187 SP:Iteration 3Q (4321.391926 sec): 3 clusters Score: Raw -4843379.885417 + Penalty 3474.505174 = -4839905.380244 nChanged 2530 SP:Iteration 4F (4321.474233 sec): 3 clusters Score: Raw -4844746.494572 + Penalty 3474.505174 = -4841271.989398 nChanged 2691 SP:Iteration 5F (4321.552787 sec): 3 clusters Score: Raw -4846520.860123 + Penalty 3474.505174 = -4843046.354950 nChanged 2926 SP:Iteration 6F (4321.632490 sec): 3 clusters Score: Raw -4848751.085542 + Penalty 3474.505174 = -4845276.580368 nChanged 2894 SP:Iteration 7F (4321.738924 sec): 3 clusters Score: Raw -4851161.547791 + Penalty 3474.505174 = -4847687.042617 nChanged 2430 SP:Iteration 8F (4321.851262 sec): 3 clusters Score: Raw -4853296.087235 + Penalty 3474.505174 = -4849821.582061 nChanged 1858 SP:Iteration 9Q (4321.958663 sec): 3 clusters Score: Raw -4854984.822536 + Penalty 3474.505174 = -4851510.317362 nChanged 1189 SP:Iteration 10Q (4322.075023 sec): 3 clusters Score: Raw -4856053.427307 + Penalty 3474.505174 = -4852578.922134 nChanged 734 SP:Iteration 11Q (4322.185096 sec): 3 clusters Score: Raw -4856671.187085 + Penalty 3474.505174 = -4853196.681912 nChanged 442 SP:Iteration 12Q (4322.292042 sec): 3 clusters Score: Raw -4856997.991421 + Penalty 3474.505174 = -4853523.486247 nChanged 287 SP:Iteration 13Q (4322.381754 sec): 3 clusters Score: Raw -4857204.966659 + Penalty 3474.505174 = -4853730.461485 nChanged 174 SP:Iteration 14Q (4322.482584 sec): 3 clusters Score: Raw -4857327.690752 + Penalty 3474.505174 = -4853853.185578 nChanged 98 SP:Iteration 15Q (4322.583663 sec): 3 clusters Score: Raw -4857399.640102 + Penalty 3474.505174 = -4853925.134928 nChanged 71 SP:Iteration 16Q (4322.683656 sec): 3 clusters Score: Raw -4857446.686558 + Penalty 3474.505174 = -4853972.181384 nChanged 46 SP:Iteration 17Q (4322.779218 sec): 3 clusters Score: Raw -4857476.376355 + Penalty 3474.505174 = -4854001.871181 nChanged 37 SP:Iteration 18Q (4322.884844 sec): 3 clusters Score: Raw -4857503.305362 + Penalty 3474.505174 = -4854028.800189 nChanged 20 SP:Iteration 19Q (4322.964351 sec): 3 clusters Score: Raw -4857515.222112 + Penalty 3474.505174 = -4854040.716938 nChanged 12 SP:Iteration 20F (4323.063377 sec): 3 clusters Score: Raw -4857522.572393 + Penalty 3474.505174 = -4854048.067219 nChanged 14 SP:Iteration 21Q (4323.160253 sec): 3 clusters Score: Raw -4857532.402787 + Penalty 3474.505174 = -4854057.897614 nChanged 11 SP:Iteration 22Q (4323.232231 sec): 3 clusters Score: Raw -4857538.481120 + Penalty 3474.505174 = -4854063.975946 nChanged 9 SP:Iteration 23Q (4323.300037 sec): 3 clusters Score: Raw -4857544.022156 + Penalty 3474.505174 = -4854069.516982 nChanged 6 SP:Iteration 24Q (4323.403003 sec): 3 clusters Score: Raw -4857546.449350 + Penalty 3474.505174 = -4854071.944176 nChanged 2 SP:Iteration 25Q (4323.505843 sec): 3 clusters Score: Raw -4857547.174489 + Penalty 3474.505174 = -4854072.669315 nChanged 2 SP:Iteration 26Q (4323.601346 sec): 3 clusters Score: Raw -4857547.932735 + Penalty 3474.505174 = -4854073.427561 nChanged 1 SP:Iteration 27Q (4323.671567 sec): 3 clusters Score: Raw -4857548.354363 + Penalty 3474.505174 = -4854073.849190 nChanged 3 SP:Iteration 28Q (4323.774091 sec): 3 clusters Score: Raw -4857549.392675 + Penalty 3474.505174 = -4854074.887502 nChanged 0 SP:Iteration 29F (4323.882662 sec): 3 clusters Score: Raw -4857549.392675 + Penalty 3474.505174 = -4854074.887502 nChanged 0 Trying to split cluster 11 (10994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4323.916417 sec): 2 clusters Score: Raw -1234047.854605 + Penalty 1512.079554 = -1232535.775051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4323.973549 sec): 3 clusters Score: Raw -1227782.123690 + Penalty 3024.159108 = -1224757.964582 nChanged 4833 SP:Iteration 1F (4324.036265 sec): 3 clusters Score: Raw -1230482.123482 + Penalty 3024.159108 = -1227457.964373 nChanged 639 SP:Iteration 2F (4324.102632 sec): 3 clusters Score: Raw -1230745.941711 + Penalty 3024.159108 = -1227721.782603 nChanged 546 SP:Iteration 3Q (4324.158877 sec): 3 clusters Score: Raw -1230992.099455 + Penalty 3024.159108 = -1227967.940347 nChanged 529 SP:Iteration 4Q (4324.223560 sec): 3 clusters Score: Raw -1231256.217557 + Penalty 3024.159108 = -1228232.058449 nChanged 529 SP:Iteration 5Q (4324.281191 sec): 3 clusters Score: Raw -1231553.363809 + Penalty 3024.159108 = -1228529.204701 nChanged 513 SP:Iteration 6Q (4324.346562 sec): 3 clusters Score: Raw -1231863.843149 + Penalty 3024.159108 = -1228839.684041 nChanged 526 SP:Iteration 7Q (4324.392108 sec): 3 clusters Score: Raw -1232182.035500 + Penalty 3024.159108 = -1229157.876392 nChanged 544 SP:Iteration 8Q (4324.457433 sec): 3 clusters Score: Raw -1232497.224279 + Penalty 3024.159108 = -1229473.065170 nChanged 469 SP:Iteration 9Q (4324.517904 sec): 3 clusters Score: Raw -1232743.486426 + Penalty 3024.159108 = -1229719.327318 nChanged 408 SP:Iteration 10Q (4324.556133 sec): 3 clusters Score: Raw -1232940.958519 + Penalty 3024.159108 = -1229916.799411 nChanged 341 SP:Iteration 11Q (4324.617364 sec): 3 clusters Score: Raw -1233105.411427 + Penalty 3024.159108 = -1230081.252319 nChanged 283 SP:Iteration 12Q (4324.679082 sec): 3 clusters Score: Raw -1233201.282246 + Penalty 3024.159108 = -1230177.123138 nChanged 195 SP:Iteration 13Q (4324.741218 sec): 3 clusters Score: Raw -1233256.688096 + Penalty 3024.159108 = -1230232.528988 nChanged 142 SP:Iteration 14Q (4324.797623 sec): 3 clusters Score: Raw -1233293.141840 + Penalty 3024.159108 = -1230268.982731 nChanged 110 SP:Iteration 15Q (4324.859055 sec): 3 clusters Score: Raw -1233318.429145 + Penalty 3024.159108 = -1230294.270037 nChanged 88 SP:Iteration 16Q (4324.917204 sec): 3 clusters Score: Raw -1233336.177720 + Penalty 3024.159108 = -1230312.018612 nChanged 80 SP:Iteration 17Q (4324.979772 sec): 3 clusters Score: Raw -1233352.111342 + Penalty 3024.159108 = -1230327.952234 nChanged 67 SP:Iteration 18Q (4325.037335 sec): 3 clusters Score: Raw -1233367.540247 + Penalty 3024.159108 = -1230343.381138 nChanged 71 SP:Iteration 19Q (4325.092552 sec): 3 clusters Score: Raw -1233379.710061 + Penalty 3024.159108 = -1230355.550953 nChanged 68 SP:Iteration 20F (4325.151045 sec): 3 clusters Score: Raw -1233392.381544 + Penalty 3024.159108 = -1230368.222435 nChanged 64 SP:Iteration 21Q (4325.212778 sec): 3 clusters Score: Raw -1233406.291380 + Penalty 3024.159108 = -1230382.132272 nChanged 72 SP:Iteration 22Q (4325.254200 sec): 3 clusters Score: Raw -1233422.781965 + Penalty 3024.159108 = -1230398.622857 nChanged 82 SP:Iteration 23Q (4325.309170 sec): 3 clusters Score: Raw -1233439.909837 + Penalty 3024.159108 = -1230415.750728 nChanged 78 SP:Iteration 24Q (4325.364100 sec): 3 clusters Score: Raw -1233455.842083 + Penalty 3024.159108 = -1230431.682975 nChanged 77 SP:Iteration 25Q (4325.421267 sec): 3 clusters Score: Raw -1233469.681871 + Penalty 3024.159108 = -1230445.522763 nChanged 65 SP:Iteration 26Q (4325.491189 sec): 3 clusters Score: Raw -1233482.974434 + Penalty 3024.159108 = -1230458.815326 nChanged 68 SP:Iteration 27Q (4325.532155 sec): 3 clusters Score: Raw -1233496.590824 + Penalty 3024.159108 = -1230472.431715 nChanged 71 SP:Iteration 28Q (4325.591843 sec): 3 clusters Score: Raw -1233510.627244 + Penalty 3024.159108 = -1230486.468136 nChanged 73 SP:Iteration 29Q (4325.650441 sec): 3 clusters Score: Raw -1233525.219805 + Penalty 3024.159108 = -1230501.060697 nChanged 69 SP:Iteration 30Q (4325.710739 sec): 3 clusters Score: Raw -1233538.084813 + Penalty 3024.159108 = -1230513.925704 nChanged 81 SP:Iteration 31Q (4325.771799 sec): 3 clusters Score: Raw -1233553.171364 + Penalty 3024.159108 = -1230529.012256 nChanged 81 SP:Iteration 32Q (4325.818612 sec): 3 clusters Score: Raw -1233578.484468 + Penalty 3024.159108 = -1230554.325360 nChanged 108 SP:Iteration 33Q (4325.878117 sec): 3 clusters Score: Raw -1233613.210125 + Penalty 3024.159108 = -1230589.051016 nChanged 114 SP:Iteration 34Q (4325.939826 sec): 3 clusters Score: Raw -1233646.350028 + Penalty 3024.159108 = -1230622.190920 nChanged 117 SP:Iteration 35Q (4325.998917 sec): 3 clusters Score: Raw -1233680.713236 + Penalty 3024.159108 = -1230656.554127 nChanged 116 SP:Iteration 36Q (4326.060407 sec): 3 clusters Score: Raw -1233719.836636 + Penalty 3024.159108 = -1230695.677527 nChanged 109 SP:Iteration 37Q (4326.116401 sec): 3 clusters Score: Raw -1233758.972076 + Penalty 3024.159108 = -1230734.812967 nChanged 124 SP:Iteration 38Q (4326.179537 sec): 3 clusters Score: Raw -1233806.037055 + Penalty 3024.159108 = -1230781.877947 nChanged 131 SP:Iteration 39Q (4326.237101 sec): 3 clusters Score: Raw -1233849.234236 + Penalty 3024.159108 = -1230825.075127 nChanged 127 SP:Iteration 40F (4326.297424 sec): 3 clusters Score: Raw -1233895.585969 + Penalty 3024.159108 = -1230871.426861 nChanged 148 SP:Iteration 41Q (4326.352216 sec): 3 clusters Score: Raw -1233949.736871 + Penalty 3024.159108 = -1230925.577762 nChanged 125 SP:Iteration 42Q (4326.391159 sec): 3 clusters Score: Raw -1233995.645316 + Penalty 3024.159108 = -1230971.486207 nChanged 135 SP:Iteration 43Q (4326.453305 sec): 3 clusters Score: Raw -1234048.589262 + Penalty 3024.159108 = -1231024.430154 nChanged 129 SP:Iteration 44Q (4326.503670 sec): 3 clusters Score: Raw -1234099.285256 + Penalty 3024.159108 = -1231075.126148 nChanged 123 SP:Iteration 45Q (4326.561007 sec): 3 clusters Score: Raw -1234146.635602 + Penalty 3024.159108 = -1231122.476494 nChanged 109 SP:Iteration 46Q (4326.624933 sec): 3 clusters Score: Raw -1234180.896730 + Penalty 3024.159108 = -1231156.737622 nChanged 98 SP:Iteration 47Q (4326.685121 sec): 3 clusters Score: Raw -1234211.632999 + Penalty 3024.159108 = -1231187.473891 nChanged 94 SP:Iteration 48Q (4326.738855 sec): 3 clusters Score: Raw -1234234.244613 + Penalty 3024.159108 = -1231210.085505 nChanged 72 SP:Iteration 49Q (4326.805931 sec): 3 clusters Score: Raw -1234249.975924 + Penalty 3024.159108 = -1231225.816815 nChanged 63 SP:Iteration 50Q (4326.856414 sec): 3 clusters Score: Raw -1234263.376553 + Penalty 3024.159108 = -1231239.217445 nChanged 71 SP:Iteration 51Q (4326.917910 sec): 3 clusters Score: Raw -1234279.706558 + Penalty 3024.159108 = -1231255.547450 nChanged 59 SP:Iteration 52Q (4326.986439 sec): 3 clusters Score: Raw -1234292.616677 + Penalty 3024.159108 = -1231268.457569 nChanged 59 SP:Iteration 53Q (4327.053716 sec): 3 clusters Score: Raw -1234307.903358 + Penalty 3024.159108 = -1231283.744250 nChanged 64 SP:Iteration 54Q (4327.101379 sec): 3 clusters Score: Raw -1234326.598754 + Penalty 3024.159108 = -1231302.439646 nChanged 64 SP:Iteration 55Q (4327.160201 sec): 3 clusters Score: Raw -1234346.870845 + Penalty 3024.159108 = -1231322.711737 nChanged 62 SP:Iteration 56Q (4327.215798 sec): 3 clusters Score: Raw -1234365.504547 + Penalty 3024.159108 = -1231341.345439 nChanged 65 SP:Iteration 57Q (4327.270892 sec): 3 clusters Score: Raw -1234386.570157 + Penalty 3024.159108 = -1231362.411049 nChanged 74 SP:Iteration 58Q (4327.334151 sec): 3 clusters Score: Raw -1234412.697929 + Penalty 3024.159108 = -1231388.538821 nChanged 69 SP:Iteration 59Q (4327.400587 sec): 3 clusters Score: Raw -1234433.985568 + Penalty 3024.159108 = -1231409.826460 nChanged 54 SP:Iteration 60F (4327.448622 sec): 3 clusters Score: Raw -1234450.869947 + Penalty 3024.159108 = -1231426.710839 nChanged 57 SP:Iteration 61Q (4327.512956 sec): 3 clusters Score: Raw -1234468.557557 + Penalty 3024.159108 = -1231444.398449 nChanged 55 SP:Iteration 62Q (4327.575981 sec): 3 clusters Score: Raw -1234485.252178 + Penalty 3024.159108 = -1231461.093070 nChanged 51 SP:Iteration 63Q (4327.629438 sec): 3 clusters Score: Raw -1234500.066936 + Penalty 3024.159108 = -1231475.907828 nChanged 54 SP:Iteration 64Q (4327.680896 sec): 3 clusters Score: Raw -1234516.730874 + Penalty 3024.159108 = -1231492.571766 nChanged 40 SP:Iteration 65Q (4327.744838 sec): 3 clusters Score: Raw -1234526.912472 + Penalty 3024.159108 = -1231502.753364 nChanged 34 SP:Iteration 66Q (4327.806861 sec): 3 clusters Score: Raw -1234534.790873 + Penalty 3024.159108 = -1231510.631764 nChanged 28 SP:Iteration 67Q (4327.859426 sec): 3 clusters Score: Raw -1234540.846724 + Penalty 3024.159108 = -1231516.687616 nChanged 19 SP:Iteration 68Q (4327.926158 sec): 3 clusters Score: Raw -1234544.545586 + Penalty 3024.159108 = -1231520.386477 nChanged 14 SP:Iteration 69Q (4327.978092 sec): 3 clusters Score: Raw -1234547.267891 + Penalty 3024.159108 = -1231523.108783 nChanged 18 SP:Iteration 70Q (4328.051178 sec): 3 clusters Score: Raw -1234550.484463 + Penalty 3024.159108 = -1231526.325354 nChanged 13 SP:Iteration 71Q (4328.104017 sec): 3 clusters Score: Raw -1234553.765549 + Penalty 3024.159108 = -1231529.606440 nChanged 15 SP:Iteration 72Q (4328.168932 sec): 3 clusters Score: Raw -1234556.790345 + Penalty 3024.159108 = -1231532.631236 nChanged 17 SP:Iteration 73Q (4328.217029 sec): 3 clusters Score: Raw -1234559.583279 + Penalty 3024.159108 = -1231535.424170 nChanged 19 SP:Iteration 74Q (4328.271712 sec): 3 clusters Score: Raw -1234562.613955 + Penalty 3024.159108 = -1231538.454846 nChanged 11 SP:Iteration 75Q (4328.332147 sec): 3 clusters Score: Raw -1234564.838636 + Penalty 3024.159108 = -1231540.679528 nChanged 9 SP:Iteration 76Q (4328.388597 sec): 3 clusters Score: Raw -1234567.213728 + Penalty 3024.159108 = -1231543.054620 nChanged 9 SP:Iteration 77Q (4328.448904 sec): 3 clusters Score: Raw -1234568.808531 + Penalty 3024.159108 = -1231544.649422 nChanged 9 SP:Iteration 78Q (4328.508090 sec): 3 clusters Score: Raw -1234570.936289 + Penalty 3024.159108 = -1231546.777180 nChanged 5 SP:Iteration 79Q (4328.566983 sec): 3 clusters Score: Raw -1234571.691344 + Penalty 3024.159108 = -1231547.532236 nChanged 4 SP:Iteration 80F (4328.631637 sec): 3 clusters Score: Raw -1234572.411613 + Penalty 3024.159108 = -1231548.252505 nChanged 4 SP:Iteration 81Q (4328.694389 sec): 3 clusters Score: Raw -1234573.267915 + Penalty 3024.159108 = -1231549.108807 nChanged 7 SP:Iteration 82Q (4328.752483 sec): 3 clusters Score: Raw -1234574.401908 + Penalty 3024.159108 = -1231550.242799 nChanged 5 SP:Iteration 83Q (4328.813093 sec): 3 clusters Score: Raw -1234575.325441 + Penalty 3024.159108 = -1231551.166333 nChanged 9 SP:Iteration 84Q (4328.873288 sec): 3 clusters Score: Raw -1234576.981516 + Penalty 3024.159108 = -1231552.822408 nChanged 10 SP:Iteration 85Q (4328.923554 sec): 3 clusters Score: Raw -1234578.716245 + Penalty 3024.159108 = -1231554.557137 nChanged 10 SP:Iteration 86Q (4328.973622 sec): 3 clusters Score: Raw -1234580.079540 + Penalty 3024.159108 = -1231555.920432 nChanged 7 SP:Iteration 87Q (4329.036812 sec): 3 clusters Score: Raw -1234581.189731 + Penalty 3024.159108 = -1231557.030623 nChanged 9 SP:Iteration 88Q (4329.086808 sec): 3 clusters Score: Raw -1234583.361320 + Penalty 3024.159108 = -1231559.202212 nChanged 7 SP:Iteration 89Q (4329.144405 sec): 3 clusters Score: Raw -1234584.087628 + Penalty 3024.159108 = -1231559.928520 nChanged 6 SP:Iteration 90Q (4329.203054 sec): 3 clusters Score: Raw -1234584.907858 + Penalty 3024.159108 = -1231560.748750 nChanged 3 SP:Iteration 91Q (4329.265676 sec): 3 clusters Score: Raw -1234585.280568 + Penalty 3024.159108 = -1231561.121460 nChanged 2 SP:Iteration 92Q (4329.312932 sec): 3 clusters Score: Raw -1234585.379996 + Penalty 3024.159108 = -1231561.220887 nChanged 1 SP:Iteration 93Q (4329.380749 sec): 3 clusters Score: Raw -1234585.476445 + Penalty 3024.159108 = -1231561.317337 nChanged 0 SP:Iteration 94F (4329.437936 sec): 3 clusters Score: Raw -1234585.476445 + Penalty 3024.159108 = -1231561.317337 nChanged 0 Trying to split cluster 12 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4329.472408 sec): 2 clusters Score: Raw -1125703.802512 + Penalty 1493.480258 = -1124210.322254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4329.525565 sec): 3 clusters Score: Raw -1120187.486414 + Penalty 2986.960515 = -1117200.525899 nChanged 4178 SP:Iteration 1F (4329.594717 sec): 3 clusters Score: Raw -1122667.747713 + Penalty 2986.960515 = -1119680.787198 nChanged 705 SP:Iteration 2F (4329.649029 sec): 3 clusters Score: Raw -1123102.850203 + Penalty 2986.960515 = -1120115.889687 nChanged 661 SP:Iteration 3F (4329.699488 sec): 3 clusters Score: Raw -1123556.441817 + Penalty 2986.960515 = -1120569.481302 nChanged 640 SP:Iteration 4F (4329.757415 sec): 3 clusters Score: Raw -1123998.533677 + Penalty 2986.960515 = -1121011.573162 nChanged 582 SP:Iteration 5F (4329.793160 sec): 3 clusters Score: Raw -1124360.875667 + Penalty 2986.960515 = -1121373.915152 nChanged 499 SP:Iteration 6F (4329.856438 sec): 3 clusters Score: Raw -1124631.590420 + Penalty 2986.960515 = -1121644.629905 nChanged 383 SP:Iteration 7Q (4329.914329 sec): 3 clusters Score: Raw -1124800.041933 + Penalty 2986.960515 = -1121813.081417 nChanged 260 SP:Iteration 8Q (4329.975282 sec): 3 clusters Score: Raw -1124892.962614 + Penalty 2986.960515 = -1121906.002099 nChanged 208 SP:Iteration 9Q (4330.036000 sec): 3 clusters Score: Raw -1124974.845746 + Penalty 2986.960515 = -1121987.885231 nChanged 199 SP:Iteration 10Q (4330.103179 sec): 3 clusters Score: Raw -1125047.857851 + Penalty 2986.960515 = -1122060.897336 nChanged 165 SP:Iteration 11Q (4330.151771 sec): 3 clusters Score: Raw -1125107.227455 + Penalty 2986.960515 = -1122120.266940 nChanged 124 SP:Iteration 12Q (4330.208719 sec): 3 clusters Score: Raw -1125151.415082 + Penalty 2986.960515 = -1122164.454567 nChanged 125 SP:Iteration 13Q (4330.261860 sec): 3 clusters Score: Raw -1125200.607136 + Penalty 2986.960515 = -1122213.646621 nChanged 126 SP:Iteration 14Q (4330.326801 sec): 3 clusters Score: Raw -1125253.332894 + Penalty 2986.960515 = -1122266.372379 nChanged 125 SP:Iteration 15Q (4330.381259 sec): 3 clusters Score: Raw -1125315.091173 + Penalty 2986.960515 = -1122328.130658 nChanged 141 SP:Iteration 16Q (4330.447865 sec): 3 clusters Score: Raw -1125387.123924 + Penalty 2986.960515 = -1122400.163409 nChanged 127 SP:Iteration 17Q (4330.503496 sec): 3 clusters Score: Raw -1125452.161624 + Penalty 2986.960515 = -1122465.201109 nChanged 134 SP:Iteration 18Q (4330.556920 sec): 3 clusters Score: Raw -1125509.573347 + Penalty 2986.960515 = -1122522.612832 nChanged 106 SP:Iteration 19Q (4330.605095 sec): 3 clusters Score: Raw -1125548.340608 + Penalty 2986.960515 = -1122561.380093 nChanged 79 SP:Iteration 20F (4330.661567 sec): 3 clusters Score: Raw -1125580.803248 + Penalty 2986.960515 = -1122593.842733 nChanged 97 SP:Iteration 21Q (4330.715366 sec): 3 clusters Score: Raw -1125613.663361 + Penalty 2986.960515 = -1122626.702846 nChanged 69 SP:Iteration 22Q (4330.768635 sec): 3 clusters Score: Raw -1125633.516274 + Penalty 2986.960515 = -1122646.555759 nChanged 68 SP:Iteration 23Q (4330.830206 sec): 3 clusters Score: Raw -1125655.834215 + Penalty 2986.960515 = -1122668.873699 nChanged 67 SP:Iteration 24Q (4330.878274 sec): 3 clusters Score: Raw -1125674.656801 + Penalty 2986.960515 = -1122687.696286 nChanged 65 SP:Iteration 25Q (4330.947331 sec): 3 clusters Score: Raw -1125693.265999 + Penalty 2986.960515 = -1122706.305484 nChanged 67 SP:Iteration 26Q (4330.992189 sec): 3 clusters Score: Raw -1125713.666561 + Penalty 2986.960515 = -1122726.706046 nChanged 64 SP:Iteration 27Q (4331.053568 sec): 3 clusters Score: Raw -1125730.025431 + Penalty 2986.960515 = -1122743.064916 nChanged 55 SP:Iteration 28Q (4331.104566 sec): 3 clusters Score: Raw -1125744.681617 + Penalty 2986.960515 = -1122757.721101 nChanged 57 SP:Iteration 29Q (4331.160756 sec): 3 clusters Score: Raw -1125760.592955 + Penalty 2986.960515 = -1122773.632440 nChanged 58 SP:Iteration 30Q (4331.209821 sec): 3 clusters Score: Raw -1125776.850640 + Penalty 2986.960515 = -1122789.890125 nChanged 53 SP:Iteration 31Q (4331.274168 sec): 3 clusters Score: Raw -1125791.129455 + Penalty 2986.960515 = -1122804.168940 nChanged 58 SP:Iteration 32Q (4331.317034 sec): 3 clusters Score: Raw -1125807.988375 + Penalty 2986.960515 = -1122821.027860 nChanged 51 SP:Iteration 33Q (4331.381620 sec): 3 clusters Score: Raw -1125822.393965 + Penalty 2986.960515 = -1122835.433450 nChanged 41 SP:Iteration 34Q (4331.425658 sec): 3 clusters Score: Raw -1125831.376046 + Penalty 2986.960515 = -1122844.415531 nChanged 33 SP:Iteration 35Q (4331.486493 sec): 3 clusters Score: Raw -1125839.142199 + Penalty 2986.960515 = -1122852.181684 nChanged 26 SP:Iteration 36Q (4331.535659 sec): 3 clusters Score: Raw -1125844.284021 + Penalty 2986.960515 = -1122857.323506 nChanged 20 SP:Iteration 37Q (4331.601625 sec): 3 clusters Score: Raw -1125849.020108 + Penalty 2986.960515 = -1122862.059593 nChanged 28 SP:Iteration 38Q (4331.656202 sec): 3 clusters Score: Raw -1125854.868255 + Penalty 2986.960515 = -1122867.907740 nChanged 17 SP:Iteration 39Q (4331.719400 sec): 3 clusters Score: Raw -1125857.612286 + Penalty 2986.960515 = -1122870.651771 nChanged 16 SP:Iteration 40F (4331.789051 sec): 3 clusters Score: Raw -1125860.703121 + Penalty 2986.960515 = -1122873.742605 nChanged 9 SP:Iteration 41Q (4331.851815 sec): 3 clusters Score: Raw -1125862.892457 + Penalty 2986.960515 = -1122875.931942 nChanged 13 SP:Iteration 42Q (4331.912730 sec): 3 clusters Score: Raw -1125866.360017 + Penalty 2986.960515 = -1122879.399502 nChanged 18 SP:Iteration 43Q (4331.970759 sec): 3 clusters Score: Raw -1125870.900236 + Penalty 2986.960515 = -1122883.939721 nChanged 20 SP:Iteration 44Q (4332.024408 sec): 3 clusters Score: Raw -1125875.870194 + Penalty 2986.960515 = -1122888.909679 nChanged 18 SP:Iteration 45Q (4332.084031 sec): 3 clusters Score: Raw -1125881.556628 + Penalty 2986.960515 = -1122894.596113 nChanged 27 SP:Iteration 46Q (4332.143130 sec): 3 clusters Score: Raw -1125889.629023 + Penalty 2986.960515 = -1122902.668508 nChanged 30 SP:Iteration 47Q (4332.202980 sec): 3 clusters Score: Raw -1125899.301120 + Penalty 2986.960515 = -1122912.340605 nChanged 34 SP:Iteration 48Q (4332.273025 sec): 3 clusters Score: Raw -1125909.364242 + Penalty 2986.960515 = -1122922.403727 nChanged 27 SP:Iteration 49Q (4332.320242 sec): 3 clusters Score: Raw -1125917.494944 + Penalty 2986.960515 = -1122930.534429 nChanged 27 SP:Iteration 50Q (4332.373520 sec): 3 clusters Score: Raw -1125923.927443 + Penalty 2986.960515 = -1122936.966928 nChanged 17 SP:Iteration 51Q (4332.426576 sec): 3 clusters Score: Raw -1125928.241356 + Penalty 2986.960515 = -1122941.280841 nChanged 13 SP:Iteration 52Q (4332.484661 sec): 3 clusters Score: Raw -1125930.989116 + Penalty 2986.960515 = -1122944.028601 nChanged 12 SP:Iteration 53Q (4332.540140 sec): 3 clusters Score: Raw -1125934.092672 + Penalty 2986.960515 = -1122947.132157 nChanged 11 SP:Iteration 54Q (4332.595054 sec): 3 clusters Score: Raw -1125936.725527 + Penalty 2986.960515 = -1122949.765012 nChanged 9 SP:Iteration 55Q (4332.657196 sec): 3 clusters Score: Raw -1125938.891468 + Penalty 2986.960515 = -1122951.930953 nChanged 9 SP:Iteration 56Q (4332.710941 sec): 3 clusters Score: Raw -1125941.575974 + Penalty 2986.960515 = -1122954.615459 nChanged 9 SP:Iteration 57Q (4332.755915 sec): 3 clusters Score: Raw -1125943.126619 + Penalty 2986.960515 = -1122956.166104 nChanged 6 SP:Iteration 58Q (4332.814373 sec): 3 clusters Score: Raw -1125943.991711 + Penalty 2986.960515 = -1122957.031196 nChanged 6 SP:Iteration 59Q (4332.869810 sec): 3 clusters Score: Raw -1125944.740903 + Penalty 2986.960515 = -1122957.780388 nChanged 6 SP:Iteration 60F (4332.916818 sec): 3 clusters Score: Raw -1125945.570599 + Penalty 2986.960515 = -1122958.610084 nChanged 8 SP:Iteration 61Q (4332.978551 sec): 3 clusters Score: Raw -1125946.588084 + Penalty 2986.960515 = -1122959.627568 nChanged 5 SP:Iteration 62Q (4333.029403 sec): 3 clusters Score: Raw -1125947.271037 + Penalty 2986.960515 = -1122960.310522 nChanged 6 SP:Iteration 63Q (4333.057649 sec): 3 clusters Score: Raw -1125948.178759 + Penalty 2986.960515 = -1122961.218243 nChanged 6 SP:Iteration 64Q (4333.119074 sec): 3 clusters Score: Raw -1125949.613669 + Penalty 2986.960515 = -1122962.653153 nChanged 5 SP:Iteration 65Q (4333.160753 sec): 3 clusters Score: Raw -1125950.085752 + Penalty 2986.960515 = -1122963.125237 nChanged 3 SP:Iteration 66Q (4333.225008 sec): 3 clusters Score: Raw -1125950.404282 + Penalty 2986.960515 = -1122963.443767 nChanged 3 SP:Iteration 67Q (4333.281011 sec): 3 clusters Score: Raw -1125951.626198 + Penalty 2986.960515 = -1122964.665683 nChanged 1 SP:Iteration 68Q (4333.341502 sec): 3 clusters Score: Raw -1125951.756024 + Penalty 2986.960515 = -1122964.795509 nChanged 0 SP:Iteration 69F (4333.387667 sec): 3 clusters Score: Raw -1125951.756024 + Penalty 2986.960515 = -1122964.795509 nChanged 0 Trying to split cluster 13 (192539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4333.654563 sec): 2 clusters Score: Raw -21998725.670781 + Penalty 1977.308777 = -21996748.362005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4333.990087 sec): 3 clusters Score: Raw -21871101.233427 + Penalty 3954.617553 = -21867146.615874 nChanged 93464 SP:Iteration 1F (4334.317189 sec): 3 clusters Score: Raw -21928660.888604 + Penalty 3954.617553 = -21924706.271051 nChanged 7713 SP:Iteration 2Q (4334.686236 sec): 3 clusters Score: Raw -21931325.058027 + Penalty 3954.617553 = -21927370.440473 nChanged 8645 SP:Iteration 3Q (4335.059555 sec): 3 clusters Score: Raw -21934938.423172 + Penalty 3954.617553 = -21930983.805619 nChanged 10113 SP:Iteration 4F (4335.406110 sec): 3 clusters Score: Raw -21940011.052342 + Penalty 3954.617553 = -21936056.434789 nChanged 11470 SP:Iteration 5F (4335.746417 sec): 3 clusters Score: Raw -21946769.538618 + Penalty 3954.617553 = -21942814.921064 nChanged 12231 SP:Iteration 6F (4336.090599 sec): 3 clusters Score: Raw -21954974.427964 + Penalty 3954.617553 = -21951019.810411 nChanged 11726 SP:Iteration 7F (4336.420260 sec): 3 clusters Score: Raw -21963509.301216 + Penalty 3954.617553 = -21959554.683663 nChanged 10391 SP:Iteration 8F (4336.738824 sec): 3 clusters Score: Raw -21971505.213332 + Penalty 3954.617553 = -21967550.595779 nChanged 8527 SP:Iteration 9Q (4337.069927 sec): 3 clusters Score: Raw -21978298.686631 + Penalty 3954.617553 = -21974344.069078 nChanged 6697 SP:Iteration 10Q (4337.404526 sec): 3 clusters Score: Raw -21983689.137381 + Penalty 3954.617553 = -21979734.519828 nChanged 5044 SP:Iteration 11Q (4337.716406 sec): 3 clusters Score: Raw -21987503.158649 + Penalty 3954.617553 = -21983548.541096 nChanged 3820 SP:Iteration 12Q (4338.000954 sec): 3 clusters Score: Raw -21990173.663231 + Penalty 3954.617553 = -21986219.045678 nChanged 3087 SP:Iteration 13Q (4338.314675 sec): 3 clusters Score: Raw -21992228.108106 + Penalty 3954.617553 = -21988273.490553 nChanged 2487 SP:Iteration 14Q (4338.593077 sec): 3 clusters Score: Raw -21993839.758101 + Penalty 3954.617553 = -21989885.140548 nChanged 2057 SP:Iteration 15Q (4338.883579 sec): 3 clusters Score: Raw -21995116.754725 + Penalty 3954.617553 = -21991162.137172 nChanged 1713 SP:Iteration 16Q (4339.183342 sec): 3 clusters Score: Raw -21996140.959696 + Penalty 3954.617553 = -21992186.342143 nChanged 1369 SP:Iteration 17Q (4339.467078 sec): 3 clusters Score: Raw -21996944.168607 + Penalty 3954.617553 = -21992989.551053 nChanged 1062 SP:Iteration 18Q (4339.752051 sec): 3 clusters Score: Raw -21997531.005334 + Penalty 3954.617553 = -21993576.387781 nChanged 779 SP:Iteration 19Q (4340.012392 sec): 3 clusters Score: Raw -21997913.050272 + Penalty 3954.617553 = -21993958.432719 nChanged 617 SP:Iteration 20F (4340.356296 sec): 3 clusters Score: Raw -21998206.607701 + Penalty 3954.617553 = -21994251.990148 nChanged 492 SP:Iteration 21Q (4340.637906 sec): 3 clusters Score: Raw -21998428.241927 + Penalty 3954.617553 = -21994473.624374 nChanged 408 SP:Iteration 22Q (4340.918577 sec): 3 clusters Score: Raw -21998596.391896 + Penalty 3954.617553 = -21994641.774343 nChanged 336 SP:Iteration 23Q (4341.213451 sec): 3 clusters Score: Raw -21998745.123446 + Penalty 3954.617553 = -21994790.505893 nChanged 313 SP:Iteration 24Q (4341.496722 sec): 3 clusters Score: Raw -21998874.247057 + Penalty 3954.617553 = -21994919.629504 nChanged 230 SP:Iteration 25Q (4341.776022 sec): 3 clusters Score: Raw -21998965.113224 + Penalty 3954.617553 = -21995010.495671 nChanged 183 SP:Iteration 26Q (4342.056636 sec): 3 clusters Score: Raw -21999034.973590 + Penalty 3954.617553 = -21995080.356037 nChanged 159 SP:Iteration 27Q (4342.331959 sec): 3 clusters Score: Raw -21999097.533031 + Penalty 3954.617553 = -21995142.915478 nChanged 137 SP:Iteration 28Q (4342.600890 sec): 3 clusters Score: Raw -21999145.848992 + Penalty 3954.617553 = -21995191.231439 nChanged 118 SP:Iteration 29Q (4342.884165 sec): 3 clusters Score: Raw -21999182.486077 + Penalty 3954.617553 = -21995227.868524 nChanged 86 SP:Iteration 30Q (4343.158345 sec): 3 clusters Score: Raw -21999204.713081 + Penalty 3954.617553 = -21995250.095528 nChanged 66 SP:Iteration 31Q (4343.439590 sec): 3 clusters Score: Raw -21999225.379606 + Penalty 3954.617553 = -21995270.762053 nChanged 62 SP:Iteration 32Q (4343.681009 sec): 3 clusters Score: Raw -21999239.556046 + Penalty 3954.617553 = -21995284.938493 nChanged 44 SP:Iteration 33Q (4343.954469 sec): 3 clusters Score: Raw -21999251.953675 + Penalty 3954.617553 = -21995297.336122 nChanged 48 SP:Iteration 34Q (4344.227138 sec): 3 clusters Score: Raw -21999266.484699 + Penalty 3954.617553 = -21995311.867146 nChanged 47 SP:Iteration 35Q (4344.501822 sec): 3 clusters Score: Raw -21999278.854798 + Penalty 3954.617553 = -21995324.237245 nChanged 29 SP:Iteration 36Q (4344.796460 sec): 3 clusters Score: Raw -21999287.639234 + Penalty 3954.617553 = -21995333.021681 nChanged 30 SP:Iteration 37Q (4345.042321 sec): 3 clusters Score: Raw -21999296.360744 + Penalty 3954.617553 = -21995341.743191 nChanged 34 SP:Iteration 38Q (4345.321387 sec): 3 clusters Score: Raw -21999305.861211 + Penalty 3954.617553 = -21995351.243658 nChanged 25 SP:Iteration 39Q (4345.597568 sec): 3 clusters Score: Raw -21999312.754286 + Penalty 3954.617553 = -21995358.136732 nChanged 21 SP:Iteration 40F (4345.922340 sec): 3 clusters Score: Raw -21999318.412262 + Penalty 3954.617553 = -21995363.794708 nChanged 21 SP:Iteration 41Q (4346.161313 sec): 3 clusters Score: Raw -21999322.685366 + Penalty 3954.617553 = -21995368.067812 nChanged 25 SP:Iteration 42Q (4346.419888 sec): 3 clusters Score: Raw -21999327.893703 + Penalty 3954.617553 = -21995373.276150 nChanged 17 SP:Iteration 43Q (4346.670357 sec): 3 clusters Score: Raw -21999331.746533 + Penalty 3954.617553 = -21995377.128980 nChanged 15 SP:Iteration 44Q (4346.949814 sec): 3 clusters Score: Raw -21999335.188253 + Penalty 3954.617553 = -21995380.570700 nChanged 14 SP:Iteration 45Q (4347.223588 sec): 3 clusters Score: Raw -21999337.494656 + Penalty 3954.617553 = -21995382.877103 nChanged 10 SP:Iteration 46Q (4347.514870 sec): 3 clusters Score: Raw -21999338.707974 + Penalty 3954.617553 = -21995384.090421 nChanged 4 SP:Iteration 47Q (4347.810493 sec): 3 clusters Score: Raw -21999340.121134 + Penalty 3954.617553 = -21995385.503581 nChanged 6 SP:Iteration 48Q (4348.066880 sec): 3 clusters Score: Raw -21999341.712660 + Penalty 3954.617553 = -21995387.095106 nChanged 6 SP:Iteration 49Q (4348.311656 sec): 3 clusters Score: Raw -21999342.820875 + Penalty 3954.617553 = -21995388.203322 nChanged 5 SP:Iteration 50Q (4348.580425 sec): 3 clusters Score: Raw -21999343.529950 + Penalty 3954.617553 = -21995388.912397 nChanged 2 SP:Iteration 51Q (4348.842290 sec): 3 clusters Score: Raw -21999344.032515 + Penalty 3954.617553 = -21995389.414961 nChanged 1 SP:Iteration 52Q (4349.121072 sec): 3 clusters Score: Raw -21999344.236186 + Penalty 3954.617553 = -21995389.618633 nChanged 2 SP:Iteration 53Q (4349.395271 sec): 3 clusters Score: Raw -21999344.629304 + Penalty 3954.617553 = -21995390.011751 nChanged 2 SP:Iteration 54Q (4349.666268 sec): 3 clusters Score: Raw -21999344.928113 + Penalty 3954.617553 = -21995390.310560 nChanged 0 SP:Iteration 55F (4349.980125 sec): 3 clusters Score: Raw -21999344.928113 + Penalty 3954.617553 = -21995390.310560 nChanged 0 Trying to split cluster 14 (2051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4350.001809 sec): 2 clusters Score: Raw -219421.263283 + Penalty 1239.238448 = -218182.024835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4350.013445 sec): 3 clusters Score: Raw -218503.309188 + Penalty 2478.476896 = -216024.832291 nChanged 718 SP:Iteration 1F (4350.023845 sec): 3 clusters Score: Raw -219025.323429 + Penalty 2478.476896 = -216546.846533 nChanged 172 SP:Iteration 2F (4350.034175 sec): 3 clusters Score: Raw -219177.089497 + Penalty 2478.476896 = -216698.612600 nChanged 116 SP:Iteration 3F (4350.044371 sec): 3 clusters Score: Raw -219271.379972 + Penalty 2478.476896 = -216792.903076 nChanged 76 SP:Iteration 4Q (4350.054596 sec): 3 clusters Score: Raw -219329.336144 + Penalty 2478.476896 = -216850.859248 nChanged 65 SP:Iteration 5Q (4350.064820 sec): 3 clusters Score: Raw -219388.888787 + Penalty 2478.476896 = -216910.411891 nChanged 66 SP:Iteration 6Q (4350.075039 sec): 3 clusters Score: Raw -219459.645767 + Penalty 2478.476896 = -216981.168870 nChanged 68 SP:Iteration 7Q (4350.085198 sec): 3 clusters Score: Raw -219542.723263 + Penalty 2478.476896 = -217064.246366 nChanged 62 SP:Iteration 8Q (4350.095448 sec): 3 clusters Score: Raw -219610.907507 + Penalty 2478.476896 = -217132.430610 nChanged 67 SP:Iteration 9Q (4350.105538 sec): 3 clusters Score: Raw -219700.788621 + Penalty 2478.476896 = -217222.311725 nChanged 65 SP:Iteration 10Q (4350.115662 sec): 3 clusters Score: Raw -219781.265234 + Penalty 2478.476896 = -217302.788337 nChanged 56 SP:Iteration 11Q (4350.168064 sec): 3 clusters Score: Raw -219852.527474 + Penalty 2478.476896 = -217374.050577 nChanged 55 SP:Iteration 12Q (4350.218837 sec): 3 clusters Score: Raw -219917.736515 + Penalty 2478.476896 = -217439.259618 nChanged 56 SP:Iteration 13Q (4350.269562 sec): 3 clusters Score: Raw -219995.648531 + Penalty 2478.476896 = -217517.171635 nChanged 52 SP:Iteration 14Q (4350.319444 sec): 3 clusters Score: Raw -220063.066743 + Penalty 2478.476896 = -217584.589847 nChanged 39 SP:Iteration 15Q (4350.366428 sec): 3 clusters Score: Raw -220111.540544 + Penalty 2478.476896 = -217633.063648 nChanged 32 SP:Iteration 16Q (4350.418956 sec): 3 clusters Score: Raw -220144.266147 + Penalty 2478.476896 = -217665.789251 nChanged 25 SP:Iteration 17Q (4350.470693 sec): 3 clusters Score: Raw -220169.397783 + Penalty 2478.476896 = -217690.920886 nChanged 19 SP:Iteration 18Q (4350.519954 sec): 3 clusters Score: Raw -220186.789522 + Penalty 2478.476896 = -217708.312625 nChanged 12 SP:Iteration 19Q (4350.570114 sec): 3 clusters Score: Raw -220195.960052 + Penalty 2478.476896 = -217717.483156 nChanged 6 SP:Iteration 20F (4350.620972 sec): 3 clusters Score: Raw -220201.165389 + Penalty 2478.476896 = -217722.688492 nChanged 6 SP:Iteration 21Q (4350.671670 sec): 3 clusters Score: Raw -220204.108054 + Penalty 2478.476896 = -217725.631157 nChanged 6 SP:Iteration 22Q (4350.722900 sec): 3 clusters Score: Raw -220206.370779 + Penalty 2478.476896 = -217727.893883 nChanged 5 SP:Iteration 23Q (4350.758871 sec): 3 clusters Score: Raw -220208.636962 + Penalty 2478.476896 = -217730.160066 nChanged 3 SP:Iteration 24Q (4350.809567 sec): 3 clusters Score: Raw -220210.052511 + Penalty 2478.476896 = -217731.575615 nChanged 3 SP:Iteration 25Q (4350.861595 sec): 3 clusters Score: Raw -220212.014374 + Penalty 2478.476896 = -217733.537478 nChanged 2 SP:Iteration 26Q (4350.897210 sec): 3 clusters Score: Raw -220213.333100 + Penalty 2478.476896 = -217734.856204 nChanged 0 SP:Iteration 27F (4350.940934 sec): 3 clusters Score: Raw -220213.333100 + Penalty 2478.476896 = -217734.856204 nChanged 0 Trying to split cluster 15 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4350.962177 sec): 2 clusters Score: Raw -15476.473576 + Penalty 839.277721 = -14637.195855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4351.001317 sec): 3 clusters Score: Raw -15593.536411 + Penalty 1678.555442 = -13914.980969 nChanged 22 SP:Iteration 1F (4351.050068 sec): 3 clusters Score: Raw -15653.745585 + Penalty 1678.555442 = -13975.190143 nChanged 9 SP:Iteration 2F (4351.099328 sec): 3 clusters Score: Raw -15692.414246 + Penalty 1678.555442 = -14013.858805 nChanged 2 SP:Iteration 3Q (4351.146804 sec): 3 clusters Score: Raw -15700.826775 + Penalty 1678.555442 = -14022.271333 nChanged 1 SP:Iteration 4Q (4351.182402 sec): 3 clusters Score: Raw -15703.013876 + Penalty 1678.555442 = -14024.458434 nChanged 1 SP:Iteration 5Q (4351.228694 sec): 3 clusters Score: Raw -15706.059098 + Penalty 1678.555442 = -14027.503656 nChanged 0 SP:Iteration 6F (4351.277569 sec): 3 clusters Score: Raw -15706.059098 + Penalty 1678.555442 = -14027.503656 nChanged 0 Trying to split cluster 16 (64325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4351.389384 sec): 2 clusters Score: Raw -7380113.812114 + Penalty 1799.151841 = -7378314.660273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4351.539709 sec): 3 clusters Score: Raw -7339093.175059 + Penalty 3598.303682 = -7335494.871376 nChanged 30320 SP:Iteration 1F (4351.665979 sec): 3 clusters Score: Raw -7356431.081922 + Penalty 3598.303682 = -7352832.778240 nChanged 2630 SP:Iteration 2Q (4351.808925 sec): 3 clusters Score: Raw -7357328.822930 + Penalty 3598.303682 = -7353730.519248 nChanged 3068 SP:Iteration 3Q (4351.966131 sec): 3 clusters Score: Raw -7358708.076980 + Penalty 3598.303682 = -7355109.773298 nChanged 3796 SP:Iteration 4F (4352.106532 sec): 3 clusters Score: Raw -7360982.012820 + Penalty 3598.303682 = -7357383.709138 nChanged 4599 SP:Iteration 5F (4352.230825 sec): 3 clusters Score: Raw -7364455.039215 + Penalty 3598.303682 = -7360856.735533 nChanged 5170 SP:Iteration 6F (4352.347522 sec): 3 clusters Score: Raw -7368968.874511 + Penalty 3598.303682 = -7365370.570829 nChanged 4642 SP:Iteration 7F (4352.494636 sec): 3 clusters Score: Raw -7373215.470893 + Penalty 3598.303682 = -7369617.167211 nChanged 3430 SP:Iteration 8F (4352.636102 sec): 3 clusters Score: Raw -7376352.752957 + Penalty 3598.303682 = -7372754.449275 nChanged 2300 SP:Iteration 9Q (4352.785406 sec): 3 clusters Score: Raw -7378178.603321 + Penalty 3598.303682 = -7374580.299639 nChanged 1418 SP:Iteration 10Q (4352.908396 sec): 3 clusters Score: Raw -7379080.606228 + Penalty 3598.303682 = -7375482.302546 nChanged 897 SP:Iteration 11Q (4353.049163 sec): 3 clusters Score: Raw -7379536.265984 + Penalty 3598.303682 = -7375937.962302 nChanged 622 SP:Iteration 12Q (4353.184076 sec): 3 clusters Score: Raw -7379806.761848 + Penalty 3598.303682 = -7376208.458166 nChanged 486 SP:Iteration 13Q (4353.295604 sec): 3 clusters Score: Raw -7380003.280024 + Penalty 3598.303682 = -7376404.976341 nChanged 396 SP:Iteration 14Q (4353.400561 sec): 3 clusters Score: Raw -7380141.215832 + Penalty 3598.303682 = -7376542.912150 nChanged 335 SP:Iteration 15Q (4353.505071 sec): 3 clusters Score: Raw -7380249.201979 + Penalty 3598.303682 = -7376650.898297 nChanged 295 SP:Iteration 16Q (4353.618901 sec): 3 clusters Score: Raw -7380340.018706 + Penalty 3598.303682 = -7376741.715023 nChanged 252 SP:Iteration 17Q (4353.749132 sec): 3 clusters Score: Raw -7380410.532444 + Penalty 3598.303682 = -7376812.228762 nChanged 227 SP:Iteration 18Q (4353.878197 sec): 3 clusters Score: Raw -7380468.248715 + Penalty 3598.303682 = -7376869.945032 nChanged 187 SP:Iteration 19Q (4354.009760 sec): 3 clusters Score: Raw -7380507.847622 + Penalty 3598.303682 = -7376909.543940 nChanged 157 SP:Iteration 20F (4354.158098 sec): 3 clusters Score: Raw -7380542.501158 + Penalty 3598.303682 = -7376944.197475 nChanged 167 SP:Iteration 21Q (4354.280675 sec): 3 clusters Score: Raw -7380581.295892 + Penalty 3598.303682 = -7376982.992210 nChanged 154 SP:Iteration 22Q (4354.411438 sec): 3 clusters Score: Raw -7380615.051532 + Penalty 3598.303682 = -7377016.747850 nChanged 135 SP:Iteration 23Q (4354.532593 sec): 3 clusters Score: Raw -7380645.896672 + Penalty 3598.303682 = -7377047.592989 nChanged 138 SP:Iteration 24Q (4354.658784 sec): 3 clusters Score: Raw -7380674.394644 + Penalty 3598.303682 = -7377076.090962 nChanged 116 SP:Iteration 25Q (4354.795465 sec): 3 clusters Score: Raw -7380694.122778 + Penalty 3598.303682 = -7377095.819096 nChanged 100 SP:Iteration 26Q (4354.915181 sec): 3 clusters Score: Raw -7380709.837012 + Penalty 3598.303682 = -7377111.533330 nChanged 94 SP:Iteration 27Q (4355.057498 sec): 3 clusters Score: Raw -7380723.448669 + Penalty 3598.303682 = -7377125.144987 nChanged 81 SP:Iteration 28Q (4355.184189 sec): 3 clusters Score: Raw -7380734.979246 + Penalty 3598.303682 = -7377136.675564 nChanged 71 SP:Iteration 29Q (4355.276127 sec): 3 clusters Score: Raw -7380744.297055 + Penalty 3598.303682 = -7377145.993373 nChanged 71 SP:Iteration 30Q (4355.399690 sec): 3 clusters Score: Raw -7380753.993999 + Penalty 3598.303682 = -7377155.690317 nChanged 69 SP:Iteration 31Q (4355.523344 sec): 3 clusters Score: Raw -7380766.181649 + Penalty 3598.303682 = -7377167.877967 nChanged 76 SP:Iteration 32Q (4355.651672 sec): 3 clusters Score: Raw -7380776.741169 + Penalty 3598.303682 = -7377178.437487 nChanged 61 SP:Iteration 33Q (4355.787670 sec): 3 clusters Score: Raw -7380785.011836 + Penalty 3598.303682 = -7377186.708154 nChanged 56 SP:Iteration 34Q (4355.921699 sec): 3 clusters Score: Raw -7380792.783623 + Penalty 3598.303682 = -7377194.479941 nChanged 55 SP:Iteration 35Q (4356.051705 sec): 3 clusters Score: Raw -7380799.200448 + Penalty 3598.303682 = -7377200.896766 nChanged 45 SP:Iteration 36Q (4356.170970 sec): 3 clusters Score: Raw -7380803.582446 + Penalty 3598.303682 = -7377205.278764 nChanged 33 SP:Iteration 37Q (4356.314184 sec): 3 clusters Score: Raw -7380807.788976 + Penalty 3598.303682 = -7377209.485294 nChanged 40 SP:Iteration 38Q (4356.451855 sec): 3 clusters Score: Raw -7380813.713031 + Penalty 3598.303682 = -7377215.409349 nChanged 37 SP:Iteration 39Q (4356.592060 sec): 3 clusters Score: Raw -7380818.052623 + Penalty 3598.303682 = -7377219.748940 nChanged 44 SP:Iteration 40F (4356.747457 sec): 3 clusters Score: Raw -7380823.432679 + Penalty 3598.303682 = -7377225.128997 nChanged 36 SP:Iteration 41Q (4356.885906 sec): 3 clusters Score: Raw -7380826.957654 + Penalty 3598.303682 = -7377228.653972 nChanged 38 SP:Iteration 42Q (4357.012928 sec): 3 clusters Score: Raw -7380830.473846 + Penalty 3598.303682 = -7377232.170164 nChanged 32 SP:Iteration 43Q (4357.151252 sec): 3 clusters Score: Raw -7380832.795347 + Penalty 3598.303682 = -7377234.491665 nChanged 25 SP:Iteration 44Q (4357.278538 sec): 3 clusters Score: Raw -7380834.983117 + Penalty 3598.303682 = -7377236.679435 nChanged 22 SP:Iteration 45Q (4357.403480 sec): 3 clusters Score: Raw -7380837.026117 + Penalty 3598.303682 = -7377238.722435 nChanged 19 SP:Iteration 46Q (4357.528205 sec): 3 clusters Score: Raw -7380839.111760 + Penalty 3598.303682 = -7377240.808078 nChanged 21 SP:Iteration 47Q (4357.665310 sec): 3 clusters Score: Raw -7380841.316474 + Penalty 3598.303682 = -7377243.012792 nChanged 19 SP:Iteration 48Q (4357.781738 sec): 3 clusters Score: Raw -7380843.403103 + Penalty 3598.303682 = -7377245.099421 nChanged 17 SP:Iteration 49Q (4357.918202 sec): 3 clusters Score: Raw -7380844.925330 + Penalty 3598.303682 = -7377246.621648 nChanged 12 SP:Iteration 50Q (4358.035728 sec): 3 clusters Score: Raw -7380845.703020 + Penalty 3598.303682 = -7377247.399338 nChanged 11 SP:Iteration 51Q (4358.162567 sec): 3 clusters Score: Raw -7380846.497527 + Penalty 3598.303682 = -7377248.193845 nChanged 8 SP:Iteration 52Q (4358.270998 sec): 3 clusters Score: Raw -7380846.884638 + Penalty 3598.303682 = -7377248.580956 nChanged 6 SP:Iteration 53Q (4358.401153 sec): 3 clusters Score: Raw -7380847.255893 + Penalty 3598.303682 = -7377248.952211 nChanged 9 SP:Iteration 54Q (4358.525542 sec): 3 clusters Score: Raw -7380847.991674 + Penalty 3598.303682 = -7377249.687992 nChanged 12 SP:Iteration 55Q (4358.616606 sec): 3 clusters Score: Raw -7380849.057682 + Penalty 3598.303682 = -7377250.753999 nChanged 12 SP:Iteration 56Q (4358.740972 sec): 3 clusters Score: Raw -7380850.085212 + Penalty 3598.303682 = -7377251.781529 nChanged 16 SP:Iteration 57Q (4358.866248 sec): 3 clusters Score: Raw -7380851.603821 + Penalty 3598.303682 = -7377253.300139 nChanged 18 SP:Iteration 58Q (4358.987140 sec): 3 clusters Score: Raw -7380853.102223 + Penalty 3598.303682 = -7377254.798541 nChanged 13 SP:Iteration 59Q (4359.107086 sec): 3 clusters Score: Raw -7380854.324651 + Penalty 3598.303682 = -7377256.020969 nChanged 17 SP:Iteration 60F (4359.244196 sec): 3 clusters Score: Raw -7380855.938339 + Penalty 3598.303682 = -7377257.634657 nChanged 16 SP:Iteration 61Q (4359.383120 sec): 3 clusters Score: Raw -7380857.935480 + Penalty 3598.303682 = -7377259.631798 nChanged 21 SP:Iteration 62Q (4359.508932 sec): 3 clusters Score: Raw -7380860.367989 + Penalty 3598.303682 = -7377262.064307 nChanged 21 SP:Iteration 63Q (4359.636967 sec): 3 clusters Score: Raw -7380862.449661 + Penalty 3598.303682 = -7377264.145979 nChanged 20 SP:Iteration 64Q (4359.765814 sec): 3 clusters Score: Raw -7380864.321726 + Penalty 3598.303682 = -7377266.018044 nChanged 25 SP:Iteration 65Q (4359.888794 sec): 3 clusters Score: Raw -7380866.781831 + Penalty 3598.303682 = -7377268.478149 nChanged 20 SP:Iteration 66Q (4360.023238 sec): 3 clusters Score: Raw -7380868.871217 + Penalty 3598.303682 = -7377270.567535 nChanged 19 SP:Iteration 67Q (4360.145801 sec): 3 clusters Score: Raw -7380870.653181 + Penalty 3598.303682 = -7377272.349499 nChanged 10 SP:Iteration 68Q (4360.270738 sec): 3 clusters Score: Raw -7380871.540222 + Penalty 3598.303682 = -7377273.236539 nChanged 9 SP:Iteration 69Q (4360.392605 sec): 3 clusters Score: Raw -7380872.279606 + Penalty 3598.303682 = -7377273.975924 nChanged 11 SP:Iteration 70Q (4360.523360 sec): 3 clusters Score: Raw -7380873.161177 + Penalty 3598.303682 = -7377274.857495 nChanged 11 SP:Iteration 71Q (4360.649762 sec): 3 clusters Score: Raw -7380874.333094 + Penalty 3598.303682 = -7377276.029412 nChanged 13 SP:Iteration 72Q (4360.780766 sec): 3 clusters Score: Raw -7380875.504179 + Penalty 3598.303682 = -7377277.200497 nChanged 11 SP:Iteration 73Q (4360.921718 sec): 3 clusters Score: Raw -7380876.430949 + Penalty 3598.303682 = -7377278.127266 nChanged 6 SP:Iteration 74Q (4361.044397 sec): 3 clusters Score: Raw -7380876.879624 + Penalty 3598.303682 = -7377278.575942 nChanged 3 SP:Iteration 75Q (4361.177786 sec): 3 clusters Score: Raw -7380877.097622 + Penalty 3598.303682 = -7377278.793940 nChanged 2 SP:Iteration 76Q (4361.302250 sec): 3 clusters Score: Raw -7380877.244101 + Penalty 3598.303682 = -7377278.940419 nChanged 3 SP:Iteration 77Q (4361.427396 sec): 3 clusters Score: Raw -7380877.378259 + Penalty 3598.303682 = -7377279.074577 nChanged 2 SP:Iteration 78Q (4361.555363 sec): 3 clusters Score: Raw -7380877.476595 + Penalty 3598.303682 = -7377279.172913 nChanged 4 SP:Iteration 79Q (4361.677580 sec): 3 clusters Score: Raw -7380877.725967 + Penalty 3598.303682 = -7377279.422285 nChanged 5 SP:Iteration 80F (4361.807715 sec): 3 clusters Score: Raw -7380877.979561 + Penalty 3598.303682 = -7377279.675878 nChanged 4 SP:Iteration 81Q (4361.943612 sec): 3 clusters Score: Raw -7380878.308732 + Penalty 3598.303682 = -7377280.005050 nChanged 5 SP:Iteration 82Q (4362.070673 sec): 3 clusters Score: Raw -7380878.722784 + Penalty 3598.303682 = -7377280.419102 nChanged 4 SP:Iteration 83Q (4362.197503 sec): 3 clusters Score: Raw -7380878.952741 + Penalty 3598.303682 = -7377280.649059 nChanged 2 SP:Iteration 84Q (4362.316507 sec): 3 clusters Score: Raw -7380879.065344 + Penalty 3598.303682 = -7377280.761662 nChanged 3 SP:Iteration 85Q (4362.445689 sec): 3 clusters Score: Raw -7380879.460794 + Penalty 3598.303682 = -7377281.157112 nChanged 2 SP:Iteration 86Q (4362.542257 sec): 3 clusters Score: Raw -7380879.566946 + Penalty 3598.303682 = -7377281.263264 nChanged 1 SP:Iteration 87Q (4362.680721 sec): 3 clusters Score: Raw -7380879.603594 + Penalty 3598.303682 = -7377281.299912 nChanged 0 SP:Iteration 88F (4362.826218 sec): 3 clusters Score: Raw -7380879.603594 + Penalty 3598.303682 = -7377281.299912 nChanged 0 Trying to split cluster 17 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4362.862506 sec): 2 clusters Score: Raw -114985.120812 + Penalty 1130.438635 = -113854.682178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4362.912584 sec): 3 clusters Score: Raw -114655.079768 + Penalty 2260.877269 = -112394.202499 nChanged 308 SP:Iteration 1F (4362.950592 sec): 3 clusters Score: Raw -114965.057579 + Penalty 2260.877269 = -112704.180310 nChanged 85 SP:Iteration 2F (4363.001579 sec): 3 clusters Score: Raw -115072.243239 + Penalty 2260.877269 = -112811.365970 nChanged 53 SP:Iteration 3F (4363.053049 sec): 3 clusters Score: Raw -115147.625509 + Penalty 2260.877269 = -112886.748240 nChanged 46 SP:Iteration 4Q (4363.104106 sec): 3 clusters Score: Raw -115212.252314 + Penalty 2260.877269 = -112951.375045 nChanged 39 SP:Iteration 5Q (4363.166952 sec): 3 clusters Score: Raw -115262.920952 + Penalty 2260.877269 = -113002.043683 nChanged 42 SP:Iteration 6Q (4363.200943 sec): 3 clusters Score: Raw -115302.939530 + Penalty 2260.877269 = -113042.062261 nChanged 31 SP:Iteration 7Q (4363.239433 sec): 3 clusters Score: Raw -115343.358059 + Penalty 2260.877269 = -113082.480790 nChanged 27 SP:Iteration 8Q (4363.283569 sec): 3 clusters Score: Raw -115369.646035 + Penalty 2260.877269 = -113108.768766 nChanged 18 SP:Iteration 9Q (4363.347029 sec): 3 clusters Score: Raw -115392.909567 + Penalty 2260.877269 = -113132.032298 nChanged 22 SP:Iteration 10Q (4363.386025 sec): 3 clusters Score: Raw -115410.683336 + Penalty 2260.877269 = -113149.806067 nChanged 12 SP:Iteration 11Q (4363.436219 sec): 3 clusters Score: Raw -115422.147610 + Penalty 2260.877269 = -113161.270341 nChanged 11 SP:Iteration 12Q (4363.487070 sec): 3 clusters Score: Raw -115431.841817 + Penalty 2260.877269 = -113170.964548 nChanged 9 SP:Iteration 13Q (4363.527166 sec): 3 clusters Score: Raw -115440.802853 + Penalty 2260.877269 = -113179.925584 nChanged 10 SP:Iteration 14Q (4363.578489 sec): 3 clusters Score: Raw -115446.975837 + Penalty 2260.877269 = -113186.098568 nChanged 4 SP:Iteration 15Q (4363.619865 sec): 3 clusters Score: Raw -115449.115870 + Penalty 2260.877269 = -113188.238601 nChanged 3 SP:Iteration 16Q (4363.670314 sec): 3 clusters Score: Raw -115450.660526 + Penalty 2260.877269 = -113189.783257 nChanged 4 SP:Iteration 17Q (4363.716420 sec): 3 clusters Score: Raw -115453.392571 + Penalty 2260.877269 = -113192.515302 nChanged 5 SP:Iteration 18Q (4363.752557 sec): 3 clusters Score: Raw -115456.726073 + Penalty 2260.877269 = -113195.848804 nChanged 2 SP:Iteration 19Q (4363.795996 sec): 3 clusters Score: Raw -115457.235990 + Penalty 2260.877269 = -113196.358721 nChanged 1 SP:Iteration 20F (4363.844680 sec): 3 clusters Score: Raw -115458.126618 + Penalty 2260.877269 = -113197.249349 nChanged 2 SP:Iteration 21Q (4363.894370 sec): 3 clusters Score: Raw -115458.946550 + Penalty 2260.877269 = -113198.069281 nChanged 4 SP:Iteration 22Q (4363.944016 sec): 3 clusters Score: Raw -115462.847577 + Penalty 2260.877269 = -113201.970308 nChanged 3 SP:Iteration 23Q (4363.993708 sec): 3 clusters Score: Raw -115464.692242 + Penalty 2260.877269 = -113203.814973 nChanged 4 SP:Iteration 24Q (4364.036311 sec): 3 clusters Score: Raw -115467.826664 + Penalty 2260.877269 = -113206.949395 nChanged 5 SP:Iteration 25Q (4364.085894 sec): 3 clusters Score: Raw -115474.812567 + Penalty 2260.877269 = -113213.935298 nChanged 10 SP:Iteration 26Q (4364.136403 sec): 3 clusters Score: Raw -115488.905616 + Penalty 2260.877269 = -113228.028347 nChanged 9 SP:Iteration 27Q (4364.173831 sec): 3 clusters Score: Raw -115497.475220 + Penalty 2260.877269 = -113236.597951 nChanged 8 SP:Iteration 28Q (4364.223432 sec): 3 clusters Score: Raw -115505.217396 + Penalty 2260.877269 = -113244.340127 nChanged 11 SP:Iteration 29Q (4364.274029 sec): 3 clusters Score: Raw -115517.183315 + Penalty 2260.877269 = -113256.306046 nChanged 8 SP:Iteration 30Q (4364.324082 sec): 3 clusters Score: Raw -115523.520635 + Penalty 2260.877269 = -113262.643366 nChanged 7 SP:Iteration 31Q (4364.364399 sec): 3 clusters Score: Raw -115528.655599 + Penalty 2260.877269 = -113267.778330 nChanged 4 SP:Iteration 32Q (4364.414104 sec): 3 clusters Score: Raw -115532.512908 + Penalty 2260.877269 = -113271.635639 nChanged 0 SP:Iteration 33F (4364.461207 sec): 3 clusters Score: Raw -115532.512908 + Penalty 2260.877269 = -113271.635639 nChanged 0 Trying to split cluster 18 (6820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4364.502874 sec): 2 clusters Score: Raw -753394.765408 + Penalty 1434.487397 = -751960.278011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4364.549700 sec): 3 clusters Score: Raw -749667.727767 + Penalty 2868.974794 = -746798.752973 nChanged 2854 SP:Iteration 1F (4364.615966 sec): 3 clusters Score: Raw -751334.475905 + Penalty 2868.974794 = -748465.501111 nChanged 553 SP:Iteration 2F (4364.664908 sec): 3 clusters Score: Raw -751797.700078 + Penalty 2868.974794 = -748928.725284 nChanged 497 SP:Iteration 3F (4364.722618 sec): 3 clusters Score: Raw -752290.560399 + Penalty 2868.974794 = -749421.585605 nChanged 522 SP:Iteration 4F (4364.781713 sec): 3 clusters Score: Raw -752784.422191 + Penalty 2868.974794 = -749915.447397 nChanged 517 SP:Iteration 5F (4364.840122 sec): 3 clusters Score: Raw -753280.215244 + Penalty 2868.974794 = -750411.240450 nChanged 487 SP:Iteration 6F (4364.884085 sec): 3 clusters Score: Raw -753701.358956 + Penalty 2868.974794 = -750832.384162 nChanged 359 SP:Iteration 7F (4364.945469 sec): 3 clusters Score: Raw -753968.687515 + Penalty 2868.974794 = -751099.712721 nChanged 256 SP:Iteration 8Q (4364.998131 sec): 3 clusters Score: Raw -754169.921363 + Penalty 2868.974794 = -751300.946569 nChanged 215 SP:Iteration 9Q (4365.056273 sec): 3 clusters Score: Raw -754349.082326 + Penalty 2868.974794 = -751480.107532 nChanged 161 SP:Iteration 10Q (4365.126129 sec): 3 clusters Score: Raw -754484.942320 + Penalty 2868.974794 = -751615.967526 nChanged 108 SP:Iteration 11Q (4365.173381 sec): 3 clusters Score: Raw -754578.758982 + Penalty 2868.974794 = -751709.784188 nChanged 95 SP:Iteration 12Q (4365.221944 sec): 3 clusters Score: Raw -754641.680659 + Penalty 2868.974794 = -751772.705865 nChanged 54 SP:Iteration 13Q (4365.280799 sec): 3 clusters Score: Raw -754670.103509 + Penalty 2868.974794 = -751801.128715 nChanged 46 SP:Iteration 14Q (4365.334265 sec): 3 clusters Score: Raw -754689.546128 + Penalty 2868.974794 = -751820.571334 nChanged 43 SP:Iteration 15Q (4365.394180 sec): 3 clusters Score: Raw -754706.320216 + Penalty 2868.974794 = -751837.345422 nChanged 32 SP:Iteration 16Q (4365.442787 sec): 3 clusters Score: Raw -754716.481437 + Penalty 2868.974794 = -751847.506643 nChanged 23 SP:Iteration 17Q (4365.491319 sec): 3 clusters Score: Raw -754723.195988 + Penalty 2868.974794 = -751854.221194 nChanged 19 SP:Iteration 18Q (4365.554475 sec): 3 clusters Score: Raw -754728.418309 + Penalty 2868.974794 = -751859.443515 nChanged 14 SP:Iteration 19Q (4365.599937 sec): 3 clusters Score: Raw -754732.108015 + Penalty 2868.974794 = -751863.133221 nChanged 9 SP:Iteration 20F (4365.650579 sec): 3 clusters Score: Raw -754734.204352 + Penalty 2868.974794 = -751865.229558 nChanged 8 SP:Iteration 21Q (4365.702969 sec): 3 clusters Score: Raw -754735.441240 + Penalty 2868.974794 = -751866.466446 nChanged 4 SP:Iteration 22Q (4365.758926 sec): 3 clusters Score: Raw -754736.097606 + Penalty 2868.974794 = -751867.122812 nChanged 2 SP:Iteration 23Q (4365.810163 sec): 3 clusters Score: Raw -754736.311379 + Penalty 2868.974794 = -751867.336585 nChanged 2 SP:Iteration 24Q (4365.865642 sec): 3 clusters Score: Raw -754736.686311 + Penalty 2868.974794 = -751867.711517 nChanged 1 SP:Iteration 25Q (4365.923247 sec): 3 clusters Score: Raw -754736.817621 + Penalty 2868.974794 = -751867.842827 nChanged 2 SP:Iteration 26Q (4365.978818 sec): 3 clusters Score: Raw -754737.279906 + Penalty 2868.974794 = -751868.305112 nChanged 3 SP:Iteration 27Q (4366.043777 sec): 3 clusters Score: Raw -754737.910464 + Penalty 2868.974794 = -751868.935670 nChanged 2 SP:Iteration 28Q (4366.093239 sec): 3 clusters Score: Raw -754738.459127 + Penalty 2868.974794 = -751869.484333 nChanged 1 SP:Iteration 29Q (4366.139006 sec): 3 clusters Score: Raw -754739.397769 + Penalty 2868.974794 = -751870.422975 nChanged 1 SP:Iteration 30Q (4366.196479 sec): 3 clusters Score: Raw -754739.661649 + Penalty 2868.974794 = -751870.686855 nChanged 1 SP:Iteration 31Q (4366.254247 sec): 3 clusters Score: Raw -754740.002317 + Penalty 2868.974794 = -751871.027522 nChanged 1 SP:Iteration 32Q (4366.311853 sec): 3 clusters Score: Raw -754740.196287 + Penalty 2868.974794 = -751871.221493 nChanged 0 SP:Iteration 33F (4366.360170 sec): 3 clusters Score: Raw -754740.196287 + Penalty 2868.974794 = -751871.221493 nChanged 0 Trying to split cluster 19 (3489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4366.386821 sec): 2 clusters Score: Raw -353879.978759 + Penalty 1325.572697 = -352554.406062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4366.439986 sec): 3 clusters Score: Raw -352180.275350 + Penalty 2651.145393 = -349529.129957 nChanged 1388 SP:Iteration 1F (4366.485188 sec): 3 clusters Score: Raw -353207.248799 + Penalty 2651.145393 = -350556.103406 nChanged 385 SP:Iteration 2F (4366.548863 sec): 3 clusters Score: Raw -353611.204502 + Penalty 2651.145393 = -350960.059108 nChanged 261 SP:Iteration 3F (4366.591093 sec): 3 clusters Score: Raw -353858.174291 + Penalty 2651.145393 = -351207.028898 nChanged 175 SP:Iteration 4F (4366.643759 sec): 3 clusters Score: Raw -353982.171959 + Penalty 2651.145393 = -351331.026566 nChanged 115 SP:Iteration 5Q (4366.696064 sec): 3 clusters Score: Raw -354066.102987 + Penalty 2651.145393 = -351414.957593 nChanged 97 SP:Iteration 6Q (4366.748380 sec): 3 clusters Score: Raw -354137.168907 + Penalty 2651.145393 = -351486.023514 nChanged 71 SP:Iteration 7Q (4366.811440 sec): 3 clusters Score: Raw -354209.146642 + Penalty 2651.145393 = -351558.001249 nChanged 70 SP:Iteration 8Q (4366.849605 sec): 3 clusters Score: Raw -354297.674962 + Penalty 2651.145393 = -351646.529569 nChanged 86 SP:Iteration 9Q (4366.897578 sec): 3 clusters Score: Raw -354379.386083 + Penalty 2651.145393 = -351728.240689 nChanged 86 SP:Iteration 10Q (4366.948773 sec): 3 clusters Score: Raw -354464.808182 + Penalty 2651.145393 = -351813.662789 nChanged 87 SP:Iteration 11Q (4366.995700 sec): 3 clusters Score: Raw -354530.889012 + Penalty 2651.145393 = -351879.743618 nChanged 93 SP:Iteration 12Q (4367.047781 sec): 3 clusters Score: Raw -354603.981312 + Penalty 2651.145393 = -351952.835918 nChanged 99 SP:Iteration 13Q (4367.099572 sec): 3 clusters Score: Raw -354666.844536 + Penalty 2651.145393 = -352015.699142 nChanged 83 SP:Iteration 14Q (4367.152281 sec): 3 clusters Score: Raw -354715.357694 + Penalty 2651.145393 = -352064.212300 nChanged 69 SP:Iteration 15Q (4367.206968 sec): 3 clusters Score: Raw -354753.262083 + Penalty 2651.145393 = -352102.116689 nChanged 64 SP:Iteration 16Q (4367.226049 sec): 3 clusters Score: Raw -354787.302651 + Penalty 2651.145393 = -352136.157257 nChanged 56 SP:Iteration 17Q (4367.243011 sec): 3 clusters Score: Raw -354821.291789 + Penalty 2651.145393 = -352170.146396 nChanged 59 SP:Iteration 18Q (4367.259512 sec): 3 clusters Score: Raw -354855.969001 + Penalty 2651.145393 = -352204.823607 nChanged 58 SP:Iteration 19Q (4367.275990 sec): 3 clusters Score: Raw -354896.445104 + Penalty 2651.145393 = -352245.299710 nChanged 58 SP:Iteration 20F (4367.292866 sec): 3 clusters Score: Raw -354935.717689 + Penalty 2651.145393 = -352284.572296 nChanged 45 SP:Iteration 21Q (4367.309293 sec): 3 clusters Score: Raw -354966.519790 + Penalty 2651.145393 = -352315.374396 nChanged 45 SP:Iteration 22Q (4367.363391 sec): 3 clusters Score: Raw -354989.952703 + Penalty 2651.145393 = -352338.807310 nChanged 30 SP:Iteration 23Q (4367.426756 sec): 3 clusters Score: Raw -355007.825466 + Penalty 2651.145393 = -352356.680072 nChanged 36 SP:Iteration 24Q (4367.468189 sec): 3 clusters Score: Raw -355028.756669 + Penalty 2651.145393 = -352377.611276 nChanged 30 SP:Iteration 25Q (4367.520577 sec): 3 clusters Score: Raw -355044.056008 + Penalty 2651.145393 = -352392.910615 nChanged 21 SP:Iteration 26Q (4367.572839 sec): 3 clusters Score: Raw -355056.889283 + Penalty 2651.145393 = -352405.743889 nChanged 18 SP:Iteration 27Q (4367.624169 sec): 3 clusters Score: Raw -355067.622962 + Penalty 2651.145393 = -352416.477568 nChanged 23 SP:Iteration 28Q (4367.674433 sec): 3 clusters Score: Raw -355087.942586 + Penalty 2651.145393 = -352436.797193 nChanged 25 SP:Iteration 29Q (4367.727404 sec): 3 clusters Score: Raw -355107.865402 + Penalty 2651.145393 = -352456.720008 nChanged 31 SP:Iteration 30Q (4367.760870 sec): 3 clusters Score: Raw -355134.699561 + Penalty 2651.145393 = -352483.554168 nChanged 28 SP:Iteration 31Q (4367.812785 sec): 3 clusters Score: Raw -355159.547341 + Penalty 2651.145393 = -352508.401947 nChanged 38 SP:Iteration 32Q (4367.866766 sec): 3 clusters Score: Raw -355206.584557 + Penalty 2651.145393 = -352555.439164 nChanged 37 SP:Iteration 33Q (4367.917762 sec): 3 clusters Score: Raw -355237.199860 + Penalty 2651.145393 = -352586.054466 nChanged 26 SP:Iteration 34Q (4367.969380 sec): 3 clusters Score: Raw -355259.794999 + Penalty 2651.145393 = -352608.649605 nChanged 30 SP:Iteration 35Q (4368.021305 sec): 3 clusters Score: Raw -355272.636467 + Penalty 2651.145393 = -352621.491074 nChanged 18 SP:Iteration 36Q (4368.072849 sec): 3 clusters Score: Raw -355279.482772 + Penalty 2651.145393 = -352628.337378 nChanged 6 SP:Iteration 37Q (4368.124723 sec): 3 clusters Score: Raw -355280.782399 + Penalty 2651.145393 = -352629.637005 nChanged 3 SP:Iteration 38Q (4368.176434 sec): 3 clusters Score: Raw -355281.411998 + Penalty 2651.145393 = -352630.266605 nChanged 3 SP:Iteration 39Q (4368.210702 sec): 3 clusters Score: Raw -355281.829679 + Penalty 2651.145393 = -352630.684286 nChanged 1 SP:Iteration 40F (4368.265589 sec): 3 clusters Score: Raw -355285.210135 + Penalty 2651.145393 = -352634.064742 nChanged 2 SP:Iteration 41Q (4368.316924 sec): 3 clusters Score: Raw -355287.294800 + Penalty 2651.145393 = -352636.149407 nChanged 5 SP:Iteration 42Q (4368.368565 sec): 3 clusters Score: Raw -355290.158791 + Penalty 2651.145393 = -352639.013398 nChanged 3 SP:Iteration 43Q (4368.416916 sec): 3 clusters Score: Raw -355290.980817 + Penalty 2651.145393 = -352639.835424 nChanged 1 SP:Iteration 44Q (4368.469292 sec): 3 clusters Score: Raw -355291.309776 + Penalty 2651.145393 = -352640.164383 nChanged 1 SP:Iteration 45Q (4368.521059 sec): 3 clusters Score: Raw -355291.769240 + Penalty 2651.145393 = -352640.623846 nChanged 1 SP:Iteration 46Q (4368.569676 sec): 3 clusters Score: Raw -355291.972454 + Penalty 2651.145393 = -352640.827061 nChanged 0 SP:Iteration 47F (4368.621869 sec): 3 clusters Score: Raw -355291.972454 + Penalty 2651.145393 = -352640.827061 nChanged 0 Score: Raw -82214580.233436 + Penalty 68129.029942 = -82146451.203494 Splitting cluster 19 changes total score from -82147230.201014 to -82146451.203494 So it's not getting split. Trying to split cluster 20 (41165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4383.272490 sec): 2 clusters Score: Raw -4714702.714278 + Penalty 1726.618345 = -4712976.095933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4383.400331 sec): 3 clusters Score: Raw -4688854.868887 + Penalty 3453.236689 = -4685401.632198 nChanged 19216 SP:Iteration 1F (4383.517679 sec): 3 clusters Score: Raw -4699894.384667 + Penalty 3453.236689 = -4696441.147978 nChanged 1942 SP:Iteration 2Q (4383.640005 sec): 3 clusters Score: Raw -4700638.419402 + Penalty 3453.236689 = -4697185.182712 nChanged 2088 SP:Iteration 3F (4383.753493 sec): 3 clusters Score: Raw -4701567.629223 + Penalty 3453.236689 = -4698114.392533 nChanged 2305 SP:Iteration 4F (4383.860301 sec): 3 clusters Score: Raw -4702869.710639 + Penalty 3453.236689 = -4699416.473950 nChanged 2673 SP:Iteration 5F (4383.984234 sec): 3 clusters Score: Raw -4704792.344235 + Penalty 3453.236689 = -4701339.107545 nChanged 2850 SP:Iteration 6F (4384.092605 sec): 3 clusters Score: Raw -4707202.172021 + Penalty 3453.236689 = -4703748.935332 nChanged 2617 SP:Iteration 7F (4384.217508 sec): 3 clusters Score: Raw -4709702.218824 + Penalty 3453.236689 = -4706248.982134 nChanged 2061 SP:Iteration 8F (4384.331285 sec): 3 clusters Score: Raw -4711723.666150 + Penalty 3453.236689 = -4708270.429460 nChanged 1520 SP:Iteration 9Q (4384.441118 sec): 3 clusters Score: Raw -4713004.519080 + Penalty 3453.236689 = -4709551.282391 nChanged 984 SP:Iteration 10Q (4384.553565 sec): 3 clusters Score: Raw -4713685.244249 + Penalty 3453.236689 = -4710232.007560 nChanged 613 SP:Iteration 11Q (4384.656255 sec): 3 clusters Score: Raw -4714027.663178 + Penalty 3453.236689 = -4710574.426489 nChanged 478 SP:Iteration 12Q (4384.762199 sec): 3 clusters Score: Raw -4714241.577306 + Penalty 3453.236689 = -4710788.340616 nChanged 395 SP:Iteration 13Q (4384.876647 sec): 3 clusters Score: Raw -4714398.648632 + Penalty 3453.236689 = -4710945.411943 nChanged 367 SP:Iteration 14Q (4384.983454 sec): 3 clusters Score: Raw -4714527.257719 + Penalty 3453.236689 = -4711074.021030 nChanged 270 SP:Iteration 15Q (4385.097227 sec): 3 clusters Score: Raw -4714606.304442 + Penalty 3453.236689 = -4711153.067753 nChanged 225 SP:Iteration 16Q (4385.210743 sec): 3 clusters Score: Raw -4714662.359296 + Penalty 3453.236689 = -4711209.122607 nChanged 176 SP:Iteration 17Q (4385.313127 sec): 3 clusters Score: Raw -4714699.325296 + Penalty 3453.236689 = -4711246.088606 nChanged 143 SP:Iteration 18Q (4385.414071 sec): 3 clusters Score: Raw -4714725.774034 + Penalty 3453.236689 = -4711272.537345 nChanged 114 SP:Iteration 19Q (4385.520330 sec): 3 clusters Score: Raw -4714740.686290 + Penalty 3453.236689 = -4711287.449601 nChanged 93 SP:Iteration 20F (4385.643229 sec): 3 clusters Score: Raw -4714753.651843 + Penalty 3453.236689 = -4711300.415154 nChanged 94 SP:Iteration 21Q (4385.756822 sec): 3 clusters Score: Raw -4714764.880098 + Penalty 3453.236689 = -4711311.643409 nChanged 76 SP:Iteration 22Q (4385.864056 sec): 3 clusters Score: Raw -4714774.618727 + Penalty 3453.236689 = -4711321.382038 nChanged 84 SP:Iteration 23Q (4385.978534 sec): 3 clusters Score: Raw -4714784.750193 + Penalty 3453.236689 = -4711331.513503 nChanged 75 SP:Iteration 24Q (4386.088905 sec): 3 clusters Score: Raw -4714793.387931 + Penalty 3453.236689 = -4711340.151242 nChanged 70 SP:Iteration 25Q (4386.199679 sec): 3 clusters Score: Raw -4714800.410110 + Penalty 3453.236689 = -4711347.173421 nChanged 63 SP:Iteration 26Q (4386.309915 sec): 3 clusters Score: Raw -4714806.780007 + Penalty 3453.236689 = -4711353.543318 nChanged 61 SP:Iteration 27Q (4386.420187 sec): 3 clusters Score: Raw -4714813.939526 + Penalty 3453.236689 = -4711360.702836 nChanged 58 SP:Iteration 28Q (4386.520718 sec): 3 clusters Score: Raw -4714820.667332 + Penalty 3453.236689 = -4711367.430642 nChanged 60 SP:Iteration 29Q (4386.624422 sec): 3 clusters Score: Raw -4714827.283645 + Penalty 3453.236689 = -4711374.046956 nChanged 63 SP:Iteration 30Q (4386.726225 sec): 3 clusters Score: Raw -4714833.823164 + Penalty 3453.236689 = -4711380.586474 nChanged 55 SP:Iteration 31Q (4386.835770 sec): 3 clusters Score: Raw -4714839.367978 + Penalty 3453.236689 = -4711386.131289 nChanged 49 SP:Iteration 32Q (4386.914561 sec): 3 clusters Score: Raw -4714843.698413 + Penalty 3453.236689 = -4711390.461723 nChanged 38 SP:Iteration 33Q (4386.989038 sec): 3 clusters Score: Raw -4714846.853855 + Penalty 3453.236689 = -4711393.617166 nChanged 35 SP:Iteration 34Q (4387.070454 sec): 3 clusters Score: Raw -4714849.493814 + Penalty 3453.236689 = -4711396.257124 nChanged 28 SP:Iteration 35Q (4387.155337 sec): 3 clusters Score: Raw -4714851.570680 + Penalty 3453.236689 = -4711398.333991 nChanged 32 SP:Iteration 36Q (4387.257528 sec): 3 clusters Score: Raw -4714854.090076 + Penalty 3453.236689 = -4711400.853386 nChanged 31 SP:Iteration 37Q (4387.336107 sec): 3 clusters Score: Raw -4714856.151880 + Penalty 3453.236689 = -4711402.915190 nChanged 31 SP:Iteration 38Q (4387.430355 sec): 3 clusters Score: Raw -4714858.653417 + Penalty 3453.236689 = -4711405.416727 nChanged 40 SP:Iteration 39Q (4387.533661 sec): 3 clusters Score: Raw -4714862.358796 + Penalty 3453.236689 = -4711409.122106 nChanged 32 SP:Iteration 40F (4387.634106 sec): 3 clusters Score: Raw -4714865.108876 + Penalty 3453.236689 = -4711411.872187 nChanged 30 SP:Iteration 41Q (4387.743535 sec): 3 clusters Score: Raw -4714867.065998 + Penalty 3453.236689 = -4711413.829309 nChanged 23 SP:Iteration 42Q (4387.836081 sec): 3 clusters Score: Raw -4714868.903718 + Penalty 3453.236689 = -4711415.667029 nChanged 18 SP:Iteration 43Q (4387.953040 sec): 3 clusters Score: Raw -4714870.323186 + Penalty 3453.236689 = -4711417.086496 nChanged 19 SP:Iteration 44Q (4388.055177 sec): 3 clusters Score: Raw -4714871.837940 + Penalty 3453.236689 = -4711418.601251 nChanged 25 SP:Iteration 45Q (4388.160470 sec): 3 clusters Score: Raw -4714873.599399 + Penalty 3453.236689 = -4711420.362710 nChanged 19 SP:Iteration 46Q (4388.256966 sec): 3 clusters Score: Raw -4714874.910708 + Penalty 3453.236689 = -4711421.674019 nChanged 20 SP:Iteration 47Q (4388.354532 sec): 3 clusters Score: Raw -4714876.468353 + Penalty 3453.236689 = -4711423.231663 nChanged 25 SP:Iteration 48Q (4388.461158 sec): 3 clusters Score: Raw -4714879.042785 + Penalty 3453.236689 = -4711425.806096 nChanged 33 SP:Iteration 49Q (4388.553193 sec): 3 clusters Score: Raw -4714882.609613 + Penalty 3453.236689 = -4711429.372923 nChanged 37 SP:Iteration 50Q (4388.657831 sec): 3 clusters Score: Raw -4714886.247410 + Penalty 3453.236689 = -4711433.010720 nChanged 40 SP:Iteration 51Q (4388.722416 sec): 3 clusters Score: Raw -4714889.664222 + Penalty 3453.236689 = -4711436.427533 nChanged 30 SP:Iteration 52Q (4388.789829 sec): 3 clusters Score: Raw -4714891.930629 + Penalty 3453.236689 = -4711438.693939 nChanged 20 SP:Iteration 53Q (4388.858359 sec): 3 clusters Score: Raw -4714893.443022 + Penalty 3453.236689 = -4711440.206333 nChanged 24 SP:Iteration 54Q (4388.926950 sec): 3 clusters Score: Raw -4714895.504469 + Penalty 3453.236689 = -4711442.267779 nChanged 24 SP:Iteration 55Q (4388.994988 sec): 3 clusters Score: Raw -4714897.681731 + Penalty 3453.236689 = -4711444.445041 nChanged 22 SP:Iteration 56Q (4389.063667 sec): 3 clusters Score: Raw -4714899.251740 + Penalty 3453.236689 = -4711446.015051 nChanged 19 SP:Iteration 57Q (4389.130994 sec): 3 clusters Score: Raw -4714900.464821 + Penalty 3453.236689 = -4711447.228131 nChanged 23 SP:Iteration 58Q (4389.198467 sec): 3 clusters Score: Raw -4714901.939747 + Penalty 3453.236689 = -4711448.703057 nChanged 15 SP:Iteration 59Q (4389.266752 sec): 3 clusters Score: Raw -4714903.092348 + Penalty 3453.236689 = -4711449.855659 nChanged 14 SP:Iteration 60F (4389.344698 sec): 3 clusters Score: Raw -4714904.009426 + Penalty 3453.236689 = -4711450.772737 nChanged 13 SP:Iteration 61Q (4389.413214 sec): 3 clusters Score: Raw -4714904.994706 + Penalty 3453.236689 = -4711451.758016 nChanged 21 SP:Iteration 62Q (4389.480894 sec): 3 clusters Score: Raw -4714906.965920 + Penalty 3453.236689 = -4711453.729230 nChanged 26 SP:Iteration 63Q (4389.549059 sec): 3 clusters Score: Raw -4714909.182199 + Penalty 3453.236689 = -4711455.945510 nChanged 26 SP:Iteration 64Q (4389.639569 sec): 3 clusters Score: Raw -4714911.186832 + Penalty 3453.236689 = -4711457.950143 nChanged 20 SP:Iteration 65Q (4389.737845 sec): 3 clusters Score: Raw -4714912.473478 + Penalty 3453.236689 = -4711459.236788 nChanged 18 SP:Iteration 66Q (4389.839184 sec): 3 clusters Score: Raw -4714913.693360 + Penalty 3453.236689 = -4711460.456670 nChanged 16 SP:Iteration 67Q (4389.933531 sec): 3 clusters Score: Raw -4714914.518943 + Penalty 3453.236689 = -4711461.282253 nChanged 11 SP:Iteration 68Q (4390.030068 sec): 3 clusters Score: Raw -4714915.249611 + Penalty 3453.236689 = -4711462.012921 nChanged 9 SP:Iteration 69Q (4390.132826 sec): 3 clusters Score: Raw -4714915.733007 + Penalty 3453.236689 = -4711462.496318 nChanged 10 SP:Iteration 70Q (4390.230485 sec): 3 clusters Score: Raw -4714916.813001 + Penalty 3453.236689 = -4711463.576312 nChanged 16 SP:Iteration 71Q (4390.325822 sec): 3 clusters Score: Raw -4714918.035278 + Penalty 3453.236689 = -4711464.798589 nChanged 14 SP:Iteration 72Q (4390.436079 sec): 3 clusters Score: Raw -4714919.001703 + Penalty 3453.236689 = -4711465.765014 nChanged 10 SP:Iteration 73Q (4390.517309 sec): 3 clusters Score: Raw -4714919.449747 + Penalty 3453.236689 = -4711466.213058 nChanged 8 SP:Iteration 74Q (4390.585545 sec): 3 clusters Score: Raw -4714919.715503 + Penalty 3453.236689 = -4711466.478814 nChanged 7 SP:Iteration 75Q (4390.696680 sec): 3 clusters Score: Raw -4714920.014113 + Penalty 3453.236689 = -4711466.777424 nChanged 7 SP:Iteration 76Q (4390.792740 sec): 3 clusters Score: Raw -4714920.403540 + Penalty 3453.236689 = -4711467.166850 nChanged 8 SP:Iteration 77Q (4390.895460 sec): 3 clusters Score: Raw -4714920.828412 + Penalty 3453.236689 = -4711467.591722 nChanged 4 SP:Iteration 78Q (4390.991368 sec): 3 clusters Score: Raw -4714921.258366 + Penalty 3453.236689 = -4711468.021676 nChanged 8 SP:Iteration 79Q (4391.076162 sec): 3 clusters Score: Raw -4714921.860600 + Penalty 3453.236689 = -4711468.623910 nChanged 4 SP:Iteration 80F (4391.183122 sec): 3 clusters Score: Raw -4714922.040478 + Penalty 3453.236689 = -4711468.803788 nChanged 5 SP:Iteration 81Q (4391.271049 sec): 3 clusters Score: Raw -4714922.346527 + Penalty 3453.236689 = -4711469.109838 nChanged 6 SP:Iteration 82Q (4391.367329 sec): 3 clusters Score: Raw -4714922.552170 + Penalty 3453.236689 = -4711469.315481 nChanged 4 SP:Iteration 83Q (4391.460713 sec): 3 clusters Score: Raw -4714922.687900 + Penalty 3453.236689 = -4711469.451210 nChanged 1 SP:Iteration 84Q (4391.560591 sec): 3 clusters Score: Raw -4714922.762209 + Penalty 3453.236689 = -4711469.525519 nChanged 0 SP:Iteration 85F (4391.670067 sec): 3 clusters Score: Raw -4714922.762209 + Penalty 3453.236689 = -4711469.525519 nChanged 0 Trying to split cluster 21 (7065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4391.709932 sec): 2 clusters Score: Raw -785291.677942 + Penalty 1440.222598 = -783851.455344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4391.756736 sec): 3 clusters Score: Raw -781476.340686 + Penalty 2880.445196 = -778595.895491 nChanged 2931 SP:Iteration 1F (4391.800532 sec): 3 clusters Score: Raw -783136.408278 + Penalty 2880.445196 = -780255.963083 nChanged 470 SP:Iteration 2F (4391.860782 sec): 3 clusters Score: Raw -783390.499282 + Penalty 2880.445196 = -780510.054086 nChanged 397 SP:Iteration 3F (4391.911764 sec): 3 clusters Score: Raw -783613.703358 + Penalty 2880.445196 = -780733.258162 nChanged 352 SP:Iteration 4Q (4391.970958 sec): 3 clusters Score: Raw -783812.375028 + Penalty 2880.445196 = -780931.929832 nChanged 299 SP:Iteration 5Q (4392.012756 sec): 3 clusters Score: Raw -783991.366424 + Penalty 2880.445196 = -781110.921228 nChanged 278 SP:Iteration 6Q (4392.071976 sec): 3 clusters Score: Raw -784176.844912 + Penalty 2880.445196 = -781296.399716 nChanged 262 SP:Iteration 7Q (4392.124924 sec): 3 clusters Score: Raw -784377.735128 + Penalty 2880.445196 = -781497.289932 nChanged 245 SP:Iteration 8Q (4392.175862 sec): 3 clusters Score: Raw -784577.293226 + Penalty 2880.445196 = -781696.848030 nChanged 218 SP:Iteration 9Q (4392.237503 sec): 3 clusters Score: Raw -784751.297702 + Penalty 2880.445196 = -781870.852506 nChanged 195 SP:Iteration 10Q (4392.280434 sec): 3 clusters Score: Raw -784901.220034 + Penalty 2880.445196 = -782020.774838 nChanged 173 SP:Iteration 11Q (4392.337323 sec): 3 clusters Score: Raw -785026.636120 + Penalty 2880.445196 = -782146.190924 nChanged 135 SP:Iteration 12Q (4392.385981 sec): 3 clusters Score: Raw -785117.540667 + Penalty 2880.445196 = -782237.095471 nChanged 110 SP:Iteration 13Q (4392.434000 sec): 3 clusters Score: Raw -785188.021584 + Penalty 2880.445196 = -782307.576389 nChanged 103 SP:Iteration 14Q (4392.485660 sec): 3 clusters Score: Raw -785254.189114 + Penalty 2880.445196 = -782373.743918 nChanged 84 SP:Iteration 15Q (4392.523080 sec): 3 clusters Score: Raw -785301.605733 + Penalty 2880.445196 = -782421.160537 nChanged 64 SP:Iteration 16Q (4392.575486 sec): 3 clusters Score: Raw -785338.593769 + Penalty 2880.445196 = -782458.148573 nChanged 67 SP:Iteration 17Q (4392.627713 sec): 3 clusters Score: Raw -785374.630855 + Penalty 2880.445196 = -782494.185659 nChanged 56 SP:Iteration 18Q (4392.646966 sec): 3 clusters Score: Raw -785401.042125 + Penalty 2880.445196 = -782520.596929 nChanged 36 SP:Iteration 19Q (4392.695308 sec): 3 clusters Score: Raw -785418.049246 + Penalty 2880.445196 = -782537.604050 nChanged 28 SP:Iteration 20F (4392.757558 sec): 3 clusters Score: Raw -785432.244726 + Penalty 2880.445196 = -782551.799530 nChanged 28 SP:Iteration 21Q (4392.812960 sec): 3 clusters Score: Raw -785447.221995 + Penalty 2880.445196 = -782566.776799 nChanged 37 SP:Iteration 22Q (4392.854849 sec): 3 clusters Score: Raw -785469.373234 + Penalty 2880.445196 = -782588.928038 nChanged 33 SP:Iteration 23Q (4392.911316 sec): 3 clusters Score: Raw -785484.796074 + Penalty 2880.445196 = -782604.350878 nChanged 22 SP:Iteration 24Q (4392.965580 sec): 3 clusters Score: Raw -785494.620092 + Penalty 2880.445196 = -782614.174896 nChanged 18 SP:Iteration 25Q (4393.010424 sec): 3 clusters Score: Raw -785502.540234 + Penalty 2880.445196 = -782622.095038 nChanged 13 SP:Iteration 26Q (4393.061035 sec): 3 clusters Score: Raw -785507.300668 + Penalty 2880.445196 = -782626.855472 nChanged 7 SP:Iteration 27Q (4393.117739 sec): 3 clusters Score: Raw -785509.813302 + Penalty 2880.445196 = -782629.368107 nChanged 10 SP:Iteration 28Q (4393.172794 sec): 3 clusters Score: Raw -785512.394645 + Penalty 2880.445196 = -782631.949449 nChanged 9 SP:Iteration 29Q (4393.216013 sec): 3 clusters Score: Raw -785515.627741 + Penalty 2880.445196 = -782635.182545 nChanged 9 SP:Iteration 30Q (4393.266905 sec): 3 clusters Score: Raw -785518.452760 + Penalty 2880.445196 = -782638.007564 nChanged 5 SP:Iteration 31Q (4393.322637 sec): 3 clusters Score: Raw -785519.909328 + Penalty 2880.445196 = -782639.464132 nChanged 7 SP:Iteration 32Q (4393.374674 sec): 3 clusters Score: Raw -785522.113069 + Penalty 2880.445196 = -782641.667873 nChanged 5 SP:Iteration 33Q (4393.414236 sec): 3 clusters Score: Raw -785522.946395 + Penalty 2880.445196 = -782642.501199 nChanged 1 SP:Iteration 34Q (4393.462903 sec): 3 clusters Score: Raw -785523.101918 + Penalty 2880.445196 = -782642.656722 nChanged 2 SP:Iteration 35Q (4393.521287 sec): 3 clusters Score: Raw -785524.541793 + Penalty 2880.445196 = -782644.096597 nChanged 2 SP:Iteration 36Q (4393.571785 sec): 3 clusters Score: Raw -785525.454568 + Penalty 2880.445196 = -782645.009372 nChanged 1 SP:Iteration 37Q (4393.616626 sec): 3 clusters Score: Raw -785525.687187 + Penalty 2880.445196 = -782645.241991 nChanged 0 SP:Iteration 38F (4393.662928 sec): 3 clusters Score: Raw -785525.687187 + Penalty 2880.445196 = -782645.241991 nChanged 0 Trying to split cluster 22 (4860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4393.695329 sec): 2 clusters Score: Raw -530059.646671 + Penalty 1379.428979 = -528680.217692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4393.756025 sec): 3 clusters Score: Raw -527609.144190 + Penalty 2758.857958 = -524850.286232 nChanged 1931 SP:Iteration 1F (4393.797713 sec): 3 clusters Score: Raw -528840.560422 + Penalty 2758.857958 = -526081.702464 nChanged 434 SP:Iteration 2F (4393.836009 sec): 3 clusters Score: Raw -529226.958691 + Penalty 2758.857958 = -526468.100733 nChanged 393 SP:Iteration 3F (4393.896758 sec): 3 clusters Score: Raw -529555.457379 + Penalty 2758.857958 = -526796.599421 nChanged 322 SP:Iteration 4F (4393.920220 sec): 3 clusters Score: Raw -529839.020063 + Penalty 2758.857958 = -527080.162105 nChanged 255 SP:Iteration 5F (4393.976762 sec): 3 clusters Score: Raw -530036.998008 + Penalty 2758.857958 = -527278.140050 nChanged 210 SP:Iteration 6Q (4394.015657 sec): 3 clusters Score: Raw -530207.780522 + Penalty 2758.857958 = -527448.922564 nChanged 186 SP:Iteration 7Q (4394.057454 sec): 3 clusters Score: Raw -530331.443182 + Penalty 2758.857958 = -527572.585224 nChanged 114 SP:Iteration 8Q (4394.107928 sec): 3 clusters Score: Raw -530402.906745 + Penalty 2758.857958 = -527644.048787 nChanged 90 SP:Iteration 9Q (4394.160094 sec): 3 clusters Score: Raw -530456.957445 + Penalty 2758.857958 = -527698.099487 nChanged 59 SP:Iteration 10Q (4394.213883 sec): 3 clusters Score: Raw -530492.522725 + Penalty 2758.857958 = -527733.664767 nChanged 51 SP:Iteration 11Q (4394.258270 sec): 3 clusters Score: Raw -530524.274969 + Penalty 2758.857958 = -527765.417011 nChanged 44 SP:Iteration 12Q (4394.304274 sec): 3 clusters Score: Raw -530544.649655 + Penalty 2758.857958 = -527785.791697 nChanged 34 SP:Iteration 13Q (4394.350395 sec): 3 clusters Score: Raw -530559.894922 + Penalty 2758.857958 = -527801.036964 nChanged 25 SP:Iteration 14Q (4394.404601 sec): 3 clusters Score: Raw -530571.551659 + Penalty 2758.857958 = -527812.693701 nChanged 20 SP:Iteration 15Q (4394.444627 sec): 3 clusters Score: Raw -530579.278406 + Penalty 2758.857958 = -527820.420448 nChanged 18 SP:Iteration 16Q (4394.502975 sec): 3 clusters Score: Raw -530586.683028 + Penalty 2758.857958 = -527827.825070 nChanged 13 SP:Iteration 17Q (4394.538019 sec): 3 clusters Score: Raw -530594.059047 + Penalty 2758.857958 = -527835.201089 nChanged 17 SP:Iteration 18Q (4394.588725 sec): 3 clusters Score: Raw -530601.255870 + Penalty 2758.857958 = -527842.397912 nChanged 11 SP:Iteration 19Q (4394.625661 sec): 3 clusters Score: Raw -530604.608358 + Penalty 2758.857958 = -527845.750400 nChanged 10 SP:Iteration 20F (4394.666213 sec): 3 clusters Score: Raw -530608.252381 + Penalty 2758.857958 = -527849.394423 nChanged 7 SP:Iteration 21Q (4394.727236 sec): 3 clusters Score: Raw -530611.332315 + Penalty 2758.857958 = -527852.474357 nChanged 9 SP:Iteration 22Q (4394.760593 sec): 3 clusters Score: Raw -530614.077001 + Penalty 2758.857958 = -527855.219043 nChanged 9 SP:Iteration 23Q (4394.804710 sec): 3 clusters Score: Raw -530617.171721 + Penalty 2758.857958 = -527858.313763 nChanged 9 SP:Iteration 24Q (4394.856686 sec): 3 clusters Score: Raw -530620.245371 + Penalty 2758.857958 = -527861.387413 nChanged 6 SP:Iteration 25Q (4394.909307 sec): 3 clusters Score: Raw -530621.894058 + Penalty 2758.857958 = -527863.036100 nChanged 3 SP:Iteration 26Q (4394.950517 sec): 3 clusters Score: Raw -530622.893909 + Penalty 2758.857958 = -527864.035951 nChanged 2 SP:Iteration 27Q (4394.996487 sec): 3 clusters Score: Raw -530623.551972 + Penalty 2758.857958 = -527864.694014 nChanged 1 SP:Iteration 28Q (4395.040313 sec): 3 clusters Score: Raw -530623.996517 + Penalty 2758.857958 = -527865.138559 nChanged 0 SP:Iteration 29F (4395.085620 sec): 3 clusters Score: Raw -530623.996517 + Penalty 2758.857958 = -527865.138559 nChanged 0 Trying to split cluster 23 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4395.115523 sec): 2 clusters Score: Raw -194027.185518 + Penalty 1229.693672 = -192797.491845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4395.155419 sec): 3 clusters Score: Raw -193224.383552 + Penalty 2459.387345 = -190764.996207 nChanged 664 SP:Iteration 1F (4395.200910 sec): 3 clusters Score: Raw -193722.729908 + Penalty 2459.387345 = -191263.342563 nChanged 162 SP:Iteration 2F (4395.245405 sec): 3 clusters Score: Raw -193866.140729 + Penalty 2459.387345 = -191406.753384 nChanged 97 SP:Iteration 3F (4395.274389 sec): 3 clusters Score: Raw -193957.235345 + Penalty 2459.387345 = -191497.848000 nChanged 82 SP:Iteration 4Q (4395.314965 sec): 3 clusters Score: Raw -194029.623974 + Penalty 2459.387345 = -191570.236630 nChanged 64 SP:Iteration 5Q (4395.346775 sec): 3 clusters Score: Raw -194091.652104 + Penalty 2459.387345 = -191632.264759 nChanged 63 SP:Iteration 6Q (4395.393614 sec): 3 clusters Score: Raw -194154.114146 + Penalty 2459.387345 = -191694.726801 nChanged 60 SP:Iteration 7Q (4395.438452 sec): 3 clusters Score: Raw -194223.096066 + Penalty 2459.387345 = -191763.708721 nChanged 57 SP:Iteration 8Q (4395.482522 sec): 3 clusters Score: Raw -194283.408947 + Penalty 2459.387345 = -191824.021602 nChanged 54 SP:Iteration 9Q (4395.525363 sec): 3 clusters Score: Raw -194325.343187 + Penalty 2459.387345 = -191865.955842 nChanged 41 SP:Iteration 10Q (4395.556486 sec): 3 clusters Score: Raw -194355.227671 + Penalty 2459.387345 = -191895.840326 nChanged 23 SP:Iteration 11Q (4395.593810 sec): 3 clusters Score: Raw -194375.491601 + Penalty 2459.387345 = -191916.104256 nChanged 25 SP:Iteration 12Q (4395.627022 sec): 3 clusters Score: Raw -194390.409732 + Penalty 2459.387345 = -191931.022387 nChanged 18 SP:Iteration 13Q (4395.672001 sec): 3 clusters Score: Raw -194405.417325 + Penalty 2459.387345 = -191946.029981 nChanged 13 SP:Iteration 14Q (4395.719974 sec): 3 clusters Score: Raw -194412.704808 + Penalty 2459.387345 = -191953.317463 nChanged 12 SP:Iteration 15Q (4395.732974 sec): 3 clusters Score: Raw -194418.790443 + Penalty 2459.387345 = -191959.403099 nChanged 9 SP:Iteration 16Q (4395.742490 sec): 3 clusters Score: Raw -194424.672451 + Penalty 2459.387345 = -191965.285106 nChanged 10 SP:Iteration 17Q (4395.752059 sec): 3 clusters Score: Raw -194430.393737 + Penalty 2459.387345 = -191971.006393 nChanged 6 SP:Iteration 18Q (4395.761538 sec): 3 clusters Score: Raw -194437.583313 + Penalty 2459.387345 = -191978.195968 nChanged 6 SP:Iteration 19Q (4395.771078 sec): 3 clusters Score: Raw -194439.965573 + Penalty 2459.387345 = -191980.578228 nChanged 3 SP:Iteration 20F (4395.780670 sec): 3 clusters Score: Raw -194442.112221 + Penalty 2459.387345 = -191982.724876 nChanged 5 SP:Iteration 21Q (4395.790224 sec): 3 clusters Score: Raw -194444.285732 + Penalty 2459.387345 = -191984.898388 nChanged 4 SP:Iteration 22Q (4395.799737 sec): 3 clusters Score: Raw -194446.683864 + Penalty 2459.387345 = -191987.296519 nChanged 6 SP:Iteration 23Q (4395.809183 sec): 3 clusters Score: Raw -194451.071301 + Penalty 2459.387345 = -191991.683956 nChanged 5 SP:Iteration 24Q (4395.818737 sec): 3 clusters Score: Raw -194454.871934 + Penalty 2459.387345 = -191995.484589 nChanged 7 SP:Iteration 25Q (4395.828173 sec): 3 clusters Score: Raw -194459.138716 + Penalty 2459.387345 = -191999.751371 nChanged 5 SP:Iteration 26Q (4395.837686 sec): 3 clusters Score: Raw -194461.082822 + Penalty 2459.387345 = -192001.695477 nChanged 2 SP:Iteration 27Q (4395.847205 sec): 3 clusters Score: Raw -194462.821302 + Penalty 2459.387345 = -192003.433958 nChanged 2 SP:Iteration 28Q (4395.884837 sec): 3 clusters Score: Raw -194463.817187 + Penalty 2459.387345 = -192004.429842 nChanged 1 SP:Iteration 29Q (4395.922742 sec): 3 clusters Score: Raw -194464.288107 + Penalty 2459.387345 = -192004.900762 nChanged 2 SP:Iteration 30Q (4395.966932 sec): 3 clusters Score: Raw -194465.660941 + Penalty 2459.387345 = -192006.273597 nChanged 0 SP:Iteration 31F (4396.007271 sec): 3 clusters Score: Raw -194465.660941 + Penalty 2459.387345 = -192006.273597 nChanged 0 Trying to split cluster 24 (100447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4396.164975 sec): 2 clusters Score: Raw -11520198.356300 + Penalty 1871.575144 = -11518326.781155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4396.360289 sec): 3 clusters Score: Raw -11454945.688915 + Penalty 3743.150289 = -11451202.538626 nChanged 48049 SP:Iteration 1F (4396.563097 sec): 3 clusters Score: Raw -11484086.354818 + Penalty 3743.150289 = -11480343.204529 nChanged 4576 SP:Iteration 2Q (4396.761209 sec): 3 clusters Score: Raw -11486014.552917 + Penalty 3743.150289 = -11482271.402628 nChanged 5389 SP:Iteration 3F (4396.976782 sec): 3 clusters Score: Raw -11488705.260294 + Penalty 3743.150289 = -11484962.110005 nChanged 6258 SP:Iteration 4F (4397.170517 sec): 3 clusters Score: Raw -11492306.289345 + Penalty 3743.150289 = -11488563.139056 nChanged 6791 SP:Iteration 5F (4397.377522 sec): 3 clusters Score: Raw -11496762.997338 + Penalty 3743.150289 = -11493019.847049 nChanged 6685 SP:Iteration 6F (4397.574218 sec): 3 clusters Score: Raw -11501485.060387 + Penalty 3743.150289 = -11497741.910098 nChanged 5946 SP:Iteration 7F (4397.767762 sec): 3 clusters Score: Raw -11505495.896801 + Penalty 3743.150289 = -11501752.746512 nChanged 4765 SP:Iteration 8Q (4397.973073 sec): 3 clusters Score: Raw -11508417.982903 + Penalty 3743.150289 = -11504674.832614 nChanged 3577 SP:Iteration 9Q (4398.197241 sec): 3 clusters Score: Raw -11510290.729814 + Penalty 3743.150289 = -11506547.579525 nChanged 2802 SP:Iteration 10Q (4398.407680 sec): 3 clusters Score: Raw -11511617.988044 + Penalty 3743.150289 = -11507874.837755 nChanged 2325 SP:Iteration 11Q (4398.616844 sec): 3 clusters Score: Raw -11512664.920372 + Penalty 3743.150289 = -11508921.770083 nChanged 2181 SP:Iteration 12Q (4398.808957 sec): 3 clusters Score: Raw -11513604.149738 + Penalty 3743.150289 = -11509860.999449 nChanged 2044 SP:Iteration 13Q (4399.009764 sec): 3 clusters Score: Raw -11514459.177958 + Penalty 3743.150289 = -11510716.027670 nChanged 1943 SP:Iteration 14Q (4399.209737 sec): 3 clusters Score: Raw -11515233.015386 + Penalty 3743.150289 = -11511489.865098 nChanged 1767 SP:Iteration 15Q (4399.421602 sec): 3 clusters Score: Raw -11515903.992449 + Penalty 3743.150289 = -11512160.842160 nChanged 1666 SP:Iteration 16Q (4399.635019 sec): 3 clusters Score: Raw -11516527.178654 + Penalty 3743.150289 = -11512784.028365 nChanged 1624 SP:Iteration 17Q (4399.833311 sec): 3 clusters Score: Raw -11517142.264479 + Penalty 3743.150289 = -11513399.114190 nChanged 1515 SP:Iteration 18Q (4400.043497 sec): 3 clusters Score: Raw -11517723.789938 + Penalty 3743.150289 = -11513980.639649 nChanged 1451 SP:Iteration 19Q (4400.244170 sec): 3 clusters Score: Raw -11518270.741871 + Penalty 3743.150289 = -11514527.591582 nChanged 1298 SP:Iteration 20F (4400.451815 sec): 3 clusters Score: Raw -11518753.752446 + Penalty 3743.150289 = -11515010.602157 nChanged 1205 SP:Iteration 21Q (4400.645729 sec): 3 clusters Score: Raw -11519198.291201 + Penalty 3743.150289 = -11515455.140913 nChanged 1046 SP:Iteration 22Q (4400.842508 sec): 3 clusters Score: Raw -11519583.063268 + Penalty 3743.150289 = -11515839.912979 nChanged 939 SP:Iteration 23Q (4401.040849 sec): 3 clusters Score: Raw -11519926.806554 + Penalty 3743.150289 = -11516183.656265 nChanged 821 SP:Iteration 24Q (4401.232287 sec): 3 clusters Score: Raw -11520226.615541 + Penalty 3743.150289 = -11516483.465252 nChanged 755 SP:Iteration 25Q (4401.421041 sec): 3 clusters Score: Raw -11520500.137844 + Penalty 3743.150289 = -11516756.987555 nChanged 606 SP:Iteration 26Q (4401.571930 sec): 3 clusters Score: Raw -11520711.910191 + Penalty 3743.150289 = -11516968.759902 nChanged 512 SP:Iteration 27Q (4401.761877 sec): 3 clusters Score: Raw -11520889.253374 + Penalty 3743.150289 = -11517146.103085 nChanged 417 SP:Iteration 28Q (4401.943444 sec): 3 clusters Score: Raw -11521015.700941 + Penalty 3743.150289 = -11517272.550652 nChanged 344 SP:Iteration 29Q (4402.121942 sec): 3 clusters Score: Raw -11521113.469999 + Penalty 3743.150289 = -11517370.319710 nChanged 284 SP:Iteration 30Q (4402.267581 sec): 3 clusters Score: Raw -11521189.736224 + Penalty 3743.150289 = -11517446.585935 nChanged 259 SP:Iteration 31Q (4402.447945 sec): 3 clusters Score: Raw -11521261.377392 + Penalty 3743.150289 = -11517518.227103 nChanged 225 SP:Iteration 32Q (4402.622851 sec): 3 clusters Score: Raw -11521320.900626 + Penalty 3743.150289 = -11517577.750338 nChanged 208 SP:Iteration 33Q (4402.800946 sec): 3 clusters Score: Raw -11521381.807776 + Penalty 3743.150289 = -11517638.657487 nChanged 183 SP:Iteration 34Q (4402.969901 sec): 3 clusters Score: Raw -11521432.032023 + Penalty 3743.150289 = -11517688.881734 nChanged 165 SP:Iteration 35Q (4403.137255 sec): 3 clusters Score: Raw -11521479.159943 + Penalty 3743.150289 = -11517736.009654 nChanged 152 SP:Iteration 36Q (4403.284415 sec): 3 clusters Score: Raw -11521526.716329 + Penalty 3743.150289 = -11517783.566040 nChanged 144 SP:Iteration 37Q (4403.460019 sec): 3 clusters Score: Raw -11521570.132600 + Penalty 3743.150289 = -11517826.982311 nChanged 124 SP:Iteration 38Q (4403.620842 sec): 3 clusters Score: Raw -11521604.315801 + Penalty 3743.150289 = -11517861.165512 nChanged 115 SP:Iteration 39Q (4403.775877 sec): 3 clusters Score: Raw -11521630.725915 + Penalty 3743.150289 = -11517887.575626 nChanged 85 SP:Iteration 40F (4403.971192 sec): 3 clusters Score: Raw -11521649.222449 + Penalty 3743.150289 = -11517906.072160 nChanged 78 SP:Iteration 41Q (4404.151073 sec): 3 clusters Score: Raw -11521663.649108 + Penalty 3743.150289 = -11517920.498820 nChanged 64 SP:Iteration 42Q (4404.320349 sec): 3 clusters Score: Raw -11521673.934261 + Penalty 3743.150289 = -11517930.783972 nChanged 46 SP:Iteration 43Q (4404.460227 sec): 3 clusters Score: Raw -11521681.650141 + Penalty 3743.150289 = -11517938.499852 nChanged 37 SP:Iteration 44Q (4404.632635 sec): 3 clusters Score: Raw -11521686.736624 + Penalty 3743.150289 = -11517943.586335 nChanged 25 SP:Iteration 45Q (4404.806115 sec): 3 clusters Score: Raw -11521690.387121 + Penalty 3743.150289 = -11517947.236832 nChanged 33 SP:Iteration 46Q (4404.980993 sec): 3 clusters Score: Raw -11521695.301073 + Penalty 3743.150289 = -11517952.150784 nChanged 28 SP:Iteration 47Q (4405.154430 sec): 3 clusters Score: Raw -11521701.406588 + Penalty 3743.150289 = -11517958.256299 nChanged 33 SP:Iteration 48Q (4405.322429 sec): 3 clusters Score: Raw -11521708.043746 + Penalty 3743.150289 = -11517964.893458 nChanged 51 SP:Iteration 49Q (4405.493583 sec): 3 clusters Score: Raw -11521718.242641 + Penalty 3743.150289 = -11517975.092352 nChanged 51 SP:Iteration 50Q (4405.657686 sec): 3 clusters Score: Raw -11521729.740462 + Penalty 3743.150289 = -11517986.590173 nChanged 49 SP:Iteration 51Q (4405.825679 sec): 3 clusters Score: Raw -11521740.793421 + Penalty 3743.150289 = -11517997.643133 nChanged 48 SP:Iteration 52Q (4405.995206 sec): 3 clusters Score: Raw -11521752.145714 + Penalty 3743.150289 = -11518008.995425 nChanged 61 SP:Iteration 53Q (4406.169240 sec): 3 clusters Score: Raw -11521767.571723 + Penalty 3743.150289 = -11518024.421435 nChanged 54 SP:Iteration 54Q (4406.308739 sec): 3 clusters Score: Raw -11521777.560238 + Penalty 3743.150289 = -11518034.409949 nChanged 50 SP:Iteration 55Q (4406.472034 sec): 3 clusters Score: Raw -11521787.257984 + Penalty 3743.150289 = -11518044.107695 nChanged 49 SP:Iteration 56Q (4406.636002 sec): 3 clusters Score: Raw -11521795.159170 + Penalty 3743.150289 = -11518052.008881 nChanged 32 SP:Iteration 57Q (4406.820090 sec): 3 clusters Score: Raw -11521800.602483 + Penalty 3743.150289 = -11518057.452194 nChanged 42 SP:Iteration 58Q (4406.996060 sec): 3 clusters Score: Raw -11521807.422760 + Penalty 3743.150289 = -11518064.272471 nChanged 33 SP:Iteration 59Q (4407.166388 sec): 3 clusters Score: Raw -11521811.549209 + Penalty 3743.150289 = -11518068.398920 nChanged 25 SP:Iteration 60F (4407.333128 sec): 3 clusters Score: Raw -11521815.123870 + Penalty 3743.150289 = -11518071.973581 nChanged 22 SP:Iteration 61Q (4407.494603 sec): 3 clusters Score: Raw -11521817.612478 + Penalty 3743.150289 = -11518074.462189 nChanged 19 SP:Iteration 62Q (4407.634248 sec): 3 clusters Score: Raw -11521820.452423 + Penalty 3743.150289 = -11518077.302135 nChanged 18 SP:Iteration 63Q (4407.773657 sec): 3 clusters Score: Raw -11521822.522183 + Penalty 3743.150289 = -11518079.371895 nChanged 12 SP:Iteration 64Q (4407.912937 sec): 3 clusters Score: Raw -11521823.769714 + Penalty 3743.150289 = -11518080.619425 nChanged 9 SP:Iteration 65Q (4408.060167 sec): 3 clusters Score: Raw -11521824.668797 + Penalty 3743.150289 = -11518081.518508 nChanged 5 SP:Iteration 66Q (4408.227224 sec): 3 clusters Score: Raw -11521825.145590 + Penalty 3743.150289 = -11518081.995301 nChanged 6 SP:Iteration 67Q (4408.369547 sec): 3 clusters Score: Raw -11521825.645400 + Penalty 3743.150289 = -11518082.495111 nChanged 8 SP:Iteration 68Q (4408.537229 sec): 3 clusters Score: Raw -11521826.386446 + Penalty 3743.150289 = -11518083.236157 nChanged 8 SP:Iteration 69Q (4408.707409 sec): 3 clusters Score: Raw -11521827.322738 + Penalty 3743.150289 = -11518084.172450 nChanged 6 SP:Iteration 70Q (4408.873693 sec): 3 clusters Score: Raw -11521827.996593 + Penalty 3743.150289 = -11518084.846304 nChanged 4 SP:Iteration 71Q (4409.020216 sec): 3 clusters Score: Raw -11521828.386003 + Penalty 3743.150289 = -11518085.235714 nChanged 1 SP:Iteration 72Q (4409.162082 sec): 3 clusters Score: Raw -11521828.487481 + Penalty 3743.150289 = -11518085.337192 nChanged 2 SP:Iteration 73Q (4409.334017 sec): 3 clusters Score: Raw -11521828.581069 + Penalty 3743.150289 = -11518085.430780 nChanged 1 SP:Iteration 74Q (4409.497462 sec): 3 clusters Score: Raw -11521828.681233 + Penalty 3743.150289 = -11518085.530944 nChanged 2 SP:Iteration 75Q (4409.668689 sec): 3 clusters Score: Raw -11521828.815672 + Penalty 3743.150289 = -11518085.665383 nChanged 4 SP:Iteration 76Q (4409.831454 sec): 3 clusters Score: Raw -11521829.055356 + Penalty 3743.150289 = -11518085.905067 nChanged 3 SP:Iteration 77Q (4409.999112 sec): 3 clusters Score: Raw -11521829.385192 + Penalty 3743.150289 = -11518086.234903 nChanged 5 SP:Iteration 78Q (4410.164753 sec): 3 clusters Score: Raw -11521829.865898 + Penalty 3743.150289 = -11518086.715610 nChanged 4 SP:Iteration 79Q (4410.338431 sec): 3 clusters Score: Raw -11521830.157652 + Penalty 3743.150289 = -11518087.007363 nChanged 0 SP:Iteration 80F (4410.535204 sec): 3 clusters Score: Raw -11521830.157652 + Penalty 3743.150289 = -11518087.007363 nChanged 0 Trying to split cluster 25 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4410.556064 sec): 2 clusters Score: Raw -152760.122604 + Penalty 1162.751899 = -151597.370705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4410.606156 sec): 3 clusters Score: Raw -152285.792894 + Penalty 2325.503798 = -149960.289096 nChanged 404 SP:Iteration 1F (4410.644320 sec): 3 clusters Score: Raw -152617.808966 + Penalty 2325.503798 = -150292.305168 nChanged 102 SP:Iteration 2F (4410.691671 sec): 3 clusters Score: Raw -152723.212873 + Penalty 2325.503798 = -150397.709075 nChanged 54 SP:Iteration 3Q (4410.738524 sec): 3 clusters Score: Raw -152783.200036 + Penalty 2325.503798 = -150457.696237 nChanged 41 SP:Iteration 4Q (4410.787070 sec): 3 clusters Score: Raw -152820.632358 + Penalty 2325.503798 = -150495.128560 nChanged 29 SP:Iteration 5Q (4410.828482 sec): 3 clusters Score: Raw -152847.152302 + Penalty 2325.503798 = -150521.648504 nChanged 23 SP:Iteration 6Q (4410.870169 sec): 3 clusters Score: Raw -152869.602909 + Penalty 2325.503798 = -150544.099111 nChanged 20 SP:Iteration 7Q (4410.910517 sec): 3 clusters Score: Raw -152888.938247 + Penalty 2325.503798 = -150563.434449 nChanged 11 SP:Iteration 8Q (4410.951403 sec): 3 clusters Score: Raw -152901.513456 + Penalty 2325.503798 = -150576.009658 nChanged 9 SP:Iteration 9Q (4410.981354 sec): 3 clusters Score: Raw -152910.630965 + Penalty 2325.503798 = -150585.127167 nChanged 10 SP:Iteration 10Q (4411.018831 sec): 3 clusters Score: Raw -152918.297900 + Penalty 2325.503798 = -150592.794102 nChanged 9 SP:Iteration 11Q (4411.050453 sec): 3 clusters Score: Raw -152925.168835 + Penalty 2325.503798 = -150599.665037 nChanged 8 SP:Iteration 12Q (4411.085280 sec): 3 clusters Score: Raw -152935.241218 + Penalty 2325.503798 = -150609.737420 nChanged 12 SP:Iteration 13Q (4411.120382 sec): 3 clusters Score: Raw -152944.496704 + Penalty 2325.503798 = -150618.992905 nChanged 6 SP:Iteration 14Q (4411.163494 sec): 3 clusters Score: Raw -152948.784440 + Penalty 2325.503798 = -150623.280642 nChanged 4 SP:Iteration 15Q (4411.205140 sec): 3 clusters Score: Raw -152951.372192 + Penalty 2325.503798 = -150625.868394 nChanged 4 SP:Iteration 16Q (4411.255297 sec): 3 clusters Score: Raw -152953.713893 + Penalty 2325.503798 = -150628.210095 nChanged 1 SP:Iteration 17Q (4411.310896 sec): 3 clusters Score: Raw -152954.085070 + Penalty 2325.503798 = -150628.581272 nChanged 0 SP:Iteration 18F (4411.327248 sec): 3 clusters Score: Raw -152954.085070 + Penalty 2325.503798 = -150628.581272 nChanged 0 Trying to split cluster 26 (3718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4411.358414 sec): 2 clusters Score: Raw -396394.858727 + Penalty 1335.902940 = -395058.955788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4411.417767 sec): 3 clusters Score: Raw -394566.570928 + Penalty 2671.805880 = -391894.765048 nChanged 1430 SP:Iteration 1F (4411.462184 sec): 3 clusters Score: Raw -395412.687780 + Penalty 2671.805880 = -392740.881900 nChanged 287 SP:Iteration 2F (4411.508091 sec): 3 clusters Score: Raw -395582.258735 + Penalty 2671.805880 = -392910.452856 nChanged 197 SP:Iteration 3F (4411.549524 sec): 3 clusters Score: Raw -395692.945335 + Penalty 2671.805880 = -393021.139455 nChanged 140 SP:Iteration 4Q (4411.595236 sec): 3 clusters Score: Raw -395761.198313 + Penalty 2671.805880 = -393089.392434 nChanged 118 SP:Iteration 5Q (4411.635929 sec): 3 clusters Score: Raw -395826.457985 + Penalty 2671.805880 = -393154.652105 nChanged 124 SP:Iteration 6Q (4411.677782 sec): 3 clusters Score: Raw -395884.816846 + Penalty 2671.805880 = -393213.010967 nChanged 109 SP:Iteration 7Q (4411.719698 sec): 3 clusters Score: Raw -395938.610084 + Penalty 2671.805880 = -393266.804205 nChanged 92 SP:Iteration 8Q (4411.757281 sec): 3 clusters Score: Raw -395974.465523 + Penalty 2671.805880 = -393302.659643 nChanged 80 SP:Iteration 9Q (4411.807544 sec): 3 clusters Score: Raw -396005.601483 + Penalty 2671.805880 = -393333.795604 nChanged 70 SP:Iteration 10Q (4411.841256 sec): 3 clusters Score: Raw -396034.256031 + Penalty 2671.805880 = -393362.450151 nChanged 72 SP:Iteration 11Q (4411.891317 sec): 3 clusters Score: Raw -396066.984942 + Penalty 2671.805880 = -393395.179062 nChanged 74 SP:Iteration 12Q (4411.938305 sec): 3 clusters Score: Raw -396105.347222 + Penalty 2671.805880 = -393433.541342 nChanged 75 SP:Iteration 13Q (4411.980316 sec): 3 clusters Score: Raw -396143.559071 + Penalty 2671.805880 = -393471.753191 nChanged 69 SP:Iteration 14Q (4412.037777 sec): 3 clusters Score: Raw -396177.126195 + Penalty 2671.805880 = -393505.320315 nChanged 67 SP:Iteration 15Q (4412.072967 sec): 3 clusters Score: Raw -396206.644587 + Penalty 2671.805880 = -393534.838707 nChanged 64 SP:Iteration 16Q (4412.117955 sec): 3 clusters Score: Raw -396230.988616 + Penalty 2671.805880 = -393559.182736 nChanged 43 SP:Iteration 17Q (4412.172088 sec): 3 clusters Score: Raw -396248.388606 + Penalty 2671.805880 = -393576.582726 nChanged 46 SP:Iteration 18Q (4412.213973 sec): 3 clusters Score: Raw -396269.423190 + Penalty 2671.805880 = -393597.617310 nChanged 57 SP:Iteration 19Q (4412.256771 sec): 3 clusters Score: Raw -396295.009719 + Penalty 2671.805880 = -393623.203840 nChanged 60 SP:Iteration 20F (4412.309939 sec): 3 clusters Score: Raw -396323.330540 + Penalty 2671.805880 = -393651.524660 nChanged 49 SP:Iteration 21Q (4412.351348 sec): 3 clusters Score: Raw -396353.328882 + Penalty 2671.805880 = -393681.523002 nChanged 56 SP:Iteration 22Q (4412.394964 sec): 3 clusters Score: Raw -396387.921956 + Penalty 2671.805880 = -393716.116076 nChanged 62 SP:Iteration 23Q (4412.435311 sec): 3 clusters Score: Raw -396431.822440 + Penalty 2671.805880 = -393760.016560 nChanged 59 SP:Iteration 24Q (4412.465871 sec): 3 clusters Score: Raw -396470.116512 + Penalty 2671.805880 = -393798.310632 nChanged 59 SP:Iteration 25Q (4412.507951 sec): 3 clusters Score: Raw -396507.152181 + Penalty 2671.805880 = -393835.346301 nChanged 53 SP:Iteration 26Q (4412.548802 sec): 3 clusters Score: Raw -396543.685471 + Penalty 2671.805880 = -393871.879592 nChanged 41 SP:Iteration 27Q (4412.584614 sec): 3 clusters Score: Raw -396575.189598 + Penalty 2671.805880 = -393903.383719 nChanged 46 SP:Iteration 28Q (4412.635917 sec): 3 clusters Score: Raw -396612.709099 + Penalty 2671.805880 = -393940.903219 nChanged 52 SP:Iteration 29Q (4412.684019 sec): 3 clusters Score: Raw -396653.565813 + Penalty 2671.805880 = -393981.759934 nChanged 36 SP:Iteration 30Q (4412.713479 sec): 3 clusters Score: Raw -396679.327998 + Penalty 2671.805880 = -394007.522118 nChanged 36 SP:Iteration 31Q (4412.738843 sec): 3 clusters Score: Raw -396711.521461 + Penalty 2671.805880 = -394039.715582 nChanged 31 SP:Iteration 32Q (4412.790320 sec): 3 clusters Score: Raw -396741.327070 + Penalty 2671.805880 = -394069.521190 nChanged 27 SP:Iteration 33Q (4412.822452 sec): 3 clusters Score: Raw -396765.111827 + Penalty 2671.805880 = -394093.305947 nChanged 24 SP:Iteration 34Q (4412.876989 sec): 3 clusters Score: Raw -396783.220081 + Penalty 2671.805880 = -394111.414201 nChanged 18 SP:Iteration 35Q (4412.919378 sec): 3 clusters Score: Raw -396798.289933 + Penalty 2671.805880 = -394126.484053 nChanged 15 SP:Iteration 36Q (4412.955423 sec): 3 clusters Score: Raw -396806.263143 + Penalty 2671.805880 = -394134.457263 nChanged 11 SP:Iteration 37Q (4412.998497 sec): 3 clusters Score: Raw -396813.999091 + Penalty 2671.805880 = -394142.193211 nChanged 9 SP:Iteration 38Q (4413.041342 sec): 3 clusters Score: Raw -396821.233139 + Penalty 2671.805880 = -394149.427260 nChanged 9 SP:Iteration 39Q (4413.057791 sec): 3 clusters Score: Raw -396826.502568 + Penalty 2671.805880 = -394154.696689 nChanged 11 SP:Iteration 40F (4413.087442 sec): 3 clusters Score: Raw -396835.868987 + Penalty 2671.805880 = -394164.063107 nChanged 9 SP:Iteration 41Q (4413.105041 sec): 3 clusters Score: Raw -396845.350614 + Penalty 2671.805880 = -394173.544734 nChanged 8 SP:Iteration 42Q (4413.122328 sec): 3 clusters Score: Raw -396849.808579 + Penalty 2671.805880 = -394178.002699 nChanged 7 SP:Iteration 43Q (4413.139605 sec): 3 clusters Score: Raw -396853.791770 + Penalty 2671.805880 = -394181.985890 nChanged 7 SP:Iteration 44Q (4413.193274 sec): 3 clusters Score: Raw -396858.823758 + Penalty 2671.805880 = -394187.017878 nChanged 11 SP:Iteration 45Q (4413.240555 sec): 3 clusters Score: Raw -396867.582012 + Penalty 2671.805880 = -394195.776133 nChanged 13 SP:Iteration 46Q (4413.281383 sec): 3 clusters Score: Raw -396877.553809 + Penalty 2671.805880 = -394205.747929 nChanged 9 SP:Iteration 47Q (4413.318520 sec): 3 clusters Score: Raw -396887.184051 + Penalty 2671.805880 = -394215.378172 nChanged 8 SP:Iteration 48Q (4413.374453 sec): 3 clusters Score: Raw -396893.109187 + Penalty 2671.805880 = -394221.303307 nChanged 10 SP:Iteration 49Q (4413.411033 sec): 3 clusters Score: Raw -396899.716911 + Penalty 2671.805880 = -394227.911031 nChanged 9 SP:Iteration 50Q (4413.454392 sec): 3 clusters Score: Raw -396905.998628 + Penalty 2671.805880 = -394234.192749 nChanged 11 SP:Iteration 51Q (4413.495771 sec): 3 clusters Score: Raw -396917.096747 + Penalty 2671.805880 = -394245.290867 nChanged 10 SP:Iteration 52Q (4413.537463 sec): 3 clusters Score: Raw -396923.727710 + Penalty 2671.805880 = -394251.921831 nChanged 10 SP:Iteration 53Q (4413.590441 sec): 3 clusters Score: Raw -396929.939811 + Penalty 2671.805880 = -394258.133932 nChanged 11 SP:Iteration 54Q (4413.634794 sec): 3 clusters Score: Raw -396935.827894 + Penalty 2671.805880 = -394264.022015 nChanged 10 SP:Iteration 55Q (4413.679410 sec): 3 clusters Score: Raw -396942.042534 + Penalty 2671.805880 = -394270.236654 nChanged 5 SP:Iteration 56Q (4413.726641 sec): 3 clusters Score: Raw -396947.890785 + Penalty 2671.805880 = -394276.084906 nChanged 7 SP:Iteration 57Q (4413.779524 sec): 3 clusters Score: Raw -396953.654751 + Penalty 2671.805880 = -394281.848871 nChanged 9 SP:Iteration 58Q (4413.819138 sec): 3 clusters Score: Raw -396959.744820 + Penalty 2671.805880 = -394287.938940 nChanged 3 SP:Iteration 59Q (4413.877061 sec): 3 clusters Score: Raw -396961.998929 + Penalty 2671.805880 = -394290.193050 nChanged 3 SP:Iteration 60F (4413.916153 sec): 3 clusters Score: Raw -396963.221387 + Penalty 2671.805880 = -394291.415507 nChanged 1 SP:Iteration 61Q (4413.971065 sec): 3 clusters Score: Raw -396964.323462 + Penalty 2671.805880 = -394292.517583 nChanged 3 SP:Iteration 62Q (4414.017582 sec): 3 clusters Score: Raw -396965.480893 + Penalty 2671.805880 = -394293.675013 nChanged 5 SP:Iteration 63Q (4414.067180 sec): 3 clusters Score: Raw -396967.149251 + Penalty 2671.805880 = -394295.343371 nChanged 1 SP:Iteration 64Q (4414.119233 sec): 3 clusters Score: Raw -396967.778056 + Penalty 2671.805880 = -394295.972177 nChanged 0 SP:Iteration 65F (4414.160533 sec): 3 clusters Score: Raw -396967.778056 + Penalty 2671.805880 = -394295.972177 nChanged 0 Trying to split cluster 27 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4414.183926 sec): 2 clusters Score: Raw -39573.847694 + Penalty 986.869737 = -38586.977957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4414.221117 sec): 3 clusters Score: Raw -39739.826261 + Penalty 1973.739474 = -37766.086787 nChanged 118 SP:Iteration 1F (4414.261656 sec): 3 clusters Score: Raw -40149.869106 + Penalty 1973.739474 = -38176.129632 nChanged 40 SP:Iteration 2F (4414.299949 sec): 3 clusters Score: Raw -40435.836635 + Penalty 1973.739474 = -38462.097162 nChanged 30 SP:Iteration 3F (4414.342823 sec): 3 clusters Score: Raw -40527.711959 + Penalty 1973.739474 = -38553.972486 nChanged 24 SP:Iteration 4F (4414.374801 sec): 3 clusters Score: Raw -40656.850348 + Penalty 1973.739474 = -38683.110874 nChanged 15 SP:Iteration 5Q (4414.418022 sec): 3 clusters Score: Raw -40709.735268 + Penalty 1973.739474 = -38735.995795 nChanged 13 SP:Iteration 6Q (4414.461758 sec): 3 clusters Score: Raw -40776.742703 + Penalty 1973.739474 = -38803.003230 nChanged 9 SP:Iteration 7Q (4414.500650 sec): 3 clusters Score: Raw -40799.963136 + Penalty 1973.739474 = -38826.223662 nChanged 6 SP:Iteration 8Q (4414.537737 sec): 3 clusters Score: Raw -40839.893832 + Penalty 1973.739474 = -38866.154359 nChanged 6 SP:Iteration 9Q (4414.580057 sec): 3 clusters Score: Raw -40880.519154 + Penalty 1973.739474 = -38906.779681 nChanged 6 SP:Iteration 10Q (4414.617945 sec): 3 clusters Score: Raw -40926.190417 + Penalty 1973.739474 = -38952.450943 nChanged 8 SP:Iteration 11Q (4414.657708 sec): 3 clusters Score: Raw -40977.446183 + Penalty 1973.739474 = -39003.706709 nChanged 5 SP:Iteration 12Q (4414.697708 sec): 3 clusters Score: Raw -40985.321878 + Penalty 1973.739474 = -39011.582404 nChanged 2 SP:Iteration 13Q (4414.730070 sec): 3 clusters Score: Raw -40987.572441 + Penalty 1973.739474 = -39013.832967 nChanged 1 SP:Iteration 14Q (4414.782143 sec): 3 clusters Score: Raw -40991.987809 + Penalty 1973.739474 = -39018.248335 nChanged 1 SP:Iteration 15Q (4414.812172 sec): 3 clusters Score: Raw -40993.987909 + Penalty 1973.739474 = -39020.248436 nChanged 0 SP:Iteration 16F (4414.855108 sec): 3 clusters Score: Raw -40993.987909 + Penalty 1973.739474 = -39020.248436 nChanged 0 Score: Raw -82214588.379956 + Penalty 68129.029942 = -82146459.350014 Splitting cluster 27 changes total score from -82147230.201014 to -82146459.350014 So it's not getting split. Trying to split cluster 28 (7607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4428.831884 sec): 2 clusters Score: Raw -772595.342446 + Penalty 1452.233925 = -771143.108521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4428.875842 sec): 3 clusters Score: Raw -768425.065318 + Penalty 2904.467850 = -765520.597468 nChanged 3215 SP:Iteration 1F (4428.924065 sec): 3 clusters Score: Raw -770198.009418 + Penalty 2904.467850 = -767293.541567 nChanged 555 SP:Iteration 2F (4428.974503 sec): 3 clusters Score: Raw -770539.206640 + Penalty 2904.467850 = -767634.738789 nChanged 525 SP:Iteration 3F (4428.998723 sec): 3 clusters Score: Raw -770968.534575 + Penalty 2904.467850 = -768064.066724 nChanged 591 SP:Iteration 4F (4429.049172 sec): 3 clusters Score: Raw -771571.708998 + Penalty 2904.467850 = -768667.241148 nChanged 659 SP:Iteration 5F (4429.105494 sec): 3 clusters Score: Raw -772332.694523 + Penalty 2904.467850 = -769428.226673 nChanged 608 SP:Iteration 6F (4429.159854 sec): 3 clusters Score: Raw -773001.751168 + Penalty 2904.467850 = -770097.283318 nChanged 470 SP:Iteration 7F (4429.211019 sec): 3 clusters Score: Raw -773404.983960 + Penalty 2904.467850 = -770500.516110 nChanged 279 SP:Iteration 8Q (4429.268205 sec): 3 clusters Score: Raw -773577.905339 + Penalty 2904.467850 = -770673.437489 nChanged 162 SP:Iteration 9Q (4429.307686 sec): 3 clusters Score: Raw -773659.892330 + Penalty 2904.467850 = -770755.424480 nChanged 105 SP:Iteration 10Q (4429.356416 sec): 3 clusters Score: Raw -773703.622506 + Penalty 2904.467850 = -770799.154656 nChanged 60 SP:Iteration 11Q (4429.411845 sec): 3 clusters Score: Raw -773722.662708 + Penalty 2904.467850 = -770818.194858 nChanged 26 SP:Iteration 12Q (4429.468487 sec): 3 clusters Score: Raw -773731.476634 + Penalty 2904.467850 = -770827.008783 nChanged 16 SP:Iteration 13Q (4429.510928 sec): 3 clusters Score: Raw -773735.586529 + Penalty 2904.467850 = -770831.118678 nChanged 14 SP:Iteration 14Q (4429.561399 sec): 3 clusters Score: Raw -773738.744569 + Penalty 2904.467850 = -770834.276718 nChanged 10 SP:Iteration 15Q (4429.606946 sec): 3 clusters Score: Raw -773740.423767 + Penalty 2904.467850 = -770835.955917 nChanged 8 SP:Iteration 16Q (4429.665266 sec): 3 clusters Score: Raw -773741.934199 + Penalty 2904.467850 = -770837.466349 nChanged 6 SP:Iteration 17Q (4429.701064 sec): 3 clusters Score: Raw -773743.010178 + Penalty 2904.467850 = -770838.542328 nChanged 5 SP:Iteration 18Q (4429.756821 sec): 3 clusters Score: Raw -773743.903052 + Penalty 2904.467850 = -770839.435201 nChanged 3 SP:Iteration 19Q (4429.803009 sec): 3 clusters Score: Raw -773744.385590 + Penalty 2904.467850 = -770839.917739 nChanged 3 SP:Iteration 20F (4429.852932 sec): 3 clusters Score: Raw -773745.075445 + Penalty 2904.467850 = -770840.607595 nChanged 3 SP:Iteration 21Q (4429.905332 sec): 3 clusters Score: Raw -773746.131557 + Penalty 2904.467850 = -770841.663706 nChanged 2 SP:Iteration 22Q (4429.964427 sec): 3 clusters Score: Raw -773746.688765 + Penalty 2904.467850 = -770842.220914 nChanged 4 SP:Iteration 23Q (4430.017551 sec): 3 clusters Score: Raw -773747.419724 + Penalty 2904.467850 = -770842.951873 nChanged 1 SP:Iteration 24Q (4430.076876 sec): 3 clusters Score: Raw -773747.628641 + Penalty 2904.467850 = -770843.160791 nChanged 2 SP:Iteration 25Q (4430.129019 sec): 3 clusters Score: Raw -773747.949671 + Penalty 2904.467850 = -770843.481821 nChanged 2 SP:Iteration 26Q (4430.188677 sec): 3 clusters Score: Raw -773748.114997 + Penalty 2904.467850 = -770843.647147 nChanged 1 SP:Iteration 27Q (4430.248959 sec): 3 clusters Score: Raw -773748.334741 + Penalty 2904.467850 = -770843.866891 nChanged 1 SP:Iteration 28Q (4430.292784 sec): 3 clusters Score: Raw -773748.405671 + Penalty 2904.467850 = -770843.937820 nChanged 1 SP:Iteration 29Q (4430.346840 sec): 3 clusters Score: Raw -773748.460101 + Penalty 2904.467850 = -770843.992251 nChanged 1 SP:Iteration 30Q (4430.406716 sec): 3 clusters Score: Raw -773748.661775 + Penalty 2904.467850 = -770844.193924 nChanged 2 SP:Iteration 31Q (4430.464827 sec): 3 clusters Score: Raw -773748.921397 + Penalty 2904.467850 = -770844.453547 nChanged 1 SP:Iteration 32Q (4430.512618 sec): 3 clusters Score: Raw -773748.973911 + Penalty 2904.467850 = -770844.506060 nChanged 0 SP:Iteration 33F (4430.563299 sec): 3 clusters Score: Raw -773748.973911 + Penalty 2904.467850 = -770844.506060 nChanged 0 Trying to split cluster 29 (28303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4430.623142 sec): 2 clusters Score: Raw -3194172.447743 + Penalty 1665.742501 = -3192506.705241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4430.708167 sec): 3 clusters Score: Raw -3176639.725974 + Penalty 3331.485003 = -3173308.240971 nChanged 13041 SP:Iteration 1F (4430.784512 sec): 3 clusters Score: Raw -3184268.014745 + Penalty 3331.485003 = -3180936.529743 nChanged 1672 SP:Iteration 2F (4430.880417 sec): 3 clusters Score: Raw -3185149.455928 + Penalty 3331.485003 = -3181817.970925 nChanged 1832 SP:Iteration 3F (4430.971175 sec): 3 clusters Score: Raw -3186302.208742 + Penalty 3331.485003 = -3182970.723740 nChanged 1995 SP:Iteration 4F (4431.051816 sec): 3 clusters Score: Raw -3187765.653262 + Penalty 3331.485003 = -3184434.168259 nChanged 2060 SP:Iteration 5F (4431.132270 sec): 3 clusters Score: Raw -3189307.481313 + Penalty 3331.485003 = -3185975.996311 nChanged 1871 SP:Iteration 6F (4431.215882 sec): 3 clusters Score: Raw -3190609.848415 + Penalty 3331.485003 = -3187278.363412 nChanged 1539 SP:Iteration 7F (4431.286578 sec): 3 clusters Score: Raw -3191581.530240 + Penalty 3331.485003 = -3188250.045237 nChanged 1217 SP:Iteration 8Q (4431.344473 sec): 3 clusters Score: Raw -3192213.180982 + Penalty 3331.485003 = -3188881.695980 nChanged 906 SP:Iteration 9Q (4431.437427 sec): 3 clusters Score: Raw -3192627.910979 + Penalty 3331.485003 = -3189296.425976 nChanged 654 SP:Iteration 10Q (4431.523695 sec): 3 clusters Score: Raw -3192883.840894 + Penalty 3331.485003 = -3189552.355891 nChanged 507 SP:Iteration 11Q (4431.612686 sec): 3 clusters Score: Raw -3193090.661145 + Penalty 3331.485003 = -3189759.176142 nChanged 459 SP:Iteration 12Q (4431.706908 sec): 3 clusters Score: Raw -3193262.208374 + Penalty 3331.485003 = -3189930.723371 nChanged 402 SP:Iteration 13Q (4431.803214 sec): 3 clusters Score: Raw -3193396.972589 + Penalty 3331.485003 = -3190065.487586 nChanged 337 SP:Iteration 14Q (4431.884161 sec): 3 clusters Score: Raw -3193493.696705 + Penalty 3331.485003 = -3190162.211703 nChanged 303 SP:Iteration 15Q (4431.941142 sec): 3 clusters Score: Raw -3193572.917764 + Penalty 3331.485003 = -3190241.432761 nChanged 285 SP:Iteration 16Q (4431.996294 sec): 3 clusters Score: Raw -3193645.303123 + Penalty 3331.485003 = -3190313.818120 nChanged 258 SP:Iteration 17Q (4432.051112 sec): 3 clusters Score: Raw -3193702.968325 + Penalty 3331.485003 = -3190371.483323 nChanged 217 SP:Iteration 18Q (4432.105296 sec): 3 clusters Score: Raw -3193744.506010 + Penalty 3331.485003 = -3190413.021007 nChanged 215 SP:Iteration 19Q (4432.159837 sec): 3 clusters Score: Raw -3193788.543479 + Penalty 3331.485003 = -3190457.058476 nChanged 223 SP:Iteration 20F (4432.217006 sec): 3 clusters Score: Raw -3193834.951990 + Penalty 3331.485003 = -3190503.466987 nChanged 198 SP:Iteration 21Q (4432.271096 sec): 3 clusters Score: Raw -3193875.235398 + Penalty 3331.485003 = -3190543.750395 nChanged 193 SP:Iteration 22Q (4432.324895 sec): 3 clusters Score: Raw -3193914.417527 + Penalty 3331.485003 = -3190582.932524 nChanged 180 SP:Iteration 23Q (4432.378758 sec): 3 clusters Score: Raw -3193947.660613 + Penalty 3331.485003 = -3190616.175611 nChanged 159 SP:Iteration 24Q (4432.432058 sec): 3 clusters Score: Raw -3193976.909745 + Penalty 3331.485003 = -3190645.424742 nChanged 159 SP:Iteration 25Q (4432.485375 sec): 3 clusters Score: Raw -3194005.146846 + Penalty 3331.485003 = -3190673.661844 nChanged 155 SP:Iteration 26Q (4432.538653 sec): 3 clusters Score: Raw -3194036.890275 + Penalty 3331.485003 = -3190705.405272 nChanged 165 SP:Iteration 27Q (4432.591747 sec): 3 clusters Score: Raw -3194070.502031 + Penalty 3331.485003 = -3190739.017028 nChanged 161 SP:Iteration 28Q (4432.644766 sec): 3 clusters Score: Raw -3194105.373700 + Penalty 3331.485003 = -3190773.888698 nChanged 161 SP:Iteration 29Q (4432.697606 sec): 3 clusters Score: Raw -3194143.350027 + Penalty 3331.485003 = -3190811.865024 nChanged 151 SP:Iteration 30Q (4432.749957 sec): 3 clusters Score: Raw -3194178.212430 + Penalty 3331.485003 = -3190846.727427 nChanged 153 SP:Iteration 31Q (4432.802546 sec): 3 clusters Score: Raw -3194214.975880 + Penalty 3331.485003 = -3190883.490877 nChanged 147 SP:Iteration 32Q (4432.853512 sec): 3 clusters Score: Raw -3194249.473925 + Penalty 3331.485003 = -3190917.988923 nChanged 124 SP:Iteration 33Q (4432.905859 sec): 3 clusters Score: Raw -3194276.178518 + Penalty 3331.485003 = -3190944.693515 nChanged 114 SP:Iteration 34Q (4432.957939 sec): 3 clusters Score: Raw -3194300.951950 + Penalty 3331.485003 = -3190969.466947 nChanged 102 SP:Iteration 35Q (4433.010348 sec): 3 clusters Score: Raw -3194318.262069 + Penalty 3331.485003 = -3190986.777067 nChanged 93 SP:Iteration 36Q (4433.061837 sec): 3 clusters Score: Raw -3194335.843245 + Penalty 3331.485003 = -3191004.358242 nChanged 93 SP:Iteration 37Q (4433.113945 sec): 3 clusters Score: Raw -3194352.726211 + Penalty 3331.485003 = -3191021.241209 nChanged 90 SP:Iteration 38Q (4433.200841 sec): 3 clusters Score: Raw -3194367.113876 + Penalty 3331.485003 = -3191035.628873 nChanged 79 SP:Iteration 39Q (4433.279202 sec): 3 clusters Score: Raw -3194381.622339 + Penalty 3331.485003 = -3191050.137336 nChanged 72 SP:Iteration 40F (4433.371888 sec): 3 clusters Score: Raw -3194393.447741 + Penalty 3331.485003 = -3191061.962738 nChanged 76 SP:Iteration 41Q (4433.422318 sec): 3 clusters Score: Raw -3194410.751817 + Penalty 3331.485003 = -3191079.266815 nChanged 85 SP:Iteration 42Q (4433.473695 sec): 3 clusters Score: Raw -3194432.608408 + Penalty 3331.485003 = -3191101.123406 nChanged 80 SP:Iteration 43Q (4433.524892 sec): 3 clusters Score: Raw -3194453.831035 + Penalty 3331.485003 = -3191122.346032 nChanged 98 SP:Iteration 44Q (4433.576064 sec): 3 clusters Score: Raw -3194484.629837 + Penalty 3331.485003 = -3191153.144834 nChanged 113 SP:Iteration 45Q (4433.627172 sec): 3 clusters Score: Raw -3194524.992339 + Penalty 3331.485003 = -3191193.507336 nChanged 118 SP:Iteration 46Q (4433.678225 sec): 3 clusters Score: Raw -3194567.796636 + Penalty 3331.485003 = -3191236.311633 nChanged 111 SP:Iteration 47Q (4433.773060 sec): 3 clusters Score: Raw -3194611.653975 + Penalty 3331.485003 = -3191280.168972 nChanged 114 SP:Iteration 48Q (4433.859772 sec): 3 clusters Score: Raw -3194650.235470 + Penalty 3331.485003 = -3191318.750467 nChanged 90 SP:Iteration 49Q (4433.947242 sec): 3 clusters Score: Raw -3194679.483418 + Penalty 3331.485003 = -3191347.998415 nChanged 75 SP:Iteration 50Q (4434.022091 sec): 3 clusters Score: Raw -3194699.229136 + Penalty 3331.485003 = -3191367.744133 nChanged 61 SP:Iteration 51Q (4434.114857 sec): 3 clusters Score: Raw -3194714.992592 + Penalty 3331.485003 = -3191383.507590 nChanged 47 SP:Iteration 52Q (4434.185463 sec): 3 clusters Score: Raw -3194724.558079 + Penalty 3331.485003 = -3191393.073076 nChanged 35 SP:Iteration 53Q (4434.263936 sec): 3 clusters Score: Raw -3194729.774533 + Penalty 3331.485003 = -3191398.289531 nChanged 31 SP:Iteration 54Q (4434.346422 sec): 3 clusters Score: Raw -3194735.203723 + Penalty 3331.485003 = -3191403.718720 nChanged 30 SP:Iteration 55Q (4434.424260 sec): 3 clusters Score: Raw -3194740.077472 + Penalty 3331.485003 = -3191408.592469 nChanged 26 SP:Iteration 56Q (4434.509748 sec): 3 clusters Score: Raw -3194744.656672 + Penalty 3331.485003 = -3191413.171669 nChanged 27 SP:Iteration 57Q (4434.559970 sec): 3 clusters Score: Raw -3194749.108760 + Penalty 3331.485003 = -3191417.623758 nChanged 27 SP:Iteration 58Q (4434.640022 sec): 3 clusters Score: Raw -3194754.847784 + Penalty 3331.485003 = -3191423.362782 nChanged 32 SP:Iteration 59Q (4434.718793 sec): 3 clusters Score: Raw -3194762.070996 + Penalty 3331.485003 = -3191430.585993 nChanged 27 SP:Iteration 60F (4434.803124 sec): 3 clusters Score: Raw -3194768.127581 + Penalty 3331.485003 = -3191436.642578 nChanged 17 SP:Iteration 61Q (4434.883245 sec): 3 clusters Score: Raw -3194770.622044 + Penalty 3331.485003 = -3191439.137041 nChanged 21 SP:Iteration 62Q (4434.973077 sec): 3 clusters Score: Raw -3194774.437291 + Penalty 3331.485003 = -3191442.952289 nChanged 16 SP:Iteration 63Q (4435.058429 sec): 3 clusters Score: Raw -3194777.716688 + Penalty 3331.485003 = -3191446.231686 nChanged 17 SP:Iteration 64Q (4435.136456 sec): 3 clusters Score: Raw -3194780.134884 + Penalty 3331.485003 = -3191448.649881 nChanged 13 SP:Iteration 65Q (4435.184418 sec): 3 clusters Score: Raw -3194782.608983 + Penalty 3331.485003 = -3191451.123980 nChanged 14 SP:Iteration 66Q (4435.263473 sec): 3 clusters Score: Raw -3194786.467359 + Penalty 3331.485003 = -3191454.982357 nChanged 17 SP:Iteration 67Q (4435.348107 sec): 3 clusters Score: Raw -3194790.489086 + Penalty 3331.485003 = -3191459.004083 nChanged 12 SP:Iteration 68Q (4435.436710 sec): 3 clusters Score: Raw -3194792.711319 + Penalty 3331.485003 = -3191461.226316 nChanged 12 SP:Iteration 69Q (4435.509494 sec): 3 clusters Score: Raw -3194794.526305 + Penalty 3331.485003 = -3191463.041302 nChanged 11 SP:Iteration 70Q (4435.596442 sec): 3 clusters Score: Raw -3194796.459920 + Penalty 3331.485003 = -3191464.974917 nChanged 10 SP:Iteration 71Q (4435.679190 sec): 3 clusters Score: Raw -3194798.108236 + Penalty 3331.485003 = -3191466.623233 nChanged 7 SP:Iteration 72Q (4435.746343 sec): 3 clusters Score: Raw -3194798.963403 + Penalty 3331.485003 = -3191467.478400 nChanged 2 SP:Iteration 73Q (4435.804014 sec): 3 clusters Score: Raw -3194799.084852 + Penalty 3331.485003 = -3191467.599849 nChanged 0 SP:Iteration 74F (4435.861618 sec): 3 clusters Score: Raw -3194799.084852 + Penalty 3331.485003 = -3191467.599849 nChanged 0 Trying to split cluster 30 (13408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4435.890637 sec): 2 clusters Score: Raw -1432524.019054 + Penalty 1544.336109 = -1430979.682945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4435.928123 sec): 3 clusters Score: Raw -1424712.222798 + Penalty 3088.672217 = -1421623.550581 nChanged 5947 SP:Iteration 1F (4435.961741 sec): 3 clusters Score: Raw -1427948.228066 + Penalty 3088.672217 = -1424859.555848 nChanged 897 SP:Iteration 2F (4436.026525 sec): 3 clusters Score: Raw -1428495.746866 + Penalty 3088.672217 = -1425407.074649 nChanged 889 SP:Iteration 3F (4436.071405 sec): 3 clusters Score: Raw -1429119.560231 + Penalty 3088.672217 = -1426030.888014 nChanged 942 SP:Iteration 4F (4436.129918 sec): 3 clusters Score: Raw -1429848.342926 + Penalty 3088.672217 = -1426759.670708 nChanged 972 SP:Iteration 5F (4436.196837 sec): 3 clusters Score: Raw -1430607.057880 + Penalty 3088.672217 = -1427518.385663 nChanged 946 SP:Iteration 6F (4436.241493 sec): 3 clusters Score: Raw -1431255.486183 + Penalty 3088.672217 = -1428166.813966 nChanged 773 SP:Iteration 7F (4436.275631 sec): 3 clusters Score: Raw -1431723.059514 + Penalty 3088.672217 = -1428634.387296 nChanged 591 SP:Iteration 8Q (4436.339197 sec): 3 clusters Score: Raw -1432023.944363 + Penalty 3088.672217 = -1428935.272145 nChanged 410 SP:Iteration 9Q (4436.407889 sec): 3 clusters Score: Raw -1432182.729653 + Penalty 3088.672217 = -1429094.057436 nChanged 291 SP:Iteration 10Q (4436.470477 sec): 3 clusters Score: Raw -1432273.173543 + Penalty 3088.672217 = -1429184.501326 nChanged 176 SP:Iteration 11Q (4436.536080 sec): 3 clusters Score: Raw -1432314.402968 + Penalty 3088.672217 = -1429225.730751 nChanged 134 SP:Iteration 12Q (4436.590836 sec): 3 clusters Score: Raw -1432339.467896 + Penalty 3088.672217 = -1429250.795679 nChanged 88 SP:Iteration 13Q (4436.654799 sec): 3 clusters Score: Raw -1432355.632591 + Penalty 3088.672217 = -1429266.960373 nChanged 68 SP:Iteration 14Q (4436.689699 sec): 3 clusters Score: Raw -1432367.060191 + Penalty 3088.672217 = -1429278.387973 nChanged 51 SP:Iteration 15Q (4436.758803 sec): 3 clusters Score: Raw -1432375.075598 + Penalty 3088.672217 = -1429286.403381 nChanged 47 SP:Iteration 16Q (4436.827471 sec): 3 clusters Score: Raw -1432383.009943 + Penalty 3088.672217 = -1429294.337725 nChanged 42 SP:Iteration 17Q (4436.891444 sec): 3 clusters Score: Raw -1432388.756711 + Penalty 3088.672217 = -1429300.084494 nChanged 37 SP:Iteration 18Q (4436.957098 sec): 3 clusters Score: Raw -1432393.296405 + Penalty 3088.672217 = -1429304.624188 nChanged 29 SP:Iteration 19Q (4437.028612 sec): 3 clusters Score: Raw -1432396.895605 + Penalty 3088.672217 = -1429308.223388 nChanged 31 SP:Iteration 20F (4437.077095 sec): 3 clusters Score: Raw -1432400.381527 + Penalty 3088.672217 = -1429311.709310 nChanged 29 SP:Iteration 21Q (4437.133616 sec): 3 clusters Score: Raw -1432403.716943 + Penalty 3088.672217 = -1429315.044726 nChanged 29 SP:Iteration 22Q (4437.201311 sec): 3 clusters Score: Raw -1432406.706109 + Penalty 3088.672217 = -1429318.033892 nChanged 30 SP:Iteration 23Q (4437.263199 sec): 3 clusters Score: Raw -1432410.303714 + Penalty 3088.672217 = -1429321.631497 nChanged 26 SP:Iteration 24Q (4437.335057 sec): 3 clusters Score: Raw -1432413.301931 + Penalty 3088.672217 = -1429324.629714 nChanged 21 SP:Iteration 25Q (4437.389333 sec): 3 clusters Score: Raw -1432416.315488 + Penalty 3088.672217 = -1429327.643271 nChanged 27 SP:Iteration 26Q (4437.447374 sec): 3 clusters Score: Raw -1432419.711658 + Penalty 3088.672217 = -1429331.039440 nChanged 21 SP:Iteration 27Q (4437.513093 sec): 3 clusters Score: Raw -1432421.755293 + Penalty 3088.672217 = -1429333.083075 nChanged 21 SP:Iteration 28Q (4437.579485 sec): 3 clusters Score: Raw -1432423.345307 + Penalty 3088.672217 = -1429334.673089 nChanged 17 SP:Iteration 29Q (4437.643017 sec): 3 clusters Score: Raw -1432425.194765 + Penalty 3088.672217 = -1429336.522548 nChanged 16 SP:Iteration 30Q (4437.693255 sec): 3 clusters Score: Raw -1432426.508637 + Penalty 3088.672217 = -1429337.836419 nChanged 16 SP:Iteration 31Q (4437.728263 sec): 3 clusters Score: Raw -1432428.169515 + Penalty 3088.672217 = -1429339.497297 nChanged 18 SP:Iteration 32Q (4437.792636 sec): 3 clusters Score: Raw -1432429.937937 + Penalty 3088.672217 = -1429341.265720 nChanged 18 SP:Iteration 33Q (4437.861672 sec): 3 clusters Score: Raw -1432431.676807 + Penalty 3088.672217 = -1429343.004590 nChanged 20 SP:Iteration 34Q (4437.904769 sec): 3 clusters Score: Raw -1432433.509016 + Penalty 3088.672217 = -1429344.836799 nChanged 25 SP:Iteration 35Q (4437.968084 sec): 3 clusters Score: Raw -1432436.549903 + Penalty 3088.672217 = -1429347.877686 nChanged 30 SP:Iteration 36Q (4438.018610 sec): 3 clusters Score: Raw -1432440.114797 + Penalty 3088.672217 = -1429351.442580 nChanged 35 SP:Iteration 37Q (4438.094512 sec): 3 clusters Score: Raw -1432443.956495 + Penalty 3088.672217 = -1429355.284277 nChanged 30 SP:Iteration 38Q (4438.131477 sec): 3 clusters Score: Raw -1432446.866391 + Penalty 3088.672217 = -1429358.194173 nChanged 27 SP:Iteration 39Q (4438.191080 sec): 3 clusters Score: Raw -1432449.546371 + Penalty 3088.672217 = -1429360.874154 nChanged 30 SP:Iteration 40F (4438.257556 sec): 3 clusters Score: Raw -1432453.013884 + Penalty 3088.672217 = -1429364.341667 nChanged 31 SP:Iteration 41Q (4438.330805 sec): 3 clusters Score: Raw -1432456.642398 + Penalty 3088.672217 = -1429367.970181 nChanged 31 SP:Iteration 42Q (4438.385102 sec): 3 clusters Score: Raw -1432460.665974 + Penalty 3088.672217 = -1429371.993756 nChanged 25 SP:Iteration 43Q (4438.459777 sec): 3 clusters Score: Raw -1432463.910359 + Penalty 3088.672217 = -1429375.238142 nChanged 22 SP:Iteration 44Q (4438.515060 sec): 3 clusters Score: Raw -1432466.734857 + Penalty 3088.672217 = -1429378.062640 nChanged 23 SP:Iteration 45Q (4438.579282 sec): 3 clusters Score: Raw -1432469.410419 + Penalty 3088.672217 = -1429380.738202 nChanged 20 SP:Iteration 46Q (4438.643268 sec): 3 clusters Score: Raw -1432471.819776 + Penalty 3088.672217 = -1429383.147559 nChanged 20 SP:Iteration 47Q (4438.703589 sec): 3 clusters Score: Raw -1432474.231149 + Penalty 3088.672217 = -1429385.558932 nChanged 17 SP:Iteration 48Q (4438.761653 sec): 3 clusters Score: Raw -1432475.838199 + Penalty 3088.672217 = -1429387.165981 nChanged 14 SP:Iteration 49Q (4438.819649 sec): 3 clusters Score: Raw -1432477.301997 + Penalty 3088.672217 = -1429388.629780 nChanged 13 SP:Iteration 50Q (4438.877876 sec): 3 clusters Score: Raw -1432478.273843 + Penalty 3088.672217 = -1429389.601626 nChanged 14 SP:Iteration 51Q (4438.935954 sec): 3 clusters Score: Raw -1432479.350610 + Penalty 3088.672217 = -1429390.678393 nChanged 13 SP:Iteration 52Q (4439.003979 sec): 3 clusters Score: Raw -1432480.512054 + Penalty 3088.672217 = -1429391.839836 nChanged 14 SP:Iteration 53Q (4439.056083 sec): 3 clusters Score: Raw -1432481.754177 + Penalty 3088.672217 = -1429393.081960 nChanged 13 SP:Iteration 54Q (4439.127172 sec): 3 clusters Score: Raw -1432482.861004 + Penalty 3088.672217 = -1429394.188787 nChanged 19 SP:Iteration 55Q (4439.187482 sec): 3 clusters Score: Raw -1432484.680006 + Penalty 3088.672217 = -1429396.007789 nChanged 14 SP:Iteration 56Q (4439.216035 sec): 3 clusters Score: Raw -1432485.952111 + Penalty 3088.672217 = -1429397.279893 nChanged 13 SP:Iteration 57Q (4439.268929 sec): 3 clusters Score: Raw -1432487.408526 + Penalty 3088.672217 = -1429398.736308 nChanged 17 SP:Iteration 58Q (4439.331821 sec): 3 clusters Score: Raw -1432489.127212 + Penalty 3088.672217 = -1429400.454995 nChanged 16 SP:Iteration 59Q (4439.387013 sec): 3 clusters Score: Raw -1432490.632688 + Penalty 3088.672217 = -1429401.960471 nChanged 17 SP:Iteration 60F (4439.452826 sec): 3 clusters Score: Raw -1432492.003548 + Penalty 3088.672217 = -1429403.331331 nChanged 17 SP:Iteration 61Q (4439.529253 sec): 3 clusters Score: Raw -1432493.420138 + Penalty 3088.672217 = -1429404.747921 nChanged 28 SP:Iteration 62Q (4439.560753 sec): 3 clusters Score: Raw -1432496.593714 + Penalty 3088.672217 = -1429407.921496 nChanged 28 SP:Iteration 63Q (4439.620715 sec): 3 clusters Score: Raw -1432499.600797 + Penalty 3088.672217 = -1429410.928580 nChanged 33 SP:Iteration 64Q (4439.661623 sec): 3 clusters Score: Raw -1432503.111557 + Penalty 3088.672217 = -1429414.439339 nChanged 37 SP:Iteration 65Q (4439.728184 sec): 3 clusters Score: Raw -1432507.589747 + Penalty 3088.672217 = -1429418.917529 nChanged 37 SP:Iteration 66Q (4439.787659 sec): 3 clusters Score: Raw -1432512.887063 + Penalty 3088.672217 = -1429424.214846 nChanged 49 SP:Iteration 67Q (4439.849799 sec): 3 clusters Score: Raw -1432520.082505 + Penalty 3088.672217 = -1429431.410288 nChanged 47 SP:Iteration 68Q (4439.922103 sec): 3 clusters Score: Raw -1432526.431914 + Penalty 3088.672217 = -1429437.759697 nChanged 43 SP:Iteration 69Q (4439.986156 sec): 3 clusters Score: Raw -1432533.067686 + Penalty 3088.672217 = -1429444.395468 nChanged 58 SP:Iteration 70Q (4440.052403 sec): 3 clusters Score: Raw -1432541.765862 + Penalty 3088.672217 = -1429453.093645 nChanged 54 SP:Iteration 71Q (4440.117937 sec): 3 clusters Score: Raw -1432550.468891 + Penalty 3088.672217 = -1429461.796673 nChanged 56 SP:Iteration 72Q (4440.180270 sec): 3 clusters Score: Raw -1432560.312948 + Penalty 3088.672217 = -1429471.640731 nChanged 62 SP:Iteration 73Q (4440.249639 sec): 3 clusters Score: Raw -1432571.364304 + Penalty 3088.672217 = -1429482.692087 nChanged 68 SP:Iteration 74Q (4440.307410 sec): 3 clusters Score: Raw -1432585.277802 + Penalty 3088.672217 = -1429496.605584 nChanged 72 SP:Iteration 75Q (4440.364694 sec): 3 clusters Score: Raw -1432600.291812 + Penalty 3088.672217 = -1429511.619594 nChanged 74 SP:Iteration 76Q (4440.433568 sec): 3 clusters Score: Raw -1432617.083507 + Penalty 3088.672217 = -1429528.411290 nChanged 86 SP:Iteration 77Q (4440.499727 sec): 3 clusters Score: Raw -1432640.321850 + Penalty 3088.672217 = -1429551.649632 nChanged 97 SP:Iteration 78Q (4440.568476 sec): 3 clusters Score: Raw -1432667.477381 + Penalty 3088.672217 = -1429578.805164 nChanged 106 SP:Iteration 79Q (4440.623642 sec): 3 clusters Score: Raw -1432704.386274 + Penalty 3088.672217 = -1429615.714057 nChanged 118 SP:Iteration 80F (4440.692756 sec): 3 clusters Score: Raw -1432747.502599 + Penalty 3088.672217 = -1429658.830381 nChanged 109 SP:Iteration 81Q (4440.757573 sec): 3 clusters Score: Raw -1432784.073337 + Penalty 3088.672217 = -1429695.401119 nChanged 117 SP:Iteration 82Q (4440.812581 sec): 3 clusters Score: Raw -1432830.905411 + Penalty 3088.672217 = -1429742.233194 nChanged 129 SP:Iteration 83Q (4440.884689 sec): 3 clusters Score: Raw -1432898.123548 + Penalty 3088.672217 = -1429809.451330 nChanged 155 SP:Iteration 84Q (4440.946879 sec): 3 clusters Score: Raw -1432993.374885 + Penalty 3088.672217 = -1429904.702667 nChanged 152 SP:Iteration 85Q (4440.997820 sec): 3 clusters Score: Raw -1433099.304366 + Penalty 3088.672217 = -1430010.632148 nChanged 148 SP:Iteration 86Q (4441.058535 sec): 3 clusters Score: Raw -1433194.958822 + Penalty 3088.672217 = -1430106.286605 nChanged 122 SP:Iteration 87Q (4441.115565 sec): 3 clusters Score: Raw -1433267.686112 + Penalty 3088.672217 = -1430179.013895 nChanged 104 SP:Iteration 88Q (4441.173128 sec): 3 clusters Score: Raw -1433320.677256 + Penalty 3088.672217 = -1430232.005039 nChanged 100 SP:Iteration 89Q (4441.236197 sec): 3 clusters Score: Raw -1433384.380011 + Penalty 3088.672217 = -1430295.707793 nChanged 86 SP:Iteration 90Q (4441.302927 sec): 3 clusters Score: Raw -1433434.128586 + Penalty 3088.672217 = -1430345.456369 nChanged 69 SP:Iteration 91Q (4441.359438 sec): 3 clusters Score: Raw -1433468.457616 + Penalty 3088.672217 = -1430379.785399 nChanged 70 SP:Iteration 92Q (4441.430634 sec): 3 clusters Score: Raw -1433498.410173 + Penalty 3088.672217 = -1430409.737955 nChanged 45 SP:Iteration 93Q (4441.475105 sec): 3 clusters Score: Raw -1433514.448202 + Penalty 3088.672217 = -1430425.775985 nChanged 28 SP:Iteration 94Q (4441.543609 sec): 3 clusters Score: Raw -1433522.863776 + Penalty 3088.672217 = -1430434.191559 nChanged 21 SP:Iteration 95Q (4441.596532 sec): 3 clusters Score: Raw -1433529.468654 + Penalty 3088.672217 = -1430440.796436 nChanged 22 SP:Iteration 96Q (4441.660380 sec): 3 clusters Score: Raw -1433535.260699 + Penalty 3088.672217 = -1430446.588482 nChanged 12 SP:Iteration 97Q (4441.716315 sec): 3 clusters Score: Raw -1433538.076855 + Penalty 3088.672217 = -1430449.404638 nChanged 7 SP:Iteration 98Q (4441.744399 sec): 3 clusters Score: Raw -1433539.417138 + Penalty 3088.672217 = -1430450.744920 nChanged 6 SP:Iteration 99Q (4441.774055 sec): 3 clusters Score: Raw -1433540.749403 + Penalty 3088.672217 = -1430452.077186 nChanged 4 SP:Iteration 100F (4441.807566 sec): 3 clusters Score: Raw -1433541.345387 + Penalty 3088.672217 = -1430452.673170 nChanged 1 SP:Iteration 101Q (4441.861910 sec): 3 clusters Score: Raw -1433541.418454 + Penalty 3088.672217 = -1430452.746236 nChanged 2 SP:Iteration 102Q (4441.906586 sec): 3 clusters Score: Raw -1433541.939300 + Penalty 3088.672217 = -1430453.267083 nChanged 0 SP:Iteration 103F (4441.970636 sec): 3 clusters Score: Raw -1433541.939300 + Penalty 3088.672217 = -1430453.267083 nChanged 0 Iteration 139Q (4448.334114 sec): 31 clusters Score: Raw -82213171.647169 + Penalty 65931.319299 = -82147240.327870 nChanged 251 Iteration 140F (4461.861611 sec): 31 clusters Score: Raw -82213181.275505 + Penalty 65931.319299 = -82147249.956206 nChanged 235 Iteration 141Q (4467.854928 sec): 31 clusters Score: Raw -82213188.658816 + Penalty 65931.319299 = -82147257.339517 nChanged 209 Iteration 142Q (4473.780772 sec): 31 clusters Score: Raw -82213194.599596 + Penalty 65931.319299 = -82147263.280297 nChanged 203 Iteration 143Q (4479.758410 sec): 31 clusters Score: Raw -82213200.726798 + Penalty 65931.319299 = -82147269.407499 nChanged 207 Iteration 144Q (4485.845441 sec): 31 clusters Score: Raw -82213207.026969 + Penalty 65931.319299 = -82147275.707670 nChanged 214 Iteration 145Q (4492.044230 sec): 31 clusters Score: Raw -82213214.385397 + Penalty 65931.319299 = -82147283.066098 nChanged 211 Iteration 146Q (4498.246912 sec): 31 clusters Score: Raw -82213222.172077 + Penalty 65931.319299 = -82147290.852778 nChanged 226 Iteration 147Q (4504.377418 sec): 31 clusters Score: Raw -82213230.222364 + Penalty 65931.319299 = -82147298.903065 nChanged 234 Iteration 148Q (4510.522505 sec): 31 clusters Score: Raw -82213238.643320 + Penalty 65931.319299 = -82147307.324021 nChanged 217 Iteration 149Q (4516.526495 sec): 31 clusters Score: Raw -82213246.919684 + Penalty 65931.319299 = -82147315.600385 nChanged 198 Iteration 150Q (4522.490770 sec): 31 clusters Score: Raw -82213253.931171 + Penalty 65931.319299 = -82147322.611872 nChanged 177 Iteration 151Q (4528.210155 sec): 31 clusters Score: Raw -82213259.874171 + Penalty 65931.319299 = -82147328.554872 nChanged 158 Iteration 152Q (4534.246171 sec): 31 clusters Score: Raw -82213264.569268 + Penalty 65931.319299 = -82147333.249969 nChanged 149 Iteration 153Q (4540.079678 sec): 31 clusters Score: Raw -82213268.563695 + Penalty 65931.319299 = -82147337.244396 nChanged 134 Iteration 154Q (4546.080416 sec): 31 clusters Score: Raw -82213272.969526 + Penalty 65931.319299 = -82147341.650227 nChanged 107 Iteration 155Q (4552.041660 sec): 31 clusters Score: Raw -82213275.994058 + Penalty 65931.319299 = -82147344.674759 nChanged 98 Iteration 156Q (4557.955933 sec): 31 clusters Score: Raw -82213278.996445 + Penalty 65931.319299 = -82147347.677147 nChanged 107 Iteration 157Q (4564.006392 sec): 31 clusters Score: Raw -82213283.330259 + Penalty 65931.319299 = -82147352.010960 nChanged 129 Iteration 158Q (4569.928373 sec): 31 clusters Score: Raw -82213288.508847 + Penalty 65931.319299 = -82147357.189549 nChanged 132 Iteration 159Q (4575.820130 sec): 31 clusters Score: Raw -82213293.170285 + Penalty 65931.319299 = -82147361.850986 nChanged 134 Iteration 160F (4589.362557 sec): 31 clusters Score: Raw -82213297.948828 + Penalty 65931.319299 = -82147366.629529 nChanged 135 Iteration 161Q (4595.401481 sec): 31 clusters Score: Raw -82213302.477344 + Penalty 65931.319299 = -82147371.158045 nChanged 124 Iteration 162Q (4601.307396 sec): 31 clusters Score: Raw -82213306.070011 + Penalty 65931.319299 = -82147374.750712 nChanged 112 Iteration 163Q (4607.145558 sec): 31 clusters Score: Raw -82213308.830443 + Penalty 65931.319299 = -82147377.511144 nChanged 96 Iteration 164Q (4612.944958 sec): 31 clusters Score: Raw -82213310.951920 + Penalty 65931.319299 = -82147379.632621 nChanged 77 Iteration 165Q (4618.718538 sec): 31 clusters Score: Raw -82213312.673466 + Penalty 65931.319299 = -82147381.354167 nChanged 85 Iteration 166Q (4624.742884 sec): 31 clusters Score: Raw -82213315.155154 + Penalty 65931.319299 = -82147383.835855 nChanged 93 Iteration 167Q (4630.554208 sec): 31 clusters Score: Raw -82213317.960234 + Penalty 65931.319299 = -82147386.640936 nChanged 100 Iteration 168Q (4636.405973 sec): 31 clusters Score: Raw -82213321.832187 + Penalty 65931.319299 = -82147390.512888 nChanged 97 Iteration 169Q (4642.338195 sec): 31 clusters Score: Raw -82213325.623430 + Penalty 65931.319299 = -82147394.304131 nChanged 110 Iteration 170Q (4648.413937 sec): 31 clusters Score: Raw -82213329.132050 + Penalty 65931.319299 = -82147397.812751 nChanged 94 Iteration 171Q (4654.386476 sec): 31 clusters Score: Raw -82213331.921943 + Penalty 65931.319299 = -82147400.602644 nChanged 101 Iteration 172Q (4660.424201 sec): 31 clusters Score: Raw -82213335.664189 + Penalty 65931.319299 = -82147404.344891 nChanged 98 Iteration 173Q (4666.302541 sec): 31 clusters Score: Raw -82213340.749401 + Penalty 65931.319299 = -82147409.430102 nChanged 124 Iteration 174Q (4672.468543 sec): 31 clusters Score: Raw -82213347.576050 + Penalty 65931.319299 = -82147416.256751 nChanged 131 Iteration 175Q (4678.633196 sec): 31 clusters Score: Raw -82213353.436319 + Penalty 65931.319299 = -82147422.117020 nChanged 137 Iteration 176Q (4684.758618 sec): 31 clusters Score: Raw -82213359.497020 + Penalty 65931.319299 = -82147428.177721 nChanged 140 Iteration 177Q (4690.908350 sec): 31 clusters Score: Raw -82213366.520010 + Penalty 65931.319299 = -82147435.200711 nChanged 168 Iteration 178Q (4696.841219 sec): 31 clusters Score: Raw -82213375.013023 + Penalty 65931.319299 = -82147443.693724 nChanged 166 Writing temp clu file Because OldScore, -82147435.200711, is greater than current (better) Score,-82147443.693724 Compute initial score before splitting: Score: Raw -82213375.013023 + Penalty 65931.319299 = -82147443.693724 Trying to split cluster 1 (5625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4697.134401 sec): 2 clusters Score: Raw -618415.725708 + Penalty 1403.183637 = -617012.542071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4697.178685 sec): 3 clusters Score: Raw -615441.407062 + Penalty 2806.367274 = -612635.039788 nChanged 2305 SP:Iteration 1F (4697.224610 sec): 3 clusters Score: Raw -616673.405309 + Penalty 2806.367274 = -613867.038035 nChanged 406 SP:Iteration 2F (4697.284600 sec): 3 clusters Score: Raw -616895.905123 + Penalty 2806.367274 = -614089.537850 nChanged 325 SP:Iteration 3F (4697.332522 sec): 3 clusters Score: Raw -617075.394815 + Penalty 2806.367274 = -614269.027541 nChanged 287 SP:Iteration 4F (4697.395180 sec): 3 clusters Score: Raw -617230.439000 + Penalty 2806.367274 = -614424.071727 nChanged 248 SP:Iteration 5Q (4697.442642 sec): 3 clusters Score: Raw -617360.522593 + Penalty 2806.367274 = -614554.155319 nChanged 215 SP:Iteration 6Q (4697.488844 sec): 3 clusters Score: Raw -617479.201784 + Penalty 2806.367274 = -614672.834510 nChanged 213 SP:Iteration 7Q (4697.521369 sec): 3 clusters Score: Raw -617603.358540 + Penalty 2806.367274 = -614796.991266 nChanged 193 SP:Iteration 8Q (4697.542956 sec): 3 clusters Score: Raw -617717.324275 + Penalty 2806.367274 = -614910.957001 nChanged 199 SP:Iteration 9Q (4697.564349 sec): 3 clusters Score: Raw -617847.478380 + Penalty 2806.367274 = -615041.111107 nChanged 175 SP:Iteration 10Q (4697.586032 sec): 3 clusters Score: Raw -617960.895787 + Penalty 2806.367274 = -615154.528513 nChanged 176 SP:Iteration 11Q (4697.618546 sec): 3 clusters Score: Raw -618096.019550 + Penalty 2806.367274 = -615289.652276 nChanged 185 SP:Iteration 12Q (4697.658840 sec): 3 clusters Score: Raw -618235.772525 + Penalty 2806.367274 = -615429.405251 nChanged 153 SP:Iteration 13Q (4697.679874 sec): 3 clusters Score: Raw -618351.300332 + Penalty 2806.367274 = -615544.933058 nChanged 123 SP:Iteration 14Q (4697.700989 sec): 3 clusters Score: Raw -618439.382544 + Penalty 2806.367274 = -615633.015270 nChanged 82 SP:Iteration 15Q (4697.722106 sec): 3 clusters Score: Raw -618502.656865 + Penalty 2806.367274 = -615696.289591 nChanged 69 SP:Iteration 16Q (4697.776170 sec): 3 clusters Score: Raw -618567.406593 + Penalty 2806.367274 = -615761.039319 nChanged 47 SP:Iteration 17Q (4697.842228 sec): 3 clusters Score: Raw -618600.521063 + Penalty 2806.367274 = -615794.153789 nChanged 30 SP:Iteration 18Q (4697.898708 sec): 3 clusters Score: Raw -618624.176934 + Penalty 2806.367274 = -615817.809660 nChanged 25 SP:Iteration 19Q (4697.939314 sec): 3 clusters Score: Raw -618639.567001 + Penalty 2806.367274 = -615833.199728 nChanged 12 SP:Iteration 20F (4697.995938 sec): 3 clusters Score: Raw -618646.839786 + Penalty 2806.367274 = -615840.472512 nChanged 8 SP:Iteration 21Q (4698.053534 sec): 3 clusters Score: Raw -618650.857083 + Penalty 2806.367274 = -615844.489810 nChanged 10 SP:Iteration 22Q (4698.118609 sec): 3 clusters Score: Raw -618655.244789 + Penalty 2806.367274 = -615848.877515 nChanged 6 SP:Iteration 23Q (4698.152460 sec): 3 clusters Score: Raw -618657.738467 + Penalty 2806.367274 = -615851.371193 nChanged 7 SP:Iteration 24Q (4698.209020 sec): 3 clusters Score: Raw -618660.622670 + Penalty 2806.367274 = -615854.255396 nChanged 4 SP:Iteration 25Q (4698.265957 sec): 3 clusters Score: Raw -618662.924304 + Penalty 2806.367274 = -615856.557030 nChanged 5 SP:Iteration 26Q (4698.319792 sec): 3 clusters Score: Raw -618667.514317 + Penalty 2806.367274 = -615861.147043 nChanged 4 SP:Iteration 27Q (4698.371305 sec): 3 clusters Score: Raw -618671.315731 + Penalty 2806.367274 = -615864.948457 nChanged 4 SP:Iteration 28Q (4698.426092 sec): 3 clusters Score: Raw -618674.353682 + Penalty 2806.367274 = -615867.986408 nChanged 5 SP:Iteration 29Q (4698.473804 sec): 3 clusters Score: Raw -618677.403438 + Penalty 2806.367274 = -615871.036164 nChanged 3 SP:Iteration 30Q (4698.521585 sec): 3 clusters Score: Raw -618679.907470 + Penalty 2806.367274 = -615873.540196 nChanged 2 SP:Iteration 31Q (4698.578029 sec): 3 clusters Score: Raw -618681.400473 + Penalty 2806.367274 = -615875.033199 nChanged 1 SP:Iteration 32Q (4698.632439 sec): 3 clusters Score: Raw -618681.979068 + Penalty 2806.367274 = -615875.611795 nChanged 1 SP:Iteration 33Q (4698.682725 sec): 3 clusters Score: Raw -618682.843669 + Penalty 2806.367274 = -615876.476395 nChanged 1 SP:Iteration 34Q (4698.734212 sec): 3 clusters Score: Raw -618686.178440 + Penalty 2806.367274 = -615879.811166 nChanged 2 SP:Iteration 35Q (4698.784852 sec): 3 clusters Score: Raw -618687.543752 + Penalty 2806.367274 = -615881.176478 nChanged 0 SP:Iteration 36F (4698.837938 sec): 3 clusters Score: Raw -618687.543752 + Penalty 2806.367274 = -615881.176478 nChanged 0 Trying to split cluster 2 (5809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4698.880883 sec): 2 clusters Score: Raw -646214.267088 + Penalty 1408.414104 = -644805.852984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4698.921031 sec): 3 clusters Score: Raw -643101.643515 + Penalty 2816.828208 = -640284.815307 nChanged 2373 SP:Iteration 1F (4698.978391 sec): 3 clusters Score: Raw -644431.964631 + Penalty 2816.828208 = -641615.136422 nChanged 441 SP:Iteration 2F (4699.035349 sec): 3 clusters Score: Raw -644687.378004 + Penalty 2816.828208 = -641870.549796 nChanged 335 SP:Iteration 3F (4699.092924 sec): 3 clusters Score: Raw -644875.880035 + Penalty 2816.828208 = -642059.051826 nChanged 288 SP:Iteration 4Q (4699.161689 sec): 3 clusters Score: Raw -645021.313768 + Penalty 2816.828208 = -642204.485559 nChanged 240 SP:Iteration 5Q (4699.214915 sec): 3 clusters Score: Raw -645154.361489 + Penalty 2816.828208 = -642337.533281 nChanged 220 SP:Iteration 6Q (4699.258287 sec): 3 clusters Score: Raw -645287.509361 + Penalty 2816.828208 = -642470.681152 nChanged 234 SP:Iteration 7Q (4699.320678 sec): 3 clusters Score: Raw -645421.467223 + Penalty 2816.828208 = -642604.639015 nChanged 202 SP:Iteration 8Q (4699.363679 sec): 3 clusters Score: Raw -645537.069871 + Penalty 2816.828208 = -642720.241663 nChanged 201 SP:Iteration 9Q (4699.415339 sec): 3 clusters Score: Raw -645669.196139 + Penalty 2816.828208 = -642852.367931 nChanged 205 SP:Iteration 10Q (4699.478234 sec): 3 clusters Score: Raw -645808.580527 + Penalty 2816.828208 = -642991.752319 nChanged 222 SP:Iteration 11Q (4699.520619 sec): 3 clusters Score: Raw -645942.071480 + Penalty 2816.828208 = -643125.243272 nChanged 184 SP:Iteration 12Q (4699.573295 sec): 3 clusters Score: Raw -646040.420443 + Penalty 2816.828208 = -643223.592235 nChanged 157 SP:Iteration 13Q (4699.634663 sec): 3 clusters Score: Raw -646116.865114 + Penalty 2816.828208 = -643300.036906 nChanged 117 SP:Iteration 14Q (4699.680471 sec): 3 clusters Score: Raw -646168.951641 + Penalty 2816.828208 = -643352.123432 nChanged 101 SP:Iteration 15Q (4699.732805 sec): 3 clusters Score: Raw -646209.824789 + Penalty 2816.828208 = -643392.996581 nChanged 88 SP:Iteration 16Q (4699.790784 sec): 3 clusters Score: Raw -646248.616727 + Penalty 2816.828208 = -643431.788518 nChanged 86 SP:Iteration 17Q (4699.849341 sec): 3 clusters Score: Raw -646281.537534 + Penalty 2816.828208 = -643464.709326 nChanged 84 SP:Iteration 18Q (4699.891708 sec): 3 clusters Score: Raw -646316.414970 + Penalty 2816.828208 = -643499.586762 nChanged 82 SP:Iteration 19Q (4699.942308 sec): 3 clusters Score: Raw -646347.444573 + Penalty 2816.828208 = -643530.616364 nChanged 76 SP:Iteration 20F (4699.995513 sec): 3 clusters Score: Raw -646376.337989 + Penalty 2816.828208 = -643559.509780 nChanged 64 SP:Iteration 21Q (4700.059593 sec): 3 clusters Score: Raw -646396.299053 + Penalty 2816.828208 = -643579.470844 nChanged 48 SP:Iteration 22Q (4700.113707 sec): 3 clusters Score: Raw -646411.236580 + Penalty 2816.828208 = -643594.408372 nChanged 44 SP:Iteration 23Q (4700.163362 sec): 3 clusters Score: Raw -646424.402723 + Penalty 2816.828208 = -643607.574514 nChanged 37 SP:Iteration 24Q (4700.220989 sec): 3 clusters Score: Raw -646435.686676 + Penalty 2816.828208 = -643618.858467 nChanged 43 SP:Iteration 25Q (4700.289363 sec): 3 clusters Score: Raw -646448.882183 + Penalty 2816.828208 = -643632.053975 nChanged 42 SP:Iteration 26Q (4700.335635 sec): 3 clusters Score: Raw -646463.178888 + Penalty 2816.828208 = -643646.350680 nChanged 39 SP:Iteration 27Q (4700.404373 sec): 3 clusters Score: Raw -646474.010913 + Penalty 2816.828208 = -643657.182705 nChanged 30 SP:Iteration 28Q (4700.459444 sec): 3 clusters Score: Raw -646482.394294 + Penalty 2816.828208 = -643665.566086 nChanged 28 SP:Iteration 29Q (4700.515972 sec): 3 clusters Score: Raw -646488.661701 + Penalty 2816.828208 = -643671.833492 nChanged 18 SP:Iteration 30Q (4700.565250 sec): 3 clusters Score: Raw -646493.068366 + Penalty 2816.828208 = -643676.240158 nChanged 16 SP:Iteration 31Q (4700.619787 sec): 3 clusters Score: Raw -646497.054722 + Penalty 2816.828208 = -643680.226513 nChanged 18 SP:Iteration 32Q (4700.671040 sec): 3 clusters Score: Raw -646501.292666 + Penalty 2816.828208 = -643684.464457 nChanged 21 SP:Iteration 33Q (4700.718599 sec): 3 clusters Score: Raw -646505.366341 + Penalty 2816.828208 = -643688.538133 nChanged 10 SP:Iteration 34Q (4700.776822 sec): 3 clusters Score: Raw -646506.828525 + Penalty 2816.828208 = -643690.000316 nChanged 9 SP:Iteration 35Q (4700.831402 sec): 3 clusters Score: Raw -646508.607494 + Penalty 2816.828208 = -643691.779286 nChanged 13 SP:Iteration 36Q (4700.885967 sec): 3 clusters Score: Raw -646511.655425 + Penalty 2816.828208 = -643694.827217 nChanged 17 SP:Iteration 37Q (4700.942393 sec): 3 clusters Score: Raw -646516.178590 + Penalty 2816.828208 = -643699.350382 nChanged 19 SP:Iteration 38Q (4700.992341 sec): 3 clusters Score: Raw -646521.125809 + Penalty 2816.828208 = -643704.297601 nChanged 20 SP:Iteration 39Q (4701.055481 sec): 3 clusters Score: Raw -646526.238220 + Penalty 2816.828208 = -643709.410012 nChanged 16 SP:Iteration 40F (4701.115454 sec): 3 clusters Score: Raw -646530.056571 + Penalty 2816.828208 = -643713.228362 nChanged 18 SP:Iteration 41Q (4701.128203 sec): 3 clusters Score: Raw -646533.928704 + Penalty 2816.828208 = -643717.100496 nChanged 12 SP:Iteration 42Q (4701.161196 sec): 3 clusters Score: Raw -646535.565268 + Penalty 2816.828208 = -643718.737060 nChanged 8 SP:Iteration 43Q (4701.171217 sec): 3 clusters Score: Raw -646536.880445 + Penalty 2816.828208 = -643720.052236 nChanged 6 SP:Iteration 44Q (4701.192842 sec): 3 clusters Score: Raw -646537.524188 + Penalty 2816.828208 = -643720.695980 nChanged 8 SP:Iteration 45Q (4701.214235 sec): 3 clusters Score: Raw -646538.751165 + Penalty 2816.828208 = -643721.922957 nChanged 6 SP:Iteration 46Q (4701.235588 sec): 3 clusters Score: Raw -646539.611281 + Penalty 2816.828208 = -643722.783072 nChanged 8 SP:Iteration 47Q (4701.257039 sec): 3 clusters Score: Raw -646540.728021 + Penalty 2816.828208 = -643723.899813 nChanged 8 SP:Iteration 48Q (4701.278479 sec): 3 clusters Score: Raw -646542.920177 + Penalty 2816.828208 = -643726.091969 nChanged 7 SP:Iteration 49Q (4701.299772 sec): 3 clusters Score: Raw -646544.011928 + Penalty 2816.828208 = -643727.183719 nChanged 7 SP:Iteration 50Q (4701.321070 sec): 3 clusters Score: Raw -646545.639279 + Penalty 2816.828208 = -643728.811071 nChanged 10 SP:Iteration 51Q (4701.342405 sec): 3 clusters Score: Raw -646547.490016 + Penalty 2816.828208 = -643730.661808 nChanged 10 SP:Iteration 52Q (4701.363801 sec): 3 clusters Score: Raw -646549.201527 + Penalty 2816.828208 = -643732.373318 nChanged 7 SP:Iteration 53Q (4701.385300 sec): 3 clusters Score: Raw -646550.833142 + Penalty 2816.828208 = -643734.004933 nChanged 6 SP:Iteration 54Q (4701.406769 sec): 3 clusters Score: Raw -646551.705958 + Penalty 2816.828208 = -643734.877750 nChanged 4 SP:Iteration 55Q (4701.429907 sec): 3 clusters Score: Raw -646552.213303 + Penalty 2816.828208 = -643735.385094 nChanged 4 SP:Iteration 56Q (4701.450179 sec): 3 clusters Score: Raw -646553.178832 + Penalty 2816.828208 = -643736.350623 nChanged 4 SP:Iteration 57Q (4701.471517 sec): 3 clusters Score: Raw -646554.581100 + Penalty 2816.828208 = -643737.752892 nChanged 5 SP:Iteration 58Q (4701.506167 sec): 3 clusters Score: Raw -646555.472707 + Penalty 2816.828208 = -643738.644499 nChanged 4 SP:Iteration 59Q (4701.539221 sec): 3 clusters Score: Raw -646556.115154 + Penalty 2816.828208 = -643739.286946 nChanged 5 SP:Iteration 60F (4701.560921 sec): 3 clusters Score: Raw -646556.816419 + Penalty 2816.828208 = -643739.988211 nChanged 1 SP:Iteration 61Q (4701.582203 sec): 3 clusters Score: Raw -646557.073486 + Penalty 2816.828208 = -643740.245278 nChanged 0 SP:Iteration 62F (4701.604156 sec): 3 clusters Score: Raw -646557.073486 + Penalty 2816.828208 = -643740.245278 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4701.619724 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4701.629652 sec): 3 clusters Score: Raw -215963.108928 + Penalty 2436.952658 = -213526.156270 nChanged 654 SP:Iteration 1F (4701.657557 sec): 3 clusters Score: Raw -216464.427558 + Penalty 2436.952658 = -214027.474900 nChanged 140 SP:Iteration 2F (4701.667096 sec): 3 clusters Score: Raw -216603.989640 + Penalty 2436.952658 = -214167.036982 nChanged 95 SP:Iteration 3F (4701.678188 sec): 3 clusters Score: Raw -216699.277535 + Penalty 2436.952658 = -214262.324877 nChanged 92 SP:Iteration 4F (4701.687291 sec): 3 clusters Score: Raw -216800.656031 + Penalty 2436.952658 = -214363.703373 nChanged 85 SP:Iteration 5Q (4701.702705 sec): 3 clusters Score: Raw -216899.347323 + Penalty 2436.952658 = -214462.394665 nChanged 75 SP:Iteration 6Q (4701.712079 sec): 3 clusters Score: Raw -216985.978937 + Penalty 2436.952658 = -214549.026279 nChanged 68 SP:Iteration 7Q (4701.720537 sec): 3 clusters Score: Raw -217052.440757 + Penalty 2436.952658 = -214615.488099 nChanged 60 SP:Iteration 8Q (4701.741710 sec): 3 clusters Score: Raw -217113.889996 + Penalty 2436.952658 = -214676.937338 nChanged 40 SP:Iteration 9Q (4701.751142 sec): 3 clusters Score: Raw -217151.921748 + Penalty 2436.952658 = -214714.969090 nChanged 30 SP:Iteration 10Q (4701.760149 sec): 3 clusters Score: Raw -217176.383215 + Penalty 2436.952658 = -214739.430557 nChanged 22 SP:Iteration 11Q (4701.769128 sec): 3 clusters Score: Raw -217194.924890 + Penalty 2436.952658 = -214757.972232 nChanged 17 SP:Iteration 12Q (4701.801515 sec): 3 clusters Score: Raw -217206.312898 + Penalty 2436.952658 = -214769.360240 nChanged 9 SP:Iteration 13Q (4701.810923 sec): 3 clusters Score: Raw -217213.108341 + Penalty 2436.952658 = -214776.155683 nChanged 13 SP:Iteration 14Q (4701.819932 sec): 3 clusters Score: Raw -217226.774517 + Penalty 2436.952658 = -214789.821859 nChanged 15 SP:Iteration 15Q (4701.829150 sec): 3 clusters Score: Raw -217237.065255 + Penalty 2436.952658 = -214800.112597 nChanged 10 SP:Iteration 16Q (4701.838201 sec): 3 clusters Score: Raw -217242.889495 + Penalty 2436.952658 = -214805.936837 nChanged 3 SP:Iteration 17Q (4701.847167 sec): 3 clusters Score: Raw -217245.871113 + Penalty 2436.952658 = -214808.918455 nChanged 3 SP:Iteration 18Q (4701.856043 sec): 3 clusters Score: Raw -217248.399309 + Penalty 2436.952658 = -214811.446651 nChanged 8 SP:Iteration 19Q (4701.875295 sec): 3 clusters Score: Raw -217252.462422 + Penalty 2436.952658 = -214815.509764 nChanged 8 SP:Iteration 20F (4701.884716 sec): 3 clusters Score: Raw -217259.104935 + Penalty 2436.952658 = -214822.152277 nChanged 7 SP:Iteration 21Q (4701.893978 sec): 3 clusters Score: Raw -217262.709525 + Penalty 2436.952658 = -214825.756867 nChanged 5 SP:Iteration 22Q (4701.902941 sec): 3 clusters Score: Raw -217265.870863 + Penalty 2436.952658 = -214828.918205 nChanged 8 SP:Iteration 23Q (4701.911969 sec): 3 clusters Score: Raw -217271.765511 + Penalty 2436.952658 = -214834.812853 nChanged 9 SP:Iteration 24Q (4701.920925 sec): 3 clusters Score: Raw -217276.232030 + Penalty 2436.952658 = -214839.279372 nChanged 6 SP:Iteration 25Q (4701.930002 sec): 3 clusters Score: Raw -217278.687196 + Penalty 2436.952658 = -214841.734538 nChanged 7 SP:Iteration 26Q (4701.939878 sec): 3 clusters Score: Raw -217284.206169 + Penalty 2436.952658 = -214847.253511 nChanged 6 SP:Iteration 27Q (4701.955123 sec): 3 clusters Score: Raw -217287.426001 + Penalty 2436.952658 = -214850.473343 nChanged 3 SP:Iteration 28Q (4701.974157 sec): 3 clusters Score: Raw -217288.894345 + Penalty 2436.952658 = -214851.941687 nChanged 5 SP:Iteration 29Q (4701.983557 sec): 3 clusters Score: Raw -217292.420869 + Penalty 2436.952658 = -214855.468211 nChanged 4 SP:Iteration 30Q (4701.992392 sec): 3 clusters Score: Raw -217295.025899 + Penalty 2436.952658 = -214858.073241 nChanged 2 SP:Iteration 31Q (4702.001580 sec): 3 clusters Score: Raw -217296.651174 + Penalty 2436.952658 = -214859.698516 nChanged 2 SP:Iteration 32Q (4702.010687 sec): 3 clusters Score: Raw -217297.512074 + Penalty 2436.952658 = -214860.559416 nChanged 0 SP:Iteration 33F (4702.032110 sec): 3 clusters Score: Raw -217297.512074 + Penalty 2436.952658 = -214860.559416 nChanged 0 Trying to split cluster 4 (17118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4702.081022 sec): 2 clusters Score: Raw -1844327.642780 + Penalty 1584.031446 = -1842743.611334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4702.152357 sec): 3 clusters Score: Raw -1834082.931057 + Penalty 3168.062892 = -1830914.868166 nChanged 7720 SP:Iteration 1F (4702.226903 sec): 3 clusters Score: Raw -1838690.644697 + Penalty 3168.062892 = -1835522.581806 nChanged 1154 SP:Iteration 2F (4702.301702 sec): 3 clusters Score: Raw -1839380.728295 + Penalty 3168.062892 = -1836212.665403 nChanged 1123 SP:Iteration 3F (4702.368029 sec): 3 clusters Score: Raw -1840092.423968 + Penalty 3168.062892 = -1836924.361076 nChanged 1137 SP:Iteration 4F (4702.431506 sec): 3 clusters Score: Raw -1840845.561421 + Penalty 3168.062892 = -1837677.498529 nChanged 1098 SP:Iteration 5F (4702.504325 sec): 3 clusters Score: Raw -1841594.133448 + Penalty 3168.062892 = -1838426.070557 nChanged 993 SP:Iteration 6F (4702.583724 sec): 3 clusters Score: Raw -1842294.350663 + Penalty 3168.062892 = -1839126.287772 nChanged 863 SP:Iteration 7F (4702.662505 sec): 3 clusters Score: Raw -1842876.567302 + Penalty 3168.062892 = -1839708.504411 nChanged 698 SP:Iteration 8Q (4702.728142 sec): 3 clusters Score: Raw -1843323.671484 + Penalty 3168.062892 = -1840155.608592 nChanged 579 SP:Iteration 9Q (4702.803279 sec): 3 clusters Score: Raw -1843628.683952 + Penalty 3168.062892 = -1840460.621061 nChanged 412 SP:Iteration 10Q (4702.856613 sec): 3 clusters Score: Raw -1843839.276515 + Penalty 3168.062892 = -1840671.213623 nChanged 351 SP:Iteration 11Q (4702.931308 sec): 3 clusters Score: Raw -1844020.591911 + Penalty 3168.062892 = -1840852.529019 nChanged 319 SP:Iteration 12Q (4703.013160 sec): 3 clusters Score: Raw -1844174.512053 + Penalty 3168.062892 = -1841006.449162 nChanged 269 SP:Iteration 13Q (4703.050134 sec): 3 clusters Score: Raw -1844298.214929 + Penalty 3168.062892 = -1841130.152037 nChanged 206 SP:Iteration 14Q (4703.121517 sec): 3 clusters Score: Raw -1844397.189184 + Penalty 3168.062892 = -1841229.126292 nChanged 186 SP:Iteration 15Q (4703.193483 sec): 3 clusters Score: Raw -1844480.273485 + Penalty 3168.062892 = -1841312.210594 nChanged 177 SP:Iteration 16Q (4703.272457 sec): 3 clusters Score: Raw -1844548.073365 + Penalty 3168.062892 = -1841380.010473 nChanged 158 SP:Iteration 17Q (4703.337667 sec): 3 clusters Score: Raw -1844599.692155 + Penalty 3168.062892 = -1841431.629263 nChanged 126 SP:Iteration 18Q (4703.410394 sec): 3 clusters Score: Raw -1844641.757375 + Penalty 3168.062892 = -1841473.694483 nChanged 113 SP:Iteration 19Q (4703.483697 sec): 3 clusters Score: Raw -1844681.988964 + Penalty 3168.062892 = -1841513.926072 nChanged 102 SP:Iteration 20F (4703.548563 sec): 3 clusters Score: Raw -1844721.139821 + Penalty 3168.062892 = -1841553.076929 nChanged 103 SP:Iteration 21Q (4703.622355 sec): 3 clusters Score: Raw -1844764.240392 + Penalty 3168.062892 = -1841596.177500 nChanged 122 SP:Iteration 22Q (4703.697600 sec): 3 clusters Score: Raw -1844819.521745 + Penalty 3168.062892 = -1841651.458853 nChanged 117 SP:Iteration 23Q (4703.773369 sec): 3 clusters Score: Raw -1844875.191131 + Penalty 3168.062892 = -1841707.128240 nChanged 113 SP:Iteration 24Q (4703.855953 sec): 3 clusters Score: Raw -1844923.332274 + Penalty 3168.062892 = -1841755.269383 nChanged 94 SP:Iteration 25Q (4703.928896 sec): 3 clusters Score: Raw -1844959.411806 + Penalty 3168.062892 = -1841791.348915 nChanged 94 SP:Iteration 26Q (4704.000549 sec): 3 clusters Score: Raw -1844997.421870 + Penalty 3168.062892 = -1841829.358979 nChanged 86 SP:Iteration 27Q (4704.073892 sec): 3 clusters Score: Raw -1845030.402179 + Penalty 3168.062892 = -1841862.339287 nChanged 80 SP:Iteration 28Q (4704.143672 sec): 3 clusters Score: Raw -1845066.828057 + Penalty 3168.062892 = -1841898.765165 nChanged 75 SP:Iteration 29Q (4704.213381 sec): 3 clusters Score: Raw -1845100.924112 + Penalty 3168.062892 = -1841932.861220 nChanged 62 SP:Iteration 30Q (4704.277541 sec): 3 clusters Score: Raw -1845129.364749 + Penalty 3168.062892 = -1841961.301858 nChanged 62 SP:Iteration 31Q (4704.351676 sec): 3 clusters Score: Raw -1845153.937127 + Penalty 3168.062892 = -1841985.874235 nChanged 54 SP:Iteration 32Q (4704.425676 sec): 3 clusters Score: Raw -1845176.241822 + Penalty 3168.062892 = -1842008.178930 nChanged 41 SP:Iteration 33Q (4704.496408 sec): 3 clusters Score: Raw -1845190.598802 + Penalty 3168.062892 = -1842022.535910 nChanged 43 SP:Iteration 34Q (4704.578599 sec): 3 clusters Score: Raw -1845202.360264 + Penalty 3168.062892 = -1842034.297373 nChanged 37 SP:Iteration 35Q (4704.648510 sec): 3 clusters Score: Raw -1845215.018753 + Penalty 3168.062892 = -1842046.955862 nChanged 36 SP:Iteration 36Q (4704.710360 sec): 3 clusters Score: Raw -1845235.129558 + Penalty 3168.062892 = -1842067.066666 nChanged 43 SP:Iteration 37Q (4704.785013 sec): 3 clusters Score: Raw -1845256.154399 + Penalty 3168.062892 = -1842088.091507 nChanged 47 SP:Iteration 38Q (4704.855904 sec): 3 clusters Score: Raw -1845272.255557 + Penalty 3168.062892 = -1842104.192665 nChanged 40 SP:Iteration 39Q (4704.914935 sec): 3 clusters Score: Raw -1845287.365034 + Penalty 3168.062892 = -1842119.302142 nChanged 31 SP:Iteration 40F (4704.986388 sec): 3 clusters Score: Raw -1845300.801832 + Penalty 3168.062892 = -1842132.738940 nChanged 29 SP:Iteration 41Q (4705.063730 sec): 3 clusters Score: Raw -1845310.026998 + Penalty 3168.062892 = -1842141.964106 nChanged 29 SP:Iteration 42Q (4705.134718 sec): 3 clusters Score: Raw -1845319.422293 + Penalty 3168.062892 = -1842151.359402 nChanged 25 SP:Iteration 43Q (4705.211995 sec): 3 clusters Score: Raw -1845326.819971 + Penalty 3168.062892 = -1842158.757080 nChanged 21 SP:Iteration 44Q (4705.281583 sec): 3 clusters Score: Raw -1845333.051219 + Penalty 3168.062892 = -1842164.988327 nChanged 27 SP:Iteration 45Q (4705.356211 sec): 3 clusters Score: Raw -1845343.151773 + Penalty 3168.062892 = -1842175.088881 nChanged 17 SP:Iteration 46Q (4705.430534 sec): 3 clusters Score: Raw -1845349.827141 + Penalty 3168.062892 = -1842181.764249 nChanged 15 SP:Iteration 47Q (4705.503600 sec): 3 clusters Score: Raw -1845354.512465 + Penalty 3168.062892 = -1842186.449573 nChanged 16 SP:Iteration 48Q (4705.576742 sec): 3 clusters Score: Raw -1845358.612200 + Penalty 3168.062892 = -1842190.549309 nChanged 15 SP:Iteration 49Q (4705.649988 sec): 3 clusters Score: Raw -1845362.440893 + Penalty 3168.062892 = -1842194.378001 nChanged 11 SP:Iteration 50Q (4705.723330 sec): 3 clusters Score: Raw -1845366.921684 + Penalty 3168.062892 = -1842198.858792 nChanged 15 SP:Iteration 51Q (4705.796375 sec): 3 clusters Score: Raw -1845372.482866 + Penalty 3168.062892 = -1842204.419974 nChanged 14 SP:Iteration 52Q (4705.870068 sec): 3 clusters Score: Raw -1845377.121603 + Penalty 3168.062892 = -1842209.058712 nChanged 21 SP:Iteration 53Q (4705.943444 sec): 3 clusters Score: Raw -1845384.612776 + Penalty 3168.062892 = -1842216.549884 nChanged 24 SP:Iteration 54Q (4706.015799 sec): 3 clusters Score: Raw -1845393.653428 + Penalty 3168.062892 = -1842225.590536 nChanged 26 SP:Iteration 55Q (4706.088982 sec): 3 clusters Score: Raw -1845404.040345 + Penalty 3168.062892 = -1842235.977454 nChanged 24 SP:Iteration 56Q (4706.162173 sec): 3 clusters Score: Raw -1845411.571285 + Penalty 3168.062892 = -1842243.508393 nChanged 15 SP:Iteration 57Q (4706.235375 sec): 3 clusters Score: Raw -1845416.271097 + Penalty 3168.062892 = -1842248.208205 nChanged 12 SP:Iteration 58Q (4706.305940 sec): 3 clusters Score: Raw -1845418.970142 + Penalty 3168.062892 = -1842250.907250 nChanged 10 SP:Iteration 59Q (4706.365511 sec): 3 clusters Score: Raw -1845421.561379 + Penalty 3168.062892 = -1842253.498487 nChanged 10 SP:Iteration 60F (4706.445658 sec): 3 clusters Score: Raw -1845423.855051 + Penalty 3168.062892 = -1842255.792159 nChanged 4 SP:Iteration 61Q (4706.503007 sec): 3 clusters Score: Raw -1845425.052521 + Penalty 3168.062892 = -1842256.989630 nChanged 4 SP:Iteration 62Q (4706.583914 sec): 3 clusters Score: Raw -1845426.103423 + Penalty 3168.062892 = -1842258.040532 nChanged 5 SP:Iteration 63Q (4706.647467 sec): 3 clusters Score: Raw -1845426.915722 + Penalty 3168.062892 = -1842258.852830 nChanged 4 SP:Iteration 64Q (4706.727580 sec): 3 clusters Score: Raw -1845427.869201 + Penalty 3168.062892 = -1842259.806310 nChanged 2 SP:Iteration 65Q (4706.794507 sec): 3 clusters Score: Raw -1845428.427780 + Penalty 3168.062892 = -1842260.364889 nChanged 3 SP:Iteration 66Q (4706.867868 sec): 3 clusters Score: Raw -1845429.180311 + Penalty 3168.062892 = -1842261.117419 nChanged 2 SP:Iteration 67Q (4706.892072 sec): 3 clusters Score: Raw -1845429.437582 + Penalty 3168.062892 = -1842261.374690 nChanged 3 SP:Iteration 68Q (4706.961246 sec): 3 clusters Score: Raw -1845430.251657 + Penalty 3168.062892 = -1842262.188766 nChanged 2 SP:Iteration 69Q (4707.027420 sec): 3 clusters Score: Raw -1845430.666944 + Penalty 3168.062892 = -1842262.604052 nChanged 2 SP:Iteration 70Q (4707.086348 sec): 3 clusters Score: Raw -1845431.357510 + Penalty 3168.062892 = -1842263.294619 nChanged 2 SP:Iteration 71Q (4707.150897 sec): 3 clusters Score: Raw -1845431.771458 + Penalty 3168.062892 = -1842263.708566 nChanged 2 SP:Iteration 72Q (4707.221055 sec): 3 clusters Score: Raw -1845432.061719 + Penalty 3168.062892 = -1842263.998827 nChanged 3 SP:Iteration 73Q (4707.288661 sec): 3 clusters Score: Raw -1845433.054279 + Penalty 3168.062892 = -1842264.991387 nChanged 1 SP:Iteration 74Q (4707.357109 sec): 3 clusters Score: Raw -1845433.487125 + Penalty 3168.062892 = -1842265.424233 nChanged 2 SP:Iteration 75Q (4707.413957 sec): 3 clusters Score: Raw -1845433.827597 + Penalty 3168.062892 = -1842265.764705 nChanged 0 SP:Iteration 76F (4707.487765 sec): 3 clusters Score: Raw -1845433.827597 + Penalty 3168.062892 = -1842265.764705 nChanged 0 Trying to split cluster 5 (37378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4707.575787 sec): 2 clusters Score: Raw -3993693.347730 + Penalty 1710.936106 = -3991982.411624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4707.686586 sec): 3 clusters Score: Raw -3970438.944429 + Penalty 3421.872212 = -3967017.072217 nChanged 17427 SP:Iteration 1F (4707.793252 sec): 3 clusters Score: Raw -3980531.312958 + Penalty 3421.872212 = -3977109.440746 nChanged 1824 SP:Iteration 2Q (4707.901456 sec): 3 clusters Score: Raw -3981211.579004 + Penalty 3421.872212 = -3977789.706792 nChanged 1819 SP:Iteration 3Q (4708.000920 sec): 3 clusters Score: Raw -3982091.566692 + Penalty 3421.872212 = -3978669.694481 nChanged 1971 SP:Iteration 4F (4708.105216 sec): 3 clusters Score: Raw -3983261.304654 + Penalty 3421.872212 = -3979839.432442 nChanged 2142 SP:Iteration 5F (4708.205540 sec): 3 clusters Score: Raw -3984731.253636 + Penalty 3421.872212 = -3981309.381424 nChanged 2279 SP:Iteration 6F (4708.320232 sec): 3 clusters Score: Raw -3986366.755955 + Penalty 3421.872212 = -3982944.883743 nChanged 2184 SP:Iteration 7F (4708.426874 sec): 3 clusters Score: Raw -3987807.503223 + Penalty 3421.872212 = -3984385.631011 nChanged 1797 SP:Iteration 8Q (4708.532654 sec): 3 clusters Score: Raw -3988704.953460 + Penalty 3421.872212 = -3985283.081248 nChanged 1307 SP:Iteration 9Q (4708.637640 sec): 3 clusters Score: Raw -3989164.434990 + Penalty 3421.872212 = -3985742.562778 nChanged 883 SP:Iteration 10Q (4708.746434 sec): 3 clusters Score: Raw -3989415.048735 + Penalty 3421.872212 = -3985993.176523 nChanged 632 SP:Iteration 11Q (4708.855391 sec): 3 clusters Score: Raw -3989575.195403 + Penalty 3421.872212 = -3986153.323191 nChanged 503 SP:Iteration 12Q (4708.959697 sec): 3 clusters Score: Raw -3989704.887616 + Penalty 3421.872212 = -3986283.015404 nChanged 492 SP:Iteration 13Q (4709.062271 sec): 3 clusters Score: Raw -3989823.710280 + Penalty 3421.872212 = -3986401.838068 nChanged 447 SP:Iteration 14Q (4709.161147 sec): 3 clusters Score: Raw -3989943.159990 + Penalty 3421.872212 = -3986521.287778 nChanged 444 SP:Iteration 15Q (4709.263548 sec): 3 clusters Score: Raw -3990058.355096 + Penalty 3421.872212 = -3986636.482884 nChanged 467 SP:Iteration 16Q (4709.367036 sec): 3 clusters Score: Raw -3990188.076458 + Penalty 3421.872212 = -3986766.204246 nChanged 511 SP:Iteration 17Q (4709.467248 sec): 3 clusters Score: Raw -3990330.980761 + Penalty 3421.872212 = -3986909.108549 nChanged 483 SP:Iteration 18Q (4709.573816 sec): 3 clusters Score: Raw -3990456.840783 + Penalty 3421.872212 = -3987034.968571 nChanged 492 SP:Iteration 19Q (4709.671426 sec): 3 clusters Score: Raw -3990579.706955 + Penalty 3421.872212 = -3987157.834743 nChanged 464 SP:Iteration 20F (4709.769690 sec): 3 clusters Score: Raw -3990699.461709 + Penalty 3421.872212 = -3987277.589498 nChanged 478 SP:Iteration 21Q (4709.873883 sec): 3 clusters Score: Raw -3990819.470879 + Penalty 3421.872212 = -3987397.598668 nChanged 439 SP:Iteration 22Q (4709.987047 sec): 3 clusters Score: Raw -3990923.027968 + Penalty 3421.872212 = -3987501.155756 nChanged 417 SP:Iteration 23Q (4710.088805 sec): 3 clusters Score: Raw -3991009.341651 + Penalty 3421.872212 = -3987587.469439 nChanged 386 SP:Iteration 24Q (4710.189216 sec): 3 clusters Score: Raw -3991081.995083 + Penalty 3421.872212 = -3987660.122871 nChanged 320 SP:Iteration 25Q (4710.309484 sec): 3 clusters Score: Raw -3991139.495496 + Penalty 3421.872212 = -3987717.623284 nChanged 332 SP:Iteration 26Q (4710.415370 sec): 3 clusters Score: Raw -3991196.502450 + Penalty 3421.872212 = -3987774.630238 nChanged 297 SP:Iteration 27Q (4710.515449 sec): 3 clusters Score: Raw -3991245.272665 + Penalty 3421.872212 = -3987823.400453 nChanged 249 SP:Iteration 28Q (4710.584462 sec): 3 clusters Score: Raw -3991278.875563 + Penalty 3421.872212 = -3987857.003351 nChanged 235 SP:Iteration 29Q (4710.654219 sec): 3 clusters Score: Raw -3991310.267451 + Penalty 3421.872212 = -3987888.395239 nChanged 213 SP:Iteration 30Q (4710.756376 sec): 3 clusters Score: Raw -3991337.034106 + Penalty 3421.872212 = -3987915.161894 nChanged 175 SP:Iteration 31Q (4710.867817 sec): 3 clusters Score: Raw -3991359.884344 + Penalty 3421.872212 = -3987938.012132 nChanged 195 SP:Iteration 32Q (4710.988515 sec): 3 clusters Score: Raw -3991384.694615 + Penalty 3421.872212 = -3987962.822403 nChanged 204 SP:Iteration 33Q (4711.088013 sec): 3 clusters Score: Raw -3991408.623921 + Penalty 3421.872212 = -3987986.751709 nChanged 192 SP:Iteration 34Q (4711.191760 sec): 3 clusters Score: Raw -3991431.893727 + Penalty 3421.872212 = -3988010.021515 nChanged 192 SP:Iteration 35Q (4711.262149 sec): 3 clusters Score: Raw -3991456.802645 + Penalty 3421.872212 = -3988034.930433 nChanged 174 SP:Iteration 36Q (4711.333413 sec): 3 clusters Score: Raw -3991480.158539 + Penalty 3421.872212 = -3988058.286328 nChanged 182 SP:Iteration 37Q (4711.419585 sec): 3 clusters Score: Raw -3991502.105802 + Penalty 3421.872212 = -3988080.233590 nChanged 178 SP:Iteration 38Q (4711.510922 sec): 3 clusters Score: Raw -3991521.745728 + Penalty 3421.872212 = -3988099.873516 nChanged 167 SP:Iteration 39Q (4711.578996 sec): 3 clusters Score: Raw -3991541.353020 + Penalty 3421.872212 = -3988119.480808 nChanged 191 SP:Iteration 40F (4711.665450 sec): 3 clusters Score: Raw -3991566.850254 + Penalty 3421.872212 = -3988144.978043 nChanged 214 SP:Iteration 41Q (4711.775480 sec): 3 clusters Score: Raw -3991599.598867 + Penalty 3421.872212 = -3988177.726655 nChanged 233 SP:Iteration 42Q (4711.880589 sec): 3 clusters Score: Raw -3991638.876658 + Penalty 3421.872212 = -3988217.004446 nChanged 267 SP:Iteration 43Q (4711.988608 sec): 3 clusters Score: Raw -3991684.976149 + Penalty 3421.872212 = -3988263.103938 nChanged 274 SP:Iteration 44Q (4712.094388 sec): 3 clusters Score: Raw -3991732.268288 + Penalty 3421.872212 = -3988310.396076 nChanged 264 SP:Iteration 45Q (4712.204992 sec): 3 clusters Score: Raw -3991777.014222 + Penalty 3421.872212 = -3988355.142010 nChanged 260 SP:Iteration 46Q (4712.310425 sec): 3 clusters Score: Raw -3991821.737835 + Penalty 3421.872212 = -3988399.865623 nChanged 263 SP:Iteration 47Q (4712.402928 sec): 3 clusters Score: Raw -3991864.514848 + Penalty 3421.872212 = -3988442.642636 nChanged 268 SP:Iteration 48Q (4712.508390 sec): 3 clusters Score: Raw -3991910.298615 + Penalty 3421.872212 = -3988488.426403 nChanged 266 SP:Iteration 49Q (4712.615568 sec): 3 clusters Score: Raw -3991953.990375 + Penalty 3421.872212 = -3988532.118163 nChanged 273 SP:Iteration 50Q (4712.710358 sec): 3 clusters Score: Raw -3992002.880957 + Penalty 3421.872212 = -3988581.008745 nChanged 284 SP:Iteration 51Q (4712.817114 sec): 3 clusters Score: Raw -3992054.900072 + Penalty 3421.872212 = -3988633.027861 nChanged 285 SP:Iteration 52Q (4712.922054 sec): 3 clusters Score: Raw -3992109.181002 + Penalty 3421.872212 = -3988687.308790 nChanged 278 SP:Iteration 53Q (4713.008382 sec): 3 clusters Score: Raw -3992164.632941 + Penalty 3421.872212 = -3988742.760729 nChanged 325 SP:Iteration 54Q (4713.112595 sec): 3 clusters Score: Raw -3992236.813916 + Penalty 3421.872212 = -3988814.941704 nChanged 321 SP:Iteration 55Q (4713.220313 sec): 3 clusters Score: Raw -3992313.077227 + Penalty 3421.872212 = -3988891.205016 nChanged 371 SP:Iteration 56Q (4713.319982 sec): 3 clusters Score: Raw -3992411.427687 + Penalty 3421.872212 = -3988989.555475 nChanged 385 SP:Iteration 57Q (4713.437942 sec): 3 clusters Score: Raw -3992517.496656 + Penalty 3421.872212 = -3989095.624444 nChanged 395 SP:Iteration 58Q (4713.534151 sec): 3 clusters Score: Raw -3992630.811538 + Penalty 3421.872212 = -3989208.939326 nChanged 380 SP:Iteration 59Q (4713.635515 sec): 3 clusters Score: Raw -3992742.954326 + Penalty 3421.872212 = -3989321.082114 nChanged 396 SP:Iteration 60F (4713.743825 sec): 3 clusters Score: Raw -3992866.836076 + Penalty 3421.872212 = -3989444.963864 nChanged 358 SP:Iteration 61Q (4713.835935 sec): 3 clusters Score: Raw -3992978.338701 + Penalty 3421.872212 = -3989556.466489 nChanged 376 SP:Iteration 62Q (4713.933227 sec): 3 clusters Score: Raw -3993096.170129 + Penalty 3421.872212 = -3989674.297917 nChanged 346 SP:Iteration 63Q (4714.041519 sec): 3 clusters Score: Raw -3993200.944841 + Penalty 3421.872212 = -3989779.072629 nChanged 310 SP:Iteration 64Q (4714.144946 sec): 3 clusters Score: Raw -3993295.886078 + Penalty 3421.872212 = -3989874.013866 nChanged 291 SP:Iteration 65Q (4714.240867 sec): 3 clusters Score: Raw -3993386.885731 + Penalty 3421.872212 = -3989965.013519 nChanged 283 SP:Iteration 66Q (4714.346770 sec): 3 clusters Score: Raw -3993473.144841 + Penalty 3421.872212 = -3990051.272630 nChanged 256 SP:Iteration 67Q (4714.452113 sec): 3 clusters Score: Raw -3993557.335896 + Penalty 3421.872212 = -3990135.463684 nChanged 241 SP:Iteration 68Q (4714.552985 sec): 3 clusters Score: Raw -3993637.046521 + Penalty 3421.872212 = -3990215.174309 nChanged 200 SP:Iteration 69Q (4714.657680 sec): 3 clusters Score: Raw -3993704.745383 + Penalty 3421.872212 = -3990282.873171 nChanged 189 SP:Iteration 70Q (4714.758954 sec): 3 clusters Score: Raw -3993765.413044 + Penalty 3421.872212 = -3990343.540832 nChanged 165 SP:Iteration 71Q (4714.858446 sec): 3 clusters Score: Raw -3993813.004794 + Penalty 3421.872212 = -3990391.132582 nChanged 144 SP:Iteration 72Q (4714.945350 sec): 3 clusters Score: Raw -3993851.882403 + Penalty 3421.872212 = -3990430.010191 nChanged 134 SP:Iteration 73Q (4715.040077 sec): 3 clusters Score: Raw -3993890.906767 + Penalty 3421.872212 = -3990469.034556 nChanged 140 SP:Iteration 74Q (4715.146956 sec): 3 clusters Score: Raw -3993934.340794 + Penalty 3421.872212 = -3990512.468582 nChanged 115 SP:Iteration 75Q (4715.239224 sec): 3 clusters Score: Raw -3993972.422194 + Penalty 3421.872212 = -3990550.549982 nChanged 103 SP:Iteration 76Q (4715.342536 sec): 3 clusters Score: Raw -3994004.787091 + Penalty 3421.872212 = -3990582.914879 nChanged 80 SP:Iteration 77Q (4715.443623 sec): 3 clusters Score: Raw -3994028.895302 + Penalty 3421.872212 = -3990607.023091 nChanged 60 SP:Iteration 78Q (4715.528988 sec): 3 clusters Score: Raw -3994044.141912 + Penalty 3421.872212 = -3990622.269700 nChanged 60 SP:Iteration 79Q (4715.623793 sec): 3 clusters Score: Raw -3994059.045701 + Penalty 3421.872212 = -3990637.173489 nChanged 49 SP:Iteration 80F (4715.727426 sec): 3 clusters Score: Raw -3994071.928025 + Penalty 3421.872212 = -3990650.055813 nChanged 57 SP:Iteration 81Q (4715.825531 sec): 3 clusters Score: Raw -3994089.297258 + Penalty 3421.872212 = -3990667.425046 nChanged 45 SP:Iteration 82Q (4715.920145 sec): 3 clusters Score: Raw -3994100.541565 + Penalty 3421.872212 = -3990678.669353 nChanged 35 SP:Iteration 83Q (4716.015091 sec): 3 clusters Score: Raw -3994109.968099 + Penalty 3421.872212 = -3990688.095887 nChanged 39 SP:Iteration 84Q (4716.111010 sec): 3 clusters Score: Raw -3994118.639286 + Penalty 3421.872212 = -3990696.767074 nChanged 25 SP:Iteration 85Q (4716.191197 sec): 3 clusters Score: Raw -3994123.700684 + Penalty 3421.872212 = -3990701.828472 nChanged 16 SP:Iteration 86Q (4716.274303 sec): 3 clusters Score: Raw -3994128.978411 + Penalty 3421.872212 = -3990707.106199 nChanged 18 SP:Iteration 87Q (4716.340999 sec): 3 clusters Score: Raw -3994133.614934 + Penalty 3421.872212 = -3990711.742722 nChanged 14 SP:Iteration 88Q (4716.434136 sec): 3 clusters Score: Raw -3994137.375906 + Penalty 3421.872212 = -3990715.503694 nChanged 17 SP:Iteration 89Q (4716.527959 sec): 3 clusters Score: Raw -3994141.084042 + Penalty 3421.872212 = -3990719.211831 nChanged 15 SP:Iteration 90Q (4716.621000 sec): 3 clusters Score: Raw -3994144.932127 + Penalty 3421.872212 = -3990723.059915 nChanged 12 SP:Iteration 91Q (4716.708251 sec): 3 clusters Score: Raw -3994148.391544 + Penalty 3421.872212 = -3990726.519332 nChanged 12 SP:Iteration 92Q (4716.793424 sec): 3 clusters Score: Raw -3994152.196039 + Penalty 3421.872212 = -3990730.323827 nChanged 13 SP:Iteration 93Q (4716.887990 sec): 3 clusters Score: Raw -3994156.299332 + Penalty 3421.872212 = -3990734.427120 nChanged 9 SP:Iteration 94Q (4716.981315 sec): 3 clusters Score: Raw -3994158.707611 + Penalty 3421.872212 = -3990736.835400 nChanged 8 SP:Iteration 95Q (4717.073594 sec): 3 clusters Score: Raw -3994160.237691 + Penalty 3421.872212 = -3990738.365479 nChanged 3 SP:Iteration 96Q (4717.169612 sec): 3 clusters Score: Raw -3994160.682038 + Penalty 3421.872212 = -3990738.809826 nChanged 3 SP:Iteration 97Q (4717.272740 sec): 3 clusters Score: Raw -3994161.150679 + Penalty 3421.872212 = -3990739.278468 nChanged 1 SP:Iteration 98Q (4717.370337 sec): 3 clusters Score: Raw -3994161.527996 + Penalty 3421.872212 = -3990739.655784 nChanged 2 SP:Iteration 99Q (4717.457942 sec): 3 clusters Score: Raw -3994162.243877 + Penalty 3421.872212 = -3990740.371665 nChanged 5 SP:Iteration 100F (4717.568781 sec): 3 clusters Score: Raw -3994163.715752 + Penalty 3421.872212 = -3990741.843540 nChanged 3 SP:Iteration 101Q (4717.672494 sec): 3 clusters Score: Raw -3994164.178879 + Penalty 3421.872212 = -3990742.306668 nChanged 2 SP:Iteration 102Q (4717.772234 sec): 3 clusters Score: Raw -3994164.595495 + Penalty 3421.872212 = -3990742.723283 nChanged 3 SP:Iteration 103Q (4717.869889 sec): 3 clusters Score: Raw -3994164.918239 + Penalty 3421.872212 = -3990743.046028 nChanged 1 SP:Iteration 104Q (4717.960793 sec): 3 clusters Score: Raw -3994165.127746 + Penalty 3421.872212 = -3990743.255535 nChanged 2 SP:Iteration 105Q (4718.063409 sec): 3 clusters Score: Raw -3994165.424990 + Penalty 3421.872212 = -3990743.552778 nChanged 1 SP:Iteration 106Q (4718.149973 sec): 3 clusters Score: Raw -3994165.553640 + Penalty 3421.872212 = -3990743.681428 nChanged 0 SP:Iteration 107F (4718.265697 sec): 3 clusters Score: Raw -3994165.553640 + Penalty 3421.872212 = -3990743.681428 nChanged 0 Trying to split cluster 6 (74922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4718.383682 sec): 2 clusters Score: Raw -8291629.847654 + Penalty 1823.932963 = -8289805.914691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4718.547663 sec): 3 clusters Score: Raw -8243336.271360 + Penalty 3647.865927 = -8239688.405433 nChanged 35730 SP:Iteration 1F (4718.707682 sec): 3 clusters Score: Raw -8264255.807965 + Penalty 3647.865927 = -8260607.942038 nChanged 3130 SP:Iteration 2Q (4718.877470 sec): 3 clusters Score: Raw -8265340.171666 + Penalty 3647.865927 = -8261692.305740 nChanged 3706 SP:Iteration 3Q (4719.056713 sec): 3 clusters Score: Raw -8266975.677464 + Penalty 3647.865927 = -8263327.811538 nChanged 4407 SP:Iteration 4F (4719.209329 sec): 3 clusters Score: Raw -8269469.613512 + Penalty 3647.865927 = -8265821.747585 nChanged 5415 SP:Iteration 5F (4719.364115 sec): 3 clusters Score: Raw -8273349.699498 + Penalty 3647.865927 = -8269701.833572 nChanged 5920 SP:Iteration 6F (4719.521719 sec): 3 clusters Score: Raw -8278409.330606 + Penalty 3647.865927 = -8274761.464679 nChanged 5365 SP:Iteration 7F (4719.689368 sec): 3 clusters Score: Raw -8283272.766649 + Penalty 3647.865927 = -8279624.900722 nChanged 4019 SP:Iteration 8F (4719.855417 sec): 3 clusters Score: Raw -8286964.049271 + Penalty 3647.865927 = -8283316.183344 nChanged 2664 SP:Iteration 9Q (4720.023574 sec): 3 clusters Score: Raw -8289381.311416 + Penalty 3647.865927 = -8285733.445490 nChanged 1507 SP:Iteration 10Q (4720.139670 sec): 3 clusters Score: Raw -8290686.268225 + Penalty 3647.865927 = -8287038.402298 nChanged 760 SP:Iteration 11Q (4720.258205 sec): 3 clusters Score: Raw -8291311.843762 + Penalty 3647.865927 = -8287663.977835 nChanged 359 SP:Iteration 12Q (4720.405680 sec): 3 clusters Score: Raw -8291607.005678 + Penalty 3647.865927 = -8287959.139751 nChanged 201 SP:Iteration 13Q (4720.547284 sec): 3 clusters Score: Raw -8291767.412548 + Penalty 3647.865927 = -8288119.546622 nChanged 114 SP:Iteration 14Q (4720.694913 sec): 3 clusters Score: Raw -8291858.084307 + Penalty 3647.865927 = -8288210.218381 nChanged 72 SP:Iteration 15Q (4720.827558 sec): 3 clusters Score: Raw -8291922.257271 + Penalty 3647.865927 = -8288274.391344 nChanged 43 SP:Iteration 16Q (4720.973110 sec): 3 clusters Score: Raw -8291958.057467 + Penalty 3647.865927 = -8288310.191540 nChanged 42 SP:Iteration 17Q (4721.115351 sec): 3 clusters Score: Raw -8291988.566957 + Penalty 3647.865927 = -8288340.701030 nChanged 33 SP:Iteration 18Q (4721.244145 sec): 3 clusters Score: Raw -8292016.609213 + Penalty 3647.865927 = -8288368.743286 nChanged 18 SP:Iteration 19Q (4721.398957 sec): 3 clusters Score: Raw -8292031.838472 + Penalty 3647.865927 = -8288383.972545 nChanged 18 SP:Iteration 20F (4721.563325 sec): 3 clusters Score: Raw -8292048.793286 + Penalty 3647.865927 = -8288400.927359 nChanged 19 SP:Iteration 21Q (4721.693290 sec): 3 clusters Score: Raw -8292058.527806 + Penalty 3647.865927 = -8288410.661879 nChanged 9 SP:Iteration 22Q (4721.832131 sec): 3 clusters Score: Raw -8292064.085117 + Penalty 3647.865927 = -8288416.219191 nChanged 6 SP:Iteration 23Q (4721.968586 sec): 3 clusters Score: Raw -8292068.679743 + Penalty 3647.865927 = -8288420.813816 nChanged 11 SP:Iteration 24Q (4722.095975 sec): 3 clusters Score: Raw -8292074.863574 + Penalty 3647.865927 = -8288426.997647 nChanged 7 SP:Iteration 25Q (4722.232311 sec): 3 clusters Score: Raw -8292078.805061 + Penalty 3647.865927 = -8288430.939134 nChanged 6 SP:Iteration 26Q (4722.363091 sec): 3 clusters Score: Raw -8292081.174807 + Penalty 3647.865927 = -8288433.308881 nChanged 4 SP:Iteration 27Q (4722.486782 sec): 3 clusters Score: Raw -8292083.608896 + Penalty 3647.865927 = -8288435.742969 nChanged 2 SP:Iteration 28Q (4722.625349 sec): 3 clusters Score: Raw -8292084.461768 + Penalty 3647.865927 = -8288436.595842 nChanged 3 SP:Iteration 29Q (4722.771899 sec): 3 clusters Score: Raw -8292086.604116 + Penalty 3647.865927 = -8288438.738189 nChanged 0 SP:Iteration 30F (4722.936185 sec): 3 clusters Score: Raw -8292086.604116 + Penalty 3647.865927 = -8288438.738189 nChanged 0 Trying to split cluster 7 (14005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4722.986114 sec): 2 clusters Score: Raw -1603374.095196 + Penalty 1551.415074 = -1601822.680122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4723.058673 sec): 3 clusters Score: Raw -1595264.900169 + Penalty 3102.830149 = -1592162.070021 nChanged 6141 SP:Iteration 1F (4723.129253 sec): 3 clusters Score: Raw -1598694.178089 + Penalty 3102.830149 = -1595591.347940 nChanged 907 SP:Iteration 2F (4723.199640 sec): 3 clusters Score: Raw -1599164.428657 + Penalty 3102.830149 = -1596061.598508 nChanged 863 SP:Iteration 3F (4723.270561 sec): 3 clusters Score: Raw -1599684.764512 + Penalty 3102.830149 = -1596581.934364 nChanged 900 SP:Iteration 4F (4723.341379 sec): 3 clusters Score: Raw -1600324.659348 + Penalty 3102.830149 = -1597221.829199 nChanged 902 SP:Iteration 5F (4723.405805 sec): 3 clusters Score: Raw -1600989.638154 + Penalty 3102.830149 = -1597886.808006 nChanged 851 SP:Iteration 6F (4723.478288 sec): 3 clusters Score: Raw -1601573.086465 + Penalty 3102.830149 = -1598470.256317 nChanged 739 SP:Iteration 7F (4723.549699 sec): 3 clusters Score: Raw -1602008.474509 + Penalty 3102.830149 = -1598905.644360 nChanged 551 SP:Iteration 8Q (4723.621531 sec): 3 clusters Score: Raw -1602287.163814 + Penalty 3102.830149 = -1599184.333665 nChanged 463 SP:Iteration 9Q (4723.692907 sec): 3 clusters Score: Raw -1602506.832678 + Penalty 3102.830149 = -1599404.002529 nChanged 381 SP:Iteration 10Q (4723.754510 sec): 3 clusters Score: Raw -1602645.933142 + Penalty 3102.830149 = -1599543.102993 nChanged 255 SP:Iteration 11Q (4723.826182 sec): 3 clusters Score: Raw -1602727.891982 + Penalty 3102.830149 = -1599625.061834 nChanged 200 SP:Iteration 12Q (4723.906456 sec): 3 clusters Score: Raw -1602793.832625 + Penalty 3102.830149 = -1599691.002476 nChanged 210 SP:Iteration 13Q (4723.979147 sec): 3 clusters Score: Raw -1602857.664508 + Penalty 3102.830149 = -1599754.834360 nChanged 163 SP:Iteration 14Q (4724.038490 sec): 3 clusters Score: Raw -1602904.007720 + Penalty 3102.830149 = -1599801.177572 nChanged 138 SP:Iteration 15Q (4724.106074 sec): 3 clusters Score: Raw -1602942.061655 + Penalty 3102.830149 = -1599839.231507 nChanged 127 SP:Iteration 16Q (4724.185653 sec): 3 clusters Score: Raw -1602975.292364 + Penalty 3102.830149 = -1599872.462216 nChanged 107 SP:Iteration 17Q (4724.238983 sec): 3 clusters Score: Raw -1603000.540418 + Penalty 3102.830149 = -1599897.710270 nChanged 110 SP:Iteration 18Q (4724.307990 sec): 3 clusters Score: Raw -1603024.266721 + Penalty 3102.830149 = -1599921.436573 nChanged 89 SP:Iteration 19Q (4724.381009 sec): 3 clusters Score: Raw -1603041.836482 + Penalty 3102.830149 = -1599939.006334 nChanged 78 SP:Iteration 20F (4724.451327 sec): 3 clusters Score: Raw -1603058.645478 + Penalty 3102.830149 = -1599955.815329 nChanged 83 SP:Iteration 21Q (4724.511632 sec): 3 clusters Score: Raw -1603075.974078 + Penalty 3102.830149 = -1599973.143929 nChanged 81 SP:Iteration 22Q (4724.567786 sec): 3 clusters Score: Raw -1603094.088370 + Penalty 3102.830149 = -1599991.258222 nChanged 97 SP:Iteration 23Q (4724.634502 sec): 3 clusters Score: Raw -1603120.299532 + Penalty 3102.830149 = -1600017.469384 nChanged 99 SP:Iteration 24Q (4724.713848 sec): 3 clusters Score: Raw -1603144.142579 + Penalty 3102.830149 = -1600041.312430 nChanged 88 SP:Iteration 25Q (4724.782162 sec): 3 clusters Score: Raw -1603165.317306 + Penalty 3102.830149 = -1600062.487157 nChanged 85 SP:Iteration 26Q (4724.841074 sec): 3 clusters Score: Raw -1603187.078905 + Penalty 3102.830149 = -1600084.248756 nChanged 76 SP:Iteration 27Q (4724.909375 sec): 3 clusters Score: Raw -1603207.781455 + Penalty 3102.830149 = -1600104.951306 nChanged 85 SP:Iteration 28Q (4724.971049 sec): 3 clusters Score: Raw -1603232.848853 + Penalty 3102.830149 = -1600130.018704 nChanged 78 SP:Iteration 29Q (4725.046774 sec): 3 clusters Score: Raw -1603254.893133 + Penalty 3102.830149 = -1600152.062984 nChanged 80 SP:Iteration 30Q (4725.107184 sec): 3 clusters Score: Raw -1603275.615970 + Penalty 3102.830149 = -1600172.785821 nChanged 73 SP:Iteration 31Q (4725.168664 sec): 3 clusters Score: Raw -1603294.579594 + Penalty 3102.830149 = -1600191.749446 nChanged 67 SP:Iteration 32Q (4725.248835 sec): 3 clusters Score: Raw -1603311.910267 + Penalty 3102.830149 = -1600209.080119 nChanged 74 SP:Iteration 33Q (4725.316617 sec): 3 clusters Score: Raw -1603334.729180 + Penalty 3102.830149 = -1600231.899032 nChanged 71 SP:Iteration 34Q (4725.370416 sec): 3 clusters Score: Raw -1603352.739121 + Penalty 3102.830149 = -1600249.908972 nChanged 72 SP:Iteration 35Q (4725.438372 sec): 3 clusters Score: Raw -1603375.671020 + Penalty 3102.830149 = -1600272.840872 nChanged 77 SP:Iteration 36Q (4725.493400 sec): 3 clusters Score: Raw -1603400.045420 + Penalty 3102.830149 = -1600297.215272 nChanged 82 SP:Iteration 37Q (4725.548168 sec): 3 clusters Score: Raw -1603424.354669 + Penalty 3102.830149 = -1600321.524521 nChanged 71 SP:Iteration 38Q (4725.618627 sec): 3 clusters Score: Raw -1603446.313864 + Penalty 3102.830149 = -1600343.483715 nChanged 67 SP:Iteration 39Q (4725.694135 sec): 3 clusters Score: Raw -1603465.864484 + Penalty 3102.830149 = -1600363.034336 nChanged 70 SP:Iteration 40F (4725.746535 sec): 3 clusters Score: Raw -1603484.620721 + Penalty 3102.830149 = -1600381.790572 nChanged 73 SP:Iteration 41Q (4725.815122 sec): 3 clusters Score: Raw -1603502.698095 + Penalty 3102.830149 = -1600399.867947 nChanged 52 SP:Iteration 42Q (4725.882603 sec): 3 clusters Score: Raw -1603514.142052 + Penalty 3102.830149 = -1600411.311904 nChanged 47 SP:Iteration 43Q (4725.950624 sec): 3 clusters Score: Raw -1603525.835561 + Penalty 3102.830149 = -1600423.005412 nChanged 39 SP:Iteration 44Q (4726.018196 sec): 3 clusters Score: Raw -1603535.126404 + Penalty 3102.830149 = -1600432.296255 nChanged 34 SP:Iteration 45Q (4726.085730 sec): 3 clusters Score: Raw -1603542.839820 + Penalty 3102.830149 = -1600440.009672 nChanged 31 SP:Iteration 46Q (4726.154226 sec): 3 clusters Score: Raw -1603550.177577 + Penalty 3102.830149 = -1600447.347428 nChanged 38 SP:Iteration 47Q (4726.221213 sec): 3 clusters Score: Raw -1603556.726383 + Penalty 3102.830149 = -1600453.896234 nChanged 23 SP:Iteration 48Q (4726.287243 sec): 3 clusters Score: Raw -1603560.328444 + Penalty 3102.830149 = -1600457.498296 nChanged 27 SP:Iteration 49Q (4726.351167 sec): 3 clusters Score: Raw -1603565.460374 + Penalty 3102.830149 = -1600462.630225 nChanged 24 SP:Iteration 50Q (4726.426153 sec): 3 clusters Score: Raw -1603569.795399 + Penalty 3102.830149 = -1600466.965251 nChanged 21 SP:Iteration 51Q (4726.483087 sec): 3 clusters Score: Raw -1603576.163230 + Penalty 3102.830149 = -1600473.333082 nChanged 27 SP:Iteration 52Q (4726.539651 sec): 3 clusters Score: Raw -1603582.538672 + Penalty 3102.830149 = -1600479.708523 nChanged 38 SP:Iteration 53Q (4726.605552 sec): 3 clusters Score: Raw -1603591.124015 + Penalty 3102.830149 = -1600488.293867 nChanged 29 SP:Iteration 54Q (4726.664762 sec): 3 clusters Score: Raw -1603597.880784 + Penalty 3102.830149 = -1600495.050636 nChanged 21 SP:Iteration 55Q (4726.742299 sec): 3 clusters Score: Raw -1603600.925054 + Penalty 3102.830149 = -1600498.094906 nChanged 13 SP:Iteration 56Q (4726.810293 sec): 3 clusters Score: Raw -1603602.438915 + Penalty 3102.830149 = -1600499.608766 nChanged 11 SP:Iteration 57Q (4726.871054 sec): 3 clusters Score: Raw -1603604.637710 + Penalty 3102.830149 = -1600501.807561 nChanged 19 SP:Iteration 58Q (4726.930070 sec): 3 clusters Score: Raw -1603608.249351 + Penalty 3102.830149 = -1600505.419203 nChanged 17 SP:Iteration 59Q (4726.992698 sec): 3 clusters Score: Raw -1603610.386479 + Penalty 3102.830149 = -1600507.556331 nChanged 12 SP:Iteration 60F (4727.064118 sec): 3 clusters Score: Raw -1603612.564153 + Penalty 3102.830149 = -1600509.734005 nChanged 18 SP:Iteration 61Q (4727.117799 sec): 3 clusters Score: Raw -1603616.583038 + Penalty 3102.830149 = -1600513.752890 nChanged 17 SP:Iteration 62Q (4727.195588 sec): 3 clusters Score: Raw -1603620.473408 + Penalty 3102.830149 = -1600517.643260 nChanged 20 SP:Iteration 63Q (4727.261546 sec): 3 clusters Score: Raw -1603623.640886 + Penalty 3102.830149 = -1600520.810737 nChanged 14 SP:Iteration 64Q (4727.320770 sec): 3 clusters Score: Raw -1603626.475526 + Penalty 3102.830149 = -1600523.645377 nChanged 14 SP:Iteration 65Q (4727.391656 sec): 3 clusters Score: Raw -1603628.875578 + Penalty 3102.830149 = -1600526.045429 nChanged 7 SP:Iteration 66Q (4727.461489 sec): 3 clusters Score: Raw -1603629.940611 + Penalty 3102.830149 = -1600527.110462 nChanged 2 SP:Iteration 67Q (4727.534359 sec): 3 clusters Score: Raw -1603630.165395 + Penalty 3102.830149 = -1600527.335247 nChanged 2 SP:Iteration 68Q (4727.593589 sec): 3 clusters Score: Raw -1603630.373893 + Penalty 3102.830149 = -1600527.543744 nChanged 3 SP:Iteration 69Q (4727.669233 sec): 3 clusters Score: Raw -1603630.624385 + Penalty 3102.830149 = -1600527.794236 nChanged 1 SP:Iteration 70Q (4727.730522 sec): 3 clusters Score: Raw -1603630.805363 + Penalty 3102.830149 = -1600527.975215 nChanged 1 SP:Iteration 71Q (4727.796040 sec): 3 clusters Score: Raw -1603630.974831 + Penalty 3102.830149 = -1600528.144683 nChanged 1 SP:Iteration 72Q (4727.860440 sec): 3 clusters Score: Raw -1603631.125663 + Penalty 3102.830149 = -1600528.295515 nChanged 2 SP:Iteration 73Q (4727.936992 sec): 3 clusters Score: Raw -1603631.287559 + Penalty 3102.830149 = -1600528.457410 nChanged 0 SP:Iteration 74F (4728.005449 sec): 3 clusters Score: Raw -1603631.287559 + Penalty 3102.830149 = -1600528.457410 nChanged 0 Trying to split cluster 8 (18125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4728.056729 sec): 2 clusters Score: Raw -2059419.927695 + Penalty 1593.320215 = -2057826.607479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4728.132047 sec): 3 clusters Score: Raw -2048650.841116 + Penalty 3186.640431 = -2045464.200685 nChanged 8050 SP:Iteration 1F (4728.196427 sec): 3 clusters Score: Raw -2053004.195231 + Penalty 3186.640431 = -2049817.554800 nChanged 959 SP:Iteration 2F (4728.268253 sec): 3 clusters Score: Raw -2053343.027092 + Penalty 3186.640431 = -2050156.386662 nChanged 819 SP:Iteration 3Q (4728.343417 sec): 3 clusters Score: Raw -2053630.972668 + Penalty 3186.640431 = -2050444.332237 nChanged 755 SP:Iteration 4Q (4728.404870 sec): 3 clusters Score: Raw -2053905.842459 + Penalty 3186.640431 = -2050719.202028 nChanged 727 SP:Iteration 5Q (4728.494426 sec): 3 clusters Score: Raw -2054204.387721 + Penalty 3186.640431 = -2051017.747291 nChanged 736 SP:Iteration 6Q (4728.566108 sec): 3 clusters Score: Raw -2054576.671330 + Penalty 3186.640431 = -2051390.030899 nChanged 807 SP:Iteration 7Q (4728.645121 sec): 3 clusters Score: Raw -2054998.206789 + Penalty 3186.640431 = -2051811.566358 nChanged 826 SP:Iteration 8Q (4728.733091 sec): 3 clusters Score: Raw -2055457.946350 + Penalty 3186.640431 = -2052271.305920 nChanged 877 SP:Iteration 9Q (4728.812294 sec): 3 clusters Score: Raw -2055998.104422 + Penalty 3186.640431 = -2052811.463991 nChanged 869 SP:Iteration 10Q (4728.876470 sec): 3 clusters Score: Raw -2056492.736067 + Penalty 3186.640431 = -2053306.095636 nChanged 798 SP:Iteration 11Q (4728.952184 sec): 3 clusters Score: Raw -2056923.229578 + Penalty 3186.640431 = -2053736.589147 nChanged 701 SP:Iteration 12Q (4729.035236 sec): 3 clusters Score: Raw -2057287.300936 + Penalty 3186.640431 = -2054100.660505 nChanged 559 SP:Iteration 13Q (4729.109285 sec): 3 clusters Score: Raw -2057551.604067 + Penalty 3186.640431 = -2054364.963636 nChanged 529 SP:Iteration 14Q (4729.198422 sec): 3 clusters Score: Raw -2057770.454991 + Penalty 3186.640431 = -2054583.814560 nChanged 426 SP:Iteration 15Q (4729.272843 sec): 3 clusters Score: Raw -2057911.885593 + Penalty 3186.640431 = -2054725.245162 nChanged 318 SP:Iteration 16Q (4729.335541 sec): 3 clusters Score: Raw -2058006.699250 + Penalty 3186.640431 = -2054820.058819 nChanged 256 SP:Iteration 17Q (4729.408675 sec): 3 clusters Score: Raw -2058078.655728 + Penalty 3186.640431 = -2054892.015297 nChanged 235 SP:Iteration 18Q (4729.479278 sec): 3 clusters Score: Raw -2058139.295612 + Penalty 3186.640431 = -2054952.655181 nChanged 201 SP:Iteration 19Q (4729.560310 sec): 3 clusters Score: Raw -2058183.312335 + Penalty 3186.640431 = -2054996.671904 nChanged 164 SP:Iteration 20F (4729.635996 sec): 3 clusters Score: Raw -2058216.941145 + Penalty 3186.640431 = -2055030.300714 nChanged 163 SP:Iteration 21Q (4729.696050 sec): 3 clusters Score: Raw -2058243.339289 + Penalty 3186.640431 = -2055056.698858 nChanged 129 SP:Iteration 22Q (4729.772131 sec): 3 clusters Score: Raw -2058262.734948 + Penalty 3186.640431 = -2055076.094517 nChanged 100 SP:Iteration 23Q (4729.849134 sec): 3 clusters Score: Raw -2058275.345582 + Penalty 3186.640431 = -2055088.705151 nChanged 84 SP:Iteration 24Q (4729.916953 sec): 3 clusters Score: Raw -2058285.676338 + Penalty 3186.640431 = -2055099.035907 nChanged 63 SP:Iteration 25Q (4729.987806 sec): 3 clusters Score: Raw -2058292.951109 + Penalty 3186.640431 = -2055106.310678 nChanged 50 SP:Iteration 26Q (4730.061687 sec): 3 clusters Score: Raw -2058298.718666 + Penalty 3186.640431 = -2055112.078235 nChanged 51 SP:Iteration 27Q (4730.135815 sec): 3 clusters Score: Raw -2058304.006240 + Penalty 3186.640431 = -2055117.365809 nChanged 51 SP:Iteration 28Q (4730.211585 sec): 3 clusters Score: Raw -2058310.067569 + Penalty 3186.640431 = -2055123.427138 nChanged 53 SP:Iteration 29Q (4730.282836 sec): 3 clusters Score: Raw -2058316.297715 + Penalty 3186.640431 = -2055129.657284 nChanged 47 SP:Iteration 30Q (4730.356040 sec): 3 clusters Score: Raw -2058320.452036 + Penalty 3186.640431 = -2055133.811605 nChanged 32 SP:Iteration 31Q (4730.426884 sec): 3 clusters Score: Raw -2058323.037648 + Penalty 3186.640431 = -2055136.397217 nChanged 29 SP:Iteration 32Q (4730.494100 sec): 3 clusters Score: Raw -2058325.438831 + Penalty 3186.640431 = -2055138.798400 nChanged 24 SP:Iteration 33Q (4730.564989 sec): 3 clusters Score: Raw -2058327.664791 + Penalty 3186.640431 = -2055141.024360 nChanged 30 SP:Iteration 34Q (4730.639321 sec): 3 clusters Score: Raw -2058329.977435 + Penalty 3186.640431 = -2055143.337004 nChanged 22 SP:Iteration 35Q (4730.701456 sec): 3 clusters Score: Raw -2058331.501864 + Penalty 3186.640431 = -2055144.861433 nChanged 16 SP:Iteration 36Q (4730.776382 sec): 3 clusters Score: Raw -2058332.783002 + Penalty 3186.640431 = -2055146.142571 nChanged 18 SP:Iteration 37Q (4730.860123 sec): 3 clusters Score: Raw -2058334.323225 + Penalty 3186.640431 = -2055147.682794 nChanged 21 SP:Iteration 38Q (4730.916519 sec): 3 clusters Score: Raw -2058335.717485 + Penalty 3186.640431 = -2055149.077054 nChanged 20 SP:Iteration 39Q (4730.990900 sec): 3 clusters Score: Raw -2058337.159904 + Penalty 3186.640431 = -2055150.519473 nChanged 21 SP:Iteration 40F (4731.068117 sec): 3 clusters Score: Raw -2058338.888124 + Penalty 3186.640431 = -2055152.247693 nChanged 28 SP:Iteration 41Q (4731.140689 sec): 3 clusters Score: Raw -2058341.671202 + Penalty 3186.640431 = -2055155.030771 nChanged 26 SP:Iteration 42Q (4731.202958 sec): 3 clusters Score: Raw -2058344.996785 + Penalty 3186.640431 = -2055158.356355 nChanged 31 SP:Iteration 43Q (4731.281985 sec): 3 clusters Score: Raw -2058348.209126 + Penalty 3186.640431 = -2055161.568695 nChanged 31 SP:Iteration 44Q (4731.358852 sec): 3 clusters Score: Raw -2058350.844701 + Penalty 3186.640431 = -2055164.204270 nChanged 21 SP:Iteration 45Q (4731.433587 sec): 3 clusters Score: Raw -2058352.295908 + Penalty 3186.640431 = -2055165.655477 nChanged 19 SP:Iteration 46Q (4731.517698 sec): 3 clusters Score: Raw -2058353.514957 + Penalty 3186.640431 = -2055166.874526 nChanged 16 SP:Iteration 47Q (4731.586493 sec): 3 clusters Score: Raw -2058354.484349 + Penalty 3186.640431 = -2055167.843919 nChanged 13 SP:Iteration 48Q (4731.656580 sec): 3 clusters Score: Raw -2058355.131733 + Penalty 3186.640431 = -2055168.491302 nChanged 10 SP:Iteration 49Q (4731.738526 sec): 3 clusters Score: Raw -2058355.832456 + Penalty 3186.640431 = -2055169.192025 nChanged 8 SP:Iteration 50Q (4731.816382 sec): 3 clusters Score: Raw -2058356.302694 + Penalty 3186.640431 = -2055169.662263 nChanged 11 SP:Iteration 51Q (4731.883504 sec): 3 clusters Score: Raw -2058356.878531 + Penalty 3186.640431 = -2055170.238100 nChanged 10 SP:Iteration 52Q (4731.958829 sec): 3 clusters Score: Raw -2058357.488942 + Penalty 3186.640431 = -2055170.848511 nChanged 14 SP:Iteration 53Q (4732.035930 sec): 3 clusters Score: Raw -2058358.561380 + Penalty 3186.640431 = -2055171.920949 nChanged 16 SP:Iteration 54Q (4732.108457 sec): 3 clusters Score: Raw -2058359.617380 + Penalty 3186.640431 = -2055172.976949 nChanged 11 SP:Iteration 55Q (4732.185761 sec): 3 clusters Score: Raw -2058360.324697 + Penalty 3186.640431 = -2055173.684266 nChanged 13 SP:Iteration 56Q (4732.263647 sec): 3 clusters Score: Raw -2058361.126403 + Penalty 3186.640431 = -2055174.485972 nChanged 11 SP:Iteration 57Q (4732.349656 sec): 3 clusters Score: Raw -2058362.141579 + Penalty 3186.640431 = -2055175.501148 nChanged 18 SP:Iteration 58Q (4732.423218 sec): 3 clusters Score: Raw -2058363.853526 + Penalty 3186.640431 = -2055177.213095 nChanged 24 SP:Iteration 59Q (4732.499207 sec): 3 clusters Score: Raw -2058366.302597 + Penalty 3186.640431 = -2055179.662166 nChanged 27 SP:Iteration 60F (4732.572399 sec): 3 clusters Score: Raw -2058368.537713 + Penalty 3186.640431 = -2055181.897282 nChanged 34 SP:Iteration 61Q (4732.645387 sec): 3 clusters Score: Raw -2058371.487798 + Penalty 3186.640431 = -2055184.847367 nChanged 43 SP:Iteration 62Q (4732.723237 sec): 3 clusters Score: Raw -2058375.658458 + Penalty 3186.640431 = -2055189.018027 nChanged 41 SP:Iteration 63Q (4732.799015 sec): 3 clusters Score: Raw -2058380.634182 + Penalty 3186.640431 = -2055193.993752 nChanged 51 SP:Iteration 64Q (4732.874271 sec): 3 clusters Score: Raw -2058387.396017 + Penalty 3186.640431 = -2055200.755586 nChanged 57 SP:Iteration 65Q (4732.941407 sec): 3 clusters Score: Raw -2058393.481235 + Penalty 3186.640431 = -2055206.840804 nChanged 49 SP:Iteration 66Q (4733.019473 sec): 3 clusters Score: Raw -2058399.096677 + Penalty 3186.640431 = -2055212.456246 nChanged 49 SP:Iteration 67Q (4733.086490 sec): 3 clusters Score: Raw -2058404.748977 + Penalty 3186.640431 = -2055218.108546 nChanged 45 SP:Iteration 68Q (4733.164799 sec): 3 clusters Score: Raw -2058410.336847 + Penalty 3186.640431 = -2055223.696416 nChanged 56 SP:Iteration 69Q (4733.243885 sec): 3 clusters Score: Raw -2058416.388403 + Penalty 3186.640431 = -2055229.747972 nChanged 59 SP:Iteration 70Q (4733.314084 sec): 3 clusters Score: Raw -2058423.081957 + Penalty 3186.640431 = -2055236.441527 nChanged 58 SP:Iteration 71Q (4733.390298 sec): 3 clusters Score: Raw -2058429.934841 + Penalty 3186.640431 = -2055243.294410 nChanged 55 SP:Iteration 72Q (4733.472638 sec): 3 clusters Score: Raw -2058436.120593 + Penalty 3186.640431 = -2055249.480162 nChanged 54 SP:Iteration 73Q (4733.551318 sec): 3 clusters Score: Raw -2058444.283408 + Penalty 3186.640431 = -2055257.642977 nChanged 57 SP:Iteration 74Q (4733.620251 sec): 3 clusters Score: Raw -2058452.079416 + Penalty 3186.640431 = -2055265.438985 nChanged 65 SP:Iteration 75Q (4733.702413 sec): 3 clusters Score: Raw -2058462.567983 + Penalty 3186.640431 = -2055275.927552 nChanged 72 SP:Iteration 76Q (4733.773017 sec): 3 clusters Score: Raw -2058473.429527 + Penalty 3186.640431 = -2055286.789096 nChanged 61 SP:Iteration 77Q (4733.847165 sec): 3 clusters Score: Raw -2058482.574750 + Penalty 3186.640431 = -2055295.934319 nChanged 71 SP:Iteration 78Q (4733.927572 sec): 3 clusters Score: Raw -2058493.846599 + Penalty 3186.640431 = -2055307.206168 nChanged 83 SP:Iteration 79Q (4734.011664 sec): 3 clusters Score: Raw -2058508.995892 + Penalty 3186.640431 = -2055322.355461 nChanged 98 SP:Iteration 80F (4734.081095 sec): 3 clusters Score: Raw -2058526.443642 + Penalty 3186.640431 = -2055339.803211 nChanged 102 SP:Iteration 81Q (4734.153575 sec): 3 clusters Score: Raw -2058545.681339 + Penalty 3186.640431 = -2055359.040908 nChanged 102 SP:Iteration 82Q (4734.226048 sec): 3 clusters Score: Raw -2058566.447897 + Penalty 3186.640431 = -2055379.807466 nChanged 120 SP:Iteration 83Q (4734.295593 sec): 3 clusters Score: Raw -2058588.398098 + Penalty 3186.640431 = -2055401.757667 nChanged 115 SP:Iteration 84Q (4734.371512 sec): 3 clusters Score: Raw -2058609.614548 + Penalty 3186.640431 = -2055422.974117 nChanged 117 SP:Iteration 85Q (4734.446361 sec): 3 clusters Score: Raw -2058633.149914 + Penalty 3186.640431 = -2055446.509483 nChanged 110 SP:Iteration 86Q (4734.510138 sec): 3 clusters Score: Raw -2058655.271947 + Penalty 3186.640431 = -2055468.631516 nChanged 109 SP:Iteration 87Q (4734.588023 sec): 3 clusters Score: Raw -2058674.045453 + Penalty 3186.640431 = -2055487.405023 nChanged 103 SP:Iteration 88Q (4734.661903 sec): 3 clusters Score: Raw -2058693.540289 + Penalty 3186.640431 = -2055506.899858 nChanged 103 SP:Iteration 89Q (4734.736051 sec): 3 clusters Score: Raw -2058713.957314 + Penalty 3186.640431 = -2055527.316883 nChanged 106 SP:Iteration 90Q (4734.800625 sec): 3 clusters Score: Raw -2058737.201408 + Penalty 3186.640431 = -2055550.560977 nChanged 121 SP:Iteration 91Q (4734.874790 sec): 3 clusters Score: Raw -2058767.964004 + Penalty 3186.640431 = -2055581.323573 nChanged 127 SP:Iteration 92Q (4734.948374 sec): 3 clusters Score: Raw -2058802.392205 + Penalty 3186.640431 = -2055615.751774 nChanged 145 SP:Iteration 93Q (4735.021890 sec): 3 clusters Score: Raw -2058845.804105 + Penalty 3186.640431 = -2055659.163674 nChanged 159 SP:Iteration 94Q (4735.092977 sec): 3 clusters Score: Raw -2058898.512755 + Penalty 3186.640431 = -2055711.872324 nChanged 174 SP:Iteration 95Q (4735.166280 sec): 3 clusters Score: Raw -2058954.385781 + Penalty 3186.640431 = -2055767.745350 nChanged 180 SP:Iteration 96Q (4735.232103 sec): 3 clusters Score: Raw -2059016.072289 + Penalty 3186.640431 = -2055829.431858 nChanged 173 SP:Iteration 97Q (4735.310717 sec): 3 clusters Score: Raw -2059075.360821 + Penalty 3186.640431 = -2055888.720390 nChanged 176 SP:Iteration 98Q (4735.374005 sec): 3 clusters Score: Raw -2059145.221959 + Penalty 3186.640431 = -2055958.581528 nChanged 185 SP:Iteration 99Q (4735.447148 sec): 3 clusters Score: Raw -2059215.828634 + Penalty 3186.640431 = -2056029.188204 nChanged 179 SP:Iteration 100F (4735.519740 sec): 3 clusters Score: Raw -2059299.902929 + Penalty 3186.640431 = -2056113.262498 nChanged 193 SP:Iteration 101Q (4735.592800 sec): 3 clusters Score: Raw -2059391.064011 + Penalty 3186.640431 = -2056204.423580 nChanged 176 SP:Iteration 102Q (4735.665243 sec): 3 clusters Score: Raw -2059471.055900 + Penalty 3186.640431 = -2056284.415469 nChanged 167 SP:Iteration 103Q (4735.727011 sec): 3 clusters Score: Raw -2059555.285309 + Penalty 3186.640431 = -2056368.644879 nChanged 146 SP:Iteration 104Q (4735.808059 sec): 3 clusters Score: Raw -2059621.129833 + Penalty 3186.640431 = -2056434.489402 nChanged 138 SP:Iteration 105Q (4735.875962 sec): 3 clusters Score: Raw -2059677.441988 + Penalty 3186.640431 = -2056490.801557 nChanged 116 SP:Iteration 106Q (4735.955177 sec): 3 clusters Score: Raw -2059725.716396 + Penalty 3186.640431 = -2056539.075966 nChanged 94 SP:Iteration 107Q (4736.030312 sec): 3 clusters Score: Raw -2059761.877626 + Penalty 3186.640431 = -2056575.237195 nChanged 79 SP:Iteration 108Q (4736.097103 sec): 3 clusters Score: Raw -2059791.256268 + Penalty 3186.640431 = -2056604.615837 nChanged 84 SP:Iteration 109Q (4736.180459 sec): 3 clusters Score: Raw -2059820.665441 + Penalty 3186.640431 = -2056634.025010 nChanged 54 SP:Iteration 110Q (4736.255416 sec): 3 clusters Score: Raw -2059840.341770 + Penalty 3186.640431 = -2056653.701339 nChanged 47 SP:Iteration 111Q (4736.329221 sec): 3 clusters Score: Raw -2059854.161216 + Penalty 3186.640431 = -2056667.520785 nChanged 36 SP:Iteration 112Q (4736.404494 sec): 3 clusters Score: Raw -2059867.617011 + Penalty 3186.640431 = -2056680.976580 nChanged 39 SP:Iteration 113Q (4736.478161 sec): 3 clusters Score: Raw -2059882.455484 + Penalty 3186.640431 = -2056695.815053 nChanged 35 SP:Iteration 114Q (4736.551466 sec): 3 clusters Score: Raw -2059893.944301 + Penalty 3186.640431 = -2056707.303870 nChanged 46 SP:Iteration 115Q (4736.627761 sec): 3 clusters Score: Raw -2059909.592013 + Penalty 3186.640431 = -2056722.951582 nChanged 36 SP:Iteration 116Q (4736.700602 sec): 3 clusters Score: Raw -2059919.564386 + Penalty 3186.640431 = -2056732.923955 nChanged 43 SP:Iteration 117Q (4736.773368 sec): 3 clusters Score: Raw -2059932.639061 + Penalty 3186.640431 = -2056745.998630 nChanged 29 SP:Iteration 118Q (4736.848614 sec): 3 clusters Score: Raw -2059941.020128 + Penalty 3186.640431 = -2056754.379697 nChanged 16 SP:Iteration 119Q (4736.921806 sec): 3 clusters Score: Raw -2059944.947989 + Penalty 3186.640431 = -2056758.307558 nChanged 11 SP:Iteration 120F (4736.997753 sec): 3 clusters Score: Raw -2059947.584206 + Penalty 3186.640431 = -2056760.943775 nChanged 13 SP:Iteration 121Q (4737.071368 sec): 3 clusters Score: Raw -2059950.527252 + Penalty 3186.640431 = -2056763.886821 nChanged 11 SP:Iteration 122Q (4737.144935 sec): 3 clusters Score: Raw -2059952.701647 + Penalty 3186.640431 = -2056766.061217 nChanged 11 SP:Iteration 123Q (4737.218071 sec): 3 clusters Score: Raw -2059955.176116 + Penalty 3186.640431 = -2056768.535685 nChanged 6 SP:Iteration 124Q (4737.291282 sec): 3 clusters Score: Raw -2059957.025963 + Penalty 3186.640431 = -2056770.385532 nChanged 7 SP:Iteration 125Q (4737.360403 sec): 3 clusters Score: Raw -2059958.987540 + Penalty 3186.640431 = -2056772.347109 nChanged 4 SP:Iteration 126Q (4737.433542 sec): 3 clusters Score: Raw -2059959.647342 + Penalty 3186.640431 = -2056773.006911 nChanged 4 SP:Iteration 127Q (4737.507453 sec): 3 clusters Score: Raw -2059960.350722 + Penalty 3186.640431 = -2056773.710291 nChanged 1 SP:Iteration 128Q (4737.581422 sec): 3 clusters Score: Raw -2059960.837279 + Penalty 3186.640431 = -2056774.196848 nChanged 1 SP:Iteration 129Q (4737.654031 sec): 3 clusters Score: Raw -2059961.082150 + Penalty 3186.640431 = -2056774.441719 nChanged 2 SP:Iteration 130Q (4737.721892 sec): 3 clusters Score: Raw -2059961.274946 + Penalty 3186.640431 = -2056774.634515 nChanged 0 SP:Iteration 131F (4737.793583 sec): 3 clusters Score: Raw -2059961.274946 + Penalty 3186.640431 = -2056774.634515 nChanged 0 Trying to split cluster 9 (28029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4737.846768 sec): 2 clusters Score: Raw -3186813.275736 + Penalty 1664.161682 = -3185149.114054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4737.945131 sec): 3 clusters Score: Raw -3169763.649410 + Penalty 3328.323364 = -3166435.326046 nChanged 12749 SP:Iteration 1F (4738.033465 sec): 3 clusters Score: Raw -3177100.694696 + Penalty 3328.323364 = -3173772.371332 nChanged 1522 SP:Iteration 2F (4738.127317 sec): 3 clusters Score: Raw -3177825.902581 + Penalty 3328.323364 = -3174497.579217 nChanged 1646 SP:Iteration 3F (4738.212728 sec): 3 clusters Score: Raw -3178808.148165 + Penalty 3328.323364 = -3175479.824801 nChanged 1857 SP:Iteration 4F (4738.312476 sec): 3 clusters Score: Raw -3180209.460936 + Penalty 3328.323364 = -3176881.137571 nChanged 2041 SP:Iteration 5F (4738.405752 sec): 3 clusters Score: Raw -3181956.217622 + Penalty 3328.323364 = -3178627.894258 nChanged 1811 SP:Iteration 6F (4738.499746 sec): 3 clusters Score: Raw -3183598.507095 + Penalty 3328.323364 = -3180270.183730 nChanged 1400 SP:Iteration 7Q (4738.594629 sec): 3 clusters Score: Raw -3184902.309969 + Penalty 3328.323364 = -3181573.986604 nChanged 1008 SP:Iteration 8Q (4738.676830 sec): 3 clusters Score: Raw -3185856.266816 + Penalty 3328.323364 = -3182527.943451 nChanged 711 SP:Iteration 9Q (4738.776975 sec): 3 clusters Score: Raw -3186487.323851 + Penalty 3328.323364 = -3183159.000486 nChanged 484 SP:Iteration 10Q (4738.857537 sec): 3 clusters Score: Raw -3186886.096502 + Penalty 3328.323364 = -3183557.773137 nChanged 383 SP:Iteration 11Q (4738.945387 sec): 3 clusters Score: Raw -3187184.343728 + Penalty 3328.323364 = -3183856.020364 nChanged 307 SP:Iteration 12Q (4739.029416 sec): 3 clusters Score: Raw -3187404.306381 + Penalty 3328.323364 = -3184075.983017 nChanged 274 SP:Iteration 13Q (4739.115354 sec): 3 clusters Score: Raw -3187606.441905 + Penalty 3328.323364 = -3184278.118540 nChanged 214 SP:Iteration 14Q (4739.193444 sec): 3 clusters Score: Raw -3187777.895963 + Penalty 3328.323364 = -3184449.572599 nChanged 156 SP:Iteration 15Q (4739.280200 sec): 3 clusters Score: Raw -3187904.759280 + Penalty 3328.323364 = -3184576.435916 nChanged 153 SP:Iteration 16Q (4739.367556 sec): 3 clusters Score: Raw -3188009.266499 + Penalty 3328.323364 = -3184680.943135 nChanged 123 SP:Iteration 17Q (4739.456491 sec): 3 clusters Score: Raw -3188078.531892 + Penalty 3328.323364 = -3184750.208528 nChanged 96 SP:Iteration 18Q (4739.539992 sec): 3 clusters Score: Raw -3188123.443341 + Penalty 3328.323364 = -3184795.119976 nChanged 74 SP:Iteration 19Q (4739.621824 sec): 3 clusters Score: Raw -3188147.524491 + Penalty 3328.323364 = -3184819.201127 nChanged 44 SP:Iteration 20F (4739.702107 sec): 3 clusters Score: Raw -3188158.842191 + Penalty 3328.323364 = -3184830.518827 nChanged 31 SP:Iteration 21Q (4739.789298 sec): 3 clusters Score: Raw -3188166.407004 + Penalty 3328.323364 = -3184838.083640 nChanged 30 SP:Iteration 22Q (4739.859450 sec): 3 clusters Score: Raw -3188172.094072 + Penalty 3328.323364 = -3184843.770707 nChanged 22 SP:Iteration 23Q (4739.943792 sec): 3 clusters Score: Raw -3188176.432525 + Penalty 3328.323364 = -3184848.109161 nChanged 16 SP:Iteration 24Q (4740.015270 sec): 3 clusters Score: Raw -3188178.456022 + Penalty 3328.323364 = -3184850.132658 nChanged 14 SP:Iteration 25Q (4740.088365 sec): 3 clusters Score: Raw -3188180.718173 + Penalty 3328.323364 = -3184852.394809 nChanged 15 SP:Iteration 26Q (4740.167122 sec): 3 clusters Score: Raw -3188183.513997 + Penalty 3328.323364 = -3184855.190633 nChanged 12 SP:Iteration 27Q (4740.241329 sec): 3 clusters Score: Raw -3188185.872723 + Penalty 3328.323364 = -3184857.549359 nChanged 7 SP:Iteration 28Q (4740.321920 sec): 3 clusters Score: Raw -3188186.956571 + Penalty 3328.323364 = -3184858.633207 nChanged 6 SP:Iteration 29Q (4740.416200 sec): 3 clusters Score: Raw -3188188.402285 + Penalty 3328.323364 = -3184860.078921 nChanged 8 SP:Iteration 30Q (4740.499047 sec): 3 clusters Score: Raw -3188189.941683 + Penalty 3328.323364 = -3184861.618319 nChanged 6 SP:Iteration 31Q (4740.589622 sec): 3 clusters Score: Raw -3188190.971927 + Penalty 3328.323364 = -3184862.648562 nChanged 6 SP:Iteration 32Q (4740.666768 sec): 3 clusters Score: Raw -3188191.756706 + Penalty 3328.323364 = -3184863.433342 nChanged 8 SP:Iteration 33Q (4740.763617 sec): 3 clusters Score: Raw -3188192.972070 + Penalty 3328.323364 = -3184864.648706 nChanged 4 SP:Iteration 34Q (4740.851950 sec): 3 clusters Score: Raw -3188193.806632 + Penalty 3328.323364 = -3184865.483267 nChanged 2 SP:Iteration 35Q (4740.930638 sec): 3 clusters Score: Raw -3188193.953467 + Penalty 3328.323364 = -3184865.630103 nChanged 1 SP:Iteration 36Q (4741.015856 sec): 3 clusters Score: Raw -3188194.045838 + Penalty 3328.323364 = -3184865.722474 nChanged 1 SP:Iteration 37Q (4741.083650 sec): 3 clusters Score: Raw -3188194.187961 + Penalty 3328.323364 = -3184865.864596 nChanged 2 SP:Iteration 38Q (4741.134286 sec): 3 clusters Score: Raw -3188194.502646 + Penalty 3328.323364 = -3184866.179282 nChanged 0 SP:Iteration 39F (4741.209297 sec): 3 clusters Score: Raw -3188194.502646 + Penalty 3328.323364 = -3184866.179282 nChanged 0 Trying to split cluster 10 (43860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4741.298918 sec): 2 clusters Score: Raw -4847098.243695 + Penalty 1736.923179 = -4845361.320517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4741.410658 sec): 3 clusters Score: Raw -4819539.550665 + Penalty 3473.846357 = -4816065.704308 nChanged 20525 SP:Iteration 1F (4741.542915 sec): 3 clusters Score: Raw -4831455.102387 + Penalty 3473.846357 = -4827981.256029 nChanged 2466 SP:Iteration 2F (4741.653652 sec): 3 clusters Score: Raw -4832620.562961 + Penalty 3473.846357 = -4829146.716604 nChanged 2916 SP:Iteration 3F (4741.781579 sec): 3 clusters Score: Raw -4834377.996845 + Penalty 3473.846357 = -4830904.150488 nChanged 3455 SP:Iteration 4F (4741.895488 sec): 3 clusters Score: Raw -4837062.489785 + Penalty 3473.846357 = -4833588.643427 nChanged 3823 SP:Iteration 5F (4742.025245 sec): 3 clusters Score: Raw -4840589.837336 + Penalty 3473.846357 = -4837115.990979 nChanged 3296 SP:Iteration 6F (4742.135366 sec): 3 clusters Score: Raw -4843873.510166 + Penalty 3473.846357 = -4840399.663809 nChanged 2063 SP:Iteration 7Q (4742.263924 sec): 3 clusters Score: Raw -4845896.476632 + Penalty 3473.846357 = -4842422.630275 nChanged 919 SP:Iteration 8Q (4742.393198 sec): 3 clusters Score: Raw -4846769.267112 + Penalty 3473.846357 = -4843295.420755 nChanged 322 SP:Iteration 9Q (4742.500991 sec): 3 clusters Score: Raw -4847087.085383 + Penalty 3473.846357 = -4843613.239026 nChanged 94 SP:Iteration 10Q (4742.603576 sec): 3 clusters Score: Raw -4847186.288442 + Penalty 3473.846357 = -4843712.442085 nChanged 48 SP:Iteration 11Q (4742.713748 sec): 3 clusters Score: Raw -4847246.512871 + Penalty 3473.846357 = -4843772.666514 nChanged 23 SP:Iteration 12Q (4742.821839 sec): 3 clusters Score: Raw -4847275.242119 + Penalty 3473.846357 = -4843801.395762 nChanged 7 SP:Iteration 13Q (4742.925040 sec): 3 clusters Score: Raw -4847285.743476 + Penalty 3473.846357 = -4843811.897119 nChanged 6 SP:Iteration 14Q (4743.028620 sec): 3 clusters Score: Raw -4847291.891930 + Penalty 3473.846357 = -4843818.045573 nChanged 3 SP:Iteration 15Q (4743.131071 sec): 3 clusters Score: Raw -4847294.368758 + Penalty 3473.846357 = -4843820.522401 nChanged 2 SP:Iteration 16Q (4743.232374 sec): 3 clusters Score: Raw -4847296.294437 + Penalty 3473.846357 = -4843822.448080 nChanged 0 SP:Iteration 17F (4743.335282 sec): 3 clusters Score: Raw -4847296.294437 + Penalty 3473.846357 = -4843822.448080 nChanged 0 Trying to split cluster 11 (10991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4743.360156 sec): 2 clusters Score: Raw -1233738.133870 + Penalty 1512.035206 = -1232226.098664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4743.431264 sec): 3 clusters Score: Raw -1227434.223999 + Penalty 3024.070411 = -1224410.153588 nChanged 4811 SP:Iteration 1F (4743.499200 sec): 3 clusters Score: Raw -1230096.661429 + Penalty 3024.070411 = -1227072.591017 nChanged 692 SP:Iteration 2F (4743.560810 sec): 3 clusters Score: Raw -1230467.677568 + Penalty 3024.070411 = -1227443.607157 nChanged 621 SP:Iteration 3F (4743.611982 sec): 3 clusters Score: Raw -1230834.854776 + Penalty 3024.070411 = -1227810.784364 nChanged 589 SP:Iteration 4F (4743.677848 sec): 3 clusters Score: Raw -1231201.729172 + Penalty 3024.070411 = -1228177.658761 nChanged 536 SP:Iteration 5Q (4743.737553 sec): 3 clusters Score: Raw -1231587.436577 + Penalty 3024.070411 = -1228563.366165 nChanged 531 SP:Iteration 6Q (4743.803227 sec): 3 clusters Score: Raw -1232018.218957 + Penalty 3024.070411 = -1228994.148545 nChanged 504 SP:Iteration 7Q (4743.878640 sec): 3 clusters Score: Raw -1232381.445883 + Penalty 3024.070411 = -1229357.375472 nChanged 461 SP:Iteration 8Q (4743.906451 sec): 3 clusters Score: Raw -1232644.071637 + Penalty 3024.070411 = -1229620.001226 nChanged 358 SP:Iteration 9Q (4743.973954 sec): 3 clusters Score: Raw -1232852.629739 + Penalty 3024.070411 = -1229828.559328 nChanged 294 SP:Iteration 10Q (4744.028262 sec): 3 clusters Score: Raw -1233022.796588 + Penalty 3024.070411 = -1229998.726176 nChanged 245 SP:Iteration 11Q (4744.081804 sec): 3 clusters Score: Raw -1233147.538974 + Penalty 3024.070411 = -1230123.468562 nChanged 213 SP:Iteration 12Q (4744.145697 sec): 3 clusters Score: Raw -1233251.281830 + Penalty 3024.070411 = -1230227.211419 nChanged 183 SP:Iteration 13Q (4744.206153 sec): 3 clusters Score: Raw -1233331.432870 + Penalty 3024.070411 = -1230307.362459 nChanged 165 SP:Iteration 14Q (4744.271393 sec): 3 clusters Score: Raw -1233401.899772 + Penalty 3024.070411 = -1230377.829360 nChanged 152 SP:Iteration 15Q (4744.335873 sec): 3 clusters Score: Raw -1233466.275883 + Penalty 3024.070411 = -1230442.205472 nChanged 138 SP:Iteration 16Q (4744.394243 sec): 3 clusters Score: Raw -1233521.723395 + Penalty 3024.070411 = -1230497.652984 nChanged 136 SP:Iteration 17Q (4744.448003 sec): 3 clusters Score: Raw -1233576.810312 + Penalty 3024.070411 = -1230552.739900 nChanged 109 SP:Iteration 18Q (4744.521459 sec): 3 clusters Score: Raw -1233622.075619 + Penalty 3024.070411 = -1230598.005208 nChanged 90 SP:Iteration 19Q (4744.561973 sec): 3 clusters Score: Raw -1233660.701346 + Penalty 3024.070411 = -1230636.630935 nChanged 104 SP:Iteration 20F (4744.634013 sec): 3 clusters Score: Raw -1233715.253787 + Penalty 3024.070411 = -1230691.183376 nChanged 109 SP:Iteration 21Q (4744.699839 sec): 3 clusters Score: Raw -1233783.775543 + Penalty 3024.070411 = -1230759.705131 nChanged 111 SP:Iteration 22Q (4744.759621 sec): 3 clusters Score: Raw -1233856.997522 + Penalty 3024.070411 = -1230832.927111 nChanged 104 SP:Iteration 23Q (4744.809488 sec): 3 clusters Score: Raw -1233913.888563 + Penalty 3024.070411 = -1230889.818151 nChanged 85 SP:Iteration 24Q (4744.878489 sec): 3 clusters Score: Raw -1233960.287243 + Penalty 3024.070411 = -1230936.216831 nChanged 61 SP:Iteration 25Q (4744.930339 sec): 3 clusters Score: Raw -1233994.420396 + Penalty 3024.070411 = -1230970.349984 nChanged 55 SP:Iteration 26Q (4744.996008 sec): 3 clusters Score: Raw -1234024.455536 + Penalty 3024.070411 = -1231000.385125 nChanged 51 SP:Iteration 27Q (4745.043525 sec): 3 clusters Score: Raw -1234048.779870 + Penalty 3024.070411 = -1231024.709459 nChanged 37 SP:Iteration 28Q (4745.100490 sec): 3 clusters Score: Raw -1234068.962111 + Penalty 3024.070411 = -1231044.891699 nChanged 33 SP:Iteration 29Q (4745.168451 sec): 3 clusters Score: Raw -1234087.759629 + Penalty 3024.070411 = -1231063.689218 nChanged 30 SP:Iteration 30Q (4745.232182 sec): 3 clusters Score: Raw -1234105.001237 + Penalty 3024.070411 = -1231080.930826 nChanged 29 SP:Iteration 31Q (4745.294051 sec): 3 clusters Score: Raw -1234119.614515 + Penalty 3024.070411 = -1231095.544103 nChanged 25 SP:Iteration 32Q (4745.349937 sec): 3 clusters Score: Raw -1234131.689466 + Penalty 3024.070411 = -1231107.619055 nChanged 18 SP:Iteration 33Q (4745.417046 sec): 3 clusters Score: Raw -1234142.436194 + Penalty 3024.070411 = -1231118.365783 nChanged 15 SP:Iteration 34Q (4745.480250 sec): 3 clusters Score: Raw -1234150.262999 + Penalty 3024.070411 = -1231126.192588 nChanged 18 SP:Iteration 35Q (4745.537232 sec): 3 clusters Score: Raw -1234159.914810 + Penalty 3024.070411 = -1231135.844399 nChanged 12 SP:Iteration 36Q (4745.587577 sec): 3 clusters Score: Raw -1234169.221763 + Penalty 3024.070411 = -1231145.151352 nChanged 23 SP:Iteration 37Q (4745.655393 sec): 3 clusters Score: Raw -1234181.597021 + Penalty 3024.070411 = -1231157.526609 nChanged 25 SP:Iteration 38Q (4745.722198 sec): 3 clusters Score: Raw -1234197.443099 + Penalty 3024.070411 = -1231173.372687 nChanged 18 SP:Iteration 39Q (4745.786688 sec): 3 clusters Score: Raw -1234207.202843 + Penalty 3024.070411 = -1231183.132431 nChanged 12 SP:Iteration 40F (4745.844866 sec): 3 clusters Score: Raw -1234214.978177 + Penalty 3024.070411 = -1231190.907766 nChanged 13 SP:Iteration 41Q (4745.906463 sec): 3 clusters Score: Raw -1234221.749577 + Penalty 3024.070411 = -1231197.679166 nChanged 19 SP:Iteration 42Q (4745.975458 sec): 3 clusters Score: Raw -1234231.557328 + Penalty 3024.070411 = -1231207.486917 nChanged 16 SP:Iteration 43Q (4746.040638 sec): 3 clusters Score: Raw -1234239.495658 + Penalty 3024.070411 = -1231215.425246 nChanged 9 SP:Iteration 44Q (4746.093481 sec): 3 clusters Score: Raw -1234244.175062 + Penalty 3024.070411 = -1231220.104651 nChanged 11 SP:Iteration 45Q (4746.161675 sec): 3 clusters Score: Raw -1234249.208401 + Penalty 3024.070411 = -1231225.137989 nChanged 7 SP:Iteration 46Q (4746.214421 sec): 3 clusters Score: Raw -1234252.013438 + Penalty 3024.070411 = -1231227.943027 nChanged 11 SP:Iteration 47Q (4746.275739 sec): 3 clusters Score: Raw -1234257.051817 + Penalty 3024.070411 = -1231232.981406 nChanged 13 SP:Iteration 48Q (4746.348806 sec): 3 clusters Score: Raw -1234264.070219 + Penalty 3024.070411 = -1231239.999808 nChanged 9 SP:Iteration 49Q (4746.406297 sec): 3 clusters Score: Raw -1234267.350627 + Penalty 3024.070411 = -1231243.280216 nChanged 7 SP:Iteration 50Q (4746.454957 sec): 3 clusters Score: Raw -1234270.692050 + Penalty 3024.070411 = -1231246.621639 nChanged 6 SP:Iteration 51Q (4746.510520 sec): 3 clusters Score: Raw -1234273.482732 + Penalty 3024.070411 = -1231249.412321 nChanged 1 SP:Iteration 52Q (4746.578457 sec): 3 clusters Score: Raw -1234274.203438 + Penalty 3024.070411 = -1231250.133027 nChanged 1 SP:Iteration 53Q (4746.616402 sec): 3 clusters Score: Raw -1234274.449332 + Penalty 3024.070411 = -1231250.378920 nChanged 0 SP:Iteration 54F (4746.680980 sec): 3 clusters Score: Raw -1234274.449332 + Penalty 3024.070411 = -1231250.378920 nChanged 0 Trying to split cluster 12 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4746.717443 sec): 2 clusters Score: Raw -1125703.802512 + Penalty 1493.480258 = -1124210.322254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4746.776153 sec): 3 clusters Score: Raw -1120260.616490 + Penalty 2986.960515 = -1117273.655975 nChanged 4261 SP:Iteration 1F (4746.837704 sec): 3 clusters Score: Raw -1122565.101691 + Penalty 2986.960515 = -1119578.141176 nChanged 638 SP:Iteration 2F (4746.902287 sec): 3 clusters Score: Raw -1122928.153482 + Penalty 2986.960515 = -1119941.192967 nChanged 628 SP:Iteration 3F (4746.965400 sec): 3 clusters Score: Raw -1123354.442616 + Penalty 2986.960515 = -1120367.482101 nChanged 647 SP:Iteration 4F (4747.030923 sec): 3 clusters Score: Raw -1123808.069999 + Penalty 2986.960515 = -1120821.109484 nChanged 598 SP:Iteration 5F (4747.086154 sec): 3 clusters Score: Raw -1124227.073732 + Penalty 2986.960515 = -1121240.113217 nChanged 604 SP:Iteration 6F (4747.148977 sec): 3 clusters Score: Raw -1124632.526772 + Penalty 2986.960515 = -1121645.566257 nChanged 453 SP:Iteration 7Q (4747.219907 sec): 3 clusters Score: Raw -1124891.973305 + Penalty 2986.960515 = -1121905.012790 nChanged 350 SP:Iteration 8Q (4747.266648 sec): 3 clusters Score: Raw -1125073.741462 + Penalty 2986.960515 = -1122086.780946 nChanged 282 SP:Iteration 9Q (4747.332495 sec): 3 clusters Score: Raw -1125212.545557 + Penalty 2986.960515 = -1122225.585042 nChanged 225 SP:Iteration 10Q (4747.398068 sec): 3 clusters Score: Raw -1125345.219311 + Penalty 2986.960515 = -1122358.258796 nChanged 190 SP:Iteration 11Q (4747.459209 sec): 3 clusters Score: Raw -1125440.456192 + Penalty 2986.960515 = -1122453.495677 nChanged 148 SP:Iteration 12Q (4747.515207 sec): 3 clusters Score: Raw -1125498.343959 + Penalty 2986.960515 = -1122511.383444 nChanged 105 SP:Iteration 13Q (4747.579180 sec): 3 clusters Score: Raw -1125535.164004 + Penalty 2986.960515 = -1122548.203489 nChanged 88 SP:Iteration 14Q (4747.643680 sec): 3 clusters Score: Raw -1125565.950358 + Penalty 2986.960515 = -1122578.989843 nChanged 79 SP:Iteration 15Q (4747.707241 sec): 3 clusters Score: Raw -1125593.388559 + Penalty 2986.960515 = -1122606.428044 nChanged 69 SP:Iteration 16Q (4747.760930 sec): 3 clusters Score: Raw -1125614.658296 + Penalty 2986.960515 = -1122627.697781 nChanged 58 SP:Iteration 17Q (4747.822821 sec): 3 clusters Score: Raw -1125632.621278 + Penalty 2986.960515 = -1122645.660763 nChanged 46 SP:Iteration 18Q (4747.894606 sec): 3 clusters Score: Raw -1125642.874853 + Penalty 2986.960515 = -1122655.914338 nChanged 44 SP:Iteration 19Q (4747.945147 sec): 3 clusters Score: Raw -1125659.144974 + Penalty 2986.960515 = -1122672.184459 nChanged 46 SP:Iteration 20F (4748.001420 sec): 3 clusters Score: Raw -1125671.587590 + Penalty 2986.960515 = -1122684.627075 nChanged 38 SP:Iteration 21Q (4748.061907 sec): 3 clusters Score: Raw -1125681.487681 + Penalty 2986.960515 = -1122694.527166 nChanged 35 SP:Iteration 22Q (4748.124328 sec): 3 clusters Score: Raw -1125691.767435 + Penalty 2986.960515 = -1122704.806920 nChanged 39 SP:Iteration 23Q (4748.187580 sec): 3 clusters Score: Raw -1125703.459265 + Penalty 2986.960515 = -1122716.498750 nChanged 34 SP:Iteration 24Q (4748.261046 sec): 3 clusters Score: Raw -1125713.091635 + Penalty 2986.960515 = -1122726.131120 nChanged 37 SP:Iteration 25Q (4748.312321 sec): 3 clusters Score: Raw -1125723.434606 + Penalty 2986.960515 = -1122736.474091 nChanged 39 SP:Iteration 26Q (4748.372733 sec): 3 clusters Score: Raw -1125733.811350 + Penalty 2986.960515 = -1122746.850835 nChanged 39 SP:Iteration 27Q (4748.434831 sec): 3 clusters Score: Raw -1125744.003944 + Penalty 2986.960515 = -1122757.043429 nChanged 45 SP:Iteration 28Q (4748.497852 sec): 3 clusters Score: Raw -1125756.392349 + Penalty 2986.960515 = -1122769.431834 nChanged 50 SP:Iteration 29Q (4748.560183 sec): 3 clusters Score: Raw -1125772.908388 + Penalty 2986.960515 = -1122785.947873 nChanged 42 SP:Iteration 30Q (4748.622365 sec): 3 clusters Score: Raw -1125783.977486 + Penalty 2986.960515 = -1122797.016971 nChanged 33 SP:Iteration 31Q (4748.684826 sec): 3 clusters Score: Raw -1125792.625128 + Penalty 2986.960515 = -1122805.664613 nChanged 27 SP:Iteration 32Q (4748.747259 sec): 3 clusters Score: Raw -1125802.008007 + Penalty 2986.960515 = -1122815.047491 nChanged 27 SP:Iteration 33Q (4748.805127 sec): 3 clusters Score: Raw -1125809.544557 + Penalty 2986.960515 = -1122822.584042 nChanged 21 SP:Iteration 34Q (4748.867786 sec): 3 clusters Score: Raw -1125814.981943 + Penalty 2986.960515 = -1122828.021428 nChanged 20 SP:Iteration 35Q (4748.929928 sec): 3 clusters Score: Raw -1125819.642882 + Penalty 2986.960515 = -1122832.682367 nChanged 24 SP:Iteration 36Q (4748.987978 sec): 3 clusters Score: Raw -1125824.550695 + Penalty 2986.960515 = -1122837.590180 nChanged 21 SP:Iteration 37Q (4749.045527 sec): 3 clusters Score: Raw -1125829.592335 + Penalty 2986.960515 = -1122842.631820 nChanged 27 SP:Iteration 38Q (4749.106750 sec): 3 clusters Score: Raw -1125836.368942 + Penalty 2986.960515 = -1122849.408427 nChanged 27 SP:Iteration 39Q (4749.171863 sec): 3 clusters Score: Raw -1125844.887292 + Penalty 2986.960515 = -1122857.926777 nChanged 27 SP:Iteration 40F (4749.229018 sec): 3 clusters Score: Raw -1125853.446369 + Penalty 2986.960515 = -1122866.485854 nChanged 21 SP:Iteration 41Q (4749.296837 sec): 3 clusters Score: Raw -1125859.828464 + Penalty 2986.960515 = -1122872.867949 nChanged 25 SP:Iteration 42Q (4749.351713 sec): 3 clusters Score: Raw -1125865.347786 + Penalty 2986.960515 = -1122878.387271 nChanged 29 SP:Iteration 43Q (4749.417789 sec): 3 clusters Score: Raw -1125873.405095 + Penalty 2986.960515 = -1122886.444580 nChanged 24 SP:Iteration 44Q (4749.480504 sec): 3 clusters Score: Raw -1125881.537799 + Penalty 2986.960515 = -1122894.577284 nChanged 26 SP:Iteration 45Q (4749.538598 sec): 3 clusters Score: Raw -1125889.521084 + Penalty 2986.960515 = -1122902.560568 nChanged 15 SP:Iteration 46Q (4749.600522 sec): 3 clusters Score: Raw -1125893.281741 + Penalty 2986.960515 = -1122906.321226 nChanged 9 SP:Iteration 47Q (4749.664284 sec): 3 clusters Score: Raw -1125895.976203 + Penalty 2986.960515 = -1122909.015688 nChanged 8 SP:Iteration 48Q (4749.727014 sec): 3 clusters Score: Raw -1125898.362518 + Penalty 2986.960515 = -1122911.402003 nChanged 10 SP:Iteration 49Q (4749.789515 sec): 3 clusters Score: Raw -1125901.635358 + Penalty 2986.960515 = -1122914.674843 nChanged 13 SP:Iteration 50Q (4749.844227 sec): 3 clusters Score: Raw -1125904.186260 + Penalty 2986.960515 = -1122917.225745 nChanged 5 SP:Iteration 51Q (4749.903965 sec): 3 clusters Score: Raw -1125906.070402 + Penalty 2986.960515 = -1122919.109887 nChanged 10 SP:Iteration 52Q (4749.965912 sec): 3 clusters Score: Raw -1125908.154734 + Penalty 2986.960515 = -1122921.194219 nChanged 8 SP:Iteration 53Q (4750.014596 sec): 3 clusters Score: Raw -1125910.501510 + Penalty 2986.960515 = -1122923.540995 nChanged 12 SP:Iteration 54Q (4750.084205 sec): 3 clusters Score: Raw -1125913.448859 + Penalty 2986.960515 = -1122926.488344 nChanged 13 SP:Iteration 55Q (4750.145333 sec): 3 clusters Score: Raw -1125916.269071 + Penalty 2986.960515 = -1122929.308556 nChanged 7 SP:Iteration 56Q (4750.206835 sec): 3 clusters Score: Raw -1125918.862579 + Penalty 2986.960515 = -1122931.902063 nChanged 12 SP:Iteration 57Q (4750.271804 sec): 3 clusters Score: Raw -1125921.973151 + Penalty 2986.960515 = -1122935.012636 nChanged 15 SP:Iteration 58Q (4750.325033 sec): 3 clusters Score: Raw -1125925.994438 + Penalty 2986.960515 = -1122939.033923 nChanged 9 SP:Iteration 59Q (4750.350109 sec): 3 clusters Score: Raw -1125928.785202 + Penalty 2986.960515 = -1122941.824687 nChanged 8 SP:Iteration 60F (4750.378046 sec): 3 clusters Score: Raw -1125931.091576 + Penalty 2986.960515 = -1122944.131061 nChanged 10 SP:Iteration 61Q (4750.451278 sec): 3 clusters Score: Raw -1125933.643334 + Penalty 2986.960515 = -1122946.682819 nChanged 5 SP:Iteration 62Q (4750.512794 sec): 3 clusters Score: Raw -1125935.323146 + Penalty 2986.960515 = -1122948.362631 nChanged 8 SP:Iteration 63Q (4750.574276 sec): 3 clusters Score: Raw -1125937.124931 + Penalty 2986.960515 = -1122950.164416 nChanged 8 SP:Iteration 64Q (4750.633663 sec): 3 clusters Score: Raw -1125939.682736 + Penalty 2986.960515 = -1122952.722221 nChanged 8 SP:Iteration 65Q (4750.694862 sec): 3 clusters Score: Raw -1125942.594864 + Penalty 2986.960515 = -1122955.634349 nChanged 8 SP:Iteration 66Q (4750.760155 sec): 3 clusters Score: Raw -1125946.325585 + Penalty 2986.960515 = -1122959.365070 nChanged 8 SP:Iteration 67Q (4750.821350 sec): 3 clusters Score: Raw -1125948.449440 + Penalty 2986.960515 = -1122961.488925 nChanged 7 SP:Iteration 68Q (4750.881406 sec): 3 clusters Score: Raw -1125950.215022 + Penalty 2986.960515 = -1122963.254507 nChanged 7 SP:Iteration 69Q (4750.937245 sec): 3 clusters Score: Raw -1125951.911468 + Penalty 2986.960515 = -1122964.950953 nChanged 7 SP:Iteration 70Q (4751.006624 sec): 3 clusters Score: Raw -1125953.970145 + Penalty 2986.960515 = -1122967.009630 nChanged 11 SP:Iteration 71Q (4751.067069 sec): 3 clusters Score: Raw -1125957.565768 + Penalty 2986.960515 = -1122970.605253 nChanged 12 SP:Iteration 72Q (4751.118358 sec): 3 clusters Score: Raw -1125961.010589 + Penalty 2986.960515 = -1122974.050074 nChanged 10 SP:Iteration 73Q (4751.177433 sec): 3 clusters Score: Raw -1125963.210968 + Penalty 2986.960515 = -1122976.250453 nChanged 8 SP:Iteration 74Q (4751.235184 sec): 3 clusters Score: Raw -1125964.510381 + Penalty 2986.960515 = -1122977.549866 nChanged 4 SP:Iteration 75Q (4751.296569 sec): 3 clusters Score: Raw -1125965.175290 + Penalty 2986.960515 = -1122978.214775 nChanged 1 SP:Iteration 76Q (4751.352449 sec): 3 clusters Score: Raw -1125965.292762 + Penalty 2986.960515 = -1122978.332247 nChanged 1 SP:Iteration 77Q (4751.409531 sec): 3 clusters Score: Raw -1125965.551022 + Penalty 2986.960515 = -1122978.590507 nChanged 3 SP:Iteration 78Q (4751.478482 sec): 3 clusters Score: Raw -1125967.037425 + Penalty 2986.960515 = -1122980.076910 nChanged 6 SP:Iteration 79Q (4751.528249 sec): 3 clusters Score: Raw -1125969.220492 + Penalty 2986.960515 = -1122982.259977 nChanged 5 SP:Iteration 80F (4751.592251 sec): 3 clusters Score: Raw -1125970.141189 + Penalty 2986.960515 = -1122983.180673 nChanged 1 SP:Iteration 81Q (4751.654324 sec): 3 clusters Score: Raw -1125970.368389 + Penalty 2986.960515 = -1122983.407874 nChanged 2 SP:Iteration 82Q (4751.722441 sec): 3 clusters Score: Raw -1125970.902453 + Penalty 2986.960515 = -1122983.941938 nChanged 2 SP:Iteration 83Q (4751.764785 sec): 3 clusters Score: Raw -1125971.351280 + Penalty 2986.960515 = -1122984.390765 nChanged 5 SP:Iteration 84Q (4751.832187 sec): 3 clusters Score: Raw -1125972.592464 + Penalty 2986.960515 = -1122985.631949 nChanged 4 SP:Iteration 85Q (4751.884075 sec): 3 clusters Score: Raw -1125973.180446 + Penalty 2986.960515 = -1122986.219931 nChanged 2 SP:Iteration 86Q (4751.946590 sec): 3 clusters Score: Raw -1125973.686268 + Penalty 2986.960515 = -1122986.725753 nChanged 1 SP:Iteration 87Q (4752.003974 sec): 3 clusters Score: Raw -1125973.857692 + Penalty 2986.960515 = -1122986.897177 nChanged 1 SP:Iteration 88Q (4752.057503 sec): 3 clusters Score: Raw -1125973.928568 + Penalty 2986.960515 = -1122986.968053 nChanged 0 SP:Iteration 89F (4752.112409 sec): 3 clusters Score: Raw -1125973.928568 + Penalty 2986.960515 = -1122986.968053 nChanged 0 Trying to split cluster 13 (192585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4752.423476 sec): 2 clusters Score: Raw -22004514.476870 + Penalty 1977.347595 = -22002537.129274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4752.790179 sec): 3 clusters Score: Raw -21877149.571670 + Penalty 3954.695190 = -21873194.876480 nChanged 93076 SP:Iteration 1F (4753.143867 sec): 3 clusters Score: Raw -21933603.005643 + Penalty 3954.695190 = -21929648.310452 nChanged 7159 SP:Iteration 2Q (4753.527188 sec): 3 clusters Score: Raw -21936154.425886 + Penalty 3954.695190 = -21932199.730696 nChanged 8475 SP:Iteration 3Q (4753.899948 sec): 3 clusters Score: Raw -21939887.362557 + Penalty 3954.695190 = -21935932.667366 nChanged 10418 SP:Iteration 4F (4754.258491 sec): 3 clusters Score: Raw -21945506.886276 + Penalty 3954.695190 = -21941552.191086 nChanged 12331 SP:Iteration 5F (4754.603990 sec): 3 clusters Score: Raw -21953537.066492 + Penalty 3954.695190 = -21949582.371301 nChanged 13872 SP:Iteration 6F (4754.943283 sec): 3 clusters Score: Raw -21964130.527724 + Penalty 3954.695190 = -21960175.832533 nChanged 13782 SP:Iteration 7F (4755.285760 sec): 3 clusters Score: Raw -21976021.372649 + Penalty 3954.695190 = -21972066.677459 nChanged 11692 SP:Iteration 8F (4755.593999 sec): 3 clusters Score: Raw -21986847.978809 + Penalty 3954.695190 = -21982893.283619 nChanged 7939 SP:Iteration 9Q (4755.934925 sec): 3 clusters Score: Raw -21994052.148376 + Penalty 3954.695190 = -21990097.453185 nChanged 4998 SP:Iteration 10Q (4756.277257 sec): 3 clusters Score: Raw -21997973.237482 + Penalty 3954.695190 = -21994018.542292 nChanged 3285 SP:Iteration 11Q (4756.583109 sec): 3 clusters Score: Raw -22000101.514834 + Penalty 3954.695190 = -21996146.819644 nChanged 2308 SP:Iteration 12Q (4756.900987 sec): 3 clusters Score: Raw -22001410.813288 + Penalty 3954.695190 = -21997456.118097 nChanged 1712 SP:Iteration 13Q (4757.201536 sec): 3 clusters Score: Raw -22002286.894889 + Penalty 3954.695190 = -21998332.199699 nChanged 1362 SP:Iteration 14Q (4757.495759 sec): 3 clusters Score: Raw -22002949.694898 + Penalty 3954.695190 = -21998994.999708 nChanged 1073 SP:Iteration 15Q (4757.750805 sec): 3 clusters Score: Raw -22003441.141856 + Penalty 3954.695190 = -21999486.446666 nChanged 825 SP:Iteration 16Q (4758.041877 sec): 3 clusters Score: Raw -22003812.563264 + Penalty 3954.695190 = -21999857.868074 nChanged 645 SP:Iteration 17Q (4758.319827 sec): 3 clusters Score: Raw -22004091.576769 + Penalty 3954.695190 = -22000136.881579 nChanged 509 SP:Iteration 18Q (4758.605713 sec): 3 clusters Score: Raw -22004300.806009 + Penalty 3954.695190 = -22000346.110819 nChanged 372 SP:Iteration 19Q (4758.876492 sec): 3 clusters Score: Raw -22004450.741176 + Penalty 3954.695190 = -22000496.045986 nChanged 315 SP:Iteration 20F (4759.211206 sec): 3 clusters Score: Raw -22004569.872998 + Penalty 3954.695190 = -22000615.177807 nChanged 241 SP:Iteration 21Q (4759.489002 sec): 3 clusters Score: Raw -22004661.574074 + Penalty 3954.695190 = -22000706.878884 nChanged 185 SP:Iteration 22Q (4759.771771 sec): 3 clusters Score: Raw -22004733.406279 + Penalty 3954.695190 = -22000778.711089 nChanged 161 SP:Iteration 23Q (4760.045016 sec): 3 clusters Score: Raw -22004790.926322 + Penalty 3954.695190 = -22000836.231132 nChanged 125 SP:Iteration 24Q (4760.325235 sec): 3 clusters Score: Raw -22004832.192587 + Penalty 3954.695190 = -22000877.497396 nChanged 108 SP:Iteration 25Q (4760.608822 sec): 3 clusters Score: Raw -22004871.777119 + Penalty 3954.695190 = -22000917.081929 nChanged 85 SP:Iteration 26Q (4760.883123 sec): 3 clusters Score: Raw -22004898.272448 + Penalty 3954.695190 = -22000943.577257 nChanged 62 SP:Iteration 27Q (4761.177076 sec): 3 clusters Score: Raw -22004918.263636 + Penalty 3954.695190 = -22000963.568446 nChanged 55 SP:Iteration 28Q (4761.453817 sec): 3 clusters Score: Raw -22004936.783684 + Penalty 3954.695190 = -22000982.088494 nChanged 55 SP:Iteration 29Q (4761.731455 sec): 3 clusters Score: Raw -22004954.490407 + Penalty 3954.695190 = -22000999.795217 nChanged 63 SP:Iteration 30Q (4762.000415 sec): 3 clusters Score: Raw -22004975.602162 + Penalty 3954.695190 = -22001020.906971 nChanged 57 SP:Iteration 31Q (4762.273843 sec): 3 clusters Score: Raw -22004998.969844 + Penalty 3954.695190 = -22001044.274653 nChanged 47 SP:Iteration 32Q (4762.518957 sec): 3 clusters Score: Raw -22005016.090068 + Penalty 3954.695190 = -22001061.394878 nChanged 37 SP:Iteration 33Q (4762.814285 sec): 3 clusters Score: Raw -22005026.843418 + Penalty 3954.695190 = -22001072.148228 nChanged 24 SP:Iteration 34Q (4763.070243 sec): 3 clusters Score: Raw -22005033.697840 + Penalty 3954.695190 = -22001079.002649 nChanged 13 SP:Iteration 35Q (4763.327146 sec): 3 clusters Score: Raw -22005037.011979 + Penalty 3954.695190 = -22001082.316789 nChanged 15 SP:Iteration 36Q (4763.619774 sec): 3 clusters Score: Raw -22005041.532712 + Penalty 3954.695190 = -22001086.837522 nChanged 13 SP:Iteration 37Q (4763.912154 sec): 3 clusters Score: Raw -22005045.720463 + Penalty 3954.695190 = -22001091.025272 nChanged 13 SP:Iteration 38Q (4764.201421 sec): 3 clusters Score: Raw -22005048.778801 + Penalty 3954.695190 = -22001094.083611 nChanged 9 SP:Iteration 39Q (4764.497966 sec): 3 clusters Score: Raw -22005052.300395 + Penalty 3954.695190 = -22001097.605205 nChanged 9 SP:Iteration 40F (4764.859537 sec): 3 clusters Score: Raw -22005055.315514 + Penalty 3954.695190 = -22001100.620324 nChanged 9 SP:Iteration 41Q (4765.153827 sec): 3 clusters Score: Raw -22005058.285610 + Penalty 3954.695190 = -22001103.590419 nChanged 10 SP:Iteration 42Q (4765.443114 sec): 3 clusters Score: Raw -22005060.622566 + Penalty 3954.695190 = -22001105.927375 nChanged 6 SP:Iteration 43Q (4765.743643 sec): 3 clusters Score: Raw -22005061.600698 + Penalty 3954.695190 = -22001106.905507 nChanged 5 SP:Iteration 44Q (4766.033428 sec): 3 clusters Score: Raw -22005062.567768 + Penalty 3954.695190 = -22001107.872577 nChanged 7 SP:Iteration 45Q (4766.309569 sec): 3 clusters Score: Raw -22005063.902297 + Penalty 3954.695190 = -22001109.207106 nChanged 2 SP:Iteration 46Q (4766.560469 sec): 3 clusters Score: Raw -22005064.241517 + Penalty 3954.695190 = -22001109.546327 nChanged 1 SP:Iteration 47Q (4766.830281 sec): 3 clusters Score: Raw -22005064.443286 + Penalty 3954.695190 = -22001109.748095 nChanged 0 SP:Iteration 48F (4767.177103 sec): 3 clusters Score: Raw -22005064.443286 + Penalty 3954.695190 = -22001109.748095 nChanged 0 Trying to split cluster 14 (2052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4767.214050 sec): 2 clusters Score: Raw -219516.042390 + Penalty 1239.317659 = -218276.724731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4767.250469 sec): 3 clusters Score: Raw -218623.914510 + Penalty 2478.635317 = -216145.279193 nChanged 735 SP:Iteration 1F (4767.293190 sec): 3 clusters Score: Raw -219146.424613 + Penalty 2478.635317 = -216667.789296 nChanged 164 SP:Iteration 2F (4767.335599 sec): 3 clusters Score: Raw -219263.832017 + Penalty 2478.635317 = -216785.196700 nChanged 96 SP:Iteration 3Q (4767.369378 sec): 3 clusters Score: Raw -219331.128522 + Penalty 2478.635317 = -216852.493205 nChanged 72 SP:Iteration 4Q (4767.415087 sec): 3 clusters Score: Raw -219400.479768 + Penalty 2478.635317 = -216921.844450 nChanged 71 SP:Iteration 5Q (4767.461298 sec): 3 clusters Score: Raw -219485.743152 + Penalty 2478.635317 = -217007.107835 nChanged 84 SP:Iteration 6Q (4767.514994 sec): 3 clusters Score: Raw -219605.958486 + Penalty 2478.635317 = -217127.323169 nChanged 85 SP:Iteration 7Q (4767.561070 sec): 3 clusters Score: Raw -219739.999788 + Penalty 2478.635317 = -217261.364471 nChanged 74 SP:Iteration 8Q (4767.613247 sec): 3 clusters Score: Raw -219825.756182 + Penalty 2478.635317 = -217347.120865 nChanged 56 SP:Iteration 9Q (4767.652791 sec): 3 clusters Score: Raw -219875.947084 + Penalty 2478.635317 = -217397.311767 nChanged 40 SP:Iteration 10Q (4767.702590 sec): 3 clusters Score: Raw -219908.343927 + Penalty 2478.635317 = -217429.708610 nChanged 33 SP:Iteration 11Q (4767.738944 sec): 3 clusters Score: Raw -219935.024090 + Penalty 2478.635317 = -217456.388773 nChanged 35 SP:Iteration 12Q (4767.790379 sec): 3 clusters Score: Raw -219967.150830 + Penalty 2478.635317 = -217488.515513 nChanged 31 SP:Iteration 13Q (4767.836268 sec): 3 clusters Score: Raw -219997.039385 + Penalty 2478.635317 = -217518.404068 nChanged 29 SP:Iteration 14Q (4767.862766 sec): 3 clusters Score: Raw -220025.057657 + Penalty 2478.635317 = -217546.422340 nChanged 33 SP:Iteration 15Q (4767.904057 sec): 3 clusters Score: Raw -220054.212574 + Penalty 2478.635317 = -217575.577257 nChanged 34 SP:Iteration 16Q (4767.956021 sec): 3 clusters Score: Raw -220089.028348 + Penalty 2478.635317 = -217610.393031 nChanged 39 SP:Iteration 17Q (4768.001578 sec): 3 clusters Score: Raw -220132.608527 + Penalty 2478.635317 = -217653.973210 nChanged 39 SP:Iteration 18Q (4768.047026 sec): 3 clusters Score: Raw -220177.977701 + Penalty 2478.635317 = -217699.342384 nChanged 37 SP:Iteration 19Q (4768.089734 sec): 3 clusters Score: Raw -220220.245992 + Penalty 2478.635317 = -217741.610675 nChanged 37 SP:Iteration 20F (4768.134969 sec): 3 clusters Score: Raw -220267.614819 + Penalty 2478.635317 = -217788.979502 nChanged 33 SP:Iteration 21Q (4768.176521 sec): 3 clusters Score: Raw -220306.799715 + Penalty 2478.635317 = -217828.164398 nChanged 26 SP:Iteration 22Q (4768.191283 sec): 3 clusters Score: Raw -220330.356676 + Penalty 2478.635317 = -217851.721359 nChanged 15 SP:Iteration 23Q (4768.201016 sec): 3 clusters Score: Raw -220342.181834 + Penalty 2478.635317 = -217863.546517 nChanged 8 SP:Iteration 24Q (4768.210606 sec): 3 clusters Score: Raw -220346.370821 + Penalty 2478.635317 = -217867.735504 nChanged 6 SP:Iteration 25Q (4768.220156 sec): 3 clusters Score: Raw -220348.577231 + Penalty 2478.635317 = -217869.941914 nChanged 3 SP:Iteration 26Q (4768.229807 sec): 3 clusters Score: Raw -220350.847930 + Penalty 2478.635317 = -217872.212613 nChanged 3 SP:Iteration 27Q (4768.239477 sec): 3 clusters Score: Raw -220352.420770 + Penalty 2478.635317 = -217873.785452 nChanged 2 SP:Iteration 28Q (4768.249025 sec): 3 clusters Score: Raw -220353.121204 + Penalty 2478.635317 = -217874.485887 nChanged 1 SP:Iteration 29Q (4768.258666 sec): 3 clusters Score: Raw -220353.357947 + Penalty 2478.635317 = -217874.722630 nChanged 0 SP:Iteration 30F (4768.306427 sec): 3 clusters Score: Raw -220353.357947 + Penalty 2478.635317 = -217874.722630 nChanged 0 Trying to split cluster 15 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4768.330105 sec): 2 clusters Score: Raw -15476.473576 + Penalty 839.277721 = -14637.195855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4768.371152 sec): 3 clusters Score: Raw -15607.436746 + Penalty 1678.555442 = -13928.881305 nChanged 18 SP:Iteration 1F (4768.411856 sec): 3 clusters Score: Raw -15681.554731 + Penalty 1678.555442 = -14002.999290 nChanged 8 SP:Iteration 2Q (4768.449624 sec): 3 clusters Score: Raw -15718.776884 + Penalty 1678.555442 = -14040.221443 nChanged 2 SP:Iteration 3Q (4768.491762 sec): 3 clusters Score: Raw -15732.405801 + Penalty 1678.555442 = -14053.850360 nChanged 1 SP:Iteration 4Q (4768.520327 sec): 3 clusters Score: Raw -15737.062285 + Penalty 1678.555442 = -14058.506843 nChanged 1 SP:Iteration 5Q (4768.569079 sec): 3 clusters Score: Raw -15751.291192 + Penalty 1678.555442 = -14072.735750 nChanged 1 SP:Iteration 6Q (4768.609742 sec): 3 clusters Score: Raw -15757.264807 + Penalty 1678.555442 = -14078.709366 nChanged 0 SP:Iteration 7F (4768.642972 sec): 3 clusters Score: Raw -15757.264807 + Penalty 1678.555442 = -14078.709366 nChanged 0 Trying to split cluster 16 (63671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4768.746580 sec): 2 clusters Score: Raw -7305888.993584 + Penalty 1797.491228 = -7304091.502356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4768.895725 sec): 3 clusters Score: Raw -7265226.096614 + Penalty 3594.982456 = -7261631.114159 nChanged 30045 SP:Iteration 1F (4769.037404 sec): 3 clusters Score: Raw -7282902.409456 + Penalty 3594.982456 = -7279307.427001 nChanged 2608 SP:Iteration 2Q (4769.183304 sec): 3 clusters Score: Raw -7283824.089212 + Penalty 3594.982456 = -7280229.106756 nChanged 2799 SP:Iteration 3Q (4769.336359 sec): 3 clusters Score: Raw -7284996.516049 + Penalty 3594.982456 = -7281401.533594 nChanged 3137 SP:Iteration 4Q (4769.485580 sec): 3 clusters Score: Raw -7286520.702426 + Penalty 3594.982456 = -7282925.719970 nChanged 3482 SP:Iteration 5F (4769.621241 sec): 3 clusters Score: Raw -7288362.572839 + Penalty 3594.982456 = -7284767.590384 nChanged 3799 SP:Iteration 6F (4769.773002 sec): 3 clusters Score: Raw -7290609.183109 + Penalty 3594.982456 = -7287014.200653 nChanged 3980 SP:Iteration 7F (4769.913950 sec): 3 clusters Score: Raw -7293213.046129 + Penalty 3594.982456 = -7289618.063673 nChanged 3899 SP:Iteration 8F (4770.053753 sec): 3 clusters Score: Raw -7295925.680767 + Penalty 3594.982456 = -7292330.698311 nChanged 3566 SP:Iteration 9F (4770.167483 sec): 3 clusters Score: Raw -7298346.724947 + Penalty 3594.982456 = -7294751.742491 nChanged 2872 SP:Iteration 10Q (4770.283087 sec): 3 clusters Score: Raw -7300208.837684 + Penalty 3594.982456 = -7296613.855228 nChanged 2121 SP:Iteration 11Q (4770.432649 sec): 3 clusters Score: Raw -7301350.977347 + Penalty 3594.982456 = -7297755.994891 nChanged 1536 SP:Iteration 12Q (4770.576474 sec): 3 clusters Score: Raw -7302063.066189 + Penalty 3594.982456 = -7298468.083734 nChanged 1137 SP:Iteration 13Q (4770.719364 sec): 3 clusters Score: Raw -7302560.249718 + Penalty 3594.982456 = -7298965.267262 nChanged 931 SP:Iteration 14Q (4770.862664 sec): 3 clusters Score: Raw -7302992.529221 + Penalty 3594.982456 = -7299397.546766 nChanged 901 SP:Iteration 15Q (4771.004088 sec): 3 clusters Score: Raw -7303405.911813 + Penalty 3594.982456 = -7299810.929358 nChanged 887 SP:Iteration 16Q (4771.158174 sec): 3 clusters Score: Raw -7303758.957414 + Penalty 3594.982456 = -7300163.974958 nChanged 771 SP:Iteration 17Q (4771.296598 sec): 3 clusters Score: Raw -7304003.084904 + Penalty 3594.982456 = -7300408.102448 nChanged 636 SP:Iteration 18Q (4771.449933 sec): 3 clusters Score: Raw -7304185.497689 + Penalty 3594.982456 = -7300590.515233 nChanged 541 SP:Iteration 19Q (4771.564886 sec): 3 clusters Score: Raw -7304315.391904 + Penalty 3594.982456 = -7300720.409448 nChanged 453 SP:Iteration 20F (4771.711910 sec): 3 clusters Score: Raw -7304405.575727 + Penalty 3594.982456 = -7300810.593271 nChanged 394 SP:Iteration 21Q (4771.857683 sec): 3 clusters Score: Raw -7304471.738269 + Penalty 3594.982456 = -7300876.755813 nChanged 345 SP:Iteration 22Q (4772.009312 sec): 3 clusters Score: Raw -7304521.268161 + Penalty 3594.982456 = -7300926.285705 nChanged 325 SP:Iteration 23Q (4772.119812 sec): 3 clusters Score: Raw -7304565.268741 + Penalty 3594.982456 = -7300970.286285 nChanged 343 SP:Iteration 24Q (4772.264069 sec): 3 clusters Score: Raw -7304613.981392 + Penalty 3594.982456 = -7301018.998936 nChanged 338 SP:Iteration 25Q (4772.401058 sec): 3 clusters Score: Raw -7304659.598643 + Penalty 3594.982456 = -7301064.616187 nChanged 357 SP:Iteration 26Q (4772.538493 sec): 3 clusters Score: Raw -7304711.317235 + Penalty 3594.982456 = -7301116.334780 nChanged 352 SP:Iteration 27Q (4772.668134 sec): 3 clusters Score: Raw -7304760.227828 + Penalty 3594.982456 = -7301165.245372 nChanged 355 SP:Iteration 28Q (4772.813470 sec): 3 clusters Score: Raw -7304811.432167 + Penalty 3594.982456 = -7301216.449711 nChanged 371 SP:Iteration 29Q (4772.952133 sec): 3 clusters Score: Raw -7304864.486913 + Penalty 3594.982456 = -7301269.504457 nChanged 350 SP:Iteration 30Q (4773.093533 sec): 3 clusters Score: Raw -7304913.190170 + Penalty 3594.982456 = -7301318.207714 nChanged 318 SP:Iteration 31Q (4773.226645 sec): 3 clusters Score: Raw -7304957.658604 + Penalty 3594.982456 = -7301362.676148 nChanged 314 SP:Iteration 32Q (4773.368109 sec): 3 clusters Score: Raw -7305000.320845 + Penalty 3594.982456 = -7301405.338389 nChanged 296 SP:Iteration 33Q (4773.498184 sec): 3 clusters Score: Raw -7305039.249395 + Penalty 3594.982456 = -7301444.266939 nChanged 290 SP:Iteration 34Q (4773.640415 sec): 3 clusters Score: Raw -7305077.123966 + Penalty 3594.982456 = -7301482.141510 nChanged 290 SP:Iteration 35Q (4773.766724 sec): 3 clusters Score: Raw -7305116.732033 + Penalty 3594.982456 = -7301521.749577 nChanged 305 SP:Iteration 36Q (4773.907366 sec): 3 clusters Score: Raw -7305160.722572 + Penalty 3594.982456 = -7301565.740117 nChanged 297 SP:Iteration 37Q (4774.043053 sec): 3 clusters Score: Raw -7305204.347211 + Penalty 3594.982456 = -7301609.364756 nChanged 317 SP:Iteration 38Q (4774.184806 sec): 3 clusters Score: Raw -7305253.202563 + Penalty 3594.982456 = -7301658.220107 nChanged 331 SP:Iteration 39Q (4774.321999 sec): 3 clusters Score: Raw -7305302.821226 + Penalty 3594.982456 = -7301707.838771 nChanged 306 SP:Iteration 40F (4774.435398 sec): 3 clusters Score: Raw -7305349.557681 + Penalty 3594.982456 = -7301754.575226 nChanged 312 SP:Iteration 41Q (4774.574699 sec): 3 clusters Score: Raw -7305397.726267 + Penalty 3594.982456 = -7301802.743811 nChanged 301 SP:Iteration 42Q (4774.707288 sec): 3 clusters Score: Raw -7305444.943087 + Penalty 3594.982456 = -7301849.960632 nChanged 271 SP:Iteration 43Q (4774.835933 sec): 3 clusters Score: Raw -7305485.450392 + Penalty 3594.982456 = -7301890.467936 nChanged 283 SP:Iteration 44Q (4774.974894 sec): 3 clusters Score: Raw -7305526.921556 + Penalty 3594.982456 = -7301931.939100 nChanged 274 SP:Iteration 45Q (4775.113907 sec): 3 clusters Score: Raw -7305567.245120 + Penalty 3594.982456 = -7301972.262665 nChanged 259 SP:Iteration 46Q (4775.248101 sec): 3 clusters Score: Raw -7305600.490388 + Penalty 3594.982456 = -7302005.507933 nChanged 230 SP:Iteration 47Q (4775.380761 sec): 3 clusters Score: Raw -7305631.987226 + Penalty 3594.982456 = -7302037.004770 nChanged 218 SP:Iteration 48Q (4775.509882 sec): 3 clusters Score: Raw -7305661.190816 + Penalty 3594.982456 = -7302066.208360 nChanged 211 SP:Iteration 49Q (4775.643139 sec): 3 clusters Score: Raw -7305690.216872 + Penalty 3594.982456 = -7302095.234416 nChanged 218 SP:Iteration 50Q (4775.776470 sec): 3 clusters Score: Raw -7305722.462263 + Penalty 3594.982456 = -7302127.479807 nChanged 234 SP:Iteration 51Q (4775.892458 sec): 3 clusters Score: Raw -7305758.106152 + Penalty 3594.982456 = -7302163.123696 nChanged 231 SP:Iteration 52Q (4775.998359 sec): 3 clusters Score: Raw -7305791.235981 + Penalty 3594.982456 = -7302196.253525 nChanged 235 SP:Iteration 53Q (4776.132427 sec): 3 clusters Score: Raw -7305826.778479 + Penalty 3594.982456 = -7302231.796024 nChanged 222 SP:Iteration 54Q (4776.266047 sec): 3 clusters Score: Raw -7305857.169408 + Penalty 3594.982456 = -7302262.186952 nChanged 190 SP:Iteration 55Q (4776.394537 sec): 3 clusters Score: Raw -7305884.562956 + Penalty 3594.982456 = -7302289.580500 nChanged 193 SP:Iteration 56Q (4776.523078 sec): 3 clusters Score: Raw -7305911.185232 + Penalty 3594.982456 = -7302316.202777 nChanged 187 SP:Iteration 57Q (4776.646135 sec): 3 clusters Score: Raw -7305936.147688 + Penalty 3594.982456 = -7302341.165232 nChanged 192 SP:Iteration 58Q (4776.773168 sec): 3 clusters Score: Raw -7305963.632761 + Penalty 3594.982456 = -7302368.650305 nChanged 187 SP:Iteration 59Q (4776.909590 sec): 3 clusters Score: Raw -7305990.256823 + Penalty 3594.982456 = -7302395.274368 nChanged 177 SP:Iteration 60F (4777.046209 sec): 3 clusters Score: Raw -7306014.525183 + Penalty 3594.982456 = -7302419.542728 nChanged 166 SP:Iteration 61Q (4777.168718 sec): 3 clusters Score: Raw -7306036.684927 + Penalty 3594.982456 = -7302441.702471 nChanged 167 SP:Iteration 62Q (4777.298986 sec): 3 clusters Score: Raw -7306062.004259 + Penalty 3594.982456 = -7302467.021804 nChanged 181 SP:Iteration 63Q (4777.412564 sec): 3 clusters Score: Raw -7306089.111285 + Penalty 3594.982456 = -7302494.128829 nChanged 171 SP:Iteration 64Q (4777.538943 sec): 3 clusters Score: Raw -7306113.763006 + Penalty 3594.982456 = -7302518.780550 nChanged 173 SP:Iteration 65Q (4777.658860 sec): 3 clusters Score: Raw -7306139.011437 + Penalty 3594.982456 = -7302544.028982 nChanged 159 SP:Iteration 66Q (4777.795152 sec): 3 clusters Score: Raw -7306163.804384 + Penalty 3594.982456 = -7302568.821928 nChanged 167 SP:Iteration 67Q (4777.932046 sec): 3 clusters Score: Raw -7306190.158212 + Penalty 3594.982456 = -7302595.175757 nChanged 161 SP:Iteration 68Q (4778.058680 sec): 3 clusters Score: Raw -7306214.241181 + Penalty 3594.982456 = -7302619.258726 nChanged 151 SP:Iteration 69Q (4778.176040 sec): 3 clusters Score: Raw -7306235.483740 + Penalty 3594.982456 = -7302640.501284 nChanged 140 SP:Iteration 70Q (4778.304132 sec): 3 clusters Score: Raw -7306254.659736 + Penalty 3594.982456 = -7302659.677280 nChanged 133 SP:Iteration 71Q (4778.410116 sec): 3 clusters Score: Raw -7306271.859697 + Penalty 3594.982456 = -7302676.877241 nChanged 125 SP:Iteration 72Q (4778.534413 sec): 3 clusters Score: Raw -7306288.765993 + Penalty 3594.982456 = -7302693.783537 nChanged 127 SP:Iteration 73Q (4778.672418 sec): 3 clusters Score: Raw -7306306.272842 + Penalty 3594.982456 = -7302711.290387 nChanged 119 SP:Iteration 74Q (4778.804721 sec): 3 clusters Score: Raw -7306322.869156 + Penalty 3594.982456 = -7302727.886700 nChanged 104 SP:Iteration 75Q (4778.931746 sec): 3 clusters Score: Raw -7306337.970217 + Penalty 3594.982456 = -7302742.987761 nChanged 93 SP:Iteration 76Q (4779.056786 sec): 3 clusters Score: Raw -7306350.558388 + Penalty 3594.982456 = -7302755.575932 nChanged 93 SP:Iteration 77Q (4779.188372 sec): 3 clusters Score: Raw -7306362.236965 + Penalty 3594.982456 = -7302767.254509 nChanged 93 SP:Iteration 78Q (4779.306199 sec): 3 clusters Score: Raw -7306374.083190 + Penalty 3594.982456 = -7302779.100735 nChanged 98 SP:Iteration 79Q (4779.438625 sec): 3 clusters Score: Raw -7306389.535289 + Penalty 3594.982456 = -7302794.552833 nChanged 106 SP:Iteration 80F (4779.557356 sec): 3 clusters Score: Raw -7306406.754868 + Penalty 3594.982456 = -7302811.772413 nChanged 91 SP:Iteration 81Q (4779.686541 sec): 3 clusters Score: Raw -7306420.341620 + Penalty 3594.982456 = -7302825.359165 nChanged 79 SP:Iteration 82Q (4779.819427 sec): 3 clusters Score: Raw -7306430.527127 + Penalty 3594.982456 = -7302835.544671 nChanged 72 SP:Iteration 83Q (4779.951800 sec): 3 clusters Score: Raw -7306440.431790 + Penalty 3594.982456 = -7302845.449334 nChanged 74 SP:Iteration 84Q (4780.076661 sec): 3 clusters Score: Raw -7306451.593599 + Penalty 3594.982456 = -7302856.611143 nChanged 76 SP:Iteration 85Q (4780.173704 sec): 3 clusters Score: Raw -7306463.352239 + Penalty 3594.982456 = -7302868.369784 nChanged 87 SP:Iteration 86Q (4780.270759 sec): 3 clusters Score: Raw -7306476.579647 + Penalty 3594.982456 = -7302881.597192 nChanged 79 SP:Iteration 87Q (4780.392387 sec): 3 clusters Score: Raw -7306486.914267 + Penalty 3594.982456 = -7302891.931811 nChanged 73 SP:Iteration 88Q (4780.510408 sec): 3 clusters Score: Raw -7306497.102117 + Penalty 3594.982456 = -7302902.119661 nChanged 80 SP:Iteration 89Q (4780.630418 sec): 3 clusters Score: Raw -7306507.449219 + Penalty 3594.982456 = -7302912.466764 nChanged 63 SP:Iteration 90Q (4780.757470 sec): 3 clusters Score: Raw -7306514.790410 + Penalty 3594.982456 = -7302919.807954 nChanged 65 SP:Iteration 91Q (4780.880235 sec): 3 clusters Score: Raw -7306523.005598 + Penalty 3594.982456 = -7302928.023142 nChanged 64 SP:Iteration 92Q (4780.981543 sec): 3 clusters Score: Raw -7306531.260284 + Penalty 3594.982456 = -7302936.277829 nChanged 49 SP:Iteration 93Q (4781.078596 sec): 3 clusters Score: Raw -7306536.734514 + Penalty 3594.982456 = -7302941.752059 nChanged 38 SP:Iteration 94Q (4781.175818 sec): 3 clusters Score: Raw -7306540.990212 + Penalty 3594.982456 = -7302946.007757 nChanged 46 SP:Iteration 95Q (4781.295036 sec): 3 clusters Score: Raw -7306545.931237 + Penalty 3594.982456 = -7302950.948781 nChanged 36 SP:Iteration 96Q (4781.422175 sec): 3 clusters Score: Raw -7306550.761586 + Penalty 3594.982456 = -7302955.779130 nChanged 40 SP:Iteration 97Q (4781.545158 sec): 3 clusters Score: Raw -7306556.249005 + Penalty 3594.982456 = -7302961.266550 nChanged 38 SP:Iteration 98Q (4781.671311 sec): 3 clusters Score: Raw -7306561.088279 + Penalty 3594.982456 = -7302966.105824 nChanged 41 SP:Iteration 99Q (4781.783949 sec): 3 clusters Score: Raw -7306565.694251 + Penalty 3594.982456 = -7302970.711796 nChanged 37 SP:Iteration 100F (4781.921015 sec): 3 clusters Score: Raw -7306570.561755 + Penalty 3594.982456 = -7302975.579300 nChanged 38 SP:Iteration 101Q (4782.051971 sec): 3 clusters Score: Raw -7306574.263228 + Penalty 3594.982456 = -7302979.280772 nChanged 28 SP:Iteration 102Q (4782.174100 sec): 3 clusters Score: Raw -7306576.932036 + Penalty 3594.982456 = -7302981.949581 nChanged 22 SP:Iteration 103Q (4782.297117 sec): 3 clusters Score: Raw -7306578.928682 + Penalty 3594.982456 = -7302983.946227 nChanged 19 SP:Iteration 104Q (4782.432044 sec): 3 clusters Score: Raw -7306581.083781 + Penalty 3594.982456 = -7302986.101325 nChanged 20 SP:Iteration 105Q (4782.532348 sec): 3 clusters Score: Raw -7306582.896092 + Penalty 3594.982456 = -7302987.913636 nChanged 17 SP:Iteration 106Q (4782.649150 sec): 3 clusters Score: Raw -7306584.227881 + Penalty 3594.982456 = -7302989.245425 nChanged 16 SP:Iteration 107Q (4782.775979 sec): 3 clusters Score: Raw -7306585.658389 + Penalty 3594.982456 = -7302990.675933 nChanged 11 SP:Iteration 108Q (4782.903261 sec): 3 clusters Score: Raw -7306586.593083 + Penalty 3594.982456 = -7302991.610628 nChanged 16 SP:Iteration 109Q (4783.023502 sec): 3 clusters Score: Raw -7306588.114231 + Penalty 3594.982456 = -7302993.131776 nChanged 20 SP:Iteration 110Q (4783.150816 sec): 3 clusters Score: Raw -7306590.273951 + Penalty 3594.982456 = -7302995.291496 nChanged 19 SP:Iteration 111Q (4783.279157 sec): 3 clusters Score: Raw -7306592.182299 + Penalty 3594.982456 = -7302997.199843 nChanged 26 SP:Iteration 112Q (4783.415159 sec): 3 clusters Score: Raw -7306594.907805 + Penalty 3594.982456 = -7302999.925350 nChanged 30 SP:Iteration 113Q (4783.537721 sec): 3 clusters Score: Raw -7306598.389485 + Penalty 3594.982456 = -7303003.407029 nChanged 26 SP:Iteration 114Q (4783.634572 sec): 3 clusters Score: Raw -7306601.490094 + Penalty 3594.982456 = -7303006.507639 nChanged 23 SP:Iteration 115Q (4783.732046 sec): 3 clusters Score: Raw -7306604.115625 + Penalty 3594.982456 = -7303009.133169 nChanged 19 SP:Iteration 116Q (4783.828918 sec): 3 clusters Score: Raw -7306606.266818 + Penalty 3594.982456 = -7303011.284362 nChanged 18 SP:Iteration 117Q (4783.955902 sec): 3 clusters Score: Raw -7306607.845310 + Penalty 3594.982456 = -7303012.862854 nChanged 19 SP:Iteration 118Q (4784.052762 sec): 3 clusters Score: Raw -7306609.603372 + Penalty 3594.982456 = -7303014.620917 nChanged 15 SP:Iteration 119Q (4784.149299 sec): 3 clusters Score: Raw -7306611.331731 + Penalty 3594.982456 = -7303016.349276 nChanged 14 SP:Iteration 120F (4784.263283 sec): 3 clusters Score: Raw -7306612.688763 + Penalty 3594.982456 = -7303017.706307 nChanged 15 SP:Iteration 121Q (4784.384822 sec): 3 clusters Score: Raw -7306614.236090 + Penalty 3594.982456 = -7303019.253634 nChanged 17 SP:Iteration 122Q (4784.519508 sec): 3 clusters Score: Raw -7306615.746338 + Penalty 3594.982456 = -7303020.763882 nChanged 16 SP:Iteration 123Q (4784.652250 sec): 3 clusters Score: Raw -7306617.276968 + Penalty 3594.982456 = -7303022.294512 nChanged 16 SP:Iteration 124Q (4784.782112 sec): 3 clusters Score: Raw -7306618.497595 + Penalty 3594.982456 = -7303023.515139 nChanged 6 SP:Iteration 125Q (4784.899239 sec): 3 clusters Score: Raw -7306618.926618 + Penalty 3594.982456 = -7303023.944162 nChanged 2 SP:Iteration 126Q (4785.019602 sec): 3 clusters Score: Raw -7306619.024304 + Penalty 3594.982456 = -7303024.041849 nChanged 0 SP:Iteration 127F (4785.160964 sec): 3 clusters Score: Raw -7306619.024304 + Penalty 3594.982456 = -7303024.041849 nChanged 0 Trying to split cluster 17 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.189995 sec): 2 clusters Score: Raw -114874.487810 + Penalty 1130.283799 = -113744.204011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.226057 sec): 3 clusters Score: Raw -114584.566768 + Penalty 2260.567598 = -112323.999170 nChanged 312 SP:Iteration 1F (4785.266713 sec): 3 clusters Score: Raw -114860.382536 + Penalty 2260.567598 = -112599.814938 nChanged 76 SP:Iteration 2F (4785.308786 sec): 3 clusters Score: Raw -114954.982066 + Penalty 2260.567598 = -112694.414469 nChanged 60 SP:Iteration 3F (4785.348872 sec): 3 clusters Score: Raw -115025.258271 + Penalty 2260.567598 = -112764.690674 nChanged 50 SP:Iteration 4Q (4785.382858 sec): 3 clusters Score: Raw -115075.136615 + Penalty 2260.567598 = -112814.569017 nChanged 26 SP:Iteration 5Q (4785.409549 sec): 3 clusters Score: Raw -115104.056009 + Penalty 2260.567598 = -112843.488411 nChanged 25 SP:Iteration 6Q (4785.446557 sec): 3 clusters Score: Raw -115133.841141 + Penalty 2260.567598 = -112873.273543 nChanged 22 SP:Iteration 7Q (4785.485420 sec): 3 clusters Score: Raw -115148.382111 + Penalty 2260.567598 = -112887.814513 nChanged 9 SP:Iteration 8Q (4785.518349 sec): 3 clusters Score: Raw -115153.105257 + Penalty 2260.567598 = -112892.537659 nChanged 7 SP:Iteration 9Q (4785.558808 sec): 3 clusters Score: Raw -115156.298290 + Penalty 2260.567598 = -112895.730692 nChanged 10 SP:Iteration 10Q (4785.601581 sec): 3 clusters Score: Raw -115161.851339 + Penalty 2260.567598 = -112901.283741 nChanged 7 SP:Iteration 11Q (4785.645823 sec): 3 clusters Score: Raw -115166.526294 + Penalty 2260.567598 = -112905.958697 nChanged 4 SP:Iteration 12Q (4785.692689 sec): 3 clusters Score: Raw -115169.840232 + Penalty 2260.567598 = -112909.272634 nChanged 6 SP:Iteration 13Q (4785.734646 sec): 3 clusters Score: Raw -115174.465463 + Penalty 2260.567598 = -112913.897865 nChanged 5 SP:Iteration 14Q (4785.767625 sec): 3 clusters Score: Raw -115177.296100 + Penalty 2260.567598 = -112916.728502 nChanged 3 SP:Iteration 15Q (4785.809184 sec): 3 clusters Score: Raw -115178.777696 + Penalty 2260.567598 = -112918.210099 nChanged 0 SP:Iteration 16F (4785.846931 sec): 3 clusters Score: Raw -115178.777696 + Penalty 2260.567598 = -112918.210099 nChanged 0 Trying to split cluster 18 (6823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.871810 sec): 2 clusters Score: Raw -753703.262676 + Penalty 1434.558862 = -752268.703814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.929692 sec): 3 clusters Score: Raw -749975.212049 + Penalty 2869.117724 = -747106.094325 nChanged 2854 SP:Iteration 1F (4785.979555 sec): 3 clusters Score: Raw -751610.986576 + Penalty 2869.117724 = -748741.868852 nChanged 483 SP:Iteration 2F (4786.028919 sec): 3 clusters Score: Raw -751885.060024 + Penalty 2869.117724 = -749015.942300 nChanged 423 SP:Iteration 3F (4786.088531 sec): 3 clusters Score: Raw -752194.735464 + Penalty 2869.117724 = -749325.617740 nChanged 434 SP:Iteration 4F (4786.143521 sec): 3 clusters Score: Raw -752661.520388 + Penalty 2869.117724 = -749792.402664 nChanged 510 SP:Iteration 5F (4786.184240 sec): 3 clusters Score: Raw -753278.988589 + Penalty 2869.117724 = -750409.870865 nChanged 499 SP:Iteration 6F (4786.230783 sec): 3 clusters Score: Raw -753895.738446 + Penalty 2869.117724 = -751026.620722 nChanged 492 SP:Iteration 7F (4786.277033 sec): 3 clusters Score: Raw -754362.002026 + Penalty 2869.117724 = -751492.884301 nChanged 331 SP:Iteration 8Q (4786.326574 sec): 3 clusters Score: Raw -754576.090135 + Penalty 2869.117724 = -751706.972410 nChanged 202 SP:Iteration 9Q (4786.380835 sec): 3 clusters Score: Raw -754683.320005 + Penalty 2869.117724 = -751814.202281 nChanged 144 SP:Iteration 10Q (4786.424278 sec): 3 clusters Score: Raw -754742.552413 + Penalty 2869.117724 = -751873.434688 nChanged 89 SP:Iteration 11Q (4786.471699 sec): 3 clusters Score: Raw -754766.740732 + Penalty 2869.117724 = -751897.623007 nChanged 50 SP:Iteration 12Q (4786.517681 sec): 3 clusters Score: Raw -754780.773640 + Penalty 2869.117724 = -751911.655915 nChanged 29 SP:Iteration 13Q (4786.578681 sec): 3 clusters Score: Raw -754788.227482 + Penalty 2869.117724 = -751919.109758 nChanged 29 SP:Iteration 14Q (4786.624171 sec): 3 clusters Score: Raw -754794.788082 + Penalty 2869.117724 = -751925.670357 nChanged 21 SP:Iteration 15Q (4786.668236 sec): 3 clusters Score: Raw -754798.576744 + Penalty 2869.117724 = -751929.459020 nChanged 17 SP:Iteration 16Q (4786.718869 sec): 3 clusters Score: Raw -754801.990163 + Penalty 2869.117724 = -751932.872438 nChanged 12 SP:Iteration 17Q (4786.772026 sec): 3 clusters Score: Raw -754803.528812 + Penalty 2869.117724 = -751934.411088 nChanged 9 SP:Iteration 18Q (4786.820561 sec): 3 clusters Score: Raw -754804.814498 + Penalty 2869.117724 = -751935.696774 nChanged 7 SP:Iteration 19Q (4786.869184 sec): 3 clusters Score: Raw -754805.973758 + Penalty 2869.117724 = -751936.856033 nChanged 10 SP:Iteration 20F (4786.924600 sec): 3 clusters Score: Raw -754808.183511 + Penalty 2869.117724 = -751939.065787 nChanged 14 SP:Iteration 21Q (4786.980623 sec): 3 clusters Score: Raw -754810.642633 + Penalty 2869.117724 = -751941.524909 nChanged 10 SP:Iteration 22Q (4787.032181 sec): 3 clusters Score: Raw -754811.898304 + Penalty 2869.117724 = -751942.780579 nChanged 7 SP:Iteration 23Q (4787.090249 sec): 3 clusters Score: Raw -754813.106598 + Penalty 2869.117724 = -751943.988874 nChanged 9 SP:Iteration 24Q (4787.134206 sec): 3 clusters Score: Raw -754814.100665 + Penalty 2869.117724 = -751944.982940 nChanged 3 SP:Iteration 25Q (4787.187497 sec): 3 clusters Score: Raw -754814.461448 + Penalty 2869.117724 = -751945.343724 nChanged 1 SP:Iteration 26Q (4787.240527 sec): 3 clusters Score: Raw -754814.610517 + Penalty 2869.117724 = -751945.492792 nChanged 1 SP:Iteration 27Q (4787.281186 sec): 3 clusters Score: Raw -754814.845829 + Penalty 2869.117724 = -751945.728105 nChanged 4 SP:Iteration 28Q (4787.341200 sec): 3 clusters Score: Raw -754815.319159 + Penalty 2869.117724 = -751946.201435 nChanged 4 SP:Iteration 29Q (4787.390236 sec): 3 clusters Score: Raw -754816.013134 + Penalty 2869.117724 = -751946.895410 nChanged 4 SP:Iteration 30Q (4787.442476 sec): 3 clusters Score: Raw -754816.665057 + Penalty 2869.117724 = -751947.547333 nChanged 4 SP:Iteration 31Q (4787.484292 sec): 3 clusters Score: Raw -754817.502832 + Penalty 2869.117724 = -751948.385108 nChanged 5 SP:Iteration 32Q (4787.531621 sec): 3 clusters Score: Raw -754818.300576 + Penalty 2869.117724 = -751949.182851 nChanged 6 SP:Iteration 33Q (4787.591660 sec): 3 clusters Score: Raw -754819.643849 + Penalty 2869.117724 = -751950.526124 nChanged 6 SP:Iteration 34Q (4787.645587 sec): 3 clusters Score: Raw -754820.418676 + Penalty 2869.117724 = -751951.300951 nChanged 7 SP:Iteration 35Q (4787.686470 sec): 3 clusters Score: Raw -754821.370861 + Penalty 2869.117724 = -751952.253136 nChanged 4 SP:Iteration 36Q (4787.708946 sec): 3 clusters Score: Raw -754822.063298 + Penalty 2869.117724 = -751952.945573 nChanged 2 SP:Iteration 37Q (4787.767744 sec): 3 clusters Score: Raw -754822.314097 + Penalty 2869.117724 = -751953.196373 nChanged 3 SP:Iteration 38Q (4787.822486 sec): 3 clusters Score: Raw -754822.718831 + Penalty 2869.117724 = -751953.601107 nChanged 2 SP:Iteration 39Q (4787.875816 sec): 3 clusters Score: Raw -754822.891926 + Penalty 2869.117724 = -751953.774201 nChanged 1 SP:Iteration 40F (4787.918992 sec): 3 clusters Score: Raw -754822.942512 + Penalty 2869.117724 = -751953.824787 nChanged 0 Trying to split cluster 19 (3542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4787.940295 sec): 2 clusters Score: Raw -359384.402610 + Penalty 1328.022608 = -358056.380002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4787.988479 sec): 3 clusters Score: Raw -357698.046854 + Penalty 2656.045216 = -355042.001638 nChanged 1392 SP:Iteration 1F (4788.024233 sec): 3 clusters Score: Raw -358683.110920 + Penalty 2656.045216 = -356027.065704 nChanged 299 SP:Iteration 2F (4788.066685 sec): 3 clusters Score: Raw -358954.677963 + Penalty 2656.045216 = -356298.632747 nChanged 225 SP:Iteration 3F (4788.107122 sec): 3 clusters Score: Raw -359115.476476 + Penalty 2656.045216 = -356459.431260 nChanged 168 SP:Iteration 4Q (4788.160419 sec): 3 clusters Score: Raw -359229.068309 + Penalty 2656.045216 = -356573.023093 nChanged 141 SP:Iteration 5Q (4788.206474 sec): 3 clusters Score: Raw -359335.270816 + Penalty 2656.045216 = -356679.225600 nChanged 150 SP:Iteration 6Q (4788.253387 sec): 3 clusters Score: Raw -359453.619239 + Penalty 2656.045216 = -356797.574023 nChanged 126 SP:Iteration 7Q (4788.307399 sec): 3 clusters Score: Raw -359544.503276 + Penalty 2656.045216 = -356888.458060 nChanged 109 SP:Iteration 8Q (4788.349114 sec): 3 clusters Score: Raw -359621.511748 + Penalty 2656.045216 = -356965.466532 nChanged 100 SP:Iteration 9Q (4788.377077 sec): 3 clusters Score: Raw -359699.330720 + Penalty 2656.045216 = -357043.285504 nChanged 111 SP:Iteration 10Q (4788.414764 sec): 3 clusters Score: Raw -359781.916232 + Penalty 2656.045216 = -357125.871016 nChanged 95 SP:Iteration 11Q (4788.457144 sec): 3 clusters Score: Raw -359872.588347 + Penalty 2656.045216 = -357216.543131 nChanged 112 SP:Iteration 12Q (4788.507416 sec): 3 clusters Score: Raw -359976.351488 + Penalty 2656.045216 = -357320.306272 nChanged 112 SP:Iteration 13Q (4788.565287 sec): 3 clusters Score: Raw -360080.557539 + Penalty 2656.045216 = -357424.512323 nChanged 92 SP:Iteration 14Q (4788.618554 sec): 3 clusters Score: Raw -360144.866510 + Penalty 2656.045216 = -357488.821294 nChanged 93 SP:Iteration 15Q (4788.654026 sec): 3 clusters Score: Raw -360214.042161 + Penalty 2656.045216 = -357557.996945 nChanged 71 SP:Iteration 16Q (4788.704827 sec): 3 clusters Score: Raw -360260.779660 + Penalty 2656.045216 = -357604.734444 nChanged 69 SP:Iteration 17Q (4788.756601 sec): 3 clusters Score: Raw -360314.461648 + Penalty 2656.045216 = -357658.416432 nChanged 61 SP:Iteration 18Q (4788.805247 sec): 3 clusters Score: Raw -360348.339691 + Penalty 2656.045216 = -357692.294475 nChanged 42 SP:Iteration 19Q (4788.832263 sec): 3 clusters Score: Raw -360366.621116 + Penalty 2656.045216 = -357710.575900 nChanged 29 SP:Iteration 20F (4788.849659 sec): 3 clusters Score: Raw -360378.899892 + Penalty 2656.045216 = -357722.854676 nChanged 16 SP:Iteration 21Q (4788.866244 sec): 3 clusters Score: Raw -360386.338750 + Penalty 2656.045216 = -357730.293534 nChanged 15 SP:Iteration 22Q (4788.882969 sec): 3 clusters Score: Raw -360393.011896 + Penalty 2656.045216 = -357736.966680 nChanged 11 SP:Iteration 23Q (4788.899612 sec): 3 clusters Score: Raw -360395.776800 + Penalty 2656.045216 = -357739.731584 nChanged 10 SP:Iteration 24Q (4788.916311 sec): 3 clusters Score: Raw -360398.273047 + Penalty 2656.045216 = -357742.227831 nChanged 7 SP:Iteration 25Q (4788.933011 sec): 3 clusters Score: Raw -360401.399834 + Penalty 2656.045216 = -357745.354618 nChanged 10 SP:Iteration 26Q (4788.995315 sec): 3 clusters Score: Raw -360404.851442 + Penalty 2656.045216 = -357748.806226 nChanged 12 SP:Iteration 27Q (4789.033750 sec): 3 clusters Score: Raw -360407.322847 + Penalty 2656.045216 = -357751.277631 nChanged 6 SP:Iteration 28Q (4789.082674 sec): 3 clusters Score: Raw -360409.123282 + Penalty 2656.045216 = -357753.078066 nChanged 8 SP:Iteration 29Q (4789.124906 sec): 3 clusters Score: Raw -360411.375582 + Penalty 2656.045216 = -357755.330366 nChanged 15 SP:Iteration 30Q (4789.167152 sec): 3 clusters Score: Raw -360417.627250 + Penalty 2656.045216 = -357761.582034 nChanged 15 SP:Iteration 31Q (4789.204883 sec): 3 clusters Score: Raw -360424.906751 + Penalty 2656.045216 = -357768.861535 nChanged 20 SP:Iteration 32Q (4789.258660 sec): 3 clusters Score: Raw -360438.832860 + Penalty 2656.045216 = -357782.787644 nChanged 33 SP:Iteration 33Q (4789.312208 sec): 3 clusters Score: Raw -360455.883563 + Penalty 2656.045216 = -357799.838347 nChanged 29 SP:Iteration 34Q (4789.344490 sec): 3 clusters Score: Raw -360472.500368 + Penalty 2656.045216 = -357816.455152 nChanged 29 SP:Iteration 35Q (4789.395757 sec): 3 clusters Score: Raw -360485.950119 + Penalty 2656.045216 = -357829.904903 nChanged 32 SP:Iteration 36Q (4789.431760 sec): 3 clusters Score: Raw -360505.918575 + Penalty 2656.045216 = -357849.873359 nChanged 41 SP:Iteration 37Q (4789.480190 sec): 3 clusters Score: Raw -360534.634803 + Penalty 2656.045216 = -357878.589587 nChanged 45 SP:Iteration 38Q (4789.526283 sec): 3 clusters Score: Raw -360562.794901 + Penalty 2656.045216 = -357906.749685 nChanged 33 SP:Iteration 39Q (4789.568229 sec): 3 clusters Score: Raw -360588.671779 + Penalty 2656.045216 = -357932.626563 nChanged 41 SP:Iteration 40F (4789.619406 sec): 3 clusters Score: Raw -360621.818850 + Penalty 2656.045216 = -357965.773634 nChanged 34 SP:Iteration 41Q (4789.660392 sec): 3 clusters Score: Raw -360644.760086 + Penalty 2656.045216 = -357988.714870 nChanged 44 SP:Iteration 42Q (4789.701973 sec): 3 clusters Score: Raw -360678.311299 + Penalty 2656.045216 = -358022.266083 nChanged 38 SP:Iteration 43Q (4789.741915 sec): 3 clusters Score: Raw -360710.951269 + Penalty 2656.045216 = -358054.906053 nChanged 33 SP:Iteration 44Q (4789.788235 sec): 3 clusters Score: Raw -360748.548164 + Penalty 2656.045216 = -358092.502948 nChanged 41 SP:Iteration 45Q (4789.828282 sec): 3 clusters Score: Raw -360792.673686 + Penalty 2656.045216 = -358136.628470 nChanged 38 SP:Iteration 46Q (4789.867656 sec): 3 clusters Score: Raw -360819.766899 + Penalty 2656.045216 = -358163.721683 nChanged 18 SP:Iteration 47Q (4789.915834 sec): 3 clusters Score: Raw -360831.997095 + Penalty 2656.045216 = -358175.951879 nChanged 14 SP:Iteration 48Q (4789.957456 sec): 3 clusters Score: Raw -360837.744055 + Penalty 2656.045216 = -358181.698839 nChanged 8 SP:Iteration 49Q (4789.998181 sec): 3 clusters Score: Raw -360840.994589 + Penalty 2656.045216 = -358184.949373 nChanged 10 SP:Iteration 50Q (4790.035946 sec): 3 clusters Score: Raw -360844.594024 + Penalty 2656.045216 = -358188.548808 nChanged 4 SP:Iteration 51Q (4790.080145 sec): 3 clusters Score: Raw -360846.989802 + Penalty 2656.045216 = -358190.944586 nChanged 1 SP:Iteration 52Q (4790.119441 sec): 3 clusters Score: Raw -360847.742074 + Penalty 2656.045216 = -358191.696858 nChanged 0 SP:Iteration 53F (4790.173059 sec): 3 clusters Score: Raw -360847.742074 + Penalty 2656.045216 = -358191.696858 nChanged 0 Score: Raw -82214843.396881 + Penalty 68129.029942 = -82146714.366938 Splitting cluster 19 changes total score from -82147443.693724 to -82146714.366938 So it's not getting split. Trying to split cluster 20 (40935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4804.183619 sec): 2 clusters Score: Raw -4687997.545050 + Penalty 1725.707867 = -4686271.837183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4804.302802 sec): 3 clusters Score: Raw -4662271.439981 + Penalty 3451.415735 = -4658820.024246 nChanged 19229 SP:Iteration 1F (4804.419915 sec): 3 clusters Score: Raw -4673080.430378 + Penalty 3451.415735 = -4669629.014643 nChanged 1744 SP:Iteration 2Q (4804.518933 sec): 3 clusters Score: Raw -4673563.104694 + Penalty 3451.415735 = -4670111.688959 nChanged 1656 SP:Iteration 3Q (4804.616476 sec): 3 clusters Score: Raw -4674061.652922 + Penalty 3451.415735 = -4670610.237187 nChanged 1720 SP:Iteration 4Q (4804.725208 sec): 3 clusters Score: Raw -4674696.176196 + Penalty 3451.415735 = -4671244.760461 nChanged 1912 SP:Iteration 5Q (4804.852225 sec): 3 clusters Score: Raw -4675586.759537 + Penalty 3451.415735 = -4672135.343802 nChanged 2195 SP:Iteration 6F (4804.965339 sec): 3 clusters Score: Raw -4676917.070188 + Penalty 3451.415735 = -4673465.654453 nChanged 2469 SP:Iteration 7F (4805.091618 sec): 3 clusters Score: Raw -4678766.571156 + Penalty 3451.415735 = -4675315.155421 nChanged 2533 SP:Iteration 8F (4805.199637 sec): 3 clusters Score: Raw -4681046.006838 + Penalty 3451.415735 = -4677594.591104 nChanged 2266 SP:Iteration 9F (4805.319848 sec): 3 clusters Score: Raw -4683168.689178 + Penalty 3451.415735 = -4679717.273444 nChanged 1762 SP:Iteration 10Q (4805.428496 sec): 3 clusters Score: Raw -4684679.878530 + Penalty 3451.415735 = -4681228.462795 nChanged 1227 SP:Iteration 11Q (4805.540801 sec): 3 clusters Score: Raw -4685568.849075 + Penalty 3451.415735 = -4682117.433341 nChanged 885 SP:Iteration 12Q (4805.641240 sec): 3 clusters Score: Raw -4686105.299310 + Penalty 3451.415735 = -4682653.883575 nChanged 669 SP:Iteration 13Q (4805.758609 sec): 3 clusters Score: Raw -4686476.125822 + Penalty 3451.415735 = -4683024.710087 nChanged 550 SP:Iteration 14Q (4805.860649 sec): 3 clusters Score: Raw -4686754.694672 + Penalty 3451.415735 = -4683303.278937 nChanged 464 SP:Iteration 15Q (4805.956606 sec): 3 clusters Score: Raw -4686986.184688 + Penalty 3451.415735 = -4683534.768954 nChanged 415 SP:Iteration 16Q (4806.052097 sec): 3 clusters Score: Raw -4687186.080766 + Penalty 3451.415735 = -4683734.665032 nChanged 349 SP:Iteration 17Q (4806.147862 sec): 3 clusters Score: Raw -4687356.988124 + Penalty 3451.415735 = -4683905.572390 nChanged 296 SP:Iteration 18Q (4806.249703 sec): 3 clusters Score: Raw -4687512.883309 + Penalty 3451.415735 = -4684061.467574 nChanged 274 SP:Iteration 19Q (4806.340303 sec): 3 clusters Score: Raw -4687665.394868 + Penalty 3451.415735 = -4684213.979133 nChanged 230 SP:Iteration 20F (4806.451376 sec): 3 clusters Score: Raw -4687783.769806 + Penalty 3451.415735 = -4684332.354071 nChanged 182 SP:Iteration 21Q (4806.549800 sec): 3 clusters Score: Raw -4687873.918240 + Penalty 3451.415735 = -4684422.502506 nChanged 132 SP:Iteration 22Q (4806.648195 sec): 3 clusters Score: Raw -4687934.554869 + Penalty 3451.415735 = -4684483.139135 nChanged 99 SP:Iteration 23Q (4806.746421 sec): 3 clusters Score: Raw -4687979.317573 + Penalty 3451.415735 = -4684527.901838 nChanged 88 SP:Iteration 24Q (4806.843432 sec): 3 clusters Score: Raw -4688019.388008 + Penalty 3451.415735 = -4684567.972274 nChanged 83 SP:Iteration 25Q (4806.933891 sec): 3 clusters Score: Raw -4688055.274735 + Penalty 3451.415735 = -4684603.859001 nChanged 53 SP:Iteration 26Q (4807.037338 sec): 3 clusters Score: Raw -4688079.115642 + Penalty 3451.415735 = -4684627.699907 nChanged 48 SP:Iteration 27Q (4807.128508 sec): 3 clusters Score: Raw -4688098.499202 + Penalty 3451.415735 = -4684647.083467 nChanged 41 SP:Iteration 28Q (4807.218277 sec): 3 clusters Score: Raw -4688118.153501 + Penalty 3451.415735 = -4684666.737766 nChanged 45 SP:Iteration 29Q (4807.314619 sec): 3 clusters Score: Raw -4688139.718116 + Penalty 3451.415735 = -4684688.302382 nChanged 34 SP:Iteration 30Q (4807.415419 sec): 3 clusters Score: Raw -4688157.470511 + Penalty 3451.415735 = -4684706.054776 nChanged 35 SP:Iteration 31Q (4807.520485 sec): 3 clusters Score: Raw -4688178.564198 + Penalty 3451.415735 = -4684727.148464 nChanged 29 SP:Iteration 32Q (4807.623985 sec): 3 clusters Score: Raw -4688191.584038 + Penalty 3451.415735 = -4684740.168303 nChanged 26 SP:Iteration 33Q (4807.727329 sec): 3 clusters Score: Raw -4688206.139928 + Penalty 3451.415735 = -4684754.724193 nChanged 24 SP:Iteration 34Q (4807.827222 sec): 3 clusters Score: Raw -4688216.987328 + Penalty 3451.415735 = -4684765.571593 nChanged 21 SP:Iteration 35Q (4807.931356 sec): 3 clusters Score: Raw -4688226.311359 + Penalty 3451.415735 = -4684774.895624 nChanged 18 SP:Iteration 36Q (4808.027083 sec): 3 clusters Score: Raw -4688233.358493 + Penalty 3451.415735 = -4684781.942759 nChanged 18 SP:Iteration 37Q (4808.125924 sec): 3 clusters Score: Raw -4688240.569049 + Penalty 3451.415735 = -4684789.153314 nChanged 10 SP:Iteration 38Q (4808.212013 sec): 3 clusters Score: Raw -4688245.092575 + Penalty 3451.415735 = -4684793.676841 nChanged 12 SP:Iteration 39Q (4808.293204 sec): 3 clusters Score: Raw -4688250.783279 + Penalty 3451.415735 = -4684799.367544 nChanged 16 SP:Iteration 40F (4808.372741 sec): 3 clusters Score: Raw -4688256.987050 + Penalty 3451.415735 = -4684805.571315 nChanged 2 SP:Iteration 41Q (4808.473307 sec): 3 clusters Score: Raw -4688258.393760 + Penalty 3451.415735 = -4684806.978025 nChanged 4 SP:Iteration 42Q (4808.568097 sec): 3 clusters Score: Raw -4688260.694826 + Penalty 3451.415735 = -4684809.279092 nChanged 8 SP:Iteration 43Q (4808.682415 sec): 3 clusters Score: Raw -4688263.642769 + Penalty 3451.415735 = -4684812.227035 nChanged 5 SP:Iteration 44Q (4808.785047 sec): 3 clusters Score: Raw -4688265.430457 + Penalty 3451.415735 = -4684814.014722 nChanged 7 SP:Iteration 45Q (4808.888202 sec): 3 clusters Score: Raw -4688268.543565 + Penalty 3451.415735 = -4684817.127830 nChanged 7 SP:Iteration 46Q (4808.989284 sec): 3 clusters Score: Raw -4688270.781023 + Penalty 3451.415735 = -4684819.365288 nChanged 1 SP:Iteration 47Q (4809.094226 sec): 3 clusters Score: Raw -4688271.269063 + Penalty 3451.415735 = -4684819.853328 nChanged 3 SP:Iteration 48Q (4809.197205 sec): 3 clusters Score: Raw -4688272.402734 + Penalty 3451.415735 = -4684820.986999 nChanged 4 SP:Iteration 49Q (4809.294723 sec): 3 clusters Score: Raw -4688273.745685 + Penalty 3451.415735 = -4684822.329950 nChanged 3 SP:Iteration 50Q (4809.390055 sec): 3 clusters Score: Raw -4688274.446842 + Penalty 3451.415735 = -4684823.031107 nChanged 1 SP:Iteration 51Q (4809.500102 sec): 3 clusters Score: Raw -4688274.752719 + Penalty 3451.415735 = -4684823.336985 nChanged 0 SP:Iteration 52F (4809.611195 sec): 3 clusters Score: Raw -4688274.752719 + Penalty 3451.415735 = -4684823.336985 nChanged 0 Trying to split cluster 21 (7119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4809.653797 sec): 2 clusters Score: Raw -791256.913834 + Penalty 1441.459914 = -789815.453920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4809.714920 sec): 3 clusters Score: Raw -787375.121345 + Penalty 2882.919827 = -784492.201518 nChanged 3032 SP:Iteration 1F (4809.775856 sec): 3 clusters Score: Raw -789030.544920 + Penalty 2882.919827 = -786147.625093 nChanged 469 SP:Iteration 2F (4809.836765 sec): 3 clusters Score: Raw -789275.972506 + Penalty 2882.919827 = -786393.052679 nChanged 385 SP:Iteration 3F (4809.886984 sec): 3 clusters Score: Raw -789475.558093 + Penalty 2882.919827 = -786592.638266 nChanged 317 SP:Iteration 4Q (4809.947805 sec): 3 clusters Score: Raw -789644.954570 + Penalty 2882.919827 = -786762.034743 nChanged 281 SP:Iteration 5Q (4810.006341 sec): 3 clusters Score: Raw -789828.726605 + Penalty 2882.919827 = -786945.806778 nChanged 282 SP:Iteration 6Q (4810.058562 sec): 3 clusters Score: Raw -790034.748367 + Penalty 2882.919827 = -787151.828539 nChanged 296 SP:Iteration 7Q (4810.122264 sec): 3 clusters Score: Raw -790290.679458 + Penalty 2882.919827 = -787407.759631 nChanged 295 SP:Iteration 8Q (4810.188244 sec): 3 clusters Score: Raw -790551.530636 + Penalty 2882.919827 = -787668.610809 nChanged 321 SP:Iteration 9Q (4810.249925 sec): 3 clusters Score: Raw -790805.838844 + Penalty 2882.919827 = -787922.919017 nChanged 295 SP:Iteration 10Q (4810.303897 sec): 3 clusters Score: Raw -790986.968469 + Penalty 2882.919827 = -788104.048642 nChanged 229 SP:Iteration 11Q (4810.364533 sec): 3 clusters Score: Raw -791129.415133 + Penalty 2882.919827 = -788246.495306 nChanged 195 SP:Iteration 12Q (4810.426939 sec): 3 clusters Score: Raw -791232.351562 + Penalty 2882.919827 = -788349.431735 nChanged 137 SP:Iteration 13Q (4810.487490 sec): 3 clusters Score: Raw -791295.861384 + Penalty 2882.919827 = -788412.941557 nChanged 116 SP:Iteration 14Q (4810.535553 sec): 3 clusters Score: Raw -791354.783571 + Penalty 2882.919827 = -788471.863744 nChanged 115 SP:Iteration 15Q (4810.606235 sec): 3 clusters Score: Raw -791424.477100 + Penalty 2882.919827 = -788541.557273 nChanged 116 SP:Iteration 16Q (4810.662371 sec): 3 clusters Score: Raw -791479.908174 + Penalty 2882.919827 = -788596.988347 nChanged 92 SP:Iteration 17Q (4810.719155 sec): 3 clusters Score: Raw -791522.090482 + Penalty 2882.919827 = -788639.170655 nChanged 90 SP:Iteration 18Q (4810.772464 sec): 3 clusters Score: Raw -791561.295613 + Penalty 2882.919827 = -788678.375786 nChanged 66 SP:Iteration 19Q (4810.828384 sec): 3 clusters Score: Raw -791586.441713 + Penalty 2882.919827 = -788703.521886 nChanged 58 SP:Iteration 20F (4810.874386 sec): 3 clusters Score: Raw -791605.286469 + Penalty 2882.919827 = -788722.366642 nChanged 40 SP:Iteration 21Q (4810.934843 sec): 3 clusters Score: Raw -791618.921522 + Penalty 2882.919827 = -788736.001695 nChanged 38 SP:Iteration 22Q (4810.992863 sec): 3 clusters Score: Raw -791631.650311 + Penalty 2882.919827 = -788748.730484 nChanged 25 SP:Iteration 23Q (4811.061090 sec): 3 clusters Score: Raw -791640.295141 + Penalty 2882.919827 = -788757.375314 nChanged 26 SP:Iteration 24Q (4811.121596 sec): 3 clusters Score: Raw -791648.524087 + Penalty 2882.919827 = -788765.604260 nChanged 23 SP:Iteration 25Q (4811.178230 sec): 3 clusters Score: Raw -791655.874023 + Penalty 2882.919827 = -788772.954196 nChanged 16 SP:Iteration 26Q (4811.218729 sec): 3 clusters Score: Raw -791660.207030 + Penalty 2882.919827 = -788777.287203 nChanged 10 SP:Iteration 27Q (4811.283623 sec): 3 clusters Score: Raw -791662.605465 + Penalty 2882.919827 = -788779.685638 nChanged 7 SP:Iteration 28Q (4811.324572 sec): 3 clusters Score: Raw -791664.178634 + Penalty 2882.919827 = -788781.258807 nChanged 8 SP:Iteration 29Q (4811.380614 sec): 3 clusters Score: Raw -791665.706833 + Penalty 2882.919827 = -788782.787006 nChanged 6 SP:Iteration 30Q (4811.440458 sec): 3 clusters Score: Raw -791667.053332 + Penalty 2882.919827 = -788784.133505 nChanged 5 SP:Iteration 31Q (4811.499585 sec): 3 clusters Score: Raw -791667.872386 + Penalty 2882.919827 = -788784.952559 nChanged 1 SP:Iteration 32Q (4811.559339 sec): 3 clusters Score: Raw -791668.007855 + Penalty 2882.919827 = -788785.088028 nChanged 1 SP:Iteration 33Q (4811.615104 sec): 3 clusters Score: Raw -791668.081561 + Penalty 2882.919827 = -788785.161734 nChanged 0 SP:Iteration 34F (4811.672539 sec): 3 clusters Score: Raw -791668.081561 + Penalty 2882.919827 = -788785.161734 nChanged 0 Trying to split cluster 22 (4939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4811.711009 sec): 2 clusters Score: Raw -539026.481139 + Penalty 1382.049201 = -537644.431938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4811.753941 sec): 3 clusters Score: Raw -536480.191731 + Penalty 2764.098402 = -533716.093329 nChanged 2040 SP:Iteration 1F (4811.805507 sec): 3 clusters Score: Raw -537828.383658 + Penalty 2764.098402 = -535064.285256 nChanged 382 SP:Iteration 2F (4811.869040 sec): 3 clusters Score: Raw -538142.696560 + Penalty 2764.098402 = -535378.598157 nChanged 342 SP:Iteration 3F (4811.904426 sec): 3 clusters Score: Raw -538387.664881 + Penalty 2764.098402 = -535623.566479 nChanged 301 SP:Iteration 4F (4811.930594 sec): 3 clusters Score: Raw -538630.880985 + Penalty 2764.098402 = -535866.782583 nChanged 303 SP:Iteration 5F (4811.958855 sec): 3 clusters Score: Raw -538885.255993 + Penalty 2764.098402 = -536121.157591 nChanged 231 SP:Iteration 6Q (4812.011704 sec): 3 clusters Score: Raw -539070.342441 + Penalty 2764.098402 = -536306.244039 nChanged 199 SP:Iteration 7Q (4812.063778 sec): 3 clusters Score: Raw -539222.331507 + Penalty 2764.098402 = -536458.233105 nChanged 159 SP:Iteration 8Q (4812.122022 sec): 3 clusters Score: Raw -539316.361643 + Penalty 2764.098402 = -536552.263241 nChanged 100 SP:Iteration 9Q (4812.171672 sec): 3 clusters Score: Raw -539376.193952 + Penalty 2764.098402 = -536612.095550 nChanged 75 SP:Iteration 10Q (4812.222629 sec): 3 clusters Score: Raw -539412.669633 + Penalty 2764.098402 = -536648.571231 nChanged 54 SP:Iteration 11Q (4812.277154 sec): 3 clusters Score: Raw -539437.523975 + Penalty 2764.098402 = -536673.425572 nChanged 51 SP:Iteration 12Q (4812.326725 sec): 3 clusters Score: Raw -539461.153676 + Penalty 2764.098402 = -536697.055274 nChanged 47 SP:Iteration 13Q (4812.381007 sec): 3 clusters Score: Raw -539481.769153 + Penalty 2764.098402 = -536717.670751 nChanged 31 SP:Iteration 14Q (4812.436238 sec): 3 clusters Score: Raw -539493.522760 + Penalty 2764.098402 = -536729.424358 nChanged 24 SP:Iteration 15Q (4812.487386 sec): 3 clusters Score: Raw -539502.318749 + Penalty 2764.098402 = -536738.220347 nChanged 29 SP:Iteration 16Q (4812.543910 sec): 3 clusters Score: Raw -539514.655353 + Penalty 2764.098402 = -536750.556951 nChanged 25 SP:Iteration 17Q (4812.599160 sec): 3 clusters Score: Raw -539522.307427 + Penalty 2764.098402 = -536758.209025 nChanged 22 SP:Iteration 18Q (4812.654031 sec): 3 clusters Score: Raw -539530.745693 + Penalty 2764.098402 = -536766.647291 nChanged 21 SP:Iteration 19Q (4812.709108 sec): 3 clusters Score: Raw -539538.707991 + Penalty 2764.098402 = -536774.609589 nChanged 25 SP:Iteration 20F (4812.775502 sec): 3 clusters Score: Raw -539548.171758 + Penalty 2764.098402 = -536784.073356 nChanged 15 SP:Iteration 21Q (4812.809637 sec): 3 clusters Score: Raw -539554.871498 + Penalty 2764.098402 = -536790.773095 nChanged 16 SP:Iteration 22Q (4812.866189 sec): 3 clusters Score: Raw -539560.065624 + Penalty 2764.098402 = -536795.967222 nChanged 16 SP:Iteration 23Q (4812.922168 sec): 3 clusters Score: Raw -539568.039822 + Penalty 2764.098402 = -536803.941420 nChanged 21 SP:Iteration 24Q (4812.977112 sec): 3 clusters Score: Raw -539574.547460 + Penalty 2764.098402 = -536810.449058 nChanged 13 SP:Iteration 25Q (4813.032109 sec): 3 clusters Score: Raw -539578.315083 + Penalty 2764.098402 = -536814.216681 nChanged 8 SP:Iteration 26Q (4813.083356 sec): 3 clusters Score: Raw -539580.991196 + Penalty 2764.098402 = -536816.892794 nChanged 9 SP:Iteration 27Q (4813.138407 sec): 3 clusters Score: Raw -539584.637660 + Penalty 2764.098402 = -536820.539258 nChanged 10 SP:Iteration 28Q (4813.194746 sec): 3 clusters Score: Raw -539588.347355 + Penalty 2764.098402 = -536824.248953 nChanged 9 SP:Iteration 29Q (4813.246726 sec): 3 clusters Score: Raw -539590.996215 + Penalty 2764.098402 = -536826.897813 nChanged 7 SP:Iteration 30Q (4813.296880 sec): 3 clusters Score: Raw -539592.964813 + Penalty 2764.098402 = -536828.866411 nChanged 8 SP:Iteration 31Q (4813.351943 sec): 3 clusters Score: Raw -539594.912724 + Penalty 2764.098402 = -536830.814321 nChanged 6 SP:Iteration 32Q (4813.408501 sec): 3 clusters Score: Raw -539596.423163 + Penalty 2764.098402 = -536832.324761 nChanged 5 SP:Iteration 33Q (4813.475291 sec): 3 clusters Score: Raw -539597.649436 + Penalty 2764.098402 = -536833.551034 nChanged 5 SP:Iteration 34Q (4813.523793 sec): 3 clusters Score: Raw -539599.487970 + Penalty 2764.098402 = -536835.389568 nChanged 5 SP:Iteration 35Q (4813.569518 sec): 3 clusters Score: Raw -539601.253972 + Penalty 2764.098402 = -536837.155570 nChanged 2 SP:Iteration 36Q (4813.623715 sec): 3 clusters Score: Raw -539601.488296 + Penalty 2764.098402 = -536837.389894 nChanged 1 SP:Iteration 37Q (4813.678124 sec): 3 clusters Score: Raw -539601.986683 + Penalty 2764.098402 = -536837.888281 nChanged 2 SP:Iteration 38Q (4813.726586 sec): 3 clusters Score: Raw -539602.947371 + Penalty 2764.098402 = -536838.848969 nChanged 3 SP:Iteration 39Q (4813.773302 sec): 3 clusters Score: Raw -539604.048451 + Penalty 2764.098402 = -536839.950049 nChanged 1 SP:Iteration 40F (4813.828797 sec): 3 clusters Score: Raw -539604.333395 + Penalty 2764.098402 = -536840.234993 nChanged 2 SP:Iteration 41Q (4813.880248 sec): 3 clusters Score: Raw -539605.214989 + Penalty 2764.098402 = -536841.116587 nChanged 4 SP:Iteration 42Q (4813.928455 sec): 3 clusters Score: Raw -539607.352337 + Penalty 2764.098402 = -536843.253934 nChanged 4 SP:Iteration 43Q (4813.991063 sec): 3 clusters Score: Raw -539608.943350 + Penalty 2764.098402 = -536844.844948 nChanged 3 SP:Iteration 44Q (4814.038223 sec): 3 clusters Score: Raw -539609.576832 + Penalty 2764.098402 = -536845.478430 nChanged 0 SP:Iteration 45F (4814.087444 sec): 3 clusters Score: Raw -539609.576832 + Penalty 2764.098402 = -536845.478430 nChanged 0 Trying to split cluster 23 (1947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4814.123003 sec): 2 clusters Score: Raw -195320.478707 + Penalty 1230.782313 = -194089.696393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4814.173592 sec): 3 clusters Score: Raw -194525.799476 + Penalty 2461.564627 = -192064.234850 nChanged 693 SP:Iteration 1F (4814.208254 sec): 3 clusters Score: Raw -195057.065846 + Penalty 2461.564627 = -192595.501219 nChanged 187 SP:Iteration 2F (4814.237327 sec): 3 clusters Score: Raw -195268.363300 + Penalty 2461.564627 = -192806.798673 nChanged 131 SP:Iteration 3F (4814.255818 sec): 3 clusters Score: Raw -195414.314523 + Penalty 2461.564627 = -192952.749896 nChanged 80 SP:Iteration 4Q (4814.316986 sec): 3 clusters Score: Raw -195469.786378 + Penalty 2461.564627 = -193008.221751 nChanged 56 SP:Iteration 5Q (4814.355469 sec): 3 clusters Score: Raw -195514.125398 + Penalty 2461.564627 = -193052.560771 nChanged 47 SP:Iteration 6Q (4814.387943 sec): 3 clusters Score: Raw -195541.761619 + Penalty 2461.564627 = -193080.196992 nChanged 26 SP:Iteration 7Q (4814.449718 sec): 3 clusters Score: Raw -195555.288700 + Penalty 2461.564627 = -193093.724073 nChanged 24 SP:Iteration 8Q (4814.486393 sec): 3 clusters Score: Raw -195569.403263 + Penalty 2461.564627 = -193107.838636 nChanged 21 SP:Iteration 9Q (4814.520503 sec): 3 clusters Score: Raw -195581.848898 + Penalty 2461.564627 = -193120.284271 nChanged 15 SP:Iteration 10Q (4814.573448 sec): 3 clusters Score: Raw -195596.126376 + Penalty 2461.564627 = -193134.561749 nChanged 27 SP:Iteration 11Q (4814.617644 sec): 3 clusters Score: Raw -195616.219133 + Penalty 2461.564627 = -193154.654506 nChanged 29 SP:Iteration 12Q (4814.661182 sec): 3 clusters Score: Raw -195640.752555 + Penalty 2461.564627 = -193179.187928 nChanged 21 SP:Iteration 13Q (4814.708388 sec): 3 clusters Score: Raw -195659.184163 + Penalty 2461.564627 = -193197.619537 nChanged 19 SP:Iteration 14Q (4814.759517 sec): 3 clusters Score: Raw -195681.268569 + Penalty 2461.564627 = -193219.703942 nChanged 18 SP:Iteration 15Q (4814.818486 sec): 3 clusters Score: Raw -195692.495774 + Penalty 2461.564627 = -193230.931147 nChanged 14 SP:Iteration 16Q (4814.869260 sec): 3 clusters Score: Raw -195701.430655 + Penalty 2461.564627 = -193239.866029 nChanged 8 SP:Iteration 17Q (4814.901901 sec): 3 clusters Score: Raw -195707.823307 + Penalty 2461.564627 = -193246.258680 nChanged 10 SP:Iteration 18Q (4814.946692 sec): 3 clusters Score: Raw -195716.101622 + Penalty 2461.564627 = -193254.536995 nChanged 7 SP:Iteration 19Q (4814.990412 sec): 3 clusters Score: Raw -195721.195843 + Penalty 2461.564627 = -193259.631216 nChanged 6 SP:Iteration 20F (4815.034821 sec): 3 clusters Score: Raw -195726.192950 + Penalty 2461.564627 = -193264.628323 nChanged 4 SP:Iteration 21Q (4815.089413 sec): 3 clusters Score: Raw -195729.334157 + Penalty 2461.564627 = -193267.769531 nChanged 3 SP:Iteration 22Q (4815.138228 sec): 3 clusters Score: Raw -195730.765075 + Penalty 2461.564627 = -193269.200448 nChanged 2 SP:Iteration 23Q (4815.173122 sec): 3 clusters Score: Raw -195732.319906 + Penalty 2461.564627 = -193270.755279 nChanged 3 SP:Iteration 24Q (4815.205693 sec): 3 clusters Score: Raw -195733.379206 + Penalty 2461.564627 = -193271.814580 nChanged 3 SP:Iteration 25Q (4815.262993 sec): 3 clusters Score: Raw -195734.355718 + Penalty 2461.564627 = -193272.791091 nChanged 0 SP:Iteration 26F (4815.307396 sec): 3 clusters Score: Raw -195734.355718 + Penalty 2461.564627 = -193272.791091 nChanged 0 Trying to split cluster 24 (100229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4815.464817 sec): 2 clusters Score: Raw -11495774.303131 + Penalty 1871.222088 = -11493903.081043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4815.676779 sec): 3 clusters Score: Raw -11430639.022295 + Penalty 3742.444175 = -11426896.578120 nChanged 47872 SP:Iteration 1F (4815.887946 sec): 3 clusters Score: Raw -11458479.800129 + Penalty 3742.444175 = -11454737.355954 nChanged 3937 SP:Iteration 2Q (4816.098263 sec): 3 clusters Score: Raw -11459780.403619 + Penalty 3742.444175 = -11456037.959444 nChanged 4455 SP:Iteration 3Q (4816.323404 sec): 3 clusters Score: Raw -11461774.748182 + Penalty 3742.444175 = -11458032.304006 nChanged 5419 SP:Iteration 4F (4816.532435 sec): 3 clusters Score: Raw -11464716.357401 + Penalty 3742.444175 = -11460973.913226 nChanged 6272 SP:Iteration 5F (4816.744578 sec): 3 clusters Score: Raw -11468539.540379 + Penalty 3742.444175 = -11464797.096203 nChanged 6764 SP:Iteration 6F (4816.957949 sec): 3 clusters Score: Raw -11472751.235676 + Penalty 3742.444175 = -11469008.791501 nChanged 6382 SP:Iteration 7F (4817.169154 sec): 3 clusters Score: Raw -11476459.453953 + Penalty 3742.444175 = -11472717.009778 nChanged 5355 SP:Iteration 8F (4817.372815 sec): 3 clusters Score: Raw -11479160.174513 + Penalty 3742.444175 = -11475417.730338 nChanged 4276 SP:Iteration 9Q (4817.593446 sec): 3 clusters Score: Raw -11481013.392476 + Penalty 3742.444175 = -11477270.948300 nChanged 3444 SP:Iteration 10Q (4817.812780 sec): 3 clusters Score: Raw -11482350.321384 + Penalty 3742.444175 = -11478607.877208 nChanged 2810 SP:Iteration 11Q (4818.029617 sec): 3 clusters Score: Raw -11483319.800295 + Penalty 3742.444175 = -11479577.356120 nChanged 2312 SP:Iteration 12Q (4818.243375 sec): 3 clusters Score: Raw -11483991.032622 + Penalty 3742.444175 = -11480248.588447 nChanged 1925 SP:Iteration 13Q (4818.457616 sec): 3 clusters Score: Raw -11484434.447402 + Penalty 3742.444175 = -11480692.003227 nChanged 1473 SP:Iteration 14Q (4818.669246 sec): 3 clusters Score: Raw -11484728.375995 + Penalty 3742.444175 = -11480985.931820 nChanged 1194 SP:Iteration 15Q (4818.889271 sec): 3 clusters Score: Raw -11484963.286740 + Penalty 3742.444175 = -11481220.842565 nChanged 1073 SP:Iteration 16Q (4819.112452 sec): 3 clusters Score: Raw -11485143.775273 + Penalty 3742.444175 = -11481401.331097 nChanged 930 SP:Iteration 17Q (4819.325316 sec): 3 clusters Score: Raw -11485302.856112 + Penalty 3742.444175 = -11481560.411936 nChanged 900 SP:Iteration 18Q (4819.538082 sec): 3 clusters Score: Raw -11485469.550011 + Penalty 3742.444175 = -11481727.105835 nChanged 915 SP:Iteration 19Q (4819.753114 sec): 3 clusters Score: Raw -11485641.864393 + Penalty 3742.444175 = -11481899.420218 nChanged 940 SP:Iteration 20F (4819.966206 sec): 3 clusters Score: Raw -11485828.142238 + Penalty 3742.444175 = -11482085.698062 nChanged 957 SP:Iteration 21Q (4820.178311 sec): 3 clusters Score: Raw -11486023.261428 + Penalty 3742.444175 = -11482280.817253 nChanged 926 SP:Iteration 22Q (4820.371668 sec): 3 clusters Score: Raw -11486214.650799 + Penalty 3742.444175 = -11482472.206624 nChanged 976 SP:Iteration 23Q (4820.582166 sec): 3 clusters Score: Raw -11486416.105900 + Penalty 3742.444175 = -11482673.661724 nChanged 1006 SP:Iteration 24Q (4820.785547 sec): 3 clusters Score: Raw -11486607.606929 + Penalty 3742.444175 = -11482865.162753 nChanged 952 SP:Iteration 25Q (4820.997889 sec): 3 clusters Score: Raw -11486791.764532 + Penalty 3742.444175 = -11483049.320357 nChanged 976 SP:Iteration 26Q (4821.204963 sec): 3 clusters Score: Raw -11486994.829260 + Penalty 3742.444175 = -11483252.385085 nChanged 999 SP:Iteration 27Q (4821.419067 sec): 3 clusters Score: Raw -11487213.789368 + Penalty 3742.444175 = -11483471.345193 nChanged 1031 SP:Iteration 28Q (4821.621972 sec): 3 clusters Score: Raw -11487448.145723 + Penalty 3742.444175 = -11483705.701548 nChanged 1041 SP:Iteration 29Q (4821.829363 sec): 3 clusters Score: Raw -11487669.746995 + Penalty 3742.444175 = -11483927.302820 nChanged 1000 SP:Iteration 30Q (4822.016213 sec): 3 clusters Score: Raw -11487880.307268 + Penalty 3742.444175 = -11484137.863093 nChanged 942 SP:Iteration 31Q (4822.215951 sec): 3 clusters Score: Raw -11488057.866502 + Penalty 3742.444175 = -11484315.422327 nChanged 872 SP:Iteration 32Q (4822.420542 sec): 3 clusters Score: Raw -11488200.031964 + Penalty 3742.444175 = -11484457.587788 nChanged 783 SP:Iteration 33Q (4822.623773 sec): 3 clusters Score: Raw -11488321.305328 + Penalty 3742.444175 = -11484578.861153 nChanged 697 SP:Iteration 34Q (4822.821211 sec): 3 clusters Score: Raw -11488409.848110 + Penalty 3742.444175 = -11484667.403935 nChanged 554 SP:Iteration 35Q (4823.004935 sec): 3 clusters Score: Raw -11488466.681647 + Penalty 3742.444175 = -11484724.237471 nChanged 468 SP:Iteration 36Q (4823.205811 sec): 3 clusters Score: Raw -11488516.341374 + Penalty 3742.444175 = -11484773.897199 nChanged 466 SP:Iteration 37Q (4823.408630 sec): 3 clusters Score: Raw -11488555.895570 + Penalty 3742.444175 = -11484813.451395 nChanged 392 SP:Iteration 38Q (4823.623806 sec): 3 clusters Score: Raw -11488586.099423 + Penalty 3742.444175 = -11484843.655248 nChanged 319 SP:Iteration 39Q (4823.822616 sec): 3 clusters Score: Raw -11488609.485002 + Penalty 3742.444175 = -11484867.040827 nChanged 288 SP:Iteration 40F (4824.033318 sec): 3 clusters Score: Raw -11488626.151286 + Penalty 3742.444175 = -11484883.707111 nChanged 251 SP:Iteration 41Q (4824.250955 sec): 3 clusters Score: Raw -11488639.987351 + Penalty 3742.444175 = -11484897.543176 nChanged 217 SP:Iteration 42Q (4824.458961 sec): 3 clusters Score: Raw -11488650.726719 + Penalty 3742.444175 = -11484908.282544 nChanged 184 SP:Iteration 43Q (4824.672020 sec): 3 clusters Score: Raw -11488659.071737 + Penalty 3742.444175 = -11484916.627561 nChanged 166 SP:Iteration 44Q (4824.883802 sec): 3 clusters Score: Raw -11488667.275573 + Penalty 3742.444175 = -11484924.831397 nChanged 171 SP:Iteration 45Q (4825.089360 sec): 3 clusters Score: Raw -11488674.372352 + Penalty 3742.444175 = -11484931.928176 nChanged 149 SP:Iteration 46Q (4825.293269 sec): 3 clusters Score: Raw -11488680.830098 + Penalty 3742.444175 = -11484938.385922 nChanged 135 SP:Iteration 47Q (4825.477133 sec): 3 clusters Score: Raw -11488685.688156 + Penalty 3742.444175 = -11484943.243981 nChanged 124 SP:Iteration 48Q (4825.669179 sec): 3 clusters Score: Raw -11488690.155236 + Penalty 3742.444175 = -11484947.711061 nChanged 112 SP:Iteration 49Q (4825.863629 sec): 3 clusters Score: Raw -11488694.302677 + Penalty 3742.444175 = -11484951.858501 nChanged 114 SP:Iteration 50Q (4826.065841 sec): 3 clusters Score: Raw -11488698.130943 + Penalty 3742.444175 = -11484955.686768 nChanged 109 SP:Iteration 51Q (4826.246437 sec): 3 clusters Score: Raw -11488701.312336 + Penalty 3742.444175 = -11484958.868160 nChanged 94 SP:Iteration 52Q (4826.440818 sec): 3 clusters Score: Raw -11488704.325877 + Penalty 3742.444175 = -11484961.881702 nChanged 98 SP:Iteration 53Q (4826.652453 sec): 3 clusters Score: Raw -11488707.436195 + Penalty 3742.444175 = -11484964.992019 nChanged 111 SP:Iteration 54Q (4826.863302 sec): 3 clusters Score: Raw -11488711.042752 + Penalty 3742.444175 = -11484968.598577 nChanged 111 SP:Iteration 55Q (4827.083936 sec): 3 clusters Score: Raw -11488714.363304 + Penalty 3742.444175 = -11484971.919129 nChanged 104 SP:Iteration 56Q (4827.291533 sec): 3 clusters Score: Raw -11488717.653032 + Penalty 3742.444175 = -11484975.208857 nChanged 108 SP:Iteration 57Q (4827.501612 sec): 3 clusters Score: Raw -11488721.538550 + Penalty 3742.444175 = -11484979.094374 nChanged 102 SP:Iteration 58Q (4827.704072 sec): 3 clusters Score: Raw -11488725.035056 + Penalty 3742.444175 = -11484982.590881 nChanged 97 SP:Iteration 59Q (4827.903286 sec): 3 clusters Score: Raw -11488728.063639 + Penalty 3742.444175 = -11484985.619464 nChanged 95 SP:Iteration 60F (4828.099197 sec): 3 clusters Score: Raw -11488730.668672 + Penalty 3742.444175 = -11484988.224497 nChanged 84 SP:Iteration 61Q (4828.307592 sec): 3 clusters Score: Raw -11488733.016744 + Penalty 3742.444175 = -11484990.572569 nChanged 85 SP:Iteration 62Q (4828.505925 sec): 3 clusters Score: Raw -11488735.501320 + Penalty 3742.444175 = -11484993.057145 nChanged 81 SP:Iteration 63Q (4828.704076 sec): 3 clusters Score: Raw -11488737.685663 + Penalty 3742.444175 = -11484995.241487 nChanged 83 SP:Iteration 64Q (4828.888301 sec): 3 clusters Score: Raw -11488739.706558 + Penalty 3742.444175 = -11484997.262383 nChanged 71 SP:Iteration 65Q (4829.101600 sec): 3 clusters Score: Raw -11488741.514017 + Penalty 3742.444175 = -11484999.069842 nChanged 70 SP:Iteration 66Q (4829.303285 sec): 3 clusters Score: Raw -11488743.130243 + Penalty 3742.444175 = -11485000.686068 nChanged 63 SP:Iteration 67Q (4829.518152 sec): 3 clusters Score: Raw -11488744.401890 + Penalty 3742.444175 = -11485001.957715 nChanged 63 SP:Iteration 68Q (4829.725803 sec): 3 clusters Score: Raw -11488745.699707 + Penalty 3742.444175 = -11485003.255532 nChanged 49 SP:Iteration 69Q (4829.937704 sec): 3 clusters Score: Raw -11488746.707710 + Penalty 3742.444175 = -11485004.263535 nChanged 54 SP:Iteration 70Q (4830.142782 sec): 3 clusters Score: Raw -11488747.831228 + Penalty 3742.444175 = -11485005.387053 nChanged 41 SP:Iteration 71Q (4830.348019 sec): 3 clusters Score: Raw -11488748.495681 + Penalty 3742.444175 = -11485006.051506 nChanged 35 SP:Iteration 72Q (4830.563250 sec): 3 clusters Score: Raw -11488749.080648 + Penalty 3742.444175 = -11485006.636473 nChanged 30 SP:Iteration 73Q (4830.758465 sec): 3 clusters Score: Raw -11488749.519596 + Penalty 3742.444175 = -11485007.075421 nChanged 29 SP:Iteration 74Q (4830.953272 sec): 3 clusters Score: Raw -11488750.107476 + Penalty 3742.444175 = -11485007.663300 nChanged 31 SP:Iteration 75Q (4831.167056 sec): 3 clusters Score: Raw -11488750.768677 + Penalty 3742.444175 = -11485008.324502 nChanged 35 SP:Iteration 76Q (4831.352938 sec): 3 clusters Score: Raw -11488751.641336 + Penalty 3742.444175 = -11485009.197161 nChanged 35 SP:Iteration 77Q (4831.556451 sec): 3 clusters Score: Raw -11488752.369704 + Penalty 3742.444175 = -11485009.925529 nChanged 27 SP:Iteration 78Q (4831.757150 sec): 3 clusters Score: Raw -11488752.771888 + Penalty 3742.444175 = -11485010.327713 nChanged 19 SP:Iteration 79Q (4831.953670 sec): 3 clusters Score: Raw -11488753.083568 + Penalty 3742.444175 = -11485010.639393 nChanged 19 SP:Iteration 80F (4832.149574 sec): 3 clusters Score: Raw -11488753.398435 + Penalty 3742.444175 = -11485010.954260 nChanged 24 SP:Iteration 81Q (4832.357899 sec): 3 clusters Score: Raw -11488753.751957 + Penalty 3742.444175 = -11485011.307782 nChanged 33 SP:Iteration 82Q (4832.564168 sec): 3 clusters Score: Raw -11488754.263165 + Penalty 3742.444175 = -11485011.818990 nChanged 21 SP:Iteration 83Q (4832.776569 sec): 3 clusters Score: Raw -11488754.519944 + Penalty 3742.444175 = -11485012.075768 nChanged 13 SP:Iteration 84Q (4832.983195 sec): 3 clusters Score: Raw -11488754.708469 + Penalty 3742.444175 = -11485012.264294 nChanged 10 SP:Iteration 85Q (4833.182397 sec): 3 clusters Score: Raw -11488754.847615 + Penalty 3742.444175 = -11485012.403439 nChanged 11 SP:Iteration 86Q (4833.393832 sec): 3 clusters Score: Raw -11488754.957058 + Penalty 3742.444175 = -11485012.512882 nChanged 9 SP:Iteration 87Q (4833.606075 sec): 3 clusters Score: Raw -11488755.090788 + Penalty 3742.444175 = -11485012.646613 nChanged 12 SP:Iteration 88Q (4833.811991 sec): 3 clusters Score: Raw -11488755.303546 + Penalty 3742.444175 = -11485012.859371 nChanged 11 SP:Iteration 89Q (4834.001134 sec): 3 clusters Score: Raw -11488755.509345 + Penalty 3742.444175 = -11485013.065170 nChanged 11 SP:Iteration 90Q (4834.195562 sec): 3 clusters Score: Raw -11488755.624792 + Penalty 3742.444175 = -11485013.180617 nChanged 10 SP:Iteration 91Q (4834.413912 sec): 3 clusters Score: Raw -11488755.759392 + Penalty 3742.444175 = -11485013.315217 nChanged 11 SP:Iteration 92Q (4834.628772 sec): 3 clusters Score: Raw -11488755.889092 + Penalty 3742.444175 = -11485013.444917 nChanged 14 SP:Iteration 93Q (4834.846432 sec): 3 clusters Score: Raw -11488756.103345 + Penalty 3742.444175 = -11485013.659170 nChanged 19 SP:Iteration 94Q (4835.067262 sec): 3 clusters Score: Raw -11488756.414069 + Penalty 3742.444175 = -11485013.969894 nChanged 18 SP:Iteration 95Q (4835.268668 sec): 3 clusters Score: Raw -11488756.673513 + Penalty 3742.444175 = -11485014.229338 nChanged 15 SP:Iteration 96Q (4835.475815 sec): 3 clusters Score: Raw -11488756.816079 + Penalty 3742.444175 = -11485014.371904 nChanged 19 SP:Iteration 97Q (4835.687653 sec): 3 clusters Score: Raw -11488757.195653 + Penalty 3742.444175 = -11485014.751478 nChanged 26 SP:Iteration 98Q (4835.876805 sec): 3 clusters Score: Raw -11488757.577135 + Penalty 3742.444175 = -11485015.132960 nChanged 21 SP:Iteration 99Q (4836.098372 sec): 3 clusters Score: Raw -11488757.835951 + Penalty 3742.444175 = -11485015.391776 nChanged 13 SP:Iteration 100F (4836.275414 sec): 3 clusters Score: Raw -11488758.029070 + Penalty 3742.444175 = -11485015.584895 nChanged 13 SP:Iteration 101Q (4836.479068 sec): 3 clusters Score: Raw -11488758.236167 + Penalty 3742.444175 = -11485015.791992 nChanged 9 SP:Iteration 102Q (4836.679022 sec): 3 clusters Score: Raw -11488758.370580 + Penalty 3742.444175 = -11485015.926405 nChanged 16 SP:Iteration 103Q (4836.889064 sec): 3 clusters Score: Raw -11488758.710019 + Penalty 3742.444175 = -11485016.265844 nChanged 24 SP:Iteration 104Q (4837.084569 sec): 3 clusters Score: Raw -11488759.214267 + Penalty 3742.444175 = -11485016.770092 nChanged 31 SP:Iteration 105Q (4837.294037 sec): 3 clusters Score: Raw -11488759.803096 + Penalty 3742.444175 = -11485017.358921 nChanged 28 SP:Iteration 106Q (4837.497957 sec): 3 clusters Score: Raw -11488760.367932 + Penalty 3742.444175 = -11485017.923757 nChanged 43 SP:Iteration 107Q (4837.707627 sec): 3 clusters Score: Raw -11488761.244114 + Penalty 3742.444175 = -11485018.799939 nChanged 40 SP:Iteration 108Q (4837.927271 sec): 3 clusters Score: Raw -11488762.008400 + Penalty 3742.444175 = -11485019.564225 nChanged 35 SP:Iteration 109Q (4838.114306 sec): 3 clusters Score: Raw -11488762.752948 + Penalty 3742.444175 = -11485020.308773 nChanged 49 SP:Iteration 110Q (4838.318928 sec): 3 clusters Score: Raw -11488763.926935 + Penalty 3742.444175 = -11485021.482760 nChanged 57 SP:Iteration 111Q (4838.507462 sec): 3 clusters Score: Raw -11488764.929037 + Penalty 3742.444175 = -11485022.484862 nChanged 41 SP:Iteration 112Q (4838.704835 sec): 3 clusters Score: Raw -11488765.792031 + Penalty 3742.444175 = -11485023.347855 nChanged 44 SP:Iteration 113Q (4838.894867 sec): 3 clusters Score: Raw -11488766.465654 + Penalty 3742.444175 = -11485024.021479 nChanged 35 SP:Iteration 114Q (4839.093401 sec): 3 clusters Score: Raw -11488767.167735 + Penalty 3742.444175 = -11485024.723559 nChanged 56 SP:Iteration 115Q (4839.303133 sec): 3 clusters Score: Raw -11488768.449517 + Penalty 3742.444175 = -11485026.005341 nChanged 50 SP:Iteration 116Q (4839.515265 sec): 3 clusters Score: Raw -11488769.458851 + Penalty 3742.444175 = -11485027.014676 nChanged 44 SP:Iteration 117Q (4839.721649 sec): 3 clusters Score: Raw -11488770.400285 + Penalty 3742.444175 = -11485027.956109 nChanged 50 SP:Iteration 118Q (4839.925619 sec): 3 clusters Score: Raw -11488771.451227 + Penalty 3742.444175 = -11485029.007052 nChanged 57 SP:Iteration 119Q (4840.136615 sec): 3 clusters Score: Raw -11488772.929881 + Penalty 3742.444175 = -11485030.485706 nChanged 54 SP:Iteration 120F (4840.342281 sec): 3 clusters Score: Raw -11488774.120829 + Penalty 3742.444175 = -11485031.676653 nChanged 55 SP:Iteration 121Q (4840.553342 sec): 3 clusters Score: Raw -11488775.523919 + Penalty 3742.444175 = -11485033.079743 nChanged 51 SP:Iteration 122Q (4840.756948 sec): 3 clusters Score: Raw -11488776.827529 + Penalty 3742.444175 = -11485034.383354 nChanged 59 SP:Iteration 123Q (4840.959308 sec): 3 clusters Score: Raw -11488778.375582 + Penalty 3742.444175 = -11485035.931407 nChanged 61 SP:Iteration 124Q (4841.153164 sec): 3 clusters Score: Raw -11488779.877227 + Penalty 3742.444175 = -11485037.433052 nChanged 61 SP:Iteration 125Q (4841.355328 sec): 3 clusters Score: Raw -11488781.618274 + Penalty 3742.444175 = -11485039.174099 nChanged 60 SP:Iteration 126Q (4841.544201 sec): 3 clusters Score: Raw -11488783.293590 + Penalty 3742.444175 = -11485040.849415 nChanged 77 SP:Iteration 127Q (4841.740465 sec): 3 clusters Score: Raw -11488785.379083 + Penalty 3742.444175 = -11485042.934908 nChanged 68 SP:Iteration 128Q (4841.937515 sec): 3 clusters Score: Raw -11488786.897979 + Penalty 3742.444175 = -11485044.453804 nChanged 58 SP:Iteration 129Q (4842.130819 sec): 3 clusters Score: Raw -11488788.286777 + Penalty 3742.444175 = -11485045.842602 nChanged 70 SP:Iteration 130Q (4842.339503 sec): 3 clusters Score: Raw -11488790.422570 + Penalty 3742.444175 = -11485047.978395 nChanged 82 SP:Iteration 131Q (4842.547450 sec): 3 clusters Score: Raw -11488792.658801 + Penalty 3742.444175 = -11485050.214626 nChanged 76 SP:Iteration 132Q (4842.755317 sec): 3 clusters Score: Raw -11488794.640504 + Penalty 3742.444175 = -11485052.196329 nChanged 78 SP:Iteration 133Q (4842.964609 sec): 3 clusters Score: Raw -11488796.550054 + Penalty 3742.444175 = -11485054.105879 nChanged 80 SP:Iteration 134Q (4843.170740 sec): 3 clusters Score: Raw -11488798.904191 + Penalty 3742.444175 = -11485056.460016 nChanged 82 SP:Iteration 135Q (4843.382933 sec): 3 clusters Score: Raw -11488801.024929 + Penalty 3742.444175 = -11485058.580754 nChanged 75 SP:Iteration 136Q (4843.577707 sec): 3 clusters Score: Raw -11488802.939414 + Penalty 3742.444175 = -11485060.495239 nChanged 71 SP:Iteration 137Q (4843.781257 sec): 3 clusters Score: Raw -11488804.380411 + Penalty 3742.444175 = -11485061.936236 nChanged 46 SP:Iteration 138Q (4843.991732 sec): 3 clusters Score: Raw -11488805.306235 + Penalty 3742.444175 = -11485062.862060 nChanged 45 SP:Iteration 139Q (4844.204648 sec): 3 clusters Score: Raw -11488806.053467 + Penalty 3742.444175 = -11485063.609292 nChanged 42 SP:Iteration 140F (4844.398341 sec): 3 clusters Score: Raw -11488806.713165 + Penalty 3742.444175 = -11485064.268990 nChanged 37 SP:Iteration 141Q (4844.595976 sec): 3 clusters Score: Raw -11488807.402615 + Penalty 3742.444175 = -11485064.958439 nChanged 43 SP:Iteration 142Q (4844.784661 sec): 3 clusters Score: Raw -11488808.244948 + Penalty 3742.444175 = -11485065.800772 nChanged 47 SP:Iteration 143Q (4844.980927 sec): 3 clusters Score: Raw -11488809.236176 + Penalty 3742.444175 = -11485066.792000 nChanged 61 SP:Iteration 144Q (4845.163616 sec): 3 clusters Score: Raw -11488810.815302 + Penalty 3742.444175 = -11485068.371127 nChanged 62 SP:Iteration 145Q (4845.348807 sec): 3 clusters Score: Raw -11488812.603574 + Penalty 3742.444175 = -11485070.159399 nChanged 91 SP:Iteration 146Q (4845.560389 sec): 3 clusters Score: Raw -11488815.367787 + Penalty 3742.444175 = -11485072.923612 nChanged 73 SP:Iteration 147Q (4845.765292 sec): 3 clusters Score: Raw -11488817.495320 + Penalty 3742.444175 = -11485075.051144 nChanged 75 SP:Iteration 148Q (4845.966034 sec): 3 clusters Score: Raw -11488819.583458 + Penalty 3742.444175 = -11485077.139283 nChanged 96 SP:Iteration 149Q (4846.168875 sec): 3 clusters Score: Raw -11488822.627076 + Penalty 3742.444175 = -11485080.182901 nChanged 91 SP:Iteration 150Q (4846.381964 sec): 3 clusters Score: Raw -11488825.405861 + Penalty 3742.444175 = -11485082.961686 nChanged 85 SP:Iteration 151Q (4846.586469 sec): 3 clusters Score: Raw -11488827.849786 + Penalty 3742.444175 = -11485085.405611 nChanged 94 SP:Iteration 152Q (4846.789626 sec): 3 clusters Score: Raw -11488830.586079 + Penalty 3742.444175 = -11485088.141904 nChanged 90 SP:Iteration 153Q (4846.996437 sec): 3 clusters Score: Raw -11488832.802279 + Penalty 3742.444175 = -11485090.358103 nChanged 76 SP:Iteration 154Q (4847.211677 sec): 3 clusters Score: Raw -11488834.513854 + Penalty 3742.444175 = -11485092.069679 nChanged 71 SP:Iteration 155Q (4847.409891 sec): 3 clusters Score: Raw -11488836.021238 + Penalty 3742.444175 = -11485093.577063 nChanged 62 SP:Iteration 156Q (4847.615229 sec): 3 clusters Score: Raw -11488837.471009 + Penalty 3742.444175 = -11485095.026833 nChanged 60 SP:Iteration 157Q (4847.822313 sec): 3 clusters Score: Raw -11488838.896020 + Penalty 3742.444175 = -11485096.451845 nChanged 54 SP:Iteration 158Q (4848.010041 sec): 3 clusters Score: Raw -11488840.262304 + Penalty 3742.444175 = -11485097.818128 nChanged 68 SP:Iteration 159Q (4848.206595 sec): 3 clusters Score: Raw -11488842.411084 + Penalty 3742.444175 = -11485099.966908 nChanged 73 SP:Iteration 160F (4848.402241 sec): 3 clusters Score: Raw -11488844.347820 + Penalty 3742.444175 = -11485101.903645 nChanged 76 SP:Iteration 161Q (4848.594351 sec): 3 clusters Score: Raw -11488846.259707 + Penalty 3742.444175 = -11485103.815532 nChanged 75 SP:Iteration 162Q (4848.789458 sec): 3 clusters Score: Raw -11488848.274161 + Penalty 3742.444175 = -11485105.829986 nChanged 72 SP:Iteration 163Q (4848.982299 sec): 3 clusters Score: Raw -11488850.110160 + Penalty 3742.444175 = -11485107.665985 nChanged 74 SP:Iteration 164Q (4849.190124 sec): 3 clusters Score: Raw -11488851.743460 + Penalty 3742.444175 = -11485109.299285 nChanged 73 SP:Iteration 165Q (4849.388746 sec): 3 clusters Score: Raw -11488853.656965 + Penalty 3742.444175 = -11485111.212790 nChanged 82 SP:Iteration 166Q (4849.593955 sec): 3 clusters Score: Raw -11488855.767042 + Penalty 3742.444175 = -11485113.322866 nChanged 101 SP:Iteration 167Q (4849.815633 sec): 3 clusters Score: Raw -11488858.769010 + Penalty 3742.444175 = -11485116.324835 nChanged 102 SP:Iteration 168Q (4850.022938 sec): 3 clusters Score: Raw -11488861.612190 + Penalty 3742.444175 = -11485119.168015 nChanged 97 SP:Iteration 169Q (4850.232558 sec): 3 clusters Score: Raw -11488864.142369 + Penalty 3742.444175 = -11485121.698194 nChanged 92 SP:Iteration 170Q (4850.419924 sec): 3 clusters Score: Raw -11488866.862604 + Penalty 3742.444175 = -11485124.418429 nChanged 112 SP:Iteration 171Q (4850.626981 sec): 3 clusters Score: Raw -11488870.447030 + Penalty 3742.444175 = -11485128.002855 nChanged 109 SP:Iteration 172Q (4850.819882 sec): 3 clusters Score: Raw -11488873.879015 + Penalty 3742.444175 = -11485131.434840 nChanged 104 SP:Iteration 173Q (4851.007011 sec): 3 clusters Score: Raw -11488877.268417 + Penalty 3742.444175 = -11485134.824242 nChanged 110 SP:Iteration 174Q (4851.207134 sec): 3 clusters Score: Raw -11488880.889591 + Penalty 3742.444175 = -11485138.445415 nChanged 110 SP:Iteration 175Q (4851.401968 sec): 3 clusters Score: Raw -11488884.385282 + Penalty 3742.444175 = -11485141.941107 nChanged 112 SP:Iteration 176Q (4851.587049 sec): 3 clusters Score: Raw -11488888.485190 + Penalty 3742.444175 = -11485146.041015 nChanged 132 SP:Iteration 177Q (4851.768744 sec): 3 clusters Score: Raw -11488892.839275 + Penalty 3742.444175 = -11485150.395099 nChanged 132 SP:Iteration 178Q (4851.980547 sec): 3 clusters Score: Raw -11488897.096318 + Penalty 3742.444175 = -11485154.652143 nChanged 131 SP:Iteration 179Q (4852.180955 sec): 3 clusters Score: Raw -11488901.091752 + Penalty 3742.444175 = -11485158.647577 nChanged 140 SP:Iteration 180F (4852.383081 sec): 3 clusters Score: Raw -11488906.333561 + Penalty 3742.444175 = -11485163.889385 nChanged 149 SP:Iteration 181Q (4852.587350 sec): 3 clusters Score: Raw -11488912.641073 + Penalty 3742.444175 = -11485170.196897 nChanged 173 SP:Iteration 182Q (4852.791407 sec): 3 clusters Score: Raw -11488920.405566 + Penalty 3742.444175 = -11485177.961391 nChanged 158 SP:Iteration 183Q (4852.993672 sec): 3 clusters Score: Raw -11488926.972302 + Penalty 3742.444175 = -11485184.528126 nChanged 136 SP:Iteration 184Q (4853.195804 sec): 3 clusters Score: Raw -11488932.125775 + Penalty 3742.444175 = -11485189.681600 nChanged 135 SP:Iteration 185Q (4853.405701 sec): 3 clusters Score: Raw -11488937.640112 + Penalty 3742.444175 = -11485195.195937 nChanged 129 SP:Iteration 186Q (4853.611796 sec): 3 clusters Score: Raw -11488943.095382 + Penalty 3742.444175 = -11485200.651207 nChanged 153 SP:Iteration 187Q (4853.799895 sec): 3 clusters Score: Raw -11488949.684486 + Penalty 3742.444175 = -11485207.240311 nChanged 154 SP:Iteration 188Q (4853.995281 sec): 3 clusters Score: Raw -11488955.705594 + Penalty 3742.444175 = -11485213.261419 nChanged 143 SP:Iteration 189Q (4854.180103 sec): 3 clusters Score: Raw -11488961.255174 + Penalty 3742.444175 = -11485218.810999 nChanged 142 SP:Iteration 190Q (4854.372690 sec): 3 clusters Score: Raw -11488966.641630 + Penalty 3742.444175 = -11485224.197455 nChanged 134 SP:Iteration 191Q (4854.559321 sec): 3 clusters Score: Raw -11488971.763859 + Penalty 3742.444175 = -11485229.319684 nChanged 143 SP:Iteration 192Q (4854.749945 sec): 3 clusters Score: Raw -11488977.377895 + Penalty 3742.444175 = -11485234.933719 nChanged 140 SP:Iteration 193Q (4854.954840 sec): 3 clusters Score: Raw -11488982.666415 + Penalty 3742.444175 = -11485240.222240 nChanged 135 SP:Iteration 194Q (4855.163559 sec): 3 clusters Score: Raw -11488987.288678 + Penalty 3742.444175 = -11485244.844503 nChanged 129 SP:Iteration 195Q (4855.357569 sec): 3 clusters Score: Raw -11488991.906625 + Penalty 3742.444175 = -11485249.462449 nChanged 145 SP:Iteration 196Q (4855.555371 sec): 3 clusters Score: Raw -11488997.899702 + Penalty 3742.444175 = -11485255.455527 nChanged 144 SP:Iteration 197Q (4855.742594 sec): 3 clusters Score: Raw -11489003.584135 + Penalty 3742.444175 = -11485261.139959 nChanged 141 SP:Iteration 198Q (4855.931793 sec): 3 clusters Score: Raw -11489008.624639 + Penalty 3742.444175 = -11485266.180464 nChanged 133 SP:Iteration 199Q (4856.140239 sec): 3 clusters Score: Raw -11489013.543641 + Penalty 3742.444175 = -11485271.099466 nChanged 133 SP:Iteration 200F (4856.345715 sec): 3 clusters Score: Raw -11489018.396108 + Penalty 3742.444175 = -11485275.951933 nChanged 144 SP:Iteration 201Q (4856.529873 sec): 3 clusters Score: Raw -11489023.897583 + Penalty 3742.444175 = -11485281.453408 nChanged 156 SP:Iteration 202Q (4856.740517 sec): 3 clusters Score: Raw -11489030.607784 + Penalty 3742.444175 = -11485288.163609 nChanged 166 SP:Iteration 203Q (4856.937758 sec): 3 clusters Score: Raw -11489038.546489 + Penalty 3742.444175 = -11485296.102313 nChanged 189 SP:Iteration 204Q (4857.134163 sec): 3 clusters Score: Raw -11489047.693812 + Penalty 3742.444175 = -11485305.249637 nChanged 185 SP:Iteration 205Q (4857.326619 sec): 3 clusters Score: Raw -11489057.474578 + Penalty 3742.444175 = -11485315.030403 nChanged 203 SP:Iteration 206Q (4857.506527 sec): 3 clusters Score: Raw -11489069.038675 + Penalty 3742.444175 = -11485326.594499 nChanged 233 SP:Iteration 207Q (4857.700155 sec): 3 clusters Score: Raw -11489082.774305 + Penalty 3742.444175 = -11485340.330130 nChanged 261 SP:Iteration 208Q (4857.901863 sec): 3 clusters Score: Raw -11489099.479563 + Penalty 3742.444175 = -11485357.035387 nChanged 273 SP:Iteration 209Q (4858.093358 sec): 3 clusters Score: Raw -11489117.708432 + Penalty 3742.444175 = -11485375.264257 nChanged 289 SP:Iteration 210Q (4858.288170 sec): 3 clusters Score: Raw -11489136.322978 + Penalty 3742.444175 = -11485393.878803 nChanged 298 SP:Iteration 211Q (4858.486877 sec): 3 clusters Score: Raw -11489158.604632 + Penalty 3742.444175 = -11485416.160456 nChanged 347 SP:Iteration 212Q (4858.701748 sec): 3 clusters Score: Raw -11489186.515355 + Penalty 3742.444175 = -11485444.071179 nChanged 332 SP:Iteration 213Q (4858.908603 sec): 3 clusters Score: Raw -11489212.888427 + Penalty 3742.444175 = -11485470.444252 nChanged 341 SP:Iteration 214Q (4859.114715 sec): 3 clusters Score: Raw -11489237.403545 + Penalty 3742.444175 = -11485494.959370 nChanged 314 SP:Iteration 215Q (4859.314686 sec): 3 clusters Score: Raw -11489258.859270 + Penalty 3742.444175 = -11485516.415094 nChanged 335 SP:Iteration 216Q (4859.516832 sec): 3 clusters Score: Raw -11489284.410567 + Penalty 3742.444175 = -11485541.966392 nChanged 333 SP:Iteration 217Q (4859.719925 sec): 3 clusters Score: Raw -11489309.432329 + Penalty 3742.444175 = -11485566.988154 nChanged 347 SP:Iteration 218Q (4859.920604 sec): 3 clusters Score: Raw -11489337.977732 + Penalty 3742.444175 = -11485595.533557 nChanged 368 SP:Iteration 219Q (4860.123855 sec): 3 clusters Score: Raw -11489367.123767 + Penalty 3742.444175 = -11485624.679592 nChanged 352 SP:Iteration 220F (4860.317908 sec): 3 clusters Score: Raw -11489397.548294 + Penalty 3742.444175 = -11485655.104119 nChanged 408 SP:Iteration 221Q (4860.511616 sec): 3 clusters Score: Raw -11489433.161461 + Penalty 3742.444175 = -11485690.717286 nChanged 414 SP:Iteration 222Q (4860.695762 sec): 3 clusters Score: Raw -11489473.762239 + Penalty 3742.444175 = -11485731.318064 nChanged 449 SP:Iteration 223Q (4860.885836 sec): 3 clusters Score: Raw -11489521.319682 + Penalty 3742.444175 = -11485778.875507 nChanged 477 SP:Iteration 224Q (4861.065089 sec): 3 clusters Score: Raw -11489575.130261 + Penalty 3742.444175 = -11485832.686086 nChanged 492 SP:Iteration 225Q (4861.254719 sec): 3 clusters Score: Raw -11489632.349681 + Penalty 3742.444175 = -11485889.905506 nChanged 513 SP:Iteration 226Q (4861.460533 sec): 3 clusters Score: Raw -11489697.200589 + Penalty 3742.444175 = -11485954.756414 nChanged 527 SP:Iteration 227Q (4861.648036 sec): 3 clusters Score: Raw -11489769.763978 + Penalty 3742.444175 = -11486027.319802 nChanged 575 SP:Iteration 228Q (4861.861779 sec): 3 clusters Score: Raw -11489853.202689 + Penalty 3742.444175 = -11486110.758513 nChanged 598 SP:Iteration 229Q (4862.033812 sec): 3 clusters Score: Raw -11489947.091778 + Penalty 3742.444175 = -11486204.647603 nChanged 656 SP:Iteration 230Q (4862.236446 sec): 3 clusters Score: Raw -11490063.601263 + Penalty 3742.444175 = -11486321.157087 nChanged 720 SP:Iteration 231Q (4862.435030 sec): 3 clusters Score: Raw -11490195.369843 + Penalty 3742.444175 = -11486452.925668 nChanged 778 SP:Iteration 232Q (4862.632522 sec): 3 clusters Score: Raw -11490357.999085 + Penalty 3742.444175 = -11486615.554910 nChanged 867 SP:Iteration 233Q (4862.833226 sec): 3 clusters Score: Raw -11490556.270450 + Penalty 3742.444175 = -11486813.826274 nChanged 933 SP:Iteration 234Q (4863.026554 sec): 3 clusters Score: Raw -11490785.055766 + Penalty 3742.444175 = -11487042.611591 nChanged 964 SP:Iteration 235Q (4863.223002 sec): 3 clusters Score: Raw -11491032.795296 + Penalty 3742.444175 = -11487290.351120 nChanged 1013 SP:Iteration 236Q (4863.414467 sec): 3 clusters Score: Raw -11491318.788188 + Penalty 3742.444175 = -11487576.344013 nChanged 1081 SP:Iteration 237Q (4863.603109 sec): 3 clusters Score: Raw -11491655.394777 + Penalty 3742.444175 = -11487912.950602 nChanged 1111 SP:Iteration 238Q (4863.772392 sec): 3 clusters Score: Raw -11492012.936395 + Penalty 3742.444175 = -11488270.492219 nChanged 1105 SP:Iteration 239Q (4863.955376 sec): 3 clusters Score: Raw -11492385.383177 + Penalty 3742.444175 = -11488642.939002 nChanged 1090 SP:Iteration 240F (4864.138655 sec): 3 clusters Score: Raw -11492756.180812 + Penalty 3742.444175 = -11489013.736636 nChanged 1073 SP:Iteration 241Q (4864.304290 sec): 3 clusters Score: Raw -11493129.246085 + Penalty 3742.444175 = -11489386.801910 nChanged 1058 SP:Iteration 242Q (4864.496022 sec): 3 clusters Score: Raw -11493521.767309 + Penalty 3742.444175 = -11489779.323134 nChanged 1076 SP:Iteration 243Q (4864.691225 sec): 3 clusters Score: Raw -11493935.993532 + Penalty 3742.444175 = -11490193.549356 nChanged 1014 SP:Iteration 244Q (4864.876200 sec): 3 clusters Score: Raw -11494338.751984 + Penalty 3742.444175 = -11490596.307809 nChanged 879 SP:Iteration 245Q (4865.076210 sec): 3 clusters Score: Raw -11494670.271153 + Penalty 3742.444175 = -11490927.826978 nChanged 788 SP:Iteration 246Q (4865.260846 sec): 3 clusters Score: Raw -11494969.261151 + Penalty 3742.444175 = -11491226.816975 nChanged 680 SP:Iteration 247Q (4865.445614 sec): 3 clusters Score: Raw -11495221.041264 + Penalty 3742.444175 = -11491478.597089 nChanged 593 SP:Iteration 248Q (4865.628688 sec): 3 clusters Score: Raw -11495444.132238 + Penalty 3742.444175 = -11491701.688063 nChanged 501 SP:Iteration 249Q (4865.827573 sec): 3 clusters Score: Raw -11495625.432651 + Penalty 3742.444175 = -11491882.988476 nChanged 415 SP:Iteration 250Q (4866.014175 sec): 3 clusters Score: Raw -11495770.246878 + Penalty 3742.444175 = -11492027.802702 nChanged 334 SP:Iteration 251Q (4866.189776 sec): 3 clusters Score: Raw -11495874.797827 + Penalty 3742.444175 = -11492132.353652 nChanged 259 SP:Iteration 252Q (4866.386242 sec): 3 clusters Score: Raw -11495946.401313 + Penalty 3742.444175 = -11492203.957138 nChanged 203 SP:Iteration 253Q (4866.568471 sec): 3 clusters Score: Raw -11495999.764578 + Penalty 3742.444175 = -11492257.320403 nChanged 162 SP:Iteration 254Q (4866.734044 sec): 3 clusters Score: Raw -11496042.681183 + Penalty 3742.444175 = -11492300.237008 nChanged 139 SP:Iteration 255Q (4866.907731 sec): 3 clusters Score: Raw -11496078.190298 + Penalty 3742.444175 = -11492335.746123 nChanged 120 SP:Iteration 256Q (4867.079298 sec): 3 clusters Score: Raw -11496110.861249 + Penalty 3742.444175 = -11492368.417074 nChanged 102 SP:Iteration 257Q (4867.247850 sec): 3 clusters Score: Raw -11496138.641768 + Penalty 3742.444175 = -11492396.197593 nChanged 93 SP:Iteration 258Q (4867.416373 sec): 3 clusters Score: Raw -11496166.558859 + Penalty 3742.444175 = -11492424.114684 nChanged 86 SP:Iteration 259Q (4867.557054 sec): 3 clusters Score: Raw -11496188.606081 + Penalty 3742.444175 = -11492446.161905 nChanged 75 SP:Iteration 260F (4867.751986 sec): 3 clusters Score: Raw -11496207.289855 + Penalty 3742.444175 = -11492464.845679 nChanged 72 SP:Iteration 261Q (4867.935711 sec): 3 clusters Score: Raw -11496226.377532 + Penalty 3742.444175 = -11492483.933357 nChanged 59 SP:Iteration 262Q (4868.100665 sec): 3 clusters Score: Raw -11496242.360753 + Penalty 3742.444175 = -11492499.916577 nChanged 54 SP:Iteration 263Q (4868.289025 sec): 3 clusters Score: Raw -11496255.504178 + Penalty 3742.444175 = -11492513.060002 nChanged 40 SP:Iteration 264Q (4868.465909 sec): 3 clusters Score: Raw -11496263.570103 + Penalty 3742.444175 = -11492521.125928 nChanged 32 SP:Iteration 265Q (4868.644512 sec): 3 clusters Score: Raw -11496271.493106 + Penalty 3742.444175 = -11492529.048931 nChanged 30 SP:Iteration 266Q (4868.820620 sec): 3 clusters Score: Raw -11496278.899881 + Penalty 3742.444175 = -11492536.455706 nChanged 22 SP:Iteration 267Q (4869.004843 sec): 3 clusters Score: Raw -11496283.672371 + Penalty 3742.444175 = -11492541.228196 nChanged 21 SP:Iteration 268Q (4869.183423 sec): 3 clusters Score: Raw -11496288.794498 + Penalty 3742.444175 = -11492546.350323 nChanged 21 SP:Iteration 269Q (4869.361845 sec): 3 clusters Score: Raw -11496294.211838 + Penalty 3742.444175 = -11492551.767662 nChanged 20 SP:Iteration 270Q (4869.540563 sec): 3 clusters Score: Raw -11496298.847053 + Penalty 3742.444175 = -11492556.402877 nChanged 17 SP:Iteration 271Q (4869.724065 sec): 3 clusters Score: Raw -11496301.680119 + Penalty 3742.444175 = -11492559.235943 nChanged 15 SP:Iteration 272Q (4869.902538 sec): 3 clusters Score: Raw -11496304.203669 + Penalty 3742.444175 = -11492561.759494 nChanged 13 SP:Iteration 273Q (4870.059426 sec): 3 clusters Score: Raw -11496307.609535 + Penalty 3742.444175 = -11492565.165359 nChanged 13 SP:Iteration 274Q (4870.225389 sec): 3 clusters Score: Raw -11496311.926120 + Penalty 3742.444175 = -11492569.481945 nChanged 21 SP:Iteration 275Q (4870.392106 sec): 3 clusters Score: Raw -11496317.170373 + Penalty 3742.444175 = -11492574.726198 nChanged 19 SP:Iteration 276Q (4870.558909 sec): 3 clusters Score: Raw -11496321.290669 + Penalty 3742.444175 = -11492578.846494 nChanged 15 SP:Iteration 277Q (4870.731809 sec): 3 clusters Score: Raw -11496324.114212 + Penalty 3742.444175 = -11492581.670037 nChanged 15 SP:Iteration 278Q (4870.912147 sec): 3 clusters Score: Raw -11496327.426422 + Penalty 3742.444175 = -11492584.982246 nChanged 11 SP:Iteration 279Q (4871.061588 sec): 3 clusters Score: Raw -11496330.468633 + Penalty 3742.444175 = -11492588.024458 nChanged 13 SP:Iteration 280F (4871.263246 sec): 3 clusters Score: Raw -11496333.801500 + Penalty 3742.444175 = -11492591.357324 nChanged 16 SP:Iteration 281Q (4871.442272 sec): 3 clusters Score: Raw -11496337.661633 + Penalty 3742.444175 = -11492595.217458 nChanged 18 SP:Iteration 282Q (4871.616430 sec): 3 clusters Score: Raw -11496341.327490 + Penalty 3742.444175 = -11492598.883315 nChanged 15 SP:Iteration 283Q (4871.792029 sec): 3 clusters Score: Raw -11496344.698834 + Penalty 3742.444175 = -11492602.254658 nChanged 10 SP:Iteration 284Q (4871.957311 sec): 3 clusters Score: Raw -11496347.015558 + Penalty 3742.444175 = -11492604.571383 nChanged 8 SP:Iteration 285Q (4872.145549 sec): 3 clusters Score: Raw -11496348.291695 + Penalty 3742.444175 = -11492605.847520 nChanged 7 SP:Iteration 286Q (4872.317385 sec): 3 clusters Score: Raw -11496350.140048 + Penalty 3742.444175 = -11492607.695873 nChanged 9 SP:Iteration 287Q (4872.492692 sec): 3 clusters Score: Raw -11496352.346071 + Penalty 3742.444175 = -11492609.901895 nChanged 15 SP:Iteration 288Q (4872.670141 sec): 3 clusters Score: Raw -11496355.544720 + Penalty 3742.444175 = -11492613.100545 nChanged 11 SP:Iteration 289Q (4872.845786 sec): 3 clusters Score: Raw -11496357.523803 + Penalty 3742.444175 = -11492615.079628 nChanged 11 SP:Iteration 290Q (4873.018532 sec): 3 clusters Score: Raw -11496359.387788 + Penalty 3742.444175 = -11492616.943613 nChanged 5 SP:Iteration 291Q (4873.193860 sec): 3 clusters Score: Raw -11496360.344571 + Penalty 3742.444175 = -11492617.900396 nChanged 2 SP:Iteration 292Q (4873.357559 sec): 3 clusters Score: Raw -11496360.794919 + Penalty 3742.444175 = -11492618.350744 nChanged 3 SP:Iteration 293Q (4873.516461 sec): 3 clusters Score: Raw -11496361.488989 + Penalty 3742.444175 = -11492619.044814 nChanged 5 SP:Iteration 294Q (4873.672157 sec): 3 clusters Score: Raw -11496362.596024 + Penalty 3742.444175 = -11492620.151849 nChanged 4 SP:Iteration 295Q (4873.846774 sec): 3 clusters Score: Raw -11496363.581002 + Penalty 3742.444175 = -11492621.136826 nChanged 6 SP:Iteration 296Q (4874.030763 sec): 3 clusters Score: Raw -11496365.159791 + Penalty 3742.444175 = -11492622.715615 nChanged 8 SP:Iteration 297Q (4874.202026 sec): 3 clusters Score: Raw -11496367.092950 + Penalty 3742.444175 = -11492624.648775 nChanged 9 SP:Iteration 298Q (4874.387695 sec): 3 clusters Score: Raw -11496369.251282 + Penalty 3742.444175 = -11492626.807107 nChanged 10 SP:Iteration 299Q (4874.550678 sec): 3 clusters Score: Raw -11496370.705042 + Penalty 3742.444175 = -11492628.260867 nChanged 11 SP:Iteration 300F (4874.748378 sec): 3 clusters Score: Raw -11496372.967023 + Penalty 3742.444175 = -11492630.522847 nChanged 9 SP:Iteration 301Q (4874.909246 sec): 3 clusters Score: Raw -11496374.111056 + Penalty 3742.444175 = -11492631.666881 nChanged 6 SP:Iteration 302Q (4875.076162 sec): 3 clusters Score: Raw -11496374.985996 + Penalty 3742.444175 = -11492632.541821 nChanged 7 SP:Iteration 303Q (4875.253906 sec): 3 clusters Score: Raw -11496376.969378 + Penalty 3742.444175 = -11492634.525202 nChanged 11 SP:Iteration 304Q (4875.437620 sec): 3 clusters Score: Raw -11496380.164200 + Penalty 3742.444175 = -11492637.720025 nChanged 9 SP:Iteration 305Q (4875.609048 sec): 3 clusters Score: Raw -11496383.044329 + Penalty 3742.444175 = -11492640.600153 nChanged 10 SP:Iteration 306Q (4875.793154 sec): 3 clusters Score: Raw -11496385.639433 + Penalty 3742.444175 = -11492643.195258 nChanged 8 SP:Iteration 307Q (4875.972312 sec): 3 clusters Score: Raw -11496387.337939 + Penalty 3742.444175 = -11492644.893764 nChanged 6 SP:Iteration 308Q (4876.150655 sec): 3 clusters Score: Raw -11496388.541637 + Penalty 3742.444175 = -11492646.097462 nChanged 5 SP:Iteration 309Q (4876.323142 sec): 3 clusters Score: Raw -11496389.863790 + Penalty 3742.444175 = -11492647.419615 nChanged 5 SP:Iteration 310Q (4876.490483 sec): 3 clusters Score: Raw -11496390.735721 + Penalty 3742.444175 = -11492648.291546 nChanged 7 SP:Iteration 311Q (4876.670107 sec): 3 clusters Score: Raw -11496391.926458 + Penalty 3742.444175 = -11492649.482282 nChanged 5 SP:Iteration 312Q (4876.843599 sec): 3 clusters Score: Raw -11496393.046417 + Penalty 3742.444175 = -11492650.602242 nChanged 2 SP:Iteration 313Q (4877.013314 sec): 3 clusters Score: Raw -11496393.387912 + Penalty 3742.444175 = -11492650.943737 nChanged 1 SP:Iteration 314Q (4877.199720 sec): 3 clusters Score: Raw -11496393.624134 + Penalty 3742.444175 = -11492651.179959 nChanged 1 SP:Iteration 315Q (4877.381504 sec): 3 clusters Score: Raw -11496393.671524 + Penalty 3742.444175 = -11492651.227349 nChanged 0 SP:Iteration 316F (4877.588841 sec): 3 clusters Score: Raw -11496393.671524 + Penalty 3742.444175 = -11492651.227349 nChanged 0 Trying to split cluster 25 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4877.615538 sec): 2 clusters Score: Raw -152760.122604 + Penalty 1162.751899 = -151597.370705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4877.667263 sec): 3 clusters Score: Raw -152336.061216 + Penalty 2325.503798 = -150010.557418 nChanged 379 SP:Iteration 1F (4877.714545 sec): 3 clusters Score: Raw -152624.412860 + Penalty 2325.503798 = -150298.909061 nChanged 96 SP:Iteration 2F (4877.759261 sec): 3 clusters Score: Raw -152710.099398 + Penalty 2325.503798 = -150384.595600 nChanged 47 SP:Iteration 3Q (4877.793813 sec): 3 clusters Score: Raw -152751.895520 + Penalty 2325.503798 = -150426.391722 nChanged 44 SP:Iteration 4Q (4877.840219 sec): 3 clusters Score: Raw -152799.642118 + Penalty 2325.503798 = -150474.138319 nChanged 41 SP:Iteration 5Q (4877.887291 sec): 3 clusters Score: Raw -152835.093618 + Penalty 2325.503798 = -150509.589820 nChanged 33 SP:Iteration 6Q (4877.937883 sec): 3 clusters Score: Raw -152861.623676 + Penalty 2325.503798 = -150536.119878 nChanged 19 SP:Iteration 7Q (4877.985143 sec): 3 clusters Score: Raw -152873.104748 + Penalty 2325.503798 = -150547.600950 nChanged 9 SP:Iteration 8Q (4878.035683 sec): 3 clusters Score: Raw -152879.191441 + Penalty 2325.503798 = -150553.687642 nChanged 11 SP:Iteration 9Q (4878.081220 sec): 3 clusters Score: Raw -152884.716486 + Penalty 2325.503798 = -150559.212688 nChanged 3 SP:Iteration 10Q (4878.132740 sec): 3 clusters Score: Raw -152885.993422 + Penalty 2325.503798 = -150560.489623 nChanged 2 SP:Iteration 11Q (4878.180605 sec): 3 clusters Score: Raw -152886.736499 + Penalty 2325.503798 = -150561.232701 nChanged 3 SP:Iteration 12Q (4878.219945 sec): 3 clusters Score: Raw -152889.920977 + Penalty 2325.503798 = -150564.417179 nChanged 3 SP:Iteration 13Q (4878.259304 sec): 3 clusters Score: Raw -152892.745226 + Penalty 2325.503798 = -150567.241428 nChanged 2 SP:Iteration 14Q (4878.304759 sec): 3 clusters Score: Raw -152893.738310 + Penalty 2325.503798 = -150568.234512 nChanged 2 SP:Iteration 15Q (4878.341682 sec): 3 clusters Score: Raw -152896.702500 + Penalty 2325.503798 = -150571.198702 nChanged 4 SP:Iteration 16Q (4878.393781 sec): 3 clusters Score: Raw -152898.622200 + Penalty 2325.503798 = -150573.118402 nChanged 1 SP:Iteration 17Q (4878.434715 sec): 3 clusters Score: Raw -152899.920377 + Penalty 2325.503798 = -150574.416579 nChanged 3 SP:Iteration 18Q (4878.443472 sec): 3 clusters Score: Raw -152901.035189 + Penalty 2325.503798 = -150575.531391 nChanged 1 SP:Iteration 19Q (4878.464912 sec): 3 clusters Score: Raw -152901.326472 + Penalty 2325.503798 = -150575.822674 nChanged 1 SP:Iteration 20F (4878.515490 sec): 3 clusters Score: Raw -152902.428586 + Penalty 2325.503798 = -150576.924788 nChanged 1 SP:Iteration 21Q (4878.553293 sec): 3 clusters Score: Raw -152902.711903 + Penalty 2325.503798 = -150577.208105 nChanged 0 SP:Iteration 22F (4878.596371 sec): 3 clusters Score: Raw -152902.711903 + Penalty 2325.503798 = -150577.208105 nChanged 0 Trying to split cluster 26 (3751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4878.638114 sec): 2 clusters Score: Raw -399919.239243 + Penalty 1337.338884 = -398581.900359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4878.678948 sec): 3 clusters Score: Raw -398153.674796 + Penalty 2674.677769 = -395478.997027 nChanged 1420 SP:Iteration 1F (4878.731780 sec): 3 clusters Score: Raw -398956.706620 + Penalty 2674.677769 = -396282.028851 nChanged 263 SP:Iteration 2F (4878.775187 sec): 3 clusters Score: Raw -399088.247142 + Penalty 2674.677769 = -396413.569373 nChanged 167 SP:Iteration 3Q (4878.828765 sec): 3 clusters Score: Raw -399163.724631 + Penalty 2674.677769 = -396489.046862 nChanged 128 SP:Iteration 4Q (4878.893319 sec): 3 clusters Score: Raw -399219.883036 + Penalty 2674.677769 = -396545.205268 nChanged 84 SP:Iteration 5Q (4878.935480 sec): 3 clusters Score: Raw -399255.624228 + Penalty 2674.677769 = -396580.946459 nChanged 74 SP:Iteration 6Q (4878.988666 sec): 3 clusters Score: Raw -399286.668395 + Penalty 2674.677769 = -396611.990626 nChanged 74 SP:Iteration 7Q (4879.053036 sec): 3 clusters Score: Raw -399316.489642 + Penalty 2674.677769 = -396641.811873 nChanged 62 SP:Iteration 8Q (4879.096282 sec): 3 clusters Score: Raw -399339.529493 + Penalty 2674.677769 = -396664.851724 nChanged 52 SP:Iteration 9Q (4879.155810 sec): 3 clusters Score: Raw -399359.333840 + Penalty 2674.677769 = -396684.656072 nChanged 57 SP:Iteration 10Q (4879.194746 sec): 3 clusters Score: Raw -399380.121346 + Penalty 2674.677769 = -396705.443577 nChanged 42 SP:Iteration 11Q (4879.241578 sec): 3 clusters Score: Raw -399395.200654 + Penalty 2674.677769 = -396720.522885 nChanged 38 SP:Iteration 12Q (4879.288961 sec): 3 clusters Score: Raw -399410.464486 + Penalty 2674.677769 = -396735.786717 nChanged 54 SP:Iteration 13Q (4879.338767 sec): 3 clusters Score: Raw -399435.901012 + Penalty 2674.677769 = -396761.223243 nChanged 60 SP:Iteration 14Q (4879.385545 sec): 3 clusters Score: Raw -399460.232660 + Penalty 2674.677769 = -396785.554891 nChanged 66 SP:Iteration 15Q (4879.434728 sec): 3 clusters Score: Raw -399494.002516 + Penalty 2674.677769 = -396819.324747 nChanged 66 SP:Iteration 16Q (4879.484952 sec): 3 clusters Score: Raw -399518.226225 + Penalty 2674.677769 = -396843.548456 nChanged 68 SP:Iteration 17Q (4879.533834 sec): 3 clusters Score: Raw -399544.740439 + Penalty 2674.677769 = -396870.062670 nChanged 57 SP:Iteration 18Q (4879.591286 sec): 3 clusters Score: Raw -399563.952879 + Penalty 2674.677769 = -396889.275110 nChanged 37 SP:Iteration 19Q (4879.630476 sec): 3 clusters Score: Raw -399576.799882 + Penalty 2674.677769 = -396902.122113 nChanged 38 SP:Iteration 20F (4879.690435 sec): 3 clusters Score: Raw -399588.306424 + Penalty 2674.677769 = -396913.628655 nChanged 42 SP:Iteration 21Q (4879.732575 sec): 3 clusters Score: Raw -399604.375519 + Penalty 2674.677769 = -396929.697750 nChanged 39 SP:Iteration 22Q (4879.793341 sec): 3 clusters Score: Raw -399621.332279 + Penalty 2674.677769 = -396946.654510 nChanged 49 SP:Iteration 23Q (4879.838893 sec): 3 clusters Score: Raw -399644.746959 + Penalty 2674.677769 = -396970.069190 nChanged 62 SP:Iteration 24Q (4879.900106 sec): 3 clusters Score: Raw -399679.362954 + Penalty 2674.677769 = -397004.685185 nChanged 77 SP:Iteration 25Q (4879.950442 sec): 3 clusters Score: Raw -399728.214118 + Penalty 2674.677769 = -397053.536349 nChanged 86 SP:Iteration 26Q (4879.991158 sec): 3 clusters Score: Raw -399784.109063 + Penalty 2674.677769 = -397109.431294 nChanged 90 SP:Iteration 27Q (4880.037786 sec): 3 clusters Score: Raw -399843.020921 + Penalty 2674.677769 = -397168.343152 nChanged 75 SP:Iteration 28Q (4880.095478 sec): 3 clusters Score: Raw -399909.828411 + Penalty 2674.677769 = -397235.150642 nChanged 85 SP:Iteration 29Q (4880.141959 sec): 3 clusters Score: Raw -399974.962469 + Penalty 2674.677769 = -397300.284700 nChanged 81 SP:Iteration 30Q (4880.201482 sec): 3 clusters Score: Raw -400026.357473 + Penalty 2674.677769 = -397351.679704 nChanged 55 SP:Iteration 31Q (4880.254342 sec): 3 clusters Score: Raw -400064.644580 + Penalty 2674.677769 = -397389.966812 nChanged 65 SP:Iteration 32Q (4880.306475 sec): 3 clusters Score: Raw -400115.989957 + Penalty 2674.677769 = -397441.312188 nChanged 69 SP:Iteration 33Q (4880.359111 sec): 3 clusters Score: Raw -400171.633955 + Penalty 2674.677769 = -397496.956186 nChanged 62 SP:Iteration 34Q (4880.404457 sec): 3 clusters Score: Raw -400216.699004 + Penalty 2674.677769 = -397542.021235 nChanged 46 SP:Iteration 35Q (4880.451566 sec): 3 clusters Score: Raw -400265.656071 + Penalty 2674.677769 = -397590.978302 nChanged 54 SP:Iteration 36Q (4880.501371 sec): 3 clusters Score: Raw -400315.305398 + Penalty 2674.677769 = -397640.627629 nChanged 57 SP:Iteration 37Q (4880.549353 sec): 3 clusters Score: Raw -400354.816560 + Penalty 2674.677769 = -397680.138792 nChanged 43 SP:Iteration 38Q (4880.592645 sec): 3 clusters Score: Raw -400385.826125 + Penalty 2674.677769 = -397711.148356 nChanged 43 SP:Iteration 39Q (4880.648460 sec): 3 clusters Score: Raw -400415.685078 + Penalty 2674.677769 = -397741.007310 nChanged 37 SP:Iteration 40F (4880.699585 sec): 3 clusters Score: Raw -400434.891141 + Penalty 2674.677769 = -397760.213373 nChanged 30 SP:Iteration 41Q (4880.746567 sec): 3 clusters Score: Raw -400453.204326 + Penalty 2674.677769 = -397778.526557 nChanged 28 SP:Iteration 42Q (4880.797803 sec): 3 clusters Score: Raw -400470.733659 + Penalty 2674.677769 = -397796.055890 nChanged 25 SP:Iteration 43Q (4880.847640 sec): 3 clusters Score: Raw -400485.237984 + Penalty 2674.677769 = -397810.560216 nChanged 17 SP:Iteration 44Q (4880.893423 sec): 3 clusters Score: Raw -400492.758945 + Penalty 2674.677769 = -397818.081176 nChanged 10 SP:Iteration 45Q (4880.943418 sec): 3 clusters Score: Raw -400498.404197 + Penalty 2674.677769 = -397823.726429 nChanged 20 SP:Iteration 46Q (4881.001844 sec): 3 clusters Score: Raw -400510.252762 + Penalty 2674.677769 = -397835.574993 nChanged 18 SP:Iteration 47Q (4881.048977 sec): 3 clusters Score: Raw -400517.601466 + Penalty 2674.677769 = -397842.923697 nChanged 13 SP:Iteration 48Q (4881.096849 sec): 3 clusters Score: Raw -400521.226893 + Penalty 2674.677769 = -397846.549124 nChanged 7 SP:Iteration 49Q (4881.141290 sec): 3 clusters Score: Raw -400523.704601 + Penalty 2674.677769 = -397849.026832 nChanged 7 SP:Iteration 50Q (4881.175305 sec): 3 clusters Score: Raw -400527.505450 + Penalty 2674.677769 = -397852.827681 nChanged 6 SP:Iteration 51Q (4881.226138 sec): 3 clusters Score: Raw -400529.653676 + Penalty 2674.677769 = -397854.975907 nChanged 4 SP:Iteration 52Q (4881.273725 sec): 3 clusters Score: Raw -400530.694240 + Penalty 2674.677769 = -397856.016471 nChanged 0 SP:Iteration 53F (4881.316755 sec): 3 clusters Score: Raw -400530.694240 + Penalty 2674.677769 = -397856.016471 nChanged 0 Trying to split cluster 27 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4881.338536 sec): 2 clusters Score: Raw -39573.847694 + Penalty 986.869737 = -38586.977957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4881.396384 sec): 3 clusters Score: Raw -39585.833581 + Penalty 1973.739474 = -37612.094108 nChanged 130 SP:Iteration 1F (4881.436657 sec): 3 clusters Score: Raw -39877.306381 + Penalty 1973.739474 = -37903.566908 nChanged 42 SP:Iteration 2F (4881.483775 sec): 3 clusters Score: Raw -40067.940526 + Penalty 1973.739474 = -38094.201052 nChanged 42 SP:Iteration 3F (4881.519498 sec): 3 clusters Score: Raw -40325.313251 + Penalty 1973.739474 = -38351.573778 nChanged 26 SP:Iteration 4F (4881.563597 sec): 3 clusters Score: Raw -40412.246038 + Penalty 1973.739474 = -38438.506564 nChanged 16 SP:Iteration 5Q (4881.604755 sec): 3 clusters Score: Raw -40501.551520 + Penalty 1973.739474 = -38527.812046 nChanged 14 SP:Iteration 6Q (4881.647260 sec): 3 clusters Score: Raw -40633.251873 + Penalty 1973.739474 = -38659.512399 nChanged 10 SP:Iteration 7Q (4881.693665 sec): 3 clusters Score: Raw -40694.054652 + Penalty 1973.739474 = -38720.315178 nChanged 11 SP:Iteration 8Q (4881.702192 sec): 3 clusters Score: Raw -40753.571308 + Penalty 1973.739474 = -38779.831834 nChanged 8 SP:Iteration 9Q (4881.706549 sec): 3 clusters Score: Raw -40824.967176 + Penalty 1973.739474 = -38851.227703 nChanged 6 SP:Iteration 10Q (4881.765765 sec): 3 clusters Score: Raw -40856.284318 + Penalty 1973.739474 = -38882.544844 nChanged 1 SP:Iteration 11Q (4881.797021 sec): 3 clusters Score: Raw -40857.491035 + Penalty 1973.739474 = -38883.751561 nChanged 1 SP:Iteration 12Q (4881.832381 sec): 3 clusters Score: Raw -40858.984471 + Penalty 1973.739474 = -38885.244998 nChanged 2 SP:Iteration 13Q (4881.883673 sec): 3 clusters Score: Raw -40861.379241 + Penalty 1973.739474 = -38887.639768 nChanged 0 SP:Iteration 14F (4881.927896 sec): 3 clusters Score: Raw -40878.263685 + Penalty 1973.739474 = -38904.524211 nChanged 2 SP:Iteration 15Q (4881.969490 sec): 3 clusters Score: Raw -40943.048913 + Penalty 1973.739474 = -38969.309440 nChanged 3 SP:Iteration 16Q (4882.018665 sec): 3 clusters Score: Raw -40949.092982 + Penalty 1973.739474 = -38975.353509 nChanged 2 SP:Iteration 17Q (4882.059715 sec): 3 clusters Score: Raw -40953.904263 + Penalty 1973.739474 = -38980.164790 nChanged 1 SP:Iteration 18Q (4882.102535 sec): 3 clusters Score: Raw -40956.220146 + Penalty 1973.739474 = -38982.480673 nChanged 1 SP:Iteration 19Q (4882.149421 sec): 3 clusters Score: Raw -40957.878170 + Penalty 1973.739474 = -38984.138697 nChanged 0 SP:Iteration 20F (4882.196833 sec): 3 clusters Score: Raw -40957.878170 + Penalty 1973.739474 = -38984.138697 nChanged 0 Score: Raw -82214764.087893 + Penalty 68129.029942 = -82146635.057951 Splitting cluster 27 changes total score from -82147443.693724 to -82146635.057951 So it's not getting split. Trying to split cluster 28 (7622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4896.195947 sec): 2 clusters Score: Raw -774132.619458 + Penalty 1452.554038 = -772680.065420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4896.257921 sec): 3 clusters Score: Raw -769911.360142 + Penalty 2905.108076 = -767006.252066 nChanged 3249 SP:Iteration 1F (4896.317185 sec): 3 clusters Score: Raw -771990.682091 + Penalty 2905.108076 = -769085.574014 nChanged 657 SP:Iteration 2F (4896.366738 sec): 3 clusters Score: Raw -772618.271521 + Penalty 2905.108076 = -769713.163444 nChanged 694 SP:Iteration 3F (4896.425910 sec): 3 clusters Score: Raw -773238.510641 + Penalty 2905.108076 = -770333.402565 nChanged 652 SP:Iteration 4F (4896.449650 sec): 3 clusters Score: Raw -773770.703219 + Penalty 2905.108076 = -770865.595143 nChanged 554 SP:Iteration 5F (4896.519986 sec): 3 clusters Score: Raw -774178.823199 + Penalty 2905.108076 = -771273.715122 nChanged 453 SP:Iteration 6F (4896.581909 sec): 3 clusters Score: Raw -774527.880305 + Penalty 2905.108076 = -771622.772228 nChanged 365 SP:Iteration 7Q (4896.642396 sec): 3 clusters Score: Raw -774792.172283 + Penalty 2905.108076 = -771887.064206 nChanged 253 SP:Iteration 8Q (4896.703356 sec): 3 clusters Score: Raw -774941.575014 + Penalty 2905.108076 = -772036.466938 nChanged 174 SP:Iteration 9Q (4896.764395 sec): 3 clusters Score: Raw -775010.205790 + Penalty 2905.108076 = -772105.097714 nChanged 110 SP:Iteration 10Q (4896.823075 sec): 3 clusters Score: Raw -775048.689475 + Penalty 2905.108076 = -772143.581398 nChanged 85 SP:Iteration 11Q (4896.882568 sec): 3 clusters Score: Raw -775075.750523 + Penalty 2905.108076 = -772170.642446 nChanged 72 SP:Iteration 12Q (4896.943505 sec): 3 clusters Score: Raw -775097.673891 + Penalty 2905.108076 = -772192.565815 nChanged 66 SP:Iteration 13Q (4896.998087 sec): 3 clusters Score: Raw -775118.201555 + Penalty 2905.108076 = -772213.093479 nChanged 62 SP:Iteration 14Q (4897.058587 sec): 3 clusters Score: Raw -775138.060608 + Penalty 2905.108076 = -772232.952532 nChanged 54 SP:Iteration 15Q (4897.109179 sec): 3 clusters Score: Raw -775154.303404 + Penalty 2905.108076 = -772249.195327 nChanged 45 SP:Iteration 16Q (4897.174862 sec): 3 clusters Score: Raw -775165.632752 + Penalty 2905.108076 = -772260.524676 nChanged 35 SP:Iteration 17Q (4897.234964 sec): 3 clusters Score: Raw -775173.745417 + Penalty 2905.108076 = -772268.637341 nChanged 29 SP:Iteration 18Q (4897.294683 sec): 3 clusters Score: Raw -775179.677604 + Penalty 2905.108076 = -772274.569527 nChanged 31 SP:Iteration 19Q (4897.352516 sec): 3 clusters Score: Raw -775186.246625 + Penalty 2905.108076 = -772281.138549 nChanged 27 SP:Iteration 20F (4897.396301 sec): 3 clusters Score: Raw -775192.072915 + Penalty 2905.108076 = -772286.964839 nChanged 16 SP:Iteration 21Q (4897.453020 sec): 3 clusters Score: Raw -775196.547714 + Penalty 2905.108076 = -772291.439638 nChanged 22 SP:Iteration 22Q (4897.512002 sec): 3 clusters Score: Raw -775202.996443 + Penalty 2905.108076 = -772297.888366 nChanged 26 SP:Iteration 23Q (4897.573777 sec): 3 clusters Score: Raw -775211.363619 + Penalty 2905.108076 = -772306.255543 nChanged 25 SP:Iteration 24Q (4897.634139 sec): 3 clusters Score: Raw -775219.750212 + Penalty 2905.108076 = -772314.642136 nChanged 20 SP:Iteration 25Q (4897.703466 sec): 3 clusters Score: Raw -775229.266850 + Penalty 2905.108076 = -772324.158773 nChanged 30 SP:Iteration 26Q (4897.753806 sec): 3 clusters Score: Raw -775241.106405 + Penalty 2905.108076 = -772335.998329 nChanged 22 SP:Iteration 27Q (4897.814153 sec): 3 clusters Score: Raw -775249.759245 + Penalty 2905.108076 = -772344.651169 nChanged 23 SP:Iteration 28Q (4897.873549 sec): 3 clusters Score: Raw -775255.640027 + Penalty 2905.108076 = -772350.531950 nChanged 13 SP:Iteration 29Q (4897.933338 sec): 3 clusters Score: Raw -775258.934901 + Penalty 2905.108076 = -772353.826825 nChanged 12 SP:Iteration 30Q (4897.983438 sec): 3 clusters Score: Raw -775261.320926 + Penalty 2905.108076 = -772356.212850 nChanged 5 SP:Iteration 31Q (4898.047242 sec): 3 clusters Score: Raw -775262.440454 + Penalty 2905.108076 = -772357.332378 nChanged 5 SP:Iteration 32Q (4898.105049 sec): 3 clusters Score: Raw -775263.426797 + Penalty 2905.108076 = -772358.318721 nChanged 4 SP:Iteration 33Q (4898.167952 sec): 3 clusters Score: Raw -775264.271619 + Penalty 2905.108076 = -772359.163542 nChanged 4 SP:Iteration 34Q (4898.223402 sec): 3 clusters Score: Raw -775264.788011 + Penalty 2905.108076 = -772359.679935 nChanged 6 SP:Iteration 35Q (4898.269032 sec): 3 clusters Score: Raw -775266.079483 + Penalty 2905.108076 = -772360.971406 nChanged 6 SP:Iteration 36Q (4898.325261 sec): 3 clusters Score: Raw -775267.124788 + Penalty 2905.108076 = -772362.016711 nChanged 8 SP:Iteration 37Q (4898.381774 sec): 3 clusters Score: Raw -775268.389325 + Penalty 2905.108076 = -772363.281248 nChanged 7 SP:Iteration 38Q (4898.444458 sec): 3 clusters Score: Raw -775270.448884 + Penalty 2905.108076 = -772365.340807 nChanged 11 SP:Iteration 39Q (4898.480904 sec): 3 clusters Score: Raw -775273.561021 + Penalty 2905.108076 = -772368.452945 nChanged 6 SP:Iteration 40F (4898.535535 sec): 3 clusters Score: Raw -775275.199337 + Penalty 2905.108076 = -772370.091260 nChanged 6 SP:Iteration 41Q (4898.591784 sec): 3 clusters Score: Raw -775276.911785 + Penalty 2905.108076 = -772371.803709 nChanged 5 SP:Iteration 42Q (4898.648540 sec): 3 clusters Score: Raw -775278.188595 + Penalty 2905.108076 = -772373.080519 nChanged 4 SP:Iteration 43Q (4898.711611 sec): 3 clusters Score: Raw -775278.679733 + Penalty 2905.108076 = -772373.571657 nChanged 2 SP:Iteration 44Q (4898.758149 sec): 3 clusters Score: Raw -775278.983882 + Penalty 2905.108076 = -772373.875805 nChanged 1 SP:Iteration 45Q (4898.817339 sec): 3 clusters Score: Raw -775279.111293 + Penalty 2905.108076 = -772374.003216 nChanged 1 SP:Iteration 46Q (4898.878842 sec): 3 clusters Score: Raw -775279.204060 + Penalty 2905.108076 = -772374.095983 nChanged 1 SP:Iteration 47Q (4898.933532 sec): 3 clusters Score: Raw -775279.360810 + Penalty 2905.108076 = -772374.252734 nChanged 2 SP:Iteration 48Q (4898.994107 sec): 3 clusters Score: Raw -775279.766542 + Penalty 2905.108076 = -772374.658465 nChanged 1 SP:Iteration 49Q (4899.049193 sec): 3 clusters Score: Raw -775279.945958 + Penalty 2905.108076 = -772374.837882 nChanged 2 SP:Iteration 50Q (4899.105273 sec): 3 clusters Score: Raw -775280.334513 + Penalty 2905.108076 = -772375.226437 nChanged 1 SP:Iteration 51Q (4899.161923 sec): 3 clusters Score: Raw -775280.377981 + Penalty 2905.108076 = -772375.269904 nChanged 0 SP:Iteration 52F (4899.216605 sec): 3 clusters Score: Raw -775280.377981 + Penalty 2905.108076 = -772375.269904 nChanged 0 Trying to split cluster 29 (28349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4899.291800 sec): 2 clusters Score: Raw -3200191.518957 + Penalty 1666.006393 = -3198525.512564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4899.388017 sec): 3 clusters Score: Raw -3182693.380240 + Penalty 3332.012786 = -3179361.367454 nChanged 13145 SP:Iteration 1F (4899.482620 sec): 3 clusters Score: Raw -3190179.115653 + Penalty 3332.012786 = -3186847.102866 nChanged 1428 SP:Iteration 2F (4899.578403 sec): 3 clusters Score: Raw -3190807.750936 + Penalty 3332.012786 = -3187475.738149 nChanged 1534 SP:Iteration 3F (4899.672195 sec): 3 clusters Score: Raw -3191642.200353 + Penalty 3332.012786 = -3188310.187567 nChanged 1703 SP:Iteration 4F (4899.768826 sec): 3 clusters Score: Raw -3192746.440458 + Penalty 3332.012786 = -3189414.427671 nChanged 1916 SP:Iteration 5F (4899.840889 sec): 3 clusters Score: Raw -3194158.817469 + Penalty 3332.012786 = -3190826.804683 nChanged 2015 SP:Iteration 6F (4899.943445 sec): 3 clusters Score: Raw -3195679.850933 + Penalty 3332.012786 = -3192347.838146 nChanged 1880 SP:Iteration 7F (4900.037996 sec): 3 clusters Score: Raw -3196942.979466 + Penalty 3332.012786 = -3193610.966679 nChanged 1530 SP:Iteration 8F (4900.132453 sec): 3 clusters Score: Raw -3197736.542050 + Penalty 3332.012786 = -3194404.529263 nChanged 1068 SP:Iteration 9Q (4900.229365 sec): 3 clusters Score: Raw -3198150.190685 + Penalty 3332.012786 = -3194818.177899 nChanged 738 SP:Iteration 10Q (4900.325767 sec): 3 clusters Score: Raw -3198399.105417 + Penalty 3332.012786 = -3195067.092630 nChanged 557 SP:Iteration 11Q (4900.418001 sec): 3 clusters Score: Raw -3198558.175954 + Penalty 3332.012786 = -3195226.163168 nChanged 489 SP:Iteration 12Q (4900.514912 sec): 3 clusters Score: Raw -3198683.994174 + Penalty 3332.012786 = -3195351.981387 nChanged 397 SP:Iteration 13Q (4900.605183 sec): 3 clusters Score: Raw -3198776.780329 + Penalty 3332.012786 = -3195444.767543 nChanged 355 SP:Iteration 14Q (4900.693114 sec): 3 clusters Score: Raw -3198851.976744 + Penalty 3332.012786 = -3195519.963958 nChanged 322 SP:Iteration 15Q (4900.783509 sec): 3 clusters Score: Raw -3198911.853594 + Penalty 3332.012786 = -3195579.840808 nChanged 276 SP:Iteration 16Q (4900.883186 sec): 3 clusters Score: Raw -3198964.621124 + Penalty 3332.012786 = -3195632.608337 nChanged 267 SP:Iteration 17Q (4900.974214 sec): 3 clusters Score: Raw -3199014.442046 + Penalty 3332.012786 = -3195682.429260 nChanged 254 SP:Iteration 18Q (4901.049835 sec): 3 clusters Score: Raw -3199060.204883 + Penalty 3332.012786 = -3195728.192097 nChanged 270 SP:Iteration 19Q (4901.106648 sec): 3 clusters Score: Raw -3199110.030568 + Penalty 3332.012786 = -3195778.017781 nChanged 240 SP:Iteration 20F (4901.198485 sec): 3 clusters Score: Raw -3199151.391299 + Penalty 3332.012786 = -3195819.378512 nChanged 244 SP:Iteration 21Q (4901.296239 sec): 3 clusters Score: Raw -3199192.934461 + Penalty 3332.012786 = -3195860.921675 nChanged 209 SP:Iteration 22Q (4901.397299 sec): 3 clusters Score: Raw -3199228.144902 + Penalty 3332.012786 = -3195896.132115 nChanged 207 SP:Iteration 23Q (4901.480036 sec): 3 clusters Score: Raw -3199265.936343 + Penalty 3332.012786 = -3195933.923557 nChanged 201 SP:Iteration 24Q (4901.582397 sec): 3 clusters Score: Raw -3199299.610134 + Penalty 3332.012786 = -3195967.597347 nChanged 195 SP:Iteration 25Q (4901.674612 sec): 3 clusters Score: Raw -3199331.214164 + Penalty 3332.012786 = -3195999.201378 nChanged 184 SP:Iteration 26Q (4901.760001 sec): 3 clusters Score: Raw -3199361.311492 + Penalty 3332.012786 = -3196029.298705 nChanged 197 SP:Iteration 27Q (4901.857620 sec): 3 clusters Score: Raw -3199393.219290 + Penalty 3332.012786 = -3196061.206503 nChanged 188 SP:Iteration 28Q (4901.952292 sec): 3 clusters Score: Raw -3199423.060937 + Penalty 3332.012786 = -3196091.048151 nChanged 177 SP:Iteration 29Q (4902.058001 sec): 3 clusters Score: Raw -3199450.150633 + Penalty 3332.012786 = -3196118.137846 nChanged 170 SP:Iteration 30Q (4902.146001 sec): 3 clusters Score: Raw -3199474.920421 + Penalty 3332.012786 = -3196142.907634 nChanged 171 SP:Iteration 31Q (4902.232331 sec): 3 clusters Score: Raw -3199503.582992 + Penalty 3332.012786 = -3196171.570206 nChanged 168 SP:Iteration 32Q (4902.318215 sec): 3 clusters Score: Raw -3199530.357525 + Penalty 3332.012786 = -3196198.344739 nChanged 168 SP:Iteration 33Q (4902.409293 sec): 3 clusters Score: Raw -3199556.742793 + Penalty 3332.012786 = -3196224.730006 nChanged 166 SP:Iteration 34Q (4902.504236 sec): 3 clusters Score: Raw -3199586.294704 + Penalty 3332.012786 = -3196254.281918 nChanged 181 SP:Iteration 35Q (4902.587889 sec): 3 clusters Score: Raw -3199614.973152 + Penalty 3332.012786 = -3196282.960366 nChanged 158 SP:Iteration 36Q (4902.679401 sec): 3 clusters Score: Raw -3199641.132368 + Penalty 3332.012786 = -3196309.119582 nChanged 157 SP:Iteration 37Q (4902.764654 sec): 3 clusters Score: Raw -3199666.751161 + Penalty 3332.012786 = -3196334.738374 nChanged 160 SP:Iteration 38Q (4902.859416 sec): 3 clusters Score: Raw -3199696.102264 + Penalty 3332.012786 = -3196364.089477 nChanged 173 SP:Iteration 39Q (4902.942490 sec): 3 clusters Score: Raw -3199725.708850 + Penalty 3332.012786 = -3196393.696063 nChanged 164 SP:Iteration 40F (4903.033039 sec): 3 clusters Score: Raw -3199755.528989 + Penalty 3332.012786 = -3196423.516203 nChanged 161 SP:Iteration 41Q (4903.112189 sec): 3 clusters Score: Raw -3199787.282240 + Penalty 3332.012786 = -3196455.269454 nChanged 187 SP:Iteration 42Q (4903.201082 sec): 3 clusters Score: Raw -3199828.514626 + Penalty 3332.012786 = -3196496.501840 nChanged 196 SP:Iteration 43Q (4903.286334 sec): 3 clusters Score: Raw -3199869.827832 + Penalty 3332.012786 = -3196537.815045 nChanged 180 SP:Iteration 44Q (4903.365813 sec): 3 clusters Score: Raw -3199906.034218 + Penalty 3332.012786 = -3196574.021432 nChanged 155 SP:Iteration 45Q (4903.459709 sec): 3 clusters Score: Raw -3199937.027654 + Penalty 3332.012786 = -3196605.014868 nChanged 156 SP:Iteration 46Q (4903.534994 sec): 3 clusters Score: Raw -3199968.214309 + Penalty 3332.012786 = -3196636.201523 nChanged 166 SP:Iteration 47Q (4903.622686 sec): 3 clusters Score: Raw -3200003.674485 + Penalty 3332.012786 = -3196671.661698 nChanged 172 SP:Iteration 48Q (4903.714949 sec): 3 clusters Score: Raw -3200039.723451 + Penalty 3332.012786 = -3196707.710665 nChanged 165 SP:Iteration 49Q (4903.796924 sec): 3 clusters Score: Raw -3200074.177020 + Penalty 3332.012786 = -3196742.164234 nChanged 152 SP:Iteration 50Q (4903.890829 sec): 3 clusters Score: Raw -3200108.487284 + Penalty 3332.012786 = -3196776.474497 nChanged 147 SP:Iteration 51Q (4903.993197 sec): 3 clusters Score: Raw -3200144.026831 + Penalty 3332.012786 = -3196812.014045 nChanged 154 SP:Iteration 52Q (4904.079669 sec): 3 clusters Score: Raw -3200176.516146 + Penalty 3332.012786 = -3196844.503359 nChanged 143 SP:Iteration 53Q (4904.166249 sec): 3 clusters Score: Raw -3200205.349107 + Penalty 3332.012786 = -3196873.336321 nChanged 151 SP:Iteration 54Q (4904.254376 sec): 3 clusters Score: Raw -3200235.298092 + Penalty 3332.012786 = -3196903.285305 nChanged 133 SP:Iteration 55Q (4904.345345 sec): 3 clusters Score: Raw -3200260.861954 + Penalty 3332.012786 = -3196928.849167 nChanged 129 SP:Iteration 56Q (4904.438921 sec): 3 clusters Score: Raw -3200286.831652 + Penalty 3332.012786 = -3196954.818866 nChanged 123 SP:Iteration 57Q (4904.528935 sec): 3 clusters Score: Raw -3200311.507988 + Penalty 3332.012786 = -3196979.495201 nChanged 125 SP:Iteration 58Q (4904.629176 sec): 3 clusters Score: Raw -3200339.272787 + Penalty 3332.012786 = -3197007.260001 nChanged 120 SP:Iteration 59Q (4904.712603 sec): 3 clusters Score: Raw -3200362.623549 + Penalty 3332.012786 = -3197030.610763 nChanged 107 SP:Iteration 60F (4904.807399 sec): 3 clusters Score: Raw -3200384.464999 + Penalty 3332.012786 = -3197052.452212 nChanged 101 SP:Iteration 61Q (4904.897719 sec): 3 clusters Score: Raw -3200407.761554 + Penalty 3332.012786 = -3197075.748768 nChanged 93 SP:Iteration 62Q (4904.988419 sec): 3 clusters Score: Raw -3200424.196604 + Penalty 3332.012786 = -3197092.183818 nChanged 61 SP:Iteration 63Q (4905.078397 sec): 3 clusters Score: Raw -3200433.278541 + Penalty 3332.012786 = -3197101.265755 nChanged 52 SP:Iteration 64Q (4905.168245 sec): 3 clusters Score: Raw -3200441.532832 + Penalty 3332.012786 = -3197109.520046 nChanged 50 SP:Iteration 65Q (4905.257934 sec): 3 clusters Score: Raw -3200449.384324 + Penalty 3332.012786 = -3197117.371538 nChanged 59 SP:Iteration 66Q (4905.348572 sec): 3 clusters Score: Raw -3200459.684009 + Penalty 3332.012786 = -3197127.671223 nChanged 55 SP:Iteration 67Q (4905.432613 sec): 3 clusters Score: Raw -3200469.408490 + Penalty 3332.012786 = -3197137.395704 nChanged 36 SP:Iteration 68Q (4905.519958 sec): 3 clusters Score: Raw -3200475.418942 + Penalty 3332.012786 = -3197143.406156 nChanged 40 SP:Iteration 69Q (4905.614249 sec): 3 clusters Score: Raw -3200483.046632 + Penalty 3332.012786 = -3197151.033845 nChanged 46 SP:Iteration 70Q (4905.710619 sec): 3 clusters Score: Raw -3200490.900628 + Penalty 3332.012786 = -3197158.887841 nChanged 41 SP:Iteration 71Q (4905.786802 sec): 3 clusters Score: Raw -3200498.847077 + Penalty 3332.012786 = -3197166.834291 nChanged 44 SP:Iteration 72Q (4905.872567 sec): 3 clusters Score: Raw -3200507.805997 + Penalty 3332.012786 = -3197175.793210 nChanged 54 SP:Iteration 73Q (4905.957295 sec): 3 clusters Score: Raw -3200517.229688 + Penalty 3332.012786 = -3197185.216901 nChanged 52 SP:Iteration 74Q (4906.048426 sec): 3 clusters Score: Raw -3200527.730572 + Penalty 3332.012786 = -3197195.717785 nChanged 58 SP:Iteration 75Q (4906.142899 sec): 3 clusters Score: Raw -3200542.463398 + Penalty 3332.012786 = -3197210.450611 nChanged 53 SP:Iteration 76Q (4906.233664 sec): 3 clusters Score: Raw -3200555.765225 + Penalty 3332.012786 = -3197223.752438 nChanged 64 SP:Iteration 77Q (4906.323214 sec): 3 clusters Score: Raw -3200575.273618 + Penalty 3332.012786 = -3197243.260831 nChanged 67 SP:Iteration 78Q (4906.412770 sec): 3 clusters Score: Raw -3200603.831759 + Penalty 3332.012786 = -3197271.818973 nChanged 76 SP:Iteration 79Q (4906.501197 sec): 3 clusters Score: Raw -3200640.209695 + Penalty 3332.012786 = -3197308.196909 nChanged 79 SP:Iteration 80F (4906.595857 sec): 3 clusters Score: Raw -3200674.736005 + Penalty 3332.012786 = -3197342.723219 nChanged 77 SP:Iteration 81Q (4906.676221 sec): 3 clusters Score: Raw -3200705.569477 + Penalty 3332.012786 = -3197373.556690 nChanged 63 SP:Iteration 82Q (4906.746728 sec): 3 clusters Score: Raw -3200728.996742 + Penalty 3332.012786 = -3197396.983955 nChanged 63 SP:Iteration 83Q (4906.834320 sec): 3 clusters Score: Raw -3200748.519951 + Penalty 3332.012786 = -3197416.507164 nChanged 45 SP:Iteration 84Q (4906.919786 sec): 3 clusters Score: Raw -3200761.917901 + Penalty 3332.012786 = -3197429.905114 nChanged 46 SP:Iteration 85Q (4906.997244 sec): 3 clusters Score: Raw -3200773.709702 + Penalty 3332.012786 = -3197441.696916 nChanged 35 SP:Iteration 86Q (4907.090895 sec): 3 clusters Score: Raw -3200780.358273 + Penalty 3332.012786 = -3197448.345486 nChanged 21 SP:Iteration 87Q (4907.177227 sec): 3 clusters Score: Raw -3200784.498303 + Penalty 3332.012786 = -3197452.485517 nChanged 21 SP:Iteration 88Q (4907.260604 sec): 3 clusters Score: Raw -3200788.993415 + Penalty 3332.012786 = -3197456.980629 nChanged 19 SP:Iteration 89Q (4907.336651 sec): 3 clusters Score: Raw -3200792.355807 + Penalty 3332.012786 = -3197460.343021 nChanged 24 SP:Iteration 90Q (4907.412489 sec): 3 clusters Score: Raw -3200796.565735 + Penalty 3332.012786 = -3197464.552949 nChanged 15 SP:Iteration 91Q (4907.497295 sec): 3 clusters Score: Raw -3200799.350473 + Penalty 3332.012786 = -3197467.337686 nChanged 14 SP:Iteration 92Q (4907.572684 sec): 3 clusters Score: Raw -3200802.701082 + Penalty 3332.012786 = -3197470.688295 nChanged 17 SP:Iteration 93Q (4907.657682 sec): 3 clusters Score: Raw -3200807.030573 + Penalty 3332.012786 = -3197475.017787 nChanged 18 SP:Iteration 94Q (4907.732006 sec): 3 clusters Score: Raw -3200810.458234 + Penalty 3332.012786 = -3197478.445447 nChanged 14 SP:Iteration 95Q (4907.818202 sec): 3 clusters Score: Raw -3200813.502238 + Penalty 3332.012786 = -3197481.489451 nChanged 16 SP:Iteration 96Q (4907.890698 sec): 3 clusters Score: Raw -3200816.362000 + Penalty 3332.012786 = -3197484.349214 nChanged 13 SP:Iteration 97Q (4907.973278 sec): 3 clusters Score: Raw -3200818.773269 + Penalty 3332.012786 = -3197486.760483 nChanged 13 SP:Iteration 98Q (4908.063702 sec): 3 clusters Score: Raw -3200821.226592 + Penalty 3332.012786 = -3197489.213806 nChanged 10 SP:Iteration 99Q (4908.153406 sec): 3 clusters Score: Raw -3200823.391073 + Penalty 3332.012786 = -3197491.378286 nChanged 9 SP:Iteration 100F (4908.241998 sec): 3 clusters Score: Raw -3200825.300801 + Penalty 3332.012786 = -3197493.288015 nChanged 9 SP:Iteration 101Q (4908.324677 sec): 3 clusters Score: Raw -3200827.824872 + Penalty 3332.012786 = -3197495.812085 nChanged 8 SP:Iteration 102Q (4908.426692 sec): 3 clusters Score: Raw -3200829.209055 + Penalty 3332.012786 = -3197497.196269 nChanged 9 SP:Iteration 103Q (4908.504413 sec): 3 clusters Score: Raw -3200830.784689 + Penalty 3332.012786 = -3197498.771902 nChanged 6 SP:Iteration 104Q (4908.596436 sec): 3 clusters Score: Raw -3200831.790206 + Penalty 3332.012786 = -3197499.777420 nChanged 3 SP:Iteration 105Q (4908.685565 sec): 3 clusters Score: Raw -3200832.389806 + Penalty 3332.012786 = -3197500.377020 nChanged 4 SP:Iteration 106Q (4908.758238 sec): 3 clusters Score: Raw -3200832.988184 + Penalty 3332.012786 = -3197500.975397 nChanged 3 SP:Iteration 107Q (4908.838836 sec): 3 clusters Score: Raw -3200833.442669 + Penalty 3332.012786 = -3197501.429882 nChanged 4 SP:Iteration 108Q (4908.932611 sec): 3 clusters Score: Raw -3200833.947087 + Penalty 3332.012786 = -3197501.934301 nChanged 2 SP:Iteration 109Q (4909.005719 sec): 3 clusters Score: Raw -3200834.331104 + Penalty 3332.012786 = -3197502.318318 nChanged 2 SP:Iteration 110Q (4909.088026 sec): 3 clusters Score: Raw -3200834.745110 + Penalty 3332.012786 = -3197502.732324 nChanged 2 SP:Iteration 111Q (4909.181344 sec): 3 clusters Score: Raw -3200835.144364 + Penalty 3332.012786 = -3197503.131578 nChanged 1 SP:Iteration 112Q (4909.268652 sec): 3 clusters Score: Raw -3200835.220145 + Penalty 3332.012786 = -3197503.207358 nChanged 0 SP:Iteration 113F (4909.350424 sec): 3 clusters Score: Raw -3200835.220145 + Penalty 3332.012786 = -3197503.207358 nChanged 0 Trying to split cluster 30 (13414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4909.401924 sec): 2 clusters Score: Raw -1433202.615649 + Penalty 1544.408810 = -1431658.206839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4909.473571 sec): 3 clusters Score: Raw -1425317.981613 + Penalty 3088.817620 = -1422229.163993 nChanged 6008 SP:Iteration 1F (4909.532230 sec): 3 clusters Score: Raw -1428719.505373 + Penalty 3088.817620 = -1425630.687753 nChanged 932 SP:Iteration 2F (4909.608939 sec): 3 clusters Score: Raw -1429357.575589 + Penalty 3088.817620 = -1426268.757968 nChanged 1063 SP:Iteration 3F (4909.678606 sec): 3 clusters Score: Raw -1430184.672410 + Penalty 3088.817620 = -1427095.854789 nChanged 1072 SP:Iteration 4F (4909.747944 sec): 3 clusters Score: Raw -1431012.710531 + Penalty 3088.817620 = -1427923.892910 nChanged 998 SP:Iteration 5F (4909.812748 sec): 3 clusters Score: Raw -1431771.608021 + Penalty 3088.817620 = -1428682.790400 nChanged 900 SP:Iteration 6F (4909.872771 sec): 3 clusters Score: Raw -1432368.434898 + Penalty 3088.817620 = -1429279.617278 nChanged 624 SP:Iteration 7Q (4909.940077 sec): 3 clusters Score: Raw -1432713.913109 + Penalty 3088.817620 = -1429625.095489 nChanged 413 SP:Iteration 8Q (4910.014118 sec): 3 clusters Score: Raw -1432915.067547 + Penalty 3088.817620 = -1429826.249926 nChanged 307 SP:Iteration 9Q (4910.078202 sec): 3 clusters Score: Raw -1433045.225336 + Penalty 3088.817620 = -1429956.407716 nChanged 232 SP:Iteration 10Q (4910.158314 sec): 3 clusters Score: Raw -1433135.604490 + Penalty 3088.817620 = -1430046.786869 nChanged 196 SP:Iteration 11Q (4910.220754 sec): 3 clusters Score: Raw -1433220.247621 + Penalty 3088.817620 = -1430131.430000 nChanged 184 SP:Iteration 12Q (4910.301364 sec): 3 clusters Score: Raw -1433304.213347 + Penalty 3088.817620 = -1430215.395727 nChanged 189 SP:Iteration 13Q (4910.360171 sec): 3 clusters Score: Raw -1433418.548707 + Penalty 3088.817620 = -1430329.731086 nChanged 183 SP:Iteration 14Q (4910.393955 sec): 3 clusters Score: Raw -1433542.816559 + Penalty 3088.817620 = -1430453.998939 nChanged 174 SP:Iteration 15Q (4910.427886 sec): 3 clusters Score: Raw -1433678.888788 + Penalty 3088.817620 = -1430590.071168 nChanged 166 SP:Iteration 16Q (4910.461482 sec): 3 clusters Score: Raw -1433800.195211 + Penalty 3088.817620 = -1430711.377590 nChanged 144 SP:Iteration 17Q (4910.530152 sec): 3 clusters Score: Raw -1433892.737603 + Penalty 3088.817620 = -1430803.919983 nChanged 127 SP:Iteration 18Q (4910.610818 sec): 3 clusters Score: Raw -1433974.924011 + Penalty 3088.817620 = -1430886.106391 nChanged 114 SP:Iteration 19Q (4910.667164 sec): 3 clusters Score: Raw -1434052.797615 + Penalty 3088.817620 = -1430963.979994 nChanged 87 SP:Iteration 20F (4910.740132 sec): 3 clusters Score: Raw -1434102.996518 + Penalty 3088.817620 = -1431014.178898 nChanged 73 SP:Iteration 21Q (4910.800218 sec): 3 clusters Score: Raw -1434135.000436 + Penalty 3088.817620 = -1431046.182816 nChanged 63 SP:Iteration 22Q (4910.869635 sec): 3 clusters Score: Raw -1434162.430696 + Penalty 3088.817620 = -1431073.613075 nChanged 41 SP:Iteration 23Q (4910.924339 sec): 3 clusters Score: Raw -1434174.305314 + Penalty 3088.817620 = -1431085.487693 nChanged 30 SP:Iteration 24Q (4910.972997 sec): 3 clusters Score: Raw -1434184.097498 + Penalty 3088.817620 = -1431095.279878 nChanged 24 SP:Iteration 25Q (4911.040787 sec): 3 clusters Score: Raw -1434191.731486 + Penalty 3088.817620 = -1431102.913865 nChanged 17 SP:Iteration 26Q (4911.103851 sec): 3 clusters Score: Raw -1434199.104445 + Penalty 3088.817620 = -1431110.286824 nChanged 20 SP:Iteration 27Q (4911.172819 sec): 3 clusters Score: Raw -1434205.814821 + Penalty 3088.817620 = -1431116.997201 nChanged 19 SP:Iteration 28Q (4911.231789 sec): 3 clusters Score: Raw -1434210.203067 + Penalty 3088.817620 = -1431121.385446 nChanged 13 SP:Iteration 29Q (4911.299767 sec): 3 clusters Score: Raw -1434213.814480 + Penalty 3088.817620 = -1431124.996859 nChanged 13 SP:Iteration 30Q (4911.366978 sec): 3 clusters Score: Raw -1434216.252254 + Penalty 3088.817620 = -1431127.434634 nChanged 7 SP:Iteration 31Q (4911.430432 sec): 3 clusters Score: Raw -1434217.726221 + Penalty 3088.817620 = -1431128.908601 nChanged 6 SP:Iteration 32Q (4911.498247 sec): 3 clusters Score: Raw -1434219.039284 + Penalty 3088.817620 = -1431130.221664 nChanged 8 SP:Iteration 33Q (4911.566645 sec): 3 clusters Score: Raw -1434220.678209 + Penalty 3088.817620 = -1431131.860589 nChanged 7 SP:Iteration 34Q (4911.643330 sec): 3 clusters Score: Raw -1434222.016806 + Penalty 3088.817620 = -1431133.199185 nChanged 5 SP:Iteration 35Q (4911.698359 sec): 3 clusters Score: Raw -1434223.207928 + Penalty 3088.817620 = -1431134.390308 nChanged 4 SP:Iteration 36Q (4911.755654 sec): 3 clusters Score: Raw -1434223.962124 + Penalty 3088.817620 = -1431135.144503 nChanged 4 SP:Iteration 37Q (4911.823522 sec): 3 clusters Score: Raw -1434225.058032 + Penalty 3088.817620 = -1431136.240412 nChanged 2 SP:Iteration 38Q (4911.884313 sec): 3 clusters Score: Raw -1434225.418768 + Penalty 3088.817620 = -1431136.601147 nChanged 1 SP:Iteration 39Q (4911.946132 sec): 3 clusters Score: Raw -1434225.546008 + Penalty 3088.817620 = -1431136.728388 nChanged 2 SP:Iteration 40F (4912.013655 sec): 3 clusters Score: Raw -1434225.877349 + Penalty 3088.817620 = -1431137.059729 nChanged 4 SP:Iteration 41Q (4912.076038 sec): 3 clusters Score: Raw -1434226.380091 + Penalty 3088.817620 = -1431137.562471 nChanged 1 SP:Iteration 42Q (4912.138567 sec): 3 clusters Score: Raw -1434226.465843 + Penalty 3088.817620 = -1431137.648223 nChanged 1 SP:Iteration 43Q (4912.200834 sec): 3 clusters Score: Raw -1434226.569869 + Penalty 3088.817620 = -1431137.752249 nChanged 0 SP:Iteration 44F (4912.266026 sec): 3 clusters Score: Raw -1434226.569869 + Penalty 3088.817620 = -1431137.752249 nChanged 0 Iteration 179Q (4918.417435 sec): 31 clusters Score: Raw -82213382.041658 + Penalty 65931.319299 = -82147450.722359 nChanged 153 Iteration 180F (4932.007930 sec): 31 clusters Score: Raw -82213387.991758 + Penalty 65931.319299 = -82147456.672459 nChanged 126 Iteration 181Q (4938.116601 sec): 31 clusters Score: Raw -82213393.305610 + Penalty 65931.319299 = -82147461.986312 nChanged 122 Iteration 182Q (4944.367745 sec): 31 clusters Score: Raw -82213397.047169 + Penalty 65931.319299 = -82147465.727870 nChanged 106 Iteration 183Q (4950.524593 sec): 31 clusters Score: Raw -82213400.991634 + Penalty 65931.319299 = -82147469.672335 nChanged 113 Iteration 184Q (4956.717550 sec): 31 clusters Score: Raw -82213404.917942 + Penalty 65931.319299 = -82147473.598643 nChanged 114 Iteration 185Q (4962.931382 sec): 31 clusters Score: Raw -82213408.942094 + Penalty 65931.319299 = -82147477.622796 nChanged 110 Iteration 186Q (4969.032311 sec): 31 clusters Score: Raw -82213412.283440 + Penalty 65931.319299 = -82147480.964141 nChanged 102 Iteration 187Q (4975.146432 sec): 31 clusters Score: Raw -82213414.878531 + Penalty 65931.319299 = -82147483.559232 nChanged 85 Iteration 188Q (4981.092792 sec): 31 clusters Score: Raw -82213416.983834 + Penalty 65931.319299 = -82147485.664535 nChanged 83 Iteration 189Q (4986.952408 sec): 31 clusters Score: Raw -82213418.897871 + Penalty 65931.319299 = -82147487.578572 nChanged 84 Iteration 190Q (4993.064634 sec): 31 clusters Score: Raw -82213421.158761 + Penalty 65931.319299 = -82147489.839462 nChanged 89 Iteration 191Q (4999.114674 sec): 31 clusters Score: Raw -82213423.477033 + Penalty 65931.319299 = -82147492.157734 nChanged 74 Iteration 192Q (5004.780101 sec): 31 clusters Score: Raw -82213425.351288 + Penalty 65931.319299 = -82147494.031989 nChanged 74 Iteration 193Q (5010.710509 sec): 31 clusters Score: Raw -82213427.042676 + Penalty 65931.319299 = -82147495.723377 nChanged 67 Iteration 194Q (5016.530300 sec): 31 clusters Score: Raw -82213428.627746 + Penalty 65931.319299 = -82147497.308447 nChanged 65 Iteration 195Q (5022.466553 sec): 31 clusters Score: Raw -82213430.340127 + Penalty 65931.319299 = -82147499.020828 nChanged 57 Iteration 196Q (5028.330819 sec): 31 clusters Score: Raw -82213432.011092 + Penalty 65931.319299 = -82147500.691794 nChanged 55 Iteration 197Q (5034.324743 sec): 31 clusters Score: Raw -82213433.194122 + Penalty 65931.319299 = -82147501.874823 nChanged 60 Iteration 198Q (5040.107596 sec): 31 clusters Score: Raw -82213434.444558 + Penalty 65931.319299 = -82147503.125260 nChanged 50 Iteration 199Q (5046.099885 sec): 31 clusters Score: Raw -82213435.327003 + Penalty 65931.319299 = -82147504.007704 nChanged 42 Iteration 200F (5059.495941 sec): 31 clusters Score: Raw -82213436.129618 + Penalty 65931.319299 = -82147504.810319 nChanged 30 Iteration 201Q (5065.378619 sec): 31 clusters Score: Raw -82213436.763675 + Penalty 65931.319299 = -82147505.444376 nChanged 33 Iteration 202Q (5071.267195 sec): 31 clusters Score: Raw -82213437.379753 + Penalty 65931.319299 = -82147506.060454 nChanged 33 Iteration 203Q (5077.356398 sec): 31 clusters Score: Raw -82213437.906445 + Penalty 65931.319299 = -82147506.587146 nChanged 38 Iteration 204Q (5083.421155 sec): 31 clusters Score: Raw -82213438.574143 + Penalty 65931.319299 = -82147507.254844 nChanged 41 Iteration 205Q (5089.237488 sec): 31 clusters Score: Raw -82213439.515344 + Penalty 65931.319299 = -82147508.196046 nChanged 38 Iteration 206Q (5095.228797 sec): 31 clusters Score: Raw -82213440.612073 + Penalty 65931.319299 = -82147509.292774 nChanged 36 Iteration 207Q (5101.082397 sec): 31 clusters Score: Raw -82213441.624968 + Penalty 65931.319299 = -82147510.305669 nChanged 39 Iteration 208Q (5106.793593 sec): 31 clusters Score: Raw -82213442.653590 + Penalty 65931.319299 = -82147511.334291 nChanged 58 Iteration 209Q (5112.758809 sec): 31 clusters Score: Raw -82213444.276849 + Penalty 65931.319299 = -82147512.957550 nChanged 67 Iteration 210Q (5118.811922 sec): 31 clusters Score: Raw -82213446.698559 + Penalty 65931.319299 = -82147515.379260 nChanged 73 Iteration 211Q (5124.939689 sec): 31 clusters Score: Raw -82213450.492858 + Penalty 65931.319299 = -82147519.173559 nChanged 79 Iteration 212Q (5131.077845 sec): 31 clusters Score: Raw -82213455.054582 + Penalty 65931.319299 = -82147523.735283 nChanged 96 Iteration 213Q (5137.174505 sec): 31 clusters Score: Raw -82213461.077663 + Penalty 65931.319299 = -82147529.758364 nChanged 116 Iteration 214Q (5143.143012 sec): 31 clusters Score: Raw -82213467.014106 + Penalty 65931.319299 = -82147535.694807 nChanged 138 Iteration 215Q (5149.135279 sec): 31 clusters Score: Raw -82213475.785702 + Penalty 65931.319299 = -82147544.466403 nChanged 149 Iteration 216Q (5155.063220 sec): 31 clusters Score: Raw -82213483.984075 + Penalty 65931.319299 = -82147552.664776 nChanged 130 Iteration 217Q (5161.242138 sec): 31 clusters Score: Raw -82213490.501366 + Penalty 65931.319299 = -82147559.182067 nChanged 126 Iteration 218Q (5167.456248 sec): 31 clusters Score: Raw -82213498.723046 + Penalty 65931.319299 = -82147567.403747 nChanged 156 Writing temp clu file Because OldScore, -82147559.182067, is greater than current (better) Score,-82147567.403747 Compute initial score before splitting: Score: Raw -82213498.723046 + Penalty 65931.319299 = -82147567.403747 Trying to split cluster 1 (5617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5167.653006 sec): 2 clusters Score: Raw -617489.616230 + Penalty 1402.952361 = -616086.663869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5167.716036 sec): 3 clusters Score: Raw -614628.722910 + Penalty 2805.904723 = -611822.818188 nChanged 2294 SP:Iteration 1F (5167.765052 sec): 3 clusters Score: Raw -615880.511054 + Penalty 2805.904723 = -613074.606331 nChanged 399 SP:Iteration 2F (5167.807900 sec): 3 clusters Score: Raw -616097.096144 + Penalty 2805.904723 = -613291.191421 nChanged 288 SP:Iteration 3F (5167.860335 sec): 3 clusters Score: Raw -616231.798741 + Penalty 2805.904723 = -613425.894018 nChanged 223 SP:Iteration 4Q (5167.916906 sec): 3 clusters Score: Raw -616321.429979 + Penalty 2805.904723 = -613515.525257 nChanged 212 SP:Iteration 5Q (5167.962595 sec): 3 clusters Score: Raw -616409.528777 + Penalty 2805.904723 = -613603.624054 nChanged 180 SP:Iteration 6Q (5168.017467 sec): 3 clusters Score: Raw -616489.377863 + Penalty 2805.904723 = -613683.473140 nChanged 173 SP:Iteration 7Q (5168.071077 sec): 3 clusters Score: Raw -616566.586712 + Penalty 2805.904723 = -613760.681990 nChanged 159 SP:Iteration 8Q (5168.122772 sec): 3 clusters Score: Raw -616642.210690 + Penalty 2805.904723 = -613836.305967 nChanged 187 SP:Iteration 9Q (5168.178914 sec): 3 clusters Score: Raw -616732.859816 + Penalty 2805.904723 = -613926.955093 nChanged 178 SP:Iteration 10Q (5168.235505 sec): 3 clusters Score: Raw -616832.083889 + Penalty 2805.904723 = -614026.179167 nChanged 186 SP:Iteration 11Q (5168.273920 sec): 3 clusters Score: Raw -616944.918565 + Penalty 2805.904723 = -614139.013843 nChanged 192 SP:Iteration 12Q (5168.321480 sec): 3 clusters Score: Raw -617067.424438 + Penalty 2805.904723 = -614261.519715 nChanged 183 SP:Iteration 13Q (5168.375512 sec): 3 clusters Score: Raw -617191.569293 + Penalty 2805.904723 = -614385.664571 nChanged 179 SP:Iteration 14Q (5168.431062 sec): 3 clusters Score: Raw -617317.459481 + Penalty 2805.904723 = -614511.554758 nChanged 143 SP:Iteration 15Q (5168.497143 sec): 3 clusters Score: Raw -617424.876248 + Penalty 2805.904723 = -614618.971525 nChanged 120 SP:Iteration 16Q (5168.552224 sec): 3 clusters Score: Raw -617521.516350 + Penalty 2805.904723 = -614715.611628 nChanged 99 SP:Iteration 17Q (5168.595055 sec): 3 clusters Score: Raw -617602.856091 + Penalty 2805.904723 = -614796.951369 nChanged 67 SP:Iteration 18Q (5168.660455 sec): 3 clusters Score: Raw -617655.691572 + Penalty 2805.904723 = -614849.786849 nChanged 48 SP:Iteration 19Q (5168.717056 sec): 3 clusters Score: Raw -617696.770998 + Penalty 2805.904723 = -614890.866276 nChanged 42 SP:Iteration 20F (5168.761388 sec): 3 clusters Score: Raw -617728.591945 + Penalty 2805.904723 = -614922.687223 nChanged 26 SP:Iteration 21Q (5168.823707 sec): 3 clusters Score: Raw -617746.154457 + Penalty 2805.904723 = -614940.249735 nChanged 16 SP:Iteration 22Q (5168.865306 sec): 3 clusters Score: Raw -617757.808758 + Penalty 2805.904723 = -614951.904035 nChanged 11 SP:Iteration 23Q (5168.922668 sec): 3 clusters Score: Raw -617768.193780 + Penalty 2805.904723 = -614962.289057 nChanged 14 SP:Iteration 24Q (5168.978546 sec): 3 clusters Score: Raw -617781.315381 + Penalty 2805.904723 = -614975.410658 nChanged 14 SP:Iteration 25Q (5169.039151 sec): 3 clusters Score: Raw -617795.682900 + Penalty 2805.904723 = -614989.778177 nChanged 14 SP:Iteration 26Q (5169.079223 sec): 3 clusters Score: Raw -617810.168384 + Penalty 2805.904723 = -615004.263661 nChanged 7 SP:Iteration 27Q (5169.129682 sec): 3 clusters Score: Raw -617817.892845 + Penalty 2805.904723 = -615011.988122 nChanged 5 SP:Iteration 28Q (5169.178558 sec): 3 clusters Score: Raw -617824.658720 + Penalty 2805.904723 = -615018.753997 nChanged 4 SP:Iteration 29Q (5169.225053 sec): 3 clusters Score: Raw -617831.792014 + Penalty 2805.904723 = -615025.887292 nChanged 5 SP:Iteration 30Q (5169.274539 sec): 3 clusters Score: Raw -617839.110677 + Penalty 2805.904723 = -615033.205954 nChanged 5 SP:Iteration 31Q (5169.324441 sec): 3 clusters Score: Raw -617845.056295 + Penalty 2805.904723 = -615039.151572 nChanged 4 SP:Iteration 32Q (5169.374277 sec): 3 clusters Score: Raw -617847.204096 + Penalty 2805.904723 = -615041.299373 nChanged 1 SP:Iteration 33Q (5169.431271 sec): 3 clusters Score: Raw -617847.556288 + Penalty 2805.904723 = -615041.651565 nChanged 0 SP:Iteration 34F (5169.476662 sec): 3 clusters Score: Raw -617847.556288 + Penalty 2805.904723 = -615041.651565 nChanged 0 Trying to split cluster 2 (5910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5169.507888 sec): 2 clusters Score: Raw -657710.048143 + Penalty 1411.215180 = -656298.832962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5169.566198 sec): 3 clusters Score: Raw -654583.750440 + Penalty 2822.430361 = -651761.320079 nChanged 2432 SP:Iteration 1F (5169.623577 sec): 3 clusters Score: Raw -655826.194461 + Penalty 2822.430361 = -653003.764100 nChanged 398 SP:Iteration 2F (5169.680850 sec): 3 clusters Score: Raw -656053.429547 + Penalty 2822.430361 = -653230.999186 nChanged 356 SP:Iteration 3F (5169.736746 sec): 3 clusters Score: Raw -656268.510757 + Penalty 2822.430361 = -653446.080396 nChanged 327 SP:Iteration 4F (5169.787651 sec): 3 clusters Score: Raw -656500.844168 + Penalty 2822.430361 = -653678.413807 nChanged 319 SP:Iteration 5F (5169.833226 sec): 3 clusters Score: Raw -656736.081251 + Penalty 2822.430361 = -653913.650890 nChanged 324 SP:Iteration 6F (5169.878244 sec): 3 clusters Score: Raw -656988.040328 + Penalty 2822.430361 = -654165.609967 nChanged 301 SP:Iteration 7F (5169.939732 sec): 3 clusters Score: Raw -657232.425186 + Penalty 2822.430361 = -654409.994825 nChanged 301 SP:Iteration 8F (5169.979167 sec): 3 clusters Score: Raw -657459.980797 + Penalty 2822.430361 = -654637.550436 nChanged 294 SP:Iteration 9Q (5170.033992 sec): 3 clusters Score: Raw -657636.905496 + Penalty 2822.430361 = -654814.475135 nChanged 215 SP:Iteration 10Q (5170.079859 sec): 3 clusters Score: Raw -657762.191735 + Penalty 2822.430361 = -654939.761374 nChanged 169 SP:Iteration 11Q (5170.132273 sec): 3 clusters Score: Raw -657846.015834 + Penalty 2822.430361 = -655023.585473 nChanged 115 SP:Iteration 12Q (5170.189051 sec): 3 clusters Score: Raw -657894.786824 + Penalty 2822.430361 = -655072.356463 nChanged 106 SP:Iteration 13Q (5170.246573 sec): 3 clusters Score: Raw -657950.732676 + Penalty 2822.430361 = -655128.302315 nChanged 102 SP:Iteration 14Q (5170.312329 sec): 3 clusters Score: Raw -657994.525074 + Penalty 2822.430361 = -655172.094713 nChanged 95 SP:Iteration 15Q (5170.361118 sec): 3 clusters Score: Raw -658035.494895 + Penalty 2822.430361 = -655213.064535 nChanged 89 SP:Iteration 16Q (5170.420812 sec): 3 clusters Score: Raw -658084.100509 + Penalty 2822.430361 = -655261.670148 nChanged 97 SP:Iteration 17Q (5170.468692 sec): 3 clusters Score: Raw -658160.342372 + Penalty 2822.430361 = -655337.912011 nChanged 118 SP:Iteration 18Q (5170.537303 sec): 3 clusters Score: Raw -658234.286511 + Penalty 2822.430361 = -655411.856150 nChanged 112 SP:Iteration 19Q (5170.579402 sec): 3 clusters Score: Raw -658312.482724 + Penalty 2822.430361 = -655490.052363 nChanged 123 SP:Iteration 20F (5170.622347 sec): 3 clusters Score: Raw -658387.132904 + Penalty 2822.430361 = -655564.702544 nChanged 98 SP:Iteration 21Q (5170.680672 sec): 3 clusters Score: Raw -658441.158926 + Penalty 2822.430361 = -655618.728565 nChanged 95 SP:Iteration 22Q (5170.738044 sec): 3 clusters Score: Raw -658493.315787 + Penalty 2822.430361 = -655670.885426 nChanged 87 SP:Iteration 23Q (5170.780093 sec): 3 clusters Score: Raw -658544.081926 + Penalty 2822.430361 = -655721.651565 nChanged 84 SP:Iteration 24Q (5170.824005 sec): 3 clusters Score: Raw -658595.931457 + Penalty 2822.430361 = -655773.501096 nChanged 81 SP:Iteration 25Q (5170.880157 sec): 3 clusters Score: Raw -658652.892377 + Penalty 2822.430361 = -655830.462016 nChanged 77 SP:Iteration 26Q (5170.934713 sec): 3 clusters Score: Raw -658720.711521 + Penalty 2822.430361 = -655898.281160 nChanged 87 SP:Iteration 27Q (5170.996899 sec): 3 clusters Score: Raw -658805.697349 + Penalty 2822.430361 = -655983.266988 nChanged 88 SP:Iteration 28Q (5171.038542 sec): 3 clusters Score: Raw -658873.352765 + Penalty 2822.430361 = -656050.922404 nChanged 88 SP:Iteration 29Q (5171.089327 sec): 3 clusters Score: Raw -658937.653570 + Penalty 2822.430361 = -656115.223209 nChanged 71 SP:Iteration 30Q (5171.141640 sec): 3 clusters Score: Raw -658969.707949 + Penalty 2822.430361 = -656147.277588 nChanged 45 SP:Iteration 31Q (5171.198951 sec): 3 clusters Score: Raw -658982.767835 + Penalty 2822.430361 = -656160.337474 nChanged 23 SP:Iteration 32Q (5171.256761 sec): 3 clusters Score: Raw -658988.486918 + Penalty 2822.430361 = -656166.056558 nChanged 19 SP:Iteration 33Q (5171.303569 sec): 3 clusters Score: Raw -658993.904784 + Penalty 2822.430361 = -656171.474423 nChanged 14 SP:Iteration 34Q (5171.352875 sec): 3 clusters Score: Raw -658997.079209 + Penalty 2822.430361 = -656174.648849 nChanged 13 SP:Iteration 35Q (5171.412699 sec): 3 clusters Score: Raw -658999.700933 + Penalty 2822.430361 = -656177.270572 nChanged 5 SP:Iteration 36Q (5171.457594 sec): 3 clusters Score: Raw -659000.515446 + Penalty 2822.430361 = -656178.085085 nChanged 2 SP:Iteration 37Q (5171.513393 sec): 3 clusters Score: Raw -659000.731678 + Penalty 2822.430361 = -656178.301317 nChanged 1 SP:Iteration 38Q (5171.562374 sec): 3 clusters Score: Raw -659000.860035 + Penalty 2822.430361 = -656178.429674 nChanged 3 SP:Iteration 39Q (5171.615357 sec): 3 clusters Score: Raw -659001.767490 + Penalty 2822.430361 = -656179.337130 nChanged 5 SP:Iteration 40F (5171.666935 sec): 3 clusters Score: Raw -659002.654302 + Penalty 2822.430361 = -656180.223942 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5171.685055 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5171.730822 sec): 3 clusters Score: Raw -215962.592719 + Penalty 2436.952658 = -213525.640061 nChanged 616 SP:Iteration 1F (5171.777102 sec): 3 clusters Score: Raw -216469.473952 + Penalty 2436.952658 = -214032.521294 nChanged 151 SP:Iteration 2F (5171.815267 sec): 3 clusters Score: Raw -216659.678088 + Penalty 2436.952658 = -214222.725430 nChanged 119 SP:Iteration 3F (5171.858560 sec): 3 clusters Score: Raw -216817.556206 + Penalty 2436.952658 = -214380.603548 nChanged 95 SP:Iteration 4F (5171.900221 sec): 3 clusters Score: Raw -216931.427413 + Penalty 2436.952658 = -214494.474755 nChanged 80 SP:Iteration 5Q (5171.949984 sec): 3 clusters Score: Raw -217024.139055 + Penalty 2436.952658 = -214587.186397 nChanged 53 SP:Iteration 6Q (5172.001067 sec): 3 clusters Score: Raw -217093.466728 + Penalty 2436.952658 = -214656.514070 nChanged 51 SP:Iteration 7Q (5172.044650 sec): 3 clusters Score: Raw -217145.923121 + Penalty 2436.952658 = -214708.970463 nChanged 43 SP:Iteration 8Q (5172.080612 sec): 3 clusters Score: Raw -217191.163588 + Penalty 2436.952658 = -214754.210930 nChanged 39 SP:Iteration 9Q (5172.123396 sec): 3 clusters Score: Raw -217227.833007 + Penalty 2436.952658 = -214790.880349 nChanged 30 SP:Iteration 10Q (5172.170367 sec): 3 clusters Score: Raw -217256.437011 + Penalty 2436.952658 = -214819.484353 nChanged 14 SP:Iteration 11Q (5172.220790 sec): 3 clusters Score: Raw -217270.827377 + Penalty 2436.952658 = -214833.874719 nChanged 19 SP:Iteration 12Q (5172.266401 sec): 3 clusters Score: Raw -217286.637489 + Penalty 2436.952658 = -214849.684831 nChanged 15 SP:Iteration 13Q (5172.317076 sec): 3 clusters Score: Raw -217298.617383 + Penalty 2436.952658 = -214861.664725 nChanged 10 SP:Iteration 14Q (5172.355839 sec): 3 clusters Score: Raw -217305.688112 + Penalty 2436.952658 = -214868.735454 nChanged 5 SP:Iteration 15Q (5172.406716 sec): 3 clusters Score: Raw -217309.175256 + Penalty 2436.952658 = -214872.222598 nChanged 4 SP:Iteration 16Q (5172.463643 sec): 3 clusters Score: Raw -217310.794985 + Penalty 2436.952658 = -214873.842327 nChanged 3 SP:Iteration 17Q (5172.499017 sec): 3 clusters Score: Raw -217312.641191 + Penalty 2436.952658 = -214875.688533 nChanged 5 SP:Iteration 18Q (5172.541800 sec): 3 clusters Score: Raw -217315.518267 + Penalty 2436.952658 = -214878.565609 nChanged 9 SP:Iteration 19Q (5172.596948 sec): 3 clusters Score: Raw -217320.148245 + Penalty 2436.952658 = -214883.195587 nChanged 8 SP:Iteration 20F (5172.635427 sec): 3 clusters Score: Raw -217323.645220 + Penalty 2436.952658 = -214886.692562 nChanged 3 SP:Iteration 21Q (5172.686382 sec): 3 clusters Score: Raw -217326.537109 + Penalty 2436.952658 = -214889.584451 nChanged 3 SP:Iteration 22Q (5172.737368 sec): 3 clusters Score: Raw -217330.949932 + Penalty 2436.952658 = -214893.997274 nChanged 5 SP:Iteration 23Q (5172.795654 sec): 3 clusters Score: Raw -217335.815919 + Penalty 2436.952658 = -214898.863261 nChanged 12 SP:Iteration 24Q (5172.833446 sec): 3 clusters Score: Raw -217346.382338 + Penalty 2436.952658 = -214909.429680 nChanged 12 SP:Iteration 25Q (5172.877975 sec): 3 clusters Score: Raw -217356.008205 + Penalty 2436.952658 = -214919.055547 nChanged 9 SP:Iteration 26Q (5172.921104 sec): 3 clusters Score: Raw -217362.384496 + Penalty 2436.952658 = -214925.431838 nChanged 8 SP:Iteration 27Q (5172.964632 sec): 3 clusters Score: Raw -217367.167872 + Penalty 2436.952658 = -214930.215214 nChanged 5 SP:Iteration 28Q (5173.009721 sec): 3 clusters Score: Raw -217372.076301 + Penalty 2436.952658 = -214935.123643 nChanged 4 SP:Iteration 29Q (5173.052968 sec): 3 clusters Score: Raw -217376.681676 + Penalty 2436.952658 = -214939.729018 nChanged 7 SP:Iteration 30Q (5173.102268 sec): 3 clusters Score: Raw -217381.241714 + Penalty 2436.952658 = -214944.289056 nChanged 2 SP:Iteration 31Q (5173.139873 sec): 3 clusters Score: Raw -217381.865691 + Penalty 2436.952658 = -214944.913033 nChanged 1 SP:Iteration 32Q (5173.184200 sec): 3 clusters Score: Raw -217382.338377 + Penalty 2436.952658 = -214945.385719 nChanged 0 SP:Iteration 33F (5173.235414 sec): 3 clusters Score: Raw -217382.338377 + Penalty 2436.952658 = -214945.385719 nChanged 0 Trying to split cluster 4 (17066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5173.291565 sec): 2 clusters Score: Raw -1838624.805772 + Penalty 1583.537062 = -1837041.268710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5173.356496 sec): 3 clusters Score: Raw -1828566.099907 + Penalty 3167.074124 = -1825399.025782 nChanged 7636 SP:Iteration 1F (5173.434120 sec): 3 clusters Score: Raw -1833426.402729 + Penalty 3167.074124 = -1830259.328605 nChanged 1353 SP:Iteration 2F (5173.506039 sec): 3 clusters Score: Raw -1834281.378683 + Penalty 3167.074124 = -1831114.304558 nChanged 1235 SP:Iteration 3F (5173.575660 sec): 3 clusters Score: Raw -1835014.272442 + Penalty 3167.074124 = -1831847.198318 nChanged 1127 SP:Iteration 4F (5173.643957 sec): 3 clusters Score: Raw -1835664.856106 + Penalty 3167.074124 = -1832497.781981 nChanged 996 SP:Iteration 5F (5173.706490 sec): 3 clusters Score: Raw -1836244.046310 + Penalty 3167.074124 = -1833076.972185 nChanged 876 SP:Iteration 6F (5173.773195 sec): 3 clusters Score: Raw -1836808.121154 + Penalty 3167.074124 = -1833641.047030 nChanged 797 SP:Iteration 7Q (5173.846682 sec): 3 clusters Score: Raw -1837344.086684 + Penalty 3167.074124 = -1834177.012560 nChanged 701 SP:Iteration 8Q (5173.928132 sec): 3 clusters Score: Raw -1837819.833168 + Penalty 3167.074124 = -1834652.759044 nChanged 542 SP:Iteration 9Q (5173.992575 sec): 3 clusters Score: Raw -1838147.088833 + Penalty 3167.074124 = -1834980.014708 nChanged 429 SP:Iteration 10Q (5174.061450 sec): 3 clusters Score: Raw -1838416.402912 + Penalty 3167.074124 = -1835249.328788 nChanged 373 SP:Iteration 11Q (5174.137346 sec): 3 clusters Score: Raw -1838620.996267 + Penalty 3167.074124 = -1835453.922143 nChanged 269 SP:Iteration 12Q (5174.202134 sec): 3 clusters Score: Raw -1838766.307191 + Penalty 3167.074124 = -1835599.233067 nChanged 259 SP:Iteration 13Q (5174.270080 sec): 3 clusters Score: Raw -1838885.728412 + Penalty 3167.074124 = -1835718.654287 nChanged 177 SP:Iteration 14Q (5174.326343 sec): 3 clusters Score: Raw -1838953.403163 + Penalty 3167.074124 = -1835786.329038 nChanged 142 SP:Iteration 15Q (5174.389990 sec): 3 clusters Score: Raw -1838995.867883 + Penalty 3167.074124 = -1835828.793759 nChanged 98 SP:Iteration 16Q (5174.461621 sec): 3 clusters Score: Raw -1839023.782720 + Penalty 3167.074124 = -1835856.708596 nChanged 96 SP:Iteration 17Q (5174.531060 sec): 3 clusters Score: Raw -1839044.187180 + Penalty 3167.074124 = -1835877.113056 nChanged 71 SP:Iteration 18Q (5174.596372 sec): 3 clusters Score: Raw -1839064.222406 + Penalty 3167.074124 = -1835897.148281 nChanged 68 SP:Iteration 19Q (5174.660216 sec): 3 clusters Score: Raw -1839083.824538 + Penalty 3167.074124 = -1835916.750414 nChanged 82 SP:Iteration 20F (5174.736876 sec): 3 clusters Score: Raw -1839109.646904 + Penalty 3167.074124 = -1835942.572780 nChanged 95 SP:Iteration 21Q (5174.806668 sec): 3 clusters Score: Raw -1839142.636260 + Penalty 3167.074124 = -1835975.562136 nChanged 106 SP:Iteration 22Q (5174.882090 sec): 3 clusters Score: Raw -1839179.905260 + Penalty 3167.074124 = -1836012.831136 nChanged 104 SP:Iteration 23Q (5174.938287 sec): 3 clusters Score: Raw -1839218.445052 + Penalty 3167.074124 = -1836051.370928 nChanged 102 SP:Iteration 24Q (5175.000831 sec): 3 clusters Score: Raw -1839259.482680 + Penalty 3167.074124 = -1836092.408556 nChanged 103 SP:Iteration 25Q (5175.077663 sec): 3 clusters Score: Raw -1839305.411709 + Penalty 3167.074124 = -1836138.337585 nChanged 90 SP:Iteration 26Q (5175.141873 sec): 3 clusters Score: Raw -1839335.472999 + Penalty 3167.074124 = -1836168.398874 nChanged 73 SP:Iteration 27Q (5175.208916 sec): 3 clusters Score: Raw -1839356.830835 + Penalty 3167.074124 = -1836189.756711 nChanged 57 SP:Iteration 28Q (5175.264292 sec): 3 clusters Score: Raw -1839369.328809 + Penalty 3167.074124 = -1836202.254685 nChanged 40 SP:Iteration 29Q (5175.335475 sec): 3 clusters Score: Raw -1839378.710583 + Penalty 3167.074124 = -1836211.636459 nChanged 32 SP:Iteration 30Q (5175.401235 sec): 3 clusters Score: Raw -1839385.462514 + Penalty 3167.074124 = -1836218.388390 nChanged 28 SP:Iteration 31Q (5175.470395 sec): 3 clusters Score: Raw -1839392.100759 + Penalty 3167.074124 = -1836225.026635 nChanged 36 SP:Iteration 32Q (5175.546754 sec): 3 clusters Score: Raw -1839400.008412 + Penalty 3167.074124 = -1836232.934288 nChanged 28 SP:Iteration 33Q (5175.609645 sec): 3 clusters Score: Raw -1839406.558241 + Penalty 3167.074124 = -1836239.484117 nChanged 34 SP:Iteration 34Q (5175.665621 sec): 3 clusters Score: Raw -1839416.478729 + Penalty 3167.074124 = -1836249.404605 nChanged 41 SP:Iteration 35Q (5175.734522 sec): 3 clusters Score: Raw -1839427.285457 + Penalty 3167.074124 = -1836260.211333 nChanged 42 SP:Iteration 36Q (5175.801722 sec): 3 clusters Score: Raw -1839435.004400 + Penalty 3167.074124 = -1836267.930276 nChanged 29 SP:Iteration 37Q (5175.845442 sec): 3 clusters Score: Raw -1839440.501616 + Penalty 3167.074124 = -1836273.427492 nChanged 19 SP:Iteration 38Q (5175.918613 sec): 3 clusters Score: Raw -1839445.315833 + Penalty 3167.074124 = -1836278.241709 nChanged 27 SP:Iteration 39Q (5175.991009 sec): 3 clusters Score: Raw -1839452.913615 + Penalty 3167.074124 = -1836285.839491 nChanged 29 SP:Iteration 40F (5176.054944 sec): 3 clusters Score: Raw -1839460.216352 + Penalty 3167.074124 = -1836293.142228 nChanged 22 SP:Iteration 41Q (5176.125209 sec): 3 clusters Score: Raw -1839464.541155 + Penalty 3167.074124 = -1836297.467031 nChanged 27 SP:Iteration 42Q (5176.189319 sec): 3 clusters Score: Raw -1839469.967450 + Penalty 3167.074124 = -1836302.893326 nChanged 28 SP:Iteration 43Q (5176.267400 sec): 3 clusters Score: Raw -1839475.839813 + Penalty 3167.074124 = -1836308.765688 nChanged 24 SP:Iteration 44Q (5176.332488 sec): 3 clusters Score: Raw -1839481.280387 + Penalty 3167.074124 = -1836314.206263 nChanged 22 SP:Iteration 45Q (5176.394112 sec): 3 clusters Score: Raw -1839485.303555 + Penalty 3167.074124 = -1836318.229430 nChanged 24 SP:Iteration 46Q (5176.458231 sec): 3 clusters Score: Raw -1839490.472545 + Penalty 3167.074124 = -1836323.398421 nChanged 18 SP:Iteration 47Q (5176.525137 sec): 3 clusters Score: Raw -1839494.035365 + Penalty 3167.074124 = -1836326.961241 nChanged 21 SP:Iteration 48Q (5176.599662 sec): 3 clusters Score: Raw -1839500.483450 + Penalty 3167.074124 = -1836333.409325 nChanged 25 SP:Iteration 49Q (5176.665744 sec): 3 clusters Score: Raw -1839506.424847 + Penalty 3167.074124 = -1836339.350722 nChanged 18 SP:Iteration 50Q (5176.735781 sec): 3 clusters Score: Raw -1839509.453645 + Penalty 3167.074124 = -1836342.379520 nChanged 12 SP:Iteration 51Q (5176.790452 sec): 3 clusters Score: Raw -1839511.961150 + Penalty 3167.074124 = -1836344.887026 nChanged 8 SP:Iteration 52Q (5176.855329 sec): 3 clusters Score: Raw -1839515.824011 + Penalty 3167.074124 = -1836348.749887 nChanged 15 SP:Iteration 53Q (5176.925770 sec): 3 clusters Score: Raw -1839520.440619 + Penalty 3167.074124 = -1836353.366495 nChanged 17 SP:Iteration 54Q (5176.990831 sec): 3 clusters Score: Raw -1839525.018184 + Penalty 3167.074124 = -1836357.944059 nChanged 12 SP:Iteration 55Q (5177.049767 sec): 3 clusters Score: Raw -1839527.283378 + Penalty 3167.074124 = -1836360.209254 nChanged 9 SP:Iteration 56Q (5177.117526 sec): 3 clusters Score: Raw -1839528.791703 + Penalty 3167.074124 = -1836361.717578 nChanged 5 SP:Iteration 57Q (5177.184371 sec): 3 clusters Score: Raw -1839530.536630 + Penalty 3167.074124 = -1836363.462506 nChanged 7 SP:Iteration 58Q (5177.241245 sec): 3 clusters Score: Raw -1839531.874273 + Penalty 3167.074124 = -1836364.800148 nChanged 8 SP:Iteration 59Q (5177.312360 sec): 3 clusters Score: Raw -1839532.907254 + Penalty 3167.074124 = -1836365.833130 nChanged 10 SP:Iteration 60F (5177.378703 sec): 3 clusters Score: Raw -1839534.792771 + Penalty 3167.074124 = -1836367.718647 nChanged 8 SP:Iteration 61Q (5177.450665 sec): 3 clusters Score: Raw -1839537.348036 + Penalty 3167.074124 = -1836370.273912 nChanged 13 SP:Iteration 62Q (5177.511598 sec): 3 clusters Score: Raw -1839545.716074 + Penalty 3167.074124 = -1836378.641950 nChanged 13 SP:Iteration 63Q (5177.581424 sec): 3 clusters Score: Raw -1839549.627291 + Penalty 3167.074124 = -1836382.553167 nChanged 13 SP:Iteration 64Q (5177.659926 sec): 3 clusters Score: Raw -1839553.053172 + Penalty 3167.074124 = -1836385.979048 nChanged 18 SP:Iteration 65Q (5177.728930 sec): 3 clusters Score: Raw -1839556.683931 + Penalty 3167.074124 = -1836389.609807 nChanged 10 SP:Iteration 66Q (5177.796677 sec): 3 clusters Score: Raw -1839558.961342 + Penalty 3167.074124 = -1836391.887218 nChanged 13 SP:Iteration 67Q (5177.847893 sec): 3 clusters Score: Raw -1839560.809801 + Penalty 3167.074124 = -1836393.735677 nChanged 7 SP:Iteration 68Q (5177.919816 sec): 3 clusters Score: Raw -1839561.769024 + Penalty 3167.074124 = -1836394.694900 nChanged 7 SP:Iteration 69Q (5177.994797 sec): 3 clusters Score: Raw -1839562.515745 + Penalty 3167.074124 = -1836395.441621 nChanged 5 SP:Iteration 70Q (5178.055377 sec): 3 clusters Score: Raw -1839563.127771 + Penalty 3167.074124 = -1836396.053647 nChanged 6 SP:Iteration 71Q (5178.127262 sec): 3 clusters Score: Raw -1839564.228574 + Penalty 3167.074124 = -1836397.154450 nChanged 9 SP:Iteration 72Q (5178.192843 sec): 3 clusters Score: Raw -1839565.402823 + Penalty 3167.074124 = -1836398.328699 nChanged 10 SP:Iteration 73Q (5178.264952 sec): 3 clusters Score: Raw -1839567.310567 + Penalty 3167.074124 = -1836400.236443 nChanged 10 SP:Iteration 74Q (5178.344120 sec): 3 clusters Score: Raw -1839570.512212 + Penalty 3167.074124 = -1836403.438088 nChanged 17 SP:Iteration 75Q (5178.403444 sec): 3 clusters Score: Raw -1839574.409559 + Penalty 3167.074124 = -1836407.335435 nChanged 19 SP:Iteration 76Q (5178.474885 sec): 3 clusters Score: Raw -1839579.790530 + Penalty 3167.074124 = -1836412.716405 nChanged 17 SP:Iteration 77Q (5178.544197 sec): 3 clusters Score: Raw -1839585.863373 + Penalty 3167.074124 = -1836418.789248 nChanged 19 SP:Iteration 78Q (5178.605085 sec): 3 clusters Score: Raw -1839590.654723 + Penalty 3167.074124 = -1836423.580599 nChanged 21 SP:Iteration 79Q (5178.676933 sec): 3 clusters Score: Raw -1839596.667886 + Penalty 3167.074124 = -1836429.593762 nChanged 16 SP:Iteration 80F (5178.749041 sec): 3 clusters Score: Raw -1839602.369784 + Penalty 3167.074124 = -1836435.295660 nChanged 19 SP:Iteration 81Q (5178.816633 sec): 3 clusters Score: Raw -1839610.135735 + Penalty 3167.074124 = -1836443.061611 nChanged 31 SP:Iteration 82Q (5178.896300 sec): 3 clusters Score: Raw -1839621.786818 + Penalty 3167.074124 = -1836454.712693 nChanged 24 SP:Iteration 83Q (5178.960733 sec): 3 clusters Score: Raw -1839631.513630 + Penalty 3167.074124 = -1836464.439505 nChanged 17 SP:Iteration 84Q (5179.030968 sec): 3 clusters Score: Raw -1839635.358823 + Penalty 3167.074124 = -1836468.284699 nChanged 13 SP:Iteration 85Q (5179.082936 sec): 3 clusters Score: Raw -1839638.190630 + Penalty 3167.074124 = -1836471.116506 nChanged 13 SP:Iteration 86Q (5179.163168 sec): 3 clusters Score: Raw -1839641.468291 + Penalty 3167.074124 = -1836474.394167 nChanged 8 SP:Iteration 87Q (5179.189763 sec): 3 clusters Score: Raw -1839643.404454 + Penalty 3167.074124 = -1836476.330330 nChanged 11 SP:Iteration 88Q (5179.263074 sec): 3 clusters Score: Raw -1839646.421250 + Penalty 3167.074124 = -1836479.347125 nChanged 8 SP:Iteration 89Q (5179.319444 sec): 3 clusters Score: Raw -1839647.953328 + Penalty 3167.074124 = -1836480.879204 nChanged 2 SP:Iteration 90Q (5179.376757 sec): 3 clusters Score: Raw -1839648.357177 + Penalty 3167.074124 = -1836481.283053 nChanged 2 SP:Iteration 91Q (5179.434018 sec): 3 clusters Score: Raw -1839648.690414 + Penalty 3167.074124 = -1836481.616289 nChanged 3 SP:Iteration 92Q (5179.510332 sec): 3 clusters Score: Raw -1839648.995100 + Penalty 3167.074124 = -1836481.920976 nChanged 0 SP:Iteration 93F (5179.571998 sec): 3 clusters Score: Raw -1839648.995100 + Penalty 3167.074124 = -1836481.920976 nChanged 0 Trying to split cluster 5 (37373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5179.642795 sec): 2 clusters Score: Raw -3993209.353522 + Penalty 1710.914367 = -3991498.439155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5179.740856 sec): 3 clusters Score: Raw -3969821.389194 + Penalty 3421.828734 = -3966399.560460 nChanged 17413 SP:Iteration 1F (5179.839734 sec): 3 clusters Score: Raw -3979567.496837 + Penalty 3421.828734 = -3976145.668102 nChanged 1629 SP:Iteration 2Q (5179.954284 sec): 3 clusters Score: Raw -3980053.185436 + Penalty 3421.828734 = -3976631.356701 nChanged 1724 SP:Iteration 3Q (5180.053592 sec): 3 clusters Score: Raw -3980726.358201 + Penalty 3421.828734 = -3977304.529467 nChanged 1975 SP:Iteration 4F (5180.164854 sec): 3 clusters Score: Raw -3981706.429697 + Penalty 3421.828734 = -3978284.600963 nChanged 2372 SP:Iteration 5F (5180.260970 sec): 3 clusters Score: Raw -3983200.250419 + Penalty 3421.828734 = -3979778.421685 nChanged 2748 SP:Iteration 6F (5180.364352 sec): 3 clusters Score: Raw -3985318.243417 + Penalty 3421.828734 = -3981896.414683 nChanged 2853 SP:Iteration 7F (5180.472189 sec): 3 clusters Score: Raw -3987820.050278 + Penalty 3421.828734 = -3984398.221544 nChanged 2426 SP:Iteration 8F (5180.553032 sec): 3 clusters Score: Raw -3990065.129413 + Penalty 3421.828734 = -3986643.300678 nChanged 1656 SP:Iteration 9Q (5180.648769 sec): 3 clusters Score: Raw -3991577.554166 + Penalty 3421.828734 = -3988155.725431 nChanged 1009 SP:Iteration 10Q (5180.724154 sec): 3 clusters Score: Raw -3992507.486164 + Penalty 3421.828734 = -3989085.657430 nChanged 541 SP:Iteration 11Q (5180.824598 sec): 3 clusters Score: Raw -3992986.110216 + Penalty 3421.828734 = -3989564.281482 nChanged 238 SP:Iteration 12Q (5180.912179 sec): 3 clusters Score: Raw -3993217.277894 + Penalty 3421.828734 = -3989795.449159 nChanged 107 SP:Iteration 13Q (5181.006937 sec): 3 clusters Score: Raw -3993327.778215 + Penalty 3421.828734 = -3989905.949481 nChanged 51 SP:Iteration 14Q (5181.099650 sec): 3 clusters Score: Raw -3993382.676608 + Penalty 3421.828734 = -3989960.847874 nChanged 33 SP:Iteration 15Q (5181.198762 sec): 3 clusters Score: Raw -3993413.921039 + Penalty 3421.828734 = -3989992.092305 nChanged 23 SP:Iteration 16Q (5181.288319 sec): 3 clusters Score: Raw -3993444.533655 + Penalty 3421.828734 = -3990022.704921 nChanged 12 SP:Iteration 17Q (5181.375500 sec): 3 clusters Score: Raw -3993467.668190 + Penalty 3421.828734 = -3990045.839456 nChanged 17 SP:Iteration 18Q (5181.470415 sec): 3 clusters Score: Raw -3993499.047795 + Penalty 3421.828734 = -3990077.219061 nChanged 17 SP:Iteration 19Q (5181.564601 sec): 3 clusters Score: Raw -3993517.311214 + Penalty 3421.828734 = -3990095.482480 nChanged 10 SP:Iteration 20F (5181.667354 sec): 3 clusters Score: Raw -3993528.605182 + Penalty 3421.828734 = -3990106.776448 nChanged 9 SP:Iteration 21Q (5181.731955 sec): 3 clusters Score: Raw -3993537.594336 + Penalty 3421.828734 = -3990115.765602 nChanged 10 SP:Iteration 22Q (5181.790875 sec): 3 clusters Score: Raw -3993545.196291 + Penalty 3421.828734 = -3990123.367556 nChanged 3 SP:Iteration 23Q (5181.849723 sec): 3 clusters Score: Raw -3993547.244006 + Penalty 3421.828734 = -3990125.415272 nChanged 2 SP:Iteration 24Q (5181.908570 sec): 3 clusters Score: Raw -3993549.492479 + Penalty 3421.828734 = -3990127.663745 nChanged 0 SP:Iteration 25F (5181.981840 sec): 3 clusters Score: Raw -3993549.492479 + Penalty 3421.828734 = -3990127.663745 nChanged 0 Trying to split cluster 6 (74777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5182.099147 sec): 2 clusters Score: Raw -8275395.018686 + Penalty 1823.618165 = -8273571.400522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5182.238952 sec): 3 clusters Score: Raw -8227194.872727 + Penalty 3647.236330 = -8223547.636397 nChanged 35525 SP:Iteration 1F (5182.377775 sec): 3 clusters Score: Raw -8247839.893601 + Penalty 3647.236330 = -8244192.657271 nChanged 3046 SP:Iteration 2Q (5182.516013 sec): 3 clusters Score: Raw -8248741.464170 + Penalty 3647.236330 = -8245094.227840 nChanged 3350 SP:Iteration 3Q (5182.673960 sec): 3 clusters Score: Raw -8249953.961695 + Penalty 3647.236330 = -8246306.725366 nChanged 3930 SP:Iteration 4F (5182.841463 sec): 3 clusters Score: Raw -8251832.020689 + Penalty 3647.236330 = -8248184.784359 nChanged 4860 SP:Iteration 5F (5182.995318 sec): 3 clusters Score: Raw -8254800.865988 + Penalty 3647.236330 = -8251153.629659 nChanged 5778 SP:Iteration 6F (5183.122845 sec): 3 clusters Score: Raw -8259291.117248 + Penalty 3647.236330 = -8255643.880918 nChanged 6208 SP:Iteration 7F (5183.281541 sec): 3 clusters Score: Raw -8265043.560233 + Penalty 3647.236330 = -8261396.323903 nChanged 5329 SP:Iteration 8F (5183.445545 sec): 3 clusters Score: Raw -8270449.408592 + Penalty 3647.236330 = -8266802.172262 nChanged 3259 SP:Iteration 9Q (5183.622746 sec): 3 clusters Score: Raw -8273729.786451 + Penalty 3647.236330 = -8270082.550121 nChanged 1327 SP:Iteration 10Q (5183.768170 sec): 3 clusters Score: Raw -8274974.737573 + Penalty 3647.236330 = -8271327.501244 nChanged 422 SP:Iteration 11Q (5183.912041 sec): 3 clusters Score: Raw -8275360.155354 + Penalty 3647.236330 = -8271712.919024 nChanged 144 SP:Iteration 12Q (5184.030761 sec): 3 clusters Score: Raw -8275500.770270 + Penalty 3647.236330 = -8271853.533940 nChanged 50 SP:Iteration 13Q (5184.173119 sec): 3 clusters Score: Raw -8275555.564255 + Penalty 3647.236330 = -8271908.327925 nChanged 25 SP:Iteration 14Q (5184.303550 sec): 3 clusters Score: Raw -8275579.727731 + Penalty 3647.236330 = -8271932.491401 nChanged 18 SP:Iteration 15Q (5184.441329 sec): 3 clusters Score: Raw -8275595.813620 + Penalty 3647.236330 = -8271948.577291 nChanged 13 SP:Iteration 16Q (5184.577040 sec): 3 clusters Score: Raw -8275606.634153 + Penalty 3647.236330 = -8271959.397823 nChanged 8 SP:Iteration 17Q (5184.704656 sec): 3 clusters Score: Raw -8275617.181738 + Penalty 3647.236330 = -8271969.945408 nChanged 7 SP:Iteration 18Q (5184.845643 sec): 3 clusters Score: Raw -8275622.957893 + Penalty 3647.236330 = -8271975.721563 nChanged 2 SP:Iteration 19Q (5184.967016 sec): 3 clusters Score: Raw -8275625.330045 + Penalty 3647.236330 = -8271978.093716 nChanged 5 SP:Iteration 20F (5185.099665 sec): 3 clusters Score: Raw -8275629.000976 + Penalty 3647.236330 = -8271981.764646 nChanged 2 SP:Iteration 21Q (5185.243135 sec): 3 clusters Score: Raw -8275633.263878 + Penalty 3647.236330 = -8271986.027548 nChanged 1 SP:Iteration 22Q (5185.381074 sec): 3 clusters Score: Raw -8275633.969065 + Penalty 3647.236330 = -8271986.732736 nChanged 1 SP:Iteration 23Q (5185.518365 sec): 3 clusters Score: Raw -8275634.794472 + Penalty 3647.236330 = -8271987.558142 nChanged 0 SP:Iteration 24F (5185.670197 sec): 3 clusters Score: Raw -8275634.794472 + Penalty 3647.236330 = -8271987.558142 nChanged 0 Trying to split cluster 7 (14045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5185.707631 sec): 2 clusters Score: Raw -1607694.171673 + Penalty 1551.878533 = -1606142.293141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5185.776966 sec): 3 clusters Score: Raw -1599505.551909 + Penalty 3103.757065 = -1596401.794843 nChanged 6245 SP:Iteration 1F (5185.838625 sec): 3 clusters Score: Raw -1603020.286538 + Penalty 3103.757065 = -1599916.529473 nChanged 964 SP:Iteration 2F (5185.908319 sec): 3 clusters Score: Raw -1603581.220391 + Penalty 3103.757065 = -1600477.463326 nChanged 980 SP:Iteration 3F (5185.967477 sec): 3 clusters Score: Raw -1604214.173482 + Penalty 3103.757065 = -1601110.416417 nChanged 987 SP:Iteration 4F (5186.033805 sec): 3 clusters Score: Raw -1604927.514116 + Penalty 3103.757065 = -1601823.757050 nChanged 976 SP:Iteration 5F (5186.096050 sec): 3 clusters Score: Raw -1605633.046104 + Penalty 3103.757065 = -1602529.289039 nChanged 848 SP:Iteration 6F (5186.167962 sec): 3 clusters Score: Raw -1606240.703073 + Penalty 3103.757065 = -1603136.946008 nChanged 700 SP:Iteration 7Q (5186.226598 sec): 3 clusters Score: Raw -1606632.075614 + Penalty 3103.757065 = -1603528.318549 nChanged 550 SP:Iteration 8Q (5186.299651 sec): 3 clusters Score: Raw -1606853.906239 + Penalty 3103.757065 = -1603750.149174 nChanged 338 SP:Iteration 9Q (5186.349415 sec): 3 clusters Score: Raw -1606954.013492 + Penalty 3103.757065 = -1603850.256426 nChanged 230 SP:Iteration 10Q (5186.414805 sec): 3 clusters Score: Raw -1607015.808041 + Penalty 3103.757065 = -1603912.050975 nChanged 183 SP:Iteration 11Q (5186.475852 sec): 3 clusters Score: Raw -1607059.047057 + Penalty 3103.757065 = -1603955.289991 nChanged 139 SP:Iteration 12Q (5186.544982 sec): 3 clusters Score: Raw -1607092.169229 + Penalty 3103.757065 = -1603988.412164 nChanged 116 SP:Iteration 13Q (5186.609376 sec): 3 clusters Score: Raw -1607116.192942 + Penalty 3103.757065 = -1604012.435877 nChanged 105 SP:Iteration 14Q (5186.684042 sec): 3 clusters Score: Raw -1607138.429381 + Penalty 3103.757065 = -1604034.672315 nChanged 92 SP:Iteration 15Q (5186.736942 sec): 3 clusters Score: Raw -1607155.903037 + Penalty 3103.757065 = -1604052.145971 nChanged 72 SP:Iteration 16Q (5186.807039 sec): 3 clusters Score: Raw -1607168.350049 + Penalty 3103.757065 = -1604064.592984 nChanged 72 SP:Iteration 17Q (5186.878475 sec): 3 clusters Score: Raw -1607181.914701 + Penalty 3103.757065 = -1604078.157636 nChanged 63 SP:Iteration 18Q (5186.939356 sec): 3 clusters Score: Raw -1607192.977870 + Penalty 3103.757065 = -1604089.220805 nChanged 62 SP:Iteration 19Q (5187.000307 sec): 3 clusters Score: Raw -1607202.500338 + Penalty 3103.757065 = -1604098.743272 nChanged 57 SP:Iteration 20F (5187.065366 sec): 3 clusters Score: Raw -1607210.884627 + Penalty 3103.757065 = -1604107.127562 nChanged 47 SP:Iteration 21Q (5187.126449 sec): 3 clusters Score: Raw -1607219.129343 + Penalty 3103.757065 = -1604115.372277 nChanged 44 SP:Iteration 22Q (5187.186376 sec): 3 clusters Score: Raw -1607226.599344 + Penalty 3103.757065 = -1604122.842279 nChanged 53 SP:Iteration 23Q (5187.248685 sec): 3 clusters Score: Raw -1607234.490461 + Penalty 3103.757065 = -1604130.733396 nChanged 49 SP:Iteration 24Q (5187.320095 sec): 3 clusters Score: Raw -1607243.132795 + Penalty 3103.757065 = -1604139.375729 nChanged 52 SP:Iteration 25Q (5187.369163 sec): 3 clusters Score: Raw -1607249.286262 + Penalty 3103.757065 = -1604145.529196 nChanged 38 SP:Iteration 26Q (5187.427443 sec): 3 clusters Score: Raw -1607255.199451 + Penalty 3103.757065 = -1604151.442386 nChanged 38 SP:Iteration 27Q (5187.474876 sec): 3 clusters Score: Raw -1607260.008330 + Penalty 3103.757065 = -1604156.251264 nChanged 27 SP:Iteration 28Q (5187.543397 sec): 3 clusters Score: Raw -1607265.204375 + Penalty 3103.757065 = -1604161.447310 nChanged 50 SP:Iteration 29Q (5187.607219 sec): 3 clusters Score: Raw -1607276.114653 + Penalty 3103.757065 = -1604172.357587 nChanged 51 SP:Iteration 30Q (5187.663417 sec): 3 clusters Score: Raw -1607286.516483 + Penalty 3103.757065 = -1604182.759418 nChanged 49 SP:Iteration 31Q (5187.728388 sec): 3 clusters Score: Raw -1607294.969352 + Penalty 3103.757065 = -1604191.212287 nChanged 44 SP:Iteration 32Q (5187.799885 sec): 3 clusters Score: Raw -1607301.439222 + Penalty 3103.757065 = -1604197.682156 nChanged 35 SP:Iteration 33Q (5187.873608 sec): 3 clusters Score: Raw -1607308.059275 + Penalty 3103.757065 = -1604204.302210 nChanged 49 SP:Iteration 34Q (5187.937786 sec): 3 clusters Score: Raw -1607316.149095 + Penalty 3103.757065 = -1604212.392030 nChanged 41 SP:Iteration 35Q (5188.003833 sec): 3 clusters Score: Raw -1607322.248732 + Penalty 3103.757065 = -1604218.491666 nChanged 40 SP:Iteration 36Q (5188.060981 sec): 3 clusters Score: Raw -1607329.835454 + Penalty 3103.757065 = -1604226.078388 nChanged 43 SP:Iteration 37Q (5188.131531 sec): 3 clusters Score: Raw -1607338.131732 + Penalty 3103.757065 = -1604234.374666 nChanged 59 SP:Iteration 38Q (5188.189438 sec): 3 clusters Score: Raw -1607348.030954 + Penalty 3103.757065 = -1604244.273888 nChanged 56 SP:Iteration 39Q (5188.260645 sec): 3 clusters Score: Raw -1607360.365521 + Penalty 3103.757065 = -1604256.608455 nChanged 64 SP:Iteration 40F (5188.316449 sec): 3 clusters Score: Raw -1607377.243001 + Penalty 3103.757065 = -1604273.485935 nChanged 74 SP:Iteration 41Q (5188.377717 sec): 3 clusters Score: Raw -1607393.979848 + Penalty 3103.757065 = -1604290.222783 nChanged 76 SP:Iteration 42Q (5188.446004 sec): 3 clusters Score: Raw -1607411.668754 + Penalty 3103.757065 = -1604307.911689 nChanged 77 SP:Iteration 43Q (5188.499453 sec): 3 clusters Score: Raw -1607431.000006 + Penalty 3103.757065 = -1604327.242941 nChanged 65 SP:Iteration 44Q (5188.565154 sec): 3 clusters Score: Raw -1607451.417007 + Penalty 3103.757065 = -1604347.659942 nChanged 97 SP:Iteration 45Q (5188.631562 sec): 3 clusters Score: Raw -1607484.787015 + Penalty 3103.757065 = -1604381.029949 nChanged 102 SP:Iteration 46Q (5188.693614 sec): 3 clusters Score: Raw -1607521.808649 + Penalty 3103.757065 = -1604418.051583 nChanged 110 SP:Iteration 47Q (5188.749174 sec): 3 clusters Score: Raw -1607554.472410 + Penalty 3103.757065 = -1604450.715344 nChanged 90 SP:Iteration 48Q (5188.811558 sec): 3 clusters Score: Raw -1607581.622220 + Penalty 3103.757065 = -1604477.865155 nChanged 94 SP:Iteration 49Q (5188.860522 sec): 3 clusters Score: Raw -1607608.249078 + Penalty 3103.757065 = -1604504.492013 nChanged 101 SP:Iteration 50Q (5188.943353 sec): 3 clusters Score: Raw -1607638.769717 + Penalty 3103.757065 = -1604535.012652 nChanged 82 SP:Iteration 51Q (5189.004445 sec): 3 clusters Score: Raw -1607667.935243 + Penalty 3103.757065 = -1604564.178177 nChanged 93 SP:Iteration 52Q (5189.073313 sec): 3 clusters Score: Raw -1607696.591899 + Penalty 3103.757065 = -1604592.834833 nChanged 87 SP:Iteration 53Q (5189.142221 sec): 3 clusters Score: Raw -1607721.754045 + Penalty 3103.757065 = -1604617.996980 nChanged 80 SP:Iteration 54Q (5189.200617 sec): 3 clusters Score: Raw -1607742.891742 + Penalty 3103.757065 = -1604639.134677 nChanged 83 SP:Iteration 55Q (5189.266987 sec): 3 clusters Score: Raw -1607766.525354 + Penalty 3103.757065 = -1604662.768289 nChanged 80 SP:Iteration 56Q (5189.334920 sec): 3 clusters Score: Raw -1607790.101552 + Penalty 3103.757065 = -1604686.344486 nChanged 72 SP:Iteration 57Q (5189.399306 sec): 3 clusters Score: Raw -1607806.432958 + Penalty 3103.757065 = -1604702.675892 nChanged 58 SP:Iteration 58Q (5189.467131 sec): 3 clusters Score: Raw -1607819.560702 + Penalty 3103.757065 = -1604715.803637 nChanged 56 SP:Iteration 59Q (5189.531687 sec): 3 clusters Score: Raw -1607832.273300 + Penalty 3103.757065 = -1604728.516235 nChanged 54 SP:Iteration 60F (5189.598443 sec): 3 clusters Score: Raw -1607843.184289 + Penalty 3103.757065 = -1604739.427223 nChanged 54 SP:Iteration 61Q (5189.664649 sec): 3 clusters Score: Raw -1607854.994589 + Penalty 3103.757065 = -1604751.237524 nChanged 39 SP:Iteration 62Q (5189.734061 sec): 3 clusters Score: Raw -1607862.284082 + Penalty 3103.757065 = -1604758.527017 nChanged 46 SP:Iteration 63Q (5189.792981 sec): 3 clusters Score: Raw -1607871.689644 + Penalty 3103.757065 = -1604767.932579 nChanged 46 SP:Iteration 64Q (5189.860305 sec): 3 clusters Score: Raw -1607880.586191 + Penalty 3103.757065 = -1604776.829126 nChanged 33 SP:Iteration 65Q (5189.925343 sec): 3 clusters Score: Raw -1607888.125103 + Penalty 3103.757065 = -1604784.368038 nChanged 20 SP:Iteration 66Q (5189.996683 sec): 3 clusters Score: Raw -1607892.355177 + Penalty 3103.757065 = -1604788.598112 nChanged 23 SP:Iteration 67Q (5190.054885 sec): 3 clusters Score: Raw -1607898.793911 + Penalty 3103.757065 = -1604795.036846 nChanged 29 SP:Iteration 68Q (5190.131683 sec): 3 clusters Score: Raw -1607905.303608 + Penalty 3103.757065 = -1604801.546543 nChanged 31 SP:Iteration 69Q (5190.198500 sec): 3 clusters Score: Raw -1607911.654586 + Penalty 3103.757065 = -1604807.897521 nChanged 33 SP:Iteration 70Q (5190.266527 sec): 3 clusters Score: Raw -1607919.121002 + Penalty 3103.757065 = -1604815.363937 nChanged 29 SP:Iteration 71Q (5190.322419 sec): 3 clusters Score: Raw -1607923.900220 + Penalty 3103.757065 = -1604820.143155 nChanged 21 SP:Iteration 72Q (5190.388054 sec): 3 clusters Score: Raw -1607926.530373 + Penalty 3103.757065 = -1604822.773307 nChanged 14 SP:Iteration 73Q (5190.461377 sec): 3 clusters Score: Raw -1607929.429529 + Penalty 3103.757065 = -1604825.672463 nChanged 18 SP:Iteration 74Q (5190.524782 sec): 3 clusters Score: Raw -1607932.264249 + Penalty 3103.757065 = -1604828.507184 nChanged 13 SP:Iteration 75Q (5190.591607 sec): 3 clusters Score: Raw -1607934.240786 + Penalty 3103.757065 = -1604830.483721 nChanged 8 SP:Iteration 76Q (5190.647982 sec): 3 clusters Score: Raw -1607935.373920 + Penalty 3103.757065 = -1604831.616855 nChanged 9 SP:Iteration 77Q (5190.718118 sec): 3 clusters Score: Raw -1607936.465259 + Penalty 3103.757065 = -1604832.708193 nChanged 10 SP:Iteration 78Q (5190.776888 sec): 3 clusters Score: Raw -1607937.874830 + Penalty 3103.757065 = -1604834.117765 nChanged 10 SP:Iteration 79Q (5190.851065 sec): 3 clusters Score: Raw -1607939.658186 + Penalty 3103.757065 = -1604835.901121 nChanged 7 SP:Iteration 80F (5190.914119 sec): 3 clusters Score: Raw -1607940.740336 + Penalty 3103.757065 = -1604836.983270 nChanged 7 SP:Iteration 81Q (5190.993033 sec): 3 clusters Score: Raw -1607942.295938 + Penalty 3103.757065 = -1604838.538872 nChanged 10 SP:Iteration 82Q (5191.063455 sec): 3 clusters Score: Raw -1607944.309079 + Penalty 3103.757065 = -1604840.552014 nChanged 10 SP:Iteration 83Q (5191.085363 sec): 3 clusters Score: Raw -1607946.053744 + Penalty 3103.757065 = -1604842.296679 nChanged 6 SP:Iteration 84Q (5191.117851 sec): 3 clusters Score: Raw -1607946.789231 + Penalty 3103.757065 = -1604843.032166 nChanged 7 SP:Iteration 85Q (5191.150352 sec): 3 clusters Score: Raw -1607947.924963 + Penalty 3103.757065 = -1604844.167897 nChanged 11 SP:Iteration 86Q (5191.182436 sec): 3 clusters Score: Raw -1607949.446484 + Penalty 3103.757065 = -1604845.689419 nChanged 8 SP:Iteration 87Q (5191.261255 sec): 3 clusters Score: Raw -1607950.151208 + Penalty 3103.757065 = -1604846.394143 nChanged 4 SP:Iteration 88Q (5191.321189 sec): 3 clusters Score: Raw -1607950.517315 + Penalty 3103.757065 = -1604846.760249 nChanged 3 SP:Iteration 89Q (5191.389077 sec): 3 clusters Score: Raw -1607951.225302 + Penalty 3103.757065 = -1604847.468237 nChanged 3 SP:Iteration 90Q (5191.451703 sec): 3 clusters Score: Raw -1607951.796672 + Penalty 3103.757065 = -1604848.039607 nChanged 2 SP:Iteration 91Q (5191.508035 sec): 3 clusters Score: Raw -1607952.228107 + Penalty 3103.757065 = -1604848.471042 nChanged 0 SP:Iteration 92F (5191.585083 sec): 3 clusters Score: Raw -1607952.228107 + Penalty 3103.757065 = -1604848.471042 nChanged 0 Trying to split cluster 8 (18842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5191.636449 sec): 2 clusters Score: Raw -2141915.534984 + Penalty 1599.624601 = -2140315.910382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5191.714083 sec): 3 clusters Score: Raw -2130678.967207 + Penalty 3199.249202 = -2127479.718005 nChanged 8489 SP:Iteration 1F (5191.792011 sec): 3 clusters Score: Raw -2135459.745345 + Penalty 3199.249202 = -2132260.496142 nChanged 1165 SP:Iteration 2F (5191.871772 sec): 3 clusters Score: Raw -2136018.962070 + Penalty 3199.249202 = -2132819.712868 nChanged 1157 SP:Iteration 3F (5191.950540 sec): 3 clusters Score: Raw -2136639.008148 + Penalty 3199.249202 = -2133439.758946 nChanged 1240 SP:Iteration 4F (5192.027318 sec): 3 clusters Score: Raw -2137425.508470 + Penalty 3199.249202 = -2134226.259267 nChanged 1262 SP:Iteration 5F (5192.091321 sec): 3 clusters Score: Raw -2138386.187135 + Penalty 3199.249202 = -2135186.937933 nChanged 1237 SP:Iteration 6F (5192.178109 sec): 3 clusters Score: Raw -2139368.968942 + Penalty 3199.249202 = -2136169.719740 nChanged 1070 SP:Iteration 7F (5192.258569 sec): 3 clusters Score: Raw -2140139.560378 + Penalty 3199.249202 = -2136940.311175 nChanged 817 SP:Iteration 8Q (5192.339380 sec): 3 clusters Score: Raw -2140682.268542 + Penalty 3199.249202 = -2137483.019339 nChanged 658 SP:Iteration 9Q (5192.418258 sec): 3 clusters Score: Raw -2141001.697456 + Penalty 3199.249202 = -2137802.448254 nChanged 459 SP:Iteration 10Q (5192.496334 sec): 3 clusters Score: Raw -2141169.505266 + Penalty 3199.249202 = -2137970.256064 nChanged 323 SP:Iteration 11Q (5192.576983 sec): 3 clusters Score: Raw -2141268.160051 + Penalty 3199.249202 = -2138068.910848 nChanged 263 SP:Iteration 12Q (5192.653998 sec): 3 clusters Score: Raw -2141337.125450 + Penalty 3199.249202 = -2138137.876247 nChanged 212 SP:Iteration 13Q (5192.709230 sec): 3 clusters Score: Raw -2141393.802165 + Penalty 3199.249202 = -2138194.552962 nChanged 202 SP:Iteration 14Q (5192.777622 sec): 3 clusters Score: Raw -2141448.026074 + Penalty 3199.249202 = -2138248.776871 nChanged 180 SP:Iteration 15Q (5192.854781 sec): 3 clusters Score: Raw -2141485.964832 + Penalty 3199.249202 = -2138286.715630 nChanged 162 SP:Iteration 16Q (5192.932855 sec): 3 clusters Score: Raw -2141523.111049 + Penalty 3199.249202 = -2138323.861846 nChanged 133 SP:Iteration 17Q (5193.009946 sec): 3 clusters Score: Raw -2141550.092700 + Penalty 3199.249202 = -2138350.843497 nChanged 110 SP:Iteration 18Q (5193.077262 sec): 3 clusters Score: Raw -2141571.575300 + Penalty 3199.249202 = -2138372.326098 nChanged 91 SP:Iteration 19Q (5193.157498 sec): 3 clusters Score: Raw -2141589.142735 + Penalty 3199.249202 = -2138389.893533 nChanged 86 SP:Iteration 20F (5193.223321 sec): 3 clusters Score: Raw -2141604.314068 + Penalty 3199.249202 = -2138405.064866 nChanged 77 SP:Iteration 21Q (5193.308207 sec): 3 clusters Score: Raw -2141616.780993 + Penalty 3199.249202 = -2138417.531791 nChanged 79 SP:Iteration 22Q (5193.381636 sec): 3 clusters Score: Raw -2141628.710836 + Penalty 3199.249202 = -2138429.461634 nChanged 71 SP:Iteration 23Q (5193.457954 sec): 3 clusters Score: Raw -2141638.981775 + Penalty 3199.249202 = -2138439.732573 nChanged 66 SP:Iteration 24Q (5193.533611 sec): 3 clusters Score: Raw -2141648.316887 + Penalty 3199.249202 = -2138449.067684 nChanged 61 SP:Iteration 25Q (5193.613107 sec): 3 clusters Score: Raw -2141657.319470 + Penalty 3199.249202 = -2138458.070267 nChanged 59 SP:Iteration 26Q (5193.673685 sec): 3 clusters Score: Raw -2141665.090016 + Penalty 3199.249202 = -2138465.840813 nChanged 62 SP:Iteration 27Q (5193.744494 sec): 3 clusters Score: Raw -2141674.236345 + Penalty 3199.249202 = -2138474.987143 nChanged 59 SP:Iteration 28Q (5193.819852 sec): 3 clusters Score: Raw -2141682.704332 + Penalty 3199.249202 = -2138483.455129 nChanged 67 SP:Iteration 29Q (5193.889931 sec): 3 clusters Score: Raw -2141692.292138 + Penalty 3199.249202 = -2138493.042936 nChanged 70 SP:Iteration 30Q (5193.974694 sec): 3 clusters Score: Raw -2141703.577475 + Penalty 3199.249202 = -2138504.328272 nChanged 63 SP:Iteration 31Q (5194.042906 sec): 3 clusters Score: Raw -2141714.439386 + Penalty 3199.249202 = -2138515.190184 nChanged 69 SP:Iteration 32Q (5194.119414 sec): 3 clusters Score: Raw -2141725.410510 + Penalty 3199.249202 = -2138526.161307 nChanged 84 SP:Iteration 33Q (5194.185971 sec): 3 clusters Score: Raw -2141738.221641 + Penalty 3199.249202 = -2138538.972439 nChanged 63 SP:Iteration 34Q (5194.265323 sec): 3 clusters Score: Raw -2141748.526330 + Penalty 3199.249202 = -2138549.277128 nChanged 68 SP:Iteration 35Q (5194.338397 sec): 3 clusters Score: Raw -2141759.229764 + Penalty 3199.249202 = -2138559.980562 nChanged 74 SP:Iteration 36Q (5194.420606 sec): 3 clusters Score: Raw -2141771.553772 + Penalty 3199.249202 = -2138572.304570 nChanged 63 SP:Iteration 37Q (5194.494470 sec): 3 clusters Score: Raw -2141782.552664 + Penalty 3199.249202 = -2138583.303461 nChanged 69 SP:Iteration 38Q (5194.572914 sec): 3 clusters Score: Raw -2141794.310895 + Penalty 3199.249202 = -2138595.061692 nChanged 62 SP:Iteration 39Q (5194.651699 sec): 3 clusters Score: Raw -2141803.492062 + Penalty 3199.249202 = -2138604.242860 nChanged 53 SP:Iteration 40F (5194.722290 sec): 3 clusters Score: Raw -2141811.689713 + Penalty 3199.249202 = -2138612.440510 nChanged 49 SP:Iteration 41Q (5194.801701 sec): 3 clusters Score: Raw -2141820.744995 + Penalty 3199.249202 = -2138621.495793 nChanged 58 SP:Iteration 42Q (5194.872799 sec): 3 clusters Score: Raw -2141831.844108 + Penalty 3199.249202 = -2138632.594906 nChanged 59 SP:Iteration 43Q (5194.950043 sec): 3 clusters Score: Raw -2141842.125676 + Penalty 3199.249202 = -2138642.876473 nChanged 62 SP:Iteration 44Q (5195.023246 sec): 3 clusters Score: Raw -2141855.583804 + Penalty 3199.249202 = -2138656.334601 nChanged 76 SP:Iteration 45Q (5195.101581 sec): 3 clusters Score: Raw -2141871.129458 + Penalty 3199.249202 = -2138671.880256 nChanged 70 SP:Iteration 46Q (5195.180639 sec): 3 clusters Score: Raw -2141885.298563 + Penalty 3199.249202 = -2138686.049360 nChanged 62 SP:Iteration 47Q (5195.259293 sec): 3 clusters Score: Raw -2141899.640517 + Penalty 3199.249202 = -2138700.391315 nChanged 50 SP:Iteration 48Q (5195.338102 sec): 3 clusters Score: Raw -2141910.648311 + Penalty 3199.249202 = -2138711.399109 nChanged 56 SP:Iteration 49Q (5195.415923 sec): 3 clusters Score: Raw -2141921.815442 + Penalty 3199.249202 = -2138722.566240 nChanged 61 SP:Iteration 50Q (5195.494251 sec): 3 clusters Score: Raw -2141935.022346 + Penalty 3199.249202 = -2138735.773144 nChanged 68 SP:Iteration 51Q (5195.570307 sec): 3 clusters Score: Raw -2141950.244573 + Penalty 3199.249202 = -2138750.995371 nChanged 71 SP:Iteration 52Q (5195.633547 sec): 3 clusters Score: Raw -2141963.888228 + Penalty 3199.249202 = -2138764.639026 nChanged 66 SP:Iteration 53Q (5195.721435 sec): 3 clusters Score: Raw -2141976.380164 + Penalty 3199.249202 = -2138777.130962 nChanged 54 SP:Iteration 54Q (5195.799613 sec): 3 clusters Score: Raw -2141984.573687 + Penalty 3199.249202 = -2138785.324485 nChanged 49 SP:Iteration 55Q (5195.877971 sec): 3 clusters Score: Raw -2141991.219179 + Penalty 3199.249202 = -2138791.969977 nChanged 48 SP:Iteration 56Q (5195.954612 sec): 3 clusters Score: Raw -2141998.039416 + Penalty 3199.249202 = -2138798.790214 nChanged 41 SP:Iteration 57Q (5196.031671 sec): 3 clusters Score: Raw -2142002.879776 + Penalty 3199.249202 = -2138803.630574 nChanged 38 SP:Iteration 58Q (5196.098807 sec): 3 clusters Score: Raw -2142007.739946 + Penalty 3199.249202 = -2138808.490744 nChanged 37 SP:Iteration 59Q (5196.175350 sec): 3 clusters Score: Raw -2142012.201716 + Penalty 3199.249202 = -2138812.952514 nChanged 32 SP:Iteration 60F (5196.250643 sec): 3 clusters Score: Raw -2142016.208280 + Penalty 3199.249202 = -2138816.959078 nChanged 31 SP:Iteration 61Q (5196.327946 sec): 3 clusters Score: Raw -2142020.005634 + Penalty 3199.249202 = -2138820.756431 nChanged 28 SP:Iteration 62Q (5196.411261 sec): 3 clusters Score: Raw -2142023.430968 + Penalty 3199.249202 = -2138824.181766 nChanged 30 SP:Iteration 63Q (5196.494950 sec): 3 clusters Score: Raw -2142026.634843 + Penalty 3199.249202 = -2138827.385641 nChanged 25 SP:Iteration 64Q (5196.556039 sec): 3 clusters Score: Raw -2142029.331728 + Penalty 3199.249202 = -2138830.082526 nChanged 22 SP:Iteration 65Q (5196.628474 sec): 3 clusters Score: Raw -2142032.365864 + Penalty 3199.249202 = -2138833.116662 nChanged 30 SP:Iteration 66Q (5196.700011 sec): 3 clusters Score: Raw -2142037.702880 + Penalty 3199.249202 = -2138838.453677 nChanged 37 SP:Iteration 67Q (5196.777429 sec): 3 clusters Score: Raw -2142043.292259 + Penalty 3199.249202 = -2138844.043056 nChanged 37 SP:Iteration 68Q (5196.855215 sec): 3 clusters Score: Raw -2142049.675444 + Penalty 3199.249202 = -2138850.426242 nChanged 44 SP:Iteration 69Q (5196.932376 sec): 3 clusters Score: Raw -2142057.738821 + Penalty 3199.249202 = -2138858.489619 nChanged 38 SP:Iteration 70Q (5197.018001 sec): 3 clusters Score: Raw -2142065.021621 + Penalty 3199.249202 = -2138865.772418 nChanged 38 SP:Iteration 71Q (5197.089419 sec): 3 clusters Score: Raw -2142071.927201 + Penalty 3199.249202 = -2138872.677998 nChanged 42 SP:Iteration 72Q (5197.164258 sec): 3 clusters Score: Raw -2142079.526015 + Penalty 3199.249202 = -2138880.276813 nChanged 34 SP:Iteration 73Q (5197.248030 sec): 3 clusters Score: Raw -2142086.151268 + Penalty 3199.249202 = -2138886.902066 nChanged 34 SP:Iteration 74Q (5197.325371 sec): 3 clusters Score: Raw -2142093.024699 + Penalty 3199.249202 = -2138893.775497 nChanged 35 SP:Iteration 75Q (5197.402826 sec): 3 clusters Score: Raw -2142098.295136 + Penalty 3199.249202 = -2138899.045934 nChanged 28 SP:Iteration 76Q (5197.480336 sec): 3 clusters Score: Raw -2142101.145593 + Penalty 3199.249202 = -2138901.896390 nChanged 18 SP:Iteration 77Q (5197.554763 sec): 3 clusters Score: Raw -2142103.926792 + Penalty 3199.249202 = -2138904.677589 nChanged 23 SP:Iteration 78Q (5197.609761 sec): 3 clusters Score: Raw -2142107.039461 + Penalty 3199.249202 = -2138907.790258 nChanged 20 SP:Iteration 79Q (5197.697083 sec): 3 clusters Score: Raw -2142109.517142 + Penalty 3199.249202 = -2138910.267939 nChanged 19 SP:Iteration 80F (5197.777443 sec): 3 clusters Score: Raw -2142112.052294 + Penalty 3199.249202 = -2138912.803092 nChanged 10 SP:Iteration 81Q (5197.842564 sec): 3 clusters Score: Raw -2142113.418526 + Penalty 3199.249202 = -2138914.169323 nChanged 12 SP:Iteration 82Q (5197.929441 sec): 3 clusters Score: Raw -2142114.650161 + Penalty 3199.249202 = -2138915.400958 nChanged 10 SP:Iteration 83Q (5198.001705 sec): 3 clusters Score: Raw -2142115.691796 + Penalty 3199.249202 = -2138916.442594 nChanged 14 SP:Iteration 84Q (5198.070394 sec): 3 clusters Score: Raw -2142117.112602 + Penalty 3199.249202 = -2138917.863399 nChanged 8 SP:Iteration 85Q (5198.151589 sec): 3 clusters Score: Raw -2142118.234299 + Penalty 3199.249202 = -2138918.985096 nChanged 8 SP:Iteration 86Q (5198.228708 sec): 3 clusters Score: Raw -2142119.363643 + Penalty 3199.249202 = -2138920.114441 nChanged 11 SP:Iteration 87Q (5198.306090 sec): 3 clusters Score: Raw -2142121.489266 + Penalty 3199.249202 = -2138922.240063 nChanged 18 SP:Iteration 88Q (5198.383554 sec): 3 clusters Score: Raw -2142125.207347 + Penalty 3199.249202 = -2138925.958144 nChanged 23 SP:Iteration 89Q (5198.461047 sec): 3 clusters Score: Raw -2142127.674790 + Penalty 3199.249202 = -2138928.425588 nChanged 23 SP:Iteration 90Q (5198.527265 sec): 3 clusters Score: Raw -2142131.275859 + Penalty 3199.249202 = -2138932.026657 nChanged 24 SP:Iteration 91Q (5198.613444 sec): 3 clusters Score: Raw -2142135.008251 + Penalty 3199.249202 = -2138935.759048 nChanged 25 SP:Iteration 92Q (5198.681593 sec): 3 clusters Score: Raw -2142138.322243 + Penalty 3199.249202 = -2138939.073040 nChanged 21 SP:Iteration 93Q (5198.767347 sec): 3 clusters Score: Raw -2142142.326570 + Penalty 3199.249202 = -2138943.077368 nChanged 29 SP:Iteration 94Q (5198.844190 sec): 3 clusters Score: Raw -2142149.004946 + Penalty 3199.249202 = -2138949.755744 nChanged 39 SP:Iteration 95Q (5198.918740 sec): 3 clusters Score: Raw -2142156.800093 + Penalty 3199.249202 = -2138957.550891 nChanged 51 SP:Iteration 96Q (5198.978708 sec): 3 clusters Score: Raw -2142168.089965 + Penalty 3199.249202 = -2138968.840763 nChanged 51 SP:Iteration 97Q (5199.054803 sec): 3 clusters Score: Raw -2142179.525412 + Penalty 3199.249202 = -2138980.276209 nChanged 54 SP:Iteration 98Q (5199.114993 sec): 3 clusters Score: Raw -2142192.431610 + Penalty 3199.249202 = -2138993.182408 nChanged 49 SP:Iteration 99Q (5199.189485 sec): 3 clusters Score: Raw -2142201.169568 + Penalty 3199.249202 = -2139001.920366 nChanged 43 SP:Iteration 100F (5199.269861 sec): 3 clusters Score: Raw -2142210.933007 + Penalty 3199.249202 = -2139011.683805 nChanged 52 SP:Iteration 101Q (5199.345155 sec): 3 clusters Score: Raw -2142222.344943 + Penalty 3199.249202 = -2139023.095741 nChanged 52 SP:Iteration 102Q (5199.394180 sec): 3 clusters Score: Raw -2142233.734409 + Penalty 3199.249202 = -2139034.485207 nChanged 48 SP:Iteration 103Q (5199.479500 sec): 3 clusters Score: Raw -2142246.662943 + Penalty 3199.249202 = -2139047.413740 nChanged 45 SP:Iteration 104Q (5199.548323 sec): 3 clusters Score: Raw -2142260.763880 + Penalty 3199.249202 = -2139061.514678 nChanged 51 SP:Iteration 105Q (5199.626708 sec): 3 clusters Score: Raw -2142273.464174 + Penalty 3199.249202 = -2139074.214972 nChanged 49 SP:Iteration 106Q (5199.699989 sec): 3 clusters Score: Raw -2142285.567043 + Penalty 3199.249202 = -2139086.317840 nChanged 46 SP:Iteration 107Q (5199.771741 sec): 3 clusters Score: Raw -2142298.846865 + Penalty 3199.249202 = -2139099.597662 nChanged 53 SP:Iteration 108Q (5199.848289 sec): 3 clusters Score: Raw -2142312.740071 + Penalty 3199.249202 = -2139113.490868 nChanged 55 SP:Iteration 109Q (5199.921544 sec): 3 clusters Score: Raw -2142325.200552 + Penalty 3199.249202 = -2139125.951349 nChanged 34 SP:Iteration 110Q (5200.003858 sec): 3 clusters Score: Raw -2142332.897210 + Penalty 3199.249202 = -2139133.648007 nChanged 39 SP:Iteration 111Q (5200.079416 sec): 3 clusters Score: Raw -2142341.020279 + Penalty 3199.249202 = -2139141.771077 nChanged 36 SP:Iteration 112Q (5200.155990 sec): 3 clusters Score: Raw -2142349.015050 + Penalty 3199.249202 = -2139149.765848 nChanged 40 SP:Iteration 113Q (5200.231014 sec): 3 clusters Score: Raw -2142358.165694 + Penalty 3199.249202 = -2139158.916491 nChanged 49 SP:Iteration 114Q (5200.299301 sec): 3 clusters Score: Raw -2142366.768057 + Penalty 3199.249202 = -2139167.518855 nChanged 40 SP:Iteration 115Q (5200.339779 sec): 3 clusters Score: Raw -2142374.186698 + Penalty 3199.249202 = -2139174.937496 nChanged 42 SP:Iteration 116Q (5200.404893 sec): 3 clusters Score: Raw -2142381.993624 + Penalty 3199.249202 = -2139182.744421 nChanged 34 SP:Iteration 117Q (5200.479224 sec): 3 clusters Score: Raw -2142389.426593 + Penalty 3199.249202 = -2139190.177391 nChanged 34 SP:Iteration 118Q (5200.550646 sec): 3 clusters Score: Raw -2142397.517106 + Penalty 3199.249202 = -2139198.267904 nChanged 42 SP:Iteration 119Q (5200.618582 sec): 3 clusters Score: Raw -2142407.621109 + Penalty 3199.249202 = -2139208.371906 nChanged 40 SP:Iteration 120F (5200.693079 sec): 3 clusters Score: Raw -2142417.183150 + Penalty 3199.249202 = -2139217.933948 nChanged 36 SP:Iteration 121Q (5200.772481 sec): 3 clusters Score: Raw -2142426.073842 + Penalty 3199.249202 = -2139226.824640 nChanged 37 SP:Iteration 122Q (5200.845049 sec): 3 clusters Score: Raw -2142435.210727 + Penalty 3199.249202 = -2139235.961525 nChanged 41 SP:Iteration 123Q (5200.918237 sec): 3 clusters Score: Raw -2142449.572553 + Penalty 3199.249202 = -2139250.323350 nChanged 41 SP:Iteration 124Q (5200.991633 sec): 3 clusters Score: Raw -2142461.660003 + Penalty 3199.249202 = -2139262.410800 nChanged 34 SP:Iteration 125Q (5201.063891 sec): 3 clusters Score: Raw -2142470.520728 + Penalty 3199.249202 = -2139271.271525 nChanged 36 SP:Iteration 126Q (5201.126758 sec): 3 clusters Score: Raw -2142480.357385 + Penalty 3199.249202 = -2139281.108182 nChanged 40 SP:Iteration 127Q (5201.201244 sec): 3 clusters Score: Raw -2142490.810484 + Penalty 3199.249202 = -2139291.561282 nChanged 39 SP:Iteration 128Q (5201.263206 sec): 3 clusters Score: Raw -2142503.323182 + Penalty 3199.249202 = -2139304.073980 nChanged 40 SP:Iteration 129Q (5201.332942 sec): 3 clusters Score: Raw -2142516.147757 + Penalty 3199.249202 = -2139316.898555 nChanged 46 SP:Iteration 130Q (5201.403483 sec): 3 clusters Score: Raw -2142528.881024 + Penalty 3199.249202 = -2139329.631821 nChanged 35 SP:Iteration 131Q (5201.472956 sec): 3 clusters Score: Raw -2142538.603243 + Penalty 3199.249202 = -2139339.354040 nChanged 36 SP:Iteration 132Q (5201.535462 sec): 3 clusters Score: Raw -2142547.662254 + Penalty 3199.249202 = -2139348.413052 nChanged 33 SP:Iteration 133Q (5201.603252 sec): 3 clusters Score: Raw -2142555.734214 + Penalty 3199.249202 = -2139356.485011 nChanged 41 SP:Iteration 134Q (5201.683601 sec): 3 clusters Score: Raw -2142566.721366 + Penalty 3199.249202 = -2139367.472164 nChanged 36 SP:Iteration 135Q (5201.750969 sec): 3 clusters Score: Raw -2142574.619656 + Penalty 3199.249202 = -2139375.370454 nChanged 21 SP:Iteration 136Q (5201.822009 sec): 3 clusters Score: Raw -2142578.965758 + Penalty 3199.249202 = -2139379.716555 nChanged 19 SP:Iteration 137Q (5201.886336 sec): 3 clusters Score: Raw -2142582.137956 + Penalty 3199.249202 = -2139382.888754 nChanged 21 SP:Iteration 138Q (5201.945310 sec): 3 clusters Score: Raw -2142586.372941 + Penalty 3199.249202 = -2139387.123739 nChanged 14 SP:Iteration 139Q (5202.025580 sec): 3 clusters Score: Raw -2142589.378441 + Penalty 3199.249202 = -2139390.129238 nChanged 16 SP:Iteration 140F (5202.105340 sec): 3 clusters Score: Raw -2142592.473665 + Penalty 3199.249202 = -2139393.224463 nChanged 14 SP:Iteration 141Q (5202.164764 sec): 3 clusters Score: Raw -2142595.572038 + Penalty 3199.249202 = -2139396.322835 nChanged 14 SP:Iteration 142Q (5202.229830 sec): 3 clusters Score: Raw -2142599.266927 + Penalty 3199.249202 = -2139400.017725 nChanged 15 SP:Iteration 143Q (5202.292009 sec): 3 clusters Score: Raw -2142602.411380 + Penalty 3199.249202 = -2139403.162178 nChanged 13 SP:Iteration 144Q (5202.376653 sec): 3 clusters Score: Raw -2142605.345147 + Penalty 3199.249202 = -2139406.095945 nChanged 12 SP:Iteration 145Q (5202.450771 sec): 3 clusters Score: Raw -2142607.113940 + Penalty 3199.249202 = -2139407.864738 nChanged 4 SP:Iteration 146Q (5202.521955 sec): 3 clusters Score: Raw -2142607.512703 + Penalty 3199.249202 = -2139408.263500 nChanged 1 SP:Iteration 147Q (5202.593950 sec): 3 clusters Score: Raw -2142607.689419 + Penalty 3199.249202 = -2139408.440217 nChanged 0 SP:Iteration 148F (5202.665369 sec): 3 clusters Score: Raw -2142607.689419 + Penalty 3199.249202 = -2139408.440217 nChanged 0 Trying to split cluster 9 (27379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.725559 sec): 2 clusters Score: Raw -3113774.584571 + Penalty 1660.348881 = -3112114.235690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5202.811774 sec): 3 clusters Score: Raw -3096833.168322 + Penalty 3320.697762 = -3093512.470560 nChanged 12602 SP:Iteration 1F (5202.902277 sec): 3 clusters Score: Raw -3103913.761279 + Penalty 3320.697762 = -3100593.063517 nChanged 1254 SP:Iteration 2Q (5203.003543 sec): 3 clusters Score: Raw -3104310.018787 + Penalty 3320.697762 = -3100989.321025 nChanged 1098 SP:Iteration 3Q (5203.099555 sec): 3 clusters Score: Raw -3104679.022687 + Penalty 3320.697762 = -3101358.324925 nChanged 1093 SP:Iteration 4Q (5203.180276 sec): 3 clusters Score: Raw -3105068.430586 + Penalty 3320.697762 = -3101747.732824 nChanged 1145 SP:Iteration 5Q (5203.283690 sec): 3 clusters Score: Raw -3105515.806647 + Penalty 3320.697762 = -3102195.108885 nChanged 1236 SP:Iteration 6Q (5203.379153 sec): 3 clusters Score: Raw -3106010.373358 + Penalty 3320.697762 = -3102689.675596 nChanged 1249 SP:Iteration 7Q (5203.465639 sec): 3 clusters Score: Raw -3106573.175017 + Penalty 3320.697762 = -3103252.477255 nChanged 1328 SP:Iteration 8Q (5203.523826 sec): 3 clusters Score: Raw -3107260.651829 + Penalty 3320.697762 = -3103939.954067 nChanged 1368 SP:Iteration 9Q (5203.582333 sec): 3 clusters Score: Raw -3108024.681385 + Penalty 3320.697762 = -3104703.983623 nChanged 1366 SP:Iteration 10Q (5203.640342 sec): 3 clusters Score: Raw -3108760.316380 + Penalty 3320.697762 = -3105439.618618 nChanged 1265 SP:Iteration 11Q (5203.698967 sec): 3 clusters Score: Raw -3109428.361412 + Penalty 3320.697762 = -3106107.663650 nChanged 1066 SP:Iteration 12Q (5203.756969 sec): 3 clusters Score: Raw -3109912.267224 + Penalty 3320.697762 = -3106591.569462 nChanged 835 SP:Iteration 13Q (5203.814904 sec): 3 clusters Score: Raw -3110240.544763 + Penalty 3320.697762 = -3106919.847001 nChanged 662 SP:Iteration 14Q (5203.872454 sec): 3 clusters Score: Raw -3110487.673088 + Penalty 3320.697762 = -3107166.975326 nChanged 530 SP:Iteration 15Q (5203.929884 sec): 3 clusters Score: Raw -3110663.590755 + Penalty 3320.697762 = -3107342.892993 nChanged 464 SP:Iteration 16Q (5203.986817 sec): 3 clusters Score: Raw -3110802.557156 + Penalty 3320.697762 = -3107481.859394 nChanged 395 SP:Iteration 17Q (5204.043765 sec): 3 clusters Score: Raw -3110912.370559 + Penalty 3320.697762 = -3107591.672797 nChanged 324 SP:Iteration 18Q (5204.100447 sec): 3 clusters Score: Raw -3111001.803156 + Penalty 3320.697762 = -3107681.105394 nChanged 305 SP:Iteration 19Q (5204.165279 sec): 3 clusters Score: Raw -3111076.696505 + Penalty 3320.697762 = -3107755.998743 nChanged 274 SP:Iteration 20F (5204.227954 sec): 3 clusters Score: Raw -3111146.206522 + Penalty 3320.697762 = -3107825.508760 nChanged 276 SP:Iteration 21Q (5204.314772 sec): 3 clusters Score: Raw -3111221.511879 + Penalty 3320.697762 = -3107900.814117 nChanged 295 SP:Iteration 22Q (5204.371865 sec): 3 clusters Score: Raw -3111292.058469 + Penalty 3320.697762 = -3107971.360707 nChanged 281 SP:Iteration 23Q (5204.423923 sec): 3 clusters Score: Raw -3111360.826341 + Penalty 3320.697762 = -3108040.128579 nChanged 283 SP:Iteration 24Q (5204.508018 sec): 3 clusters Score: Raw -3111423.641091 + Penalty 3320.697762 = -3108102.943329 nChanged 274 SP:Iteration 25Q (5204.593208 sec): 3 clusters Score: Raw -3111482.076623 + Penalty 3320.697762 = -3108161.378861 nChanged 267 SP:Iteration 26Q (5204.673290 sec): 3 clusters Score: Raw -3111535.553530 + Penalty 3320.697762 = -3108214.855769 nChanged 268 SP:Iteration 27Q (5204.767425 sec): 3 clusters Score: Raw -3111594.469531 + Penalty 3320.697762 = -3108273.771769 nChanged 269 SP:Iteration 28Q (5204.856209 sec): 3 clusters Score: Raw -3111651.758805 + Penalty 3320.697762 = -3108331.061043 nChanged 247 SP:Iteration 29Q (5204.942597 sec): 3 clusters Score: Raw -3111703.855451 + Penalty 3320.697762 = -3108383.157689 nChanged 276 SP:Iteration 30Q (5205.020061 sec): 3 clusters Score: Raw -3111768.371443 + Penalty 3320.697762 = -3108447.673681 nChanged 276 SP:Iteration 31Q (5205.109211 sec): 3 clusters Score: Raw -3111828.574402 + Penalty 3320.697762 = -3108507.876640 nChanged 275 SP:Iteration 32Q (5205.179484 sec): 3 clusters Score: Raw -3111888.959393 + Penalty 3320.697762 = -3108568.261631 nChanged 281 SP:Iteration 33Q (5205.274069 sec): 3 clusters Score: Raw -3111952.734222 + Penalty 3320.697762 = -3108632.036460 nChanged 304 SP:Iteration 34Q (5205.334240 sec): 3 clusters Score: Raw -3112036.013768 + Penalty 3320.697762 = -3108715.316006 nChanged 302 SP:Iteration 35Q (5205.422343 sec): 3 clusters Score: Raw -3112115.892837 + Penalty 3320.697762 = -3108795.195075 nChanged 303 SP:Iteration 36Q (5205.493462 sec): 3 clusters Score: Raw -3112196.112230 + Penalty 3320.697762 = -3108875.414468 nChanged 290 SP:Iteration 37Q (5205.581448 sec): 3 clusters Score: Raw -3112273.061013 + Penalty 3320.697762 = -3108952.363251 nChanged 280 SP:Iteration 38Q (5205.670918 sec): 3 clusters Score: Raw -3112348.837909 + Penalty 3320.697762 = -3109028.140147 nChanged 281 SP:Iteration 39Q (5205.753159 sec): 3 clusters Score: Raw -3112434.568862 + Penalty 3320.697762 = -3109113.871100 nChanged 258 SP:Iteration 40F (5205.856734 sec): 3 clusters Score: Raw -3112512.466867 + Penalty 3320.697762 = -3109191.769105 nChanged 261 SP:Iteration 41Q (5205.948687 sec): 3 clusters Score: Raw -3112600.145188 + Penalty 3320.697762 = -3109279.447427 nChanged 274 SP:Iteration 42Q (5206.039746 sec): 3 clusters Score: Raw -3112696.903967 + Penalty 3320.697762 = -3109376.206206 nChanged 269 SP:Iteration 43Q (5206.123329 sec): 3 clusters Score: Raw -3112793.720929 + Penalty 3320.697762 = -3109473.023167 nChanged 278 SP:Iteration 44Q (5206.213949 sec): 3 clusters Score: Raw -3112896.101377 + Penalty 3320.697762 = -3109575.403615 nChanged 261 SP:Iteration 45Q (5206.300207 sec): 3 clusters Score: Raw -3112993.504051 + Penalty 3320.697762 = -3109672.806289 nChanged 265 SP:Iteration 46Q (5206.376942 sec): 3 clusters Score: Raw -3113090.747227 + Penalty 3320.697762 = -3109770.049465 nChanged 215 SP:Iteration 47Q (5206.471573 sec): 3 clusters Score: Raw -3113183.985682 + Penalty 3320.697762 = -3109863.287920 nChanged 243 SP:Iteration 48Q (5206.548259 sec): 3 clusters Score: Raw -3113293.271968 + Penalty 3320.697762 = -3109972.574206 nChanged 214 SP:Iteration 49Q (5206.636959 sec): 3 clusters Score: Raw -3113399.648884 + Penalty 3320.697762 = -3110078.951122 nChanged 202 SP:Iteration 50Q (5206.712291 sec): 3 clusters Score: Raw -3113500.844034 + Penalty 3320.697762 = -3110180.146272 nChanged 161 SP:Iteration 51Q (5206.796944 sec): 3 clusters Score: Raw -3113587.569441 + Penalty 3320.697762 = -3110266.871679 nChanged 152 SP:Iteration 52Q (5206.846724 sec): 3 clusters Score: Raw -3113668.430043 + Penalty 3320.697762 = -3110347.732281 nChanged 149 SP:Iteration 53Q (5206.891970 sec): 3 clusters Score: Raw -3113741.006551 + Penalty 3320.697762 = -3110420.308789 nChanged 113 SP:Iteration 54Q (5206.941613 sec): 3 clusters Score: Raw -3113793.272169 + Penalty 3320.697762 = -3110472.574407 nChanged 106 SP:Iteration 55Q (5206.990628 sec): 3 clusters Score: Raw -3113845.463368 + Penalty 3320.697762 = -3110524.765606 nChanged 100 SP:Iteration 56Q (5207.039849 sec): 3 clusters Score: Raw -3113886.863971 + Penalty 3320.697762 = -3110566.166209 nChanged 86 SP:Iteration 57Q (5207.088115 sec): 3 clusters Score: Raw -3113920.020973 + Penalty 3320.697762 = -3110599.323211 nChanged 81 SP:Iteration 58Q (5207.136992 sec): 3 clusters Score: Raw -3113948.562374 + Penalty 3320.697762 = -3110627.864612 nChanged 64 SP:Iteration 59Q (5207.185958 sec): 3 clusters Score: Raw -3113971.579441 + Penalty 3320.697762 = -3110650.881679 nChanged 60 SP:Iteration 60F (5207.242734 sec): 3 clusters Score: Raw -3113991.202455 + Penalty 3320.697762 = -3110670.504693 nChanged 55 SP:Iteration 61Q (5207.305170 sec): 3 clusters Score: Raw -3114010.236184 + Penalty 3320.697762 = -3110689.538422 nChanged 53 SP:Iteration 62Q (5207.354075 sec): 3 clusters Score: Raw -3114027.440252 + Penalty 3320.697762 = -3110706.742490 nChanged 41 SP:Iteration 63Q (5207.402799 sec): 3 clusters Score: Raw -3114039.038490 + Penalty 3320.697762 = -3110718.340728 nChanged 30 SP:Iteration 64Q (5207.465258 sec): 3 clusters Score: Raw -3114046.820312 + Penalty 3320.697762 = -3110726.122550 nChanged 20 SP:Iteration 65Q (5207.513251 sec): 3 clusters Score: Raw -3114052.334196 + Penalty 3320.697762 = -3110731.636434 nChanged 22 SP:Iteration 66Q (5207.560909 sec): 3 clusters Score: Raw -3114059.791001 + Penalty 3320.697762 = -3110739.093239 nChanged 26 SP:Iteration 67Q (5207.609114 sec): 3 clusters Score: Raw -3114069.132182 + Penalty 3320.697762 = -3110748.434420 nChanged 30 SP:Iteration 68Q (5207.657926 sec): 3 clusters Score: Raw -3114082.032685 + Penalty 3320.697762 = -3110761.334923 nChanged 35 SP:Iteration 69Q (5207.744469 sec): 3 clusters Score: Raw -3114093.364902 + Penalty 3320.697762 = -3110772.667140 nChanged 30 SP:Iteration 70Q (5207.827936 sec): 3 clusters Score: Raw -3114103.343566 + Penalty 3320.697762 = -3110782.645804 nChanged 23 SP:Iteration 71Q (5207.918681 sec): 3 clusters Score: Raw -3114110.880056 + Penalty 3320.697762 = -3110790.182294 nChanged 19 SP:Iteration 72Q (5207.996634 sec): 3 clusters Score: Raw -3114117.363221 + Penalty 3320.697762 = -3110796.665459 nChanged 24 SP:Iteration 73Q (5208.089152 sec): 3 clusters Score: Raw -3114126.805880 + Penalty 3320.697762 = -3110806.108118 nChanged 30 SP:Iteration 74Q (5208.175439 sec): 3 clusters Score: Raw -3114138.287167 + Penalty 3320.697762 = -3110817.589405 nChanged 33 SP:Iteration 75Q (5208.261582 sec): 3 clusters Score: Raw -3114150.453470 + Penalty 3320.697762 = -3110829.755708 nChanged 32 SP:Iteration 76Q (5208.345198 sec): 3 clusters Score: Raw -3114170.097102 + Penalty 3320.697762 = -3110849.399340 nChanged 42 SP:Iteration 77Q (5208.426003 sec): 3 clusters Score: Raw -3114190.329912 + Penalty 3320.697762 = -3110869.632150 nChanged 36 SP:Iteration 78Q (5208.503805 sec): 3 clusters Score: Raw -3114204.995336 + Penalty 3320.697762 = -3110884.297574 nChanged 23 SP:Iteration 79Q (5208.587422 sec): 3 clusters Score: Raw -3114213.916044 + Penalty 3320.697762 = -3110893.218282 nChanged 20 SP:Iteration 80F (5208.671603 sec): 3 clusters Score: Raw -3114220.096716 + Penalty 3320.697762 = -3110899.398954 nChanged 14 SP:Iteration 81Q (5208.746808 sec): 3 clusters Score: Raw -3114227.018283 + Penalty 3320.697762 = -3110906.320521 nChanged 12 SP:Iteration 82Q (5208.832848 sec): 3 clusters Score: Raw -3114231.012945 + Penalty 3320.697762 = -3110910.315183 nChanged 13 SP:Iteration 83Q (5208.898724 sec): 3 clusters Score: Raw -3114235.961448 + Penalty 3320.697762 = -3110915.263686 nChanged 20 SP:Iteration 84Q (5208.991081 sec): 3 clusters Score: Raw -3114242.326178 + Penalty 3320.697762 = -3110921.628416 nChanged 15 SP:Iteration 85Q (5209.066820 sec): 3 clusters Score: Raw -3114247.373074 + Penalty 3320.697762 = -3110926.675312 nChanged 13 SP:Iteration 86Q (5209.142481 sec): 3 clusters Score: Raw -3114251.528338 + Penalty 3320.697762 = -3110930.830576 nChanged 14 SP:Iteration 87Q (5209.220235 sec): 3 clusters Score: Raw -3114256.606009 + Penalty 3320.697762 = -3110935.908247 nChanged 21 SP:Iteration 88Q (5209.303837 sec): 3 clusters Score: Raw -3114264.316056 + Penalty 3320.697762 = -3110943.618294 nChanged 23 SP:Iteration 89Q (5209.385839 sec): 3 clusters Score: Raw -3114273.883620 + Penalty 3320.697762 = -3110953.185858 nChanged 25 SP:Iteration 90Q (5209.461058 sec): 3 clusters Score: Raw -3114283.040236 + Penalty 3320.697762 = -3110962.342474 nChanged 21 SP:Iteration 91Q (5209.524101 sec): 3 clusters Score: Raw -3114290.338277 + Penalty 3320.697762 = -3110969.640515 nChanged 11 SP:Iteration 92Q (5209.606584 sec): 3 clusters Score: Raw -3114294.147552 + Penalty 3320.697762 = -3110973.449790 nChanged 12 SP:Iteration 93Q (5209.676817 sec): 3 clusters Score: Raw -3114298.467776 + Penalty 3320.697762 = -3110977.770014 nChanged 14 SP:Iteration 94Q (5209.755791 sec): 3 clusters Score: Raw -3114304.250948 + Penalty 3320.697762 = -3110983.553186 nChanged 16 SP:Iteration 95Q (5209.841084 sec): 3 clusters Score: Raw -3114310.866394 + Penalty 3320.697762 = -3110990.168632 nChanged 12 SP:Iteration 96Q (5209.921059 sec): 3 clusters Score: Raw -3114316.513099 + Penalty 3320.697762 = -3110995.815337 nChanged 11 SP:Iteration 97Q (5210.000825 sec): 3 clusters Score: Raw -3114320.824592 + Penalty 3320.697762 = -3111000.126830 nChanged 12 SP:Iteration 98Q (5210.085977 sec): 3 clusters Score: Raw -3114324.313936 + Penalty 3320.697762 = -3111003.616174 nChanged 10 SP:Iteration 99Q (5210.167842 sec): 3 clusters Score: Raw -3114327.191471 + Penalty 3320.697762 = -3111006.493709 nChanged 7 SP:Iteration 100F (5210.260468 sec): 3 clusters Score: Raw -3114329.533169 + Penalty 3320.697762 = -3111008.835407 nChanged 7 SP:Iteration 101Q (5210.346816 sec): 3 clusters Score: Raw -3114332.644924 + Penalty 3320.697762 = -3111011.947162 nChanged 10 SP:Iteration 102Q (5210.427222 sec): 3 clusters Score: Raw -3114340.677198 + Penalty 3320.697762 = -3111019.979436 nChanged 15 SP:Iteration 103Q (5210.511890 sec): 3 clusters Score: Raw -3114348.253295 + Penalty 3320.697762 = -3111027.555533 nChanged 15 SP:Iteration 104Q (5210.593849 sec): 3 clusters Score: Raw -3114358.191071 + Penalty 3320.697762 = -3111037.493309 nChanged 18 SP:Iteration 105Q (5210.679405 sec): 3 clusters Score: Raw -3114372.572885 + Penalty 3320.697762 = -3111051.875123 nChanged 31 SP:Iteration 106Q (5210.764343 sec): 3 clusters Score: Raw -3114408.068457 + Penalty 3320.697762 = -3111087.370695 nChanged 39 SP:Iteration 107Q (5210.846378 sec): 3 clusters Score: Raw -3114467.609125 + Penalty 3320.697762 = -3111146.911363 nChanged 50 SP:Iteration 108Q (5210.921297 sec): 3 clusters Score: Raw -3114527.296106 + Penalty 3320.697762 = -3111206.598344 nChanged 42 SP:Iteration 109Q (5211.012660 sec): 3 clusters Score: Raw -3114562.352361 + Penalty 3320.697762 = -3111241.654599 nChanged 37 SP:Iteration 110Q (5211.095191 sec): 3 clusters Score: Raw -3114580.455699 + Penalty 3320.697762 = -3111259.757937 nChanged 20 SP:Iteration 111Q (5211.176196 sec): 3 clusters Score: Raw -3114588.428948 + Penalty 3320.697762 = -3111267.731186 nChanged 18 SP:Iteration 112Q (5211.224876 sec): 3 clusters Score: Raw -3114594.514577 + Penalty 3320.697762 = -3111273.816815 nChanged 11 SP:Iteration 113Q (5211.310972 sec): 3 clusters Score: Raw -3114598.608897 + Penalty 3320.697762 = -3111277.911135 nChanged 16 SP:Iteration 114Q (5211.387564 sec): 3 clusters Score: Raw -3114603.912346 + Penalty 3320.697762 = -3111283.214584 nChanged 13 SP:Iteration 115Q (5211.477413 sec): 3 clusters Score: Raw -3114608.070685 + Penalty 3320.697762 = -3111287.372923 nChanged 17 SP:Iteration 116Q (5211.556263 sec): 3 clusters Score: Raw -3114614.237449 + Penalty 3320.697762 = -3111293.539687 nChanged 16 SP:Iteration 117Q (5211.640006 sec): 3 clusters Score: Raw -3114620.417867 + Penalty 3320.697762 = -3111299.720105 nChanged 11 SP:Iteration 118Q (5211.724148 sec): 3 clusters Score: Raw -3114623.659030 + Penalty 3320.697762 = -3111302.961268 nChanged 10 SP:Iteration 119Q (5211.806087 sec): 3 clusters Score: Raw -3114626.865486 + Penalty 3320.697762 = -3111306.167724 nChanged 9 SP:Iteration 120F (5211.890479 sec): 3 clusters Score: Raw -3114629.797107 + Penalty 3320.697762 = -3111309.099346 nChanged 8 SP:Iteration 121Q (5211.985770 sec): 3 clusters Score: Raw -3114632.736505 + Penalty 3320.697762 = -3111312.038743 nChanged 8 SP:Iteration 122Q (5212.062280 sec): 3 clusters Score: Raw -3114634.963416 + Penalty 3320.697762 = -3111314.265654 nChanged 8 SP:Iteration 123Q (5212.158016 sec): 3 clusters Score: Raw -3114637.642139 + Penalty 3320.697762 = -3111316.944377 nChanged 7 SP:Iteration 124Q (5212.243856 sec): 3 clusters Score: Raw -3114640.024787 + Penalty 3320.697762 = -3111319.327025 nChanged 6 SP:Iteration 125Q (5212.328815 sec): 3 clusters Score: Raw -3114642.749539 + Penalty 3320.697762 = -3111322.051777 nChanged 6 SP:Iteration 126Q (5212.403319 sec): 3 clusters Score: Raw -3114644.579729 + Penalty 3320.697762 = -3111323.881967 nChanged 7 SP:Iteration 127Q (5212.487780 sec): 3 clusters Score: Raw -3114646.605134 + Penalty 3320.697762 = -3111325.907373 nChanged 7 SP:Iteration 128Q (5212.571803 sec): 3 clusters Score: Raw -3114649.184038 + Penalty 3320.697762 = -3111328.486276 nChanged 4 SP:Iteration 129Q (5212.636561 sec): 3 clusters Score: Raw -3114650.579859 + Penalty 3320.697762 = -3111329.882097 nChanged 7 SP:Iteration 130Q (5212.711452 sec): 3 clusters Score: Raw -3114652.811371 + Penalty 3320.697762 = -3111332.113609 nChanged 4 SP:Iteration 131Q (5212.804084 sec): 3 clusters Score: Raw -3114653.779358 + Penalty 3320.697762 = -3111333.081596 nChanged 5 SP:Iteration 132Q (5212.886036 sec): 3 clusters Score: Raw -3114655.326502 + Penalty 3320.697762 = -3111334.628740 nChanged 8 SP:Iteration 133Q (5212.972598 sec): 3 clusters Score: Raw -3114657.077207 + Penalty 3320.697762 = -3111336.379445 nChanged 3 SP:Iteration 134Q (5213.056739 sec): 3 clusters Score: Raw -3114657.742888 + Penalty 3320.697762 = -3111337.045126 nChanged 6 SP:Iteration 135Q (5213.129108 sec): 3 clusters Score: Raw -3114659.353631 + Penalty 3320.697762 = -3111338.655870 nChanged 4 SP:Iteration 136Q (5213.199427 sec): 3 clusters Score: Raw -3114660.303970 + Penalty 3320.697762 = -3111339.606208 nChanged 3 SP:Iteration 137Q (5213.275953 sec): 3 clusters Score: Raw -3114660.813668 + Penalty 3320.697762 = -3111340.115906 nChanged 3 SP:Iteration 138Q (5213.360704 sec): 3 clusters Score: Raw -3114661.783776 + Penalty 3320.697762 = -3111341.086014 nChanged 3 SP:Iteration 139Q (5213.443558 sec): 3 clusters Score: Raw -3114663.033313 + Penalty 3320.697762 = -3111342.335551 nChanged 5 SP:Iteration 140F (5213.533446 sec): 3 clusters Score: Raw -3114664.778818 + Penalty 3320.697762 = -3111344.081056 nChanged 5 SP:Iteration 141Q (5213.616907 sec): 3 clusters Score: Raw -3114665.429197 + Penalty 3320.697762 = -3111344.731435 nChanged 1 SP:Iteration 142Q (5213.695180 sec): 3 clusters Score: Raw -3114665.584981 + Penalty 3320.697762 = -3111344.887219 nChanged 0 SP:Iteration 143F (5213.774073 sec): 3 clusters Score: Raw -3114665.584981 + Penalty 3320.697762 = -3111344.887219 nChanged 0 Trying to split cluster 10 (43815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5213.865911 sec): 2 clusters Score: Raw -4842084.762913 + Penalty 1736.756369 = -4840348.006544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5213.979021 sec): 3 clusters Score: Raw -4814346.817989 + Penalty 3473.512739 = -4810873.305250 nChanged 20637 SP:Iteration 1F (5214.099119 sec): 3 clusters Score: Raw -4826135.329057 + Penalty 3473.512739 = -4822661.816318 nChanged 2058 SP:Iteration 2Q (5214.233771 sec): 3 clusters Score: Raw -4826853.433924 + Penalty 3473.512739 = -4823379.921186 nChanged 2128 SP:Iteration 3Q (5214.346492 sec): 3 clusters Score: Raw -4827736.437152 + Penalty 3473.512739 = -4824262.924413 nChanged 2398 SP:Iteration 4F (5214.466073 sec): 3 clusters Score: Raw -4828973.175588 + Penalty 3473.512739 = -4825499.662850 nChanged 2775 SP:Iteration 5F (5214.585918 sec): 3 clusters Score: Raw -4830684.120666 + Penalty 3473.512739 = -4827210.607928 nChanged 2983 SP:Iteration 6F (5214.702527 sec): 3 clusters Score: Raw -4832837.708822 + Penalty 3473.512739 = -4829364.196083 nChanged 3140 SP:Iteration 7F (5214.822050 sec): 3 clusters Score: Raw -4835454.660446 + Penalty 3473.512739 = -4831981.147707 nChanged 2783 SP:Iteration 8F (5214.936628 sec): 3 clusters Score: Raw -4837982.752651 + Penalty 3473.512739 = -4834509.239912 nChanged 2085 SP:Iteration 9Q (5215.060806 sec): 3 clusters Score: Raw -4839893.459768 + Penalty 3473.512739 = -4836419.947029 nChanged 1280 SP:Iteration 10Q (5215.181011 sec): 3 clusters Score: Raw -4841021.825046 + Penalty 3473.512739 = -4837548.312308 nChanged 699 SP:Iteration 11Q (5215.291971 sec): 3 clusters Score: Raw -4841646.483778 + Penalty 3473.512739 = -4838172.971039 nChanged 385 SP:Iteration 12Q (5215.413162 sec): 3 clusters Score: Raw -4842013.535393 + Penalty 3473.512739 = -4838540.022654 nChanged 209 SP:Iteration 13Q (5215.480878 sec): 3 clusters Score: Raw -4842221.240345 + Penalty 3473.512739 = -4838747.727606 nChanged 138 SP:Iteration 14Q (5215.565569 sec): 3 clusters Score: Raw -4842355.588772 + Penalty 3473.512739 = -4838882.076033 nChanged 71 SP:Iteration 15Q (5215.637673 sec): 3 clusters Score: Raw -4842425.242956 + Penalty 3473.512739 = -4838951.730218 nChanged 53 SP:Iteration 16Q (5215.708060 sec): 3 clusters Score: Raw -4842460.931210 + Penalty 3473.512739 = -4838987.418471 nChanged 28 SP:Iteration 17Q (5215.817294 sec): 3 clusters Score: Raw -4842479.088126 + Penalty 3473.512739 = -4839005.575387 nChanged 25 SP:Iteration 18Q (5215.927587 sec): 3 clusters Score: Raw -4842497.926848 + Penalty 3473.512739 = -4839024.414109 nChanged 20 SP:Iteration 19Q (5216.021506 sec): 3 clusters Score: Raw -4842512.994905 + Penalty 3473.512739 = -4839039.482166 nChanged 16 SP:Iteration 20F (5216.135742 sec): 3 clusters Score: Raw -4842522.349562 + Penalty 3473.512739 = -4839048.836824 nChanged 10 SP:Iteration 21Q (5216.237465 sec): 3 clusters Score: Raw -4842527.643399 + Penalty 3473.512739 = -4839054.130661 nChanged 10 SP:Iteration 22Q (5216.339266 sec): 3 clusters Score: Raw -4842533.623693 + Penalty 3473.512739 = -4839060.110954 nChanged 9 SP:Iteration 23Q (5216.446927 sec): 3 clusters Score: Raw -4842538.280835 + Penalty 3473.512739 = -4839064.768097 nChanged 13 SP:Iteration 24Q (5216.542801 sec): 3 clusters Score: Raw -4842544.349142 + Penalty 3473.512739 = -4839070.836403 nChanged 10 SP:Iteration 25Q (5216.640593 sec): 3 clusters Score: Raw -4842550.954798 + Penalty 3473.512739 = -4839077.442059 nChanged 11 SP:Iteration 26Q (5216.734546 sec): 3 clusters Score: Raw -4842556.848743 + Penalty 3473.512739 = -4839083.336004 nChanged 7 SP:Iteration 27Q (5216.825866 sec): 3 clusters Score: Raw -4842560.815716 + Penalty 3473.512739 = -4839087.302977 nChanged 8 SP:Iteration 28Q (5216.914488 sec): 3 clusters Score: Raw -4842566.509799 + Penalty 3473.512739 = -4839092.997061 nChanged 9 SP:Iteration 29Q (5217.007660 sec): 3 clusters Score: Raw -4842572.537263 + Penalty 3473.512739 = -4839099.024524 nChanged 11 SP:Iteration 30Q (5217.100847 sec): 3 clusters Score: Raw -4842577.112813 + Penalty 3473.512739 = -4839103.600075 nChanged 6 SP:Iteration 31Q (5217.213605 sec): 3 clusters Score: Raw -4842579.176846 + Penalty 3473.512739 = -4839105.664107 nChanged 2 SP:Iteration 32Q (5217.319303 sec): 3 clusters Score: Raw -4842580.154818 + Penalty 3473.512739 = -4839106.642080 nChanged 5 SP:Iteration 33Q (5217.428614 sec): 3 clusters Score: Raw -4842582.569457 + Penalty 3473.512739 = -4839109.056718 nChanged 6 SP:Iteration 34Q (5217.536004 sec): 3 clusters Score: Raw -4842585.503993 + Penalty 3473.512739 = -4839111.991254 nChanged 6 SP:Iteration 35Q (5217.644198 sec): 3 clusters Score: Raw -4842588.399628 + Penalty 3473.512739 = -4839114.886889 nChanged 4 SP:Iteration 36Q (5217.746603 sec): 3 clusters Score: Raw -4842590.765608 + Penalty 3473.512739 = -4839117.252870 nChanged 4 SP:Iteration 37Q (5217.845689 sec): 3 clusters Score: Raw -4842593.174373 + Penalty 3473.512739 = -4839119.661634 nChanged 5 SP:Iteration 38Q (5217.945283 sec): 3 clusters Score: Raw -4842595.299112 + Penalty 3473.512739 = -4839121.786373 nChanged 3 SP:Iteration 39Q (5218.053131 sec): 3 clusters Score: Raw -4842596.206869 + Penalty 3473.512739 = -4839122.694130 nChanged 1 SP:Iteration 40F (5218.172784 sec): 3 clusters Score: Raw -4842596.574825 + Penalty 3473.512739 = -4839123.062087 nChanged 1 SP:Iteration 41Q (5218.289118 sec): 3 clusters Score: Raw -4842596.820880 + Penalty 3473.512739 = -4839123.308141 nChanged 1 SP:Iteration 42Q (5218.381570 sec): 3 clusters Score: Raw -4842597.087898 + Penalty 3473.512739 = -4839123.575159 nChanged 0 SP:Iteration 43F (5218.496659 sec): 3 clusters Score: Raw -4842597.087898 + Penalty 3473.512739 = -4839123.575159 nChanged 0 Trying to split cluster 11 (11005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5218.548890 sec): 2 clusters Score: Raw -1235349.114422 + Penalty 1512.242062 = -1233836.872361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5218.614065 sec): 3 clusters Score: Raw -1229103.224603 + Penalty 3024.484123 = -1226078.740480 nChanged 4787 SP:Iteration 1F (5218.638455 sec): 3 clusters Score: Raw -1231893.929224 + Penalty 3024.484123 = -1228869.445101 nChanged 831 SP:Iteration 2F (5218.713369 sec): 3 clusters Score: Raw -1232425.397252 + Penalty 3024.484123 = -1229400.913129 nChanged 768 SP:Iteration 3F (5218.777886 sec): 3 clusters Score: Raw -1232955.379506 + Penalty 3024.484123 = -1229930.895383 nChanged 742 SP:Iteration 4F (5218.837321 sec): 3 clusters Score: Raw -1233541.287708 + Penalty 3024.484123 = -1230516.803585 nChanged 698 SP:Iteration 5F (5218.892301 sec): 3 clusters Score: Raw -1234118.214292 + Penalty 3024.484123 = -1231093.730169 nChanged 607 SP:Iteration 6F (5218.948428 sec): 3 clusters Score: Raw -1234648.651925 + Penalty 3024.484123 = -1231624.167802 nChanged 486 SP:Iteration 7Q (5219.021084 sec): 3 clusters Score: Raw -1235073.345458 + Penalty 3024.484123 = -1232048.861335 nChanged 289 SP:Iteration 8Q (5219.085364 sec): 3 clusters Score: Raw -1235321.925183 + Penalty 3024.484123 = -1232297.441060 nChanged 190 SP:Iteration 9Q (5219.129625 sec): 3 clusters Score: Raw -1235481.266216 + Penalty 3024.484123 = -1232456.782093 nChanged 125 SP:Iteration 10Q (5219.186432 sec): 3 clusters Score: Raw -1235595.876029 + Penalty 3024.484123 = -1232571.391906 nChanged 99 SP:Iteration 11Q (5219.254293 sec): 3 clusters Score: Raw -1235700.291113 + Penalty 3024.484123 = -1232675.806990 nChanged 78 SP:Iteration 12Q (5219.315283 sec): 3 clusters Score: Raw -1235769.073189 + Penalty 3024.484123 = -1232744.589066 nChanged 61 SP:Iteration 13Q (5219.369427 sec): 3 clusters Score: Raw -1235803.784443 + Penalty 3024.484123 = -1232779.300320 nChanged 42 SP:Iteration 14Q (5219.424038 sec): 3 clusters Score: Raw -1235829.781325 + Penalty 3024.484123 = -1232805.297202 nChanged 19 SP:Iteration 15Q (5219.496072 sec): 3 clusters Score: Raw -1235838.575121 + Penalty 3024.484123 = -1232814.090998 nChanged 17 SP:Iteration 16Q (5219.557968 sec): 3 clusters Score: Raw -1235845.018578 + Penalty 3024.484123 = -1232820.534455 nChanged 11 SP:Iteration 17Q (5219.610758 sec): 3 clusters Score: Raw -1235849.991516 + Penalty 3024.484123 = -1232825.507393 nChanged 8 SP:Iteration 18Q (5219.681118 sec): 3 clusters Score: Raw -1235853.489466 + Penalty 3024.484123 = -1232829.005343 nChanged 6 SP:Iteration 19Q (5219.743122 sec): 3 clusters Score: Raw -1235855.686276 + Penalty 3024.484123 = -1232831.202153 nChanged 3 SP:Iteration 20F (5219.808869 sec): 3 clusters Score: Raw -1235857.165821 + Penalty 3024.484123 = -1232832.681697 nChanged 5 SP:Iteration 21Q (5219.858156 sec): 3 clusters Score: Raw -1235859.230751 + Penalty 3024.484123 = -1232834.746628 nChanged 4 SP:Iteration 22Q (5219.919966 sec): 3 clusters Score: Raw -1235860.510209 + Penalty 3024.484123 = -1232836.026086 nChanged 5 SP:Iteration 23Q (5219.971722 sec): 3 clusters Score: Raw -1235861.997320 + Penalty 3024.484123 = -1232837.513197 nChanged 6 SP:Iteration 24Q (5220.035860 sec): 3 clusters Score: Raw -1235863.889563 + Penalty 3024.484123 = -1232839.405440 nChanged 2 SP:Iteration 25Q (5220.099013 sec): 3 clusters Score: Raw -1235864.505650 + Penalty 3024.484123 = -1232840.021527 nChanged 3 SP:Iteration 26Q (5220.150902 sec): 3 clusters Score: Raw -1235865.921986 + Penalty 3024.484123 = -1232841.437863 nChanged 1 SP:Iteration 27Q (5220.223780 sec): 3 clusters Score: Raw -1235866.051410 + Penalty 3024.484123 = -1232841.567287 nChanged 0 SP:Iteration 28F (5220.269041 sec): 3 clusters Score: Raw -1235866.051410 + Penalty 3024.484123 = -1232841.567287 nChanged 0 Trying to split cluster 12 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5220.306030 sec): 2 clusters Score: Raw -1125703.802512 + Penalty 1493.480258 = -1124210.322254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5220.369266 sec): 3 clusters Score: Raw -1120191.701361 + Penalty 2986.960515 = -1117204.740846 nChanged 4247 SP:Iteration 1F (5220.432167 sec): 3 clusters Score: Raw -1122533.698029 + Penalty 2986.960515 = -1119546.737514 nChanged 710 SP:Iteration 2F (5220.506318 sec): 3 clusters Score: Raw -1122935.029559 + Penalty 2986.960515 = -1119948.069044 nChanged 650 SP:Iteration 3F (5220.564710 sec): 3 clusters Score: Raw -1123309.963340 + Penalty 2986.960515 = -1120323.002825 nChanged 564 SP:Iteration 4F (5220.623074 sec): 3 clusters Score: Raw -1123628.983157 + Penalty 2986.960515 = -1120642.022642 nChanged 534 SP:Iteration 5F (5220.687703 sec): 3 clusters Score: Raw -1123952.959224 + Penalty 2986.960515 = -1120965.998709 nChanged 496 SP:Iteration 6F (5220.751065 sec): 3 clusters Score: Raw -1124240.689865 + Penalty 2986.960515 = -1121253.729350 nChanged 445 SP:Iteration 7Q (5220.809566 sec): 3 clusters Score: Raw -1124507.780332 + Penalty 2986.960515 = -1121520.819817 nChanged 406 SP:Iteration 8Q (5220.867949 sec): 3 clusters Score: Raw -1124727.445960 + Penalty 2986.960515 = -1121740.485445 nChanged 326 SP:Iteration 9Q (5220.931559 sec): 3 clusters Score: Raw -1124869.044083 + Penalty 2986.960515 = -1121882.083568 nChanged 262 SP:Iteration 10Q (5220.985759 sec): 3 clusters Score: Raw -1124971.591871 + Penalty 2986.960515 = -1121984.631356 nChanged 208 SP:Iteration 11Q (5221.049828 sec): 3 clusters Score: Raw -1125052.271216 + Penalty 2986.960515 = -1122065.310701 nChanged 184 SP:Iteration 12Q (5221.114005 sec): 3 clusters Score: Raw -1125126.329240 + Penalty 2986.960515 = -1122139.368725 nChanged 167 SP:Iteration 13Q (5221.170672 sec): 3 clusters Score: Raw -1125185.256967 + Penalty 2986.960515 = -1122198.296452 nChanged 150 SP:Iteration 14Q (5221.234197 sec): 3 clusters Score: Raw -1125233.180132 + Penalty 2986.960515 = -1122246.219617 nChanged 130 SP:Iteration 15Q (5221.290881 sec): 3 clusters Score: Raw -1125281.355581 + Penalty 2986.960515 = -1122294.395066 nChanged 111 SP:Iteration 16Q (5221.347426 sec): 3 clusters Score: Raw -1125323.259577 + Penalty 2986.960515 = -1122336.299062 nChanged 84 SP:Iteration 17Q (5221.411819 sec): 3 clusters Score: Raw -1125352.895743 + Penalty 2986.960515 = -1122365.935228 nChanged 90 SP:Iteration 18Q (5221.475380 sec): 3 clusters Score: Raw -1125376.459749 + Penalty 2986.960515 = -1122389.499234 nChanged 89 SP:Iteration 19Q (5221.538465 sec): 3 clusters Score: Raw -1125401.787272 + Penalty 2986.960515 = -1122414.826757 nChanged 69 SP:Iteration 20F (5221.603439 sec): 3 clusters Score: Raw -1125419.751470 + Penalty 2986.960515 = -1122432.790955 nChanged 62 SP:Iteration 21Q (5221.660077 sec): 3 clusters Score: Raw -1125435.526251 + Penalty 2986.960515 = -1122448.565735 nChanged 60 SP:Iteration 22Q (5221.717912 sec): 3 clusters Score: Raw -1125451.589196 + Penalty 2986.960515 = -1122464.628681 nChanged 58 SP:Iteration 23Q (5221.779867 sec): 3 clusters Score: Raw -1125465.228322 + Penalty 2986.960515 = -1122478.267807 nChanged 53 SP:Iteration 24Q (5221.844273 sec): 3 clusters Score: Raw -1125476.801079 + Penalty 2986.960515 = -1122489.840564 nChanged 53 SP:Iteration 25Q (5221.917563 sec): 3 clusters Score: Raw -1125488.600933 + Penalty 2986.960515 = -1122501.640418 nChanged 36 SP:Iteration 26Q (5221.969207 sec): 3 clusters Score: Raw -1125497.372456 + Penalty 2986.960515 = -1122510.411941 nChanged 42 SP:Iteration 27Q (5222.032969 sec): 3 clusters Score: Raw -1125507.471938 + Penalty 2986.960515 = -1122520.511423 nChanged 46 SP:Iteration 28Q (5222.097776 sec): 3 clusters Score: Raw -1125519.788824 + Penalty 2986.960515 = -1122532.828309 nChanged 50 SP:Iteration 29Q (5222.145752 sec): 3 clusters Score: Raw -1125530.411920 + Penalty 2986.960515 = -1122543.451405 nChanged 40 SP:Iteration 30Q (5222.173756 sec): 3 clusters Score: Raw -1125540.232533 + Penalty 2986.960515 = -1122553.272018 nChanged 54 SP:Iteration 31Q (5222.235373 sec): 3 clusters Score: Raw -1125553.900716 + Penalty 2986.960515 = -1122566.940201 nChanged 40 SP:Iteration 32Q (5222.289321 sec): 3 clusters Score: Raw -1125561.300011 + Penalty 2986.960515 = -1122574.339496 nChanged 33 SP:Iteration 33Q (5222.352434 sec): 3 clusters Score: Raw -1125567.034090 + Penalty 2986.960515 = -1122580.073575 nChanged 34 SP:Iteration 34Q (5222.424278 sec): 3 clusters Score: Raw -1125572.698858 + Penalty 2986.960515 = -1122585.738342 nChanged 34 SP:Iteration 35Q (5222.486153 sec): 3 clusters Score: Raw -1125578.717918 + Penalty 2986.960515 = -1122591.757403 nChanged 36 SP:Iteration 36Q (5222.549509 sec): 3 clusters Score: Raw -1125586.827326 + Penalty 2986.960515 = -1122599.866811 nChanged 42 SP:Iteration 37Q (5222.611656 sec): 3 clusters Score: Raw -1125596.966386 + Penalty 2986.960515 = -1122610.005871 nChanged 39 SP:Iteration 38Q (5222.661019 sec): 3 clusters Score: Raw -1125606.430017 + Penalty 2986.960515 = -1122619.469502 nChanged 35 SP:Iteration 39Q (5222.718408 sec): 3 clusters Score: Raw -1125613.241125 + Penalty 2986.960515 = -1122626.280610 nChanged 36 SP:Iteration 40F (5222.788521 sec): 3 clusters Score: Raw -1125623.001251 + Penalty 2986.960515 = -1122636.040736 nChanged 49 SP:Iteration 41Q (5222.843524 sec): 3 clusters Score: Raw -1125635.332341 + Penalty 2986.960515 = -1122648.371826 nChanged 33 SP:Iteration 42Q (5222.895376 sec): 3 clusters Score: Raw -1125641.326867 + Penalty 2986.960515 = -1122654.366351 nChanged 39 SP:Iteration 43Q (5222.955818 sec): 3 clusters Score: Raw -1125650.726105 + Penalty 2986.960515 = -1122663.765590 nChanged 45 SP:Iteration 44Q (5223.018631 sec): 3 clusters Score: Raw -1125665.313326 + Penalty 2986.960515 = -1122678.352811 nChanged 58 SP:Iteration 45Q (5223.076486 sec): 3 clusters Score: Raw -1125683.066152 + Penalty 2986.960515 = -1122696.105637 nChanged 58 SP:Iteration 46Q (5223.125096 sec): 3 clusters Score: Raw -1125705.225119 + Penalty 2986.960515 = -1122718.264604 nChanged 48 SP:Iteration 47Q (5223.194871 sec): 3 clusters Score: Raw -1125719.564380 + Penalty 2986.960515 = -1122732.603865 nChanged 42 SP:Iteration 48Q (5223.253510 sec): 3 clusters Score: Raw -1125731.930689 + Penalty 2986.960515 = -1122744.970174 nChanged 36 SP:Iteration 49Q (5223.307791 sec): 3 clusters Score: Raw -1125741.654914 + Penalty 2986.960515 = -1122754.694399 nChanged 32 SP:Iteration 50Q (5223.377213 sec): 3 clusters Score: Raw -1125749.622973 + Penalty 2986.960515 = -1122762.662458 nChanged 28 SP:Iteration 51Q (5223.426707 sec): 3 clusters Score: Raw -1125758.536318 + Penalty 2986.960515 = -1122771.575803 nChanged 30 SP:Iteration 52Q (5223.495247 sec): 3 clusters Score: Raw -1125766.715283 + Penalty 2986.960515 = -1122779.754768 nChanged 28 SP:Iteration 53Q (5223.545281 sec): 3 clusters Score: Raw -1125775.281482 + Penalty 2986.960515 = -1122788.320967 nChanged 28 SP:Iteration 54Q (5223.608212 sec): 3 clusters Score: Raw -1125784.320865 + Penalty 2986.960515 = -1122797.360350 nChanged 29 SP:Iteration 55Q (5223.661576 sec): 3 clusters Score: Raw -1125792.610821 + Penalty 2986.960515 = -1122805.650306 nChanged 24 SP:Iteration 56Q (5223.722850 sec): 3 clusters Score: Raw -1125799.717591 + Penalty 2986.960515 = -1122812.757076 nChanged 25 SP:Iteration 57Q (5223.778370 sec): 3 clusters Score: Raw -1125805.543958 + Penalty 2986.960515 = -1122818.583442 nChanged 18 SP:Iteration 58Q (5223.843482 sec): 3 clusters Score: Raw -1125810.719301 + Penalty 2986.960515 = -1122823.758786 nChanged 20 SP:Iteration 59Q (5223.893692 sec): 3 clusters Score: Raw -1125817.502732 + Penalty 2986.960515 = -1122830.542217 nChanged 25 SP:Iteration 60F (5223.958980 sec): 3 clusters Score: Raw -1125824.160802 + Penalty 2986.960515 = -1122837.200287 nChanged 25 SP:Iteration 61Q (5224.019915 sec): 3 clusters Score: Raw -1125832.592188 + Penalty 2986.960515 = -1122845.631673 nChanged 25 SP:Iteration 62Q (5224.063097 sec): 3 clusters Score: Raw -1125839.602957 + Penalty 2986.960515 = -1122852.642442 nChanged 29 SP:Iteration 63Q (5224.137883 sec): 3 clusters Score: Raw -1125847.890828 + Penalty 2986.960515 = -1122860.930313 nChanged 22 SP:Iteration 64Q (5224.189232 sec): 3 clusters Score: Raw -1125852.722912 + Penalty 2986.960515 = -1122865.762397 nChanged 15 SP:Iteration 65Q (5224.256147 sec): 3 clusters Score: Raw -1125855.225749 + Penalty 2986.960515 = -1122868.265234 nChanged 10 SP:Iteration 66Q (5224.303510 sec): 3 clusters Score: Raw -1125857.147789 + Penalty 2986.960515 = -1122870.187274 nChanged 9 SP:Iteration 67Q (5224.359370 sec): 3 clusters Score: Raw -1125859.860184 + Penalty 2986.960515 = -1122872.899669 nChanged 13 SP:Iteration 68Q (5224.418571 sec): 3 clusters Score: Raw -1125862.631544 + Penalty 2986.960515 = -1122875.671029 nChanged 13 SP:Iteration 69Q (5224.473246 sec): 3 clusters Score: Raw -1125865.227836 + Penalty 2986.960515 = -1122878.267321 nChanged 12 SP:Iteration 70Q (5224.526957 sec): 3 clusters Score: Raw -1125869.768340 + Penalty 2986.960515 = -1122882.807825 nChanged 16 SP:Iteration 71Q (5224.590562 sec): 3 clusters Score: Raw -1125874.440631 + Penalty 2986.960515 = -1122887.480116 nChanged 17 SP:Iteration 72Q (5224.663358 sec): 3 clusters Score: Raw -1125881.262545 + Penalty 2986.960515 = -1122894.302030 nChanged 17 SP:Iteration 73Q (5224.715911 sec): 3 clusters Score: Raw -1125885.467186 + Penalty 2986.960515 = -1122898.506671 nChanged 16 SP:Iteration 74Q (5224.772470 sec): 3 clusters Score: Raw -1125889.224198 + Penalty 2986.960515 = -1122902.263683 nChanged 16 SP:Iteration 75Q (5224.835505 sec): 3 clusters Score: Raw -1125892.599821 + Penalty 2986.960515 = -1122905.639306 nChanged 8 SP:Iteration 76Q (5224.895901 sec): 3 clusters Score: Raw -1125894.989205 + Penalty 2986.960515 = -1122908.028690 nChanged 9 SP:Iteration 77Q (5224.957231 sec): 3 clusters Score: Raw -1125897.279632 + Penalty 2986.960515 = -1122910.319117 nChanged 6 SP:Iteration 78Q (5225.018955 sec): 3 clusters Score: Raw -1125898.582445 + Penalty 2986.960515 = -1122911.621930 nChanged 9 SP:Iteration 79Q (5225.083425 sec): 3 clusters Score: Raw -1125899.936276 + Penalty 2986.960515 = -1122912.975761 nChanged 14 SP:Iteration 80F (5225.144824 sec): 3 clusters Score: Raw -1125902.249282 + Penalty 2986.960515 = -1122915.288767 nChanged 7 SP:Iteration 81Q (5225.207253 sec): 3 clusters Score: Raw -1125904.010238 + Penalty 2986.960515 = -1122917.049723 nChanged 17 SP:Iteration 82Q (5225.268752 sec): 3 clusters Score: Raw -1125908.546520 + Penalty 2986.960515 = -1122921.586005 nChanged 15 SP:Iteration 83Q (5225.331817 sec): 3 clusters Score: Raw -1125913.610450 + Penalty 2986.960515 = -1122926.649935 nChanged 12 SP:Iteration 84Q (5225.374517 sec): 3 clusters Score: Raw -1125916.129259 + Penalty 2986.960515 = -1122929.168744 nChanged 10 SP:Iteration 85Q (5225.430393 sec): 3 clusters Score: Raw -1125918.279682 + Penalty 2986.960515 = -1122931.319167 nChanged 11 SP:Iteration 86Q (5225.492113 sec): 3 clusters Score: Raw -1125921.930092 + Penalty 2986.960515 = -1122934.969577 nChanged 15 SP:Iteration 87Q (5225.553847 sec): 3 clusters Score: Raw -1125925.606005 + Penalty 2986.960515 = -1122938.645490 nChanged 10 SP:Iteration 88Q (5225.615814 sec): 3 clusters Score: Raw -1125928.898134 + Penalty 2986.960515 = -1122941.937619 nChanged 8 SP:Iteration 89Q (5225.677729 sec): 3 clusters Score: Raw -1125931.718389 + Penalty 2986.960515 = -1122944.757873 nChanged 10 SP:Iteration 90Q (5225.738978 sec): 3 clusters Score: Raw -1125936.816347 + Penalty 2986.960515 = -1122949.855832 nChanged 18 SP:Iteration 91Q (5225.800498 sec): 3 clusters Score: Raw -1125941.480232 + Penalty 2986.960515 = -1122954.519717 nChanged 9 SP:Iteration 92Q (5225.862387 sec): 3 clusters Score: Raw -1125943.939722 + Penalty 2986.960515 = -1122956.979207 nChanged 11 SP:Iteration 93Q (5225.924337 sec): 3 clusters Score: Raw -1125945.948393 + Penalty 2986.960515 = -1122958.987878 nChanged 7 SP:Iteration 94Q (5225.978127 sec): 3 clusters Score: Raw -1125947.526573 + Penalty 2986.960515 = -1122960.566058 nChanged 7 SP:Iteration 95Q (5226.036828 sec): 3 clusters Score: Raw -1125948.661167 + Penalty 2986.960515 = -1122961.700652 nChanged 10 SP:Iteration 96Q (5226.098807 sec): 3 clusters Score: Raw -1125949.814612 + Penalty 2986.960515 = -1122962.854097 nChanged 3 SP:Iteration 97Q (5226.154964 sec): 3 clusters Score: Raw -1125950.168838 + Penalty 2986.960515 = -1122963.208322 nChanged 3 SP:Iteration 98Q (5226.216961 sec): 3 clusters Score: Raw -1125950.800328 + Penalty 2986.960515 = -1122963.839812 nChanged 1 SP:Iteration 99Q (5226.277846 sec): 3 clusters Score: Raw -1125950.938921 + Penalty 2986.960515 = -1122963.978406 nChanged 0 SP:Iteration 100F (5226.329960 sec): 3 clusters Score: Raw -1125950.938921 + Penalty 2986.960515 = -1122963.978406 nChanged 0 Trying to split cluster 13 (192535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5226.614088 sec): 2 clusters Score: Raw -21998874.177644 + Penalty 1977.305401 = -21996896.872244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5226.979521 sec): 3 clusters Score: Raw -21871256.242245 + Penalty 3954.610801 = -21867301.631444 nChanged 93243 SP:Iteration 1F (5227.326064 sec): 3 clusters Score: Raw -21926956.148541 + Penalty 3954.610801 = -21923001.537740 nChanged 7616 SP:Iteration 2Q (5227.700249 sec): 3 clusters Score: Raw -21929613.373786 + Penalty 3954.610801 = -21925658.762985 nChanged 9928 SP:Iteration 3F (5228.063911 sec): 3 clusters Score: Raw -21934389.134944 + Penalty 3954.610801 = -21930434.524142 nChanged 13296 SP:Iteration 4F (5228.422659 sec): 3 clusters Score: Raw -21943000.549510 + Penalty 3954.610801 = -21939045.938709 nChanged 16617 SP:Iteration 5F (5228.753568 sec): 3 clusters Score: Raw -21956834.187822 + Penalty 3954.610801 = -21952879.577021 nChanged 17623 SP:Iteration 6F (5229.084847 sec): 3 clusters Score: Raw -21973639.660482 + Penalty 3954.610801 = -21969685.049681 nChanged 13665 SP:Iteration 7F (5229.394009 sec): 3 clusters Score: Raw -21987159.344453 + Penalty 3954.610801 = -21983204.733652 nChanged 7770 SP:Iteration 8Q (5229.751036 sec): 3 clusters Score: Raw -21994611.077971 + Penalty 3954.610801 = -21990656.467170 nChanged 3336 SP:Iteration 9Q (5230.097904 sec): 3 clusters Score: Raw -21997579.944903 + Penalty 3954.610801 = -21993625.334102 nChanged 1213 SP:Iteration 10Q (5230.420876 sec): 3 clusters Score: Raw -21998597.950361 + Penalty 3954.610801 = -21994643.339560 nChanged 432 SP:Iteration 11Q (5230.765925 sec): 3 clusters Score: Raw -21998969.647948 + Penalty 3954.610801 = -21995015.037146 nChanged 197 SP:Iteration 12Q (5231.064907 sec): 3 clusters Score: Raw -21999142.525620 + Penalty 3954.610801 = -21995187.914819 nChanged 105 SP:Iteration 13Q (5231.367922 sec): 3 clusters Score: Raw -21999235.272025 + Penalty 3954.610801 = -21995280.661224 nChanged 67 SP:Iteration 14Q (5231.639598 sec): 3 clusters Score: Raw -21999297.747979 + Penalty 3954.610801 = -21995343.137177 nChanged 58 SP:Iteration 15Q (5231.932322 sec): 3 clusters Score: Raw -21999349.340238 + Penalty 3954.610801 = -21995394.729436 nChanged 69 SP:Iteration 16Q (5232.231749 sec): 3 clusters Score: Raw -21999389.707830 + Penalty 3954.610801 = -21995435.097029 nChanged 51 SP:Iteration 17Q (5232.512280 sec): 3 clusters Score: Raw -21999424.363549 + Penalty 3954.610801 = -21995469.752748 nChanged 52 SP:Iteration 18Q (5232.806314 sec): 3 clusters Score: Raw -21999460.318433 + Penalty 3954.610801 = -21995505.707632 nChanged 42 SP:Iteration 19Q (5233.101279 sec): 3 clusters Score: Raw -21999494.965776 + Penalty 3954.610801 = -21995540.354974 nChanged 43 SP:Iteration 20F (5233.429712 sec): 3 clusters Score: Raw -21999534.815749 + Penalty 3954.610801 = -21995580.204948 nChanged 57 SP:Iteration 21Q (5233.717983 sec): 3 clusters Score: Raw -21999572.778830 + Penalty 3954.610801 = -21995618.168029 nChanged 62 SP:Iteration 22Q (5234.012189 sec): 3 clusters Score: Raw -21999607.488712 + Penalty 3954.610801 = -21995652.877911 nChanged 58 SP:Iteration 23Q (5234.308701 sec): 3 clusters Score: Raw -21999641.855590 + Penalty 3954.610801 = -21995687.244788 nChanged 62 SP:Iteration 24Q (5234.577630 sec): 3 clusters Score: Raw -21999680.760181 + Penalty 3954.610801 = -21995726.149380 nChanged 58 SP:Iteration 25Q (5234.844403 sec): 3 clusters Score: Raw -21999712.046711 + Penalty 3954.610801 = -21995757.435909 nChanged 59 SP:Iteration 26Q (5235.132097 sec): 3 clusters Score: Raw -21999743.176007 + Penalty 3954.610801 = -21995788.565206 nChanged 69 SP:Iteration 27Q (5235.418982 sec): 3 clusters Score: Raw -21999777.663860 + Penalty 3954.610801 = -21995823.053059 nChanged 67 SP:Iteration 28Q (5235.710892 sec): 3 clusters Score: Raw -21999811.714406 + Penalty 3954.610801 = -21995857.103605 nChanged 55 SP:Iteration 29Q (5235.992443 sec): 3 clusters Score: Raw -21999834.650984 + Penalty 3954.610801 = -21995880.040183 nChanged 56 SP:Iteration 30Q (5236.258401 sec): 3 clusters Score: Raw -21999856.612036 + Penalty 3954.610801 = -21995902.001235 nChanged 51 SP:Iteration 31Q (5236.554593 sec): 3 clusters Score: Raw -21999882.030654 + Penalty 3954.610801 = -21995927.419853 nChanged 56 SP:Iteration 32Q (5236.835431 sec): 3 clusters Score: Raw -21999903.798697 + Penalty 3954.610801 = -21995949.187896 nChanged 46 SP:Iteration 33Q (5237.099117 sec): 3 clusters Score: Raw -21999921.117982 + Penalty 3954.610801 = -21995966.507181 nChanged 41 SP:Iteration 34Q (5237.364363 sec): 3 clusters Score: Raw -21999931.258732 + Penalty 3954.610801 = -21995976.647931 nChanged 20 SP:Iteration 35Q (5237.645172 sec): 3 clusters Score: Raw -21999936.897308 + Penalty 3954.610801 = -21995982.286507 nChanged 16 SP:Iteration 36Q (5237.930381 sec): 3 clusters Score: Raw -21999941.292291 + Penalty 3954.610801 = -21995986.681490 nChanged 18 SP:Iteration 37Q (5238.211098 sec): 3 clusters Score: Raw -21999945.925562 + Penalty 3954.610801 = -21995991.314761 nChanged 22 SP:Iteration 38Q (5238.492675 sec): 3 clusters Score: Raw -21999951.870401 + Penalty 3954.610801 = -21995997.259600 nChanged 18 SP:Iteration 39Q (5238.775833 sec): 3 clusters Score: Raw -21999956.080631 + Penalty 3954.610801 = -21996001.469830 nChanged 20 SP:Iteration 40F (5239.113301 sec): 3 clusters Score: Raw -21999962.860335 + Penalty 3954.610801 = -21996008.249534 nChanged 24 SP:Iteration 41Q (5239.389464 sec): 3 clusters Score: Raw -21999970.505643 + Penalty 3954.610801 = -21996015.894842 nChanged 23 SP:Iteration 42Q (5239.646680 sec): 3 clusters Score: Raw -21999976.671524 + Penalty 3954.610801 = -21996022.060723 nChanged 20 SP:Iteration 43Q (5239.912117 sec): 3 clusters Score: Raw -21999982.856137 + Penalty 3954.610801 = -21996028.245335 nChanged 22 SP:Iteration 44Q (5240.174311 sec): 3 clusters Score: Raw -21999989.858063 + Penalty 3954.610801 = -21996035.247262 nChanged 21 SP:Iteration 45Q (5240.442677 sec): 3 clusters Score: Raw -21999995.086174 + Penalty 3954.610801 = -21996040.475373 nChanged 18 SP:Iteration 46Q (5240.731630 sec): 3 clusters Score: Raw -21999999.343224 + Penalty 3954.610801 = -21996044.732423 nChanged 15 SP:Iteration 47Q (5241.031003 sec): 3 clusters Score: Raw -22000002.386865 + Penalty 3954.610801 = -21996047.776063 nChanged 11 SP:Iteration 48Q (5241.307232 sec): 3 clusters Score: Raw -22000005.137229 + Penalty 3954.610801 = -21996050.526428 nChanged 7 SP:Iteration 49Q (5241.589140 sec): 3 clusters Score: Raw -22000006.577723 + Penalty 3954.610801 = -21996051.966922 nChanged 8 SP:Iteration 50Q (5241.864062 sec): 3 clusters Score: Raw -22000008.267711 + Penalty 3954.610801 = -21996053.656910 nChanged 8 SP:Iteration 51Q (5242.134537 sec): 3 clusters Score: Raw -22000009.461865 + Penalty 3954.610801 = -21996054.851064 nChanged 4 SP:Iteration 52Q (5242.417123 sec): 3 clusters Score: Raw -22000010.401330 + Penalty 3954.610801 = -21996055.790529 nChanged 4 SP:Iteration 53Q (5242.681924 sec): 3 clusters Score: Raw -22000011.039382 + Penalty 3954.610801 = -21996056.428581 nChanged 2 SP:Iteration 54Q (5242.938447 sec): 3 clusters Score: Raw -22000011.447384 + Penalty 3954.610801 = -21996056.836583 nChanged 4 SP:Iteration 55Q (5243.207762 sec): 3 clusters Score: Raw -22000012.273356 + Penalty 3954.610801 = -21996057.662554 nChanged 4 SP:Iteration 56Q (5243.494859 sec): 3 clusters Score: Raw -22000012.841030 + Penalty 3954.610801 = -21996058.230229 nChanged 1 SP:Iteration 57Q (5243.784619 sec): 3 clusters Score: Raw -22000013.153273 + Penalty 3954.610801 = -21996058.542472 nChanged 1 SP:Iteration 58Q (5244.079692 sec): 3 clusters Score: Raw -22000013.213562 + Penalty 3954.610801 = -21996058.602761 nChanged 1 SP:Iteration 59Q (5244.374421 sec): 3 clusters Score: Raw -22000013.414094 + Penalty 3954.610801 = -21996058.803292 nChanged 1 SP:Iteration 60F (5244.706960 sec): 3 clusters Score: Raw -22000013.693976 + Penalty 3954.610801 = -21996059.083174 nChanged 1 SP:Iteration 61Q (5244.966891 sec): 3 clusters Score: Raw -22000013.786097 + Penalty 3954.610801 = -21996059.175296 nChanged 0 SP:Iteration 62F (5245.292995 sec): 3 clusters Score: Raw -22000013.786097 + Penalty 3954.610801 = -21996059.175296 nChanged 0 Trying to split cluster 14 (2050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5245.322605 sec): 2 clusters Score: Raw -219305.411903 + Penalty 1239.159199 = -218066.252704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5245.373750 sec): 3 clusters Score: Raw -218414.820595 + Penalty 2478.318398 = -215936.502197 nChanged 702 SP:Iteration 1F (5245.413553 sec): 3 clusters Score: Raw -218857.496862 + Penalty 2478.318398 = -216379.178464 nChanged 154 SP:Iteration 2F (5245.458706 sec): 3 clusters Score: Raw -218970.293863 + Penalty 2478.318398 = -216491.975465 nChanged 111 SP:Iteration 3F (5245.509425 sec): 3 clusters Score: Raw -219053.189269 + Penalty 2478.318398 = -216574.870870 nChanged 74 SP:Iteration 4Q (5245.560291 sec): 3 clusters Score: Raw -219104.400582 + Penalty 2478.318398 = -216626.082183 nChanged 64 SP:Iteration 5Q (5245.623159 sec): 3 clusters Score: Raw -219143.613074 + Penalty 2478.318398 = -216665.294676 nChanged 50 SP:Iteration 6Q (5245.660223 sec): 3 clusters Score: Raw -219178.076042 + Penalty 2478.318398 = -216699.757644 nChanged 36 SP:Iteration 7Q (5245.711318 sec): 3 clusters Score: Raw -219203.131879 + Penalty 2478.318398 = -216724.813481 nChanged 33 SP:Iteration 8Q (5245.762445 sec): 3 clusters Score: Raw -219221.959779 + Penalty 2478.318398 = -216743.641381 nChanged 27 SP:Iteration 9Q (5245.813509 sec): 3 clusters Score: Raw -219239.887561 + Penalty 2478.318398 = -216761.569162 nChanged 30 SP:Iteration 10Q (5245.832109 sec): 3 clusters Score: Raw -219256.875675 + Penalty 2478.318398 = -216778.557276 nChanged 24 SP:Iteration 11Q (5245.878018 sec): 3 clusters Score: Raw -219269.337146 + Penalty 2478.318398 = -216791.018747 nChanged 17 SP:Iteration 12Q (5245.929509 sec): 3 clusters Score: Raw -219279.875533 + Penalty 2478.318398 = -216801.557135 nChanged 18 SP:Iteration 13Q (5245.981870 sec): 3 clusters Score: Raw -219290.271765 + Penalty 2478.318398 = -216811.953366 nChanged 21 SP:Iteration 14Q (5246.033928 sec): 3 clusters Score: Raw -219306.751120 + Penalty 2478.318398 = -216828.432721 nChanged 25 SP:Iteration 15Q (5246.085775 sec): 3 clusters Score: Raw -219326.354875 + Penalty 2478.318398 = -216848.036477 nChanged 19 SP:Iteration 16Q (5246.137601 sec): 3 clusters Score: Raw -219341.387068 + Penalty 2478.318398 = -216863.068670 nChanged 24 SP:Iteration 17Q (5246.176864 sec): 3 clusters Score: Raw -219370.747581 + Penalty 2478.318398 = -216892.429183 nChanged 32 SP:Iteration 18Q (5246.228037 sec): 3 clusters Score: Raw -219392.561964 + Penalty 2478.318398 = -216914.243566 nChanged 28 SP:Iteration 19Q (5246.273975 sec): 3 clusters Score: Raw -219409.829457 + Penalty 2478.318398 = -216931.511058 nChanged 21 SP:Iteration 20F (5246.324732 sec): 3 clusters Score: Raw -219420.533165 + Penalty 2478.318398 = -216942.214767 nChanged 14 SP:Iteration 21Q (5246.375792 sec): 3 clusters Score: Raw -219431.181752 + Penalty 2478.318398 = -216952.863354 nChanged 8 SP:Iteration 22Q (5246.424223 sec): 3 clusters Score: Raw -219436.496920 + Penalty 2478.318398 = -216958.178522 nChanged 10 SP:Iteration 23Q (5246.480314 sec): 3 clusters Score: Raw -219440.830264 + Penalty 2478.318398 = -216962.511866 nChanged 10 SP:Iteration 24Q (5246.516406 sec): 3 clusters Score: Raw -219445.094145 + Penalty 2478.318398 = -216966.775746 nChanged 10 SP:Iteration 25Q (5246.569751 sec): 3 clusters Score: Raw -219450.342334 + Penalty 2478.318398 = -216972.023935 nChanged 9 SP:Iteration 26Q (5246.617720 sec): 3 clusters Score: Raw -219461.335283 + Penalty 2478.318398 = -216983.016885 nChanged 15 SP:Iteration 27Q (5246.664986 sec): 3 clusters Score: Raw -219470.512907 + Penalty 2478.318398 = -216992.194508 nChanged 17 SP:Iteration 28Q (5246.712578 sec): 3 clusters Score: Raw -219479.887096 + Penalty 2478.318398 = -217001.568698 nChanged 21 SP:Iteration 29Q (5246.764009 sec): 3 clusters Score: Raw -219490.500176 + Penalty 2478.318398 = -217012.181777 nChanged 16 SP:Iteration 30Q (5246.800055 sec): 3 clusters Score: Raw -219501.206622 + Penalty 2478.318398 = -217022.888224 nChanged 15 SP:Iteration 31Q (5246.848312 sec): 3 clusters Score: Raw -219509.793025 + Penalty 2478.318398 = -217031.474627 nChanged 12 SP:Iteration 32Q (5246.894460 sec): 3 clusters Score: Raw -219519.248686 + Penalty 2478.318398 = -217040.930287 nChanged 12 SP:Iteration 33Q (5246.906955 sec): 3 clusters Score: Raw -219525.944985 + Penalty 2478.318398 = -217047.626587 nChanged 12 SP:Iteration 34Q (5246.917006 sec): 3 clusters Score: Raw -219534.462642 + Penalty 2478.318398 = -217056.144244 nChanged 10 SP:Iteration 35Q (5246.927191 sec): 3 clusters Score: Raw -219538.332834 + Penalty 2478.318398 = -217060.014435 nChanged 3 SP:Iteration 36Q (5246.937295 sec): 3 clusters Score: Raw -219539.809162 + Penalty 2478.318398 = -217061.490764 nChanged 3 SP:Iteration 37Q (5246.949687 sec): 3 clusters Score: Raw -219540.688217 + Penalty 2478.318398 = -217062.369818 nChanged 0 SP:Iteration 38F (5246.959971 sec): 3 clusters Score: Raw -219540.688217 + Penalty 2478.318398 = -217062.369818 nChanged 0 Trying to split cluster 15 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5246.970998 sec): 2 clusters Score: Raw -15476.473576 + Penalty 839.277721 = -14637.195855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5246.972637 sec): 3 clusters Score: Raw -15621.997911 + Penalty 1678.555442 = -13943.442469 nChanged 29 SP:Iteration 1F (5246.974102 sec): 3 clusters Score: Raw -15749.027507 + Penalty 1678.555442 = -14070.472066 nChanged 8 SP:Iteration 2Q (5246.975521 sec): 3 clusters Score: Raw -15809.437238 + Penalty 1678.555442 = -14130.881797 nChanged 7 SP:Iteration 3Q (5246.976935 sec): 3 clusters Score: Raw -15847.343348 + Penalty 1678.555442 = -14168.787906 nChanged 2 SP:Iteration 4Q (5246.978345 sec): 3 clusters Score: Raw -15881.121415 + Penalty 1678.555442 = -14202.565973 nChanged 2 SP:Iteration 5Q (5246.979741 sec): 3 clusters Score: Raw -15891.679561 + Penalty 1678.555442 = -14213.124119 nChanged 2 SP:Iteration 6Q (5246.981144 sec): 3 clusters Score: Raw -15898.116036 + Penalty 1678.555442 = -14219.560595 nChanged 0 SP:Iteration 7F (5246.982596 sec): 3 clusters Score: Raw -15898.116036 + Penalty 1678.555442 = -14219.560595 nChanged 0 Trying to split cluster 16 (63774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5247.105005 sec): 2 clusters Score: Raw -7316461.500499 + Penalty 1797.753890 = -7314663.746609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5247.250037 sec): 3 clusters Score: Raw -7275455.932499 + Penalty 3595.507780 = -7271860.424718 nChanged 30184 SP:Iteration 1F (5247.403086 sec): 3 clusters Score: Raw -7292792.978926 + Penalty 3595.507780 = -7289197.471146 nChanged 2358 SP:Iteration 2Q (5247.566255 sec): 3 clusters Score: Raw -7293468.673734 + Penalty 3595.507780 = -7289873.165953 nChanged 2514 SP:Iteration 3Q (5247.724438 sec): 3 clusters Score: Raw -7294330.391707 + Penalty 3595.507780 = -7290734.883927 nChanged 2757 SP:Iteration 4Q (5247.883889 sec): 3 clusters Score: Raw -7295466.897015 + Penalty 3595.507780 = -7291871.389235 nChanged 3234 SP:Iteration 5F (5248.035980 sec): 3 clusters Score: Raw -7297098.036379 + Penalty 3595.507780 = -7293502.528599 nChanged 3868 SP:Iteration 6F (5248.176716 sec): 3 clusters Score: Raw -7299549.937883 + Penalty 3595.507780 = -7295954.430102 nChanged 4583 SP:Iteration 7F (5248.335633 sec): 3 clusters Score: Raw -7302934.098881 + Penalty 3595.507780 = -7299338.591101 nChanged 4671 SP:Iteration 8F (5248.473358 sec): 3 clusters Score: Raw -7306809.213689 + Penalty 3595.507780 = -7303213.705908 nChanged 3981 SP:Iteration 9F (5248.603940 sec): 3 clusters Score: Raw -7310272.281135 + Penalty 3595.507780 = -7306676.773355 nChanged 2888 SP:Iteration 10Q (5248.757141 sec): 3 clusters Score: Raw -7312754.009517 + Penalty 3595.507780 = -7309158.501737 nChanged 1905 SP:Iteration 11Q (5248.899016 sec): 3 clusters Score: Raw -7314378.060745 + Penalty 3595.507780 = -7310782.552965 nChanged 1163 SP:Iteration 12Q (5249.037625 sec): 3 clusters Score: Raw -7315309.370831 + Penalty 3595.507780 = -7311713.863051 nChanged 849 SP:Iteration 13Q (5249.166819 sec): 3 clusters Score: Raw -7315901.854401 + Penalty 3595.507780 = -7312306.346621 nChanged 617 SP:Iteration 14Q (5249.293329 sec): 3 clusters Score: Raw -7316267.710859 + Penalty 3595.507780 = -7312672.203079 nChanged 476 SP:Iteration 15Q (5249.424221 sec): 3 clusters Score: Raw -7316496.550959 + Penalty 3595.507780 = -7312901.043179 nChanged 342 SP:Iteration 16Q (5249.554603 sec): 3 clusters Score: Raw -7316646.204531 + Penalty 3595.507780 = -7313050.696751 nChanged 295 SP:Iteration 17Q (5249.685719 sec): 3 clusters Score: Raw -7316760.630591 + Penalty 3595.507780 = -7313165.122810 nChanged 259 SP:Iteration 18Q (5249.803598 sec): 3 clusters Score: Raw -7316839.303566 + Penalty 3595.507780 = -7313243.795786 nChanged 202 SP:Iteration 19Q (5249.937834 sec): 3 clusters Score: Raw -7316891.416787 + Penalty 3595.507780 = -7313295.909007 nChanged 162 SP:Iteration 20F (5250.089832 sec): 3 clusters Score: Raw -7316937.244971 + Penalty 3595.507780 = -7313341.737191 nChanged 143 SP:Iteration 21Q (5250.221892 sec): 3 clusters Score: Raw -7316980.193362 + Penalty 3595.507780 = -7313384.685582 nChanged 124 SP:Iteration 22Q (5250.355744 sec): 3 clusters Score: Raw -7317013.720139 + Penalty 3595.507780 = -7313418.212358 nChanged 129 SP:Iteration 23Q (5250.481524 sec): 3 clusters Score: Raw -7317046.810394 + Penalty 3595.507780 = -7313451.302613 nChanged 105 SP:Iteration 24Q (5250.622219 sec): 3 clusters Score: Raw -7317072.035773 + Penalty 3595.507780 = -7313476.527993 nChanged 113 SP:Iteration 25Q (5250.749345 sec): 3 clusters Score: Raw -7317096.472024 + Penalty 3595.507780 = -7313500.964243 nChanged 101 SP:Iteration 26Q (5250.889126 sec): 3 clusters Score: Raw -7317117.236943 + Penalty 3595.507780 = -7313521.729163 nChanged 87 SP:Iteration 27Q (5251.027537 sec): 3 clusters Score: Raw -7317133.988974 + Penalty 3595.507780 = -7313538.481194 nChanged 67 SP:Iteration 28Q (5251.158983 sec): 3 clusters Score: Raw -7317146.190245 + Penalty 3595.507780 = -7313550.682465 nChanged 78 SP:Iteration 29Q (5251.301277 sec): 3 clusters Score: Raw -7317163.339770 + Penalty 3595.507780 = -7313567.831989 nChanged 71 SP:Iteration 30Q (5251.438784 sec): 3 clusters Score: Raw -7317177.687723 + Penalty 3595.507780 = -7313582.179942 nChanged 45 SP:Iteration 31Q (5251.573245 sec): 3 clusters Score: Raw -7317182.598398 + Penalty 3595.507780 = -7313587.090618 nChanged 25 SP:Iteration 32Q (5251.715807 sec): 3 clusters Score: Raw -7317185.234488 + Penalty 3595.507780 = -7313589.726708 nChanged 19 SP:Iteration 33Q (5251.843231 sec): 3 clusters Score: Raw -7317187.079962 + Penalty 3595.507780 = -7313591.572182 nChanged 22 SP:Iteration 34Q (5251.987527 sec): 3 clusters Score: Raw -7317189.100347 + Penalty 3595.507780 = -7313593.592566 nChanged 12 SP:Iteration 35Q (5252.094771 sec): 3 clusters Score: Raw -7317189.929687 + Penalty 3595.507780 = -7313594.421907 nChanged 9 SP:Iteration 36Q (5252.222257 sec): 3 clusters Score: Raw -7317190.648878 + Penalty 3595.507780 = -7313595.141098 nChanged 9 SP:Iteration 37Q (5252.352371 sec): 3 clusters Score: Raw -7317191.471146 + Penalty 3595.507780 = -7313595.963366 nChanged 8 SP:Iteration 38Q (5252.491451 sec): 3 clusters Score: Raw -7317191.960009 + Penalty 3595.507780 = -7313596.452228 nChanged 3 SP:Iteration 39Q (5252.627954 sec): 3 clusters Score: Raw -7317192.052178 + Penalty 3595.507780 = -7313596.544397 nChanged 2 SP:Iteration 40F (5252.781220 sec): 3 clusters Score: Raw -7317192.258858 + Penalty 3595.507780 = -7313596.751077 nChanged 3 SP:Iteration 41Q (5252.918939 sec): 3 clusters Score: Raw -7317192.643056 + Penalty 3595.507780 = -7313597.135275 nChanged 3 SP:Iteration 42Q (5253.057925 sec): 3 clusters Score: Raw -7317192.875881 + Penalty 3595.507780 = -7313597.368101 nChanged 1 SP:Iteration 43Q (5253.194029 sec): 3 clusters Score: Raw -7317192.926263 + Penalty 3595.507780 = -7313597.418483 nChanged 1 SP:Iteration 44Q (5253.322125 sec): 3 clusters Score: Raw -7317193.005413 + Penalty 3595.507780 = -7313597.497633 nChanged 2 SP:Iteration 45Q (5253.450539 sec): 3 clusters Score: Raw -7317193.218280 + Penalty 3595.507780 = -7313597.710500 nChanged 3 SP:Iteration 46Q (5253.586589 sec): 3 clusters Score: Raw -7317193.308005 + Penalty 3595.507780 = -7313597.800225 nChanged 3 SP:Iteration 47Q (5253.714896 sec): 3 clusters Score: Raw -7317193.484854 + Penalty 3595.507780 = -7313597.977074 nChanged 2 SP:Iteration 48Q (5253.850586 sec): 3 clusters Score: Raw -7317193.640763 + Penalty 3595.507780 = -7313598.132982 nChanged 3 SP:Iteration 49Q (5253.981142 sec): 3 clusters Score: Raw -7317193.928028 + Penalty 3595.507780 = -7313598.420247 nChanged 6 SP:Iteration 50Q (5254.122980 sec): 3 clusters Score: Raw -7317194.603392 + Penalty 3595.507780 = -7313599.095612 nChanged 4 SP:Iteration 51Q (5254.249297 sec): 3 clusters Score: Raw -7317195.105131 + Penalty 3595.507780 = -7313599.597350 nChanged 2 SP:Iteration 52Q (5254.387855 sec): 3 clusters Score: Raw -7317195.225544 + Penalty 3595.507780 = -7313599.717764 nChanged 1 SP:Iteration 53Q (5254.513614 sec): 3 clusters Score: Raw -7317195.421418 + Penalty 3595.507780 = -7313599.913637 nChanged 2 SP:Iteration 54Q (5254.652141 sec): 3 clusters Score: Raw -7317195.662130 + Penalty 3595.507780 = -7313600.154349 nChanged 3 SP:Iteration 55Q (5254.799429 sec): 3 clusters Score: Raw -7317195.876230 + Penalty 3595.507780 = -7313600.368449 nChanged 3 SP:Iteration 56Q (5254.917949 sec): 3 clusters Score: Raw -7317196.149134 + Penalty 3595.507780 = -7313600.641353 nChanged 2 SP:Iteration 57Q (5255.057819 sec): 3 clusters Score: Raw -7317196.328803 + Penalty 3595.507780 = -7313600.821023 nChanged 1 SP:Iteration 58Q (5255.191951 sec): 3 clusters Score: Raw -7317196.454331 + Penalty 3595.507780 = -7313600.946551 nChanged 3 SP:Iteration 59Q (5255.323370 sec): 3 clusters Score: Raw -7317196.605850 + Penalty 3595.507780 = -7313601.098070 nChanged 2 SP:Iteration 60F (5255.477588 sec): 3 clusters Score: Raw -7317196.775953 + Penalty 3595.507780 = -7313601.268172 nChanged 2 SP:Iteration 61Q (5255.599995 sec): 3 clusters Score: Raw -7317196.875726 + Penalty 3595.507780 = -7313601.367946 nChanged 1 SP:Iteration 62Q (5255.721437 sec): 3 clusters Score: Raw -7317196.903974 + Penalty 3595.507780 = -7313601.396194 nChanged 1 SP:Iteration 63Q (5255.851334 sec): 3 clusters Score: Raw -7317196.988988 + Penalty 3595.507780 = -7313601.481208 nChanged 0 SP:Iteration 64F (5255.988403 sec): 3 clusters Score: Raw -7317196.988988 + Penalty 3595.507780 = -7313601.481208 nChanged 0 Trying to split cluster 17 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5256.008267 sec): 2 clusters Score: Raw -114874.487810 + Penalty 1130.283799 = -113744.204011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5256.058275 sec): 3 clusters Score: Raw -114573.053166 + Penalty 2260.567598 = -112312.485569 nChanged 308 SP:Iteration 1F (5256.108118 sec): 3 clusters Score: Raw -114840.574989 + Penalty 2260.567598 = -112580.007392 nChanged 78 SP:Iteration 2F (5256.157995 sec): 3 clusters Score: Raw -114931.411824 + Penalty 2260.567598 = -112670.844226 nChanged 46 SP:Iteration 3Q (5256.207852 sec): 3 clusters Score: Raw -114984.650272 + Penalty 2260.567598 = -112724.082674 nChanged 26 SP:Iteration 4Q (5256.247780 sec): 3 clusters Score: Raw -115005.514889 + Penalty 2260.567598 = -112744.947292 nChanged 23 SP:Iteration 5Q (5256.279051 sec): 3 clusters Score: Raw -115024.028767 + Penalty 2260.567598 = -112763.461170 nChanged 20 SP:Iteration 6Q (5256.328892 sec): 3 clusters Score: Raw -115046.972932 + Penalty 2260.567598 = -112786.405334 nChanged 17 SP:Iteration 7Q (5256.380354 sec): 3 clusters Score: Raw -115068.039789 + Penalty 2260.567598 = -112807.472191 nChanged 17 SP:Iteration 8Q (5256.434251 sec): 3 clusters Score: Raw -115093.937701 + Penalty 2260.567598 = -112833.370103 nChanged 18 SP:Iteration 9Q (5256.472623 sec): 3 clusters Score: Raw -115117.998709 + Penalty 2260.567598 = -112857.431111 nChanged 24 SP:Iteration 10Q (5256.522290 sec): 3 clusters Score: Raw -115150.161292 + Penalty 2260.567598 = -112889.593694 nChanged 24 SP:Iteration 11Q (5256.581702 sec): 3 clusters Score: Raw -115170.716226 + Penalty 2260.567598 = -112910.148628 nChanged 17 SP:Iteration 12Q (5256.620145 sec): 3 clusters Score: Raw -115189.974822 + Penalty 2260.567598 = -112929.407224 nChanged 18 SP:Iteration 13Q (5256.663702 sec): 3 clusters Score: Raw -115214.150398 + Penalty 2260.567598 = -112953.582800 nChanged 15 SP:Iteration 14Q (5256.709321 sec): 3 clusters Score: Raw -115235.582556 + Penalty 2260.567598 = -112975.014959 nChanged 10 SP:Iteration 15Q (5256.759786 sec): 3 clusters Score: Raw -115243.274953 + Penalty 2260.567598 = -112982.707355 nChanged 9 SP:Iteration 16Q (5256.803205 sec): 3 clusters Score: Raw -115253.126401 + Penalty 2260.567598 = -112992.558804 nChanged 10 SP:Iteration 17Q (5256.853660 sec): 3 clusters Score: Raw -115259.741262 + Penalty 2260.567598 = -112999.173664 nChanged 4 SP:Iteration 18Q (5256.896520 sec): 3 clusters Score: Raw -115263.096204 + Penalty 2260.567598 = -113002.528607 nChanged 8 SP:Iteration 19Q (5256.946524 sec): 3 clusters Score: Raw -115270.726093 + Penalty 2260.567598 = -113010.158495 nChanged 8 SP:Iteration 20F (5256.992199 sec): 3 clusters Score: Raw -115277.811786 + Penalty 2260.567598 = -113017.244189 nChanged 3 SP:Iteration 21Q (5257.042342 sec): 3 clusters Score: Raw -115280.674413 + Penalty 2260.567598 = -113020.106815 nChanged 2 SP:Iteration 22Q (5257.087217 sec): 3 clusters Score: Raw -115282.185201 + Penalty 2260.567598 = -113021.617604 nChanged 1 SP:Iteration 23Q (5257.137543 sec): 3 clusters Score: Raw -115282.622378 + Penalty 2260.567598 = -113022.054780 nChanged 1 SP:Iteration 24Q (5257.181247 sec): 3 clusters Score: Raw -115282.916534 + Penalty 2260.567598 = -113022.348936 nChanged 0 SP:Iteration 25F (5257.236246 sec): 3 clusters Score: Raw -115282.916534 + Penalty 2260.567598 = -113022.348936 nChanged 0 Trying to split cluster 18 (6823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5257.271003 sec): 2 clusters Score: Raw -753703.262676 + Penalty 1434.558862 = -752268.703814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5257.330517 sec): 3 clusters Score: Raw -750054.118657 + Penalty 2869.117724 = -747185.000933 nChanged 2855 SP:Iteration 1F (5257.387299 sec): 3 clusters Score: Raw -751617.944565 + Penalty 2869.117724 = -748748.826840 nChanged 534 SP:Iteration 2F (5257.431502 sec): 3 clusters Score: Raw -752064.331891 + Penalty 2869.117724 = -749195.214166 nChanged 549 SP:Iteration 3F (5257.496804 sec): 3 clusters Score: Raw -752609.810229 + Penalty 2869.117724 = -749740.692505 nChanged 562 SP:Iteration 4F (5257.548669 sec): 3 clusters Score: Raw -753228.297167 + Penalty 2869.117724 = -750359.179442 nChanged 549 SP:Iteration 5F (5257.608565 sec): 3 clusters Score: Raw -753784.558749 + Penalty 2869.117724 = -750915.441024 nChanged 477 SP:Iteration 6F (5257.668902 sec): 3 clusters Score: Raw -754222.917876 + Penalty 2869.117724 = -751353.800152 nChanged 352 SP:Iteration 7F (5257.715887 sec): 3 clusters Score: Raw -754497.830543 + Penalty 2869.117724 = -751628.712819 nChanged 250 SP:Iteration 8Q (5257.782231 sec): 3 clusters Score: Raw -754663.674318 + Penalty 2869.117724 = -751794.556594 nChanged 187 SP:Iteration 9Q (5257.840431 sec): 3 clusters Score: Raw -754776.250450 + Penalty 2869.117724 = -751907.132726 nChanged 120 SP:Iteration 10Q (5257.888682 sec): 3 clusters Score: Raw -754842.812332 + Penalty 2869.117724 = -751973.694607 nChanged 92 SP:Iteration 11Q (5257.946803 sec): 3 clusters Score: Raw -754885.443722 + Penalty 2869.117724 = -752016.325997 nChanged 65 SP:Iteration 12Q (5258.012475 sec): 3 clusters Score: Raw -754916.504654 + Penalty 2869.117724 = -752047.386930 nChanged 47 SP:Iteration 13Q (5258.072106 sec): 3 clusters Score: Raw -754936.137857 + Penalty 2869.117724 = -752067.020133 nChanged 40 SP:Iteration 14Q (5258.126490 sec): 3 clusters Score: Raw -754948.703183 + Penalty 2869.117724 = -752079.585458 nChanged 33 SP:Iteration 15Q (5258.174796 sec): 3 clusters Score: Raw -754960.135445 + Penalty 2869.117724 = -752091.017721 nChanged 27 SP:Iteration 16Q (5258.243414 sec): 3 clusters Score: Raw -754967.731473 + Penalty 2869.117724 = -752098.613749 nChanged 20 SP:Iteration 17Q (5258.299383 sec): 3 clusters Score: Raw -754972.732177 + Penalty 2869.117724 = -752103.614452 nChanged 17 SP:Iteration 18Q (5258.354554 sec): 3 clusters Score: Raw -754976.884042 + Penalty 2869.117724 = -752107.766318 nChanged 17 SP:Iteration 19Q (5258.412613 sec): 3 clusters Score: Raw -754981.859140 + Penalty 2869.117724 = -752112.741416 nChanged 12 SP:Iteration 20F (5258.471415 sec): 3 clusters Score: Raw -754985.661960 + Penalty 2869.117724 = -752116.544236 nChanged 17 SP:Iteration 21Q (5258.519485 sec): 3 clusters Score: Raw -754990.626554 + Penalty 2869.117724 = -752121.508830 nChanged 14 SP:Iteration 22Q (5258.588739 sec): 3 clusters Score: Raw -754993.393956 + Penalty 2869.117724 = -752124.276231 nChanged 7 SP:Iteration 23Q (5258.643056 sec): 3 clusters Score: Raw -754995.292349 + Penalty 2869.117724 = -752126.174625 nChanged 10 SP:Iteration 24Q (5258.701056 sec): 3 clusters Score: Raw -754997.810153 + Penalty 2869.117724 = -752128.692428 nChanged 6 SP:Iteration 25Q (5258.755315 sec): 3 clusters Score: Raw -754999.084542 + Penalty 2869.117724 = -752129.966817 nChanged 5 SP:Iteration 26Q (5258.800630 sec): 3 clusters Score: Raw -755000.190996 + Penalty 2869.117724 = -752131.073272 nChanged 11 SP:Iteration 27Q (5258.865862 sec): 3 clusters Score: Raw -755003.845051 + Penalty 2869.117724 = -752134.727326 nChanged 14 SP:Iteration 28Q (5258.912403 sec): 3 clusters Score: Raw -755008.840562 + Penalty 2869.117724 = -752139.722838 nChanged 11 SP:Iteration 29Q (5258.969419 sec): 3 clusters Score: Raw -755011.995199 + Penalty 2869.117724 = -752142.877474 nChanged 3 SP:Iteration 30Q (5259.027403 sec): 3 clusters Score: Raw -755013.285469 + Penalty 2869.117724 = -752144.167744 nChanged 4 SP:Iteration 31Q (5259.082773 sec): 3 clusters Score: Raw -755013.854428 + Penalty 2869.117724 = -752144.736704 nChanged 2 SP:Iteration 32Q (5259.150413 sec): 3 clusters Score: Raw -755014.151763 + Penalty 2869.117724 = -752145.034038 nChanged 3 SP:Iteration 33Q (5259.210164 sec): 3 clusters Score: Raw -755015.652942 + Penalty 2869.117724 = -752146.535217 nChanged 7 SP:Iteration 34Q (5259.262232 sec): 3 clusters Score: Raw -755017.183567 + Penalty 2869.117724 = -752148.065842 nChanged 5 SP:Iteration 35Q (5259.323355 sec): 3 clusters Score: Raw -755018.405131 + Penalty 2869.117724 = -752149.287407 nChanged 4 SP:Iteration 36Q (5259.382895 sec): 3 clusters Score: Raw -755019.153796 + Penalty 2869.117724 = -752150.036072 nChanged 2 SP:Iteration 37Q (5259.442649 sec): 3 clusters Score: Raw -755019.495139 + Penalty 2869.117724 = -752150.377414 nChanged 2 SP:Iteration 38Q (5259.489913 sec): 3 clusters Score: Raw -755020.149439 + Penalty 2869.117724 = -752151.031715 nChanged 5 SP:Iteration 39Q (5259.560888 sec): 3 clusters Score: Raw -755021.461334 + Penalty 2869.117724 = -752152.343610 nChanged 3 SP:Iteration 40F (5259.610351 sec): 3 clusters Score: Raw -755022.185492 + Penalty 2869.117724 = -752153.067768 nChanged 3 SP:Iteration 41Q (5259.669194 sec): 3 clusters Score: Raw -755023.007949 + Penalty 2869.117724 = -752153.890224 nChanged 4 SP:Iteration 42Q (5259.728489 sec): 3 clusters Score: Raw -755024.500586 + Penalty 2869.117724 = -752155.382862 nChanged 6 SP:Iteration 43Q (5259.798508 sec): 3 clusters Score: Raw -755025.953715 + Penalty 2869.117724 = -752156.835991 nChanged 5 SP:Iteration 44Q (5259.857986 sec): 3 clusters Score: Raw -755027.170086 + Penalty 2869.117724 = -752158.052361 nChanged 4 SP:Iteration 45Q (5259.911592 sec): 3 clusters Score: Raw -755027.773782 + Penalty 2869.117724 = -752158.656057 nChanged 6 SP:Iteration 46Q (5259.955199 sec): 3 clusters Score: Raw -755029.303208 + Penalty 2869.117724 = -752160.185483 nChanged 6 SP:Iteration 47Q (5260.013950 sec): 3 clusters Score: Raw -755030.367145 + Penalty 2869.117724 = -752161.249421 nChanged 5 SP:Iteration 48Q (5260.069739 sec): 3 clusters Score: Raw -755031.435522 + Penalty 2869.117724 = -752162.317798 nChanged 5 SP:Iteration 49Q (5260.116295 sec): 3 clusters Score: Raw -755032.301352 + Penalty 2869.117724 = -752163.183628 nChanged 5 SP:Iteration 50Q (5260.173334 sec): 3 clusters Score: Raw -755033.187697 + Penalty 2869.117724 = -752164.069972 nChanged 1 SP:Iteration 51Q (5260.231220 sec): 3 clusters Score: Raw -755033.242139 + Penalty 2869.117724 = -752164.124414 nChanged 0 SP:Iteration 52F (5260.288730 sec): 3 clusters Score: Raw -755033.242139 + Penalty 2869.117724 = -752164.124414 nChanged 0 Trying to split cluster 19 (3559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5260.312060 sec): 2 clusters Score: Raw -361136.220567 + Penalty 1328.800669 = -359807.419898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5260.360145 sec): 3 clusters Score: Raw -359447.911852 + Penalty 2657.601338 = -356790.310514 nChanged 1348 SP:Iteration 1F (5260.414692 sec): 3 clusters Score: Raw -360344.516763 + Penalty 2657.601338 = -357686.915425 nChanged 346 SP:Iteration 2F (5260.467224 sec): 3 clusters Score: Raw -360652.978501 + Penalty 2657.601338 = -357995.377163 nChanged 242 SP:Iteration 3F (5260.519679 sec): 3 clusters Score: Raw -360879.893398 + Penalty 2657.601338 = -358222.292060 nChanged 189 SP:Iteration 4F (5260.573770 sec): 3 clusters Score: Raw -360977.416404 + Penalty 2657.601338 = -358319.815066 nChanged 117 SP:Iteration 5Q (5260.628209 sec): 3 clusters Score: Raw -361036.349039 + Penalty 2657.601338 = -358378.747701 nChanged 93 SP:Iteration 6Q (5260.693186 sec): 3 clusters Score: Raw -361083.172913 + Penalty 2657.601338 = -358425.571575 nChanged 72 SP:Iteration 7Q (5260.747212 sec): 3 clusters Score: Raw -361122.550553 + Penalty 2657.601338 = -358464.949215 nChanged 60 SP:Iteration 8Q (5260.789512 sec): 3 clusters Score: Raw -361150.343747 + Penalty 2657.601338 = -358492.742409 nChanged 60 SP:Iteration 9Q (5260.838608 sec): 3 clusters Score: Raw -361172.039000 + Penalty 2657.601338 = -358514.437662 nChanged 49 SP:Iteration 10Q (5260.891437 sec): 3 clusters Score: Raw -361192.123008 + Penalty 2657.601338 = -358534.521670 nChanged 45 SP:Iteration 11Q (5260.937157 sec): 3 clusters Score: Raw -361215.332377 + Penalty 2657.601338 = -358557.731039 nChanged 61 SP:Iteration 12Q (5260.979064 sec): 3 clusters Score: Raw -361249.263447 + Penalty 2657.601338 = -358591.662109 nChanged 71 SP:Iteration 13Q (5261.031718 sec): 3 clusters Score: Raw -361294.439547 + Penalty 2657.601338 = -358636.838209 nChanged 76 SP:Iteration 14Q (5261.093402 sec): 3 clusters Score: Raw -361343.822560 + Penalty 2657.601338 = -358686.221223 nChanged 93 SP:Iteration 15Q (5261.133389 sec): 3 clusters Score: Raw -361411.380506 + Penalty 2657.601338 = -358753.779168 nChanged 105 SP:Iteration 16Q (5261.186703 sec): 3 clusters Score: Raw -361516.003182 + Penalty 2657.601338 = -358858.401844 nChanged 118 SP:Iteration 17Q (5261.228431 sec): 3 clusters Score: Raw -361651.763787 + Penalty 2657.601338 = -358994.162449 nChanged 159 SP:Iteration 18Q (5261.292994 sec): 3 clusters Score: Raw -361843.671920 + Penalty 2657.601338 = -359186.070583 nChanged 150 SP:Iteration 19Q (5261.335365 sec): 3 clusters Score: Raw -362016.043006 + Penalty 2657.601338 = -359358.441668 nChanged 124 SP:Iteration 20F (5261.388121 sec): 3 clusters Score: Raw -362128.167151 + Penalty 2657.601338 = -359470.565813 nChanged 76 SP:Iteration 21Q (5261.429888 sec): 3 clusters Score: Raw -362175.320614 + Penalty 2657.601338 = -359517.719276 nChanged 51 SP:Iteration 22Q (5261.482439 sec): 3 clusters Score: Raw -362197.305579 + Penalty 2657.601338 = -359539.704241 nChanged 23 SP:Iteration 23Q (5261.534708 sec): 3 clusters Score: Raw -362209.502930 + Penalty 2657.601338 = -359551.901593 nChanged 23 SP:Iteration 24Q (5261.587036 sec): 3 clusters Score: Raw -362220.265370 + Penalty 2657.601338 = -359562.664032 nChanged 17 SP:Iteration 25Q (5261.639585 sec): 3 clusters Score: Raw -362225.237846 + Penalty 2657.601338 = -359567.636508 nChanged 13 SP:Iteration 26Q (5261.681699 sec): 3 clusters Score: Raw -362229.091576 + Penalty 2657.601338 = -359571.490238 nChanged 11 SP:Iteration 27Q (5261.746155 sec): 3 clusters Score: Raw -362232.101449 + Penalty 2657.601338 = -359574.500111 nChanged 9 SP:Iteration 28Q (5261.785752 sec): 3 clusters Score: Raw -362234.775699 + Penalty 2657.601338 = -359577.174361 nChanged 6 SP:Iteration 29Q (5261.827184 sec): 3 clusters Score: Raw -362235.868338 + Penalty 2657.601338 = -359578.267000 nChanged 5 SP:Iteration 30Q (5261.881775 sec): 3 clusters Score: Raw -362237.569288 + Penalty 2657.601338 = -359579.967950 nChanged 9 SP:Iteration 31Q (5261.935710 sec): 3 clusters Score: Raw -362242.143290 + Penalty 2657.601338 = -359584.541953 nChanged 9 SP:Iteration 32Q (5261.990272 sec): 3 clusters Score: Raw -362247.711221 + Penalty 2657.601338 = -359590.109884 nChanged 14 SP:Iteration 33Q (5262.031454 sec): 3 clusters Score: Raw -362253.775415 + Penalty 2657.601338 = -359596.174077 nChanged 14 SP:Iteration 34Q (5262.077012 sec): 3 clusters Score: Raw -362256.646995 + Penalty 2657.601338 = -359599.045658 nChanged 7 SP:Iteration 35Q (5262.129382 sec): 3 clusters Score: Raw -362258.861351 + Penalty 2657.601338 = -359601.260013 nChanged 8 SP:Iteration 36Q (5262.181402 sec): 3 clusters Score: Raw -362261.901415 + Penalty 2657.601338 = -359604.300077 nChanged 12 SP:Iteration 37Q (5262.230562 sec): 3 clusters Score: Raw -362266.260037 + Penalty 2657.601338 = -359608.658699 nChanged 12 SP:Iteration 38Q (5262.286783 sec): 3 clusters Score: Raw -362272.574827 + Penalty 2657.601338 = -359614.973489 nChanged 17 SP:Iteration 39Q (5262.336290 sec): 3 clusters Score: Raw -362281.035937 + Penalty 2657.601338 = -359623.434599 nChanged 23 SP:Iteration 40F (5262.384205 sec): 3 clusters Score: Raw -362295.202629 + Penalty 2657.601338 = -359637.601291 nChanged 30 SP:Iteration 41Q (5262.440770 sec): 3 clusters Score: Raw -362316.930386 + Penalty 2657.601338 = -359659.329048 nChanged 25 SP:Iteration 42Q (5262.482819 sec): 3 clusters Score: Raw -362332.562213 + Penalty 2657.601338 = -359674.960875 nChanged 34 SP:Iteration 43Q (5262.545411 sec): 3 clusters Score: Raw -362359.017729 + Penalty 2657.601338 = -359701.416391 nChanged 37 SP:Iteration 44Q (5262.594726 sec): 3 clusters Score: Raw -362382.550978 + Penalty 2657.601338 = -359724.949641 nChanged 35 SP:Iteration 45Q (5262.644292 sec): 3 clusters Score: Raw -362408.065011 + Penalty 2657.601338 = -359750.463673 nChanged 31 SP:Iteration 46Q (5262.690878 sec): 3 clusters Score: Raw -362428.373617 + Penalty 2657.601338 = -359770.772279 nChanged 24 SP:Iteration 47Q (5262.737771 sec): 3 clusters Score: Raw -362446.908837 + Penalty 2657.601338 = -359789.307500 nChanged 24 SP:Iteration 48Q (5262.779601 sec): 3 clusters Score: Raw -362463.707521 + Penalty 2657.601338 = -359806.106184 nChanged 26 SP:Iteration 49Q (5262.831009 sec): 3 clusters Score: Raw -362493.414503 + Penalty 2657.601338 = -359835.813165 nChanged 32 SP:Iteration 50Q (5262.882216 sec): 3 clusters Score: Raw -362530.210900 + Penalty 2657.601338 = -359872.609562 nChanged 27 SP:Iteration 51Q (5262.942500 sec): 3 clusters Score: Raw -362560.597957 + Penalty 2657.601338 = -359902.996620 nChanged 30 SP:Iteration 52Q (5262.994223 sec): 3 clusters Score: Raw -362582.609258 + Penalty 2657.601338 = -359925.007920 nChanged 23 SP:Iteration 53Q (5263.039290 sec): 3 clusters Score: Raw -362592.962381 + Penalty 2657.601338 = -359935.361043 nChanged 17 SP:Iteration 54Q (5263.103024 sec): 3 clusters Score: Raw -362599.507118 + Penalty 2657.601338 = -359941.905780 nChanged 7 SP:Iteration 55Q (5263.147067 sec): 3 clusters Score: Raw -362602.202533 + Penalty 2657.601338 = -359944.601196 nChanged 4 SP:Iteration 56Q (5263.197632 sec): 3 clusters Score: Raw -362603.507365 + Penalty 2657.601338 = -359945.906027 nChanged 1 SP:Iteration 57Q (5263.240821 sec): 3 clusters Score: Raw -362605.132149 + Penalty 2657.601338 = -359947.530811 nChanged 2 SP:Iteration 58Q (5263.295271 sec): 3 clusters Score: Raw -362606.198406 + Penalty 2657.601338 = -359948.597068 nChanged 2 SP:Iteration 59Q (5263.349417 sec): 3 clusters Score: Raw -362606.660985 + Penalty 2657.601338 = -359949.059648 nChanged 0 SP:Iteration 60F (5263.403885 sec): 3 clusters Score: Raw -362611.223461 + Penalty 2657.601338 = -359953.622123 nChanged 2 SP:Iteration 61Q (5263.462233 sec): 3 clusters Score: Raw -362615.164928 + Penalty 2657.601338 = -359957.563590 nChanged 5 SP:Iteration 62Q (5263.508654 sec): 3 clusters Score: Raw -362617.135598 + Penalty 2657.601338 = -359959.534260 nChanged 5 SP:Iteration 63Q (5263.556296 sec): 3 clusters Score: Raw -362619.193106 + Penalty 2657.601338 = -359961.591769 nChanged 4 SP:Iteration 64Q (5263.592810 sec): 3 clusters Score: Raw -362620.512994 + Penalty 2657.601338 = -359962.911656 nChanged 7 SP:Iteration 65Q (5263.641541 sec): 3 clusters Score: Raw -362623.325736 + Penalty 2657.601338 = -359965.724398 nChanged 2 SP:Iteration 66Q (5263.691645 sec): 3 clusters Score: Raw -362623.648391 + Penalty 2657.601338 = -359966.047054 nChanged 1 SP:Iteration 67Q (5263.744864 sec): 3 clusters Score: Raw -362624.012040 + Penalty 2657.601338 = -359966.410702 nChanged 1 SP:Iteration 68Q (5263.795349 sec): 3 clusters Score: Raw -362624.271431 + Penalty 2657.601338 = -359966.670093 nChanged 1 SP:Iteration 69Q (5263.854880 sec): 3 clusters Score: Raw -362624.416298 + Penalty 2657.601338 = -359966.814960 nChanged 0 SP:Iteration 70F (5263.902213 sec): 3 clusters Score: Raw -362624.416298 + Penalty 2657.601338 = -359966.814960 nChanged 0 Score: Raw -82214993.405382 + Penalty 68129.029942 = -82146864.375440 Splitting cluster 19 changes total score from -82147567.403747 to -82146864.375440 So it's not getting split. Trying to split cluster 20 (40893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5278.032429 sec): 2 clusters Score: Raw -4683086.947203 + Penalty 1725.541054 = -4681361.406149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5278.150882 sec): 3 clusters Score: Raw -4657484.798797 + Penalty 3451.082108 = -4654033.716689 nChanged 19079 SP:Iteration 1F (5278.268066 sec): 3 clusters Score: Raw -4668474.785167 + Penalty 3451.082108 = -4665023.703059 nChanged 1901 SP:Iteration 2Q (5278.389805 sec): 3 clusters Score: Raw -4669179.308811 + Penalty 3451.082108 = -4665728.226703 nChanged 2072 SP:Iteration 3F (5278.506509 sec): 3 clusters Score: Raw -4670104.070137 + Penalty 3451.082108 = -4666652.988029 nChanged 2298 SP:Iteration 4F (5278.621863 sec): 3 clusters Score: Raw -4671434.132172 + Penalty 3451.082108 = -4667983.050064 nChanged 2673 SP:Iteration 5F (5278.732084 sec): 3 clusters Score: Raw -4673415.910316 + Penalty 3451.082108 = -4669964.828208 nChanged 2742 SP:Iteration 6F (5278.845023 sec): 3 clusters Score: Raw -4675891.721362 + Penalty 3451.082108 = -4672440.639254 nChanged 2555 SP:Iteration 7F (5278.956378 sec): 3 clusters Score: Raw -4678264.691155 + Penalty 3451.082108 = -4674813.609047 nChanged 2050 SP:Iteration 8F (5279.073608 sec): 3 clusters Score: Raw -4679883.292259 + Penalty 3451.082108 = -4676432.210151 nChanged 1403 SP:Iteration 9Q (5279.183589 sec): 3 clusters Score: Raw -4680802.549013 + Penalty 3451.082108 = -4677351.466905 nChanged 924 SP:Iteration 10Q (5279.304174 sec): 3 clusters Score: Raw -4681391.626460 + Penalty 3451.082108 = -4677940.544352 nChanged 728 SP:Iteration 11Q (5279.416126 sec): 3 clusters Score: Raw -4681845.365538 + Penalty 3451.082108 = -4678394.283430 nChanged 614 SP:Iteration 12Q (5279.526603 sec): 3 clusters Score: Raw -4682208.834523 + Penalty 3451.082108 = -4678757.752415 nChanged 535 SP:Iteration 13Q (5279.636318 sec): 3 clusters Score: Raw -4682475.415485 + Penalty 3451.082108 = -4679024.333377 nChanged 459 SP:Iteration 14Q (5279.751349 sec): 3 clusters Score: Raw -4682650.394620 + Penalty 3451.082108 = -4679199.312512 nChanged 378 SP:Iteration 15Q (5279.861310 sec): 3 clusters Score: Raw -4682777.416334 + Penalty 3451.082108 = -4679326.334226 nChanged 310 SP:Iteration 16Q (5279.965458 sec): 3 clusters Score: Raw -4682864.982014 + Penalty 3451.082108 = -4679413.899906 nChanged 248 SP:Iteration 17Q (5280.069691 sec): 3 clusters Score: Raw -4682918.445842 + Penalty 3451.082108 = -4679467.363734 nChanged 209 SP:Iteration 18Q (5280.178165 sec): 3 clusters Score: Raw -4682960.008148 + Penalty 3451.082108 = -4679508.926040 nChanged 184 SP:Iteration 19Q (5280.293552 sec): 3 clusters Score: Raw -4682996.448966 + Penalty 3451.082108 = -4679545.366858 nChanged 150 SP:Iteration 20F (5280.411562 sec): 3 clusters Score: Raw -4683019.499867 + Penalty 3451.082108 = -4679568.417759 nChanged 118 SP:Iteration 21Q (5280.516271 sec): 3 clusters Score: Raw -4683035.838291 + Penalty 3451.082108 = -4679584.756183 nChanged 104 SP:Iteration 22Q (5280.621157 sec): 3 clusters Score: Raw -4683048.981687 + Penalty 3451.082108 = -4679597.899579 nChanged 87 SP:Iteration 23Q (5280.730657 sec): 3 clusters Score: Raw -4683060.655097 + Penalty 3451.082108 = -4679609.572989 nChanged 90 SP:Iteration 24Q (5280.841766 sec): 3 clusters Score: Raw -4683071.477638 + Penalty 3451.082108 = -4679620.395530 nChanged 78 SP:Iteration 25Q (5280.946247 sec): 3 clusters Score: Raw -4683078.988249 + Penalty 3451.082108 = -4679627.906141 nChanged 58 SP:Iteration 26Q (5281.058033 sec): 3 clusters Score: Raw -4683084.213032 + Penalty 3451.082108 = -4679633.130924 nChanged 48 SP:Iteration 27Q (5281.163129 sec): 3 clusters Score: Raw -4683088.571473 + Penalty 3451.082108 = -4679637.489365 nChanged 52 SP:Iteration 28Q (5281.273458 sec): 3 clusters Score: Raw -4683093.438161 + Penalty 3451.082108 = -4679642.356053 nChanged 58 SP:Iteration 29Q (5281.381876 sec): 3 clusters Score: Raw -4683098.092536 + Penalty 3451.082108 = -4679647.010428 nChanged 57 SP:Iteration 30Q (5281.489979 sec): 3 clusters Score: Raw -4683103.564514 + Penalty 3451.082108 = -4679652.482406 nChanged 56 SP:Iteration 31Q (5281.601401 sec): 3 clusters Score: Raw -4683108.864932 + Penalty 3451.082108 = -4679657.782824 nChanged 66 SP:Iteration 32Q (5281.714564 sec): 3 clusters Score: Raw -4683115.078585 + Penalty 3451.082108 = -4679663.996477 nChanged 56 SP:Iteration 33Q (5281.811350 sec): 3 clusters Score: Raw -4683119.874313 + Penalty 3451.082108 = -4679668.792205 nChanged 47 SP:Iteration 34Q (5281.926578 sec): 3 clusters Score: Raw -4683124.138615 + Penalty 3451.082108 = -4679673.056507 nChanged 46 SP:Iteration 35Q (5282.034487 sec): 3 clusters Score: Raw -4683128.596475 + Penalty 3451.082108 = -4679677.514367 nChanged 44 SP:Iteration 36Q (5282.140251 sec): 3 clusters Score: Raw -4683132.979186 + Penalty 3451.082108 = -4679681.897078 nChanged 37 SP:Iteration 37Q (5282.250167 sec): 3 clusters Score: Raw -4683136.742407 + Penalty 3451.082108 = -4679685.660299 nChanged 43 SP:Iteration 38Q (5282.352463 sec): 3 clusters Score: Raw -4683141.243146 + Penalty 3451.082108 = -4679690.161038 nChanged 48 SP:Iteration 39Q (5282.456130 sec): 3 clusters Score: Raw -4683146.316954 + Penalty 3451.082108 = -4679695.234846 nChanged 48 SP:Iteration 40F (5282.564803 sec): 3 clusters Score: Raw -4683150.373345 + Penalty 3451.082108 = -4679699.291237 nChanged 48 SP:Iteration 41Q (5282.669590 sec): 3 clusters Score: Raw -4683154.277026 + Penalty 3451.082108 = -4679703.194918 nChanged 39 SP:Iteration 42Q (5282.773443 sec): 3 clusters Score: Raw -4683157.456954 + Penalty 3451.082108 = -4679706.374846 nChanged 40 SP:Iteration 43Q (5282.864357 sec): 3 clusters Score: Raw -4683160.690666 + Penalty 3451.082108 = -4679709.608558 nChanged 42 SP:Iteration 44Q (5282.959648 sec): 3 clusters Score: Raw -4683164.400014 + Penalty 3451.082108 = -4679713.317906 nChanged 41 SP:Iteration 45Q (5283.056205 sec): 3 clusters Score: Raw -4683167.959916 + Penalty 3451.082108 = -4679716.877808 nChanged 35 SP:Iteration 46Q (5283.153523 sec): 3 clusters Score: Raw -4683171.322437 + Penalty 3451.082108 = -4679720.240329 nChanged 43 SP:Iteration 47Q (5283.245239 sec): 3 clusters Score: Raw -4683175.103296 + Penalty 3451.082108 = -4679724.021188 nChanged 48 SP:Iteration 48Q (5283.342604 sec): 3 clusters Score: Raw -4683179.434136 + Penalty 3451.082108 = -4679728.352028 nChanged 36 SP:Iteration 49Q (5283.432586 sec): 3 clusters Score: Raw -4683182.569927 + Penalty 3451.082108 = -4679731.487819 nChanged 45 SP:Iteration 50Q (5283.543971 sec): 3 clusters Score: Raw -4683186.576592 + Penalty 3451.082108 = -4679735.494484 nChanged 51 SP:Iteration 51Q (5283.652760 sec): 3 clusters Score: Raw -4683191.240218 + Penalty 3451.082108 = -4679740.158110 nChanged 57 SP:Iteration 52Q (5283.766252 sec): 3 clusters Score: Raw -4683196.829303 + Penalty 3451.082108 = -4679745.747195 nChanged 46 SP:Iteration 53Q (5283.873838 sec): 3 clusters Score: Raw -4683200.266787 + Penalty 3451.082108 = -4679749.184679 nChanged 30 SP:Iteration 54Q (5283.983371 sec): 3 clusters Score: Raw -4683202.204737 + Penalty 3451.082108 = -4679751.122629 nChanged 21 SP:Iteration 55Q (5284.086144 sec): 3 clusters Score: Raw -4683203.548344 + Penalty 3451.082108 = -4679752.466236 nChanged 17 SP:Iteration 56Q (5284.189328 sec): 3 clusters Score: Raw -4683204.932667 + Penalty 3451.082108 = -4679753.850559 nChanged 20 SP:Iteration 57Q (5284.301183 sec): 3 clusters Score: Raw -4683206.287779 + Penalty 3451.082108 = -4679755.205671 nChanged 17 SP:Iteration 58Q (5284.409943 sec): 3 clusters Score: Raw -4683207.549914 + Penalty 3451.082108 = -4679756.467806 nChanged 19 SP:Iteration 59Q (5284.512423 sec): 3 clusters Score: Raw -4683208.877595 + Penalty 3451.082108 = -4679757.795488 nChanged 25 SP:Iteration 60F (5284.631652 sec): 3 clusters Score: Raw -4683210.715545 + Penalty 3451.082108 = -4679759.633437 nChanged 22 SP:Iteration 61Q (5284.739300 sec): 3 clusters Score: Raw -4683212.109369 + Penalty 3451.082108 = -4679761.027261 nChanged 19 SP:Iteration 62Q (5284.840252 sec): 3 clusters Score: Raw -4683213.297945 + Penalty 3451.082108 = -4679762.215837 nChanged 14 SP:Iteration 63Q (5284.951101 sec): 3 clusters Score: Raw -4683214.265654 + Penalty 3451.082108 = -4679763.183546 nChanged 15 SP:Iteration 64Q (5285.056647 sec): 3 clusters Score: Raw -4683215.177484 + Penalty 3451.082108 = -4679764.095376 nChanged 9 SP:Iteration 65Q (5285.171192 sec): 3 clusters Score: Raw -4683215.647398 + Penalty 3451.082108 = -4679764.565290 nChanged 8 SP:Iteration 66Q (5285.269268 sec): 3 clusters Score: Raw -4683215.922990 + Penalty 3451.082108 = -4679764.840882 nChanged 10 SP:Iteration 67Q (5285.380899 sec): 3 clusters Score: Raw -4683216.429150 + Penalty 3451.082108 = -4679765.347042 nChanged 11 SP:Iteration 68Q (5285.480022 sec): 3 clusters Score: Raw -4683217.084783 + Penalty 3451.082108 = -4679766.002675 nChanged 10 SP:Iteration 69Q (5285.588894 sec): 3 clusters Score: Raw -4683217.963997 + Penalty 3451.082108 = -4679766.881889 nChanged 18 SP:Iteration 70Q (5285.688717 sec): 3 clusters Score: Raw -4683219.800569 + Penalty 3451.082108 = -4679768.718461 nChanged 25 SP:Iteration 71Q (5285.792386 sec): 3 clusters Score: Raw -4683221.881143 + Penalty 3451.082108 = -4679770.799035 nChanged 20 SP:Iteration 72Q (5285.902594 sec): 3 clusters Score: Raw -4683223.865463 + Penalty 3451.082108 = -4679772.783355 nChanged 21 SP:Iteration 73Q (5286.012028 sec): 3 clusters Score: Raw -4683225.545291 + Penalty 3451.082108 = -4679774.463183 nChanged 20 SP:Iteration 74Q (5286.116176 sec): 3 clusters Score: Raw -4683227.031027 + Penalty 3451.082108 = -4679775.948919 nChanged 17 SP:Iteration 75Q (5286.208584 sec): 3 clusters Score: Raw -4683228.419936 + Penalty 3451.082108 = -4679777.337828 nChanged 11 SP:Iteration 76Q (5286.305171 sec): 3 clusters Score: Raw -4683228.877711 + Penalty 3451.082108 = -4679777.795603 nChanged 9 SP:Iteration 77Q (5286.401656 sec): 3 clusters Score: Raw -4683229.247489 + Penalty 3451.082108 = -4679778.165381 nChanged 10 SP:Iteration 78Q (5286.506488 sec): 3 clusters Score: Raw -4683229.775416 + Penalty 3451.082108 = -4679778.693308 nChanged 10 SP:Iteration 79Q (5286.613026 sec): 3 clusters Score: Raw -4683230.456780 + Penalty 3451.082108 = -4679779.374672 nChanged 11 SP:Iteration 80F (5286.721136 sec): 3 clusters Score: Raw -4683231.204797 + Penalty 3451.082108 = -4679780.122689 nChanged 7 SP:Iteration 81Q (5286.817642 sec): 3 clusters Score: Raw -4683231.629154 + Penalty 3451.082108 = -4679780.547046 nChanged 8 SP:Iteration 82Q (5286.918786 sec): 3 clusters Score: Raw -4683231.969825 + Penalty 3451.082108 = -4679780.887717 nChanged 3 SP:Iteration 83Q (5287.021106 sec): 3 clusters Score: Raw -4683232.235600 + Penalty 3451.082108 = -4679781.153492 nChanged 4 SP:Iteration 84Q (5287.113562 sec): 3 clusters Score: Raw -4683232.441214 + Penalty 3451.082108 = -4679781.359106 nChanged 4 SP:Iteration 85Q (5287.216704 sec): 3 clusters Score: Raw -4683232.665026 + Penalty 3451.082108 = -4679781.582918 nChanged 3 SP:Iteration 86Q (5287.301419 sec): 3 clusters Score: Raw -4683232.886236 + Penalty 3451.082108 = -4679781.804128 nChanged 3 SP:Iteration 87Q (5287.418645 sec): 3 clusters Score: Raw -4683233.001457 + Penalty 3451.082108 = -4679781.919349 nChanged 4 SP:Iteration 88Q (5287.525409 sec): 3 clusters Score: Raw -4683233.164620 + Penalty 3451.082108 = -4679782.082512 nChanged 6 SP:Iteration 89Q (5287.632529 sec): 3 clusters Score: Raw -4683233.458850 + Penalty 3451.082108 = -4679782.376742 nChanged 5 SP:Iteration 90Q (5287.742087 sec): 3 clusters Score: Raw -4683233.781332 + Penalty 3451.082108 = -4679782.699224 nChanged 6 SP:Iteration 91Q (5287.847646 sec): 3 clusters Score: Raw -4683234.067073 + Penalty 3451.082108 = -4679782.984965 nChanged 1 SP:Iteration 92Q (5287.959807 sec): 3 clusters Score: Raw -4683234.113561 + Penalty 3451.082108 = -4679783.031453 nChanged 1 SP:Iteration 93Q (5288.070394 sec): 3 clusters Score: Raw -4683234.136398 + Penalty 3451.082108 = -4679783.054290 nChanged 1 SP:Iteration 94Q (5288.175274 sec): 3 clusters Score: Raw -4683234.190851 + Penalty 3451.082108 = -4679783.108743 nChanged 3 SP:Iteration 95Q (5288.287583 sec): 3 clusters Score: Raw -4683234.258170 + Penalty 3451.082108 = -4679783.176062 nChanged 2 SP:Iteration 96Q (5288.396309 sec): 3 clusters Score: Raw -4683234.362651 + Penalty 3451.082108 = -4679783.280543 nChanged 4 SP:Iteration 97Q (5288.492969 sec): 3 clusters Score: Raw -4683234.502055 + Penalty 3451.082108 = -4679783.419947 nChanged 3 SP:Iteration 98Q (5288.604190 sec): 3 clusters Score: Raw -4683234.660878 + Penalty 3451.082108 = -4679783.578770 nChanged 3 SP:Iteration 99Q (5288.718714 sec): 3 clusters Score: Raw -4683234.762759 + Penalty 3451.082108 = -4679783.680651 nChanged 2 SP:Iteration 100F (5288.823320 sec): 3 clusters Score: Raw -4683234.814171 + Penalty 3451.082108 = -4679783.732063 nChanged 0 Trying to split cluster 21 (7121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5288.871446 sec): 2 clusters Score: Raw -791428.192989 + Penalty 1441.505560 = -789986.687429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5288.928675 sec): 3 clusters Score: Raw -787583.277540 + Penalty 2883.011119 = -784700.266421 nChanged 2986 SP:Iteration 1F (5288.987037 sec): 3 clusters Score: Raw -789178.945654 + Penalty 2883.011119 = -786295.934535 nChanged 500 SP:Iteration 2F (5289.038947 sec): 3 clusters Score: Raw -789425.750121 + Penalty 2883.011119 = -786542.739001 nChanged 390 SP:Iteration 3F (5289.103668 sec): 3 clusters Score: Raw -789606.501091 + Penalty 2883.011119 = -786723.489972 nChanged 314 SP:Iteration 4Q (5289.165214 sec): 3 clusters Score: Raw -789747.977862 + Penalty 2883.011119 = -786864.966743 nChanged 262 SP:Iteration 5Q (5289.226620 sec): 3 clusters Score: Raw -789861.575164 + Penalty 2883.011119 = -786978.564044 nChanged 232 SP:Iteration 6Q (5289.276574 sec): 3 clusters Score: Raw -789965.595994 + Penalty 2883.011119 = -787082.584875 nChanged 244 SP:Iteration 7Q (5289.335857 sec): 3 clusters Score: Raw -790087.532761 + Penalty 2883.011119 = -787204.521641 nChanged 276 SP:Iteration 8Q (5289.357898 sec): 3 clusters Score: Raw -790246.825001 + Penalty 2883.011119 = -787363.813882 nChanged 282 SP:Iteration 9Q (5289.381974 sec): 3 clusters Score: Raw -790415.127775 + Penalty 2883.011119 = -787532.116655 nChanged 271 SP:Iteration 10Q (5289.406148 sec): 3 clusters Score: Raw -790578.477453 + Penalty 2883.011119 = -787695.466334 nChanged 271 SP:Iteration 11Q (5289.442882 sec): 3 clusters Score: Raw -790753.463437 + Penalty 2883.011119 = -787870.452318 nChanged 285 SP:Iteration 12Q (5289.466815 sec): 3 clusters Score: Raw -790942.295721 + Penalty 2883.011119 = -788059.284602 nChanged 275 SP:Iteration 13Q (5289.490764 sec): 3 clusters Score: Raw -791144.853216 + Penalty 2883.011119 = -788261.842096 nChanged 241 SP:Iteration 14Q (5289.514658 sec): 3 clusters Score: Raw -791321.491973 + Penalty 2883.011119 = -788438.480853 nChanged 205 SP:Iteration 15Q (5289.538300 sec): 3 clusters Score: Raw -791463.318416 + Penalty 2883.011119 = -788580.307297 nChanged 150 SP:Iteration 16Q (5289.608727 sec): 3 clusters Score: Raw -791556.865717 + Penalty 2883.011119 = -788673.854597 nChanged 124 SP:Iteration 17Q (5289.660621 sec): 3 clusters Score: Raw -791634.653789 + Penalty 2883.011119 = -788751.642670 nChanged 84 SP:Iteration 18Q (5289.713003 sec): 3 clusters Score: Raw -791676.216791 + Penalty 2883.011119 = -788793.205671 nChanged 67 SP:Iteration 19Q (5289.762284 sec): 3 clusters Score: Raw -791709.188448 + Penalty 2883.011119 = -788826.177329 nChanged 47 SP:Iteration 20F (5289.823602 sec): 3 clusters Score: Raw -791728.370664 + Penalty 2883.011119 = -788845.359545 nChanged 35 SP:Iteration 21Q (5289.878844 sec): 3 clusters Score: Raw -791740.626214 + Penalty 2883.011119 = -788857.615095 nChanged 21 SP:Iteration 22Q (5289.926080 sec): 3 clusters Score: Raw -791749.303181 + Penalty 2883.011119 = -788866.292062 nChanged 28 SP:Iteration 23Q (5289.978289 sec): 3 clusters Score: Raw -791760.291516 + Penalty 2883.011119 = -788877.280397 nChanged 25 SP:Iteration 24Q (5290.035068 sec): 3 clusters Score: Raw -791768.714833 + Penalty 2883.011119 = -788885.703713 nChanged 24 SP:Iteration 25Q (5290.075754 sec): 3 clusters Score: Raw -791779.417749 + Penalty 2883.011119 = -788896.406629 nChanged 24 SP:Iteration 26Q (5290.123305 sec): 3 clusters Score: Raw -791787.936682 + Penalty 2883.011119 = -788904.925563 nChanged 16 SP:Iteration 27Q (5290.182965 sec): 3 clusters Score: Raw -791794.078359 + Penalty 2883.011119 = -788911.067239 nChanged 16 SP:Iteration 28Q (5290.241649 sec): 3 clusters Score: Raw -791799.706855 + Penalty 2883.011119 = -788916.695736 nChanged 21 SP:Iteration 29Q (5290.300400 sec): 3 clusters Score: Raw -791807.233934 + Penalty 2883.011119 = -788924.222814 nChanged 17 SP:Iteration 30Q (5290.358451 sec): 3 clusters Score: Raw -791815.441775 + Penalty 2883.011119 = -788932.430656 nChanged 15 SP:Iteration 31Q (5290.416960 sec): 3 clusters Score: Raw -791821.007230 + Penalty 2883.011119 = -788937.996111 nChanged 14 SP:Iteration 32Q (5290.475074 sec): 3 clusters Score: Raw -791827.246594 + Penalty 2883.011119 = -788944.235474 nChanged 12 SP:Iteration 33Q (5290.526226 sec): 3 clusters Score: Raw -791831.754209 + Penalty 2883.011119 = -788948.743090 nChanged 12 SP:Iteration 34Q (5290.579931 sec): 3 clusters Score: Raw -791835.834536 + Penalty 2883.011119 = -788952.823417 nChanged 7 SP:Iteration 35Q (5290.627450 sec): 3 clusters Score: Raw -791839.068337 + Penalty 2883.011119 = -788956.057218 nChanged 8 SP:Iteration 36Q (5290.698843 sec): 3 clusters Score: Raw -791841.387611 + Penalty 2883.011119 = -788958.376492 nChanged 6 SP:Iteration 37Q (5290.746792 sec): 3 clusters Score: Raw -791842.931570 + Penalty 2883.011119 = -788959.920451 nChanged 6 SP:Iteration 38Q (5290.802859 sec): 3 clusters Score: Raw -791844.942869 + Penalty 2883.011119 = -788961.931749 nChanged 4 SP:Iteration 39Q (5290.860825 sec): 3 clusters Score: Raw -791845.993212 + Penalty 2883.011119 = -788962.982093 nChanged 1 SP:Iteration 40F (5290.920128 sec): 3 clusters Score: Raw -791846.233701 + Penalty 2883.011119 = -788963.222582 nChanged 0 Trying to split cluster 22 (4957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5290.950536 sec): 2 clusters Score: Raw -541103.054944 + Penalty 1382.640350 = -539720.414594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5291.004842 sec): 3 clusters Score: Raw -538534.054047 + Penalty 2765.280699 = -535768.773348 nChanged 2018 SP:Iteration 1F (5291.060570 sec): 3 clusters Score: Raw -539760.577377 + Penalty 2765.280699 = -536995.296678 nChanged 375 SP:Iteration 2F (5291.116249 sec): 3 clusters Score: Raw -540013.651525 + Penalty 2765.280699 = -537248.370826 nChanged 330 SP:Iteration 3F (5291.171915 sec): 3 clusters Score: Raw -540300.364567 + Penalty 2765.280699 = -537535.083868 nChanged 319 SP:Iteration 4F (5291.227609 sec): 3 clusters Score: Raw -540633.292113 + Penalty 2765.280699 = -537868.011414 nChanged 323 SP:Iteration 5F (5291.283207 sec): 3 clusters Score: Raw -540965.224753 + Penalty 2765.280699 = -538199.944054 nChanged 300 SP:Iteration 6F (5291.330251 sec): 3 clusters Score: Raw -541243.598854 + Penalty 2765.280699 = -538478.318155 nChanged 243 SP:Iteration 7Q (5291.386684 sec): 3 clusters Score: Raw -541433.572491 + Penalty 2765.280699 = -538668.291792 nChanged 150 SP:Iteration 8Q (5291.442070 sec): 3 clusters Score: Raw -541516.242006 + Penalty 2765.280699 = -538750.961306 nChanged 100 SP:Iteration 9Q (5291.496990 sec): 3 clusters Score: Raw -541567.914664 + Penalty 2765.280699 = -538802.633964 nChanged 70 SP:Iteration 10Q (5291.553739 sec): 3 clusters Score: Raw -541594.874266 + Penalty 2765.280699 = -538829.593566 nChanged 37 SP:Iteration 11Q (5291.608905 sec): 3 clusters Score: Raw -541607.868644 + Penalty 2765.280699 = -538842.587945 nChanged 32 SP:Iteration 12Q (5291.664753 sec): 3 clusters Score: Raw -541618.587309 + Penalty 2765.280699 = -538853.306609 nChanged 30 SP:Iteration 13Q (5291.720722 sec): 3 clusters Score: Raw -541625.292129 + Penalty 2765.280699 = -538860.011430 nChanged 16 SP:Iteration 14Q (5291.785915 sec): 3 clusters Score: Raw -541629.456686 + Penalty 2765.280699 = -538864.175987 nChanged 11 SP:Iteration 15Q (5291.802592 sec): 3 clusters Score: Raw -541631.403224 + Penalty 2765.280699 = -538866.122525 nChanged 8 SP:Iteration 16Q (5291.846004 sec): 3 clusters Score: Raw -541633.016369 + Penalty 2765.280699 = -538867.735669 nChanged 2 SP:Iteration 17Q (5291.901661 sec): 3 clusters Score: Raw -541633.582998 + Penalty 2765.280699 = -538868.302298 nChanged 2 SP:Iteration 18Q (5291.955077 sec): 3 clusters Score: Raw -541634.064468 + Penalty 2765.280699 = -538868.783769 nChanged 1 SP:Iteration 19Q (5292.005833 sec): 3 clusters Score: Raw -541634.190379 + Penalty 2765.280699 = -538868.909679 nChanged 0 SP:Iteration 20F (5292.063594 sec): 3 clusters Score: Raw -541634.190379 + Penalty 2765.280699 = -538868.909679 nChanged 0 Trying to split cluster 23 (1947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5292.094674 sec): 2 clusters Score: Raw -195309.164364 + Penalty 1230.782313 = -194078.382050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5292.141527 sec): 3 clusters Score: Raw -194504.026924 + Penalty 2461.564627 = -192042.462297 nChanged 687 SP:Iteration 1F (5292.187323 sec): 3 clusters Score: Raw -194959.183279 + Penalty 2461.564627 = -192497.618652 nChanged 153 SP:Iteration 2F (5292.223154 sec): 3 clusters Score: Raw -195055.293951 + Penalty 2461.564627 = -192593.729324 nChanged 71 SP:Iteration 3Q (5292.272311 sec): 3 clusters Score: Raw -195107.161572 + Penalty 2461.564627 = -192645.596945 nChanged 64 SP:Iteration 4Q (5292.315840 sec): 3 clusters Score: Raw -195151.177386 + Penalty 2461.564627 = -192689.612760 nChanged 52 SP:Iteration 5Q (5292.357442 sec): 3 clusters Score: Raw -195197.586478 + Penalty 2461.564627 = -192736.021852 nChanged 70 SP:Iteration 6Q (5292.412363 sec): 3 clusters Score: Raw -195262.098492 + Penalty 2461.564627 = -192800.533866 nChanged 57 SP:Iteration 7Q (5292.455184 sec): 3 clusters Score: Raw -195319.256960 + Penalty 2461.564627 = -192857.692333 nChanged 73 SP:Iteration 8Q (5292.494093 sec): 3 clusters Score: Raw -195390.560674 + Penalty 2461.564627 = -192928.996047 nChanged 67 SP:Iteration 9Q (5292.532605 sec): 3 clusters Score: Raw -195460.232357 + Penalty 2461.564627 = -192998.667730 nChanged 71 SP:Iteration 10Q (5292.575261 sec): 3 clusters Score: Raw -195529.679784 + Penalty 2461.564627 = -193068.115157 nChanged 53 SP:Iteration 11Q (5292.585324 sec): 3 clusters Score: Raw -195574.405725 + Penalty 2461.564627 = -193112.841098 nChanged 49 SP:Iteration 12Q (5292.594918 sec): 3 clusters Score: Raw -195613.027274 + Penalty 2461.564627 = -193151.462647 nChanged 40 SP:Iteration 13Q (5292.604406 sec): 3 clusters Score: Raw -195641.307392 + Penalty 2461.564627 = -193179.742765 nChanged 25 SP:Iteration 14Q (5292.648347 sec): 3 clusters Score: Raw -195667.240838 + Penalty 2461.564627 = -193205.676211 nChanged 21 SP:Iteration 15Q (5292.693783 sec): 3 clusters Score: Raw -195685.459973 + Penalty 2461.564627 = -193223.895346 nChanged 21 SP:Iteration 16Q (5292.741661 sec): 3 clusters Score: Raw -195703.149914 + Penalty 2461.564627 = -193241.585287 nChanged 21 SP:Iteration 17Q (5292.788510 sec): 3 clusters Score: Raw -195717.041677 + Penalty 2461.564627 = -193255.477051 nChanged 15 SP:Iteration 18Q (5292.828414 sec): 3 clusters Score: Raw -195727.835536 + Penalty 2461.564627 = -193266.270909 nChanged 14 SP:Iteration 19Q (5292.884997 sec): 3 clusters Score: Raw -195741.817130 + Penalty 2461.564627 = -193280.252503 nChanged 19 SP:Iteration 20F (5292.934251 sec): 3 clusters Score: Raw -195758.362506 + Penalty 2461.564627 = -193296.797879 nChanged 18 SP:Iteration 21Q (5292.986425 sec): 3 clusters Score: Raw -195767.939990 + Penalty 2461.564627 = -193306.375363 nChanged 13 SP:Iteration 22Q (5293.038046 sec): 3 clusters Score: Raw -195777.039205 + Penalty 2461.564627 = -193315.474578 nChanged 9 SP:Iteration 23Q (5293.087841 sec): 3 clusters Score: Raw -195785.048452 + Penalty 2461.564627 = -193323.483825 nChanged 13 SP:Iteration 24Q (5293.137068 sec): 3 clusters Score: Raw -195792.017848 + Penalty 2461.564627 = -193330.453221 nChanged 9 SP:Iteration 25Q (5293.188035 sec): 3 clusters Score: Raw -195798.745173 + Penalty 2461.564627 = -193337.180546 nChanged 7 SP:Iteration 26Q (5293.237517 sec): 3 clusters Score: Raw -195802.860090 + Penalty 2461.564627 = -193341.295463 nChanged 6 SP:Iteration 27Q (5293.278147 sec): 3 clusters Score: Raw -195807.057053 + Penalty 2461.564627 = -193345.492426 nChanged 6 SP:Iteration 28Q (5293.335850 sec): 3 clusters Score: Raw -195808.862541 + Penalty 2461.564627 = -193347.297914 nChanged 1 SP:Iteration 29Q (5293.383342 sec): 3 clusters Score: Raw -195809.826200 + Penalty 2461.564627 = -193348.261573 nChanged 0 SP:Iteration 30F (5293.436191 sec): 3 clusters Score: Raw -195809.826200 + Penalty 2461.564627 = -193348.261573 nChanged 0 Trying to split cluster 24 (100192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5293.593450 sec): 2 clusters Score: Raw -11491673.904643 + Penalty 1871.162089 = -11489802.742554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5293.806436 sec): 3 clusters Score: Raw -11426627.212113 + Penalty 3742.324178 = -11422884.887935 nChanged 47811 SP:Iteration 1F (5294.004671 sec): 3 clusters Score: Raw -11454684.709077 + Penalty 3742.324178 = -11450942.384899 nChanged 3887 SP:Iteration 2Q (5294.224031 sec): 3 clusters Score: Raw -11456030.914016 + Penalty 3742.324178 = -11452288.589839 nChanged 4583 SP:Iteration 3Q (5294.433267 sec): 3 clusters Score: Raw -11458123.287856 + Penalty 3742.324178 = -11454380.963679 nChanged 5927 SP:Iteration 4F (5294.623567 sec): 3 clusters Score: Raw -11461812.215815 + Penalty 3742.324178 = -11458069.891637 nChanged 7598 SP:Iteration 5F (5294.815994 sec): 3 clusters Score: Raw -11467875.157376 + Penalty 3742.324178 = -11464132.833198 nChanged 8575 SP:Iteration 6F (5295.004885 sec): 3 clusters Score: Raw -11475911.465988 + Penalty 3742.324178 = -11472169.141810 nChanged 7615 SP:Iteration 7F (5295.193623 sec): 3 clusters Score: Raw -11483413.017183 + Penalty 3742.324178 = -11479670.693006 nChanged 5031 SP:Iteration 8F (5295.385721 sec): 3 clusters Score: Raw -11488198.921565 + Penalty 3742.324178 = -11484456.597388 nChanged 2627 SP:Iteration 9Q (5295.590717 sec): 3 clusters Score: Raw -11490585.707924 + Penalty 3742.324178 = -11486843.383746 nChanged 1248 SP:Iteration 10Q (5295.772344 sec): 3 clusters Score: Raw -11491666.223090 + Penalty 3742.324178 = -11487923.898912 nChanged 642 SP:Iteration 11Q (5295.949321 sec): 3 clusters Score: Raw -11492153.542387 + Penalty 3742.324178 = -11488411.218209 nChanged 404 SP:Iteration 12Q (5296.123321 sec): 3 clusters Score: Raw -11492428.073171 + Penalty 3742.324178 = -11488685.748993 nChanged 263 SP:Iteration 13Q (5296.296542 sec): 3 clusters Score: Raw -11492609.535774 + Penalty 3742.324178 = -11488867.211597 nChanged 191 SP:Iteration 14Q (5296.467550 sec): 3 clusters Score: Raw -11492745.470577 + Penalty 3742.324178 = -11489003.146399 nChanged 165 SP:Iteration 15Q (5296.640187 sec): 3 clusters Score: Raw -11492848.402644 + Penalty 3742.324178 = -11489106.078466 nChanged 164 SP:Iteration 16Q (5296.789579 sec): 3 clusters Score: Raw -11492931.888591 + Penalty 3742.324178 = -11489189.564413 nChanged 111 SP:Iteration 17Q (5296.959687 sec): 3 clusters Score: Raw -11492989.362249 + Penalty 3742.324178 = -11489247.038071 nChanged 113 SP:Iteration 18Q (5297.146233 sec): 3 clusters Score: Raw -11493038.198560 + Penalty 3742.324178 = -11489295.874382 nChanged 93 SP:Iteration 19Q (5297.328753 sec): 3 clusters Score: Raw -11493074.946769 + Penalty 3742.324178 = -11489332.622592 nChanged 88 SP:Iteration 20F (5297.530391 sec): 3 clusters Score: Raw -11493105.409224 + Penalty 3742.324178 = -11489363.085046 nChanged 67 SP:Iteration 21Q (5297.692208 sec): 3 clusters Score: Raw -11493128.183548 + Penalty 3742.324178 = -11489385.859370 nChanged 67 SP:Iteration 22Q (5297.862215 sec): 3 clusters Score: Raw -11493150.077985 + Penalty 3742.324178 = -11489407.753807 nChanged 51 SP:Iteration 23Q (5298.029265 sec): 3 clusters Score: Raw -11493163.472739 + Penalty 3742.324178 = -11489421.148561 nChanged 51 SP:Iteration 24Q (5298.194405 sec): 3 clusters Score: Raw -11493173.416293 + Penalty 3742.324178 = -11489431.092115 nChanged 30 SP:Iteration 25Q (5298.357283 sec): 3 clusters Score: Raw -11493179.967636 + Penalty 3742.324178 = -11489437.643458 nChanged 27 SP:Iteration 26Q (5298.513088 sec): 3 clusters Score: Raw -11493186.128067 + Penalty 3742.324178 = -11489443.803890 nChanged 29 SP:Iteration 27Q (5298.691975 sec): 3 clusters Score: Raw -11493192.479228 + Penalty 3742.324178 = -11489450.155050 nChanged 33 SP:Iteration 28Q (5298.838824 sec): 3 clusters Score: Raw -11493200.082927 + Penalty 3742.324178 = -11489457.758749 nChanged 38 SP:Iteration 29Q (5298.999200 sec): 3 clusters Score: Raw -11493208.795505 + Penalty 3742.324178 = -11489466.471327 nChanged 37 SP:Iteration 30Q (5299.171686 sec): 3 clusters Score: Raw -11493218.864824 + Penalty 3742.324178 = -11489476.540646 nChanged 39 SP:Iteration 31Q (5299.346581 sec): 3 clusters Score: Raw -11493229.908682 + Penalty 3742.324178 = -11489487.584504 nChanged 37 SP:Iteration 32Q (5299.522184 sec): 3 clusters Score: Raw -11493238.049981 + Penalty 3742.324178 = -11489495.725803 nChanged 29 SP:Iteration 33Q (5299.701183 sec): 3 clusters Score: Raw -11493244.050130 + Penalty 3742.324178 = -11489501.725952 nChanged 22 SP:Iteration 34Q (5299.867633 sec): 3 clusters Score: Raw -11493248.164304 + Penalty 3742.324178 = -11489505.840126 nChanged 23 SP:Iteration 35Q (5300.046108 sec): 3 clusters Score: Raw -11493251.819127 + Penalty 3742.324178 = -11489509.494949 nChanged 19 SP:Iteration 36Q (5300.214954 sec): 3 clusters Score: Raw -11493254.522747 + Penalty 3742.324178 = -11489512.198569 nChanged 14 SP:Iteration 37Q (5300.391297 sec): 3 clusters Score: Raw -11493256.992187 + Penalty 3742.324178 = -11489514.668009 nChanged 15 SP:Iteration 38Q (5300.567786 sec): 3 clusters Score: Raw -11493259.004872 + Penalty 3742.324178 = -11489516.680694 nChanged 16 SP:Iteration 39Q (5300.720412 sec): 3 clusters Score: Raw -11493261.330865 + Penalty 3742.324178 = -11489519.006687 nChanged 15 SP:Iteration 40F (5300.916152 sec): 3 clusters Score: Raw -11493263.875431 + Penalty 3742.324178 = -11489521.551253 nChanged 15 SP:Iteration 41Q (5301.081281 sec): 3 clusters Score: Raw -11493266.746009 + Penalty 3742.324178 = -11489524.421831 nChanged 19 SP:Iteration 42Q (5301.240889 sec): 3 clusters Score: Raw -11493269.861304 + Penalty 3742.324178 = -11489527.537126 nChanged 21 SP:Iteration 43Q (5301.407786 sec): 3 clusters Score: Raw -11493274.441942 + Penalty 3742.324178 = -11489532.117765 nChanged 33 SP:Iteration 44Q (5301.578313 sec): 3 clusters Score: Raw -11493283.535640 + Penalty 3742.324178 = -11489541.211462 nChanged 42 SP:Iteration 45Q (5301.759206 sec): 3 clusters Score: Raw -11493293.254518 + Penalty 3742.324178 = -11489550.930340 nChanged 37 SP:Iteration 46Q (5301.932448 sec): 3 clusters Score: Raw -11493300.814993 + Penalty 3742.324178 = -11489558.490815 nChanged 21 SP:Iteration 47Q (5302.107684 sec): 3 clusters Score: Raw -11493304.621933 + Penalty 3742.324178 = -11489562.297755 nChanged 21 SP:Iteration 48Q (5302.284934 sec): 3 clusters Score: Raw -11493307.504025 + Penalty 3742.324178 = -11489565.179847 nChanged 25 SP:Iteration 49Q (5302.429931 sec): 3 clusters Score: Raw -11493312.285074 + Penalty 3742.324178 = -11489569.960896 nChanged 23 SP:Iteration 50Q (5302.611717 sec): 3 clusters Score: Raw -11493315.427504 + Penalty 3742.324178 = -11489573.103326 nChanged 16 SP:Iteration 51Q (5302.782088 sec): 3 clusters Score: Raw -11493317.712637 + Penalty 3742.324178 = -11489575.388459 nChanged 10 SP:Iteration 52Q (5302.947979 sec): 3 clusters Score: Raw -11493319.074222 + Penalty 3742.324178 = -11489576.750044 nChanged 9 SP:Iteration 53Q (5303.119155 sec): 3 clusters Score: Raw -11493320.035441 + Penalty 3742.324178 = -11489577.711263 nChanged 10 SP:Iteration 54Q (5303.293663 sec): 3 clusters Score: Raw -11493321.585134 + Penalty 3742.324178 = -11489579.260956 nChanged 18 SP:Iteration 55Q (5303.457398 sec): 3 clusters Score: Raw -11493324.344898 + Penalty 3742.324178 = -11489582.020720 nChanged 12 SP:Iteration 56Q (5303.635569 sec): 3 clusters Score: Raw -11493325.696046 + Penalty 3742.324178 = -11489583.371868 nChanged 11 SP:Iteration 57Q (5303.800323 sec): 3 clusters Score: Raw -11493326.878017 + Penalty 3742.324178 = -11489584.553839 nChanged 8 SP:Iteration 58Q (5303.962465 sec): 3 clusters Score: Raw -11493327.935037 + Penalty 3742.324178 = -11489585.610859 nChanged 5 SP:Iteration 59Q (5304.130364 sec): 3 clusters Score: Raw -11493328.459362 + Penalty 3742.324178 = -11489586.135184 nChanged 8 SP:Iteration 60F (5304.324996 sec): 3 clusters Score: Raw -11493329.552485 + Penalty 3742.324178 = -11489587.228307 nChanged 8 SP:Iteration 61Q (5304.490084 sec): 3 clusters Score: Raw -11493330.285438 + Penalty 3742.324178 = -11489587.961260 nChanged 4 SP:Iteration 62Q (5304.653513 sec): 3 clusters Score: Raw -11493330.666748 + Penalty 3742.324178 = -11489588.342570 nChanged 4 SP:Iteration 63Q (5304.838367 sec): 3 clusters Score: Raw -11493331.031120 + Penalty 3742.324178 = -11489588.706942 nChanged 3 SP:Iteration 64Q (5305.020319 sec): 3 clusters Score: Raw -11493331.636987 + Penalty 3742.324178 = -11489589.312809 nChanged 5 SP:Iteration 65Q (5305.198698 sec): 3 clusters Score: Raw -11493332.078301 + Penalty 3742.324178 = -11489589.754123 nChanged 2 SP:Iteration 66Q (5305.375128 sec): 3 clusters Score: Raw -11493332.252666 + Penalty 3742.324178 = -11489589.928488 nChanged 3 SP:Iteration 67Q (5305.542173 sec): 3 clusters Score: Raw -11493332.507475 + Penalty 3742.324178 = -11489590.183297 nChanged 4 SP:Iteration 68Q (5305.733726 sec): 3 clusters Score: Raw -11493332.851849 + Penalty 3742.324178 = -11489590.527672 nChanged 2 SP:Iteration 69Q (5305.912335 sec): 3 clusters Score: Raw -11493333.057104 + Penalty 3742.324178 = -11489590.732927 nChanged 2 SP:Iteration 70Q (5306.081995 sec): 3 clusters Score: Raw -11493333.247179 + Penalty 3742.324178 = -11489590.923001 nChanged 0 SP:Iteration 71F (5306.277383 sec): 3 clusters Score: Raw -11493333.247179 + Penalty 3742.324178 = -11489590.923001 nChanged 0 Trying to split cluster 25 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5306.306962 sec): 2 clusters Score: Raw -152757.708866 + Penalty 1162.751899 = -151594.956967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5306.354138 sec): 3 clusters Score: Raw -152305.342383 + Penalty 2325.503798 = -149979.838585 nChanged 405 SP:Iteration 1F (5306.394851 sec): 3 clusters Score: Raw -152609.568472 + Penalty 2325.503798 = -150284.064674 nChanged 97 SP:Iteration 2F (5306.456352 sec): 3 clusters Score: Raw -152709.823343 + Penalty 2325.503798 = -150384.319545 nChanged 51 SP:Iteration 3Q (5306.507380 sec): 3 clusters Score: Raw -152754.355093 + Penalty 2325.503798 = -150428.851295 nChanged 32 SP:Iteration 4Q (5306.555761 sec): 3 clusters Score: Raw -152780.259417 + Penalty 2325.503798 = -150454.755619 nChanged 35 SP:Iteration 5Q (5306.600839 sec): 3 clusters Score: Raw -152808.919619 + Penalty 2325.503798 = -150483.415821 nChanged 23 SP:Iteration 6Q (5306.648500 sec): 3 clusters Score: Raw -152832.306142 + Penalty 2325.503798 = -150506.802344 nChanged 21 SP:Iteration 7Q (5306.683003 sec): 3 clusters Score: Raw -152846.865195 + Penalty 2325.503798 = -150521.361396 nChanged 18 SP:Iteration 8Q (5306.727987 sec): 3 clusters Score: Raw -152859.632640 + Penalty 2325.503798 = -150534.128842 nChanged 22 SP:Iteration 9Q (5306.772755 sec): 3 clusters Score: Raw -152880.316165 + Penalty 2325.503798 = -150554.812366 nChanged 27 SP:Iteration 10Q (5306.816090 sec): 3 clusters Score: Raw -152912.893175 + Penalty 2325.503798 = -150587.389377 nChanged 20 SP:Iteration 11Q (5306.859986 sec): 3 clusters Score: Raw -152926.847578 + Penalty 2325.503798 = -150601.343780 nChanged 19 SP:Iteration 12Q (5306.908550 sec): 3 clusters Score: Raw -152941.089024 + Penalty 2325.503798 = -150615.585226 nChanged 18 SP:Iteration 13Q (5306.947404 sec): 3 clusters Score: Raw -152952.478799 + Penalty 2325.503798 = -150626.975001 nChanged 16 SP:Iteration 14Q (5306.998205 sec): 3 clusters Score: Raw -152966.187586 + Penalty 2325.503798 = -150640.683788 nChanged 15 SP:Iteration 15Q (5307.045541 sec): 3 clusters Score: Raw -152980.113185 + Penalty 2325.503798 = -150654.609387 nChanged 10 SP:Iteration 16Q (5307.086971 sec): 3 clusters Score: Raw -152988.556708 + Penalty 2325.503798 = -150663.052910 nChanged 11 SP:Iteration 17Q (5307.125580 sec): 3 clusters Score: Raw -152997.735854 + Penalty 2325.503798 = -150672.232055 nChanged 8 SP:Iteration 18Q (5307.169359 sec): 3 clusters Score: Raw -153005.185102 + Penalty 2325.503798 = -150679.681303 nChanged 7 SP:Iteration 19Q (5307.209016 sec): 3 clusters Score: Raw -153012.518102 + Penalty 2325.503798 = -150687.014304 nChanged 9 SP:Iteration 20F (5307.259779 sec): 3 clusters Score: Raw -153017.332913 + Penalty 2325.503798 = -150691.829115 nChanged 5 SP:Iteration 21Q (5307.301172 sec): 3 clusters Score: Raw -153021.633840 + Penalty 2325.503798 = -150696.130042 nChanged 5 SP:Iteration 22Q (5307.350658 sec): 3 clusters Score: Raw -153025.901254 + Penalty 2325.503798 = -150700.397456 nChanged 5 SP:Iteration 23Q (5307.400692 sec): 3 clusters Score: Raw -153030.381948 + Penalty 2325.503798 = -150704.878150 nChanged 6 SP:Iteration 24Q (5307.450795 sec): 3 clusters Score: Raw -153033.722506 + Penalty 2325.503798 = -150708.218708 nChanged 4 SP:Iteration 25Q (5307.490848 sec): 3 clusters Score: Raw -153037.472787 + Penalty 2325.503798 = -150711.968989 nChanged 4 SP:Iteration 26Q (5307.540985 sec): 3 clusters Score: Raw -153040.542680 + Penalty 2325.503798 = -150715.038882 nChanged 2 SP:Iteration 27Q (5307.586818 sec): 3 clusters Score: Raw -153042.442636 + Penalty 2325.503798 = -150716.938838 nChanged 2 SP:Iteration 28Q (5307.636924 sec): 3 clusters Score: Raw -153043.925290 + Penalty 2325.503798 = -150718.421492 nChanged 1 SP:Iteration 29Q (5307.683733 sec): 3 clusters Score: Raw -153044.230077 + Penalty 2325.503798 = -150718.726279 nChanged 0 SP:Iteration 30F (5307.734537 sec): 3 clusters Score: Raw -153044.230077 + Penalty 2325.503798 = -150718.726279 nChanged 0 Trying to split cluster 26 (3767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5307.763270 sec): 2 clusters Score: Raw -401605.687476 + Penalty 1338.030559 = -400267.656917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5307.816761 sec): 3 clusters Score: Raw -399777.799565 + Penalty 2676.061117 = -397101.738448 nChanged 1431 SP:Iteration 1F (5307.869933 sec): 3 clusters Score: Raw -400578.109279 + Penalty 2676.061117 = -397902.048161 nChanged 282 SP:Iteration 2F (5307.923267 sec): 3 clusters Score: Raw -400759.988934 + Penalty 2676.061117 = -398083.927816 nChanged 201 SP:Iteration 3F (5307.976901 sec): 3 clusters Score: Raw -400885.244770 + Penalty 2676.061117 = -398209.183652 nChanged 149 SP:Iteration 4Q (5308.030398 sec): 3 clusters Score: Raw -400989.548998 + Penalty 2676.061117 = -398313.487881 nChanged 153 SP:Iteration 5Q (5308.083914 sec): 3 clusters Score: Raw -401084.215930 + Penalty 2676.061117 = -398408.154813 nChanged 126 SP:Iteration 6Q (5308.136966 sec): 3 clusters Score: Raw -401162.197287 + Penalty 2676.061117 = -398486.136170 nChanged 129 SP:Iteration 7Q (5308.184130 sec): 3 clusters Score: Raw -401235.376170 + Penalty 2676.061117 = -398559.315053 nChanged 114 SP:Iteration 8Q (5308.234986 sec): 3 clusters Score: Raw -401319.931437 + Penalty 2676.061117 = -398643.870319 nChanged 108 SP:Iteration 9Q (5308.277403 sec): 3 clusters Score: Raw -401389.736226 + Penalty 2676.061117 = -398713.675108 nChanged 99 SP:Iteration 10Q (5308.342261 sec): 3 clusters Score: Raw -401463.270868 + Penalty 2676.061117 = -398787.209751 nChanged 123 SP:Iteration 11Q (5308.379851 sec): 3 clusters Score: Raw -401548.017807 + Penalty 2676.061117 = -398871.956689 nChanged 107 SP:Iteration 12Q (5308.434982 sec): 3 clusters Score: Raw -401622.399225 + Penalty 2676.061117 = -398946.338107 nChanged 102 SP:Iteration 13Q (5308.479900 sec): 3 clusters Score: Raw -401694.145462 + Penalty 2676.061117 = -399018.084344 nChanged 104 SP:Iteration 14Q (5308.533229 sec): 3 clusters Score: Raw -401767.537666 + Penalty 2676.061117 = -399091.476548 nChanged 86 SP:Iteration 15Q (5308.592976 sec): 3 clusters Score: Raw -401842.539739 + Penalty 2676.061117 = -399166.478621 nChanged 69 SP:Iteration 16Q (5308.640056 sec): 3 clusters Score: Raw -401895.058532 + Penalty 2676.061117 = -399218.997414 nChanged 58 SP:Iteration 17Q (5308.685681 sec): 3 clusters Score: Raw -401942.862369 + Penalty 2676.061117 = -399266.801251 nChanged 61 SP:Iteration 18Q (5308.736891 sec): 3 clusters Score: Raw -402005.506370 + Penalty 2676.061117 = -399329.445253 nChanged 66 SP:Iteration 19Q (5308.800304 sec): 3 clusters Score: Raw -402053.096010 + Penalty 2676.061117 = -399377.034892 nChanged 44 SP:Iteration 20F (5308.845025 sec): 3 clusters Score: Raw -402093.096980 + Penalty 2676.061117 = -399417.035863 nChanged 41 SP:Iteration 21Q (5308.894807 sec): 3 clusters Score: Raw -402120.773421 + Penalty 2676.061117 = -399444.712303 nChanged 27 SP:Iteration 22Q (5308.941034 sec): 3 clusters Score: Raw -402134.313236 + Penalty 2676.061117 = -399458.252119 nChanged 23 SP:Iteration 23Q (5308.994961 sec): 3 clusters Score: Raw -402152.985243 + Penalty 2676.061117 = -399476.924125 nChanged 27 SP:Iteration 24Q (5309.045236 sec): 3 clusters Score: Raw -402170.410698 + Penalty 2676.061117 = -399494.349581 nChanged 19 SP:Iteration 25Q (5309.098939 sec): 3 clusters Score: Raw -402190.357093 + Penalty 2676.061117 = -399514.295975 nChanged 16 SP:Iteration 26Q (5309.152992 sec): 3 clusters Score: Raw -402202.160980 + Penalty 2676.061117 = -399526.099862 nChanged 21 SP:Iteration 27Q (5309.193016 sec): 3 clusters Score: Raw -402213.886575 + Penalty 2676.061117 = -399537.825457 nChanged 7 SP:Iteration 28Q (5309.250131 sec): 3 clusters Score: Raw -402216.995490 + Penalty 2676.061117 = -399540.934373 nChanged 6 SP:Iteration 29Q (5309.273157 sec): 3 clusters Score: Raw -402219.329702 + Penalty 2676.061117 = -399543.268585 nChanged 4 SP:Iteration 30Q (5309.298139 sec): 3 clusters Score: Raw -402221.760293 + Penalty 2676.061117 = -399545.699175 nChanged 4 SP:Iteration 31Q (5309.315060 sec): 3 clusters Score: Raw -402224.898028 + Penalty 2676.061117 = -399548.836910 nChanged 3 SP:Iteration 32Q (5309.332149 sec): 3 clusters Score: Raw -402225.756676 + Penalty 2676.061117 = -399549.695559 nChanged 2 SP:Iteration 33Q (5309.349173 sec): 3 clusters Score: Raw -402226.201917 + Penalty 2676.061117 = -399550.140800 nChanged 1 SP:Iteration 34Q (5309.409438 sec): 3 clusters Score: Raw -402226.763350 + Penalty 2676.061117 = -399550.702232 nChanged 0 SP:Iteration 35F (5309.425077 sec): 3 clusters Score: Raw -402226.763350 + Penalty 2676.061117 = -399550.702232 nChanged 0 Trying to split cluster 27 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5309.438277 sec): 2 clusters Score: Raw -39573.847694 + Penalty 986.869737 = -38586.977957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5309.441287 sec): 3 clusters Score: Raw -39645.952843 + Penalty 1973.739474 = -37672.213369 nChanged 117 SP:Iteration 1F (5309.444032 sec): 3 clusters Score: Raw -39918.924462 + Penalty 1973.739474 = -37945.184989 nChanged 33 SP:Iteration 2F (5309.446761 sec): 3 clusters Score: Raw -40047.687160 + Penalty 1973.739474 = -38073.947686 nChanged 30 SP:Iteration 3F (5309.449492 sec): 3 clusters Score: Raw -40264.935026 + Penalty 1973.739474 = -38291.195552 nChanged 24 SP:Iteration 4F (5309.452217 sec): 3 clusters Score: Raw -40356.015186 + Penalty 1973.739474 = -38382.275713 nChanged 19 SP:Iteration 5Q (5309.454823 sec): 3 clusters Score: Raw -40412.055233 + Penalty 1973.739474 = -38438.315760 nChanged 12 SP:Iteration 6Q (5309.457517 sec): 3 clusters Score: Raw -40438.700831 + Penalty 1973.739474 = -38464.961358 nChanged 5 SP:Iteration 7Q (5309.460107 sec): 3 clusters Score: Raw -40453.173512 + Penalty 1973.739474 = -38479.434039 nChanged 5 SP:Iteration 8Q (5309.462685 sec): 3 clusters Score: Raw -40464.233205 + Penalty 1973.739474 = -38490.493731 nChanged 3 SP:Iteration 9Q (5309.465243 sec): 3 clusters Score: Raw -40474.052042 + Penalty 1973.739474 = -38500.312568 nChanged 2 SP:Iteration 10Q (5309.467798 sec): 3 clusters Score: Raw -40475.959080 + Penalty 1973.739474 = -38502.219607 nChanged 2 SP:Iteration 11Q (5309.470367 sec): 3 clusters Score: Raw -40478.843760 + Penalty 1973.739474 = -38505.104287 nChanged 1 SP:Iteration 12Q (5309.472938 sec): 3 clusters Score: Raw -40486.248688 + Penalty 1973.739474 = -38512.509215 nChanged 1 SP:Iteration 13Q (5309.475506 sec): 3 clusters Score: Raw -40487.810851 + Penalty 1973.739474 = -38514.071378 nChanged 1 SP:Iteration 14Q (5309.478057 sec): 3 clusters Score: Raw -40489.435319 + Penalty 1973.739474 = -38515.695846 nChanged 1 SP:Iteration 15Q (5309.480634 sec): 3 clusters Score: Raw -40490.416365 + Penalty 1973.739474 = -38516.676891 nChanged 2 SP:Iteration 16Q (5309.483203 sec): 3 clusters Score: Raw -40492.139722 + Penalty 1973.739474 = -38518.400249 nChanged 0 SP:Iteration 17F (5309.485899 sec): 3 clusters Score: Raw -40492.139722 + Penalty 1973.739474 = -38518.400249 nChanged 0 Trying to split cluster 28 (7624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5309.522431 sec): 2 clusters Score: Raw -774332.660099 + Penalty 1452.596672 = -772880.063426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5309.573953 sec): 3 clusters Score: Raw -770176.969709 + Penalty 2905.193345 = -767271.776364 nChanged 3230 SP:Iteration 1F (5309.639059 sec): 3 clusters Score: Raw -772084.917202 + Penalty 2905.193345 = -769179.723857 nChanged 636 SP:Iteration 2F (5309.697332 sec): 3 clusters Score: Raw -772518.978191 + Penalty 2905.193345 = -769613.784846 nChanged 549 SP:Iteration 3F (5309.754054 sec): 3 clusters Score: Raw -772859.093646 + Penalty 2905.193345 = -769953.900301 nChanged 483 SP:Iteration 4F (5309.802443 sec): 3 clusters Score: Raw -773133.131495 + Penalty 2905.193345 = -770227.938151 nChanged 394 SP:Iteration 5F (5309.862773 sec): 3 clusters Score: Raw -773345.502456 + Penalty 2905.193345 = -770440.309111 nChanged 335 SP:Iteration 6Q (5309.927909 sec): 3 clusters Score: Raw -773523.380967 + Penalty 2905.193345 = -770618.187623 nChanged 279 SP:Iteration 7Q (5309.981381 sec): 3 clusters Score: Raw -773665.519774 + Penalty 2905.193345 = -770760.326430 nChanged 251 SP:Iteration 8Q (5310.026507 sec): 3 clusters Score: Raw -773782.160719 + Penalty 2905.193345 = -770876.967374 nChanged 221 SP:Iteration 9Q (5310.093644 sec): 3 clusters Score: Raw -773897.372109 + Penalty 2905.193345 = -770992.178764 nChanged 231 SP:Iteration 10Q (5310.143063 sec): 3 clusters Score: Raw -774002.174053 + Penalty 2905.193345 = -771096.980708 nChanged 185 SP:Iteration 11Q (5310.188871 sec): 3 clusters Score: Raw -774075.728366 + Penalty 2905.193345 = -771170.535021 nChanged 125 SP:Iteration 12Q (5310.246613 sec): 3 clusters Score: Raw -774117.537703 + Penalty 2905.193345 = -771212.344358 nChanged 101 SP:Iteration 13Q (5310.304113 sec): 3 clusters Score: Raw -774148.350765 + Penalty 2905.193345 = -771243.157421 nChanged 77 SP:Iteration 14Q (5310.360178 sec): 3 clusters Score: Raw -774163.962567 + Penalty 2905.193345 = -771258.769223 nChanged 61 SP:Iteration 15Q (5310.427312 sec): 3 clusters Score: Raw -774178.114979 + Penalty 2905.193345 = -771272.921634 nChanged 59 SP:Iteration 16Q (5310.485475 sec): 3 clusters Score: Raw -774192.394145 + Penalty 2905.193345 = -771287.200800 nChanged 49 SP:Iteration 17Q (5310.543744 sec): 3 clusters Score: Raw -774201.591330 + Penalty 2905.193345 = -771296.397985 nChanged 37 SP:Iteration 18Q (5310.592144 sec): 3 clusters Score: Raw -774207.359606 + Penalty 2905.193345 = -771302.166261 nChanged 27 SP:Iteration 19Q (5310.660491 sec): 3 clusters Score: Raw -774211.238094 + Penalty 2905.193345 = -771306.044749 nChanged 17 SP:Iteration 20F (5310.708938 sec): 3 clusters Score: Raw -774213.945524 + Penalty 2905.193345 = -771308.752179 nChanged 19 SP:Iteration 21Q (5310.760434 sec): 3 clusters Score: Raw -774216.866707 + Penalty 2905.193345 = -771311.673362 nChanged 13 SP:Iteration 22Q (5310.821902 sec): 3 clusters Score: Raw -774219.511016 + Penalty 2905.193345 = -771314.317671 nChanged 15 SP:Iteration 23Q (5310.870358 sec): 3 clusters Score: Raw -774221.657433 + Penalty 2905.193345 = -771316.464088 nChanged 12 SP:Iteration 24Q (5310.925024 sec): 3 clusters Score: Raw -774223.750723 + Penalty 2905.193345 = -771318.557378 nChanged 12 SP:Iteration 25Q (5310.994832 sec): 3 clusters Score: Raw -774225.939437 + Penalty 2905.193345 = -771320.746092 nChanged 11 SP:Iteration 26Q (5311.048350 sec): 3 clusters Score: Raw -774228.137004 + Penalty 2905.193345 = -771322.943659 nChanged 15 SP:Iteration 27Q (5311.101509 sec): 3 clusters Score: Raw -774230.643878 + Penalty 2905.193345 = -771325.450534 nChanged 15 SP:Iteration 28Q (5311.172610 sec): 3 clusters Score: Raw -774233.172839 + Penalty 2905.193345 = -771327.979494 nChanged 24 SP:Iteration 29Q (5311.222753 sec): 3 clusters Score: Raw -774238.247544 + Penalty 2905.193345 = -771333.054199 nChanged 32 SP:Iteration 30Q (5311.283866 sec): 3 clusters Score: Raw -774243.928022 + Penalty 2905.193345 = -771338.734677 nChanged 19 SP:Iteration 31Q (5311.344809 sec): 3 clusters Score: Raw -774247.551936 + Penalty 2905.193345 = -771342.358592 nChanged 21 SP:Iteration 32Q (5311.400356 sec): 3 clusters Score: Raw -774251.976213 + Penalty 2905.193345 = -771346.782868 nChanged 24 SP:Iteration 33Q (5311.456481 sec): 3 clusters Score: Raw -774256.358009 + Penalty 2905.193345 = -771351.164664 nChanged 28 SP:Iteration 34Q (5311.511953 sec): 3 clusters Score: Raw -774261.039546 + Penalty 2905.193345 = -771355.846202 nChanged 26 SP:Iteration 35Q (5311.576472 sec): 3 clusters Score: Raw -774266.357797 + Penalty 2905.193345 = -771361.164452 nChanged 31 SP:Iteration 36Q (5311.631623 sec): 3 clusters Score: Raw -774274.874923 + Penalty 2905.193345 = -771369.681578 nChanged 38 SP:Iteration 37Q (5311.674598 sec): 3 clusters Score: Raw -774283.618400 + Penalty 2905.193345 = -771378.425055 nChanged 38 SP:Iteration 38Q (5311.736850 sec): 3 clusters Score: Raw -774294.077942 + Penalty 2905.193345 = -771388.884597 nChanged 38 SP:Iteration 39Q (5311.787080 sec): 3 clusters Score: Raw -774304.661902 + Penalty 2905.193345 = -771399.468557 nChanged 44 SP:Iteration 40F (5311.841120 sec): 3 clusters Score: Raw -774317.531703 + Penalty 2905.193345 = -771412.338358 nChanged 46 SP:Iteration 41Q (5311.896612 sec): 3 clusters Score: Raw -774338.625791 + Penalty 2905.193345 = -771433.432446 nChanged 52 SP:Iteration 42Q (5311.961070 sec): 3 clusters Score: Raw -774354.666223 + Penalty 2905.193345 = -771449.472878 nChanged 47 SP:Iteration 43Q (5312.005723 sec): 3 clusters Score: Raw -774368.041826 + Penalty 2905.193345 = -771462.848481 nChanged 44 SP:Iteration 44Q (5312.060325 sec): 3 clusters Score: Raw -774379.347007 + Penalty 2905.193345 = -771474.153662 nChanged 39 SP:Iteration 45Q (5312.115234 sec): 3 clusters Score: Raw -774392.245130 + Penalty 2905.193345 = -771487.051785 nChanged 47 SP:Iteration 46Q (5312.170739 sec): 3 clusters Score: Raw -774404.101052 + Penalty 2905.193345 = -771498.907707 nChanged 41 SP:Iteration 47Q (5312.227368 sec): 3 clusters Score: Raw -774416.163533 + Penalty 2905.193345 = -771510.970189 nChanged 49 SP:Iteration 48Q (5312.281021 sec): 3 clusters Score: Raw -774430.598796 + Penalty 2905.193345 = -771525.405451 nChanged 44 SP:Iteration 49Q (5312.334613 sec): 3 clusters Score: Raw -774440.802024 + Penalty 2905.193345 = -771535.608679 nChanged 45 SP:Iteration 50Q (5312.388295 sec): 3 clusters Score: Raw -774449.829690 + Penalty 2905.193345 = -771544.636345 nChanged 34 SP:Iteration 51Q (5312.451827 sec): 3 clusters Score: Raw -774456.728757 + Penalty 2905.193345 = -771551.535412 nChanged 26 SP:Iteration 52Q (5312.505961 sec): 3 clusters Score: Raw -774461.114062 + Penalty 2905.193345 = -771555.920717 nChanged 30 SP:Iteration 53Q (5312.553355 sec): 3 clusters Score: Raw -774468.709997 + Penalty 2905.193345 = -771563.516652 nChanged 26 SP:Iteration 54Q (5312.612799 sec): 3 clusters Score: Raw -774475.502766 + Penalty 2905.193345 = -771570.309421 nChanged 26 SP:Iteration 55Q (5312.663374 sec): 3 clusters Score: Raw -774480.374697 + Penalty 2905.193345 = -771575.181353 nChanged 16 SP:Iteration 56Q (5312.723057 sec): 3 clusters Score: Raw -774484.205289 + Penalty 2905.193345 = -771579.011944 nChanged 16 SP:Iteration 57Q (5312.775533 sec): 3 clusters Score: Raw -774487.766719 + Penalty 2905.193345 = -771582.573375 nChanged 17 SP:Iteration 58Q (5312.831046 sec): 3 clusters Score: Raw -774491.848153 + Penalty 2905.193345 = -771586.654808 nChanged 27 SP:Iteration 59Q (5312.892794 sec): 3 clusters Score: Raw -774496.615516 + Penalty 2905.193345 = -771591.422171 nChanged 15 SP:Iteration 60F (5312.954765 sec): 3 clusters Score: Raw -774499.107963 + Penalty 2905.193345 = -771593.914618 nChanged 14 SP:Iteration 61Q (5313.005212 sec): 3 clusters Score: Raw -774501.326507 + Penalty 2905.193345 = -771596.133163 nChanged 14 SP:Iteration 62Q (5313.066409 sec): 3 clusters Score: Raw -774502.958022 + Penalty 2905.193345 = -771597.764677 nChanged 12 SP:Iteration 63Q (5313.120767 sec): 3 clusters Score: Raw -774504.633930 + Penalty 2905.193345 = -771599.440585 nChanged 11 SP:Iteration 64Q (5313.172393 sec): 3 clusters Score: Raw -774506.621444 + Penalty 2905.193345 = -771601.428099 nChanged 11 SP:Iteration 65Q (5313.231891 sec): 3 clusters Score: Raw -774508.712062 + Penalty 2905.193345 = -771603.518718 nChanged 12 SP:Iteration 66Q (5313.292232 sec): 3 clusters Score: Raw -774511.156771 + Penalty 2905.193345 = -771605.963427 nChanged 13 SP:Iteration 67Q (5313.350547 sec): 3 clusters Score: Raw -774513.639685 + Penalty 2905.193345 = -771608.446340 nChanged 16 SP:Iteration 68Q (5313.397791 sec): 3 clusters Score: Raw -774516.249229 + Penalty 2905.193345 = -771611.055884 nChanged 13 SP:Iteration 69Q (5313.464666 sec): 3 clusters Score: Raw -774519.162391 + Penalty 2905.193345 = -771613.969046 nChanged 16 SP:Iteration 70Q (5313.515275 sec): 3 clusters Score: Raw -774521.334736 + Penalty 2905.193345 = -771616.141392 nChanged 13 SP:Iteration 71Q (5313.583922 sec): 3 clusters Score: Raw -774523.749644 + Penalty 2905.193345 = -771618.556300 nChanged 25 SP:Iteration 72Q (5313.644756 sec): 3 clusters Score: Raw -774528.801433 + Penalty 2905.193345 = -771623.608089 nChanged 17 SP:Iteration 73Q (5313.699204 sec): 3 clusters Score: Raw -774534.383962 + Penalty 2905.193345 = -771629.190618 nChanged 27 SP:Iteration 74Q (5313.756915 sec): 3 clusters Score: Raw -774542.392749 + Penalty 2905.193345 = -771637.199404 nChanged 39 SP:Iteration 75Q (5313.807073 sec): 3 clusters Score: Raw -774552.995281 + Penalty 2905.193345 = -771647.801937 nChanged 37 SP:Iteration 76Q (5313.872186 sec): 3 clusters Score: Raw -774561.842828 + Penalty 2905.193345 = -771656.649483 nChanged 28 SP:Iteration 77Q (5313.917321 sec): 3 clusters Score: Raw -774570.789580 + Penalty 2905.193345 = -771665.596235 nChanged 30 SP:Iteration 78Q (5313.971118 sec): 3 clusters Score: Raw -774579.229131 + Penalty 2905.193345 = -771674.035786 nChanged 27 SP:Iteration 79Q (5314.035136 sec): 3 clusters Score: Raw -774586.252257 + Penalty 2905.193345 = -771681.058912 nChanged 25 SP:Iteration 80F (5314.086238 sec): 3 clusters Score: Raw -774591.548766 + Penalty 2905.193345 = -771686.355421 nChanged 27 SP:Iteration 81Q (5314.154614 sec): 3 clusters Score: Raw -774598.338258 + Penalty 2905.193345 = -771693.144914 nChanged 28 SP:Iteration 82Q (5314.199545 sec): 3 clusters Score: Raw -774606.611762 + Penalty 2905.193345 = -771701.418417 nChanged 30 SP:Iteration 83Q (5314.266392 sec): 3 clusters Score: Raw -774616.660186 + Penalty 2905.193345 = -771711.466841 nChanged 33 SP:Iteration 84Q (5314.324679 sec): 3 clusters Score: Raw -774628.329487 + Penalty 2905.193345 = -771723.136142 nChanged 40 SP:Iteration 85Q (5314.365178 sec): 3 clusters Score: Raw -774641.820991 + Penalty 2905.193345 = -771736.627646 nChanged 40 SP:Iteration 86Q (5314.430393 sec): 3 clusters Score: Raw -774662.292693 + Penalty 2905.193345 = -771757.099348 nChanged 51 SP:Iteration 87Q (5314.488241 sec): 3 clusters Score: Raw -774682.177725 + Penalty 2905.193345 = -771776.984381 nChanged 41 SP:Iteration 88Q (5314.547109 sec): 3 clusters Score: Raw -774697.697606 + Penalty 2905.193345 = -771792.504261 nChanged 33 SP:Iteration 89Q (5314.597050 sec): 3 clusters Score: Raw -774709.059866 + Penalty 2905.193345 = -771803.866521 nChanged 33 SP:Iteration 90Q (5314.657309 sec): 3 clusters Score: Raw -774720.543464 + Penalty 2905.193345 = -771815.350119 nChanged 37 SP:Iteration 91Q (5314.728410 sec): 3 clusters Score: Raw -774732.465368 + Penalty 2905.193345 = -771827.272023 nChanged 31 SP:Iteration 92Q (5314.778747 sec): 3 clusters Score: Raw -774741.987968 + Penalty 2905.193345 = -771836.794623 nChanged 37 SP:Iteration 93Q (5314.845659 sec): 3 clusters Score: Raw -774754.770445 + Penalty 2905.193345 = -771849.577100 nChanged 25 SP:Iteration 94Q (5314.895773 sec): 3 clusters Score: Raw -774763.510445 + Penalty 2905.193345 = -771858.317100 nChanged 32 SP:Iteration 95Q (5314.955958 sec): 3 clusters Score: Raw -774773.813713 + Penalty 2905.193345 = -771868.620369 nChanged 31 SP:Iteration 96Q (5315.018915 sec): 3 clusters Score: Raw -774784.297068 + Penalty 2905.193345 = -771879.103723 nChanged 37 SP:Iteration 97Q (5315.070154 sec): 3 clusters Score: Raw -774802.778834 + Penalty 2905.193345 = -771897.585489 nChanged 49 SP:Iteration 98Q (5315.087187 sec): 3 clusters Score: Raw -774830.495068 + Penalty 2905.193345 = -771925.301723 nChanged 57 SP:Iteration 99Q (5315.154595 sec): 3 clusters Score: Raw -774861.213955 + Penalty 2905.193345 = -771956.020611 nChanged 53 SP:Iteration 100F (5315.207302 sec): 3 clusters Score: Raw -774891.678292 + Penalty 2905.193345 = -771986.484947 nChanged 44 SP:Iteration 101Q (5315.267073 sec): 3 clusters Score: Raw -774913.509035 + Penalty 2905.193345 = -772008.315690 nChanged 39 SP:Iteration 102Q (5315.313973 sec): 3 clusters Score: Raw -774934.113269 + Penalty 2905.193345 = -772028.919925 nChanged 30 SP:Iteration 103Q (5315.341317 sec): 3 clusters Score: Raw -774953.320037 + Penalty 2905.193345 = -772048.126692 nChanged 26 SP:Iteration 104Q (5315.400151 sec): 3 clusters Score: Raw -774966.126727 + Penalty 2905.193345 = -772060.933382 nChanged 23 SP:Iteration 105Q (5315.458613 sec): 3 clusters Score: Raw -774977.649975 + Penalty 2905.193345 = -772072.456631 nChanged 19 SP:Iteration 106Q (5315.524195 sec): 3 clusters Score: Raw -774985.723159 + Penalty 2905.193345 = -772080.529815 nChanged 16 SP:Iteration 107Q (5315.580857 sec): 3 clusters Score: Raw -774993.941051 + Penalty 2905.193345 = -772088.747706 nChanged 14 SP:Iteration 108Q (5315.632932 sec): 3 clusters Score: Raw -775000.588301 + Penalty 2905.193345 = -772095.394956 nChanged 12 SP:Iteration 109Q (5315.682031 sec): 3 clusters Score: Raw -775006.621617 + Penalty 2905.193345 = -772101.428272 nChanged 10 SP:Iteration 110Q (5315.742060 sec): 3 clusters Score: Raw -775011.644594 + Penalty 2905.193345 = -772106.451249 nChanged 3 SP:Iteration 111Q (5315.800633 sec): 3 clusters Score: Raw -775013.393283 + Penalty 2905.193345 = -772108.199938 nChanged 6 SP:Iteration 112Q (5315.846450 sec): 3 clusters Score: Raw -775016.032779 + Penalty 2905.193345 = -772110.839435 nChanged 6 SP:Iteration 113Q (5315.869255 sec): 3 clusters Score: Raw -775019.878909 + Penalty 2905.193345 = -772114.685564 nChanged 9 SP:Iteration 114Q (5315.892212 sec): 3 clusters Score: Raw -775023.526114 + Penalty 2905.193345 = -772118.332769 nChanged 5 SP:Iteration 115Q (5315.928700 sec): 3 clusters Score: Raw -775026.922450 + Penalty 2905.193345 = -772121.729105 nChanged 3 SP:Iteration 116Q (5315.950116 sec): 3 clusters Score: Raw -775028.931798 + Penalty 2905.193345 = -772123.738453 nChanged 4 SP:Iteration 117Q (5316.004838 sec): 3 clusters Score: Raw -775031.156044 + Penalty 2905.193345 = -772125.962699 nChanged 1 SP:Iteration 118Q (5316.063738 sec): 3 clusters Score: Raw -775031.237853 + Penalty 2905.193345 = -772126.044508 nChanged 1 SP:Iteration 119Q (5316.128039 sec): 3 clusters Score: Raw -775031.476245 + Penalty 2905.193345 = -772126.282901 nChanged 0 SP:Iteration 120F (5316.183407 sec): 3 clusters Score: Raw -775031.476245 + Penalty 2905.193345 = -772126.282901 nChanged 0 Trying to split cluster 29 (28354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5316.244546 sec): 2 clusters Score: Raw -3200893.676932 + Penalty 1666.035051 = -3199227.641881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5316.333523 sec): 3 clusters Score: Raw -3183429.838351 + Penalty 3332.070103 = -3180097.768248 nChanged 13009 SP:Iteration 1F (5316.410791 sec): 3 clusters Score: Raw -3190785.637675 + Penalty 3332.070103 = -3187453.567573 nChanged 1450 SP:Iteration 2F (5316.507988 sec): 3 clusters Score: Raw -3191315.808615 + Penalty 3332.070103 = -3187983.738513 nChanged 1379 SP:Iteration 3Q (5316.598180 sec): 3 clusters Score: Raw -3191832.321638 + Penalty 3332.070103 = -3188500.251535 nChanged 1322 SP:Iteration 4Q (5316.691727 sec): 3 clusters Score: Raw -3192349.531292 + Penalty 3332.070103 = -3189017.461189 nChanged 1248 SP:Iteration 5Q (5316.780709 sec): 3 clusters Score: Raw -3192876.637635 + Penalty 3332.070103 = -3189544.567533 nChanged 1258 SP:Iteration 6Q (5316.877113 sec): 3 clusters Score: Raw -3193449.725336 + Penalty 3332.070103 = -3190117.655233 nChanged 1282 SP:Iteration 7Q (5316.963398 sec): 3 clusters Score: Raw -3194161.626645 + Penalty 3332.070103 = -3190829.556542 nChanged 1408 SP:Iteration 8Q (5317.058327 sec): 3 clusters Score: Raw -3195073.147003 + Penalty 3332.070103 = -3191741.076900 nChanged 1397 SP:Iteration 9Q (5317.152329 sec): 3 clusters Score: Raw -3195960.590661 + Penalty 3332.070103 = -3192628.520559 nChanged 1349 SP:Iteration 10Q (5317.244008 sec): 3 clusters Score: Raw -3196769.322313 + Penalty 3332.070103 = -3193437.252210 nChanged 1168 SP:Iteration 11Q (5317.325936 sec): 3 clusters Score: Raw -3197383.752793 + Penalty 3332.070103 = -3194051.682691 nChanged 944 SP:Iteration 12Q (5317.420689 sec): 3 clusters Score: Raw -3197800.590996 + Penalty 3332.070103 = -3194468.520893 nChanged 718 SP:Iteration 13Q (5317.510048 sec): 3 clusters Score: Raw -3198052.187082 + Penalty 3332.070103 = -3194720.116979 nChanged 548 SP:Iteration 14Q (5317.601594 sec): 3 clusters Score: Raw -3198231.498047 + Penalty 3332.070103 = -3194899.427945 nChanged 472 SP:Iteration 15Q (5317.697730 sec): 3 clusters Score: Raw -3198375.522425 + Penalty 3332.070103 = -3195043.452322 nChanged 458 SP:Iteration 16Q (5317.787397 sec): 3 clusters Score: Raw -3198518.429868 + Penalty 3332.070103 = -3195186.359765 nChanged 415 SP:Iteration 17Q (5317.879251 sec): 3 clusters Score: Raw -3198652.666366 + Penalty 3332.070103 = -3195320.596263 nChanged 412 SP:Iteration 18Q (5317.975442 sec): 3 clusters Score: Raw -3198781.624126 + Penalty 3332.070103 = -3195449.554024 nChanged 374 SP:Iteration 19Q (5318.072693 sec): 3 clusters Score: Raw -3198897.659314 + Penalty 3332.070103 = -3195565.589212 nChanged 359 SP:Iteration 20F (5318.168156 sec): 3 clusters Score: Raw -3198999.731379 + Penalty 3332.070103 = -3195667.661276 nChanged 321 SP:Iteration 21Q (5318.267310 sec): 3 clusters Score: Raw -3199091.125900 + Penalty 3332.070103 = -3195759.055797 nChanged 316 SP:Iteration 22Q (5318.366707 sec): 3 clusters Score: Raw -3199182.377079 + Penalty 3332.070103 = -3195850.306977 nChanged 324 SP:Iteration 23Q (5318.459885 sec): 3 clusters Score: Raw -3199272.051951 + Penalty 3332.070103 = -3195939.981848 nChanged 307 SP:Iteration 24Q (5318.553909 sec): 3 clusters Score: Raw -3199364.800504 + Penalty 3332.070103 = -3196032.730401 nChanged 290 SP:Iteration 25Q (5318.644122 sec): 3 clusters Score: Raw -3199444.554314 + Penalty 3332.070103 = -3196112.484211 nChanged 249 SP:Iteration 26Q (5318.738792 sec): 3 clusters Score: Raw -3199518.147126 + Penalty 3332.070103 = -3196186.077023 nChanged 261 SP:Iteration 27Q (5318.831760 sec): 3 clusters Score: Raw -3199596.137370 + Penalty 3332.070103 = -3196264.067267 nChanged 256 SP:Iteration 28Q (5318.920632 sec): 3 clusters Score: Raw -3199665.536872 + Penalty 3332.070103 = -3196333.466769 nChanged 249 SP:Iteration 29Q (5318.999876 sec): 3 clusters Score: Raw -3199732.060854 + Penalty 3332.070103 = -3196399.990751 nChanged 227 SP:Iteration 30Q (5319.093951 sec): 3 clusters Score: Raw -3199794.203490 + Penalty 3332.070103 = -3196462.133387 nChanged 215 SP:Iteration 31Q (5319.180947 sec): 3 clusters Score: Raw -3199855.033331 + Penalty 3332.070103 = -3196522.963228 nChanged 227 SP:Iteration 32Q (5319.276457 sec): 3 clusters Score: Raw -3199919.990171 + Penalty 3332.070103 = -3196587.920068 nChanged 217 SP:Iteration 33Q (5319.370099 sec): 3 clusters Score: Raw -3199987.125624 + Penalty 3332.070103 = -3196655.055521 nChanged 230 SP:Iteration 34Q (5319.468175 sec): 3 clusters Score: Raw -3200058.179751 + Penalty 3332.070103 = -3196726.109648 nChanged 212 SP:Iteration 35Q (5319.551365 sec): 3 clusters Score: Raw -3200128.110300 + Penalty 3332.070103 = -3196796.040197 nChanged 209 SP:Iteration 36Q (5319.640250 sec): 3 clusters Score: Raw -3200201.957537 + Penalty 3332.070103 = -3196869.887434 nChanged 244 SP:Iteration 37Q (5319.735041 sec): 3 clusters Score: Raw -3200308.383162 + Penalty 3332.070103 = -3196976.313059 nChanged 233 SP:Iteration 38Q (5319.821869 sec): 3 clusters Score: Raw -3200408.534682 + Penalty 3332.070103 = -3197076.464579 nChanged 212 SP:Iteration 39Q (5319.911016 sec): 3 clusters Score: Raw -3200503.363214 + Penalty 3332.070103 = -3197171.293111 nChanged 192 SP:Iteration 40F (5320.007007 sec): 3 clusters Score: Raw -3200591.498422 + Penalty 3332.070103 = -3197259.428320 nChanged 193 SP:Iteration 41Q (5320.097298 sec): 3 clusters Score: Raw -3200685.862127 + Penalty 3332.070103 = -3197353.792024 nChanged 170 SP:Iteration 42Q (5320.187576 sec): 3 clusters Score: Raw -3200768.825883 + Penalty 3332.070103 = -3197436.755780 nChanged 153 SP:Iteration 43Q (5320.277410 sec): 3 clusters Score: Raw -3200848.672381 + Penalty 3332.070103 = -3197516.602278 nChanged 146 SP:Iteration 44Q (5320.364185 sec): 3 clusters Score: Raw -3200924.344347 + Penalty 3332.070103 = -3197592.274244 nChanged 130 SP:Iteration 45Q (5320.437538 sec): 3 clusters Score: Raw -3200999.943105 + Penalty 3332.070103 = -3197667.873002 nChanged 112 SP:Iteration 46Q (5320.485757 sec): 3 clusters Score: Raw -3201067.610555 + Penalty 3332.070103 = -3197735.540453 nChanged 99 SP:Iteration 47Q (5320.562638 sec): 3 clusters Score: Raw -3201127.162470 + Penalty 3332.070103 = -3197795.092367 nChanged 85 SP:Iteration 48Q (5320.643050 sec): 3 clusters Score: Raw -3201168.821918 + Penalty 3332.070103 = -3197836.751816 nChanged 72 SP:Iteration 49Q (5320.718197 sec): 3 clusters Score: Raw -3201203.144047 + Penalty 3332.070103 = -3197871.073945 nChanged 54 SP:Iteration 50Q (5320.800210 sec): 3 clusters Score: Raw -3201229.250703 + Penalty 3332.070103 = -3197897.180600 nChanged 41 SP:Iteration 51Q (5320.881908 sec): 3 clusters Score: Raw -3201246.577202 + Penalty 3332.070103 = -3197914.507100 nChanged 33 SP:Iteration 52Q (5320.975883 sec): 3 clusters Score: Raw -3201259.340935 + Penalty 3332.070103 = -3197927.270832 nChanged 25 SP:Iteration 53Q (5321.049487 sec): 3 clusters Score: Raw -3201270.687308 + Penalty 3332.070103 = -3197938.617206 nChanged 29 SP:Iteration 54Q (5321.124613 sec): 3 clusters Score: Raw -3201284.634472 + Penalty 3332.070103 = -3197952.564370 nChanged 22 SP:Iteration 55Q (5321.207073 sec): 3 clusters Score: Raw -3201293.552744 + Penalty 3332.070103 = -3197961.482641 nChanged 18 SP:Iteration 56Q (5321.282178 sec): 3 clusters Score: Raw -3201300.130816 + Penalty 3332.070103 = -3197968.060713 nChanged 18 SP:Iteration 57Q (5321.364537 sec): 3 clusters Score: Raw -3201305.962180 + Penalty 3332.070103 = -3197973.892078 nChanged 18 SP:Iteration 58Q (5321.440720 sec): 3 clusters Score: Raw -3201312.902115 + Penalty 3332.070103 = -3197980.832013 nChanged 12 SP:Iteration 59Q (5321.511882 sec): 3 clusters Score: Raw -3201316.477125 + Penalty 3332.070103 = -3197984.407022 nChanged 7 SP:Iteration 60F (5321.603311 sec): 3 clusters Score: Raw -3201318.724526 + Penalty 3332.070103 = -3197986.654423 nChanged 3 SP:Iteration 61Q (5321.681354 sec): 3 clusters Score: Raw -3201319.864889 + Penalty 3332.070103 = -3197987.794787 nChanged 6 SP:Iteration 62Q (5321.758887 sec): 3 clusters Score: Raw -3201321.360725 + Penalty 3332.070103 = -3197989.290622 nChanged 3 SP:Iteration 63Q (5321.842685 sec): 3 clusters Score: Raw -3201322.361781 + Penalty 3332.070103 = -3197990.291678 nChanged 4 SP:Iteration 64Q (5321.905736 sec): 3 clusters Score: Raw -3201324.411241 + Penalty 3332.070103 = -3197992.341138 nChanged 5 SP:Iteration 65Q (5321.991299 sec): 3 clusters Score: Raw -3201325.356344 + Penalty 3332.070103 = -3197993.286242 nChanged 5 SP:Iteration 66Q (5322.076851 sec): 3 clusters Score: Raw -3201326.668464 + Penalty 3332.070103 = -3197994.598361 nChanged 2 SP:Iteration 67Q (5322.175445 sec): 3 clusters Score: Raw -3201327.587748 + Penalty 3332.070103 = -3197995.517646 nChanged 4 SP:Iteration 68Q (5322.262733 sec): 3 clusters Score: Raw -3201329.182862 + Penalty 3332.070103 = -3197997.112760 nChanged 7 SP:Iteration 69Q (5322.349522 sec): 3 clusters Score: Raw -3201331.647410 + Penalty 3332.070103 = -3197999.577307 nChanged 6 SP:Iteration 70Q (5322.426374 sec): 3 clusters Score: Raw -3201333.676911 + Penalty 3332.070103 = -3198001.606808 nChanged 4 SP:Iteration 71Q (5322.519938 sec): 3 clusters Score: Raw -3201335.384387 + Penalty 3332.070103 = -3198003.314284 nChanged 6 SP:Iteration 72Q (5322.606631 sec): 3 clusters Score: Raw -3201337.209559 + Penalty 3332.070103 = -3198005.139456 nChanged 7 SP:Iteration 73Q (5322.679401 sec): 3 clusters Score: Raw -3201339.499871 + Penalty 3332.070103 = -3198007.429768 nChanged 8 SP:Iteration 74Q (5322.771526 sec): 3 clusters Score: Raw -3201343.804673 + Penalty 3332.070103 = -3198011.734570 nChanged 8 SP:Iteration 75Q (5322.856397 sec): 3 clusters Score: Raw -3201346.088986 + Penalty 3332.070103 = -3198014.018883 nChanged 6 SP:Iteration 76Q (5322.927978 sec): 3 clusters Score: Raw -3201347.152948 + Penalty 3332.070103 = -3198015.082845 nChanged 4 SP:Iteration 77Q (5323.021253 sec): 3 clusters Score: Raw -3201348.341520 + Penalty 3332.070103 = -3198016.271417 nChanged 8 SP:Iteration 78Q (5323.094011 sec): 3 clusters Score: Raw -3201352.790170 + Penalty 3332.070103 = -3198020.720067 nChanged 10 SP:Iteration 79Q (5323.182372 sec): 3 clusters Score: Raw -3201356.104764 + Penalty 3332.070103 = -3198024.034662 nChanged 14 SP:Iteration 80F (5323.265650 sec): 3 clusters Score: Raw -3201361.356192 + Penalty 3332.070103 = -3198029.286090 nChanged 11 SP:Iteration 81Q (5323.346116 sec): 3 clusters Score: Raw -3201364.309073 + Penalty 3332.070103 = -3198032.238971 nChanged 11 SP:Iteration 82Q (5323.430957 sec): 3 clusters Score: Raw -3201367.695183 + Penalty 3332.070103 = -3198035.625080 nChanged 8 SP:Iteration 83Q (5323.508054 sec): 3 clusters Score: Raw -3201371.589796 + Penalty 3332.070103 = -3198039.519693 nChanged 9 SP:Iteration 84Q (5323.592408 sec): 3 clusters Score: Raw -3201374.431937 + Penalty 3332.070103 = -3198042.361834 nChanged 7 SP:Iteration 85Q (5323.681081 sec): 3 clusters Score: Raw -3201376.557884 + Penalty 3332.070103 = -3198044.487781 nChanged 6 SP:Iteration 86Q (5323.773431 sec): 3 clusters Score: Raw -3201379.244650 + Penalty 3332.070103 = -3198047.174548 nChanged 8 SP:Iteration 87Q (5323.857558 sec): 3 clusters Score: Raw -3201385.041508 + Penalty 3332.070103 = -3198052.971405 nChanged 12 SP:Iteration 88Q (5323.943371 sec): 3 clusters Score: Raw -3201394.594462 + Penalty 3332.070103 = -3198062.524359 nChanged 13 SP:Iteration 89Q (5324.033047 sec): 3 clusters Score: Raw -3201400.102774 + Penalty 3332.070103 = -3198068.032671 nChanged 8 SP:Iteration 90Q (5324.120349 sec): 3 clusters Score: Raw -3201403.945459 + Penalty 3332.070103 = -3198071.875356 nChanged 9 SP:Iteration 91Q (5324.217072 sec): 3 clusters Score: Raw -3201408.786332 + Penalty 3332.070103 = -3198076.716229 nChanged 8 SP:Iteration 92Q (5324.294031 sec): 3 clusters Score: Raw -3201413.782295 + Penalty 3332.070103 = -3198081.712193 nChanged 11 SP:Iteration 93Q (5324.384126 sec): 3 clusters Score: Raw -3201418.148340 + Penalty 3332.070103 = -3198086.078237 nChanged 10 SP:Iteration 94Q (5324.467949 sec): 3 clusters Score: Raw -3201423.563731 + Penalty 3332.070103 = -3198091.493628 nChanged 8 SP:Iteration 95Q (5324.555093 sec): 3 clusters Score: Raw -3201426.755570 + Penalty 3332.070103 = -3198094.685467 nChanged 7 SP:Iteration 96Q (5324.636639 sec): 3 clusters Score: Raw -3201429.492069 + Penalty 3332.070103 = -3198097.421966 nChanged 8 SP:Iteration 97Q (5324.720089 sec): 3 clusters Score: Raw -3201432.397919 + Penalty 3332.070103 = -3198100.327816 nChanged 7 SP:Iteration 98Q (5324.801227 sec): 3 clusters Score: Raw -3201436.349435 + Penalty 3332.070103 = -3198104.279333 nChanged 8 SP:Iteration 99Q (5324.884817 sec): 3 clusters Score: Raw -3201440.220139 + Penalty 3332.070103 = -3198108.150036 nChanged 8 SP:Iteration 100F (5324.978460 sec): 3 clusters Score: Raw -3201443.823921 + Penalty 3332.070103 = -3198111.753818 nChanged 7 SP:Iteration 101Q (5325.058027 sec): 3 clusters Score: Raw -3201446.568692 + Penalty 3332.070103 = -3198114.498589 nChanged 5 SP:Iteration 102Q (5325.133668 sec): 3 clusters Score: Raw -3201448.940620 + Penalty 3332.070103 = -3198116.870518 nChanged 3 SP:Iteration 103Q (5325.215513 sec): 3 clusters Score: Raw -3201450.887486 + Penalty 3332.070103 = -3198118.817384 nChanged 4 SP:Iteration 104Q (5325.295669 sec): 3 clusters Score: Raw -3201452.367655 + Penalty 3332.070103 = -3198120.297552 nChanged 4 SP:Iteration 105Q (5325.388580 sec): 3 clusters Score: Raw -3201453.685382 + Penalty 3332.070103 = -3198121.615279 nChanged 5 SP:Iteration 106Q (5325.468845 sec): 3 clusters Score: Raw -3201455.126948 + Penalty 3332.070103 = -3198123.056846 nChanged 4 SP:Iteration 107Q (5325.533174 sec): 3 clusters Score: Raw -3201457.104587 + Penalty 3332.070103 = -3198125.034485 nChanged 4 SP:Iteration 108Q (5325.613626 sec): 3 clusters Score: Raw -3201458.517750 + Penalty 3332.070103 = -3198126.447648 nChanged 3 SP:Iteration 109Q (5325.691227 sec): 3 clusters Score: Raw -3201459.584871 + Penalty 3332.070103 = -3198127.514768 nChanged 3 SP:Iteration 110Q (5325.778770 sec): 3 clusters Score: Raw -3201460.806546 + Penalty 3332.070103 = -3198128.736443 nChanged 2 SP:Iteration 111Q (5325.842230 sec): 3 clusters Score: Raw -3201461.171658 + Penalty 3332.070103 = -3198129.101556 nChanged 1 SP:Iteration 112Q (5325.924183 sec): 3 clusters Score: Raw -3201461.701212 + Penalty 3332.070103 = -3198129.631110 nChanged 0 SP:Iteration 113F (5326.012027 sec): 3 clusters Score: Raw -3201461.701212 + Penalty 3332.070103 = -3198129.631110 nChanged 0 Trying to split cluster 30 (13415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5326.047927 sec): 2 clusters Score: Raw -1433309.437326 + Penalty 1544.420924 = -1431765.016402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5326.118762 sec): 3 clusters Score: Raw -1425524.749197 + Penalty 3088.841848 = -1422435.907349 nChanged 5917 SP:Iteration 1F (5326.179835 sec): 3 clusters Score: Raw -1428901.889444 + Penalty 3088.841848 = -1425813.047596 nChanged 941 SP:Iteration 2F (5326.247029 sec): 3 clusters Score: Raw -1429596.322518 + Penalty 3088.841848 = -1426507.480670 nChanged 1087 SP:Iteration 3F (5326.309057 sec): 3 clusters Score: Raw -1430500.535072 + Penalty 3088.841848 = -1427411.693224 nChanged 1177 SP:Iteration 4F (5326.380951 sec): 3 clusters Score: Raw -1431461.772636 + Penalty 3088.841848 = -1428372.930788 nChanged 1086 SP:Iteration 5F (5326.446136 sec): 3 clusters Score: Raw -1432308.254174 + Penalty 3088.841848 = -1429219.412326 nChanged 801 SP:Iteration 6F (5326.510621 sec): 3 clusters Score: Raw -1432936.584589 + Penalty 3088.841848 = -1429847.742741 nChanged 551 SP:Iteration 7Q (5326.581116 sec): 3 clusters Score: Raw -1433346.285658 + Penalty 3088.841848 = -1430257.443811 nChanged 372 SP:Iteration 8Q (5326.640817 sec): 3 clusters Score: Raw -1433614.435476 + Penalty 3088.841848 = -1430525.593628 nChanged 282 SP:Iteration 9Q (5326.713831 sec): 3 clusters Score: Raw -1433871.668702 + Penalty 3088.841848 = -1430782.826854 nChanged 219 SP:Iteration 10Q (5326.770623 sec): 3 clusters Score: Raw -1434059.412679 + Penalty 3088.841848 = -1430970.570831 nChanged 146 SP:Iteration 11Q (5326.843386 sec): 3 clusters Score: Raw -1434172.082347 + Penalty 3088.841848 = -1431083.240499 nChanged 102 SP:Iteration 12Q (5326.911519 sec): 3 clusters Score: Raw -1434233.006086 + Penalty 3088.841848 = -1431144.164238 nChanged 81 SP:Iteration 13Q (5326.960912 sec): 3 clusters Score: Raw -1434265.870050 + Penalty 3088.841848 = -1431177.028202 nChanged 61 SP:Iteration 14Q (5327.026704 sec): 3 clusters Score: Raw -1434287.292716 + Penalty 3088.841848 = -1431198.450868 nChanged 40 SP:Iteration 15Q (5327.097206 sec): 3 clusters Score: Raw -1434300.565485 + Penalty 3088.841848 = -1431211.723637 nChanged 33 SP:Iteration 16Q (5327.166979 sec): 3 clusters Score: Raw -1434311.678335 + Penalty 3088.841848 = -1431222.836487 nChanged 26 SP:Iteration 17Q (5327.231161 sec): 3 clusters Score: Raw -1434319.541839 + Penalty 3088.841848 = -1431230.699991 nChanged 30 SP:Iteration 18Q (5327.298586 sec): 3 clusters Score: Raw -1434329.365448 + Penalty 3088.841848 = -1431240.523600 nChanged 20 SP:Iteration 19Q (5327.366596 sec): 3 clusters Score: Raw -1434334.767444 + Penalty 3088.841848 = -1431245.925596 nChanged 11 SP:Iteration 20F (5327.436890 sec): 3 clusters Score: Raw -1434338.253460 + Penalty 3088.841848 = -1431249.411612 nChanged 10 SP:Iteration 21Q (5327.504043 sec): 3 clusters Score: Raw -1434341.701410 + Penalty 3088.841848 = -1431252.859562 nChanged 10 SP:Iteration 22Q (5327.571357 sec): 3 clusters Score: Raw -1434345.420826 + Penalty 3088.841848 = -1431256.578979 nChanged 11 SP:Iteration 23Q (5327.629783 sec): 3 clusters Score: Raw -1434347.815853 + Penalty 3088.841848 = -1431258.974005 nChanged 13 SP:Iteration 24Q (5327.694820 sec): 3 clusters Score: Raw -1434351.646646 + Penalty 3088.841848 = -1431262.804798 nChanged 16 SP:Iteration 25Q (5327.761599 sec): 3 clusters Score: Raw -1434356.569472 + Penalty 3088.841848 = -1431267.727624 nChanged 11 SP:Iteration 26Q (5327.830361 sec): 3 clusters Score: Raw -1434358.893125 + Penalty 3088.841848 = -1431270.051277 nChanged 8 SP:Iteration 27Q (5327.897487 sec): 3 clusters Score: Raw -1434362.237197 + Penalty 3088.841848 = -1431273.395349 nChanged 7 SP:Iteration 28Q (5327.965098 sec): 3 clusters Score: Raw -1434364.804983 + Penalty 3088.841848 = -1431275.963135 nChanged 6 SP:Iteration 29Q (5328.023355 sec): 3 clusters Score: Raw -1434366.306315 + Penalty 3088.841848 = -1431277.464468 nChanged 4 SP:Iteration 30Q (5328.089234 sec): 3 clusters Score: Raw -1434366.993509 + Penalty 3088.841848 = -1431278.151661 nChanged 2 SP:Iteration 31Q (5328.151946 sec): 3 clusters Score: Raw -1434367.331675 + Penalty 3088.841848 = -1431278.489827 nChanged 2 SP:Iteration 32Q (5328.214091 sec): 3 clusters Score: Raw -1434367.732655 + Penalty 3088.841848 = -1431278.890807 nChanged 4 SP:Iteration 33Q (5328.275389 sec): 3 clusters Score: Raw -1434368.631205 + Penalty 3088.841848 = -1431279.789357 nChanged 5 SP:Iteration 34Q (5328.338918 sec): 3 clusters Score: Raw -1434369.525294 + Penalty 3088.841848 = -1431280.683447 nChanged 0 SP:Iteration 35F (5328.399182 sec): 3 clusters Score: Raw -1434369.525294 + Penalty 3088.841848 = -1431280.683447 nChanged 0 Iteration 219Q (5334.372988 sec): 31 clusters Score: Raw -82213510.872804 + Penalty 65931.319299 = -82147579.553505 nChanged 160 Iteration 220F (5347.948954 sec): 31 clusters Score: Raw -82213524.355961 + Penalty 65931.319299 = -82147593.036662 nChanged 183 Iteration 221Q (5354.024595 sec): 31 clusters Score: Raw -82213537.633880 + Penalty 65931.319299 = -82147606.314581 nChanged 193 Iteration 222Q (5360.143366 sec): 31 clusters Score: Raw -82213550.831058 + Penalty 65931.319299 = -82147619.511760 nChanged 198 Iteration 223Q (5366.121541 sec): 31 clusters Score: Raw -82213566.243528 + Penalty 65931.319299 = -82147634.924229 nChanged 220 Iteration 224Q (5372.114676 sec): 31 clusters Score: Raw -82213584.960181 + Penalty 65931.319299 = -82147653.640882 nChanged 222 Iteration 225Q (5378.203821 sec): 31 clusters Score: Raw -82213603.579815 + Penalty 65931.319299 = -82147672.260517 nChanged 248 Iteration 226Q (5384.385540 sec): 31 clusters Score: Raw -82213627.690736 + Penalty 65931.319299 = -82147696.371437 nChanged 271 Iteration 227Q (5390.186720 sec): 31 clusters Score: Raw -82213650.019675 + Penalty 65931.319299 = -82147718.700376 nChanged 248 Iteration 228Q (5396.180073 sec): 31 clusters Score: Raw -82213670.747903 + Penalty 65931.319299 = -82147739.428605 nChanged 240 Iteration 229Q (5402.256931 sec): 31 clusters Score: Raw -82213687.340704 + Penalty 65931.319299 = -82147756.021405 nChanged 240 Iteration 230Q (5408.196197 sec): 31 clusters Score: Raw -82213704.737095 + Penalty 65931.319299 = -82147773.417796 nChanged 228 Iteration 231Q (5414.171719 sec): 31 clusters Score: Raw -82213721.595687 + Penalty 65931.319299 = -82147790.276388 nChanged 249 Iteration 232Q (5420.111559 sec): 31 clusters Score: Raw -82213736.974985 + Penalty 65931.319299 = -82147805.655686 nChanged 214 Iteration 233Q (5426.248694 sec): 31 clusters Score: Raw -82213747.858147 + Penalty 65931.319299 = -82147816.538848 nChanged 182 Iteration 234Q (5432.173792 sec): 31 clusters Score: Raw -82213756.090360 + Penalty 65931.319299 = -82147824.771062 nChanged 168 Iteration 235Q (5438.179956 sec): 31 clusters Score: Raw -82213763.346033 + Penalty 65931.319299 = -82147832.026734 nChanged 170 Iteration 236Q (5444.131759 sec): 31 clusters Score: Raw -82213769.053083 + Penalty 65931.319299 = -82147837.733784 nChanged 147 Iteration 237Q (5450.061413 sec): 31 clusters Score: Raw -82213773.255376 + Penalty 65931.319299 = -82147841.936078 nChanged 126 Iteration 238Q (5456.001245 sec): 31 clusters Score: Raw -82213777.408402 + Penalty 65931.319299 = -82147846.089104 nChanged 121 Iteration 239Q (5461.910234 sec): 31 clusters Score: Raw -82213780.980461 + Penalty 65931.319299 = -82147849.661162 nChanged 95 Iteration 240F (5475.339514 sec): 31 clusters Score: Raw -82213783.458926 + Penalty 65931.319299 = -82147852.139627 nChanged 57 Iteration 241Q (5481.365525 sec): 31 clusters Score: Raw -82213784.888270 + Penalty 65931.319299 = -82147853.568971 nChanged 51 Iteration 242Q (5487.319442 sec): 31 clusters Score: Raw -82213785.977536 + Penalty 65931.319299 = -82147854.658238 nChanged 52 Iteration 243Q (5493.257344 sec): 31 clusters Score: Raw -82213787.110502 + Penalty 65931.319299 = -82147855.791203 nChanged 43 Iteration 244Q (5499.338581 sec): 31 clusters Score: Raw -82213788.082090 + Penalty 65931.319299 = -82147856.762791 nChanged 46 Iteration 245Q (5505.208571 sec): 31 clusters Score: Raw -82213789.026849 + Penalty 65931.319299 = -82147857.707550 nChanged 39 Iteration 246Q (5511.200335 sec): 31 clusters Score: Raw -82213789.814919 + Penalty 65931.319299 = -82147858.495620 nChanged 39 Iteration 247Q (5517.374165 sec): 31 clusters Score: Raw -82213790.537148 + Penalty 65931.319299 = -82147859.217849 nChanged 25 Iteration 248Q (5523.548926 sec): 31 clusters Score: Raw -82213790.971965 + Penalty 65931.319299 = -82147859.652666 nChanged 26 Iteration 249Q (5529.672176 sec): 31 clusters Score: Raw -82213791.421994 + Penalty 65931.319299 = -82147860.102695 nChanged 21 Iteration 250Q (5535.737574 sec): 31 clusters Score: Raw -82213791.708773 + Penalty 65931.319299 = -82147860.389474 nChanged 23 Iteration 251Q (5541.870261 sec): 31 clusters Score: Raw -82213792.069379 + Penalty 65931.319299 = -82147860.750080 nChanged 24 Iteration 252Q (5548.063857 sec): 31 clusters Score: Raw -82213792.435899 + Penalty 65931.319299 = -82147861.116600 nChanged 27 Iteration 253Q (5554.327555 sec): 31 clusters Score: Raw -82213792.798337 + Penalty 65931.319299 = -82147861.479038 nChanged 26 Iteration 254Q (5560.484269 sec): 31 clusters Score: Raw -82213793.098912 + Penalty 65931.319299 = -82147861.779613 nChanged 32 Iteration 255Q (5566.603950 sec): 31 clusters Score: Raw -82213793.454198 + Penalty 65931.319299 = -82147862.134899 nChanged 26 Iteration 256Q (5572.560271 sec): 31 clusters Score: Raw -82213793.898245 + Penalty 65931.319299 = -82147862.578946 nChanged 34 Iteration 257Q (5578.421855 sec): 31 clusters Score: Raw -82213794.751176 + Penalty 65931.319299 = -82147863.431877 nChanged 35 Iteration 258Q (5584.555609 sec): 31 clusters Score: Raw -82213795.374088 + Penalty 65931.319299 = -82147864.054789 nChanged 28 Writing temp clu file Because OldScore, -82147863.431877, is greater than current (better) Score,-82147864.054789 Compute initial score before splitting: Score: Raw -82213795.374088 + Penalty 65931.319299 = -82147864.054789 Trying to split cluster 1 (5501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5584.817145 sec): 2 clusters Score: Raw -604614.212547 + Penalty 1399.561341 = -603214.651207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5584.871811 sec): 3 clusters Score: Raw -601744.428923 + Penalty 2799.122681 = -598945.306242 nChanged 2261 SP:Iteration 1F (5584.921434 sec): 3 clusters Score: Raw -603101.659074 + Penalty 2799.122681 = -600302.536393 nChanged 389 SP:Iteration 2F (5584.970216 sec): 3 clusters Score: Raw -603325.077120 + Penalty 2799.122681 = -600525.954439 nChanged 325 SP:Iteration 3F (5585.024557 sec): 3 clusters Score: Raw -603515.711548 + Penalty 2799.122681 = -600716.588867 nChanged 274 SP:Iteration 4Q (5585.079429 sec): 3 clusters Score: Raw -603665.077076 + Penalty 2799.122681 = -600865.954395 nChanged 223 SP:Iteration 5Q (5585.126930 sec): 3 clusters Score: Raw -603765.597333 + Penalty 2799.122681 = -600966.474652 nChanged 179 SP:Iteration 6Q (5585.186947 sec): 3 clusters Score: Raw -603853.171134 + Penalty 2799.122681 = -601054.048453 nChanged 182 SP:Iteration 7Q (5585.231569 sec): 3 clusters Score: Raw -603945.009824 + Penalty 2799.122681 = -601145.887143 nChanged 185 SP:Iteration 8Q (5585.289421 sec): 3 clusters Score: Raw -604035.190388 + Penalty 2799.122681 = -601236.067707 nChanged 163 SP:Iteration 9Q (5585.345607 sec): 3 clusters Score: Raw -604111.079642 + Penalty 2799.122681 = -601311.956961 nChanged 147 SP:Iteration 10Q (5585.378164 sec): 3 clusters Score: Raw -604185.291357 + Penalty 2799.122681 = -601386.168676 nChanged 152 SP:Iteration 11Q (5585.437040 sec): 3 clusters Score: Raw -604267.153164 + Penalty 2799.122681 = -601468.030483 nChanged 142 SP:Iteration 12Q (5585.491975 sec): 3 clusters Score: Raw -604347.756477 + Penalty 2799.122681 = -601548.633796 nChanged 131 SP:Iteration 13Q (5585.554335 sec): 3 clusters Score: Raw -604417.690195 + Penalty 2799.122681 = -601618.567514 nChanged 127 SP:Iteration 14Q (5585.598903 sec): 3 clusters Score: Raw -604494.941382 + Penalty 2799.122681 = -601695.818700 nChanged 128 SP:Iteration 15Q (5585.654313 sec): 3 clusters Score: Raw -604576.138350 + Penalty 2799.122681 = -601777.015668 nChanged 109 SP:Iteration 16Q (5585.711246 sec): 3 clusters Score: Raw -604638.523046 + Penalty 2799.122681 = -601839.400365 nChanged 84 SP:Iteration 17Q (5585.776921 sec): 3 clusters Score: Raw -604680.159435 + Penalty 2799.122681 = -601881.036754 nChanged 64 SP:Iteration 18Q (5585.827863 sec): 3 clusters Score: Raw -604713.300402 + Penalty 2799.122681 = -601914.177720 nChanged 51 SP:Iteration 19Q (5585.881876 sec): 3 clusters Score: Raw -604749.457089 + Penalty 2799.122681 = -601950.334408 nChanged 66 SP:Iteration 20F (5585.936112 sec): 3 clusters Score: Raw -604793.875086 + Penalty 2799.122681 = -601994.752404 nChanged 52 SP:Iteration 21Q (5585.983251 sec): 3 clusters Score: Raw -604824.802531 + Penalty 2799.122681 = -602025.679850 nChanged 37 SP:Iteration 22Q (5586.039241 sec): 3 clusters Score: Raw -604842.686754 + Penalty 2799.122681 = -602043.564073 nChanged 25 SP:Iteration 23Q (5586.095168 sec): 3 clusters Score: Raw -604854.741299 + Penalty 2799.122681 = -602055.618618 nChanged 25 SP:Iteration 24Q (5586.150981 sec): 3 clusters Score: Raw -604869.966762 + Penalty 2799.122681 = -602070.844081 nChanged 20 SP:Iteration 25Q (5586.211842 sec): 3 clusters Score: Raw -604881.216707 + Penalty 2799.122681 = -602082.094026 nChanged 20 SP:Iteration 26Q (5586.234298 sec): 3 clusters Score: Raw -604893.779790 + Penalty 2799.122681 = -602094.657109 nChanged 11 SP:Iteration 27Q (5586.294381 sec): 3 clusters Score: Raw -604900.332279 + Penalty 2799.122681 = -602101.209598 nChanged 9 SP:Iteration 28Q (5586.347291 sec): 3 clusters Score: Raw -604908.041381 + Penalty 2799.122681 = -602108.918700 nChanged 11 SP:Iteration 29Q (5586.387660 sec): 3 clusters Score: Raw -604916.738247 + Penalty 2799.122681 = -602117.615565 nChanged 7 SP:Iteration 30Q (5586.453960 sec): 3 clusters Score: Raw -604922.649197 + Penalty 2799.122681 = -602123.526516 nChanged 7 SP:Iteration 31Q (5586.496136 sec): 3 clusters Score: Raw -604927.905221 + Penalty 2799.122681 = -602128.782540 nChanged 5 SP:Iteration 32Q (5586.534903 sec): 3 clusters Score: Raw -604931.361021 + Penalty 2799.122681 = -602132.238339 nChanged 3 SP:Iteration 33Q (5586.598298 sec): 3 clusters Score: Raw -604933.684835 + Penalty 2799.122681 = -602134.562154 nChanged 0 SP:Iteration 34F (5586.656431 sec): 3 clusters Score: Raw -604933.684835 + Penalty 2799.122681 = -602134.562154 nChanged 0 Trying to split cluster 2 (5979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5586.690429 sec): 2 clusters Score: Raw -665428.196273 + Penalty 1413.101399 = -664015.094874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5586.742910 sec): 3 clusters Score: Raw -662223.919384 + Penalty 2826.202798 = -659397.716586 nChanged 2481 SP:Iteration 1F (5586.796668 sec): 3 clusters Score: Raw -663643.574896 + Penalty 2826.202798 = -660817.372098 nChanged 469 SP:Iteration 2F (5586.841301 sec): 3 clusters Score: Raw -663919.275661 + Penalty 2826.202798 = -661093.072863 nChanged 340 SP:Iteration 3F (5586.888204 sec): 3 clusters Score: Raw -664115.448274 + Penalty 2826.202798 = -661289.245476 nChanged 297 SP:Iteration 4Q (5586.935742 sec): 3 clusters Score: Raw -664282.100156 + Penalty 2826.202798 = -661455.897358 nChanged 261 SP:Iteration 5Q (5586.995761 sec): 3 clusters Score: Raw -664437.149482 + Penalty 2826.202798 = -661610.946684 nChanged 246 SP:Iteration 6Q (5587.048874 sec): 3 clusters Score: Raw -664559.270934 + Penalty 2826.202798 = -661733.068136 nChanged 198 SP:Iteration 7Q (5587.116404 sec): 3 clusters Score: Raw -664659.295922 + Penalty 2826.202798 = -661833.093124 nChanged 180 SP:Iteration 8Q (5587.151282 sec): 3 clusters Score: Raw -664752.125843 + Penalty 2826.202798 = -661925.923045 nChanged 175 SP:Iteration 9Q (5587.208413 sec): 3 clusters Score: Raw -664849.525502 + Penalty 2826.202798 = -662023.322705 nChanged 167 SP:Iteration 10Q (5587.266648 sec): 3 clusters Score: Raw -664936.760587 + Penalty 2826.202798 = -662110.557789 nChanged 161 SP:Iteration 11Q (5587.326175 sec): 3 clusters Score: Raw -665043.549539 + Penalty 2826.202798 = -662217.346741 nChanged 189 SP:Iteration 12Q (5587.378493 sec): 3 clusters Score: Raw -665190.451436 + Penalty 2826.202798 = -662364.248638 nChanged 227 SP:Iteration 13Q (5587.433345 sec): 3 clusters Score: Raw -665373.414463 + Penalty 2826.202798 = -662547.211665 nChanged 245 SP:Iteration 14Q (5587.490572 sec): 3 clusters Score: Raw -665598.526383 + Penalty 2826.202798 = -662772.323585 nChanged 236 SP:Iteration 15Q (5587.553641 sec): 3 clusters Score: Raw -665814.839243 + Penalty 2826.202798 = -662988.636445 nChanged 205 SP:Iteration 16Q (5587.601344 sec): 3 clusters Score: Raw -665998.024158 + Penalty 2826.202798 = -663171.821360 nChanged 178 SP:Iteration 17Q (5587.657300 sec): 3 clusters Score: Raw -666178.903333 + Penalty 2826.202798 = -663352.700535 nChanged 162 SP:Iteration 18Q (5587.714838 sec): 3 clusters Score: Raw -666349.908217 + Penalty 2826.202798 = -663523.705420 nChanged 153 SP:Iteration 19Q (5587.762404 sec): 3 clusters Score: Raw -666523.473056 + Penalty 2826.202798 = -663697.270258 nChanged 139 SP:Iteration 20F (5587.815111 sec): 3 clusters Score: Raw -666657.284187 + Penalty 2826.202798 = -663831.081389 nChanged 100 SP:Iteration 21Q (5587.871644 sec): 3 clusters Score: Raw -666724.025358 + Penalty 2826.202798 = -663897.822560 nChanged 72 SP:Iteration 22Q (5587.928125 sec): 3 clusters Score: Raw -666752.666717 + Penalty 2826.202798 = -663926.463920 nChanged 26 SP:Iteration 23Q (5587.984453 sec): 3 clusters Score: Raw -666759.733916 + Penalty 2826.202798 = -663933.531118 nChanged 20 SP:Iteration 24Q (5588.036441 sec): 3 clusters Score: Raw -666765.282009 + Penalty 2826.202798 = -663939.079212 nChanged 12 SP:Iteration 25Q (5588.088671 sec): 3 clusters Score: Raw -666767.722658 + Penalty 2826.202798 = -663941.519861 nChanged 9 SP:Iteration 26Q (5588.144272 sec): 3 clusters Score: Raw -666769.721038 + Penalty 2826.202798 = -663943.518240 nChanged 8 SP:Iteration 27Q (5588.211739 sec): 3 clusters Score: Raw -666771.451068 + Penalty 2826.202798 = -663945.248270 nChanged 11 SP:Iteration 28Q (5588.258185 sec): 3 clusters Score: Raw -666773.631023 + Penalty 2826.202798 = -663947.428225 nChanged 10 SP:Iteration 29Q (5588.314936 sec): 3 clusters Score: Raw -666776.075403 + Penalty 2826.202798 = -663949.872605 nChanged 10 SP:Iteration 30Q (5588.367500 sec): 3 clusters Score: Raw -666778.703852 + Penalty 2826.202798 = -663952.501054 nChanged 8 SP:Iteration 31Q (5588.423619 sec): 3 clusters Score: Raw -666779.848440 + Penalty 2826.202798 = -663953.645642 nChanged 6 SP:Iteration 32Q (5588.475449 sec): 3 clusters Score: Raw -666780.777555 + Penalty 2826.202798 = -663954.574757 nChanged 5 SP:Iteration 33Q (5588.538109 sec): 3 clusters Score: Raw -666781.306101 + Penalty 2826.202798 = -663955.103304 nChanged 1 SP:Iteration 34Q (5588.581269 sec): 3 clusters Score: Raw -666781.523469 + Penalty 2826.202798 = -663955.320671 nChanged 2 SP:Iteration 35Q (5588.633883 sec): 3 clusters Score: Raw -666781.746142 + Penalty 2826.202798 = -663955.543344 nChanged 0 SP:Iteration 36F (5588.687118 sec): 3 clusters Score: Raw -666781.746142 + Penalty 2826.202798 = -663955.543344 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5588.713855 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5588.753755 sec): 3 clusters Score: Raw -215955.280430 + Penalty 2436.952658 = -213518.327772 nChanged 629 SP:Iteration 1F (5588.804545 sec): 3 clusters Score: Raw -216440.466006 + Penalty 2436.952658 = -214003.513348 nChanged 165 SP:Iteration 2F (5588.855432 sec): 3 clusters Score: Raw -216595.238809 + Penalty 2436.952658 = -214158.286151 nChanged 108 SP:Iteration 3F (5588.902337 sec): 3 clusters Score: Raw -216699.297695 + Penalty 2436.952658 = -214262.345037 nChanged 88 SP:Iteration 4Q (5588.944022 sec): 3 clusters Score: Raw -216770.990826 + Penalty 2436.952658 = -214334.038168 nChanged 58 SP:Iteration 5Q (5588.995163 sec): 3 clusters Score: Raw -216830.030121 + Penalty 2436.952658 = -214393.077463 nChanged 59 SP:Iteration 6Q (5589.045610 sec): 3 clusters Score: Raw -216894.887066 + Penalty 2436.952658 = -214457.934408 nChanged 59 SP:Iteration 7Q (5589.099480 sec): 3 clusters Score: Raw -216957.160457 + Penalty 2436.952658 = -214520.207799 nChanged 47 SP:Iteration 8Q (5589.144489 sec): 3 clusters Score: Raw -217002.278509 + Penalty 2436.952658 = -214565.325851 nChanged 38 SP:Iteration 9Q (5589.185277 sec): 3 clusters Score: Raw -217039.511992 + Penalty 2436.952658 = -214602.559334 nChanged 35 SP:Iteration 10Q (5589.223516 sec): 3 clusters Score: Raw -217069.832933 + Penalty 2436.952658 = -214632.880275 nChanged 34 SP:Iteration 11Q (5589.278881 sec): 3 clusters Score: Raw -217094.577835 + Penalty 2436.952658 = -214657.625177 nChanged 34 SP:Iteration 12Q (5589.321445 sec): 3 clusters Score: Raw -217123.563571 + Penalty 2436.952658 = -214686.610913 nChanged 24 SP:Iteration 13Q (5589.361172 sec): 3 clusters Score: Raw -217141.772701 + Penalty 2436.952658 = -214704.820043 nChanged 15 SP:Iteration 14Q (5589.401922 sec): 3 clusters Score: Raw -217157.184019 + Penalty 2436.952658 = -214720.231361 nChanged 12 SP:Iteration 15Q (5589.410907 sec): 3 clusters Score: Raw -217170.690236 + Penalty 2436.952658 = -214733.737578 nChanged 12 SP:Iteration 16Q (5589.455117 sec): 3 clusters Score: Raw -217180.471120 + Penalty 2436.952658 = -214743.518462 nChanged 11 SP:Iteration 17Q (5589.505975 sec): 3 clusters Score: Raw -217190.443402 + Penalty 2436.952658 = -214753.490744 nChanged 13 SP:Iteration 18Q (5589.549272 sec): 3 clusters Score: Raw -217202.271850 + Penalty 2436.952658 = -214765.319192 nChanged 10 SP:Iteration 19Q (5589.600034 sec): 3 clusters Score: Raw -217208.865722 + Penalty 2436.952658 = -214771.913064 nChanged 7 SP:Iteration 20F (5589.648643 sec): 3 clusters Score: Raw -217213.267838 + Penalty 2436.952658 = -214776.315180 nChanged 8 SP:Iteration 21Q (5589.698958 sec): 3 clusters Score: Raw -217219.380421 + Penalty 2436.952658 = -214782.427763 nChanged 8 SP:Iteration 22Q (5589.746364 sec): 3 clusters Score: Raw -217226.636746 + Penalty 2436.952658 = -214789.684088 nChanged 8 SP:Iteration 23Q (5589.757347 sec): 3 clusters Score: Raw -217231.399483 + Penalty 2436.952658 = -214794.446825 nChanged 6 SP:Iteration 24Q (5589.766212 sec): 3 clusters Score: Raw -217237.461307 + Penalty 2436.952658 = -214800.508649 nChanged 3 SP:Iteration 25Q (5589.775160 sec): 3 clusters Score: Raw -217238.946707 + Penalty 2436.952658 = -214801.994049 nChanged 2 SP:Iteration 26Q (5589.784116 sec): 3 clusters Score: Raw -217239.475487 + Penalty 2436.952658 = -214802.522829 nChanged 0 SP:Iteration 27F (5589.793176 sec): 3 clusters Score: Raw -217239.475487 + Penalty 2436.952658 = -214802.522829 nChanged 0 Trying to split cluster 4 (17093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5589.851422 sec): 2 clusters Score: Raw -1841588.871269 + Penalty 1583.793949 = -1840005.077320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5589.918762 sec): 3 clusters Score: Raw -1831523.852731 + Penalty 3167.587898 = -1828356.264833 nChanged 7665 SP:Iteration 1F (5589.989633 sec): 3 clusters Score: Raw -1836259.035819 + Penalty 3167.587898 = -1833091.447920 nChanged 1325 SP:Iteration 2F (5590.070383 sec): 3 clusters Score: Raw -1837254.874174 + Penalty 3167.587898 = -1834087.286276 nChanged 1362 SP:Iteration 3F (5590.147697 sec): 3 clusters Score: Raw -1838209.201035 + Penalty 3167.587898 = -1835041.613137 nChanged 1215 SP:Iteration 4F (5590.222756 sec): 3 clusters Score: Raw -1839011.841425 + Penalty 3167.587898 = -1835844.253527 nChanged 1047 SP:Iteration 5F (5590.296915 sec): 3 clusters Score: Raw -1839647.533954 + Penalty 3167.587898 = -1836479.946056 nChanged 842 SP:Iteration 6Q (5590.371812 sec): 3 clusters Score: Raw -1840113.677671 + Penalty 3167.587898 = -1836946.089773 nChanged 682 SP:Iteration 7Q (5590.448338 sec): 3 clusters Score: Raw -1840453.054264 + Penalty 3167.587898 = -1837285.466366 nChanged 542 SP:Iteration 8Q (5590.510804 sec): 3 clusters Score: Raw -1840697.952460 + Penalty 3167.587898 = -1837530.364562 nChanged 467 SP:Iteration 9Q (5590.586360 sec): 3 clusters Score: Raw -1840907.841305 + Penalty 3167.587898 = -1837740.253407 nChanged 399 SP:Iteration 10Q (5590.663736 sec): 3 clusters Score: Raw -1841091.843799 + Penalty 3167.587898 = -1837924.255901 nChanged 354 SP:Iteration 11Q (5590.743213 sec): 3 clusters Score: Raw -1841247.469148 + Penalty 3167.587898 = -1838079.881250 nChanged 319 SP:Iteration 12Q (5590.819978 sec): 3 clusters Score: Raw -1841397.073880 + Penalty 3167.587898 = -1838229.485982 nChanged 318 SP:Iteration 13Q (5590.904631 sec): 3 clusters Score: Raw -1841545.061138 + Penalty 3167.587898 = -1838377.473240 nChanged 289 SP:Iteration 14Q (5590.980359 sec): 3 clusters Score: Raw -1841679.895721 + Penalty 3167.587898 = -1838512.307823 nChanged 267 SP:Iteration 15Q (5591.056217 sec): 3 clusters Score: Raw -1841782.895438 + Penalty 3167.587898 = -1838615.307540 nChanged 256 SP:Iteration 16Q (5591.128491 sec): 3 clusters Score: Raw -1841878.030118 + Penalty 3167.587898 = -1838710.442219 nChanged 234 SP:Iteration 17Q (5591.190582 sec): 3 clusters Score: Raw -1841973.173052 + Penalty 3167.587898 = -1838805.585154 nChanged 221 SP:Iteration 18Q (5591.274809 sec): 3 clusters Score: Raw -1842067.893505 + Penalty 3167.587898 = -1838900.305606 nChanged 187 SP:Iteration 19Q (5591.347595 sec): 3 clusters Score: Raw -1842152.670583 + Penalty 3167.587898 = -1838985.082685 nChanged 201 SP:Iteration 20F (5591.423795 sec): 3 clusters Score: Raw -1842246.364501 + Penalty 3167.587898 = -1839078.776603 nChanged 187 SP:Iteration 21Q (5591.493075 sec): 3 clusters Score: Raw -1842338.856404 + Penalty 3167.587898 = -1839171.268506 nChanged 163 SP:Iteration 22Q (5591.558694 sec): 3 clusters Score: Raw -1842426.966354 + Penalty 3167.587898 = -1839259.378456 nChanged 146 SP:Iteration 23Q (5591.640244 sec): 3 clusters Score: Raw -1842511.879913 + Penalty 3167.587898 = -1839344.292015 nChanged 145 SP:Iteration 24Q (5591.698463 sec): 3 clusters Score: Raw -1842609.462911 + Penalty 3167.587898 = -1839441.875012 nChanged 131 SP:Iteration 25Q (5591.770688 sec): 3 clusters Score: Raw -1842705.871027 + Penalty 3167.587898 = -1839538.283129 nChanged 118 SP:Iteration 26Q (5591.844602 sec): 3 clusters Score: Raw -1842764.785417 + Penalty 3167.587898 = -1839597.197518 nChanged 92 SP:Iteration 27Q (5591.907794 sec): 3 clusters Score: Raw -1842804.596794 + Penalty 3167.587898 = -1839637.008896 nChanged 91 SP:Iteration 28Q (5591.977667 sec): 3 clusters Score: Raw -1842835.048897 + Penalty 3167.587898 = -1839667.460999 nChanged 55 SP:Iteration 29Q (5592.049324 sec): 3 clusters Score: Raw -1842857.636066 + Penalty 3167.587898 = -1839690.048168 nChanged 59 SP:Iteration 30Q (5592.109720 sec): 3 clusters Score: Raw -1842884.434932 + Penalty 3167.587898 = -1839716.847034 nChanged 48 SP:Iteration 31Q (5592.177306 sec): 3 clusters Score: Raw -1842896.238659 + Penalty 3167.587898 = -1839728.650761 nChanged 28 SP:Iteration 32Q (5592.245302 sec): 3 clusters Score: Raw -1842901.524106 + Penalty 3167.587898 = -1839733.936208 nChanged 14 SP:Iteration 33Q (5592.316015 sec): 3 clusters Score: Raw -1842903.934410 + Penalty 3167.587898 = -1839736.346512 nChanged 12 SP:Iteration 34Q (5592.383883 sec): 3 clusters Score: Raw -1842907.091888 + Penalty 3167.587898 = -1839739.503989 nChanged 22 SP:Iteration 35Q (5592.453931 sec): 3 clusters Score: Raw -1842911.957397 + Penalty 3167.587898 = -1839744.369499 nChanged 14 SP:Iteration 36Q (5592.518750 sec): 3 clusters Score: Raw -1842915.253588 + Penalty 3167.587898 = -1839747.665690 nChanged 10 SP:Iteration 37Q (5592.589698 sec): 3 clusters Score: Raw -1842917.324154 + Penalty 3167.587898 = -1839749.736255 nChanged 8 SP:Iteration 38Q (5592.659475 sec): 3 clusters Score: Raw -1842918.689984 + Penalty 3167.587898 = -1839751.102086 nChanged 4 SP:Iteration 39Q (5592.722452 sec): 3 clusters Score: Raw -1842919.284074 + Penalty 3167.587898 = -1839751.696175 nChanged 1 SP:Iteration 40F (5592.796329 sec): 3 clusters Score: Raw -1842919.366985 + Penalty 3167.587898 = -1839751.779087 nChanged 0 Trying to split cluster 5 (37378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5592.865747 sec): 2 clusters Score: Raw -3993786.069297 + Penalty 1710.936106 = -3992075.133191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5592.966162 sec): 3 clusters Score: Raw -3970410.430761 + Penalty 3421.872212 = -3966988.558549 nChanged 17462 SP:Iteration 1F (5593.072320 sec): 3 clusters Score: Raw -3980120.740415 + Penalty 3421.872212 = -3976698.868203 nChanged 1599 SP:Iteration 2Q (5593.147595 sec): 3 clusters Score: Raw -3980551.915486 + Penalty 3421.872212 = -3977130.043274 nChanged 1432 SP:Iteration 3Q (5593.224498 sec): 3 clusters Score: Raw -3980955.191033 + Penalty 3421.872212 = -3977533.318822 nChanged 1373 SP:Iteration 4Q (5593.331920 sec): 3 clusters Score: Raw -3981363.402607 + Penalty 3421.872212 = -3977941.530395 nChanged 1424 SP:Iteration 5Q (5593.457494 sec): 3 clusters Score: Raw -3981838.150957 + Penalty 3421.872212 = -3978416.278745 nChanged 1487 SP:Iteration 6Q (5593.572724 sec): 3 clusters Score: Raw -3982389.194545 + Penalty 3421.872212 = -3978967.322334 nChanged 1613 SP:Iteration 7Q (5593.685144 sec): 3 clusters Score: Raw -3983053.867672 + Penalty 3421.872212 = -3979631.995460 nChanged 1660 SP:Iteration 8Q (5593.804041 sec): 3 clusters Score: Raw -3983814.240573 + Penalty 3421.872212 = -3980392.368361 nChanged 1768 SP:Iteration 9Q (5593.904554 sec): 3 clusters Score: Raw -3984740.068692 + Penalty 3421.872212 = -3981318.196480 nChanged 1815 SP:Iteration 10Q (5594.009204 sec): 3 clusters Score: Raw -3985832.178378 + Penalty 3421.872212 = -3982410.306166 nChanged 1880 SP:Iteration 11F (5594.119991 sec): 3 clusters Score: Raw -3987044.146321 + Penalty 3421.872212 = -3983622.274109 nChanged 1729 SP:Iteration 12Q (5594.234260 sec): 3 clusters Score: Raw -3988210.422409 + Penalty 3421.872212 = -3984788.550197 nChanged 1458 SP:Iteration 13Q (5594.338059 sec): 3 clusters Score: Raw -3989141.635274 + Penalty 3421.872212 = -3985719.763063 nChanged 1151 SP:Iteration 14Q (5594.449594 sec): 3 clusters Score: Raw -3989826.416980 + Penalty 3421.872212 = -3986404.544769 nChanged 967 SP:Iteration 15Q (5594.558290 sec): 3 clusters Score: Raw -3990360.096552 + Penalty 3421.872212 = -3986938.224340 nChanged 811 SP:Iteration 16Q (5594.672668 sec): 3 clusters Score: Raw -3990786.150354 + Penalty 3421.872212 = -3987364.278142 nChanged 746 SP:Iteration 17Q (5594.769675 sec): 3 clusters Score: Raw -3991173.113587 + Penalty 3421.872212 = -3987751.241376 nChanged 702 SP:Iteration 18Q (5594.883167 sec): 3 clusters Score: Raw -3991533.812438 + Penalty 3421.872212 = -3988111.940226 nChanged 609 SP:Iteration 19Q (5594.986201 sec): 3 clusters Score: Raw -3991849.649394 + Penalty 3421.872212 = -3988427.777182 nChanged 592 SP:Iteration 20F (5595.083135 sec): 3 clusters Score: Raw -3992168.489884 + Penalty 3421.872212 = -3988746.617672 nChanged 538 SP:Iteration 21Q (5595.189645 sec): 3 clusters Score: Raw -3992461.471414 + Penalty 3421.872212 = -3989039.599202 nChanged 489 SP:Iteration 22Q (5595.253331 sec): 3 clusters Score: Raw -3992736.401746 + Penalty 3421.872212 = -3989314.529534 nChanged 421 SP:Iteration 23Q (5595.317816 sec): 3 clusters Score: Raw -3992961.231556 + Penalty 3421.872212 = -3989539.359344 nChanged 370 SP:Iteration 24Q (5595.381347 sec): 3 clusters Score: Raw -3993149.354734 + Penalty 3421.872212 = -3989727.482522 nChanged 293 SP:Iteration 25Q (5595.483853 sec): 3 clusters Score: Raw -3993310.874787 + Penalty 3421.872212 = -3989889.002575 nChanged 293 SP:Iteration 26Q (5595.588972 sec): 3 clusters Score: Raw -3993477.854375 + Penalty 3421.872212 = -3990055.982164 nChanged 235 SP:Iteration 27Q (5595.680902 sec): 3 clusters Score: Raw -3993612.626986 + Penalty 3421.872212 = -3990190.754774 nChanged 169 SP:Iteration 28Q (5595.759319 sec): 3 clusters Score: Raw -3993708.442133 + Penalty 3421.872212 = -3990286.569921 nChanged 128 SP:Iteration 29Q (5595.855721 sec): 3 clusters Score: Raw -3993780.972327 + Penalty 3421.872212 = -3990359.100115 nChanged 126 SP:Iteration 30Q (5595.945360 sec): 3 clusters Score: Raw -3993869.412360 + Penalty 3421.872212 = -3990447.540148 nChanged 98 SP:Iteration 31Q (5596.045535 sec): 3 clusters Score: Raw -3993930.057803 + Penalty 3421.872212 = -3990508.185591 nChanged 67 SP:Iteration 32Q (5596.138230 sec): 3 clusters Score: Raw -3993969.810256 + Penalty 3421.872212 = -3990547.938044 nChanged 61 SP:Iteration 33Q (5596.226384 sec): 3 clusters Score: Raw -3994010.373022 + Penalty 3421.872212 = -3990588.500810 nChanged 54 SP:Iteration 34Q (5596.320650 sec): 3 clusters Score: Raw -3994042.947025 + Penalty 3421.872212 = -3990621.074813 nChanged 37 SP:Iteration 35Q (5596.403153 sec): 3 clusters Score: Raw -3994061.566217 + Penalty 3421.872212 = -3990639.694006 nChanged 24 SP:Iteration 36Q (5596.488007 sec): 3 clusters Score: Raw -3994077.496671 + Penalty 3421.872212 = -3990655.624459 nChanged 27 SP:Iteration 37Q (5596.579537 sec): 3 clusters Score: Raw -3994091.881310 + Penalty 3421.872212 = -3990670.009098 nChanged 17 SP:Iteration 38Q (5596.672218 sec): 3 clusters Score: Raw -3994101.415441 + Penalty 3421.872212 = -3990679.543229 nChanged 13 SP:Iteration 39Q (5596.740970 sec): 3 clusters Score: Raw -3994106.002641 + Penalty 3421.872212 = -3990684.130429 nChanged 7 SP:Iteration 40F (5596.842244 sec): 3 clusters Score: Raw -3994108.834355 + Penalty 3421.872212 = -3990686.962144 nChanged 11 SP:Iteration 41Q (5596.943557 sec): 3 clusters Score: Raw -3994113.642635 + Penalty 3421.872212 = -3990691.770424 nChanged 6 SP:Iteration 42Q (5597.050267 sec): 3 clusters Score: Raw -3994115.941312 + Penalty 3421.872212 = -3990694.069100 nChanged 4 SP:Iteration 43Q (5597.146898 sec): 3 clusters Score: Raw -3994116.460342 + Penalty 3421.872212 = -3990694.588130 nChanged 1 SP:Iteration 44Q (5597.232354 sec): 3 clusters Score: Raw -3994116.825196 + Penalty 3421.872212 = -3990694.952985 nChanged 1 SP:Iteration 45Q (5597.337360 sec): 3 clusters Score: Raw -3994117.941854 + Penalty 3421.872212 = -3990696.069642 nChanged 3 SP:Iteration 46Q (5597.431482 sec): 3 clusters Score: Raw -3994118.762729 + Penalty 3421.872212 = -3990696.890517 nChanged 2 SP:Iteration 47Q (5597.511991 sec): 3 clusters Score: Raw -3994120.086575 + Penalty 3421.872212 = -3990698.214363 nChanged 0 SP:Iteration 48F (5597.615909 sec): 3 clusters Score: Raw -3994120.086575 + Penalty 3421.872212 = -3990698.214363 nChanged 0 Trying to split cluster 6 (74706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5597.746041 sec): 2 clusters Score: Raw -8267675.132398 + Penalty 1823.463799 = -8265851.668598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5597.920299 sec): 3 clusters Score: Raw -8219449.409596 + Penalty 3646.927599 = -8215802.481997 nChanged 35332 SP:Iteration 1F (5598.076223 sec): 3 clusters Score: Raw -8240644.008474 + Penalty 3646.927599 = -8236997.080875 nChanged 2908 SP:Iteration 2Q (5598.243551 sec): 3 clusters Score: Raw -8241474.556740 + Penalty 3646.927599 = -8237827.629141 nChanged 2825 SP:Iteration 3Q (5598.423347 sec): 3 clusters Score: Raw -8242383.991042 + Penalty 3646.927599 = -8238737.063443 nChanged 2883 SP:Iteration 4Q (5598.604270 sec): 3 clusters Score: Raw -8243419.143330 + Penalty 3646.927599 = -8239772.215731 nChanged 3058 SP:Iteration 5Q (5598.766935 sec): 3 clusters Score: Raw -8244680.840133 + Penalty 3646.927599 = -8241033.912534 nChanged 3358 SP:Iteration 6Q (5598.941936 sec): 3 clusters Score: Raw -8246371.082709 + Penalty 3646.927599 = -8242724.155110 nChanged 4022 SP:Iteration 7F (5599.092933 sec): 3 clusters Score: Raw -8248712.558218 + Penalty 3646.927599 = -8245065.630619 nChanged 4677 SP:Iteration 8F (5599.243316 sec): 3 clusters Score: Raw -8251825.707902 + Penalty 3646.927599 = -8248178.780303 nChanged 5141 SP:Iteration 9F (5599.399481 sec): 3 clusters Score: Raw -8255643.807122 + Penalty 3646.927599 = -8251996.879523 nChanged 5065 SP:Iteration 10F (5599.555071 sec): 3 clusters Score: Raw -8259709.855075 + Penalty 3646.927599 = -8256062.927476 nChanged 4093 SP:Iteration 11F (5599.703358 sec): 3 clusters Score: Raw -8263124.921054 + Penalty 3646.927599 = -8259477.993455 nChanged 2811 SP:Iteration 12Q (5599.850815 sec): 3 clusters Score: Raw -8265450.963084 + Penalty 3646.927599 = -8261804.035485 nChanged 1567 SP:Iteration 13Q (5599.984796 sec): 3 clusters Score: Raw -8266697.966873 + Penalty 3646.927599 = -8263051.039274 nChanged 752 SP:Iteration 14Q (5600.134915 sec): 3 clusters Score: Raw -8267274.918820 + Penalty 3646.927599 = -8263627.991221 nChanged 379 SP:Iteration 15Q (5600.290484 sec): 3 clusters Score: Raw -8267558.166285 + Penalty 3646.927599 = -8263911.238686 nChanged 186 SP:Iteration 16Q (5600.440237 sec): 3 clusters Score: Raw -8267706.205204 + Penalty 3646.927599 = -8264059.277605 nChanged 105 SP:Iteration 17Q (5600.575964 sec): 3 clusters Score: Raw -8267792.798543 + Penalty 3646.927599 = -8264145.870944 nChanged 70 SP:Iteration 18Q (5600.715564 sec): 3 clusters Score: Raw -8267837.426917 + Penalty 3646.927599 = -8264190.499318 nChanged 39 SP:Iteration 19Q (5600.857429 sec): 3 clusters Score: Raw -8267865.700609 + Penalty 3646.927599 = -8264218.773010 nChanged 29 SP:Iteration 20F (5601.031656 sec): 3 clusters Score: Raw -8267884.174095 + Penalty 3646.927599 = -8264237.246496 nChanged 15 SP:Iteration 21Q (5601.172183 sec): 3 clusters Score: Raw -8267896.020440 + Penalty 3646.927599 = -8264249.092841 nChanged 18 SP:Iteration 22Q (5601.283913 sec): 3 clusters Score: Raw -8267908.575529 + Penalty 3646.927599 = -8264261.647930 nChanged 21 SP:Iteration 23Q (5601.410722 sec): 3 clusters Score: Raw -8267924.703325 + Penalty 3646.927599 = -8264277.775726 nChanged 13 SP:Iteration 24Q (5601.558331 sec): 3 clusters Score: Raw -8267936.061382 + Penalty 3646.927599 = -8264289.133783 nChanged 13 SP:Iteration 25Q (5601.692936 sec): 3 clusters Score: Raw -8267946.916714 + Penalty 3646.927599 = -8264299.989115 nChanged 16 SP:Iteration 26Q (5601.827066 sec): 3 clusters Score: Raw -8267961.022167 + Penalty 3646.927599 = -8264314.094568 nChanged 10 SP:Iteration 27Q (5601.973004 sec): 3 clusters Score: Raw -8267969.572163 + Penalty 3646.927599 = -8264322.644564 nChanged 8 SP:Iteration 28Q (5602.113915 sec): 3 clusters Score: Raw -8267976.948932 + Penalty 3646.927599 = -8264330.021333 nChanged 9 SP:Iteration 29Q (5602.249464 sec): 3 clusters Score: Raw -8267983.625934 + Penalty 3646.927599 = -8264336.698335 nChanged 9 SP:Iteration 30Q (5602.378158 sec): 3 clusters Score: Raw -8267990.994135 + Penalty 3646.927599 = -8264344.066536 nChanged 5 SP:Iteration 31Q (5602.515959 sec): 3 clusters Score: Raw -8267993.837776 + Penalty 3646.927599 = -8264346.910177 nChanged 1 SP:Iteration 32Q (5602.639238 sec): 3 clusters Score: Raw -8267994.853251 + Penalty 3646.927599 = -8264347.925652 nChanged 2 SP:Iteration 33Q (5602.772732 sec): 3 clusters Score: Raw -8267995.460541 + Penalty 3646.927599 = -8264348.532942 nChanged 1 SP:Iteration 34Q (5602.895272 sec): 3 clusters Score: Raw -8267995.843578 + Penalty 3646.927599 = -8264348.915979 nChanged 0 SP:Iteration 35F (5603.050861 sec): 3 clusters Score: Raw -8267995.843578 + Penalty 3646.927599 = -8264348.915979 nChanged 0 Trying to split cluster 7 (13887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5603.099833 sec): 2 clusters Score: Raw -1589742.946146 + Penalty 1550.040120 = -1588192.906027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5603.165085 sec): 3 clusters Score: Raw -1581572.761562 + Penalty 3100.080240 = -1578472.681322 nChanged 6172 SP:Iteration 1F (5603.232766 sec): 3 clusters Score: Raw -1584953.694965 + Penalty 3100.080240 = -1581853.614725 nChanged 823 SP:Iteration 2F (5603.287038 sec): 3 clusters Score: Raw -1585295.337948 + Penalty 3100.080240 = -1582195.257708 nChanged 670 SP:Iteration 3Q (5603.353416 sec): 3 clusters Score: Raw -1585581.816648 + Penalty 3100.080240 = -1582481.736408 nChanged 634 SP:Iteration 4Q (5603.422665 sec): 3 clusters Score: Raw -1585880.504114 + Penalty 3100.080240 = -1582780.423874 nChanged 658 SP:Iteration 5Q (5603.478949 sec): 3 clusters Score: Raw -1586203.847538 + Penalty 3100.080240 = -1583103.767299 nChanged 651 SP:Iteration 6Q (5603.554196 sec): 3 clusters Score: Raw -1586550.446043 + Penalty 3100.080240 = -1583450.365803 nChanged 670 SP:Iteration 7Q (5603.619745 sec): 3 clusters Score: Raw -1586936.261950 + Penalty 3100.080240 = -1583836.181710 nChanged 670 SP:Iteration 8Q (5603.680855 sec): 3 clusters Score: Raw -1587364.335075 + Penalty 3100.080240 = -1584264.254836 nChanged 705 SP:Iteration 9F (5603.755073 sec): 3 clusters Score: Raw -1587813.813280 + Penalty 3100.080240 = -1584713.733040 nChanged 636 SP:Iteration 10Q (5603.821897 sec): 3 clusters Score: Raw -1588211.870195 + Penalty 3100.080240 = -1585111.789955 nChanged 547 SP:Iteration 11Q (5603.890740 sec): 3 clusters Score: Raw -1588522.025396 + Penalty 3100.080240 = -1585421.945156 nChanged 475 SP:Iteration 12Q (5603.948490 sec): 3 clusters Score: Raw -1588772.852034 + Penalty 3100.080240 = -1585672.771794 nChanged 384 SP:Iteration 13Q (5604.014051 sec): 3 clusters Score: Raw -1588965.601086 + Penalty 3100.080240 = -1585865.520846 nChanged 327 SP:Iteration 14Q (5604.080955 sec): 3 clusters Score: Raw -1589129.121505 + Penalty 3100.080240 = -1586029.041265 nChanged 277 SP:Iteration 15Q (5604.157551 sec): 3 clusters Score: Raw -1589246.049702 + Penalty 3100.080240 = -1586145.969462 nChanged 215 SP:Iteration 16Q (5604.224404 sec): 3 clusters Score: Raw -1589331.219632 + Penalty 3100.080240 = -1586231.139393 nChanged 195 SP:Iteration 17Q (5604.289624 sec): 3 clusters Score: Raw -1589409.359251 + Penalty 3100.080240 = -1586309.279011 nChanged 178 SP:Iteration 18Q (5604.360813 sec): 3 clusters Score: Raw -1589473.362049 + Penalty 3100.080240 = -1586373.281809 nChanged 145 SP:Iteration 19Q (5604.432059 sec): 3 clusters Score: Raw -1589521.626783 + Penalty 3100.080240 = -1586421.546544 nChanged 137 SP:Iteration 20F (5604.501993 sec): 3 clusters Score: Raw -1589567.630655 + Penalty 3100.080240 = -1586467.550415 nChanged 136 SP:Iteration 21Q (5604.562070 sec): 3 clusters Score: Raw -1589609.374200 + Penalty 3100.080240 = -1586509.293960 nChanged 115 SP:Iteration 22Q (5604.640052 sec): 3 clusters Score: Raw -1589648.917330 + Penalty 3100.080240 = -1586548.837090 nChanged 121 SP:Iteration 23Q (5604.705976 sec): 3 clusters Score: Raw -1589693.459103 + Penalty 3100.080240 = -1586593.378863 nChanged 124 SP:Iteration 24Q (5604.772707 sec): 3 clusters Score: Raw -1589740.096337 + Penalty 3100.080240 = -1586640.016097 nChanged 116 SP:Iteration 25Q (5604.832690 sec): 3 clusters Score: Raw -1589780.324814 + Penalty 3100.080240 = -1586680.244574 nChanged 99 SP:Iteration 26Q (5604.899469 sec): 3 clusters Score: Raw -1589813.565413 + Penalty 3100.080240 = -1586713.485174 nChanged 87 SP:Iteration 27Q (5604.970264 sec): 3 clusters Score: Raw -1589841.295051 + Penalty 3100.080240 = -1586741.214812 nChanged 82 SP:Iteration 28Q (5605.027850 sec): 3 clusters Score: Raw -1589872.322610 + Penalty 3100.080240 = -1586772.242370 nChanged 83 SP:Iteration 29Q (5605.094803 sec): 3 clusters Score: Raw -1589901.349140 + Penalty 3100.080240 = -1586801.268900 nChanged 66 SP:Iteration 30Q (5605.162595 sec): 3 clusters Score: Raw -1589923.192848 + Penalty 3100.080240 = -1586823.112608 nChanged 58 SP:Iteration 31Q (5605.217800 sec): 3 clusters Score: Raw -1589938.318023 + Penalty 3100.080240 = -1586838.237784 nChanged 53 SP:Iteration 32Q (5605.278138 sec): 3 clusters Score: Raw -1589952.392799 + Penalty 3100.080240 = -1586852.312559 nChanged 47 SP:Iteration 33Q (5605.352507 sec): 3 clusters Score: Raw -1589965.238443 + Penalty 3100.080240 = -1586865.158203 nChanged 48 SP:Iteration 34Q (5605.410889 sec): 3 clusters Score: Raw -1589976.877497 + Penalty 3100.080240 = -1586876.797257 nChanged 35 SP:Iteration 35Q (5605.472900 sec): 3 clusters Score: Raw -1589982.914611 + Penalty 3100.080240 = -1586882.834371 nChanged 20 SP:Iteration 36Q (5605.540168 sec): 3 clusters Score: Raw -1589985.492127 + Penalty 3100.080240 = -1586885.411888 nChanged 15 SP:Iteration 37Q (5605.607745 sec): 3 clusters Score: Raw -1589987.600145 + Penalty 3100.080240 = -1586887.519905 nChanged 12 SP:Iteration 38Q (5605.683779 sec): 3 clusters Score: Raw -1589989.646231 + Penalty 3100.080240 = -1586889.565991 nChanged 12 SP:Iteration 39Q (5605.746611 sec): 3 clusters Score: Raw -1589991.233814 + Penalty 3100.080240 = -1586891.153574 nChanged 6 SP:Iteration 40F (5605.806118 sec): 3 clusters Score: Raw -1589992.121565 + Penalty 3100.080240 = -1586892.041325 nChanged 4 SP:Iteration 41Q (5605.869657 sec): 3 clusters Score: Raw -1589992.645252 + Penalty 3100.080240 = -1586892.565013 nChanged 4 SP:Iteration 42Q (5605.934746 sec): 3 clusters Score: Raw -1589993.164621 + Penalty 3100.080240 = -1586893.084382 nChanged 2 SP:Iteration 43Q (5605.998740 sec): 3 clusters Score: Raw -1589993.403603 + Penalty 3100.080240 = -1586893.323363 nChanged 4 SP:Iteration 44Q (5606.064005 sec): 3 clusters Score: Raw -1589993.920969 + Penalty 3100.080240 = -1586893.840729 nChanged 5 SP:Iteration 45Q (5606.130827 sec): 3 clusters Score: Raw -1589994.698736 + Penalty 3100.080240 = -1586894.618497 nChanged 2 SP:Iteration 46Q (5606.197162 sec): 3 clusters Score: Raw -1589994.834497 + Penalty 3100.080240 = -1586894.754257 nChanged 1 SP:Iteration 47Q (5606.264349 sec): 3 clusters Score: Raw -1589995.046199 + Penalty 3100.080240 = -1586894.965959 nChanged 1 SP:Iteration 48Q (5606.330719 sec): 3 clusters Score: Raw -1589995.231149 + Penalty 3100.080240 = -1586895.150909 nChanged 2 SP:Iteration 49Q (5606.395380 sec): 3 clusters Score: Raw -1589995.697786 + Penalty 3100.080240 = -1586895.617546 nChanged 7 SP:Iteration 50Q (5606.462060 sec): 3 clusters Score: Raw -1589996.902937 + Penalty 3100.080240 = -1586896.822698 nChanged 7 SP:Iteration 51Q (5606.529093 sec): 3 clusters Score: Raw -1589997.562702 + Penalty 3100.080240 = -1586897.482462 nChanged 8 SP:Iteration 52Q (5606.595785 sec): 3 clusters Score: Raw -1589998.709234 + Penalty 3100.080240 = -1586898.628995 nChanged 5 SP:Iteration 53Q (5606.659382 sec): 3 clusters Score: Raw -1589999.306854 + Penalty 3100.080240 = -1586899.226614 nChanged 4 SP:Iteration 54Q (5606.726760 sec): 3 clusters Score: Raw -1589999.700597 + Penalty 3100.080240 = -1586899.620357 nChanged 2 SP:Iteration 55Q (5606.782225 sec): 3 clusters Score: Raw -1589999.986104 + Penalty 3100.080240 = -1586899.905864 nChanged 3 SP:Iteration 56Q (5606.850475 sec): 3 clusters Score: Raw -1590001.162708 + Penalty 3100.080240 = -1586901.082469 nChanged 5 SP:Iteration 57Q (5606.906717 sec): 3 clusters Score: Raw -1590002.017856 + Penalty 3100.080240 = -1586901.937617 nChanged 4 SP:Iteration 58Q (5606.972422 sec): 3 clusters Score: Raw -1590003.058460 + Penalty 3100.080240 = -1586902.978220 nChanged 6 SP:Iteration 59Q (5607.036470 sec): 3 clusters Score: Raw -1590003.547899 + Penalty 3100.080240 = -1586903.467659 nChanged 2 SP:Iteration 60F (5607.098367 sec): 3 clusters Score: Raw -1590003.723688 + Penalty 3100.080240 = -1586903.643448 nChanged 2 SP:Iteration 61Q (5607.157511 sec): 3 clusters Score: Raw -1590003.894240 + Penalty 3100.080240 = -1586903.814000 nChanged 2 SP:Iteration 62Q (5607.234646 sec): 3 clusters Score: Raw -1590004.143097 + Penalty 3100.080240 = -1586904.062857 nChanged 2 SP:Iteration 63Q (5607.294034 sec): 3 clusters Score: Raw -1590004.432532 + Penalty 3100.080240 = -1586904.352293 nChanged 3 SP:Iteration 64Q (5607.354439 sec): 3 clusters Score: Raw -1590005.266671 + Penalty 3100.080240 = -1586905.186431 nChanged 7 SP:Iteration 65Q (5607.420857 sec): 3 clusters Score: Raw -1590007.438644 + Penalty 3100.080240 = -1586907.358405 nChanged 11 SP:Iteration 66Q (5607.488204 sec): 3 clusters Score: Raw -1590009.672780 + Penalty 3100.080240 = -1586909.592540 nChanged 9 SP:Iteration 67Q (5607.550544 sec): 3 clusters Score: Raw -1590011.314463 + Penalty 3100.080240 = -1586911.234223 nChanged 9 SP:Iteration 68Q (5607.628826 sec): 3 clusters Score: Raw -1590012.617573 + Penalty 3100.080240 = -1586912.537334 nChanged 6 SP:Iteration 69Q (5607.696567 sec): 3 clusters Score: Raw -1590013.896016 + Penalty 3100.080240 = -1586913.815777 nChanged 12 SP:Iteration 70Q (5607.758940 sec): 3 clusters Score: Raw -1590016.429706 + Penalty 3100.080240 = -1586916.349466 nChanged 18 SP:Iteration 71Q (5607.826511 sec): 3 clusters Score: Raw -1590019.680323 + Penalty 3100.080240 = -1586919.600084 nChanged 10 SP:Iteration 72Q (5607.888069 sec): 3 clusters Score: Raw -1590020.908276 + Penalty 3100.080240 = -1586920.828037 nChanged 8 SP:Iteration 73Q (5607.944562 sec): 3 clusters Score: Raw -1590022.862538 + Penalty 3100.080240 = -1586922.782299 nChanged 13 SP:Iteration 74Q (5608.004558 sec): 3 clusters Score: Raw -1590025.960795 + Penalty 3100.080240 = -1586925.880555 nChanged 10 SP:Iteration 75Q (5608.075397 sec): 3 clusters Score: Raw -1590027.644148 + Penalty 3100.080240 = -1586927.563908 nChanged 10 SP:Iteration 76Q (5608.143769 sec): 3 clusters Score: Raw -1590029.470004 + Penalty 3100.080240 = -1586929.389764 nChanged 10 SP:Iteration 77Q (5608.201700 sec): 3 clusters Score: Raw -1590031.462279 + Penalty 3100.080240 = -1586931.382040 nChanged 8 SP:Iteration 78Q (5608.264346 sec): 3 clusters Score: Raw -1590032.745698 + Penalty 3100.080240 = -1586932.665458 nChanged 6 SP:Iteration 79Q (5608.329232 sec): 3 clusters Score: Raw -1590033.486766 + Penalty 3100.080240 = -1586933.406526 nChanged 6 SP:Iteration 80F (5608.396249 sec): 3 clusters Score: Raw -1590034.378698 + Penalty 3100.080240 = -1586934.298458 nChanged 7 SP:Iteration 81Q (5608.472221 sec): 3 clusters Score: Raw -1590035.326738 + Penalty 3100.080240 = -1586935.246498 nChanged 5 SP:Iteration 82Q (5608.529304 sec): 3 clusters Score: Raw -1590037.039581 + Penalty 3100.080240 = -1586936.959341 nChanged 10 SP:Iteration 83Q (5608.601133 sec): 3 clusters Score: Raw -1590039.016765 + Penalty 3100.080240 = -1586938.936525 nChanged 7 SP:Iteration 84Q (5608.656535 sec): 3 clusters Score: Raw -1590040.035986 + Penalty 3100.080240 = -1586939.955746 nChanged 6 SP:Iteration 85Q (5608.719815 sec): 3 clusters Score: Raw -1590040.863192 + Penalty 3100.080240 = -1586940.782952 nChanged 4 SP:Iteration 86Q (5608.796903 sec): 3 clusters Score: Raw -1590041.644733 + Penalty 3100.080240 = -1586941.564493 nChanged 3 SP:Iteration 87Q (5608.864373 sec): 3 clusters Score: Raw -1590042.627458 + Penalty 3100.080240 = -1586942.547218 nChanged 7 SP:Iteration 88Q (5608.931049 sec): 3 clusters Score: Raw -1590043.799473 + Penalty 3100.080240 = -1586943.719233 nChanged 2 SP:Iteration 89Q (5608.984049 sec): 3 clusters Score: Raw -1590044.072537 + Penalty 3100.080240 = -1586943.992297 nChanged 2 SP:Iteration 90Q (5609.057600 sec): 3 clusters Score: Raw -1590044.316505 + Penalty 3100.080240 = -1586944.236266 nChanged 3 SP:Iteration 91Q (5609.124769 sec): 3 clusters Score: Raw -1590044.573464 + Penalty 3100.080240 = -1586944.493224 nChanged 3 SP:Iteration 92Q (5609.193662 sec): 3 clusters Score: Raw -1590045.446580 + Penalty 3100.080240 = -1586945.366340 nChanged 2 SP:Iteration 93Q (5609.252959 sec): 3 clusters Score: Raw -1590046.308790 + Penalty 3100.080240 = -1586946.228550 nChanged 6 SP:Iteration 94Q (5609.329300 sec): 3 clusters Score: Raw -1590047.308757 + Penalty 3100.080240 = -1586947.228518 nChanged 4 SP:Iteration 95Q (5609.387366 sec): 3 clusters Score: Raw -1590048.775535 + Penalty 3100.080240 = -1586948.695296 nChanged 8 SP:Iteration 96Q (5609.449942 sec): 3 clusters Score: Raw -1590050.663516 + Penalty 3100.080240 = -1586950.583277 nChanged 4 SP:Iteration 97Q (5609.511299 sec): 3 clusters Score: Raw -1590051.812323 + Penalty 3100.080240 = -1586951.732083 nChanged 4 SP:Iteration 98Q (5609.579046 sec): 3 clusters Score: Raw -1590053.445179 + Penalty 3100.080240 = -1586953.364940 nChanged 6 SP:Iteration 99Q (5609.656870 sec): 3 clusters Score: Raw -1590054.365419 + Penalty 3100.080240 = -1586954.285179 nChanged 5 SP:Iteration 100F (5609.726378 sec): 3 clusters Score: Raw -1590054.921381 + Penalty 3100.080240 = -1586954.841142 nChanged 2 SP:Iteration 101Q (5609.767755 sec): 3 clusters Score: Raw -1590055.140564 + Penalty 3100.080240 = -1586955.060325 nChanged 1 SP:Iteration 102Q (5609.839553 sec): 3 clusters Score: Raw -1590055.207340 + Penalty 3100.080240 = -1586955.127100 nChanged 1 SP:Iteration 103Q (5609.909603 sec): 3 clusters Score: Raw -1590055.315712 + Penalty 3100.080240 = -1586955.235472 nChanged 0 SP:Iteration 104F (5609.968955 sec): 3 clusters Score: Raw -1590055.315712 + Penalty 3100.080240 = -1586955.235472 nChanged 0 Trying to split cluster 8 (19117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5610.015439 sec): 2 clusters Score: Raw -2173999.313901 + Penalty 1601.979156 = -2172397.334744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5610.103505 sec): 3 clusters Score: Raw -2162609.396072 + Penalty 3203.958313 = -2159405.437759 nChanged 8621 SP:Iteration 1F (5610.174353 sec): 3 clusters Score: Raw -2167433.916717 + Penalty 3203.958313 = -2164229.958404 nChanged 1042 SP:Iteration 2F (5610.244910 sec): 3 clusters Score: Raw -2167832.432261 + Penalty 3203.958313 = -2164628.473948 nChanged 955 SP:Iteration 3Q (5610.326776 sec): 3 clusters Score: Raw -2168234.997278 + Penalty 3203.958313 = -2165031.038965 nChanged 906 SP:Iteration 4Q (5610.405851 sec): 3 clusters Score: Raw -2168640.765952 + Penalty 3203.958313 = -2165436.807639 nChanged 866 SP:Iteration 5Q (5610.490430 sec): 3 clusters Score: Raw -2169058.258739 + Penalty 3203.958313 = -2165854.300426 nChanged 899 SP:Iteration 6Q (5610.565700 sec): 3 clusters Score: Raw -2169521.384615 + Penalty 3203.958313 = -2166317.426303 nChanged 907 SP:Iteration 7Q (5610.644934 sec): 3 clusters Score: Raw -2170065.823948 + Penalty 3203.958313 = -2166861.865635 nChanged 904 SP:Iteration 8Q (5610.728418 sec): 3 clusters Score: Raw -2170693.719515 + Penalty 3203.958313 = -2167489.761202 nChanged 919 SP:Iteration 9Q (5610.798514 sec): 3 clusters Score: Raw -2171368.618935 + Penalty 3203.958313 = -2168164.660623 nChanged 805 SP:Iteration 10Q (5610.870803 sec): 3 clusters Score: Raw -2171912.519820 + Penalty 3203.958313 = -2168708.561507 nChanged 704 SP:Iteration 11Q (5610.948648 sec): 3 clusters Score: Raw -2172335.169465 + Penalty 3203.958313 = -2169131.211152 nChanged 573 SP:Iteration 12Q (5611.014417 sec): 3 clusters Score: Raw -2172690.895165 + Penalty 3203.958313 = -2169486.936853 nChanged 483 SP:Iteration 13Q (5611.090013 sec): 3 clusters Score: Raw -2172996.998411 + Penalty 3203.958313 = -2169793.040098 nChanged 426 SP:Iteration 14Q (5611.165852 sec): 3 clusters Score: Raw -2173258.084136 + Penalty 3203.958313 = -2170054.125823 nChanged 345 SP:Iteration 15Q (5611.233613 sec): 3 clusters Score: Raw -2173428.468353 + Penalty 3203.958313 = -2170224.510040 nChanged 291 SP:Iteration 16Q (5611.309650 sec): 3 clusters Score: Raw -2173570.302519 + Penalty 3203.958313 = -2170366.344206 nChanged 243 SP:Iteration 17Q (5611.376614 sec): 3 clusters Score: Raw -2173678.575691 + Penalty 3203.958313 = -2170474.617378 nChanged 208 SP:Iteration 18Q (5611.447245 sec): 3 clusters Score: Raw -2173788.455069 + Penalty 3203.958313 = -2170584.496756 nChanged 205 SP:Iteration 19Q (5611.519793 sec): 3 clusters Score: Raw -2173892.975346 + Penalty 3203.958313 = -2170689.017033 nChanged 175 SP:Iteration 20F (5611.608347 sec): 3 clusters Score: Raw -2173980.048933 + Penalty 3203.958313 = -2170776.090621 nChanged 161 SP:Iteration 21Q (5611.684249 sec): 3 clusters Score: Raw -2174052.354160 + Penalty 3203.958313 = -2170848.395847 nChanged 131 SP:Iteration 22Q (5611.761551 sec): 3 clusters Score: Raw -2174109.641339 + Penalty 3203.958313 = -2170905.683026 nChanged 137 SP:Iteration 23Q (5611.839072 sec): 3 clusters Score: Raw -2174177.133257 + Penalty 3203.958313 = -2170973.174944 nChanged 127 SP:Iteration 24Q (5611.915053 sec): 3 clusters Score: Raw -2174223.914943 + Penalty 3203.958313 = -2171019.956630 nChanged 107 SP:Iteration 25Q (5611.990765 sec): 3 clusters Score: Raw -2174263.487443 + Penalty 3203.958313 = -2171059.529130 nChanged 73 SP:Iteration 26Q (5612.066976 sec): 3 clusters Score: Raw -2174288.889327 + Penalty 3203.958313 = -2171084.931014 nChanged 48 SP:Iteration 27Q (5612.142265 sec): 3 clusters Score: Raw -2174304.532852 + Penalty 3203.958313 = -2171100.574539 nChanged 47 SP:Iteration 28Q (5612.217413 sec): 3 clusters Score: Raw -2174319.828349 + Penalty 3203.958313 = -2171115.870037 nChanged 40 SP:Iteration 29Q (5612.292608 sec): 3 clusters Score: Raw -2174330.519866 + Penalty 3203.958313 = -2171126.561553 nChanged 29 SP:Iteration 30Q (5612.364583 sec): 3 clusters Score: Raw -2174337.913396 + Penalty 3203.958313 = -2171133.955083 nChanged 24 SP:Iteration 31Q (5612.440028 sec): 3 clusters Score: Raw -2174343.301383 + Penalty 3203.958313 = -2171139.343070 nChanged 19 SP:Iteration 32Q (5612.515473 sec): 3 clusters Score: Raw -2174350.700981 + Penalty 3203.958313 = -2171146.742668 nChanged 21 SP:Iteration 33Q (5612.579017 sec): 3 clusters Score: Raw -2174356.156907 + Penalty 3203.958313 = -2171152.198594 nChanged 19 SP:Iteration 34Q (5612.663546 sec): 3 clusters Score: Raw -2174361.973789 + Penalty 3203.958313 = -2171158.015476 nChanged 23 SP:Iteration 35Q (5612.739203 sec): 3 clusters Score: Raw -2174369.341480 + Penalty 3203.958313 = -2171165.383167 nChanged 21 SP:Iteration 36Q (5612.811063 sec): 3 clusters Score: Raw -2174375.490561 + Penalty 3203.958313 = -2171171.532248 nChanged 18 SP:Iteration 37Q (5612.886542 sec): 3 clusters Score: Raw -2174380.757705 + Penalty 3203.958313 = -2171176.799392 nChanged 18 SP:Iteration 38Q (5612.960310 sec): 3 clusters Score: Raw -2174384.668246 + Penalty 3203.958313 = -2171180.709933 nChanged 15 SP:Iteration 39Q (5613.020981 sec): 3 clusters Score: Raw -2174388.802156 + Penalty 3203.958313 = -2171184.843843 nChanged 17 SP:Iteration 40F (5613.095108 sec): 3 clusters Score: Raw -2174392.961128 + Penalty 3203.958313 = -2171189.002815 nChanged 17 SP:Iteration 41Q (5613.164445 sec): 3 clusters Score: Raw -2174397.769541 + Penalty 3203.958313 = -2171193.811228 nChanged 19 SP:Iteration 42Q (5613.240688 sec): 3 clusters Score: Raw -2174403.481402 + Penalty 3203.958313 = -2171199.523089 nChanged 17 SP:Iteration 43Q (5613.314379 sec): 3 clusters Score: Raw -2174407.491098 + Penalty 3203.958313 = -2171203.532785 nChanged 14 SP:Iteration 44Q (5613.384514 sec): 3 clusters Score: Raw -2174410.798803 + Penalty 3203.958313 = -2171206.840490 nChanged 13 SP:Iteration 45Q (5613.453053 sec): 3 clusters Score: Raw -2174413.899271 + Penalty 3203.958313 = -2171209.940958 nChanged 10 SP:Iteration 46Q (5613.529430 sec): 3 clusters Score: Raw -2174416.184789 + Penalty 3203.958313 = -2171212.226476 nChanged 10 SP:Iteration 47Q (5613.603717 sec): 3 clusters Score: Raw -2174417.948310 + Penalty 3203.958313 = -2171213.989997 nChanged 4 SP:Iteration 48Q (5613.678191 sec): 3 clusters Score: Raw -2174418.452553 + Penalty 3203.958313 = -2171214.494240 nChanged 3 SP:Iteration 49Q (5613.730853 sec): 3 clusters Score: Raw -2174419.071537 + Penalty 3203.958313 = -2171215.113225 nChanged 7 SP:Iteration 50Q (5613.766526 sec): 3 clusters Score: Raw -2174421.167208 + Penalty 3203.958313 = -2171217.208895 nChanged 12 SP:Iteration 51Q (5613.804243 sec): 3 clusters Score: Raw -2174425.636919 + Penalty 3203.958313 = -2171221.678606 nChanged 11 SP:Iteration 52Q (5613.841899 sec): 3 clusters Score: Raw -2174429.442772 + Penalty 3203.958313 = -2171225.484459 nChanged 11 SP:Iteration 53Q (5613.879411 sec): 3 clusters Score: Raw -2174432.249403 + Penalty 3203.958313 = -2171228.291090 nChanged 7 SP:Iteration 54Q (5613.918069 sec): 3 clusters Score: Raw -2174434.175189 + Penalty 3203.958313 = -2171230.216877 nChanged 11 SP:Iteration 55Q (5613.955626 sec): 3 clusters Score: Raw -2174436.244911 + Penalty 3203.958313 = -2171232.286598 nChanged 7 SP:Iteration 56Q (5613.992896 sec): 3 clusters Score: Raw -2174438.841885 + Penalty 3203.958313 = -2171234.883572 nChanged 9 SP:Iteration 57Q (5614.030422 sec): 3 clusters Score: Raw -2174440.795975 + Penalty 3203.958313 = -2171236.837662 nChanged 10 SP:Iteration 58Q (5614.067861 sec): 3 clusters Score: Raw -2174442.559103 + Penalty 3203.958313 = -2171238.600790 nChanged 5 SP:Iteration 59Q (5614.105442 sec): 3 clusters Score: Raw -2174443.260236 + Penalty 3203.958313 = -2171239.301923 nChanged 0 SP:Iteration 60F (5614.148811 sec): 3 clusters Score: Raw -2174443.260236 + Penalty 3203.958313 = -2171239.301923 nChanged 0 Trying to split cluster 9 (25823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5614.195986 sec): 2 clusters Score: Raw -2938418.245854 + Penalty 1650.840888 = -2936767.404966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5614.292035 sec): 3 clusters Score: Raw -2922543.486932 + Penalty 3301.681775 = -2919241.805157 nChanged 11876 SP:Iteration 1F (5614.382996 sec): 3 clusters Score: Raw -2929051.390529 + Penalty 3301.681775 = -2925749.708754 nChanged 1193 SP:Iteration 2Q (5614.445946 sec): 3 clusters Score: Raw -2929464.424594 + Penalty 3301.681775 = -2926162.742819 nChanged 1134 SP:Iteration 3Q (5614.512861 sec): 3 clusters Score: Raw -2929912.425644 + Penalty 3301.681775 = -2926610.743869 nChanged 1120 SP:Iteration 4Q (5614.592625 sec): 3 clusters Score: Raw -2930336.336221 + Penalty 3301.681775 = -2927034.654446 nChanged 1010 SP:Iteration 5Q (5614.688668 sec): 3 clusters Score: Raw -2930780.467065 + Penalty 3301.681775 = -2927478.785290 nChanged 1074 SP:Iteration 6Q (5614.776287 sec): 3 clusters Score: Raw -2931275.777348 + Penalty 3301.681775 = -2927974.095573 nChanged 1100 SP:Iteration 7Q (5614.864113 sec): 3 clusters Score: Raw -2931856.409009 + Penalty 3301.681775 = -2928554.727233 nChanged 1204 SP:Iteration 8Q (5614.961792 sec): 3 clusters Score: Raw -2932526.835067 + Penalty 3301.681775 = -2929225.153292 nChanged 1207 SP:Iteration 9Q (5615.047303 sec): 3 clusters Score: Raw -2933234.100683 + Penalty 3301.681775 = -2929932.418908 nChanged 1188 SP:Iteration 10Q (5615.127208 sec): 3 clusters Score: Raw -2933917.339917 + Penalty 3301.681775 = -2930615.658142 nChanged 1151 SP:Iteration 11Q (5615.215832 sec): 3 clusters Score: Raw -2934544.181464 + Penalty 3301.681775 = -2931242.499689 nChanged 1071 SP:Iteration 12Q (5615.292842 sec): 3 clusters Score: Raw -2935072.118986 + Penalty 3301.681775 = -2931770.437211 nChanged 884 SP:Iteration 13Q (5615.375191 sec): 3 clusters Score: Raw -2935448.831133 + Penalty 3301.681775 = -2932147.149358 nChanged 715 SP:Iteration 14Q (5615.460853 sec): 3 clusters Score: Raw -2935703.528793 + Penalty 3301.681775 = -2932401.847018 nChanged 557 SP:Iteration 15Q (5615.546492 sec): 3 clusters Score: Raw -2935859.635450 + Penalty 3301.681775 = -2932557.953675 nChanged 396 SP:Iteration 16Q (5615.630054 sec): 3 clusters Score: Raw -2935948.673297 + Penalty 3301.681775 = -2932646.991522 nChanged 329 SP:Iteration 17Q (5615.723020 sec): 3 clusters Score: Raw -2936017.669722 + Penalty 3301.681775 = -2932715.987947 nChanged 264 SP:Iteration 18Q (5615.786307 sec): 3 clusters Score: Raw -2936068.398024 + Penalty 3301.681775 = -2932766.716249 nChanged 222 SP:Iteration 19Q (5615.882853 sec): 3 clusters Score: Raw -2936106.172780 + Penalty 3301.681775 = -2932804.491005 nChanged 200 SP:Iteration 20F (5615.976375 sec): 3 clusters Score: Raw -2936138.823046 + Penalty 3301.681775 = -2932837.141271 nChanged 193 SP:Iteration 21Q (5616.057507 sec): 3 clusters Score: Raw -2936171.548769 + Penalty 3301.681775 = -2932869.866994 nChanged 206 SP:Iteration 22Q (5616.155622 sec): 3 clusters Score: Raw -2936207.357485 + Penalty 3301.681775 = -2932905.675710 nChanged 210 SP:Iteration 23Q (5616.245881 sec): 3 clusters Score: Raw -2936243.499864 + Penalty 3301.681775 = -2932941.818089 nChanged 210 SP:Iteration 24Q (5616.336378 sec): 3 clusters Score: Raw -2936279.638212 + Penalty 3301.681775 = -2932977.956437 nChanged 189 SP:Iteration 25Q (5616.425894 sec): 3 clusters Score: Raw -2936315.826845 + Penalty 3301.681775 = -2933014.145070 nChanged 192 SP:Iteration 26Q (5616.515919 sec): 3 clusters Score: Raw -2936351.928582 + Penalty 3301.681775 = -2933050.246807 nChanged 193 SP:Iteration 27Q (5616.598175 sec): 3 clusters Score: Raw -2936388.068532 + Penalty 3301.681775 = -2933086.386757 nChanged 201 SP:Iteration 28Q (5616.676556 sec): 3 clusters Score: Raw -2936424.860494 + Penalty 3301.681775 = -2933123.178719 nChanged 199 SP:Iteration 29Q (5616.764225 sec): 3 clusters Score: Raw -2936462.447920 + Penalty 3301.681775 = -2933160.766145 nChanged 199 SP:Iteration 30Q (5616.858741 sec): 3 clusters Score: Raw -2936502.096761 + Penalty 3301.681775 = -2933200.414985 nChanged 221 SP:Iteration 31Q (5616.955211 sec): 3 clusters Score: Raw -2936547.747685 + Penalty 3301.681775 = -2933246.065910 nChanged 226 SP:Iteration 32Q (5617.044796 sec): 3 clusters Score: Raw -2936600.754690 + Penalty 3301.681775 = -2933299.072915 nChanged 255 SP:Iteration 33Q (5617.134227 sec): 3 clusters Score: Raw -2936671.704608 + Penalty 3301.681775 = -2933370.022833 nChanged 284 SP:Iteration 34Q (5617.223517 sec): 3 clusters Score: Raw -2936756.762717 + Penalty 3301.681775 = -2933455.080942 nChanged 320 SP:Iteration 35Q (5617.313546 sec): 3 clusters Score: Raw -2936864.210991 + Penalty 3301.681775 = -2933562.529216 nChanged 362 SP:Iteration 36Q (5617.401531 sec): 3 clusters Score: Raw -2937000.466042 + Penalty 3301.681775 = -2933698.784267 nChanged 373 SP:Iteration 37Q (5617.490491 sec): 3 clusters Score: Raw -2937150.903027 + Penalty 3301.681775 = -2933849.221252 nChanged 365 SP:Iteration 38Q (5617.578877 sec): 3 clusters Score: Raw -2937302.104474 + Penalty 3301.681775 = -2934000.422699 nChanged 362 SP:Iteration 39Q (5617.667581 sec): 3 clusters Score: Raw -2937451.935458 + Penalty 3301.681775 = -2934150.253683 nChanged 360 SP:Iteration 40F (5617.759608 sec): 3 clusters Score: Raw -2937603.486809 + Penalty 3301.681775 = -2934301.805034 nChanged 333 SP:Iteration 41Q (5617.846639 sec): 3 clusters Score: Raw -2937751.542492 + Penalty 3301.681775 = -2934449.860717 nChanged 285 SP:Iteration 42Q (5617.931575 sec): 3 clusters Score: Raw -2937889.644603 + Penalty 3301.681775 = -2934587.962828 nChanged 267 SP:Iteration 43Q (5618.014570 sec): 3 clusters Score: Raw -2938033.393986 + Penalty 3301.681775 = -2934731.712211 nChanged 254 SP:Iteration 44Q (5618.087834 sec): 3 clusters Score: Raw -2938176.854555 + Penalty 3301.681775 = -2934875.172779 nChanged 203 SP:Iteration 45Q (5618.168249 sec): 3 clusters Score: Raw -2938294.229673 + Penalty 3301.681775 = -2934992.547897 nChanged 161 SP:Iteration 46Q (5618.249931 sec): 3 clusters Score: Raw -2938385.876315 + Penalty 3301.681775 = -2935084.194540 nChanged 135 SP:Iteration 47Q (5618.316677 sec): 3 clusters Score: Raw -2938471.377827 + Penalty 3301.681775 = -2935169.696052 nChanged 113 SP:Iteration 48Q (5618.394621 sec): 3 clusters Score: Raw -2938540.240709 + Penalty 3301.681775 = -2935238.558934 nChanged 96 SP:Iteration 49Q (5618.472509 sec): 3 clusters Score: Raw -2938606.396473 + Penalty 3301.681775 = -2935304.714698 nChanged 76 SP:Iteration 50Q (5618.547550 sec): 3 clusters Score: Raw -2938652.222195 + Penalty 3301.681775 = -2935350.540420 nChanged 74 SP:Iteration 51Q (5618.622805 sec): 3 clusters Score: Raw -2938686.674108 + Penalty 3301.681775 = -2935384.992333 nChanged 52 SP:Iteration 52Q (5618.706960 sec): 3 clusters Score: Raw -2938710.479235 + Penalty 3301.681775 = -2935408.797460 nChanged 46 SP:Iteration 53Q (5618.778972 sec): 3 clusters Score: Raw -2938731.369466 + Penalty 3301.681775 = -2935429.687691 nChanged 34 SP:Iteration 54Q (5618.860212 sec): 3 clusters Score: Raw -2938745.623366 + Penalty 3301.681775 = -2935443.941591 nChanged 26 SP:Iteration 55Q (5618.937205 sec): 3 clusters Score: Raw -2938756.161429 + Penalty 3301.681775 = -2935454.479654 nChanged 21 SP:Iteration 56Q (5619.015987 sec): 3 clusters Score: Raw -2938765.874918 + Penalty 3301.681775 = -2935464.193143 nChanged 27 SP:Iteration 57Q (5619.093123 sec): 3 clusters Score: Raw -2938776.851957 + Penalty 3301.681775 = -2935475.170182 nChanged 27 SP:Iteration 58Q (5619.172830 sec): 3 clusters Score: Raw -2938787.229996 + Penalty 3301.681775 = -2935485.548221 nChanged 20 SP:Iteration 59Q (5619.252483 sec): 3 clusters Score: Raw -2938795.183948 + Penalty 3301.681775 = -2935493.502173 nChanged 17 SP:Iteration 60F (5619.328871 sec): 3 clusters Score: Raw -2938802.315797 + Penalty 3301.681775 = -2935500.634022 nChanged 11 SP:Iteration 61Q (5619.412131 sec): 3 clusters Score: Raw -2938806.159072 + Penalty 3301.681775 = -2935504.477297 nChanged 13 SP:Iteration 62Q (5619.488897 sec): 3 clusters Score: Raw -2938810.099483 + Penalty 3301.681775 = -2935508.417708 nChanged 6 SP:Iteration 63Q (5619.566087 sec): 3 clusters Score: Raw -2938811.899752 + Penalty 3301.681775 = -2935510.217977 nChanged 6 SP:Iteration 64Q (5619.646516 sec): 3 clusters Score: Raw -2938813.694093 + Penalty 3301.681775 = -2935512.012318 nChanged 2 SP:Iteration 65Q (5619.691152 sec): 3 clusters Score: Raw -2938814.822732 + Penalty 3301.681775 = -2935513.140957 nChanged 4 SP:Iteration 66Q (5619.772876 sec): 3 clusters Score: Raw -2938816.568340 + Penalty 3301.681775 = -2935514.886565 nChanged 6 SP:Iteration 67Q (5619.854103 sec): 3 clusters Score: Raw -2938819.051318 + Penalty 3301.681775 = -2935517.369543 nChanged 5 SP:Iteration 68Q (5619.938044 sec): 3 clusters Score: Raw -2938820.572920 + Penalty 3301.681775 = -2935518.891145 nChanged 6 SP:Iteration 69Q (5620.022424 sec): 3 clusters Score: Raw -2938823.655284 + Penalty 3301.681775 = -2935521.973509 nChanged 11 SP:Iteration 70Q (5620.113892 sec): 3 clusters Score: Raw -2938829.265834 + Penalty 3301.681775 = -2935527.584059 nChanged 10 SP:Iteration 71Q (5620.191909 sec): 3 clusters Score: Raw -2938833.567016 + Penalty 3301.681775 = -2935531.885241 nChanged 6 SP:Iteration 72Q (5620.259936 sec): 3 clusters Score: Raw -2938835.455709 + Penalty 3301.681775 = -2935533.773934 nChanged 5 SP:Iteration 73Q (5620.337878 sec): 3 clusters Score: Raw -2938837.219628 + Penalty 3301.681775 = -2935535.537853 nChanged 6 SP:Iteration 74Q (5620.418476 sec): 3 clusters Score: Raw -2938838.853248 + Penalty 3301.681775 = -2935537.171473 nChanged 5 SP:Iteration 75Q (5620.503061 sec): 3 clusters Score: Raw -2938840.062534 + Penalty 3301.681775 = -2935538.380759 nChanged 3 SP:Iteration 76Q (5620.573172 sec): 3 clusters Score: Raw -2938840.833978 + Penalty 3301.681775 = -2935539.152203 nChanged 5 SP:Iteration 77Q (5620.646398 sec): 3 clusters Score: Raw -2938842.051037 + Penalty 3301.681775 = -2935540.369262 nChanged 3 SP:Iteration 78Q (5620.727790 sec): 3 clusters Score: Raw -2938842.802422 + Penalty 3301.681775 = -2935541.120647 nChanged 3 SP:Iteration 79Q (5620.797568 sec): 3 clusters Score: Raw -2938843.302481 + Penalty 3301.681775 = -2935541.620706 nChanged 1 SP:Iteration 80F (5620.880994 sec): 3 clusters Score: Raw -2938843.793014 + Penalty 3301.681775 = -2935542.111239 nChanged 0 Trying to split cluster 10 (43782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5620.973287 sec): 2 clusters Score: Raw -4838263.385252 + Penalty 1736.633934 = -4836526.751318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5621.058133 sec): 3 clusters Score: Raw -4810719.028711 + Penalty 3473.267867 = -4807245.760844 nChanged 20360 SP:Iteration 1F (5621.173264 sec): 3 clusters Score: Raw -4822238.412504 + Penalty 3473.267867 = -4818765.144636 nChanged 1895 SP:Iteration 2Q (5621.297262 sec): 3 clusters Score: Raw -4822871.888989 + Penalty 3473.267867 = -4819398.621121 nChanged 1960 SP:Iteration 3Q (5621.435236 sec): 3 clusters Score: Raw -4823588.475504 + Penalty 3473.267867 = -4820115.207636 nChanged 2097 SP:Iteration 4Q (5621.558422 sec): 3 clusters Score: Raw -4824472.948317 + Penalty 3473.267867 = -4820999.680449 nChanged 2253 SP:Iteration 5F (5621.680570 sec): 3 clusters Score: Raw -4825558.638606 + Penalty 3473.267867 = -4822085.370738 nChanged 2344 SP:Iteration 6F (5621.798444 sec): 3 clusters Score: Raw -4826864.815040 + Penalty 3473.267867 = -4823391.547173 nChanged 2461 SP:Iteration 7F (5621.909459 sec): 3 clusters Score: Raw -4828451.866564 + Penalty 3473.267867 = -4824978.598697 nChanged 2454 SP:Iteration 8F (5622.024414 sec): 3 clusters Score: Raw -4830179.356346 + Penalty 3473.267867 = -4826706.088479 nChanged 2233 SP:Iteration 9F (5622.145218 sec): 3 clusters Score: Raw -4831639.068929 + Penalty 3473.267867 = -4828165.801062 nChanged 1766 SP:Iteration 10Q (5622.257046 sec): 3 clusters Score: Raw -4832548.747535 + Penalty 3473.267867 = -4829075.479667 nChanged 1297 SP:Iteration 11Q (5622.380426 sec): 3 clusters Score: Raw -4833040.600127 + Penalty 3473.267867 = -4829567.332260 nChanged 916 SP:Iteration 12Q (5622.484027 sec): 3 clusters Score: Raw -4833353.102942 + Penalty 3473.267867 = -4829879.835075 nChanged 734 SP:Iteration 13Q (5622.596330 sec): 3 clusters Score: Raw -4833596.886527 + Penalty 3473.267867 = -4830123.618660 nChanged 672 SP:Iteration 14Q (5622.710997 sec): 3 clusters Score: Raw -4833817.360237 + Penalty 3473.267867 = -4830344.092369 nChanged 668 SP:Iteration 15Q (5622.826085 sec): 3 clusters Score: Raw -4834028.787077 + Penalty 3473.267867 = -4830555.519210 nChanged 676 SP:Iteration 16Q (5622.941603 sec): 3 clusters Score: Raw -4834245.809610 + Penalty 3473.267867 = -4830772.541743 nChanged 665 SP:Iteration 17Q (5623.040996 sec): 3 clusters Score: Raw -4834478.918116 + Penalty 3473.267867 = -4831005.650248 nChanged 711 SP:Iteration 18Q (5623.152435 sec): 3 clusters Score: Raw -4834743.746699 + Penalty 3473.267867 = -4831270.478832 nChanged 713 SP:Iteration 19Q (5623.253031 sec): 3 clusters Score: Raw -4835008.164193 + Penalty 3473.267867 = -4831534.896325 nChanged 662 SP:Iteration 20F (5623.364182 sec): 3 clusters Score: Raw -4835266.873646 + Penalty 3473.267867 = -4831793.605779 nChanged 690 SP:Iteration 21Q (5623.473749 sec): 3 clusters Score: Raw -4835566.855003 + Penalty 3473.267867 = -4832093.587135 nChanged 713 SP:Iteration 22Q (5623.575655 sec): 3 clusters Score: Raw -4835913.369854 + Penalty 3473.267867 = -4832440.101987 nChanged 688 SP:Iteration 23Q (5623.682834 sec): 3 clusters Score: Raw -4836269.651453 + Penalty 3473.267867 = -4832796.383585 nChanged 626 SP:Iteration 24Q (5623.785099 sec): 3 clusters Score: Raw -4836589.976561 + Penalty 3473.267867 = -4833116.708694 nChanged 564 SP:Iteration 25Q (5623.901643 sec): 3 clusters Score: Raw -4836883.306017 + Penalty 3473.267867 = -4833410.038150 nChanged 499 SP:Iteration 26Q (5624.013607 sec): 3 clusters Score: Raw -4837140.267875 + Penalty 3473.267867 = -4833667.000008 nChanged 435 SP:Iteration 27Q (5624.132313 sec): 3 clusters Score: Raw -4837371.648891 + Penalty 3473.267867 = -4833898.381024 nChanged 369 SP:Iteration 28Q (5624.244311 sec): 3 clusters Score: Raw -4837576.704466 + Penalty 3473.267867 = -4834103.436599 nChanged 314 SP:Iteration 29Q (5624.352762 sec): 3 clusters Score: Raw -4837756.054425 + Penalty 3473.267867 = -4834282.786558 nChanged 266 SP:Iteration 30Q (5624.462549 sec): 3 clusters Score: Raw -4837920.260481 + Penalty 3473.267867 = -4834446.992614 nChanged 214 SP:Iteration 31Q (5624.572508 sec): 3 clusters Score: Raw -4838043.449032 + Penalty 3473.267867 = -4834570.181165 nChanged 167 SP:Iteration 32Q (5624.662491 sec): 3 clusters Score: Raw -4838131.198976 + Penalty 3473.267867 = -4834657.931108 nChanged 156 SP:Iteration 33Q (5624.762163 sec): 3 clusters Score: Raw -4838199.850381 + Penalty 3473.267867 = -4834726.582514 nChanged 115 SP:Iteration 34Q (5624.860283 sec): 3 clusters Score: Raw -4838247.007509 + Penalty 3473.267867 = -4834773.739641 nChanged 108 SP:Iteration 35Q (5624.968197 sec): 3 clusters Score: Raw -4838293.954599 + Penalty 3473.267867 = -4834820.686731 nChanged 89 SP:Iteration 36Q (5625.075566 sec): 3 clusters Score: Raw -4838324.138203 + Penalty 3473.267867 = -4834850.870336 nChanged 62 SP:Iteration 37Q (5625.184411 sec): 3 clusters Score: Raw -4838346.539842 + Penalty 3473.267867 = -4834873.271974 nChanged 59 SP:Iteration 38Q (5625.293451 sec): 3 clusters Score: Raw -4838364.670192 + Penalty 3473.267867 = -4834891.402325 nChanged 42 SP:Iteration 39Q (5625.402668 sec): 3 clusters Score: Raw -4838375.338996 + Penalty 3473.267867 = -4834902.071128 nChanged 37 SP:Iteration 40F (5625.521582 sec): 3 clusters Score: Raw -4838384.239875 + Penalty 3473.267867 = -4834910.972008 nChanged 25 SP:Iteration 41Q (5625.629999 sec): 3 clusters Score: Raw -4838391.921240 + Penalty 3473.267867 = -4834918.653373 nChanged 36 SP:Iteration 42Q (5625.738404 sec): 3 clusters Score: Raw -4838401.006952 + Penalty 3473.267867 = -4834927.739084 nChanged 32 SP:Iteration 43Q (5625.847658 sec): 3 clusters Score: Raw -4838409.810985 + Penalty 3473.267867 = -4834936.543118 nChanged 24 SP:Iteration 44Q (5625.957009 sec): 3 clusters Score: Raw -4838417.541114 + Penalty 3473.267867 = -4834944.273246 nChanged 21 SP:Iteration 45Q (5626.064407 sec): 3 clusters Score: Raw -4838423.696246 + Penalty 3473.267867 = -4834950.428379 nChanged 21 SP:Iteration 46Q (5626.172919 sec): 3 clusters Score: Raw -4838429.540872 + Penalty 3473.267867 = -4834956.273005 nChanged 30 SP:Iteration 47Q (5626.282126 sec): 3 clusters Score: Raw -4838435.894587 + Penalty 3473.267867 = -4834962.626720 nChanged 28 SP:Iteration 48Q (5626.390787 sec): 3 clusters Score: Raw -4838444.826422 + Penalty 3473.267867 = -4834971.558555 nChanged 34 SP:Iteration 49Q (5626.493373 sec): 3 clusters Score: Raw -4838455.470758 + Penalty 3473.267867 = -4834982.202891 nChanged 34 SP:Iteration 50Q (5626.601000 sec): 3 clusters Score: Raw -4838465.209667 + Penalty 3473.267867 = -4834991.941800 nChanged 22 SP:Iteration 51Q (5626.697065 sec): 3 clusters Score: Raw -4838470.455700 + Penalty 3473.267867 = -4834997.187833 nChanged 20 SP:Iteration 52Q (5626.811738 sec): 3 clusters Score: Raw -4838475.006085 + Penalty 3473.267867 = -4835001.738218 nChanged 15 SP:Iteration 53Q (5626.914089 sec): 3 clusters Score: Raw -4838478.301226 + Penalty 3473.267867 = -4835005.033359 nChanged 15 SP:Iteration 54Q (5627.017314 sec): 3 clusters Score: Raw -4838480.941469 + Penalty 3473.267867 = -4835007.673601 nChanged 11 SP:Iteration 55Q (5627.131456 sec): 3 clusters Score: Raw -4838484.084655 + Penalty 3473.267867 = -4835010.816788 nChanged 12 SP:Iteration 56Q (5627.242360 sec): 3 clusters Score: Raw -4838486.945567 + Penalty 3473.267867 = -4835013.677699 nChanged 17 SP:Iteration 57Q (5627.348435 sec): 3 clusters Score: Raw -4838491.977890 + Penalty 3473.267867 = -4835018.710023 nChanged 18 SP:Iteration 58Q (5627.458038 sec): 3 clusters Score: Raw -4838497.832254 + Penalty 3473.267867 = -4835024.564386 nChanged 24 SP:Iteration 59Q (5627.562678 sec): 3 clusters Score: Raw -4838506.162780 + Penalty 3473.267867 = -4835032.894913 nChanged 26 SP:Iteration 60F (5627.674440 sec): 3 clusters Score: Raw -4838514.082272 + Penalty 3473.267867 = -4835040.814405 nChanged 24 SP:Iteration 61Q (5627.792877 sec): 3 clusters Score: Raw -4838520.300305 + Penalty 3473.267867 = -4835047.032438 nChanged 17 SP:Iteration 62Q (5627.899999 sec): 3 clusters Score: Raw -4838525.768354 + Penalty 3473.267867 = -4835052.500487 nChanged 16 SP:Iteration 63Q (5628.007343 sec): 3 clusters Score: Raw -4838529.910967 + Penalty 3473.267867 = -4835056.643100 nChanged 10 SP:Iteration 64Q (5628.114498 sec): 3 clusters Score: Raw -4838533.831690 + Penalty 3473.267867 = -4835060.563822 nChanged 10 SP:Iteration 65Q (5628.222592 sec): 3 clusters Score: Raw -4838536.257500 + Penalty 3473.267867 = -4835062.989633 nChanged 9 SP:Iteration 66Q (5628.318415 sec): 3 clusters Score: Raw -4838538.902757 + Penalty 3473.267867 = -4835065.634889 nChanged 7 SP:Iteration 67Q (5628.436538 sec): 3 clusters Score: Raw -4838541.043555 + Penalty 3473.267867 = -4835067.775688 nChanged 9 SP:Iteration 68Q (5628.533921 sec): 3 clusters Score: Raw -4838543.450328 + Penalty 3473.267867 = -4835070.182461 nChanged 7 SP:Iteration 69Q (5628.629558 sec): 3 clusters Score: Raw -4838546.333865 + Penalty 3473.267867 = -4835073.065998 nChanged 7 SP:Iteration 70Q (5628.720553 sec): 3 clusters Score: Raw -4838547.620877 + Penalty 3473.267867 = -4835074.353009 nChanged 4 SP:Iteration 71Q (5628.812075 sec): 3 clusters Score: Raw -4838548.454645 + Penalty 3473.267867 = -4835075.186777 nChanged 4 SP:Iteration 72Q (5628.918104 sec): 3 clusters Score: Raw -4838549.699530 + Penalty 3473.267867 = -4835076.431663 nChanged 6 SP:Iteration 73Q (5629.032228 sec): 3 clusters Score: Raw -4838550.818687 + Penalty 3473.267867 = -4835077.550820 nChanged 3 SP:Iteration 74Q (5629.129255 sec): 3 clusters Score: Raw -4838551.245715 + Penalty 3473.267867 = -4835077.977848 nChanged 2 SP:Iteration 75Q (5629.227795 sec): 3 clusters Score: Raw -4838551.551042 + Penalty 3473.267867 = -4835078.283174 nChanged 2 SP:Iteration 76Q (5629.321139 sec): 3 clusters Score: Raw -4838552.000893 + Penalty 3473.267867 = -4835078.733025 nChanged 2 SP:Iteration 77Q (5629.397280 sec): 3 clusters Score: Raw -4838552.330337 + Penalty 3473.267867 = -4835079.062469 nChanged 2 SP:Iteration 78Q (5629.465791 sec): 3 clusters Score: Raw -4838552.611824 + Penalty 3473.267867 = -4835079.343957 nChanged 1 SP:Iteration 79Q (5629.533684 sec): 3 clusters Score: Raw -4838552.964989 + Penalty 3473.267867 = -4835079.697122 nChanged 2 SP:Iteration 80F (5629.643774 sec): 3 clusters Score: Raw -4838553.309284 + Penalty 3473.267867 = -4835080.041417 nChanged 0 Trying to split cluster 11 (11020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5629.690449 sec): 2 clusters Score: Raw -1237012.471131 + Penalty 1512.463401 = -1235500.007730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5629.736883 sec): 3 clusters Score: Raw -1230690.110862 + Penalty 3024.926802 = -1227665.184060 nChanged 4787 SP:Iteration 1F (5629.795731 sec): 3 clusters Score: Raw -1233472.203833 + Penalty 3024.926802 = -1230447.277031 nChanged 786 SP:Iteration 2F (5629.866310 sec): 3 clusters Score: Raw -1233921.502290 + Penalty 3024.926802 = -1230896.575488 nChanged 713 SP:Iteration 3F (5629.912402 sec): 3 clusters Score: Raw -1234371.582393 + Penalty 3024.926802 = -1231346.655592 nChanged 669 SP:Iteration 4F (5629.981425 sec): 3 clusters Score: Raw -1234830.585831 + Penalty 3024.926802 = -1231805.659030 nChanged 662 SP:Iteration 5F (5630.030863 sec): 3 clusters Score: Raw -1235287.944747 + Penalty 3024.926802 = -1232263.017945 nChanged 607 SP:Iteration 6F (5630.095866 sec): 3 clusters Score: Raw -1235706.392250 + Penalty 3024.926802 = -1232681.465448 nChanged 561 SP:Iteration 7F (5630.152494 sec): 3 clusters Score: Raw -1236080.719471 + Penalty 3024.926802 = -1233055.792669 nChanged 462 SP:Iteration 8Q (5630.213252 sec): 3 clusters Score: Raw -1236356.651425 + Penalty 3024.926802 = -1233331.724623 nChanged 377 SP:Iteration 9Q (5630.264631 sec): 3 clusters Score: Raw -1236586.645385 + Penalty 3024.926802 = -1233561.718583 nChanged 305 SP:Iteration 10Q (5630.323442 sec): 3 clusters Score: Raw -1236820.326938 + Penalty 3024.926802 = -1233795.400136 nChanged 245 SP:Iteration 11Q (5630.381238 sec): 3 clusters Score: Raw -1236971.884695 + Penalty 3024.926802 = -1233946.957894 nChanged 183 SP:Iteration 12Q (5630.441096 sec): 3 clusters Score: Raw -1237066.958670 + Penalty 3024.926802 = -1234042.031868 nChanged 149 SP:Iteration 13Q (5630.491224 sec): 3 clusters Score: Raw -1237130.075982 + Penalty 3024.926802 = -1234105.149180 nChanged 128 SP:Iteration 14Q (5630.551625 sec): 3 clusters Score: Raw -1237180.875376 + Penalty 3024.926802 = -1234155.948574 nChanged 101 SP:Iteration 15Q (5630.601381 sec): 3 clusters Score: Raw -1237215.028443 + Penalty 3024.926802 = -1234190.101641 nChanged 91 SP:Iteration 16Q (5630.653008 sec): 3 clusters Score: Raw -1237240.939364 + Penalty 3024.926802 = -1234216.012562 nChanged 71 SP:Iteration 17Q (5630.716264 sec): 3 clusters Score: Raw -1237263.752212 + Penalty 3024.926802 = -1234238.825411 nChanged 87 SP:Iteration 18Q (5630.772624 sec): 3 clusters Score: Raw -1237292.517498 + Penalty 3024.926802 = -1234267.590696 nChanged 79 SP:Iteration 19Q (5630.831388 sec): 3 clusters Score: Raw -1237317.288217 + Penalty 3024.926802 = -1234292.361415 nChanged 81 SP:Iteration 20F (5630.892541 sec): 3 clusters Score: Raw -1237340.187401 + Penalty 3024.926802 = -1234315.260599 nChanged 76 SP:Iteration 21Q (5630.963620 sec): 3 clusters Score: Raw -1237361.141537 + Penalty 3024.926802 = -1234336.214736 nChanged 81 SP:Iteration 22Q (5631.005627 sec): 3 clusters Score: Raw -1237382.300179 + Penalty 3024.926802 = -1234357.373377 nChanged 74 SP:Iteration 23Q (5631.067339 sec): 3 clusters Score: Raw -1237406.422211 + Penalty 3024.926802 = -1234381.495409 nChanged 84 SP:Iteration 24Q (5631.139650 sec): 3 clusters Score: Raw -1237432.576222 + Penalty 3024.926802 = -1234407.649420 nChanged 72 SP:Iteration 25Q (5631.189818 sec): 3 clusters Score: Raw -1237453.052670 + Penalty 3024.926802 = -1234428.125868 nChanged 52 SP:Iteration 26Q (5631.255148 sec): 3 clusters Score: Raw -1237465.344688 + Penalty 3024.926802 = -1234440.417886 nChanged 49 SP:Iteration 27Q (5631.303049 sec): 3 clusters Score: Raw -1237478.807405 + Penalty 3024.926802 = -1234453.880603 nChanged 34 SP:Iteration 28Q (5631.360659 sec): 3 clusters Score: Raw -1237485.717036 + Penalty 3024.926802 = -1234460.790234 nChanged 20 SP:Iteration 29Q (5631.435219 sec): 3 clusters Score: Raw -1237489.230727 + Penalty 3024.926802 = -1234464.303925 nChanged 17 SP:Iteration 30Q (5631.486257 sec): 3 clusters Score: Raw -1237492.210081 + Penalty 3024.926802 = -1234467.283279 nChanged 14 SP:Iteration 31Q (5631.530153 sec): 3 clusters Score: Raw -1237495.364510 + Penalty 3024.926802 = -1234470.437709 nChanged 14 SP:Iteration 32Q (5631.574072 sec): 3 clusters Score: Raw -1237497.661062 + Penalty 3024.926802 = -1234472.734261 nChanged 12 SP:Iteration 33Q (5631.635947 sec): 3 clusters Score: Raw -1237499.712022 + Penalty 3024.926802 = -1234474.785220 nChanged 10 SP:Iteration 34Q (5631.684676 sec): 3 clusters Score: Raw -1237501.177945 + Penalty 3024.926802 = -1234476.251144 nChanged 9 SP:Iteration 35Q (5631.745931 sec): 3 clusters Score: Raw -1237502.610857 + Penalty 3024.926802 = -1234477.684055 nChanged 9 SP:Iteration 36Q (5631.803374 sec): 3 clusters Score: Raw -1237504.426362 + Penalty 3024.926802 = -1234479.499561 nChanged 6 SP:Iteration 37Q (5631.870414 sec): 3 clusters Score: Raw -1237505.322770 + Penalty 3024.926802 = -1234480.395969 nChanged 8 SP:Iteration 38Q (5631.912251 sec): 3 clusters Score: Raw -1237506.444021 + Penalty 3024.926802 = -1234481.517219 nChanged 7 SP:Iteration 39Q (5631.981065 sec): 3 clusters Score: Raw -1237507.527338 + Penalty 3024.926802 = -1234482.600537 nChanged 5 SP:Iteration 40F (5632.024067 sec): 3 clusters Score: Raw -1237508.181351 + Penalty 3024.926802 = -1234483.254550 nChanged 6 SP:Iteration 41Q (5632.088908 sec): 3 clusters Score: Raw -1237509.030916 + Penalty 3024.926802 = -1234484.104114 nChanged 9 SP:Iteration 42Q (5632.156123 sec): 3 clusters Score: Raw -1237510.944013 + Penalty 3024.926802 = -1234486.017211 nChanged 10 SP:Iteration 43Q (5632.202201 sec): 3 clusters Score: Raw -1237513.684837 + Penalty 3024.926802 = -1234488.758036 nChanged 16 SP:Iteration 44Q (5632.265787 sec): 3 clusters Score: Raw -1237516.935335 + Penalty 3024.926802 = -1234492.008533 nChanged 11 SP:Iteration 45Q (5632.316651 sec): 3 clusters Score: Raw -1237519.232993 + Penalty 3024.926802 = -1234494.306191 nChanged 7 SP:Iteration 46Q (5632.368747 sec): 3 clusters Score: Raw -1237520.232521 + Penalty 3024.926802 = -1234495.305719 nChanged 11 SP:Iteration 47Q (5632.429059 sec): 3 clusters Score: Raw -1237521.937059 + Penalty 3024.926802 = -1234497.010257 nChanged 7 SP:Iteration 48Q (5632.492909 sec): 3 clusters Score: Raw -1237523.343856 + Penalty 3024.926802 = -1234498.417055 nChanged 6 SP:Iteration 49Q (5632.553956 sec): 3 clusters Score: Raw -1237524.166131 + Penalty 3024.926802 = -1234499.239329 nChanged 3 SP:Iteration 50Q (5632.607798 sec): 3 clusters Score: Raw -1237524.623190 + Penalty 3024.926802 = -1234499.696388 nChanged 1 SP:Iteration 51Q (5632.661631 sec): 3 clusters Score: Raw -1237524.780133 + Penalty 3024.926802 = -1234499.853331 nChanged 1 SP:Iteration 52Q (5632.716248 sec): 3 clusters Score: Raw -1237524.882842 + Penalty 3024.926802 = -1234499.956040 nChanged 1 SP:Iteration 53Q (5632.772701 sec): 3 clusters Score: Raw -1237525.025897 + Penalty 3024.926802 = -1234500.099096 nChanged 1 SP:Iteration 54Q (5632.830297 sec): 3 clusters Score: Raw -1237525.089440 + Penalty 3024.926802 = -1234500.162638 nChanged 0 SP:Iteration 55F (5632.892768 sec): 3 clusters Score: Raw -1237525.089440 + Penalty 3024.926802 = -1234500.162638 nChanged 0 Trying to split cluster 12 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5632.929253 sec): 2 clusters Score: Raw -1125703.802512 + Penalty 1493.480258 = -1124210.322254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5632.997834 sec): 3 clusters Score: Raw -1120135.527017 + Penalty 2986.960515 = -1117148.566502 nChanged 4226 SP:Iteration 1F (5633.051167 sec): 3 clusters Score: Raw -1122343.296053 + Penalty 2986.960515 = -1119356.335538 nChanged 650 SP:Iteration 2F (5633.112610 sec): 3 clusters Score: Raw -1122661.729731 + Penalty 2986.960515 = -1119674.769216 nChanged 569 SP:Iteration 3F (5633.131109 sec): 3 clusters Score: Raw -1122942.674494 + Penalty 2986.960515 = -1119955.713979 nChanged 543 SP:Iteration 4F (5633.206798 sec): 3 clusters Score: Raw -1123252.163850 + Penalty 2986.960515 = -1120265.203335 nChanged 525 SP:Iteration 5F (5633.262690 sec): 3 clusters Score: Raw -1123557.535928 + Penalty 2986.960515 = -1120570.575413 nChanged 540 SP:Iteration 6F (5633.312767 sec): 3 clusters Score: Raw -1123889.822823 + Penalty 2986.960515 = -1120902.862308 nChanged 503 SP:Iteration 7F (5633.374630 sec): 3 clusters Score: Raw -1124203.625950 + Penalty 2986.960515 = -1121216.665435 nChanged 475 SP:Iteration 8Q (5633.437627 sec): 3 clusters Score: Raw -1124489.450280 + Penalty 2986.960515 = -1121502.489764 nChanged 400 SP:Iteration 9Q (5633.490145 sec): 3 clusters Score: Raw -1124730.838038 + Penalty 2986.960515 = -1121743.877523 nChanged 366 SP:Iteration 10Q (5633.541479 sec): 3 clusters Score: Raw -1124954.444738 + Penalty 2986.960515 = -1121967.484223 nChanged 317 SP:Iteration 11Q (5633.594093 sec): 3 clusters Score: Raw -1125117.663166 + Penalty 2986.960515 = -1122130.702651 nChanged 250 SP:Iteration 12Q (5633.657791 sec): 3 clusters Score: Raw -1125246.205081 + Penalty 2986.960515 = -1122259.244566 nChanged 232 SP:Iteration 13Q (5633.705474 sec): 3 clusters Score: Raw -1125349.773253 + Penalty 2986.960515 = -1122362.812738 nChanged 163 SP:Iteration 14Q (5633.732188 sec): 3 clusters Score: Raw -1125408.468779 + Penalty 2986.960515 = -1122421.508263 nChanged 127 SP:Iteration 15Q (5633.795783 sec): 3 clusters Score: Raw -1125451.120386 + Penalty 2986.960515 = -1122464.159871 nChanged 97 SP:Iteration 16Q (5633.865706 sec): 3 clusters Score: Raw -1125484.775180 + Penalty 2986.960515 = -1122497.814664 nChanged 103 SP:Iteration 17Q (5633.922883 sec): 3 clusters Score: Raw -1125519.931850 + Penalty 2986.960515 = -1122532.971335 nChanged 81 SP:Iteration 18Q (5633.975038 sec): 3 clusters Score: Raw -1125551.096065 + Penalty 2986.960515 = -1122564.135550 nChanged 89 SP:Iteration 19Q (5634.023197 sec): 3 clusters Score: Raw -1125580.420078 + Penalty 2986.960515 = -1122593.459563 nChanged 90 SP:Iteration 20F (5634.074748 sec): 3 clusters Score: Raw -1125604.529526 + Penalty 2986.960515 = -1122617.569011 nChanged 73 SP:Iteration 21Q (5634.126528 sec): 3 clusters Score: Raw -1125628.426421 + Penalty 2986.960515 = -1122641.465906 nChanged 75 SP:Iteration 22Q (5634.177509 sec): 3 clusters Score: Raw -1125654.996190 + Penalty 2986.960515 = -1122668.035675 nChanged 64 SP:Iteration 23Q (5634.232987 sec): 3 clusters Score: Raw -1125668.419239 + Penalty 2986.960515 = -1122681.458724 nChanged 38 SP:Iteration 24Q (5634.301491 sec): 3 clusters Score: Raw -1125677.177929 + Penalty 2986.960515 = -1122690.217414 nChanged 31 SP:Iteration 25Q (5634.344667 sec): 3 clusters Score: Raw -1125684.974920 + Penalty 2986.960515 = -1122698.014405 nChanged 35 SP:Iteration 26Q (5634.405987 sec): 3 clusters Score: Raw -1125691.794984 + Penalty 2986.960515 = -1122704.834469 nChanged 28 SP:Iteration 27Q (5634.459546 sec): 3 clusters Score: Raw -1125697.620223 + Penalty 2986.960515 = -1122710.659708 nChanged 30 SP:Iteration 28Q (5634.525586 sec): 3 clusters Score: Raw -1125706.017829 + Penalty 2986.960515 = -1122719.057314 nChanged 26 SP:Iteration 29Q (5634.582482 sec): 3 clusters Score: Raw -1125711.467881 + Penalty 2986.960515 = -1122724.507366 nChanged 23 SP:Iteration 30Q (5634.635653 sec): 3 clusters Score: Raw -1125716.054559 + Penalty 2986.960515 = -1122729.094044 nChanged 16 SP:Iteration 31Q (5634.682164 sec): 3 clusters Score: Raw -1125718.588867 + Penalty 2986.960515 = -1122731.628352 nChanged 9 SP:Iteration 32Q (5634.737578 sec): 3 clusters Score: Raw -1125719.748529 + Penalty 2986.960515 = -1122732.788014 nChanged 5 SP:Iteration 33Q (5634.793881 sec): 3 clusters Score: Raw -1125720.438874 + Penalty 2986.960515 = -1122733.478359 nChanged 2 SP:Iteration 34Q (5634.846566 sec): 3 clusters Score: Raw -1125720.653746 + Penalty 2986.960515 = -1122733.693231 nChanged 5 SP:Iteration 35Q (5634.920358 sec): 3 clusters Score: Raw -1125720.863797 + Penalty 2986.960515 = -1122733.903282 nChanged 1 SP:Iteration 36Q (5634.977230 sec): 3 clusters Score: Raw -1125720.909190 + Penalty 2986.960515 = -1122733.948675 nChanged 0 SP:Iteration 37F (5635.036599 sec): 3 clusters Score: Raw -1125720.909190 + Penalty 2986.960515 = -1122733.948675 nChanged 0 Trying to split cluster 13 (192332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5635.277039 sec): 2 clusters Score: Raw -21976402.729540 + Penalty 1977.133978 = -21974425.595562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5635.616447 sec): 3 clusters Score: Raw -21849147.951629 + Penalty 3954.267955 = -21845193.683673 nChanged 93129 SP:Iteration 1F (5635.972371 sec): 3 clusters Score: Raw -21907109.232706 + Penalty 3954.267955 = -21903154.964751 nChanged 8016 SP:Iteration 2Q (5636.328566 sec): 3 clusters Score: Raw -21910079.842302 + Penalty 3954.267955 = -21906125.574346 nChanged 9205 SP:Iteration 3Q (5636.712884 sec): 3 clusters Score: Raw -21914163.754851 + Penalty 3954.267955 = -21910209.486896 nChanged 10312 SP:Iteration 4F (5637.062938 sec): 3 clusters Score: Raw -21919607.546088 + Penalty 3954.267955 = -21915653.278132 nChanged 11560 SP:Iteration 5F (5637.426433 sec): 3 clusters Score: Raw -21926878.127000 + Penalty 3954.267955 = -21922923.859045 nChanged 12176 SP:Iteration 6F (5637.777670 sec): 3 clusters Score: Raw -21935757.289349 + Penalty 3954.267955 = -21931803.021394 nChanged 11832 SP:Iteration 7F (5638.121998 sec): 3 clusters Score: Raw -21944996.195458 + Penalty 3954.267955 = -21941041.927503 nChanged 9871 SP:Iteration 8F (5638.471821 sec): 3 clusters Score: Raw -21951861.225590 + Penalty 3954.267955 = -21947906.957634 nChanged 7514 SP:Iteration 9Q (5638.839049 sec): 3 clusters Score: Raw -21956014.607507 + Penalty 3954.267955 = -21952060.339551 nChanged 5617 SP:Iteration 10Q (5639.163881 sec): 3 clusters Score: Raw -21958526.960951 + Penalty 3954.267955 = -21954572.692995 nChanged 4376 SP:Iteration 11Q (5639.498645 sec): 3 clusters Score: Raw -21960309.895083 + Penalty 3954.267955 = -21956355.627128 nChanged 3869 SP:Iteration 12Q (5639.841655 sec): 3 clusters Score: Raw -21961850.103546 + Penalty 3954.267955 = -21957895.835590 nChanged 3719 SP:Iteration 13Q (5640.155422 sec): 3 clusters Score: Raw -21963350.323768 + Penalty 3954.267955 = -21959396.055812 nChanged 3687 SP:Iteration 14Q (5640.476354 sec): 3 clusters Score: Raw -21964904.376732 + Penalty 3954.267955 = -21960950.108777 nChanged 3552 SP:Iteration 15Q (5640.787829 sec): 3 clusters Score: Raw -21966415.290799 + Penalty 3954.267955 = -21962461.022843 nChanged 3458 SP:Iteration 16Q (5641.106899 sec): 3 clusters Score: Raw -21967966.800670 + Penalty 3954.267955 = -21964012.532715 nChanged 3373 SP:Iteration 17Q (5641.406617 sec): 3 clusters Score: Raw -21969563.764238 + Penalty 3954.267955 = -21965609.496283 nChanged 3150 SP:Iteration 18Q (5641.710597 sec): 3 clusters Score: Raw -21971032.514895 + Penalty 3954.267955 = -21967078.246940 nChanged 2773 SP:Iteration 19Q (5642.011380 sec): 3 clusters Score: Raw -21972291.707841 + Penalty 3954.267955 = -21968337.439886 nChanged 2486 SP:Iteration 20F (5642.365623 sec): 3 clusters Score: Raw -21973411.587672 + Penalty 3954.267955 = -21969457.319716 nChanged 2085 SP:Iteration 21Q (5642.690157 sec): 3 clusters Score: Raw -21974324.874753 + Penalty 3954.267955 = -21970370.606798 nChanged 1757 SP:Iteration 22Q (5643.006698 sec): 3 clusters Score: Raw -21975088.113287 + Penalty 3954.267955 = -21971133.845332 nChanged 1438 SP:Iteration 23Q (5643.327475 sec): 3 clusters Score: Raw -21975694.830628 + Penalty 3954.267955 = -21971740.562673 nChanged 1156 SP:Iteration 24Q (5643.633125 sec): 3 clusters Score: Raw -21976171.173276 + Penalty 3954.267955 = -21972216.905320 nChanged 872 SP:Iteration 25Q (5643.942262 sec): 3 clusters Score: Raw -21976511.652787 + Penalty 3954.267955 = -21972557.384831 nChanged 671 SP:Iteration 26Q (5644.241147 sec): 3 clusters Score: Raw -21976751.830318 + Penalty 3954.267955 = -21972797.562363 nChanged 518 SP:Iteration 27Q (5644.543805 sec): 3 clusters Score: Raw -21976946.975854 + Penalty 3954.267955 = -21972992.707898 nChanged 415 SP:Iteration 28Q (5644.845158 sec): 3 clusters Score: Raw -21977091.221949 + Penalty 3954.267955 = -21973136.953993 nChanged 328 SP:Iteration 29Q (5645.138858 sec): 3 clusters Score: Raw -21977193.530162 + Penalty 3954.267955 = -21973239.262206 nChanged 231 SP:Iteration 30Q (5645.425047 sec): 3 clusters Score: Raw -21977256.499867 + Penalty 3954.267955 = -21973302.231912 nChanged 195 SP:Iteration 31Q (5645.720500 sec): 3 clusters Score: Raw -21977314.084498 + Penalty 3954.267955 = -21973359.816543 nChanged 162 SP:Iteration 32Q (5646.008569 sec): 3 clusters Score: Raw -21977360.426851 + Penalty 3954.267955 = -21973406.158896 nChanged 139 SP:Iteration 33Q (5646.300608 sec): 3 clusters Score: Raw -21977400.499101 + Penalty 3954.267955 = -21973446.231146 nChanged 98 SP:Iteration 34Q (5646.587620 sec): 3 clusters Score: Raw -21977423.875746 + Penalty 3954.267955 = -21973469.607791 nChanged 88 SP:Iteration 35Q (5646.863074 sec): 3 clusters Score: Raw -21977445.020051 + Penalty 3954.267955 = -21973490.752096 nChanged 82 SP:Iteration 36Q (5647.143634 sec): 3 clusters Score: Raw -21977463.159761 + Penalty 3954.267955 = -21973508.891805 nChanged 60 SP:Iteration 37Q (5647.420232 sec): 3 clusters Score: Raw -21977476.049498 + Penalty 3954.267955 = -21973521.781543 nChanged 49 SP:Iteration 38Q (5647.694119 sec): 3 clusters Score: Raw -21977487.105194 + Penalty 3954.267955 = -21973532.837239 nChanged 46 SP:Iteration 39Q (5647.969596 sec): 3 clusters Score: Raw -21977497.420990 + Penalty 3954.267955 = -21973543.153035 nChanged 42 SP:Iteration 40F (5648.301605 sec): 3 clusters Score: Raw -21977505.079025 + Penalty 3954.267955 = -21973550.811069 nChanged 36 SP:Iteration 41Q (5648.579812 sec): 3 clusters Score: Raw -21977511.807054 + Penalty 3954.267955 = -21973557.539098 nChanged 32 SP:Iteration 42Q (5648.860429 sec): 3 clusters Score: Raw -21977519.912453 + Penalty 3954.267955 = -21973565.644497 nChanged 32 SP:Iteration 43Q (5649.139567 sec): 3 clusters Score: Raw -21977527.609647 + Penalty 3954.267955 = -21973573.341691 nChanged 38 SP:Iteration 44Q (5649.425637 sec): 3 clusters Score: Raw -21977533.698909 + Penalty 3954.267955 = -21973579.430953 nChanged 28 SP:Iteration 45Q (5649.704779 sec): 3 clusters Score: Raw -21977539.251283 + Penalty 3954.267955 = -21973584.983327 nChanged 29 SP:Iteration 46Q (5649.979393 sec): 3 clusters Score: Raw -21977543.765929 + Penalty 3954.267955 = -21973589.497974 nChanged 23 SP:Iteration 47Q (5650.258279 sec): 3 clusters Score: Raw -21977549.592802 + Penalty 3954.267955 = -21973595.324846 nChanged 34 SP:Iteration 48Q (5650.530712 sec): 3 clusters Score: Raw -21977557.227003 + Penalty 3954.267955 = -21973602.959048 nChanged 27 SP:Iteration 49Q (5650.809769 sec): 3 clusters Score: Raw -21977563.635991 + Penalty 3954.267955 = -21973609.368036 nChanged 34 SP:Iteration 50Q (5651.075754 sec): 3 clusters Score: Raw -21977570.147979 + Penalty 3954.267955 = -21973615.880024 nChanged 24 SP:Iteration 51Q (5651.352964 sec): 3 clusters Score: Raw -21977574.844741 + Penalty 3954.267955 = -21973620.576786 nChanged 29 SP:Iteration 52Q (5651.634704 sec): 3 clusters Score: Raw -21977582.457601 + Penalty 3954.267955 = -21973628.189646 nChanged 22 SP:Iteration 53Q (5651.905893 sec): 3 clusters Score: Raw -21977589.375921 + Penalty 3954.267955 = -21973635.107966 nChanged 27 SP:Iteration 54Q (5652.212876 sec): 3 clusters Score: Raw -21977597.323838 + Penalty 3954.267955 = -21973643.055882 nChanged 26 SP:Iteration 55Q (5652.476697 sec): 3 clusters Score: Raw -21977602.431742 + Penalty 3954.267955 = -21973648.163786 nChanged 23 SP:Iteration 56Q (5652.718744 sec): 3 clusters Score: Raw -21977606.572737 + Penalty 3954.267955 = -21973652.304781 nChanged 20 SP:Iteration 57Q (5652.998100 sec): 3 clusters Score: Raw -21977612.762721 + Penalty 3954.267955 = -21973658.494766 nChanged 36 SP:Iteration 58Q (5653.260052 sec): 3 clusters Score: Raw -21977621.484382 + Penalty 3954.267955 = -21973667.216426 nChanged 27 SP:Iteration 59Q (5653.534589 sec): 3 clusters Score: Raw -21977627.022814 + Penalty 3954.267955 = -21973672.754859 nChanged 28 SP:Iteration 60F (5653.891095 sec): 3 clusters Score: Raw -21977632.457868 + Penalty 3954.267955 = -21973678.189913 nChanged 21 SP:Iteration 61Q (5654.171717 sec): 3 clusters Score: Raw -21977635.813011 + Penalty 3954.267955 = -21973681.545056 nChanged 18 SP:Iteration 62Q (5654.467728 sec): 3 clusters Score: Raw -21977639.835519 + Penalty 3954.267955 = -21973685.567564 nChanged 17 SP:Iteration 63Q (5654.728203 sec): 3 clusters Score: Raw -21977644.455481 + Penalty 3954.267955 = -21973690.187526 nChanged 24 SP:Iteration 64Q (5655.006702 sec): 3 clusters Score: Raw -21977653.027307 + Penalty 3954.267955 = -21973698.759351 nChanged 31 SP:Iteration 65Q (5655.279817 sec): 3 clusters Score: Raw -21977660.908771 + Penalty 3954.267955 = -21973706.640816 nChanged 25 SP:Iteration 66Q (5655.538594 sec): 3 clusters Score: Raw -21977665.571109 + Penalty 3954.267955 = -21973711.303154 nChanged 19 SP:Iteration 67Q (5655.825408 sec): 3 clusters Score: Raw -21977669.183905 + Penalty 3954.267955 = -21973714.915950 nChanged 20 SP:Iteration 68Q (5656.104300 sec): 3 clusters Score: Raw -21977674.033191 + Penalty 3954.267955 = -21973719.765236 nChanged 29 SP:Iteration 69Q (5656.386246 sec): 3 clusters Score: Raw -21977681.060121 + Penalty 3954.267955 = -21973726.792165 nChanged 24 SP:Iteration 70Q (5656.672613 sec): 3 clusters Score: Raw -21977685.839846 + Penalty 3954.267955 = -21973731.571891 nChanged 26 SP:Iteration 71Q (5656.970832 sec): 3 clusters Score: Raw -21977691.726745 + Penalty 3954.267955 = -21973737.458789 nChanged 28 SP:Iteration 72Q (5657.234494 sec): 3 clusters Score: Raw -21977698.308410 + Penalty 3954.267955 = -21973744.040455 nChanged 22 SP:Iteration 73Q (5657.530177 sec): 3 clusters Score: Raw -21977702.845050 + Penalty 3954.267955 = -21973748.577094 nChanged 23 SP:Iteration 74Q (5657.816827 sec): 3 clusters Score: Raw -21977707.799090 + Penalty 3954.267955 = -21973753.531135 nChanged 16 SP:Iteration 75Q (5658.104064 sec): 3 clusters Score: Raw -21977711.180903 + Penalty 3954.267955 = -21973756.912948 nChanged 15 SP:Iteration 76Q (5658.359823 sec): 3 clusters Score: Raw -21977713.483516 + Penalty 3954.267955 = -21973759.215561 nChanged 11 SP:Iteration 77Q (5658.642519 sec): 3 clusters Score: Raw -21977715.151710 + Penalty 3954.267955 = -21973760.883754 nChanged 7 SP:Iteration 78Q (5658.925276 sec): 3 clusters Score: Raw -21977716.514752 + Penalty 3954.267955 = -21973762.246797 nChanged 10 SP:Iteration 79Q (5659.200930 sec): 3 clusters Score: Raw -21977719.102450 + Penalty 3954.267955 = -21973764.834494 nChanged 7 SP:Iteration 80F (5659.517527 sec): 3 clusters Score: Raw -21977720.098121 + Penalty 3954.267955 = -21973765.830165 nChanged 7 SP:Iteration 81Q (5659.783751 sec): 3 clusters Score: Raw -21977721.146496 + Penalty 3954.267955 = -21973766.878541 nChanged 6 SP:Iteration 82Q (5660.056866 sec): 3 clusters Score: Raw -21977722.184339 + Penalty 3954.267955 = -21973767.916384 nChanged 6 SP:Iteration 83Q (5660.352137 sec): 3 clusters Score: Raw -21977722.935871 + Penalty 3954.267955 = -21973768.667916 nChanged 1 SP:Iteration 84Q (5660.637495 sec): 3 clusters Score: Raw -21977723.226065 + Penalty 3954.267955 = -21973768.958109 nChanged 2 SP:Iteration 85Q (5660.907299 sec): 3 clusters Score: Raw -21977723.352145 + Penalty 3954.267955 = -21973769.084189 nChanged 3 SP:Iteration 86Q (5661.175911 sec): 3 clusters Score: Raw -21977723.900379 + Penalty 3954.267955 = -21973769.632424 nChanged 5 SP:Iteration 87Q (5661.459133 sec): 3 clusters Score: Raw -21977724.567075 + Penalty 3954.267955 = -21973770.299119 nChanged 7 SP:Iteration 88Q (5661.721557 sec): 3 clusters Score: Raw -21977725.503527 + Penalty 3954.267955 = -21973771.235572 nChanged 5 SP:Iteration 89Q (5662.004708 sec): 3 clusters Score: Raw -21977726.303105 + Penalty 3954.267955 = -21973772.035150 nChanged 5 SP:Iteration 90Q (5662.274371 sec): 3 clusters Score: Raw -21977727.091171 + Penalty 3954.267955 = -21973772.823216 nChanged 6 SP:Iteration 91Q (5662.548672 sec): 3 clusters Score: Raw -21977727.627515 + Penalty 3954.267955 = -21973773.359560 nChanged 5 SP:Iteration 92Q (5662.835162 sec): 3 clusters Score: Raw -21977728.589148 + Penalty 3954.267955 = -21973774.321192 nChanged 6 SP:Iteration 93Q (5663.121862 sec): 3 clusters Score: Raw -21977729.496429 + Penalty 3954.267955 = -21973775.228474 nChanged 7 SP:Iteration 94Q (5663.421356 sec): 3 clusters Score: Raw -21977731.264972 + Penalty 3954.267955 = -21973776.997017 nChanged 13 SP:Iteration 95Q (5663.694756 sec): 3 clusters Score: Raw -21977732.961462 + Penalty 3954.267955 = -21973778.693506 nChanged 8 SP:Iteration 96Q (5663.976058 sec): 3 clusters Score: Raw -21977734.788623 + Penalty 3954.267955 = -21973780.520668 nChanged 9 SP:Iteration 97Q (5664.230135 sec): 3 clusters Score: Raw -21977736.260706 + Penalty 3954.267955 = -21973781.992750 nChanged 10 SP:Iteration 98Q (5664.506313 sec): 3 clusters Score: Raw -21977738.051607 + Penalty 3954.267955 = -21973783.783651 nChanged 10 SP:Iteration 99Q (5664.782461 sec): 3 clusters Score: Raw -21977739.985392 + Penalty 3954.267955 = -21973785.717437 nChanged 9 SP:Iteration 100F (5665.111487 sec): 3 clusters Score: Raw -21977741.476864 + Penalty 3954.267955 = -21973787.208909 nChanged 6 SP:Iteration 101Q (5665.387609 sec): 3 clusters Score: Raw -21977742.281882 + Penalty 3954.267955 = -21973788.013926 nChanged 7 SP:Iteration 102Q (5665.680084 sec): 3 clusters Score: Raw -21977743.143271 + Penalty 3954.267955 = -21973788.875316 nChanged 4 SP:Iteration 103Q (5665.964213 sec): 3 clusters Score: Raw -21977743.748845 + Penalty 3954.267955 = -21973789.480890 nChanged 4 SP:Iteration 104Q (5666.225887 sec): 3 clusters Score: Raw -21977744.626938 + Penalty 3954.267955 = -21973790.358983 nChanged 4 SP:Iteration 105Q (5666.493179 sec): 3 clusters Score: Raw -21977745.482221 + Penalty 3954.267955 = -21973791.214266 nChanged 4 SP:Iteration 106Q (5666.764705 sec): 3 clusters Score: Raw -21977746.170801 + Penalty 3954.267955 = -21973791.902845 nChanged 7 SP:Iteration 107Q (5667.033958 sec): 3 clusters Score: Raw -21977747.154564 + Penalty 3954.267955 = -21973792.886609 nChanged 3 SP:Iteration 108Q (5667.286027 sec): 3 clusters Score: Raw -21977747.846777 + Penalty 3954.267955 = -21973793.578821 nChanged 4 SP:Iteration 109Q (5667.569064 sec): 3 clusters Score: Raw -21977748.798096 + Penalty 3954.267955 = -21973794.530141 nChanged 4 SP:Iteration 110Q (5667.844330 sec): 3 clusters Score: Raw -21977749.613137 + Penalty 3954.267955 = -21973795.345181 nChanged 8 SP:Iteration 111Q (5668.122563 sec): 3 clusters Score: Raw -21977751.484754 + Penalty 3954.267955 = -21973797.216798 nChanged 8 SP:Iteration 112Q (5668.369438 sec): 3 clusters Score: Raw -21977752.845590 + Penalty 3954.267955 = -21973798.577635 nChanged 7 SP:Iteration 113Q (5668.645999 sec): 3 clusters Score: Raw -21977754.059073 + Penalty 3954.267955 = -21973799.791118 nChanged 4 SP:Iteration 114Q (5668.887617 sec): 3 clusters Score: Raw -21977754.580514 + Penalty 3954.267955 = -21973800.312558 nChanged 3 SP:Iteration 115Q (5669.162907 sec): 3 clusters Score: Raw -21977754.990364 + Penalty 3954.267955 = -21973800.722408 nChanged 3 SP:Iteration 116Q (5669.435467 sec): 3 clusters Score: Raw -21977755.188283 + Penalty 3954.267955 = -21973800.920327 nChanged 2 SP:Iteration 117Q (5669.694807 sec): 3 clusters Score: Raw -21977755.360536 + Penalty 3954.267955 = -21973801.092581 nChanged 2 SP:Iteration 118Q (5669.954150 sec): 3 clusters Score: Raw -21977755.500139 + Penalty 3954.267955 = -21973801.232183 nChanged 0 SP:Iteration 119F (5670.290022 sec): 3 clusters Score: Raw -21977755.500139 + Penalty 3954.267955 = -21973801.232183 nChanged 0 Trying to split cluster 14 (2051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5670.328143 sec): 2 clusters Score: Raw -219411.002387 + Penalty 1239.238448 = -218171.763939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5670.366631 sec): 3 clusters Score: Raw -218526.950054 + Penalty 2478.476896 = -216048.473158 nChanged 677 SP:Iteration 1F (5670.416754 sec): 3 clusters Score: Raw -218959.711850 + Penalty 2478.476896 = -216481.234954 nChanged 164 SP:Iteration 2F (5670.448535 sec): 3 clusters Score: Raw -219063.099114 + Penalty 2478.476896 = -216584.622217 nChanged 94 SP:Iteration 3Q (5670.494430 sec): 3 clusters Score: Raw -219127.852090 + Penalty 2478.476896 = -216649.375194 nChanged 60 SP:Iteration 4Q (5670.528724 sec): 3 clusters Score: Raw -219168.453293 + Penalty 2478.476896 = -216689.976397 nChanged 55 SP:Iteration 5Q (5670.574884 sec): 3 clusters Score: Raw -219202.551868 + Penalty 2478.476896 = -216724.074971 nChanged 36 SP:Iteration 6Q (5670.619485 sec): 3 clusters Score: Raw -219220.616144 + Penalty 2478.476896 = -216742.139248 nChanged 29 SP:Iteration 7Q (5670.657913 sec): 3 clusters Score: Raw -219235.069103 + Penalty 2478.476896 = -216756.592207 nChanged 35 SP:Iteration 8Q (5670.709675 sec): 3 clusters Score: Raw -219258.189310 + Penalty 2478.476896 = -216779.712414 nChanged 40 SP:Iteration 9Q (5670.741941 sec): 3 clusters Score: Raw -219287.332908 + Penalty 2478.476896 = -216808.856012 nChanged 33 SP:Iteration 10Q (5670.783913 sec): 3 clusters Score: Raw -219312.002040 + Penalty 2478.476896 = -216833.525144 nChanged 48 SP:Iteration 11Q (5670.828417 sec): 3 clusters Score: Raw -219352.279110 + Penalty 2478.476896 = -216873.802213 nChanged 49 SP:Iteration 12Q (5670.865150 sec): 3 clusters Score: Raw -219392.464126 + Penalty 2478.476896 = -216913.987229 nChanged 50 SP:Iteration 13Q (5670.913838 sec): 3 clusters Score: Raw -219434.757008 + Penalty 2478.476896 = -216956.280112 nChanged 54 SP:Iteration 14Q (5670.958058 sec): 3 clusters Score: Raw -219480.794564 + Penalty 2478.476896 = -217002.317668 nChanged 53 SP:Iteration 15Q (5671.008397 sec): 3 clusters Score: Raw -219536.595551 + Penalty 2478.476896 = -217058.118655 nChanged 60 SP:Iteration 16Q (5671.056856 sec): 3 clusters Score: Raw -219600.279388 + Penalty 2478.476896 = -217121.802492 nChanged 56 SP:Iteration 17Q (5671.108695 sec): 3 clusters Score: Raw -219673.007065 + Penalty 2478.476896 = -217194.530169 nChanged 68 SP:Iteration 18Q (5671.144997 sec): 3 clusters Score: Raw -219757.995018 + Penalty 2478.476896 = -217279.518121 nChanged 67 SP:Iteration 19Q (5671.197924 sec): 3 clusters Score: Raw -219830.445091 + Penalty 2478.476896 = -217351.968195 nChanged 47 SP:Iteration 20F (5671.242409 sec): 3 clusters Score: Raw -219869.776970 + Penalty 2478.476896 = -217391.300074 nChanged 25 SP:Iteration 21Q (5671.278486 sec): 3 clusters Score: Raw -219887.080710 + Penalty 2478.476896 = -217408.603814 nChanged 20 SP:Iteration 22Q (5671.323493 sec): 3 clusters Score: Raw -219898.745307 + Penalty 2478.476896 = -217420.268411 nChanged 19 SP:Iteration 23Q (5671.371555 sec): 3 clusters Score: Raw -219911.747788 + Penalty 2478.476896 = -217433.270892 nChanged 16 SP:Iteration 24Q (5671.415252 sec): 3 clusters Score: Raw -219920.944658 + Penalty 2478.476896 = -217442.467761 nChanged 14 SP:Iteration 25Q (5671.465859 sec): 3 clusters Score: Raw -219932.395963 + Penalty 2478.476896 = -217453.919066 nChanged 17 SP:Iteration 26Q (5671.518967 sec): 3 clusters Score: Raw -219947.966412 + Penalty 2478.476896 = -217469.489515 nChanged 24 SP:Iteration 27Q (5671.566464 sec): 3 clusters Score: Raw -219962.034793 + Penalty 2478.476896 = -217483.557897 nChanged 12 SP:Iteration 28Q (5671.601122 sec): 3 clusters Score: Raw -219968.862446 + Penalty 2478.476896 = -217490.385550 nChanged 9 SP:Iteration 29Q (5671.660776 sec): 3 clusters Score: Raw -219972.927802 + Penalty 2478.476896 = -217494.450905 nChanged 9 SP:Iteration 30Q (5671.708784 sec): 3 clusters Score: Raw -219978.837388 + Penalty 2478.476896 = -217500.360492 nChanged 9 SP:Iteration 31Q (5671.754856 sec): 3 clusters Score: Raw -219982.312823 + Penalty 2478.476896 = -217503.835927 nChanged 7 SP:Iteration 32Q (5671.797446 sec): 3 clusters Score: Raw -219985.922445 + Penalty 2478.476896 = -217507.445549 nChanged 8 SP:Iteration 33Q (5671.841815 sec): 3 clusters Score: Raw -219989.811009 + Penalty 2478.476896 = -217511.334112 nChanged 7 SP:Iteration 34Q (5671.875976 sec): 3 clusters Score: Raw -219992.337618 + Penalty 2478.476896 = -217513.860721 nChanged 2 SP:Iteration 35Q (5671.910533 sec): 3 clusters Score: Raw -219993.072888 + Penalty 2478.476896 = -217514.595992 nChanged 1 SP:Iteration 36Q (5671.965730 sec): 3 clusters Score: Raw -219993.171959 + Penalty 2478.476896 = -217514.695063 nChanged 0 SP:Iteration 37F (5672.001723 sec): 3 clusters Score: Raw -219993.171959 + Penalty 2478.476896 = -217514.695063 nChanged 0 Trying to split cluster 15 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5672.018861 sec): 2 clusters Score: Raw -15476.473576 + Penalty 839.277721 = -14637.195855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5672.056138 sec): 3 clusters Score: Raw -15617.242460 + Penalty 1678.555442 = -13938.687018 nChanged 22 SP:Iteration 1F (5672.099588 sec): 3 clusters Score: Raw -15681.588037 + Penalty 1678.555442 = -14003.032595 nChanged 4 SP:Iteration 2Q (5672.155453 sec): 3 clusters Score: Raw -15693.395274 + Penalty 1678.555442 = -14014.839832 nChanged 4 SP:Iteration 3Q (5672.187155 sec): 3 clusters Score: Raw -15721.964282 + Penalty 1678.555442 = -14043.408840 nChanged 3 SP:Iteration 4Q (5672.227120 sec): 3 clusters Score: Raw -15733.157252 + Penalty 1678.555442 = -14054.601811 nChanged 1 SP:Iteration 5Q (5672.271880 sec): 3 clusters Score: Raw -15736.395828 + Penalty 1678.555442 = -14057.840387 nChanged 0 SP:Iteration 6F (5672.302076 sec): 3 clusters Score: Raw -15736.395828 + Penalty 1678.555442 = -14057.840387 nChanged 0 Trying to split cluster 16 (65600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5672.416871 sec): 2 clusters Score: Raw -7520287.341162 + Penalty 1802.341283 = -7518484.999878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5672.561027 sec): 3 clusters Score: Raw -7478639.715835 + Penalty 3604.682567 = -7475035.033269 nChanged 30848 SP:Iteration 1F (5672.712056 sec): 3 clusters Score: Raw -7496105.330309 + Penalty 3604.682567 = -7492500.647743 nChanged 2491 SP:Iteration 2Q (5672.872723 sec): 3 clusters Score: Raw -7496877.466777 + Penalty 3604.682567 = -7493272.784210 nChanged 2592 SP:Iteration 3Q (5673.024442 sec): 3 clusters Score: Raw -7497859.130182 + Penalty 3604.682567 = -7494254.447615 nChanged 2889 SP:Iteration 4Q (5673.171192 sec): 3 clusters Score: Raw -7499245.529193 + Penalty 3604.682567 = -7495640.846626 nChanged 3355 SP:Iteration 5F (5673.319911 sec): 3 clusters Score: Raw -7501059.554066 + Penalty 3604.682567 = -7497454.871499 nChanged 3776 SP:Iteration 6F (5673.467602 sec): 3 clusters Score: Raw -7503213.399350 + Penalty 3604.682567 = -7499608.716783 nChanged 3923 SP:Iteration 7F (5673.623908 sec): 3 clusters Score: Raw -7505632.029836 + Penalty 3604.682567 = -7502027.347269 nChanged 3924 SP:Iteration 8F (5673.769484 sec): 3 clusters Score: Raw -7508355.062381 + Penalty 3604.682567 = -7504750.379815 nChanged 3719 SP:Iteration 9F (5673.911238 sec): 3 clusters Score: Raw -7510900.379788 + Penalty 3604.682567 = -7507295.697221 nChanged 3166 SP:Iteration 10Q (5674.056503 sec): 3 clusters Score: Raw -7512783.387058 + Penalty 3604.682567 = -7509178.704492 nChanged 2340 SP:Iteration 11Q (5674.204004 sec): 3 clusters Score: Raw -7513903.154052 + Penalty 3604.682567 = -7510298.471485 nChanged 1699 SP:Iteration 12Q (5674.345657 sec): 3 clusters Score: Raw -7514576.278834 + Penalty 3604.682567 = -7510971.596267 nChanged 1247 SP:Iteration 13Q (5674.487945 sec): 3 clusters Score: Raw -7515002.370649 + Penalty 3604.682567 = -7511397.688083 nChanged 1065 SP:Iteration 14Q (5674.649398 sec): 3 clusters Score: Raw -7515352.701069 + Penalty 3604.682567 = -7511748.018502 nChanged 926 SP:Iteration 15Q (5674.781929 sec): 3 clusters Score: Raw -7515624.686044 + Penalty 3604.682567 = -7512020.003478 nChanged 830 SP:Iteration 16Q (5674.933940 sec): 3 clusters Score: Raw -7515878.723443 + Penalty 3604.682567 = -7512274.040876 nChanged 860 SP:Iteration 17Q (5675.073066 sec): 3 clusters Score: Raw -7516149.734690 + Penalty 3604.682567 = -7512545.052123 nChanged 817 SP:Iteration 18Q (5675.203302 sec): 3 clusters Score: Raw -7516423.357920 + Penalty 3604.682567 = -7512818.675353 nChanged 856 SP:Iteration 19Q (5675.329234 sec): 3 clusters Score: Raw -7516710.734341 + Penalty 3604.682567 = -7513106.051774 nChanged 829 SP:Iteration 20F (5675.469639 sec): 3 clusters Score: Raw -7517001.313010 + Penalty 3604.682567 = -7513396.630443 nChanged 831 SP:Iteration 21Q (5675.605670 sec): 3 clusters Score: Raw -7517303.738899 + Penalty 3604.682567 = -7513699.056333 nChanged 846 SP:Iteration 22Q (5675.742069 sec): 3 clusters Score: Raw -7517618.845483 + Penalty 3604.682567 = -7514014.162916 nChanged 786 SP:Iteration 23Q (5675.885810 sec): 3 clusters Score: Raw -7517922.014796 + Penalty 3604.682567 = -7514317.332229 nChanged 754 SP:Iteration 24Q (5676.030968 sec): 3 clusters Score: Raw -7518220.693013 + Penalty 3604.682567 = -7514616.010446 nChanged 685 SP:Iteration 25Q (5676.170736 sec): 3 clusters Score: Raw -7518499.294110 + Penalty 3604.682567 = -7514894.611544 nChanged 643 SP:Iteration 26Q (5676.309735 sec): 3 clusters Score: Raw -7518776.399396 + Penalty 3604.682567 = -7515171.716829 nChanged 612 SP:Iteration 27Q (5676.441158 sec): 3 clusters Score: Raw -7519054.469754 + Penalty 3604.682567 = -7515449.787187 nChanged 598 SP:Iteration 28Q (5676.572334 sec): 3 clusters Score: Raw -7519337.720458 + Penalty 3604.682567 = -7515733.037891 nChanged 543 SP:Iteration 29Q (5676.704308 sec): 3 clusters Score: Raw -7519595.338388 + Penalty 3604.682567 = -7515990.655821 nChanged 516 SP:Iteration 30Q (5676.841313 sec): 3 clusters Score: Raw -7519838.303917 + Penalty 3604.682567 = -7516233.621350 nChanged 480 SP:Iteration 31Q (5676.973024 sec): 3 clusters Score: Raw -7520044.485369 + Penalty 3604.682567 = -7516439.802802 nChanged 419 SP:Iteration 32Q (5677.109741 sec): 3 clusters Score: Raw -7520209.767642 + Penalty 3604.682567 = -7516605.085075 nChanged 371 SP:Iteration 33Q (5677.242983 sec): 3 clusters Score: Raw -7520347.514802 + Penalty 3604.682567 = -7516742.832235 nChanged 306 SP:Iteration 34Q (5677.383621 sec): 3 clusters Score: Raw -7520453.624898 + Penalty 3604.682567 = -7516848.942331 nChanged 283 SP:Iteration 35Q (5677.487567 sec): 3 clusters Score: Raw -7520537.482368 + Penalty 3604.682567 = -7516932.799802 nChanged 248 SP:Iteration 36Q (5677.590932 sec): 3 clusters Score: Raw -7520601.055305 + Penalty 3604.682567 = -7516996.372738 nChanged 216 SP:Iteration 37Q (5677.694062 sec): 3 clusters Score: Raw -7520658.348514 + Penalty 3604.682567 = -7517053.665947 nChanged 213 SP:Iteration 38Q (5677.823722 sec): 3 clusters Score: Raw -7520707.609252 + Penalty 3604.682567 = -7517102.926686 nChanged 183 SP:Iteration 39Q (5677.954427 sec): 3 clusters Score: Raw -7520745.064755 + Penalty 3604.682567 = -7517140.382188 nChanged 161 SP:Iteration 40F (5678.096997 sec): 3 clusters Score: Raw -7520785.237981 + Penalty 3604.682567 = -7517180.555414 nChanged 148 SP:Iteration 41Q (5678.235465 sec): 3 clusters Score: Raw -7520815.710445 + Penalty 3604.682567 = -7517211.027878 nChanged 150 SP:Iteration 42Q (5678.367483 sec): 3 clusters Score: Raw -7520844.978216 + Penalty 3604.682567 = -7517240.295649 nChanged 137 SP:Iteration 43Q (5678.498465 sec): 3 clusters Score: Raw -7520871.041758 + Penalty 3604.682567 = -7517266.359192 nChanged 126 SP:Iteration 44Q (5678.635889 sec): 3 clusters Score: Raw -7520895.540601 + Penalty 3604.682567 = -7517290.858034 nChanged 111 SP:Iteration 45Q (5678.769148 sec): 3 clusters Score: Raw -7520916.444487 + Penalty 3604.682567 = -7517311.761920 nChanged 112 SP:Iteration 46Q (5678.894407 sec): 3 clusters Score: Raw -7520935.973937 + Penalty 3604.682567 = -7517331.291370 nChanged 107 SP:Iteration 47Q (5679.009140 sec): 3 clusters Score: Raw -7520953.385070 + Penalty 3604.682567 = -7517348.702503 nChanged 85 SP:Iteration 48Q (5679.150630 sec): 3 clusters Score: Raw -7520967.217749 + Penalty 3604.682567 = -7517362.535182 nChanged 78 SP:Iteration 49Q (5679.276917 sec): 3 clusters Score: Raw -7520981.374664 + Penalty 3604.682567 = -7517376.692097 nChanged 67 SP:Iteration 50Q (5679.411433 sec): 3 clusters Score: Raw -7520991.978845 + Penalty 3604.682567 = -7517387.296278 nChanged 58 SP:Iteration 51Q (5679.538135 sec): 3 clusters Score: Raw -7520999.245324 + Penalty 3604.682567 = -7517394.562758 nChanged 44 SP:Iteration 52Q (5679.664026 sec): 3 clusters Score: Raw -7521004.163421 + Penalty 3604.682567 = -7517399.480854 nChanged 42 SP:Iteration 53Q (5679.785568 sec): 3 clusters Score: Raw -7521008.427648 + Penalty 3604.682567 = -7517403.745081 nChanged 34 SP:Iteration 54Q (5679.917538 sec): 3 clusters Score: Raw -7521012.260906 + Penalty 3604.682567 = -7517407.578339 nChanged 33 SP:Iteration 55Q (5680.044641 sec): 3 clusters Score: Raw -7521015.646664 + Penalty 3604.682567 = -7517410.964097 nChanged 34 SP:Iteration 56Q (5680.177446 sec): 3 clusters Score: Raw -7521018.813839 + Penalty 3604.682567 = -7517414.131272 nChanged 31 SP:Iteration 57Q (5680.311537 sec): 3 clusters Score: Raw -7521021.190555 + Penalty 3604.682567 = -7517416.507989 nChanged 21 SP:Iteration 58Q (5680.440617 sec): 3 clusters Score: Raw -7521023.252300 + Penalty 3604.682567 = -7517418.569733 nChanged 20 SP:Iteration 59Q (5680.572666 sec): 3 clusters Score: Raw -7521025.025742 + Penalty 3604.682567 = -7517420.343175 nChanged 16 SP:Iteration 60F (5680.726469 sec): 3 clusters Score: Raw -7521026.295970 + Penalty 3604.682567 = -7517421.613403 nChanged 18 SP:Iteration 61Q (5680.856226 sec): 3 clusters Score: Raw -7521027.666352 + Penalty 3604.682567 = -7517422.983785 nChanged 18 SP:Iteration 62Q (5680.990634 sec): 3 clusters Score: Raw -7521029.062080 + Penalty 3604.682567 = -7517424.379514 nChanged 10 SP:Iteration 63Q (5681.109568 sec): 3 clusters Score: Raw -7521029.590160 + Penalty 3604.682567 = -7517424.907593 nChanged 7 SP:Iteration 64Q (5681.229488 sec): 3 clusters Score: Raw -7521030.036560 + Penalty 3604.682567 = -7517425.353993 nChanged 10 SP:Iteration 65Q (5681.355658 sec): 3 clusters Score: Raw -7521030.958662 + Penalty 3604.682567 = -7517426.276095 nChanged 8 SP:Iteration 66Q (5681.477419 sec): 3 clusters Score: Raw -7521031.765395 + Penalty 3604.682567 = -7517427.082828 nChanged 11 SP:Iteration 67Q (5681.610754 sec): 3 clusters Score: Raw -7521033.014260 + Penalty 3604.682567 = -7517428.331693 nChanged 13 SP:Iteration 68Q (5681.743306 sec): 3 clusters Score: Raw -7521034.047239 + Penalty 3604.682567 = -7517429.364672 nChanged 8 SP:Iteration 69Q (5681.881160 sec): 3 clusters Score: Raw -7521034.694189 + Penalty 3604.682567 = -7517430.011622 nChanged 10 SP:Iteration 70Q (5682.007539 sec): 3 clusters Score: Raw -7521035.675368 + Penalty 3604.682567 = -7517430.992802 nChanged 10 SP:Iteration 71Q (5682.129631 sec): 3 clusters Score: Raw -7521036.363934 + Penalty 3604.682567 = -7517431.681367 nChanged 7 SP:Iteration 72Q (5682.260972 sec): 3 clusters Score: Raw -7521036.721299 + Penalty 3604.682567 = -7517432.038732 nChanged 6 SP:Iteration 73Q (5682.393035 sec): 3 clusters Score: Raw -7521037.035597 + Penalty 3604.682567 = -7517432.353030 nChanged 4 SP:Iteration 74Q (5682.492123 sec): 3 clusters Score: Raw -7521037.301944 + Penalty 3604.682567 = -7517432.619377 nChanged 7 SP:Iteration 75Q (5682.624166 sec): 3 clusters Score: Raw -7521037.795963 + Penalty 3604.682567 = -7517433.113396 nChanged 3 SP:Iteration 76Q (5682.722860 sec): 3 clusters Score: Raw -7521037.945963 + Penalty 3604.682567 = -7517433.263397 nChanged 1 SP:Iteration 77Q (5682.821716 sec): 3 clusters Score: Raw -7521037.983561 + Penalty 3604.682567 = -7517433.300994 nChanged 1 SP:Iteration 78Q (5682.920768 sec): 3 clusters Score: Raw -7521038.048045 + Penalty 3604.682567 = -7517433.365478 nChanged 0 SP:Iteration 79F (5683.058767 sec): 3 clusters Score: Raw -7521038.048045 + Penalty 3604.682567 = -7517433.365478 nChanged 0 Trying to split cluster 17 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.078628 sec): 2 clusters Score: Raw -114980.425088 + Penalty 1130.438635 = -113849.986453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5683.126201 sec): 3 clusters Score: Raw -114643.889719 + Penalty 2260.877269 = -112383.012450 nChanged 330 SP:Iteration 1F (5683.169041 sec): 3 clusters Score: Raw -114942.532723 + Penalty 2260.877269 = -112681.655454 nChanged 95 SP:Iteration 2F (5683.206541 sec): 3 clusters Score: Raw -115071.997677 + Penalty 2260.877269 = -112811.120408 nChanged 45 SP:Iteration 3Q (5683.245161 sec): 3 clusters Score: Raw -115137.966065 + Penalty 2260.877269 = -112877.088796 nChanged 34 SP:Iteration 4Q (5683.274894 sec): 3 clusters Score: Raw -115185.148472 + Penalty 2260.877269 = -112924.271203 nChanged 16 SP:Iteration 5Q (5683.317378 sec): 3 clusters Score: Raw -115208.857478 + Penalty 2260.877269 = -112947.980208 nChanged 13 SP:Iteration 6Q (5683.366268 sec): 3 clusters Score: Raw -115231.790784 + Penalty 2260.877269 = -112970.913515 nChanged 21 SP:Iteration 7Q (5683.405163 sec): 3 clusters Score: Raw -115256.573489 + Penalty 2260.877269 = -112995.696220 nChanged 15 SP:Iteration 8Q (5683.454025 sec): 3 clusters Score: Raw -115268.702117 + Penalty 2260.877269 = -113007.824848 nChanged 9 SP:Iteration 9Q (5683.495296 sec): 3 clusters Score: Raw -115276.330292 + Penalty 2260.877269 = -113015.453023 nChanged 7 SP:Iteration 10Q (5683.524251 sec): 3 clusters Score: Raw -115281.885490 + Penalty 2260.877269 = -113021.008221 nChanged 7 SP:Iteration 11Q (5683.572900 sec): 3 clusters Score: Raw -115287.211895 + Penalty 2260.877269 = -113026.334626 nChanged 8 SP:Iteration 12Q (5683.612408 sec): 3 clusters Score: Raw -115297.496492 + Penalty 2260.877269 = -113036.619223 nChanged 6 SP:Iteration 13Q (5683.646294 sec): 3 clusters Score: Raw -115301.987807 + Penalty 2260.877269 = -113041.110538 nChanged 1 SP:Iteration 14Q (5683.674472 sec): 3 clusters Score: Raw -115302.539949 + Penalty 2260.877269 = -113041.662680 nChanged 2 SP:Iteration 15Q (5683.714204 sec): 3 clusters Score: Raw -115303.596517 + Penalty 2260.877269 = -113042.719248 nChanged 0 SP:Iteration 16F (5683.750242 sec): 3 clusters Score: Raw -115303.596517 + Penalty 2260.877269 = -113042.719248 nChanged 0 Trying to split cluster 18 (6823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.790149 sec): 2 clusters Score: Raw -753703.262676 + Penalty 1434.558862 = -752268.703814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5683.838528 sec): 3 clusters Score: Raw -750076.496336 + Penalty 2869.117724 = -747207.378612 nChanged 2863 SP:Iteration 1F (5683.885035 sec): 3 clusters Score: Raw -751773.661168 + Penalty 2869.117724 = -748904.543444 nChanged 500 SP:Iteration 2F (5683.946561 sec): 3 clusters Score: Raw -752117.584434 + Penalty 2869.117724 = -749248.466710 nChanged 430 SP:Iteration 3F (5684.000276 sec): 3 clusters Score: Raw -752481.270274 + Penalty 2869.117724 = -749612.152549 nChanged 445 SP:Iteration 4F (5684.059175 sec): 3 clusters Score: Raw -752882.339425 + Penalty 2869.117724 = -750013.221700 nChanged 447 SP:Iteration 5F (5684.116229 sec): 3 clusters Score: Raw -753239.670610 + Penalty 2869.117724 = -750370.552886 nChanged 411 SP:Iteration 6F (5684.165340 sec): 3 clusters Score: Raw -753517.134334 + Penalty 2869.117724 = -750648.016610 nChanged 329 SP:Iteration 7Q (5684.215611 sec): 3 clusters Score: Raw -753732.927522 + Penalty 2869.117724 = -750863.809798 nChanged 305 SP:Iteration 8Q (5684.273406 sec): 3 clusters Score: Raw -753938.846539 + Penalty 2869.117724 = -751069.728815 nChanged 300 SP:Iteration 9Q (5684.324550 sec): 3 clusters Score: Raw -754139.525504 + Penalty 2869.117724 = -751270.407780 nChanged 257 SP:Iteration 10Q (5684.379526 sec): 3 clusters Score: Raw -754309.633194 + Penalty 2869.117724 = -751440.515470 nChanged 216 SP:Iteration 11Q (5684.433517 sec): 3 clusters Score: Raw -754454.850025 + Penalty 2869.117724 = -751585.732300 nChanged 208 SP:Iteration 12Q (5684.485043 sec): 3 clusters Score: Raw -754612.122959 + Penalty 2869.117724 = -751743.005234 nChanged 178 SP:Iteration 13Q (5684.546048 sec): 3 clusters Score: Raw -754736.686511 + Penalty 2869.117724 = -751867.568787 nChanged 127 SP:Iteration 14Q (5684.596434 sec): 3 clusters Score: Raw -754807.977664 + Penalty 2869.117724 = -751938.859940 nChanged 115 SP:Iteration 15Q (5684.650783 sec): 3 clusters Score: Raw -754867.241124 + Penalty 2869.117724 = -751998.123400 nChanged 75 SP:Iteration 16Q (5684.709484 sec): 3 clusters Score: Raw -754903.906223 + Penalty 2869.117724 = -752034.788498 nChanged 64 SP:Iteration 17Q (5684.758762 sec): 3 clusters Score: Raw -754929.638001 + Penalty 2869.117724 = -752060.520277 nChanged 47 SP:Iteration 18Q (5684.816199 sec): 3 clusters Score: Raw -754945.682483 + Penalty 2869.117724 = -752076.564759 nChanged 44 SP:Iteration 19Q (5684.873571 sec): 3 clusters Score: Raw -754961.592814 + Penalty 2869.117724 = -752092.475090 nChanged 30 SP:Iteration 20F (5684.926523 sec): 3 clusters Score: Raw -754973.023891 + Penalty 2869.117724 = -752103.906167 nChanged 21 SP:Iteration 21Q (5684.985722 sec): 3 clusters Score: Raw -754981.122720 + Penalty 2869.117724 = -752112.004995 nChanged 21 SP:Iteration 22Q (5685.042950 sec): 3 clusters Score: Raw -754988.500228 + Penalty 2869.117724 = -752119.382504 nChanged 17 SP:Iteration 23Q (5685.093930 sec): 3 clusters Score: Raw -754993.437890 + Penalty 2869.117724 = -752124.320166 nChanged 16 SP:Iteration 24Q (5685.154216 sec): 3 clusters Score: Raw -754998.106591 + Penalty 2869.117724 = -752128.988867 nChanged 11 SP:Iteration 25Q (5685.219074 sec): 3 clusters Score: Raw -755001.238611 + Penalty 2869.117724 = -752132.120887 nChanged 8 SP:Iteration 26Q (5685.265738 sec): 3 clusters Score: Raw -755003.515602 + Penalty 2869.117724 = -752134.397878 nChanged 11 SP:Iteration 27Q (5685.330627 sec): 3 clusters Score: Raw -755006.078722 + Penalty 2869.117724 = -752136.960997 nChanged 8 SP:Iteration 28Q (5685.381392 sec): 3 clusters Score: Raw -755007.828393 + Penalty 2869.117724 = -752138.710668 nChanged 8 SP:Iteration 29Q (5685.435081 sec): 3 clusters Score: Raw -755009.065720 + Penalty 2869.117724 = -752139.947995 nChanged 7 SP:Iteration 30Q (5685.486316 sec): 3 clusters Score: Raw -755011.388050 + Penalty 2869.117724 = -752142.270325 nChanged 7 SP:Iteration 31Q (5685.532629 sec): 3 clusters Score: Raw -755012.847969 + Penalty 2869.117724 = -752143.730245 nChanged 6 SP:Iteration 32Q (5685.591464 sec): 3 clusters Score: Raw -755013.723128 + Penalty 2869.117724 = -752144.605404 nChanged 6 SP:Iteration 33Q (5685.643204 sec): 3 clusters Score: Raw -755014.837816 + Penalty 2869.117724 = -752145.720091 nChanged 5 SP:Iteration 34Q (5685.690790 sec): 3 clusters Score: Raw -755017.268968 + Penalty 2869.117724 = -752148.151243 nChanged 5 SP:Iteration 35Q (5685.746862 sec): 3 clusters Score: Raw -755018.681574 + Penalty 2869.117724 = -752149.563850 nChanged 2 SP:Iteration 36Q (5685.814625 sec): 3 clusters Score: Raw -755019.156241 + Penalty 2869.117724 = -752150.038517 nChanged 0 SP:Iteration 37F (5685.857656 sec): 3 clusters Score: Raw -755019.156241 + Penalty 2869.117724 = -752150.038517 nChanged 0 Trying to split cluster 19 (3558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5685.884836 sec): 2 clusters Score: Raw -361021.242393 + Penalty 1328.755004 = -359692.487390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5685.929714 sec): 3 clusters Score: Raw -359280.768104 + Penalty 2657.510007 = -356623.258097 nChanged 1404 SP:Iteration 1F (5685.978451 sec): 3 clusters Score: Raw -360225.168781 + Penalty 2657.510007 = -357567.658773 nChanged 292 SP:Iteration 2F (5686.034013 sec): 3 clusters Score: Raw -360478.680927 + Penalty 2657.510007 = -357821.170919 nChanged 247 SP:Iteration 3F (5686.073810 sec): 3 clusters Score: Raw -360708.338081 + Penalty 2657.510007 = -358050.828074 nChanged 208 SP:Iteration 4F (5686.121886 sec): 3 clusters Score: Raw -360870.607956 + Penalty 2657.510007 = -358213.097949 nChanged 162 SP:Iteration 5Q (5686.169951 sec): 3 clusters Score: Raw -360975.330839 + Penalty 2657.510007 = -358317.820832 nChanged 124 SP:Iteration 6Q (5686.216517 sec): 3 clusters Score: Raw -361065.345580 + Penalty 2657.510007 = -358407.835573 nChanged 113 SP:Iteration 7Q (5686.268686 sec): 3 clusters Score: Raw -361144.513021 + Penalty 2657.510007 = -358487.003014 nChanged 93 SP:Iteration 8Q (5686.321428 sec): 3 clusters Score: Raw -361223.473220 + Penalty 2657.510007 = -358565.963213 nChanged 85 SP:Iteration 9Q (5686.357325 sec): 3 clusters Score: Raw -361288.627006 + Penalty 2657.510007 = -358631.116999 nChanged 88 SP:Iteration 10Q (5686.403242 sec): 3 clusters Score: Raw -361355.352363 + Penalty 2657.510007 = -358697.842356 nChanged 78 SP:Iteration 11Q (5686.456182 sec): 3 clusters Score: Raw -361409.718702 + Penalty 2657.510007 = -358752.208695 nChanged 56 SP:Iteration 12Q (5686.502111 sec): 3 clusters Score: Raw -361462.733087 + Penalty 2657.510007 = -358805.223080 nChanged 44 SP:Iteration 13Q (5686.555432 sec): 3 clusters Score: Raw -361492.568454 + Penalty 2657.510007 = -358835.058447 nChanged 36 SP:Iteration 14Q (5686.606778 sec): 3 clusters Score: Raw -361512.242130 + Penalty 2657.510007 = -358854.732123 nChanged 23 SP:Iteration 15Q (5686.655928 sec): 3 clusters Score: Raw -361524.786163 + Penalty 2657.510007 = -358867.276155 nChanged 20 SP:Iteration 16Q (5686.718171 sec): 3 clusters Score: Raw -361532.130335 + Penalty 2657.510007 = -358874.620328 nChanged 14 SP:Iteration 17Q (5686.756000 sec): 3 clusters Score: Raw -361539.342113 + Penalty 2657.510007 = -358881.832106 nChanged 16 SP:Iteration 18Q (5686.804352 sec): 3 clusters Score: Raw -361544.320508 + Penalty 2657.510007 = -358886.810501 nChanged 10 SP:Iteration 19Q (5686.857518 sec): 3 clusters Score: Raw -361549.835302 + Penalty 2657.510007 = -358892.325294 nChanged 11 SP:Iteration 20F (5686.911724 sec): 3 clusters Score: Raw -361554.050134 + Penalty 2657.510007 = -358896.540127 nChanged 5 SP:Iteration 21Q (5686.954797 sec): 3 clusters Score: Raw -361557.620311 + Penalty 2657.510007 = -358900.110304 nChanged 4 SP:Iteration 22Q (5687.008304 sec): 3 clusters Score: Raw -361559.586544 + Penalty 2657.510007 = -358902.076537 nChanged 7 SP:Iteration 23Q (5687.061481 sec): 3 clusters Score: Raw -361562.924747 + Penalty 2657.510007 = -358905.414740 nChanged 10 SP:Iteration 24Q (5687.102977 sec): 3 clusters Score: Raw -361567.692726 + Penalty 2657.510007 = -358910.182719 nChanged 6 SP:Iteration 25Q (5687.151404 sec): 3 clusters Score: Raw -361570.673001 + Penalty 2657.510007 = -358913.162994 nChanged 5 SP:Iteration 26Q (5687.207886 sec): 3 clusters Score: Raw -361572.743959 + Penalty 2657.510007 = -358915.233952 nChanged 3 SP:Iteration 27Q (5687.251662 sec): 3 clusters Score: Raw -361573.624962 + Penalty 2657.510007 = -358916.114955 nChanged 2 SP:Iteration 28Q (5687.303715 sec): 3 clusters Score: Raw -361574.657928 + Penalty 2657.510007 = -358917.147921 nChanged 3 SP:Iteration 29Q (5687.357330 sec): 3 clusters Score: Raw -361575.375876 + Penalty 2657.510007 = -358917.865869 nChanged 1 SP:Iteration 30Q (5687.411676 sec): 3 clusters Score: Raw -361575.939886 + Penalty 2657.510007 = -358918.429879 nChanged 2 SP:Iteration 31Q (5687.443070 sec): 3 clusters Score: Raw -361576.524741 + Penalty 2657.510007 = -358919.014734 nChanged 2 SP:Iteration 32Q (5687.485775 sec): 3 clusters Score: Raw -361576.945836 + Penalty 2657.510007 = -358919.435829 nChanged 0 SP:Iteration 33F (5687.538353 sec): 3 clusters Score: Raw -361576.945836 + Penalty 2657.510007 = -358919.435829 nChanged 0 Trying to split cluster 20 (40795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5687.620236 sec): 2 clusters Score: Raw -4671659.944140 + Penalty 1725.151156 = -4669934.792984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5687.732812 sec): 3 clusters Score: Raw -4645995.539187 + Penalty 3450.302311 = -4642545.236876 nChanged 19109 SP:Iteration 1F (5687.840365 sec): 3 clusters Score: Raw -4656978.021850 + Penalty 3450.302311 = -4653527.719539 nChanged 1771 SP:Iteration 2Q (5687.936763 sec): 3 clusters Score: Raw -4657586.951885 + Penalty 3450.302311 = -4654136.649574 nChanged 1776 SP:Iteration 3Q (5688.053912 sec): 3 clusters Score: Raw -4658333.967061 + Penalty 3450.302311 = -4654883.664749 nChanged 1913 SP:Iteration 4Q (5688.162814 sec): 3 clusters Score: Raw -4659358.078876 + Penalty 3450.302311 = -4655907.776565 nChanged 2061 SP:Iteration 5F (5688.266551 sec): 3 clusters Score: Raw -4660661.071614 + Penalty 3450.302311 = -4657210.769303 nChanged 2270 SP:Iteration 6F (5688.360816 sec): 3 clusters Score: Raw -4662402.349481 + Penalty 3450.302311 = -4658952.047169 nChanged 2287 SP:Iteration 7F (5688.480422 sec): 3 clusters Score: Raw -4664346.114403 + Penalty 3450.302311 = -4660895.812092 nChanged 2150 SP:Iteration 8F (5688.591824 sec): 3 clusters Score: Raw -4666041.435235 + Penalty 3450.302311 = -4662591.132924 nChanged 1892 SP:Iteration 9Q (5688.697393 sec): 3 clusters Score: Raw -4667388.853016 + Penalty 3450.302311 = -4663938.550705 nChanged 1525 SP:Iteration 10Q (5688.794786 sec): 3 clusters Score: Raw -4668278.880340 + Penalty 3450.302311 = -4664828.578029 nChanged 1171 SP:Iteration 11Q (5688.894688 sec): 3 clusters Score: Raw -4668824.919760 + Penalty 3450.302311 = -4665374.617448 nChanged 874 SP:Iteration 12Q (5688.986006 sec): 3 clusters Score: Raw -4669155.565293 + Penalty 3450.302311 = -4665705.262981 nChanged 635 SP:Iteration 13Q (5689.100154 sec): 3 clusters Score: Raw -4669377.853573 + Penalty 3450.302311 = -4665927.551261 nChanged 512 SP:Iteration 14Q (5689.169715 sec): 3 clusters Score: Raw -4669558.506693 + Penalty 3450.302311 = -4666108.204382 nChanged 475 SP:Iteration 15Q (5689.275228 sec): 3 clusters Score: Raw -4669728.866690 + Penalty 3450.302311 = -4666278.564379 nChanged 496 SP:Iteration 16Q (5689.366984 sec): 3 clusters Score: Raw -4669914.541798 + Penalty 3450.302311 = -4666464.239487 nChanged 474 SP:Iteration 17Q (5689.464617 sec): 3 clusters Score: Raw -4670078.047762 + Penalty 3450.302311 = -4666627.745450 nChanged 447 SP:Iteration 18Q (5689.551457 sec): 3 clusters Score: Raw -4670230.200215 + Penalty 3450.302311 = -4666779.897904 nChanged 419 SP:Iteration 19Q (5689.651064 sec): 3 clusters Score: Raw -4670372.360120 + Penalty 3450.302311 = -4666922.057808 nChanged 385 SP:Iteration 20F (5689.724990 sec): 3 clusters Score: Raw -4670500.081631 + Penalty 3450.302311 = -4667049.779320 nChanged 350 SP:Iteration 21Q (5689.812277 sec): 3 clusters Score: Raw -4670618.377600 + Penalty 3450.302311 = -4667168.075289 nChanged 344 SP:Iteration 22Q (5689.917614 sec): 3 clusters Score: Raw -4670730.862108 + Penalty 3450.302311 = -4667280.559797 nChanged 303 SP:Iteration 23Q (5690.015710 sec): 3 clusters Score: Raw -4670836.564134 + Penalty 3450.302311 = -4667386.261823 nChanged 312 SP:Iteration 24Q (5690.089340 sec): 3 clusters Score: Raw -4670961.431803 + Penalty 3450.302311 = -4667511.129492 nChanged 297 SP:Iteration 25Q (5690.181963 sec): 3 clusters Score: Raw -4671075.114675 + Penalty 3450.302311 = -4667624.812364 nChanged 269 SP:Iteration 26Q (5690.286673 sec): 3 clusters Score: Raw -4671172.460313 + Penalty 3450.302311 = -4667722.158002 nChanged 240 SP:Iteration 27Q (5690.383660 sec): 3 clusters Score: Raw -4671265.715361 + Penalty 3450.302311 = -4667815.413050 nChanged 207 SP:Iteration 28Q (5690.475366 sec): 3 clusters Score: Raw -4671339.583735 + Penalty 3450.302311 = -4667889.281424 nChanged 191 SP:Iteration 29Q (5690.566317 sec): 3 clusters Score: Raw -4671407.479566 + Penalty 3450.302311 = -4667957.177255 nChanged 151 SP:Iteration 30Q (5690.668407 sec): 3 clusters Score: Raw -4671460.804130 + Penalty 3450.302311 = -4668010.501819 nChanged 127 SP:Iteration 31Q (5690.769646 sec): 3 clusters Score: Raw -4671507.772449 + Penalty 3450.302311 = -4668057.470138 nChanged 121 SP:Iteration 32Q (5690.874592 sec): 3 clusters Score: Raw -4671548.974753 + Penalty 3450.302311 = -4668098.672442 nChanged 112 SP:Iteration 33Q (5690.957400 sec): 3 clusters Score: Raw -4671583.538487 + Penalty 3450.302311 = -4668133.236176 nChanged 87 SP:Iteration 34Q (5691.028537 sec): 3 clusters Score: Raw -4671615.309869 + Penalty 3450.302311 = -4668165.007557 nChanged 90 SP:Iteration 35Q (5691.135039 sec): 3 clusters Score: Raw -4671646.399288 + Penalty 3450.302311 = -4668196.096977 nChanged 70 SP:Iteration 36Q (5691.236038 sec): 3 clusters Score: Raw -4671666.223219 + Penalty 3450.302311 = -4668215.920908 nChanged 59 SP:Iteration 37Q (5691.324346 sec): 3 clusters Score: Raw -4671684.629457 + Penalty 3450.302311 = -4668234.327146 nChanged 49 SP:Iteration 38Q (5691.408217 sec): 3 clusters Score: Raw -4671703.121319 + Penalty 3450.302311 = -4668252.819007 nChanged 48 SP:Iteration 39Q (5691.508777 sec): 3 clusters Score: Raw -4671718.540884 + Penalty 3450.302311 = -4668268.238572 nChanged 36 SP:Iteration 40F (5691.622479 sec): 3 clusters Score: Raw -4671732.229167 + Penalty 3450.302311 = -4668281.926855 nChanged 43 SP:Iteration 41Q (5691.716104 sec): 3 clusters Score: Raw -4671745.886224 + Penalty 3450.302311 = -4668295.583913 nChanged 33 SP:Iteration 42Q (5691.804531 sec): 3 clusters Score: Raw -4671760.756657 + Penalty 3450.302311 = -4668310.454345 nChanged 40 SP:Iteration 43Q (5691.904318 sec): 3 clusters Score: Raw -4671774.759669 + Penalty 3450.302311 = -4668324.457357 nChanged 37 SP:Iteration 44Q (5691.998752 sec): 3 clusters Score: Raw -4671789.679444 + Penalty 3450.302311 = -4668339.377133 nChanged 37 SP:Iteration 45Q (5692.101148 sec): 3 clusters Score: Raw -4671803.439629 + Penalty 3450.302311 = -4668353.137318 nChanged 31 SP:Iteration 46Q (5692.180110 sec): 3 clusters Score: Raw -4671812.884520 + Penalty 3450.302311 = -4668362.582208 nChanged 25 SP:Iteration 47Q (5692.276009 sec): 3 clusters Score: Raw -4671821.718579 + Penalty 3450.302311 = -4668371.416268 nChanged 26 SP:Iteration 48Q (5692.374632 sec): 3 clusters Score: Raw -4671832.287013 + Penalty 3450.302311 = -4668381.984701 nChanged 19 SP:Iteration 49Q (5692.466602 sec): 3 clusters Score: Raw -4671838.594344 + Penalty 3450.302311 = -4668388.292033 nChanged 18 SP:Iteration 50Q (5692.555777 sec): 3 clusters Score: Raw -4671845.048177 + Penalty 3450.302311 = -4668394.745865 nChanged 21 SP:Iteration 51Q (5692.645733 sec): 3 clusters Score: Raw -4671851.986905 + Penalty 3450.302311 = -4668401.684594 nChanged 14 SP:Iteration 52Q (5692.733534 sec): 3 clusters Score: Raw -4671857.295231 + Penalty 3450.302311 = -4668406.992920 nChanged 19 SP:Iteration 53Q (5692.837775 sec): 3 clusters Score: Raw -4671864.616232 + Penalty 3450.302311 = -4668414.313921 nChanged 20 SP:Iteration 54Q (5692.930458 sec): 3 clusters Score: Raw -4671871.705238 + Penalty 3450.302311 = -4668421.402926 nChanged 19 SP:Iteration 55Q (5693.019597 sec): 3 clusters Score: Raw -4671884.066309 + Penalty 3450.302311 = -4668433.763998 nChanged 27 SP:Iteration 56Q (5693.112853 sec): 3 clusters Score: Raw -4671897.512675 + Penalty 3450.302311 = -4668447.210364 nChanged 20 SP:Iteration 57Q (5693.202006 sec): 3 clusters Score: Raw -4671904.479301 + Penalty 3450.302311 = -4668454.176990 nChanged 18 SP:Iteration 58Q (5693.281895 sec): 3 clusters Score: Raw -4671910.899862 + Penalty 3450.302311 = -4668460.597551 nChanged 10 SP:Iteration 59Q (5693.372117 sec): 3 clusters Score: Raw -4671914.240113 + Penalty 3450.302311 = -4668463.937802 nChanged 8 SP:Iteration 60F (5693.468581 sec): 3 clusters Score: Raw -4671916.151685 + Penalty 3450.302311 = -4668465.849374 nChanged 7 SP:Iteration 61Q (5693.533662 sec): 3 clusters Score: Raw -4671918.949958 + Penalty 3450.302311 = -4668468.647647 nChanged 3 SP:Iteration 62Q (5693.619648 sec): 3 clusters Score: Raw -4671919.647035 + Penalty 3450.302311 = -4668469.344723 nChanged 0 SP:Iteration 63F (5693.705508 sec): 3 clusters Score: Raw -4671919.647035 + Penalty 3450.302311 = -4668469.344723 nChanged 0 Trying to split cluster 21 (7121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5693.733010 sec): 2 clusters Score: Raw -791428.192989 + Penalty 1441.505560 = -789986.687429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5693.792785 sec): 3 clusters Score: Raw -787504.648789 + Penalty 2883.011119 = -784621.637669 nChanged 2977 SP:Iteration 1F (5693.842107 sec): 3 clusters Score: Raw -789098.060026 + Penalty 2883.011119 = -786215.048907 nChanged 473 SP:Iteration 2F (5693.890123 sec): 3 clusters Score: Raw -789340.851436 + Penalty 2883.011119 = -786457.840316 nChanged 384 SP:Iteration 3F (5693.944954 sec): 3 clusters Score: Raw -789541.010303 + Penalty 2883.011119 = -786657.999184 nChanged 342 SP:Iteration 4Q (5694.001154 sec): 3 clusters Score: Raw -789722.596349 + Penalty 2883.011119 = -786839.585230 nChanged 331 SP:Iteration 5Q (5694.029033 sec): 3 clusters Score: Raw -789924.850353 + Penalty 2883.011119 = -787041.839234 nChanged 326 SP:Iteration 6Q (5694.085870 sec): 3 clusters Score: Raw -790139.503519 + Penalty 2883.011119 = -787256.492400 nChanged 343 SP:Iteration 7Q (5694.133584 sec): 3 clusters Score: Raw -790374.735574 + Penalty 2883.011119 = -787491.724455 nChanged 349 SP:Iteration 8Q (5694.180400 sec): 3 clusters Score: Raw -790646.791807 + Penalty 2883.011119 = -787763.780687 nChanged 353 SP:Iteration 9Q (5694.239462 sec): 3 clusters Score: Raw -790916.316022 + Penalty 2883.011119 = -788033.304903 nChanged 289 SP:Iteration 10Q (5694.289099 sec): 3 clusters Score: Raw -791109.696178 + Penalty 2883.011119 = -788226.685059 nChanged 226 SP:Iteration 11Q (5694.338482 sec): 3 clusters Score: Raw -791242.436386 + Penalty 2883.011119 = -788359.425267 nChanged 181 SP:Iteration 12Q (5694.390768 sec): 3 clusters Score: Raw -791355.958134 + Penalty 2883.011119 = -788472.947015 nChanged 158 SP:Iteration 13Q (5694.438268 sec): 3 clusters Score: Raw -791442.108557 + Penalty 2883.011119 = -788559.097438 nChanged 130 SP:Iteration 14Q (5694.460744 sec): 3 clusters Score: Raw -791498.997900 + Penalty 2883.011119 = -788615.986781 nChanged 79 SP:Iteration 15Q (5694.510187 sec): 3 clusters Score: Raw -791528.816232 + Penalty 2883.011119 = -788645.805113 nChanged 75 SP:Iteration 16Q (5694.560452 sec): 3 clusters Score: Raw -791558.269057 + Penalty 2883.011119 = -788675.257937 nChanged 81 SP:Iteration 17Q (5694.613609 sec): 3 clusters Score: Raw -791590.076341 + Penalty 2883.011119 = -788707.065221 nChanged 67 SP:Iteration 18Q (5694.671810 sec): 3 clusters Score: Raw -791611.787762 + Penalty 2883.011119 = -788728.776642 nChanged 56 SP:Iteration 19Q (5694.726111 sec): 3 clusters Score: Raw -791628.056647 + Penalty 2883.011119 = -788745.045527 nChanged 39 SP:Iteration 20F (5694.784147 sec): 3 clusters Score: Raw -791642.962922 + Penalty 2883.011119 = -788759.951803 nChanged 39 SP:Iteration 21Q (5694.823378 sec): 3 clusters Score: Raw -791658.705302 + Penalty 2883.011119 = -788775.694183 nChanged 47 SP:Iteration 22Q (5694.878614 sec): 3 clusters Score: Raw -791678.386050 + Penalty 2883.011119 = -788795.374931 nChanged 41 SP:Iteration 23Q (5694.929736 sec): 3 clusters Score: Raw -791696.933943 + Penalty 2883.011119 = -788813.922823 nChanged 44 SP:Iteration 24Q (5694.977617 sec): 3 clusters Score: Raw -791711.226398 + Penalty 2883.011119 = -788828.215278 nChanged 23 SP:Iteration 25Q (5695.027407 sec): 3 clusters Score: Raw -791718.656491 + Penalty 2883.011119 = -788835.645372 nChanged 30 SP:Iteration 26Q (5695.087859 sec): 3 clusters Score: Raw -791730.407558 + Penalty 2883.011119 = -788847.396439 nChanged 21 SP:Iteration 27Q (5695.156063 sec): 3 clusters Score: Raw -791738.219231 + Penalty 2883.011119 = -788855.208112 nChanged 18 SP:Iteration 28Q (5695.204889 sec): 3 clusters Score: Raw -791743.433239 + Penalty 2883.011119 = -788860.422120 nChanged 16 SP:Iteration 29Q (5695.259039 sec): 3 clusters Score: Raw -791749.306867 + Penalty 2883.011119 = -788866.295747 nChanged 17 SP:Iteration 30Q (5695.322419 sec): 3 clusters Score: Raw -791755.057701 + Penalty 2883.011119 = -788872.046582 nChanged 17 SP:Iteration 31Q (5695.375141 sec): 3 clusters Score: Raw -791760.616068 + Penalty 2883.011119 = -788877.604949 nChanged 12 SP:Iteration 32Q (5695.419214 sec): 3 clusters Score: Raw -791764.745778 + Penalty 2883.011119 = -788881.734659 nChanged 15 SP:Iteration 33Q (5695.483617 sec): 3 clusters Score: Raw -791770.743021 + Penalty 2883.011119 = -788887.731901 nChanged 8 SP:Iteration 34Q (5695.533628 sec): 3 clusters Score: Raw -791773.518741 + Penalty 2883.011119 = -788890.507622 nChanged 7 SP:Iteration 35Q (5695.578600 sec): 3 clusters Score: Raw -791776.311061 + Penalty 2883.011119 = -788893.299941 nChanged 11 SP:Iteration 36Q (5695.635750 sec): 3 clusters Score: Raw -791780.373078 + Penalty 2883.011119 = -788897.361958 nChanged 12 SP:Iteration 37Q (5695.678620 sec): 3 clusters Score: Raw -791784.222520 + Penalty 2883.011119 = -788901.211400 nChanged 4 SP:Iteration 38Q (5695.729988 sec): 3 clusters Score: Raw -791785.500410 + Penalty 2883.011119 = -788902.489291 nChanged 2 SP:Iteration 39Q (5695.784781 sec): 3 clusters Score: Raw -791785.969139 + Penalty 2883.011119 = -788902.958019 nChanged 2 SP:Iteration 40F (5695.856469 sec): 3 clusters Score: Raw -791786.734813 + Penalty 2883.011119 = -788903.723694 nChanged 2 SP:Iteration 41Q (5695.894910 sec): 3 clusters Score: Raw -791787.198271 + Penalty 2883.011119 = -788904.187152 nChanged 2 SP:Iteration 42Q (5695.940907 sec): 3 clusters Score: Raw -791787.480087 + Penalty 2883.011119 = -788904.468968 nChanged 1 SP:Iteration 43Q (5695.987738 sec): 3 clusters Score: Raw -791787.852852 + Penalty 2883.011119 = -788904.841733 nChanged 5 SP:Iteration 44Q (5696.043108 sec): 3 clusters Score: Raw -791788.949858 + Penalty 2883.011119 = -788905.938739 nChanged 3 SP:Iteration 45Q (5696.094922 sec): 3 clusters Score: Raw -791789.433698 + Penalty 2883.011119 = -788906.422578 nChanged 1 SP:Iteration 46Q (5696.153170 sec): 3 clusters Score: Raw -791789.724825 + Penalty 2883.011119 = -788906.713706 nChanged 2 SP:Iteration 47Q (5696.204802 sec): 3 clusters Score: Raw -791790.591982 + Penalty 2883.011119 = -788907.580863 nChanged 3 SP:Iteration 48Q (5696.257045 sec): 3 clusters Score: Raw -791791.283756 + Penalty 2883.011119 = -788908.272636 nChanged 0 SP:Iteration 49F (5696.307930 sec): 3 clusters Score: Raw -791791.283756 + Penalty 2883.011119 = -788908.272636 nChanged 0 Trying to split cluster 22 (4957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5696.338673 sec): 2 clusters Score: Raw -541103.054944 + Penalty 1382.640350 = -539720.414594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5696.385957 sec): 3 clusters Score: Raw -538551.921533 + Penalty 2765.280699 = -535786.640834 nChanged 1992 SP:Iteration 1F (5696.438376 sec): 3 clusters Score: Raw -539740.057030 + Penalty 2765.280699 = -536974.776331 nChanged 380 SP:Iteration 2F (5696.487668 sec): 3 clusters Score: Raw -540002.427621 + Penalty 2765.280699 = -537237.146922 nChanged 290 SP:Iteration 3F (5696.532670 sec): 3 clusters Score: Raw -540163.061673 + Penalty 2765.280699 = -537397.780973 nChanged 232 SP:Iteration 4Q (5696.563782 sec): 3 clusters Score: Raw -540303.143992 + Penalty 2765.280699 = -537537.863292 nChanged 204 SP:Iteration 5Q (5696.620498 sec): 3 clusters Score: Raw -540441.707255 + Penalty 2765.280699 = -537676.426556 nChanged 207 SP:Iteration 6Q (5696.657659 sec): 3 clusters Score: Raw -540584.500662 + Penalty 2765.280699 = -537819.219963 nChanged 187 SP:Iteration 7Q (5696.713546 sec): 3 clusters Score: Raw -540687.775606 + Penalty 2765.280699 = -537922.494907 nChanged 153 SP:Iteration 8Q (5696.753316 sec): 3 clusters Score: Raw -540776.058295 + Penalty 2765.280699 = -538010.777596 nChanged 142 SP:Iteration 9Q (5696.804855 sec): 3 clusters Score: Raw -540847.483695 + Penalty 2765.280699 = -538082.202995 nChanged 121 SP:Iteration 10Q (5696.841605 sec): 3 clusters Score: Raw -540916.172135 + Penalty 2765.280699 = -538150.891436 nChanged 138 SP:Iteration 11Q (5696.887134 sec): 3 clusters Score: Raw -540987.993014 + Penalty 2765.280699 = -538222.712315 nChanged 143 SP:Iteration 12Q (5696.940974 sec): 3 clusters Score: Raw -541068.185510 + Penalty 2765.280699 = -538302.904810 nChanged 146 SP:Iteration 13Q (5696.987331 sec): 3 clusters Score: Raw -541154.145951 + Penalty 2765.280699 = -538388.865251 nChanged 142 SP:Iteration 14Q (5697.009313 sec): 3 clusters Score: Raw -541240.569641 + Penalty 2765.280699 = -538475.288941 nChanged 129 SP:Iteration 15Q (5697.057231 sec): 3 clusters Score: Raw -541315.833871 + Penalty 2765.280699 = -538550.553172 nChanged 119 SP:Iteration 16Q (5697.111315 sec): 3 clusters Score: Raw -541378.522819 + Penalty 2765.280699 = -538613.242120 nChanged 113 SP:Iteration 17Q (5697.168941 sec): 3 clusters Score: Raw -541433.650604 + Penalty 2765.280699 = -538668.369905 nChanged 87 SP:Iteration 18Q (5697.210347 sec): 3 clusters Score: Raw -541481.375600 + Penalty 2765.280699 = -538716.094901 nChanged 86 SP:Iteration 19Q (5697.274043 sec): 3 clusters Score: Raw -541522.353972 + Penalty 2765.280699 = -538757.073272 nChanged 84 SP:Iteration 20F (5697.314609 sec): 3 clusters Score: Raw -541558.319495 + Penalty 2765.280699 = -538793.038796 nChanged 65 SP:Iteration 21Q (5697.361108 sec): 3 clusters Score: Raw -541579.933049 + Penalty 2765.280699 = -538814.652350 nChanged 57 SP:Iteration 22Q (5697.408607 sec): 3 clusters Score: Raw -541598.037797 + Penalty 2765.280699 = -538832.757097 nChanged 42 SP:Iteration 23Q (5697.456042 sec): 3 clusters Score: Raw -541609.490311 + Penalty 2765.280699 = -538844.209612 nChanged 35 SP:Iteration 24Q (5697.493986 sec): 3 clusters Score: Raw -541623.180513 + Penalty 2765.280699 = -538857.899814 nChanged 32 SP:Iteration 25Q (5697.549309 sec): 3 clusters Score: Raw -541635.455975 + Penalty 2765.280699 = -538870.175276 nChanged 24 SP:Iteration 26Q (5697.608320 sec): 3 clusters Score: Raw -541641.560616 + Penalty 2765.280699 = -538876.279917 nChanged 14 SP:Iteration 27Q (5697.651918 sec): 3 clusters Score: Raw -541644.623479 + Penalty 2765.280699 = -538879.342780 nChanged 14 SP:Iteration 28Q (5697.699246 sec): 3 clusters Score: Raw -541648.029915 + Penalty 2765.280699 = -538882.749216 nChanged 16 SP:Iteration 29Q (5697.746376 sec): 3 clusters Score: Raw -541651.324686 + Penalty 2765.280699 = -538886.043987 nChanged 12 SP:Iteration 30Q (5697.798809 sec): 3 clusters Score: Raw -541654.485253 + Penalty 2765.280699 = -538889.204553 nChanged 15 SP:Iteration 31Q (5697.850895 sec): 3 clusters Score: Raw -541656.857912 + Penalty 2765.280699 = -538891.577213 nChanged 11 SP:Iteration 32Q (5697.895553 sec): 3 clusters Score: Raw -541658.946795 + Penalty 2765.280699 = -538893.666096 nChanged 8 SP:Iteration 33Q (5697.943209 sec): 3 clusters Score: Raw -541660.286588 + Penalty 2765.280699 = -538895.005889 nChanged 5 SP:Iteration 34Q (5697.989619 sec): 3 clusters Score: Raw -541661.016139 + Penalty 2765.280699 = -538895.735440 nChanged 2 SP:Iteration 35Q (5698.045470 sec): 3 clusters Score: Raw -541661.344160 + Penalty 2765.280699 = -538896.063460 nChanged 0 SP:Iteration 36F (5698.090534 sec): 3 clusters Score: Raw -541661.344160 + Penalty 2765.280699 = -538896.063460 nChanged 0 Trying to split cluster 23 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5698.128849 sec): 2 clusters Score: Raw -195408.790095 + Penalty 1230.865754 = -194177.924341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5698.162719 sec): 3 clusters Score: Raw -194619.819974 + Penalty 2461.731507 = -192158.088467 nChanged 702 SP:Iteration 1F (5698.210117 sec): 3 clusters Score: Raw -195205.629053 + Penalty 2461.731507 = -192743.897546 nChanged 193 SP:Iteration 2F (5698.249831 sec): 3 clusters Score: Raw -195381.859779 + Penalty 2461.731507 = -192920.128271 nChanged 106 SP:Iteration 3F (5698.294998 sec): 3 clusters Score: Raw -195473.958329 + Penalty 2461.731507 = -193012.226822 nChanged 77 SP:Iteration 4Q (5698.333702 sec): 3 clusters Score: Raw -195542.293445 + Penalty 2461.731507 = -193080.561938 nChanged 63 SP:Iteration 5Q (5698.379836 sec): 3 clusters Score: Raw -195594.618205 + Penalty 2461.731507 = -193132.886698 nChanged 56 SP:Iteration 6Q (5698.425965 sec): 3 clusters Score: Raw -195643.882219 + Penalty 2461.731507 = -193182.150711 nChanged 42 SP:Iteration 7Q (5698.472199 sec): 3 clusters Score: Raw -195687.585031 + Penalty 2461.731507 = -193225.853523 nChanged 40 SP:Iteration 8Q (5698.514854 sec): 3 clusters Score: Raw -195718.877658 + Penalty 2461.731507 = -193257.146151 nChanged 25 SP:Iteration 9Q (5698.572972 sec): 3 clusters Score: Raw -195737.041664 + Penalty 2461.731507 = -193275.310156 nChanged 20 SP:Iteration 10Q (5698.609319 sec): 3 clusters Score: Raw -195752.156733 + Penalty 2461.731507 = -193290.425225 nChanged 18 SP:Iteration 11Q (5698.651511 sec): 3 clusters Score: Raw -195765.052752 + Penalty 2461.731507 = -193303.321244 nChanged 17 SP:Iteration 12Q (5698.690706 sec): 3 clusters Score: Raw -195776.642508 + Penalty 2461.731507 = -193314.911001 nChanged 9 SP:Iteration 13Q (5698.738793 sec): 3 clusters Score: Raw -195781.743668 + Penalty 2461.731507 = -193320.012161 nChanged 8 SP:Iteration 14Q (5698.778744 sec): 3 clusters Score: Raw -195786.408861 + Penalty 2461.731507 = -193324.677354 nChanged 7 SP:Iteration 15Q (5698.830860 sec): 3 clusters Score: Raw -195793.787924 + Penalty 2461.731507 = -193332.056417 nChanged 17 SP:Iteration 16Q (5698.865581 sec): 3 clusters Score: Raw -195806.640879 + Penalty 2461.731507 = -193344.909372 nChanged 15 SP:Iteration 17Q (5698.916041 sec): 3 clusters Score: Raw -195818.903513 + Penalty 2461.731507 = -193357.172005 nChanged 16 SP:Iteration 18Q (5698.967086 sec): 3 clusters Score: Raw -195825.205043 + Penalty 2461.731507 = -193363.473535 nChanged 12 SP:Iteration 19Q (5698.986252 sec): 3 clusters Score: Raw -195832.343763 + Penalty 2461.731507 = -193370.612256 nChanged 16 SP:Iteration 20F (5699.035211 sec): 3 clusters Score: Raw -195842.475044 + Penalty 2461.731507 = -193380.743537 nChanged 7 SP:Iteration 21Q (5699.078864 sec): 3 clusters Score: Raw -195849.500003 + Penalty 2461.731507 = -193387.768496 nChanged 10 SP:Iteration 22Q (5699.116911 sec): 3 clusters Score: Raw -195857.070163 + Penalty 2461.731507 = -193395.338656 nChanged 10 SP:Iteration 23Q (5699.166031 sec): 3 clusters Score: Raw -195863.096350 + Penalty 2461.731507 = -193401.364843 nChanged 6 SP:Iteration 24Q (5699.201878 sec): 3 clusters Score: Raw -195866.255496 + Penalty 2461.731507 = -193404.523989 nChanged 8 SP:Iteration 25Q (5699.241547 sec): 3 clusters Score: Raw -195872.164673 + Penalty 2461.731507 = -193410.433165 nChanged 12 SP:Iteration 26Q (5699.283961 sec): 3 clusters Score: Raw -195879.355985 + Penalty 2461.731507 = -193417.624478 nChanged 7 SP:Iteration 27Q (5699.314524 sec): 3 clusters Score: Raw -195883.078783 + Penalty 2461.731507 = -193421.347276 nChanged 5 SP:Iteration 28Q (5699.365303 sec): 3 clusters Score: Raw -195884.905566 + Penalty 2461.731507 = -193423.174059 nChanged 6 SP:Iteration 29Q (5699.401202 sec): 3 clusters Score: Raw -195887.025259 + Penalty 2461.731507 = -193425.293751 nChanged 4 SP:Iteration 30Q (5699.453514 sec): 3 clusters Score: Raw -195889.749048 + Penalty 2461.731507 = -193428.017540 nChanged 5 SP:Iteration 31Q (5699.489096 sec): 3 clusters Score: Raw -195892.086585 + Penalty 2461.731507 = -193430.355077 nChanged 9 SP:Iteration 32Q (5699.537403 sec): 3 clusters Score: Raw -195894.731253 + Penalty 2461.731507 = -193432.999746 nChanged 3 SP:Iteration 33Q (5699.568498 sec): 3 clusters Score: Raw -195896.004966 + Penalty 2461.731507 = -193434.273459 nChanged 1 SP:Iteration 34Q (5699.611535 sec): 3 clusters Score: Raw -195896.294250 + Penalty 2461.731507 = -193434.562743 nChanged 0 SP:Iteration 35F (5699.656486 sec): 3 clusters Score: Raw -195896.294250 + Penalty 2461.731507 = -193434.562743 nChanged 0 Trying to split cluster 24 (100194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5699.814153 sec): 2 clusters Score: Raw -11491870.275869 + Penalty 1871.165333 = -11489999.110536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5699.985321 sec): 3 clusters Score: Raw -11426658.082405 + Penalty 3742.330665 = -11422915.751740 nChanged 47992 SP:Iteration 1F (5700.174762 sec): 3 clusters Score: Raw -11455694.168902 + Penalty 3742.330665 = -11451951.838237 nChanged 4446 SP:Iteration 2Q (5700.389027 sec): 3 clusters Score: Raw -11457373.894998 + Penalty 3742.330665 = -11453631.564333 nChanged 4826 SP:Iteration 3Q (5700.609506 sec): 3 clusters Score: Raw -11459600.195596 + Penalty 3742.330665 = -11455857.864930 nChanged 5417 SP:Iteration 4F (5700.797106 sec): 3 clusters Score: Raw -11462619.527169 + Penalty 3742.330665 = -11458877.196504 nChanged 6001 SP:Iteration 5F (5700.965008 sec): 3 clusters Score: Raw -11466450.745293 + Penalty 3742.330665 = -11462708.414628 nChanged 6270 SP:Iteration 6F (5701.133160 sec): 3 clusters Score: Raw -11470528.019776 + Penalty 3742.330665 = -11466785.689110 nChanged 5921 SP:Iteration 7F (5701.337053 sec): 3 clusters Score: Raw -11474162.281718 + Penalty 3742.330665 = -11470419.951053 nChanged 4792 SP:Iteration 8Q (5701.517871 sec): 3 clusters Score: Raw -11476373.008127 + Penalty 3742.330665 = -11472630.677461 nChanged 3351 SP:Iteration 9Q (5701.724416 sec): 3 clusters Score: Raw -11477465.746076 + Penalty 3742.330665 = -11473723.415411 nChanged 2108 SP:Iteration 10Q (5701.930000 sec): 3 clusters Score: Raw -11477931.433570 + Penalty 3742.330665 = -11474189.102904 nChanged 1375 SP:Iteration 11Q (5702.140338 sec): 3 clusters Score: Raw -11478198.893804 + Penalty 3742.330665 = -11474456.563139 nChanged 1124 SP:Iteration 12Q (5702.360955 sec): 3 clusters Score: Raw -11478424.206643 + Penalty 3742.330665 = -11474681.875977 nChanged 1061 SP:Iteration 13Q (5702.561152 sec): 3 clusters Score: Raw -11478651.084110 + Penalty 3742.330665 = -11474908.753444 nChanged 1095 SP:Iteration 14Q (5702.735543 sec): 3 clusters Score: Raw -11478902.368831 + Penalty 3742.330665 = -11475160.038166 nChanged 1140 SP:Iteration 15Q (5702.940309 sec): 3 clusters Score: Raw -11479163.372819 + Penalty 3742.330665 = -11475421.042153 nChanged 1146 SP:Iteration 16Q (5703.139784 sec): 3 clusters Score: Raw -11479447.152762 + Penalty 3742.330665 = -11475704.822096 nChanged 1215 SP:Iteration 17Q (5703.343948 sec): 3 clusters Score: Raw -11479779.891923 + Penalty 3742.330665 = -11476037.561257 nChanged 1328 SP:Iteration 18Q (5703.548621 sec): 3 clusters Score: Raw -11480196.212523 + Penalty 3742.330665 = -11476453.881858 nChanged 1413 SP:Iteration 19Q (5703.735510 sec): 3 clusters Score: Raw -11480652.052146 + Penalty 3742.330665 = -11476909.721480 nChanged 1486 SP:Iteration 20F (5703.935818 sec): 3 clusters Score: Raw -11481142.189595 + Penalty 3742.330665 = -11477399.858930 nChanged 1558 SP:Iteration 21Q (5704.127705 sec): 3 clusters Score: Raw -11481697.254261 + Penalty 3742.330665 = -11477954.923596 nChanged 1686 SP:Iteration 22Q (5704.325339 sec): 3 clusters Score: Raw -11482313.801503 + Penalty 3742.330665 = -11478571.470837 nChanged 1727 SP:Iteration 23Q (5704.489587 sec): 3 clusters Score: Raw -11482945.310885 + Penalty 3742.330665 = -11479202.980220 nChanged 1770 SP:Iteration 24Q (5704.688612 sec): 3 clusters Score: Raw -11483645.916859 + Penalty 3742.330665 = -11479903.586194 nChanged 1751 SP:Iteration 25Q (5704.883392 sec): 3 clusters Score: Raw -11484356.229511 + Penalty 3742.330665 = -11480613.898846 nChanged 1785 SP:Iteration 26Q (5705.075567 sec): 3 clusters Score: Raw -11485113.240163 + Penalty 3742.330665 = -11481370.909498 nChanged 1805 SP:Iteration 27Q (5705.261774 sec): 3 clusters Score: Raw -11485900.499465 + Penalty 3742.330665 = -11482158.168800 nChanged 1807 SP:Iteration 28Q (5705.467269 sec): 3 clusters Score: Raw -11486707.107967 + Penalty 3742.330665 = -11482964.777302 nChanged 1685 SP:Iteration 29Q (5705.625725 sec): 3 clusters Score: Raw -11487444.186189 + Penalty 3742.330665 = -11483701.855524 nChanged 1648 SP:Iteration 30Q (5705.785144 sec): 3 clusters Score: Raw -11488156.930011 + Penalty 3742.330665 = -11484414.599346 nChanged 1484 SP:Iteration 31Q (5705.969547 sec): 3 clusters Score: Raw -11488774.185190 + Penalty 3742.330665 = -11485031.854525 nChanged 1339 SP:Iteration 32Q (5706.154569 sec): 3 clusters Score: Raw -11489312.468803 + Penalty 3742.330665 = -11485570.138138 nChanged 1194 SP:Iteration 33Q (5706.338299 sec): 3 clusters Score: Raw -11489782.232972 + Penalty 3742.330665 = -11486039.902307 nChanged 1077 SP:Iteration 34Q (5706.512673 sec): 3 clusters Score: Raw -11490194.929122 + Penalty 3742.330665 = -11486452.598457 nChanged 957 SP:Iteration 35Q (5706.689070 sec): 3 clusters Score: Raw -11490550.157285 + Penalty 3742.330665 = -11486807.826620 nChanged 878 SP:Iteration 36Q (5706.878784 sec): 3 clusters Score: Raw -11490865.380909 + Penalty 3742.330665 = -11487123.050244 nChanged 775 SP:Iteration 37Q (5707.060037 sec): 3 clusters Score: Raw -11491141.784552 + Penalty 3742.330665 = -11487399.453886 nChanged 650 SP:Iteration 38Q (5707.217993 sec): 3 clusters Score: Raw -11491370.636894 + Penalty 3742.330665 = -11487628.306229 nChanged 567 SP:Iteration 39Q (5707.404700 sec): 3 clusters Score: Raw -11491552.343319 + Penalty 3742.330665 = -11487810.012654 nChanged 466 SP:Iteration 40F (5707.606252 sec): 3 clusters Score: Raw -11491701.452987 + Penalty 3742.330665 = -11487959.122322 nChanged 424 SP:Iteration 41Q (5707.781439 sec): 3 clusters Score: Raw -11491833.787206 + Penalty 3742.330665 = -11488091.456541 nChanged 366 SP:Iteration 42Q (5707.959701 sec): 3 clusters Score: Raw -11491954.957551 + Penalty 3742.330665 = -11488212.626885 nChanged 350 SP:Iteration 43Q (5708.137215 sec): 3 clusters Score: Raw -11492070.547311 + Penalty 3742.330665 = -11488328.216645 nChanged 286 SP:Iteration 44Q (5708.294384 sec): 3 clusters Score: Raw -11492168.519000 + Penalty 3742.330665 = -11488426.188335 nChanged 231 SP:Iteration 45Q (5708.469325 sec): 3 clusters Score: Raw -11492236.597869 + Penalty 3742.330665 = -11488494.267204 nChanged 167 SP:Iteration 46Q (5708.636454 sec): 3 clusters Score: Raw -11492280.966018 + Penalty 3742.330665 = -11488538.635353 nChanged 165 SP:Iteration 47Q (5708.813920 sec): 3 clusters Score: Raw -11492328.743996 + Penalty 3742.330665 = -11488586.413330 nChanged 158 SP:Iteration 48Q (5708.976879 sec): 3 clusters Score: Raw -11492376.139082 + Penalty 3742.330665 = -11488633.808416 nChanged 159 SP:Iteration 49Q (5709.159489 sec): 3 clusters Score: Raw -11492423.004175 + Penalty 3742.330665 = -11488680.673510 nChanged 125 SP:Iteration 50Q (5709.321090 sec): 3 clusters Score: Raw -11492456.475434 + Penalty 3742.330665 = -11488714.144769 nChanged 101 SP:Iteration 51Q (5709.489800 sec): 3 clusters Score: Raw -11492479.128497 + Penalty 3742.330665 = -11488736.797832 nChanged 73 SP:Iteration 52Q (5709.663658 sec): 3 clusters Score: Raw -11492493.904877 + Penalty 3742.330665 = -11488751.574211 nChanged 62 SP:Iteration 53Q (5709.826380 sec): 3 clusters Score: Raw -11492507.252472 + Penalty 3742.330665 = -11488764.921807 nChanged 57 SP:Iteration 54Q (5709.985212 sec): 3 clusters Score: Raw -11492519.057033 + Penalty 3742.330665 = -11488776.726368 nChanged 49 SP:Iteration 55Q (5710.141468 sec): 3 clusters Score: Raw -11492529.874958 + Penalty 3742.330665 = -11488787.544293 nChanged 39 SP:Iteration 56Q (5710.315914 sec): 3 clusters Score: Raw -11492537.896048 + Penalty 3742.330665 = -11488795.565383 nChanged 44 SP:Iteration 57Q (5710.476733 sec): 3 clusters Score: Raw -11492547.296446 + Penalty 3742.330665 = -11488804.965781 nChanged 43 SP:Iteration 58Q (5710.630161 sec): 3 clusters Score: Raw -11492556.738747 + Penalty 3742.330665 = -11488814.408082 nChanged 36 SP:Iteration 59Q (5710.778690 sec): 3 clusters Score: Raw -11492564.441838 + Penalty 3742.330665 = -11488822.111173 nChanged 29 SP:Iteration 60F (5710.975890 sec): 3 clusters Score: Raw -11492569.302364 + Penalty 3742.330665 = -11488826.971699 nChanged 25 SP:Iteration 61Q (5711.157845 sec): 3 clusters Score: Raw -11492574.592940 + Penalty 3742.330665 = -11488832.262275 nChanged 24 SP:Iteration 62Q (5711.327860 sec): 3 clusters Score: Raw -11492579.060090 + Penalty 3742.330665 = -11488836.729424 nChanged 22 SP:Iteration 63Q (5711.505529 sec): 3 clusters Score: Raw -11492583.343082 + Penalty 3742.330665 = -11488841.012416 nChanged 26 SP:Iteration 64Q (5711.675280 sec): 3 clusters Score: Raw -11492588.118192 + Penalty 3742.330665 = -11488845.787527 nChanged 24 SP:Iteration 65Q (5711.808385 sec): 3 clusters Score: Raw -11492592.838031 + Penalty 3742.330665 = -11488850.507366 nChanged 17 SP:Iteration 66Q (5711.979880 sec): 3 clusters Score: Raw -11492595.228379 + Penalty 3742.330665 = -11488852.897714 nChanged 19 SP:Iteration 67Q (5712.161717 sec): 3 clusters Score: Raw -11492598.093910 + Penalty 3742.330665 = -11488855.763245 nChanged 11 SP:Iteration 68Q (5712.324887 sec): 3 clusters Score: Raw -11492599.604079 + Penalty 3742.330665 = -11488857.273414 nChanged 8 SP:Iteration 69Q (5712.474650 sec): 3 clusters Score: Raw -11492600.649399 + Penalty 3742.330665 = -11488858.318734 nChanged 7 SP:Iteration 70Q (5712.652858 sec): 3 clusters Score: Raw -11492602.096078 + Penalty 3742.330665 = -11488859.765413 nChanged 8 SP:Iteration 71Q (5712.799111 sec): 3 clusters Score: Raw -11492603.341135 + Penalty 3742.330665 = -11488861.010469 nChanged 9 SP:Iteration 72Q (5712.967131 sec): 3 clusters Score: Raw -11492604.527961 + Penalty 3742.330665 = -11488862.197296 nChanged 10 SP:Iteration 73Q (5713.145447 sec): 3 clusters Score: Raw -11492605.734988 + Penalty 3742.330665 = -11488863.404322 nChanged 7 SP:Iteration 74Q (5713.318492 sec): 3 clusters Score: Raw -11492607.584917 + Penalty 3742.330665 = -11488865.254251 nChanged 14 SP:Iteration 75Q (5713.467452 sec): 3 clusters Score: Raw -11492609.742013 + Penalty 3742.330665 = -11488867.411347 nChanged 10 SP:Iteration 76Q (5713.625913 sec): 3 clusters Score: Raw -11492611.177542 + Penalty 3742.330665 = -11488868.846877 nChanged 9 SP:Iteration 77Q (5713.796542 sec): 3 clusters Score: Raw -11492612.774994 + Penalty 3742.330665 = -11488870.444329 nChanged 9 SP:Iteration 78Q (5713.977809 sec): 3 clusters Score: Raw -11492613.895798 + Penalty 3742.330665 = -11488871.565132 nChanged 7 SP:Iteration 79Q (5714.147330 sec): 3 clusters Score: Raw -11492614.600512 + Penalty 3742.330665 = -11488872.269846 nChanged 2 SP:Iteration 80F (5714.329558 sec): 3 clusters Score: Raw -11492615.150956 + Penalty 3742.330665 = -11488872.820291 nChanged 9 SP:Iteration 81Q (5714.501543 sec): 3 clusters Score: Raw -11492616.500962 + Penalty 3742.330665 = -11488874.170297 nChanged 7 SP:Iteration 82Q (5714.678421 sec): 3 clusters Score: Raw -11492617.712003 + Penalty 3742.330665 = -11488875.381338 nChanged 8 SP:Iteration 83Q (5714.845933 sec): 3 clusters Score: Raw -11492619.033758 + Penalty 3742.330665 = -11488876.703092 nChanged 11 SP:Iteration 84Q (5714.991019 sec): 3 clusters Score: Raw -11492620.660363 + Penalty 3742.330665 = -11488878.329697 nChanged 10 SP:Iteration 85Q (5715.175396 sec): 3 clusters Score: Raw -11492622.225955 + Penalty 3742.330665 = -11488879.895290 nChanged 12 SP:Iteration 86Q (5715.353938 sec): 3 clusters Score: Raw -11492624.164572 + Penalty 3742.330665 = -11488881.833907 nChanged 12 SP:Iteration 87Q (5715.516522 sec): 3 clusters Score: Raw -11492626.032978 + Penalty 3742.330665 = -11488883.702313 nChanged 10 SP:Iteration 88Q (5715.695246 sec): 3 clusters Score: Raw -11492627.598073 + Penalty 3742.330665 = -11488885.267408 nChanged 10 SP:Iteration 89Q (5715.869871 sec): 3 clusters Score: Raw -11492629.189850 + Penalty 3742.330665 = -11488886.859185 nChanged 7 SP:Iteration 90Q (5716.034396 sec): 3 clusters Score: Raw -11492630.269113 + Penalty 3742.330665 = -11488887.938447 nChanged 11 SP:Iteration 91Q (5716.167198 sec): 3 clusters Score: Raw -11492632.846302 + Penalty 3742.330665 = -11488890.515637 nChanged 17 SP:Iteration 92Q (5716.338849 sec): 3 clusters Score: Raw -11492636.278548 + Penalty 3742.330665 = -11488893.947883 nChanged 7 SP:Iteration 93Q (5716.517998 sec): 3 clusters Score: Raw -11492637.378056 + Penalty 3742.330665 = -11488895.047391 nChanged 5 SP:Iteration 94Q (5716.692581 sec): 3 clusters Score: Raw -11492638.215063 + Penalty 3742.330665 = -11488895.884397 nChanged 8 SP:Iteration 95Q (5716.856291 sec): 3 clusters Score: Raw -11492639.449969 + Penalty 3742.330665 = -11488897.119304 nChanged 9 SP:Iteration 96Q (5717.021098 sec): 3 clusters Score: Raw -11492640.909832 + Penalty 3742.330665 = -11488898.579167 nChanged 5 SP:Iteration 97Q (5717.174163 sec): 3 clusters Score: Raw -11492641.523993 + Penalty 3742.330665 = -11488899.193327 nChanged 5 SP:Iteration 98Q (5717.315386 sec): 3 clusters Score: Raw -11492642.073253 + Penalty 3742.330665 = -11488899.742588 nChanged 2 SP:Iteration 99Q (5717.489486 sec): 3 clusters Score: Raw -11492642.247557 + Penalty 3742.330665 = -11488899.916891 nChanged 1 SP:Iteration 100F (5717.681959 sec): 3 clusters Score: Raw -11492642.341938 + Penalty 3742.330665 = -11488900.011273 nChanged 2 SP:Iteration 101Q (5717.859779 sec): 3 clusters Score: Raw -11492642.459982 + Penalty 3742.330665 = -11488900.129317 nChanged 1 SP:Iteration 102Q (5718.026230 sec): 3 clusters Score: Raw -11492642.526965 + Penalty 3742.330665 = -11488900.196300 nChanged 1 SP:Iteration 103Q (5718.193244 sec): 3 clusters Score: Raw -11492642.605947 + Penalty 3742.330665 = -11488900.275282 nChanged 0 SP:Iteration 104F (5718.380069 sec): 3 clusters Score: Raw -11492642.605947 + Penalty 3742.330665 = -11488900.275282 nChanged 0 Trying to split cluster 25 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5718.404434 sec): 2 clusters Score: Raw -153552.458888 + Penalty 1163.637460 = -152388.821428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5718.450030 sec): 3 clusters Score: Raw -153114.538936 + Penalty 2327.274920 = -150787.264016 nChanged 356 SP:Iteration 1F (5718.497700 sec): 3 clusters Score: Raw -153389.585756 + Penalty 2327.274920 = -151062.310836 nChanged 80 SP:Iteration 2F (5718.547637 sec): 3 clusters Score: Raw -153466.624875 + Penalty 2327.274920 = -151139.349955 nChanged 64 SP:Iteration 3Q (5718.590624 sec): 3 clusters Score: Raw -153525.814029 + Penalty 2327.274920 = -151198.539109 nChanged 28 SP:Iteration 4Q (5718.639492 sec): 3 clusters Score: Raw -153550.973712 + Penalty 2327.274920 = -151223.698792 nChanged 23 SP:Iteration 5Q (5718.691014 sec): 3 clusters Score: Raw -153570.122529 + Penalty 2327.274920 = -151242.847609 nChanged 23 SP:Iteration 6Q (5718.732088 sec): 3 clusters Score: Raw -153589.956603 + Penalty 2327.274920 = -151262.681683 nChanged 22 SP:Iteration 7Q (5718.786287 sec): 3 clusters Score: Raw -153614.398296 + Penalty 2327.274920 = -151287.123376 nChanged 25 SP:Iteration 8Q (5718.839430 sec): 3 clusters Score: Raw -153640.340979 + Penalty 2327.274920 = -151313.066059 nChanged 25 SP:Iteration 9Q (5718.879152 sec): 3 clusters Score: Raw -153660.269310 + Penalty 2327.274920 = -151332.994391 nChanged 20 SP:Iteration 10Q (5718.928825 sec): 3 clusters Score: Raw -153681.184990 + Penalty 2327.274920 = -151353.910070 nChanged 16 SP:Iteration 11Q (5718.978464 sec): 3 clusters Score: Raw -153701.052947 + Penalty 2327.274920 = -151373.778027 nChanged 9 SP:Iteration 12Q (5719.028883 sec): 3 clusters Score: Raw -153717.195939 + Penalty 2327.274920 = -151389.921019 nChanged 13 SP:Iteration 13Q (5719.078503 sec): 3 clusters Score: Raw -153730.149648 + Penalty 2327.274920 = -151402.874729 nChanged 9 SP:Iteration 14Q (5719.117820 sec): 3 clusters Score: Raw -153738.496187 + Penalty 2327.274920 = -151411.221267 nChanged 5 SP:Iteration 15Q (5719.167726 sec): 3 clusters Score: Raw -153743.248932 + Penalty 2327.274920 = -151415.974012 nChanged 5 SP:Iteration 16Q (5719.207446 sec): 3 clusters Score: Raw -153750.199412 + Penalty 2327.274920 = -151422.924493 nChanged 8 SP:Iteration 17Q (5719.255464 sec): 3 clusters Score: Raw -153755.834948 + Penalty 2327.274920 = -151428.560028 nChanged 1 SP:Iteration 18Q (5719.306252 sec): 3 clusters Score: Raw -153756.761829 + Penalty 2327.274920 = -151429.486909 nChanged 2 SP:Iteration 19Q (5719.351635 sec): 3 clusters Score: Raw -153757.470224 + Penalty 2327.274920 = -151430.195304 nChanged 2 SP:Iteration 20F (5719.401868 sec): 3 clusters Score: Raw -153758.463861 + Penalty 2327.274920 = -151431.188941 nChanged 1 SP:Iteration 21Q (5719.451857 sec): 3 clusters Score: Raw -153758.779363 + Penalty 2327.274920 = -151431.504443 nChanged 0 SP:Iteration 22F (5719.502463 sec): 3 clusters Score: Raw -153758.779363 + Penalty 2327.274920 = -151431.504443 nChanged 0 Trying to split cluster 26 (3771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5719.533353 sec): 2 clusters Score: Raw -402038.759934 + Penalty 1338.203018 = -400700.556916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5719.582456 sec): 3 clusters Score: Raw -400253.668649 + Penalty 2676.406037 = -397577.262612 nChanged 1466 SP:Iteration 1F (5719.625572 sec): 3 clusters Score: Raw -401142.261188 + Penalty 2676.406037 = -398465.855151 nChanged 291 SP:Iteration 2F (5719.669274 sec): 3 clusters Score: Raw -401357.449406 + Penalty 2676.406037 = -398681.043369 nChanged 204 SP:Iteration 3F (5719.727994 sec): 3 clusters Score: Raw -401484.454270 + Penalty 2676.406037 = -398808.048234 nChanged 165 SP:Iteration 4Q (5719.777052 sec): 3 clusters Score: Raw -401577.285364 + Penalty 2676.406037 = -398900.879327 nChanged 124 SP:Iteration 5Q (5719.815289 sec): 3 clusters Score: Raw -401643.755611 + Penalty 2676.406037 = -398967.349574 nChanged 96 SP:Iteration 6Q (5719.860887 sec): 3 clusters Score: Raw -401691.147864 + Penalty 2676.406037 = -399014.741828 nChanged 81 SP:Iteration 7Q (5719.914889 sec): 3 clusters Score: Raw -401731.639090 + Penalty 2676.406037 = -399055.233054 nChanged 83 SP:Iteration 8Q (5719.968447 sec): 3 clusters Score: Raw -401778.805828 + Penalty 2676.406037 = -399102.399792 nChanged 93 SP:Iteration 9Q (5720.018399 sec): 3 clusters Score: Raw -401831.523669 + Penalty 2676.406037 = -399155.117632 nChanged 86 SP:Iteration 10Q (5720.065267 sec): 3 clusters Score: Raw -401873.233342 + Penalty 2676.406037 = -399196.827305 nChanged 73 SP:Iteration 11Q (5720.110662 sec): 3 clusters Score: Raw -401906.562920 + Penalty 2676.406037 = -399230.156883 nChanged 60 SP:Iteration 12Q (5720.165496 sec): 3 clusters Score: Raw -401938.982073 + Penalty 2676.406037 = -399262.576037 nChanged 72 SP:Iteration 13Q (5720.218828 sec): 3 clusters Score: Raw -401980.414742 + Penalty 2676.406037 = -399304.008705 nChanged 66 SP:Iteration 14Q (5720.271663 sec): 3 clusters Score: Raw -402026.564738 + Penalty 2676.406037 = -399350.158702 nChanged 63 SP:Iteration 15Q (5720.325085 sec): 3 clusters Score: Raw -402068.044786 + Penalty 2676.406037 = -399391.638750 nChanged 68 SP:Iteration 16Q (5720.379232 sec): 3 clusters Score: Raw -402103.569700 + Penalty 2676.406037 = -399427.163664 nChanged 49 SP:Iteration 17Q (5720.433230 sec): 3 clusters Score: Raw -402129.031110 + Penalty 2676.406037 = -399452.625073 nChanged 36 SP:Iteration 18Q (5720.489031 sec): 3 clusters Score: Raw -402150.162973 + Penalty 2676.406037 = -399473.756936 nChanged 41 SP:Iteration 19Q (5720.524525 sec): 3 clusters Score: Raw -402172.302800 + Penalty 2676.406037 = -399495.896763 nChanged 35 SP:Iteration 20F (5720.578046 sec): 3 clusters Score: Raw -402192.046950 + Penalty 2676.406037 = -399515.640913 nChanged 30 SP:Iteration 21Q (5720.635666 sec): 3 clusters Score: Raw -402210.627869 + Penalty 2676.406037 = -399534.221832 nChanged 28 SP:Iteration 22Q (5720.668813 sec): 3 clusters Score: Raw -402226.020523 + Penalty 2676.406037 = -399549.614487 nChanged 25 SP:Iteration 23Q (5720.698815 sec): 3 clusters Score: Raw -402246.864445 + Penalty 2676.406037 = -399570.458408 nChanged 29 SP:Iteration 24Q (5720.746698 sec): 3 clusters Score: Raw -402262.018201 + Penalty 2676.406037 = -399585.612165 nChanged 16 SP:Iteration 25Q (5720.800025 sec): 3 clusters Score: Raw -402270.313182 + Penalty 2676.406037 = -399593.907145 nChanged 20 SP:Iteration 26Q (5720.853491 sec): 3 clusters Score: Raw -402281.154193 + Penalty 2676.406037 = -399604.748157 nChanged 25 SP:Iteration 27Q (5720.899834 sec): 3 clusters Score: Raw -402294.468018 + Penalty 2676.406037 = -399618.061982 nChanged 20 SP:Iteration 28Q (5720.942051 sec): 3 clusters Score: Raw -402306.688836 + Penalty 2676.406037 = -399630.282799 nChanged 14 SP:Iteration 29Q (5720.997808 sec): 3 clusters Score: Raw -402316.259033 + Penalty 2676.406037 = -399639.852996 nChanged 14 SP:Iteration 30Q (5721.054198 sec): 3 clusters Score: Raw -402324.846578 + Penalty 2676.406037 = -399648.440541 nChanged 16 SP:Iteration 31Q (5721.097940 sec): 3 clusters Score: Raw -402335.172608 + Penalty 2676.406037 = -399658.766571 nChanged 20 SP:Iteration 32Q (5721.153887 sec): 3 clusters Score: Raw -402351.245343 + Penalty 2676.406037 = -399674.839306 nChanged 14 SP:Iteration 33Q (5721.207090 sec): 3 clusters Score: Raw -402362.534237 + Penalty 2676.406037 = -399686.128201 nChanged 16 SP:Iteration 34Q (5721.260917 sec): 3 clusters Score: Raw -402372.335996 + Penalty 2676.406037 = -399695.929960 nChanged 14 SP:Iteration 35Q (5721.266841 sec): 3 clusters Score: Raw -402379.972705 + Penalty 2676.406037 = -399703.566669 nChanged 9 SP:Iteration 36Q (5721.284180 sec): 3 clusters Score: Raw -402384.673006 + Penalty 2676.406037 = -399708.266969 nChanged 6 SP:Iteration 37Q (5721.301512 sec): 3 clusters Score: Raw -402390.458449 + Penalty 2676.406037 = -399714.052412 nChanged 9 SP:Iteration 38Q (5721.318794 sec): 3 clusters Score: Raw -402394.874121 + Penalty 2676.406037 = -399718.468084 nChanged 7 SP:Iteration 39Q (5721.381204 sec): 3 clusters Score: Raw -402399.373741 + Penalty 2676.406037 = -399722.967705 nChanged 7 SP:Iteration 40F (5721.426109 sec): 3 clusters Score: Raw -402405.264011 + Penalty 2676.406037 = -399728.857975 nChanged 14 SP:Iteration 41Q (5721.468937 sec): 3 clusters Score: Raw -402414.562108 + Penalty 2676.406037 = -399738.156072 nChanged 10 SP:Iteration 42Q (5721.522730 sec): 3 clusters Score: Raw -402421.040210 + Penalty 2676.406037 = -399744.634174 nChanged 12 SP:Iteration 43Q (5721.565536 sec): 3 clusters Score: Raw -402425.343597 + Penalty 2676.406037 = -399748.937561 nChanged 6 SP:Iteration 44Q (5721.631416 sec): 3 clusters Score: Raw -402432.089569 + Penalty 2676.406037 = -399755.683533 nChanged 6 SP:Iteration 45Q (5721.675326 sec): 3 clusters Score: Raw -402436.252664 + Penalty 2676.406037 = -399759.846627 nChanged 2 SP:Iteration 46Q (5721.726326 sec): 3 clusters Score: Raw -402437.921166 + Penalty 2676.406037 = -399761.515129 nChanged 2 SP:Iteration 47Q (5721.766474 sec): 3 clusters Score: Raw -402438.562543 + Penalty 2676.406037 = -399762.156507 nChanged 2 SP:Iteration 48Q (5721.812322 sec): 3 clusters Score: Raw -402439.650564 + Penalty 2676.406037 = -399763.244527 nChanged 1 SP:Iteration 49Q (5721.864820 sec): 3 clusters Score: Raw -402439.918572 + Penalty 2676.406037 = -399763.512536 nChanged 0 SP:Iteration 50F (5721.919914 sec): 3 clusters Score: Raw -402439.918572 + Penalty 2676.406037 = -399763.512536 nChanged 0 Trying to split cluster 27 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5721.942456 sec): 2 clusters Score: Raw -39573.847694 + Penalty 986.869737 = -38586.977957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5721.992406 sec): 3 clusters Score: Raw -39686.594318 + Penalty 1973.739474 = -37712.854844 nChanged 105 SP:Iteration 1F (5722.038180 sec): 3 clusters Score: Raw -39947.003929 + Penalty 1973.739474 = -37973.264456 nChanged 32 SP:Iteration 2F (5722.081230 sec): 3 clusters Score: Raw -40100.374019 + Penalty 1973.739474 = -38126.634545 nChanged 25 SP:Iteration 3F (5722.103596 sec): 3 clusters Score: Raw -40185.601300 + Penalty 1973.739474 = -38211.861827 nChanged 14 SP:Iteration 4Q (5722.106663 sec): 3 clusters Score: Raw -40275.132869 + Penalty 1973.739474 = -38301.393396 nChanged 17 SP:Iteration 5Q (5722.109260 sec): 3 clusters Score: Raw -40487.428721 + Penalty 1973.739474 = -38513.689247 nChanged 15 SP:Iteration 6Q (5722.111827 sec): 3 clusters Score: Raw -40524.649532 + Penalty 1973.739474 = -38550.910059 nChanged 9 SP:Iteration 7Q (5722.114370 sec): 3 clusters Score: Raw -40549.029524 + Penalty 1973.739474 = -38575.290050 nChanged 4 SP:Iteration 8Q (5722.116902 sec): 3 clusters Score: Raw -40563.111331 + Penalty 1973.739474 = -38589.371857 nChanged 3 SP:Iteration 9Q (5722.119426 sec): 3 clusters Score: Raw -40569.011488 + Penalty 1973.739474 = -38595.272014 nChanged 0 SP:Iteration 10F (5722.122129 sec): 3 clusters Score: Raw -40569.011488 + Penalty 1973.739474 = -38595.272014 nChanged 0 Score: Raw -82214791.040503 + Penalty 68129.029942 = -82146662.010561 Splitting cluster 27 changes total score from -82147864.054789 to -82146662.010561 So it's not getting split. Trying to split cluster 28 (7624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5736.827124 sec): 2 clusters Score: Raw -774332.660099 + Penalty 1452.596672 = -772880.063426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5736.875010 sec): 3 clusters Score: Raw -770259.246795 + Penalty 2905.193345 = -767354.053450 nChanged 3181 SP:Iteration 1F (5736.936565 sec): 3 clusters Score: Raw -772247.923978 + Penalty 2905.193345 = -769342.730633 nChanged 734 SP:Iteration 2F (5736.991178 sec): 3 clusters Score: Raw -772954.034805 + Penalty 2905.193345 = -770048.841460 nChanged 781 SP:Iteration 3F (5737.052459 sec): 3 clusters Score: Raw -773809.746437 + Penalty 2905.193345 = -770904.553092 nChanged 677 SP:Iteration 4F (5737.109946 sec): 3 clusters Score: Raw -774552.766930 + Penalty 2905.193345 = -771647.573585 nChanged 553 SP:Iteration 5F (5737.170847 sec): 3 clusters Score: Raw -775028.796598 + Penalty 2905.193345 = -772123.603254 nChanged 339 SP:Iteration 6Q (5737.230130 sec): 3 clusters Score: Raw -775230.468691 + Penalty 2905.193345 = -772325.275346 nChanged 181 SP:Iteration 7Q (5737.292678 sec): 3 clusters Score: Raw -775299.532844 + Penalty 2905.193345 = -772394.339499 nChanged 103 SP:Iteration 8Q (5737.351163 sec): 3 clusters Score: Raw -775339.540329 + Penalty 2905.193345 = -772434.346985 nChanged 80 SP:Iteration 9Q (5737.422988 sec): 3 clusters Score: Raw -775366.172865 + Penalty 2905.193345 = -772460.979520 nChanged 61 SP:Iteration 10Q (5737.462447 sec): 3 clusters Score: Raw -775384.201766 + Penalty 2905.193345 = -772479.008421 nChanged 44 SP:Iteration 11Q (5737.517354 sec): 3 clusters Score: Raw -775395.834730 + Penalty 2905.193345 = -772490.641385 nChanged 37 SP:Iteration 12Q (5737.571696 sec): 3 clusters Score: Raw -775408.925554 + Penalty 2905.193345 = -772503.732209 nChanged 39 SP:Iteration 13Q (5737.625776 sec): 3 clusters Score: Raw -775420.408488 + Penalty 2905.193345 = -772515.215143 nChanged 33 SP:Iteration 14Q (5737.683439 sec): 3 clusters Score: Raw -775431.059967 + Penalty 2905.193345 = -772525.866623 nChanged 31 SP:Iteration 15Q (5737.742085 sec): 3 clusters Score: Raw -775445.101114 + Penalty 2905.193345 = -772539.907769 nChanged 31 SP:Iteration 16Q (5737.768171 sec): 3 clusters Score: Raw -775457.117203 + Penalty 2905.193345 = -772551.923858 nChanged 19 SP:Iteration 17Q (5737.828346 sec): 3 clusters Score: Raw -775462.693676 + Penalty 2905.193345 = -772557.500331 nChanged 14 SP:Iteration 18Q (5737.888576 sec): 3 clusters Score: Raw -775466.302618 + Penalty 2905.193345 = -772561.109273 nChanged 11 SP:Iteration 19Q (5737.949028 sec): 3 clusters Score: Raw -775469.005273 + Penalty 2905.193345 = -772563.811928 nChanged 10 SP:Iteration 20F (5738.010822 sec): 3 clusters Score: Raw -775472.035167 + Penalty 2905.193345 = -772566.841822 nChanged 10 SP:Iteration 21Q (5738.060635 sec): 3 clusters Score: Raw -775474.182437 + Penalty 2905.193345 = -772568.989093 nChanged 7 SP:Iteration 22Q (5738.116471 sec): 3 clusters Score: Raw -775475.816181 + Penalty 2905.193345 = -772570.622836 nChanged 7 SP:Iteration 23Q (5738.178025 sec): 3 clusters Score: Raw -775477.337515 + Penalty 2905.193345 = -772572.144170 nChanged 6 SP:Iteration 24Q (5738.239612 sec): 3 clusters Score: Raw -775479.057529 + Penalty 2905.193345 = -772573.864184 nChanged 9 SP:Iteration 25Q (5738.298110 sec): 3 clusters Score: Raw -775480.755295 + Penalty 2905.193345 = -772575.561950 nChanged 7 SP:Iteration 26Q (5738.356303 sec): 3 clusters Score: Raw -775482.102692 + Penalty 2905.193345 = -772576.909347 nChanged 4 SP:Iteration 27Q (5738.424287 sec): 3 clusters Score: Raw -775482.610614 + Penalty 2905.193345 = -772577.417269 nChanged 1 SP:Iteration 28Q (5738.473638 sec): 3 clusters Score: Raw -775482.672131 + Penalty 2905.193345 = -772577.478787 nChanged 0 SP:Iteration 29F (5738.522432 sec): 3 clusters Score: Raw -775482.672131 + Penalty 2905.193345 = -772577.478787 nChanged 0 Trying to split cluster 29 (28355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5738.579796 sec): 2 clusters Score: Raw -3201028.013641 + Penalty 1666.040782 = -3199361.972859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5738.679574 sec): 3 clusters Score: Raw -3183598.939026 + Penalty 3332.081565 = -3180266.857461 nChanged 12860 SP:Iteration 1F (5738.758716 sec): 3 clusters Score: Raw -3190694.384010 + Penalty 3332.081565 = -3187362.302445 nChanged 1291 SP:Iteration 2Q (5738.855629 sec): 3 clusters Score: Raw -3191167.524446 + Penalty 3332.081565 = -3187835.442881 nChanged 1345 SP:Iteration 3Q (5738.947142 sec): 3 clusters Score: Raw -3191817.965616 + Penalty 3332.081565 = -3188485.884051 nChanged 1603 SP:Iteration 4F (5739.041188 sec): 3 clusters Score: Raw -3192841.020647 + Penalty 3332.081565 = -3189508.939082 nChanged 1982 SP:Iteration 5F (5739.138308 sec): 3 clusters Score: Raw -3194466.030363 + Penalty 3332.081565 = -3191133.948799 nChanged 2178 SP:Iteration 6F (5739.223494 sec): 3 clusters Score: Raw -3196392.114672 + Penalty 3332.081565 = -3193060.033107 nChanged 2010 SP:Iteration 7F (5739.310704 sec): 3 clusters Score: Raw -3197978.648341 + Penalty 3332.081565 = -3194646.566776 nChanged 1679 SP:Iteration 8F (5739.404831 sec): 3 clusters Score: Raw -3198930.044750 + Penalty 3332.081565 = -3195597.963186 nChanged 1105 SP:Iteration 9Q (5739.484485 sec): 3 clusters Score: Raw -3199361.952819 + Penalty 3332.081565 = -3196029.871254 nChanged 726 SP:Iteration 10Q (5739.565030 sec): 3 clusters Score: Raw -3199550.393899 + Penalty 3332.081565 = -3196218.312334 nChanged 406 SP:Iteration 11Q (5739.652307 sec): 3 clusters Score: Raw -3199629.936068 + Penalty 3332.081565 = -3196297.854504 nChanged 281 SP:Iteration 12Q (5739.748891 sec): 3 clusters Score: Raw -3199675.902771 + Penalty 3332.081565 = -3196343.821207 nChanged 225 SP:Iteration 13Q (5739.836271 sec): 3 clusters Score: Raw -3199706.341569 + Penalty 3332.081565 = -3196374.260004 nChanged 154 SP:Iteration 14Q (5739.927142 sec): 3 clusters Score: Raw -3199722.629218 + Penalty 3332.081565 = -3196390.547653 nChanged 131 SP:Iteration 15Q (5740.011893 sec): 3 clusters Score: Raw -3199735.305435 + Penalty 3332.081565 = -3196403.223870 nChanged 105 SP:Iteration 16Q (5740.093332 sec): 3 clusters Score: Raw -3199744.246610 + Penalty 3332.081565 = -3196412.165045 nChanged 82 SP:Iteration 17Q (5740.189162 sec): 3 clusters Score: Raw -3199750.796490 + Penalty 3332.081565 = -3196418.714925 nChanged 79 SP:Iteration 18Q (5740.267598 sec): 3 clusters Score: Raw -3199755.445760 + Penalty 3332.081565 = -3196423.364195 nChanged 51 SP:Iteration 19Q (5740.348365 sec): 3 clusters Score: Raw -3199758.705774 + Penalty 3332.081565 = -3196426.624209 nChanged 46 SP:Iteration 20F (5740.432513 sec): 3 clusters Score: Raw -3199761.612890 + Penalty 3332.081565 = -3196429.531326 nChanged 43 SP:Iteration 21Q (5740.528720 sec): 3 clusters Score: Raw -3199763.734887 + Penalty 3332.081565 = -3196431.653322 nChanged 30 SP:Iteration 22Q (5740.618536 sec): 3 clusters Score: Raw -3199765.102893 + Penalty 3332.081565 = -3196433.021329 nChanged 30 SP:Iteration 23Q (5740.705694 sec): 3 clusters Score: Raw -3199766.773119 + Penalty 3332.081565 = -3196434.691554 nChanged 36 SP:Iteration 24Q (5740.797935 sec): 3 clusters Score: Raw -3199769.220631 + Penalty 3332.081565 = -3196437.139066 nChanged 33 SP:Iteration 25Q (5740.887612 sec): 3 clusters Score: Raw -3199771.157705 + Penalty 3332.081565 = -3196439.076140 nChanged 31 SP:Iteration 26Q (5740.977955 sec): 3 clusters Score: Raw -3199772.622419 + Penalty 3332.081565 = -3196440.540854 nChanged 27 SP:Iteration 27Q (5741.068951 sec): 3 clusters Score: Raw -3199773.642723 + Penalty 3332.081565 = -3196441.561158 nChanged 17 SP:Iteration 28Q (5741.162722 sec): 3 clusters Score: Raw -3199774.446153 + Penalty 3332.081565 = -3196442.364588 nChanged 14 SP:Iteration 29Q (5741.231483 sec): 3 clusters Score: Raw -3199775.058702 + Penalty 3332.081565 = -3196442.977138 nChanged 18 SP:Iteration 30Q (5741.289687 sec): 3 clusters Score: Raw -3199775.828133 + Penalty 3332.081565 = -3196443.746568 nChanged 14 SP:Iteration 31Q (5741.348822 sec): 3 clusters Score: Raw -3199776.492838 + Penalty 3332.081565 = -3196444.411274 nChanged 22 SP:Iteration 32Q (5741.433930 sec): 3 clusters Score: Raw -3199777.705541 + Penalty 3332.081565 = -3196445.623977 nChanged 19 SP:Iteration 33Q (5741.528054 sec): 3 clusters Score: Raw -3199778.627733 + Penalty 3332.081565 = -3196446.546168 nChanged 19 SP:Iteration 34Q (5741.616593 sec): 3 clusters Score: Raw -3199779.230102 + Penalty 3332.081565 = -3196447.148537 nChanged 7 SP:Iteration 35Q (5741.685844 sec): 3 clusters Score: Raw -3199779.460211 + Penalty 3332.081565 = -3196447.378646 nChanged 3 SP:Iteration 36Q (5741.769856 sec): 3 clusters Score: Raw -3199779.529120 + Penalty 3332.081565 = -3196447.447555 nChanged 3 SP:Iteration 37Q (5741.863346 sec): 3 clusters Score: Raw -3199779.616297 + Penalty 3332.081565 = -3196447.534733 nChanged 4 SP:Iteration 38Q (5741.944993 sec): 3 clusters Score: Raw -3199779.722146 + Penalty 3332.081565 = -3196447.640581 nChanged 4 SP:Iteration 39Q (5742.035987 sec): 3 clusters Score: Raw -3199779.944568 + Penalty 3332.081565 = -3196447.863004 nChanged 9 SP:Iteration 40F (5742.118220 sec): 3 clusters Score: Raw -3199780.366985 + Penalty 3332.081565 = -3196448.285420 nChanged 5 SP:Iteration 41Q (5742.208899 sec): 3 clusters Score: Raw -3199780.533330 + Penalty 3332.081565 = -3196448.451765 nChanged 5 SP:Iteration 42Q (5742.303712 sec): 3 clusters Score: Raw -3199780.689775 + Penalty 3332.081565 = -3196448.608210 nChanged 5 SP:Iteration 43Q (5742.390067 sec): 3 clusters Score: Raw -3199780.805275 + Penalty 3332.081565 = -3196448.723710 nChanged 3 SP:Iteration 44Q (5742.476470 sec): 3 clusters Score: Raw -3199780.960049 + Penalty 3332.081565 = -3196448.878485 nChanged 9 SP:Iteration 45Q (5742.563789 sec): 3 clusters Score: Raw -3199781.268856 + Penalty 3332.081565 = -3196449.187291 nChanged 9 SP:Iteration 46Q (5742.642894 sec): 3 clusters Score: Raw -3199781.483563 + Penalty 3332.081565 = -3196449.401998 nChanged 5 SP:Iteration 47Q (5742.732534 sec): 3 clusters Score: Raw -3199781.679187 + Penalty 3332.081565 = -3196449.597623 nChanged 8 SP:Iteration 48Q (5742.825660 sec): 3 clusters Score: Raw -3199781.864042 + Penalty 3332.081565 = -3196449.782477 nChanged 4 SP:Iteration 49Q (5742.906637 sec): 3 clusters Score: Raw -3199782.058771 + Penalty 3332.081565 = -3196449.977206 nChanged 5 SP:Iteration 50Q (5743.002864 sec): 3 clusters Score: Raw -3199782.281236 + Penalty 3332.081565 = -3196450.199671 nChanged 7 SP:Iteration 51Q (5743.085775 sec): 3 clusters Score: Raw -3199782.539009 + Penalty 3332.081565 = -3196450.457445 nChanged 8 SP:Iteration 52Q (5743.173052 sec): 3 clusters Score: Raw -3199782.831588 + Penalty 3332.081565 = -3196450.750024 nChanged 5 SP:Iteration 53Q (5743.257235 sec): 3 clusters Score: Raw -3199783.043470 + Penalty 3332.081565 = -3196450.961906 nChanged 7 SP:Iteration 54Q (5743.351429 sec): 3 clusters Score: Raw -3199783.314562 + Penalty 3332.081565 = -3196451.232997 nChanged 6 SP:Iteration 55Q (5743.439383 sec): 3 clusters Score: Raw -3199783.585736 + Penalty 3332.081565 = -3196451.504171 nChanged 8 SP:Iteration 56Q (5743.531193 sec): 3 clusters Score: Raw -3199783.833508 + Penalty 3332.081565 = -3196451.751943 nChanged 7 SP:Iteration 57Q (5743.619502 sec): 3 clusters Score: Raw -3199784.055331 + Penalty 3332.081565 = -3196451.973766 nChanged 5 SP:Iteration 58Q (5743.717932 sec): 3 clusters Score: Raw -3199784.180221 + Penalty 3332.081565 = -3196452.098656 nChanged 4 SP:Iteration 59Q (5743.794532 sec): 3 clusters Score: Raw -3199784.273320 + Penalty 3332.081565 = -3196452.191755 nChanged 2 SP:Iteration 60F (5743.882293 sec): 3 clusters Score: Raw -3199784.304836 + Penalty 3332.081565 = -3196452.223271 nChanged 0 Trying to split cluster 30 (13417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5743.924917 sec): 2 clusters Score: Raw -1433517.335825 + Penalty 1544.445149 = -1431972.890676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5743.982874 sec): 3 clusters Score: Raw -1425762.336225 + Penalty 3088.890298 = -1422673.445927 nChanged 5905 SP:Iteration 1F (5744.048188 sec): 3 clusters Score: Raw -1429105.082812 + Penalty 3088.890298 = -1426016.192514 nChanged 779 SP:Iteration 2F (5744.105978 sec): 3 clusters Score: Raw -1429472.160364 + Penalty 3088.890298 = -1426383.270067 nChanged 707 SP:Iteration 3F (5744.178083 sec): 3 clusters Score: Raw -1429922.309965 + Penalty 3088.890298 = -1426833.419667 nChanged 752 SP:Iteration 4F (5744.234764 sec): 3 clusters Score: Raw -1430416.854644 + Penalty 3088.890298 = -1427327.964347 nChanged 790 SP:Iteration 5F (5744.301955 sec): 3 clusters Score: Raw -1430886.432956 + Penalty 3088.890298 = -1427797.542658 nChanged 752 SP:Iteration 6F (5744.370424 sec): 3 clusters Score: Raw -1431269.199593 + Penalty 3088.890298 = -1428180.309296 nChanged 645 SP:Iteration 7Q (5744.430764 sec): 3 clusters Score: Raw -1431564.160723 + Penalty 3088.890298 = -1428475.270425 nChanged 550 SP:Iteration 8Q (5744.498781 sec): 3 clusters Score: Raw -1431811.325896 + Penalty 3088.890298 = -1428722.435598 nChanged 501 SP:Iteration 9Q (5744.556561 sec): 3 clusters Score: Raw -1432038.114724 + Penalty 3088.890298 = -1428949.224427 nChanged 427 SP:Iteration 10Q (5744.625529 sec): 3 clusters Score: Raw -1432222.827815 + Penalty 3088.890298 = -1429133.937518 nChanged 369 SP:Iteration 11Q (5744.689784 sec): 3 clusters Score: Raw -1432372.479151 + Penalty 3088.890298 = -1429283.588854 nChanged 327 SP:Iteration 12Q (5744.733683 sec): 3 clusters Score: Raw -1432511.665427 + Penalty 3088.890298 = -1429422.775129 nChanged 323 SP:Iteration 13Q (5744.807335 sec): 3 clusters Score: Raw -1432644.481369 + Penalty 3088.890298 = -1429555.591071 nChanged 299 SP:Iteration 14Q (5744.874724 sec): 3 clusters Score: Raw -1432756.289467 + Penalty 3088.890298 = -1429667.399169 nChanged 266 SP:Iteration 15Q (5744.906879 sec): 3 clusters Score: Raw -1432855.326046 + Penalty 3088.890298 = -1429766.435749 nChanged 248 SP:Iteration 16Q (5744.976437 sec): 3 clusters Score: Raw -1432951.964797 + Penalty 3088.890298 = -1429863.074499 nChanged 253 SP:Iteration 17Q (5745.026986 sec): 3 clusters Score: Raw -1433048.878413 + Penalty 3088.890298 = -1429959.988115 nChanged 246 SP:Iteration 18Q (5745.100816 sec): 3 clusters Score: Raw -1433149.532498 + Penalty 3088.890298 = -1430060.642201 nChanged 247 SP:Iteration 19Q (5745.164126 sec): 3 clusters Score: Raw -1433260.427769 + Penalty 3088.890298 = -1430171.537471 nChanged 275 SP:Iteration 20F (5745.220037 sec): 3 clusters Score: Raw -1433405.031929 + Penalty 3088.890298 = -1430316.141632 nChanged 302 SP:Iteration 21Q (5745.288619 sec): 3 clusters Score: Raw -1433595.161391 + Penalty 3088.890298 = -1430506.271093 nChanged 309 SP:Iteration 22Q (5745.336770 sec): 3 clusters Score: Raw -1433802.208650 + Penalty 3088.890298 = -1430713.318352 nChanged 277 SP:Iteration 23Q (5745.410976 sec): 3 clusters Score: Raw -1433976.275490 + Penalty 3088.890298 = -1430887.385193 nChanged 244 SP:Iteration 24Q (5745.442188 sec): 3 clusters Score: Raw -1434133.408588 + Penalty 3088.890298 = -1431044.518291 nChanged 205 SP:Iteration 25Q (5745.507465 sec): 3 clusters Score: Raw -1434277.834221 + Penalty 3088.890298 = -1431188.943923 nChanged 169 SP:Iteration 26Q (5745.568193 sec): 3 clusters Score: Raw -1434388.488330 + Penalty 3088.890298 = -1431299.598032 nChanged 112 SP:Iteration 27Q (5745.642425 sec): 3 clusters Score: Raw -1434453.208240 + Penalty 3088.890298 = -1431364.317942 nChanged 90 SP:Iteration 28Q (5745.699354 sec): 3 clusters Score: Raw -1434493.631719 + Penalty 3088.890298 = -1431404.741422 nChanged 63 SP:Iteration 29Q (5745.771926 sec): 3 clusters Score: Raw -1434517.435315 + Penalty 3088.890298 = -1431428.545018 nChanged 47 SP:Iteration 30Q (5745.829732 sec): 3 clusters Score: Raw -1434532.253020 + Penalty 3088.890298 = -1431443.362722 nChanged 26 SP:Iteration 31Q (5745.887387 sec): 3 clusters Score: Raw -1434540.465818 + Penalty 3088.890298 = -1431451.575520 nChanged 23 SP:Iteration 32Q (5745.948083 sec): 3 clusters Score: Raw -1434547.103135 + Penalty 3088.890298 = -1431458.212838 nChanged 17 SP:Iteration 33Q (5746.007674 sec): 3 clusters Score: Raw -1434551.830704 + Penalty 3088.890298 = -1431462.940407 nChanged 21 SP:Iteration 34Q (5746.071419 sec): 3 clusters Score: Raw -1434557.763581 + Penalty 3088.890298 = -1431468.873283 nChanged 17 SP:Iteration 35Q (5746.126465 sec): 3 clusters Score: Raw -1434564.294392 + Penalty 3088.890298 = -1431475.404094 nChanged 14 SP:Iteration 36Q (5746.176766 sec): 3 clusters Score: Raw -1434568.372453 + Penalty 3088.890298 = -1431479.482155 nChanged 14 SP:Iteration 37Q (5746.229860 sec): 3 clusters Score: Raw -1434571.098398 + Penalty 3088.890298 = -1431482.208101 nChanged 6 SP:Iteration 38Q (5746.292981 sec): 3 clusters Score: Raw -1434572.342984 + Penalty 3088.890298 = -1431483.452687 nChanged 3 SP:Iteration 39Q (5746.333878 sec): 3 clusters Score: Raw -1434572.923271 + Penalty 3088.890298 = -1431484.032974 nChanged 5 SP:Iteration 40F (5746.403212 sec): 3 clusters Score: Raw -1434573.976938 + Penalty 3088.890298 = -1431485.086641 nChanged 4 SP:Iteration 41Q (5746.465317 sec): 3 clusters Score: Raw -1434575.887899 + Penalty 3088.890298 = -1431486.997602 nChanged 3 SP:Iteration 42Q (5746.518191 sec): 3 clusters Score: Raw -1434576.486167 + Penalty 3088.890298 = -1431487.595869 nChanged 3 SP:Iteration 43Q (5746.571374 sec): 3 clusters Score: Raw -1434576.869331 + Penalty 3088.890298 = -1431487.979034 nChanged 1 SP:Iteration 44Q (5746.628538 sec): 3 clusters Score: Raw -1434576.950336 + Penalty 3088.890298 = -1431488.060038 nChanged 0 SP:Iteration 45F (5746.702770 sec): 3 clusters Score: Raw -1434576.950336 + Penalty 3088.890298 = -1431488.060038 nChanged 0 Iteration 259Q (5752.810719 sec): 31 clusters Score: Raw -82213795.961559 + Penalty 65931.319299 = -82147864.642260 nChanged 29 Iteration 260F (5766.567250 sec): 31 clusters Score: Raw -82213796.563637 + Penalty 65931.319299 = -82147865.244338 nChanged 21 Iteration 261Q (5772.631849 sec): 31 clusters Score: Raw -82213796.909204 + Penalty 65931.319299 = -82147865.589905 nChanged 20 Iteration 262Q (5778.582964 sec): 31 clusters Score: Raw -82213797.367611 + Penalty 65931.319299 = -82147866.048312 nChanged 31 Iteration 263Q (5784.664151 sec): 31 clusters Score: Raw -82213798.034640 + Penalty 65931.319299 = -82147866.715341 nChanged 24 Iteration 264Q (5790.838370 sec): 31 clusters Score: Raw -82213798.559552 + Penalty 65931.319299 = -82147867.240254 nChanged 22 Iteration 265Q (5796.961904 sec): 31 clusters Score: Raw -82213798.885062 + Penalty 65931.319299 = -82147867.565763 nChanged 23 Iteration 266Q (5803.243839 sec): 31 clusters Score: Raw -82213799.231386 + Penalty 65931.319299 = -82147867.912087 nChanged 25 Iteration 267Q (5809.477809 sec): 31 clusters Score: Raw -82213799.551682 + Penalty 65931.319299 = -82147868.232383 nChanged 25 Iteration 268Q (5815.631901 sec): 31 clusters Score: Raw -82213799.995516 + Penalty 65931.319299 = -82147868.676217 nChanged 22 Iteration 269Q (5821.911894 sec): 31 clusters Score: Raw -82213800.352541 + Penalty 65931.319299 = -82147869.033242 nChanged 27 Iteration 270Q (5827.920475 sec): 31 clusters Score: Raw -82213800.823044 + Penalty 65931.319299 = -82147869.503745 nChanged 31 Iteration 271Q (5833.840784 sec): 31 clusters Score: Raw -82213801.440993 + Penalty 65931.319299 = -82147870.121694 nChanged 21 Iteration 272Q (5839.890828 sec): 31 clusters Score: Raw -82213802.027904 + Penalty 65931.319299 = -82147870.708605 nChanged 22 Iteration 273Q (5845.955575 sec): 31 clusters Score: Raw -82213802.362150 + Penalty 65931.319299 = -82147871.042851 nChanged 28 Iteration 274Q (5851.896791 sec): 31 clusters Score: Raw -82213803.289820 + Penalty 65931.319299 = -82147871.970521 nChanged 36 Iteration 275Q (5857.726779 sec): 31 clusters Score: Raw -82213804.027826 + Penalty 65931.319299 = -82147872.708527 nChanged 29 Iteration 276Q (5863.594184 sec): 31 clusters Score: Raw -82213805.095019 + Penalty 65931.319299 = -82147873.775720 nChanged 55 Iteration 277Q (5869.598209 sec): 31 clusters Score: Raw -82213806.743266 + Penalty 65931.319299 = -82147875.423967 nChanged 44 Iteration 278Q (5875.421066 sec): 31 clusters Score: Raw -82213807.979867 + Penalty 65931.319299 = -82147876.660568 nChanged 39 Iteration 279Q (5881.673342 sec): 31 clusters Score: Raw -82213809.268764 + Penalty 65931.319299 = -82147877.949466 nChanged 32 Iteration 280F (5895.336685 sec): 31 clusters Score: Raw -82213810.176163 + Penalty 65931.319299 = -82147878.856864 nChanged 34 Iteration 281Q (5901.589095 sec): 31 clusters Score: Raw -82213810.742996 + Penalty 65931.319299 = -82147879.423697 nChanged 31 Iteration 282Q (5907.784493 sec): 31 clusters Score: Raw -82213811.179376 + Penalty 65931.319299 = -82147879.860077 nChanged 38 Iteration 283Q (5914.048404 sec): 31 clusters Score: Raw -82213811.745556 + Penalty 65931.319299 = -82147880.426257 nChanged 29 Iteration 284Q (5920.192698 sec): 31 clusters Score: Raw -82213812.157449 + Penalty 65931.319299 = -82147880.838150 nChanged 27 Iteration 285Q (5926.367446 sec): 31 clusters Score: Raw -82213812.682440 + Penalty 65931.319299 = -82147881.363141 nChanged 39 Iteration 286Q (5932.687464 sec): 31 clusters Score: Raw -82213813.339757 + Penalty 65931.319299 = -82147882.020458 nChanged 36 Iteration 287Q (5938.981287 sec): 31 clusters Score: Raw -82213813.783406 + Penalty 65931.319299 = -82147882.464107 nChanged 33 Iteration 288Q (5945.058144 sec): 31 clusters Score: Raw -82213814.178398 + Penalty 65931.319299 = -82147882.859099 nChanged 39 Iteration 289Q (5951.367400 sec): 31 clusters Score: Raw -82213814.632832 + Penalty 65931.319299 = -82147883.313533 nChanged 33 Iteration 290Q (5957.533387 sec): 31 clusters Score: Raw -82213814.985413 + Penalty 65931.319299 = -82147883.666114 nChanged 29 Iteration 291Q (5963.513601 sec): 31 clusters Score: Raw -82213815.254380 + Penalty 65931.319299 = -82147883.935081 nChanged 33 Iteration 292Q (5968.886432 sec): 31 clusters Score: Raw -82213815.717294 + Penalty 65931.319299 = -82147884.397995 nChanged 34 Iteration 293Q (5974.612645 sec): 31 clusters Score: Raw -82213815.979798 + Penalty 65931.319299 = -82147884.660499 nChanged 18 Iteration 294Q (5979.916721 sec): 31 clusters Score: Raw -82213816.139043 + Penalty 65931.319299 = -82147884.819744 nChanged 17 Iteration 295Q (5985.388349 sec): 31 clusters Score: Raw -82213816.430985 + Penalty 65931.319299 = -82147885.111686 nChanged 17 Iteration 296Q (5990.837580 sec): 31 clusters Score: Raw -82213816.751509 + Penalty 65931.319299 = -82147885.432210 nChanged 18 Iteration 297Q (5996.002686 sec): 31 clusters Score: Raw -82213817.143959 + Penalty 65931.319299 = -82147885.824660 nChanged 17 Iteration 298Q (6001.552212 sec): 31 clusters Score: Raw -82213817.489979 + Penalty 65931.319299 = -82147886.170680 nChanged 14 Writing temp clu file Because OldScore, -82147885.824660, is greater than current (better) Score,-82147886.170680 Compute initial score before splitting: Score: Raw -82213817.489979 + Penalty 65931.319299 = -82147886.170680 Trying to split cluster 1 (5499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6002.174964 sec): 2 clusters Score: Raw -604397.093744 + Penalty 1399.502250 = -602997.591494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6002.247101 sec): 3 clusters Score: Raw -601515.335207 + Penalty 2799.004499 = -598716.330708 nChanged 2208 SP:Iteration 1F (6002.311408 sec): 3 clusters Score: Raw -602724.538768 + Penalty 2799.004499 = -599925.534269 nChanged 393 SP:Iteration 2F (6002.379073 sec): 3 clusters Score: Raw -602927.322535 + Penalty 2799.004499 = -600128.318035 nChanged 289 SP:Iteration 3F (6002.454925 sec): 3 clusters Score: Raw -603066.791619 + Penalty 2799.004499 = -600267.787120 nChanged 241 SP:Iteration 4Q (6002.524735 sec): 3 clusters Score: Raw -603173.632456 + Penalty 2799.004499 = -600374.627957 nChanged 199 SP:Iteration 5Q (6002.591422 sec): 3 clusters Score: Raw -603258.182273 + Penalty 2799.004499 = -600459.177774 nChanged 161 SP:Iteration 6Q (6002.631986 sec): 3 clusters Score: Raw -603331.028413 + Penalty 2799.004499 = -600532.023914 nChanged 174 SP:Iteration 7Q (6002.687511 sec): 3 clusters Score: Raw -603404.048552 + Penalty 2799.004499 = -600605.044053 nChanged 175 SP:Iteration 8Q (6002.735162 sec): 3 clusters Score: Raw -603491.239769 + Penalty 2799.004499 = -600692.235270 nChanged 183 SP:Iteration 9Q (6002.794362 sec): 3 clusters Score: Raw -603599.493850 + Penalty 2799.004499 = -600800.489351 nChanged 193 SP:Iteration 10Q (6002.853553 sec): 3 clusters Score: Raw -603720.227660 + Penalty 2799.004499 = -600921.223161 nChanged 199 SP:Iteration 11Q (6002.923960 sec): 3 clusters Score: Raw -603846.212928 + Penalty 2799.004499 = -601047.208428 nChanged 190 SP:Iteration 12Q (6002.986664 sec): 3 clusters Score: Raw -603975.844180 + Penalty 2799.004499 = -601176.839680 nChanged 194 SP:Iteration 13Q (6003.066546 sec): 3 clusters Score: Raw -604123.896486 + Penalty 2799.004499 = -601324.891986 nChanged 169 SP:Iteration 14Q (6003.138629 sec): 3 clusters Score: Raw -604244.586780 + Penalty 2799.004499 = -601445.582281 nChanged 146 SP:Iteration 15Q (6003.194628 sec): 3 clusters Score: Raw -604346.564890 + Penalty 2799.004499 = -601547.560390 nChanged 112 SP:Iteration 16Q (6003.271558 sec): 3 clusters Score: Raw -604429.424183 + Penalty 2799.004499 = -601630.419683 nChanged 84 SP:Iteration 17Q (6003.337422 sec): 3 clusters Score: Raw -604484.469731 + Penalty 2799.004499 = -601685.465232 nChanged 62 SP:Iteration 18Q (6003.403194 sec): 3 clusters Score: Raw -604526.896056 + Penalty 2799.004499 = -601727.891556 nChanged 49 SP:Iteration 19Q (6003.465312 sec): 3 clusters Score: Raw -604564.378428 + Penalty 2799.004499 = -601765.373929 nChanged 41 SP:Iteration 20F (6003.516244 sec): 3 clusters Score: Raw -604601.952953 + Penalty 2799.004499 = -601802.948453 nChanged 30 SP:Iteration 21Q (6003.575501 sec): 3 clusters Score: Raw -604625.576821 + Penalty 2799.004499 = -601826.572322 nChanged 13 SP:Iteration 22Q (6003.644012 sec): 3 clusters Score: Raw -604635.510392 + Penalty 2799.004499 = -601836.505893 nChanged 10 SP:Iteration 23Q (6003.694423 sec): 3 clusters Score: Raw -604641.514284 + Penalty 2799.004499 = -601842.509784 nChanged 6 SP:Iteration 24Q (6003.751492 sec): 3 clusters Score: Raw -604645.422285 + Penalty 2799.004499 = -601846.417786 nChanged 3 SP:Iteration 25Q (6003.808029 sec): 3 clusters Score: Raw -604648.194431 + Penalty 2799.004499 = -601849.189932 nChanged 4 SP:Iteration 26Q (6003.864512 sec): 3 clusters Score: Raw -604650.317863 + Penalty 2799.004499 = -601851.313364 nChanged 5 SP:Iteration 27Q (6003.921496 sec): 3 clusters Score: Raw -604652.683558 + Penalty 2799.004499 = -601853.679059 nChanged 3 SP:Iteration 28Q (6003.979631 sec): 3 clusters Score: Raw -604655.749161 + Penalty 2799.004499 = -601856.744661 nChanged 3 SP:Iteration 29Q (6004.034415 sec): 3 clusters Score: Raw -604658.128034 + Penalty 2799.004499 = -601859.123535 nChanged 0 SP:Iteration 30F (6004.094716 sec): 3 clusters Score: Raw -604658.128034 + Penalty 2799.004499 = -601859.123535 nChanged 0 Trying to split cluster 2 (6011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6004.139536 sec): 2 clusters Score: Raw -669036.193872 + Penalty 1413.968790 = -667622.225082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6004.194453 sec): 3 clusters Score: Raw -665822.364001 + Penalty 2827.937581 = -662994.426420 nChanged 2461 SP:Iteration 1F (6004.239565 sec): 3 clusters Score: Raw -667213.343333 + Penalty 2827.937581 = -664385.405752 nChanged 463 SP:Iteration 2F (6004.305215 sec): 3 clusters Score: Raw -667490.089547 + Penalty 2827.937581 = -664662.151966 nChanged 382 SP:Iteration 3F (6004.354937 sec): 3 clusters Score: Raw -667754.027773 + Penalty 2827.937581 = -664926.090192 nChanged 342 SP:Iteration 4F (6004.425322 sec): 3 clusters Score: Raw -667983.639217 + Penalty 2827.937581 = -665155.701636 nChanged 303 SP:Iteration 5F (6004.483705 sec): 3 clusters Score: Raw -668185.291685 + Penalty 2827.937581 = -665357.354104 nChanged 285 SP:Iteration 6Q (6004.561444 sec): 3 clusters Score: Raw -668374.409277 + Penalty 2827.937581 = -665546.471696 nChanged 241 SP:Iteration 7Q (6004.642428 sec): 3 clusters Score: Raw -668517.230657 + Penalty 2827.937581 = -665689.293076 nChanged 188 SP:Iteration 8Q (6004.721101 sec): 3 clusters Score: Raw -668629.020789 + Penalty 2827.937581 = -665801.083208 nChanged 177 SP:Iteration 9Q (6004.787272 sec): 3 clusters Score: Raw -668718.103801 + Penalty 2827.937581 = -665890.166220 nChanged 152 SP:Iteration 10Q (6004.874887 sec): 3 clusters Score: Raw -668784.350312 + Penalty 2827.937581 = -665956.412731 nChanged 119 SP:Iteration 11Q (6004.936150 sec): 3 clusters Score: Raw -668837.027810 + Penalty 2827.937581 = -666009.090229 nChanged 116 SP:Iteration 12Q (6004.995060 sec): 3 clusters Score: Raw -668895.400734 + Penalty 2827.937581 = -666067.463153 nChanged 105 SP:Iteration 13Q (6005.052058 sec): 3 clusters Score: Raw -668945.733071 + Penalty 2827.937581 = -666117.795490 nChanged 92 SP:Iteration 14Q (6005.095976 sec): 3 clusters Score: Raw -668988.238915 + Penalty 2827.937581 = -666160.301334 nChanged 92 SP:Iteration 15Q (6005.154985 sec): 3 clusters Score: Raw -669027.282288 + Penalty 2827.937581 = -666199.344707 nChanged 64 SP:Iteration 16Q (6005.210274 sec): 3 clusters Score: Raw -669048.193453 + Penalty 2827.937581 = -666220.255872 nChanged 59 SP:Iteration 17Q (6005.269037 sec): 3 clusters Score: Raw -669069.164856 + Penalty 2827.937581 = -666241.227275 nChanged 44 SP:Iteration 18Q (6005.321342 sec): 3 clusters Score: Raw -669085.230778 + Penalty 2827.937581 = -666257.293197 nChanged 37 SP:Iteration 19Q (6005.374543 sec): 3 clusters Score: Raw -669099.480875 + Penalty 2827.937581 = -666271.543294 nChanged 50 SP:Iteration 20F (6005.423249 sec): 3 clusters Score: Raw -669118.733752 + Penalty 2827.937581 = -666290.796171 nChanged 53 SP:Iteration 21Q (6005.465008 sec): 3 clusters Score: Raw -669140.017355 + Penalty 2827.937581 = -666312.079774 nChanged 58 SP:Iteration 22Q (6005.520377 sec): 3 clusters Score: Raw -669169.520042 + Penalty 2827.937581 = -666341.582461 nChanged 65 SP:Iteration 23Q (6005.568540 sec): 3 clusters Score: Raw -669199.336176 + Penalty 2827.937581 = -666371.398595 nChanged 59 SP:Iteration 24Q (6005.631316 sec): 3 clusters Score: Raw -669224.646062 + Penalty 2827.937581 = -666396.708481 nChanged 50 SP:Iteration 25Q (6005.672916 sec): 3 clusters Score: Raw -669243.041715 + Penalty 2827.937581 = -666415.104134 nChanged 43 SP:Iteration 26Q (6005.732749 sec): 3 clusters Score: Raw -669259.951527 + Penalty 2827.937581 = -666432.013946 nChanged 42 SP:Iteration 27Q (6005.774436 sec): 3 clusters Score: Raw -669274.583857 + Penalty 2827.937581 = -666446.646276 nChanged 36 SP:Iteration 28Q (6005.835839 sec): 3 clusters Score: Raw -669286.361992 + Penalty 2827.937581 = -666458.424411 nChanged 33 SP:Iteration 29Q (6005.895407 sec): 3 clusters Score: Raw -669294.821401 + Penalty 2827.937581 = -666466.883820 nChanged 19 SP:Iteration 30Q (6005.953245 sec): 3 clusters Score: Raw -669300.470151 + Penalty 2827.937581 = -666472.532570 nChanged 21 SP:Iteration 31Q (6006.009383 sec): 3 clusters Score: Raw -669306.511483 + Penalty 2827.937581 = -666478.573902 nChanged 14 SP:Iteration 32Q (6006.054781 sec): 3 clusters Score: Raw -669309.786728 + Penalty 2827.937581 = -666481.849147 nChanged 14 SP:Iteration 33Q (6006.112853 sec): 3 clusters Score: Raw -669315.135653 + Penalty 2827.937581 = -666487.198072 nChanged 18 SP:Iteration 34Q (6006.168469 sec): 3 clusters Score: Raw -669322.407907 + Penalty 2827.937581 = -666494.470326 nChanged 28 SP:Iteration 35Q (6006.221171 sec): 3 clusters Score: Raw -669330.592408 + Penalty 2827.937581 = -666502.654827 nChanged 16 SP:Iteration 36Q (6006.272379 sec): 3 clusters Score: Raw -669334.718979 + Penalty 2827.937581 = -666506.781398 nChanged 17 SP:Iteration 37Q (6006.332087 sec): 3 clusters Score: Raw -669339.451946 + Penalty 2827.937581 = -666511.514365 nChanged 16 SP:Iteration 38Q (6006.374900 sec): 3 clusters Score: Raw -669344.383777 + Penalty 2827.937581 = -666516.446196 nChanged 16 SP:Iteration 39Q (6006.429882 sec): 3 clusters Score: Raw -669350.112631 + Penalty 2827.937581 = -666522.175050 nChanged 15 SP:Iteration 40F (6006.486363 sec): 3 clusters Score: Raw -669355.689766 + Penalty 2827.937581 = -666527.752185 nChanged 20 SP:Iteration 41Q (6006.558377 sec): 3 clusters Score: Raw -669362.385134 + Penalty 2827.937581 = -666534.447553 nChanged 12 SP:Iteration 42Q (6006.604295 sec): 3 clusters Score: Raw -669368.040112 + Penalty 2827.937581 = -666540.102531 nChanged 17 SP:Iteration 43Q (6006.665567 sec): 3 clusters Score: Raw -669373.232696 + Penalty 2827.937581 = -666545.295115 nChanged 16 SP:Iteration 44Q (6006.731612 sec): 3 clusters Score: Raw -669379.714953 + Penalty 2827.937581 = -666551.777372 nChanged 15 SP:Iteration 45Q (6006.791189 sec): 3 clusters Score: Raw -669387.050163 + Penalty 2827.937581 = -666559.112582 nChanged 18 SP:Iteration 46Q (6006.850994 sec): 3 clusters Score: Raw -669392.734131 + Penalty 2827.937581 = -666564.796550 nChanged 18 SP:Iteration 47Q (6006.905659 sec): 3 clusters Score: Raw -669399.522158 + Penalty 2827.937581 = -666571.584577 nChanged 23 SP:Iteration 48Q (6006.965889 sec): 3 clusters Score: Raw -669410.104312 + Penalty 2827.937581 = -666582.166731 nChanged 20 SP:Iteration 49Q (6007.016455 sec): 3 clusters Score: Raw -669416.657019 + Penalty 2827.937581 = -666588.719438 nChanged 17 SP:Iteration 50Q (6007.087329 sec): 3 clusters Score: Raw -669421.989448 + Penalty 2827.937581 = -666594.051867 nChanged 19 SP:Iteration 51Q (6007.132387 sec): 3 clusters Score: Raw -669427.376343 + Penalty 2827.937581 = -666599.438762 nChanged 11 SP:Iteration 52Q (6007.197057 sec): 3 clusters Score: Raw -669430.638667 + Penalty 2827.937581 = -666602.701086 nChanged 11 SP:Iteration 53Q (6007.251034 sec): 3 clusters Score: Raw -669433.656808 + Penalty 2827.937581 = -666605.719227 nChanged 10 SP:Iteration 54Q (6007.319728 sec): 3 clusters Score: Raw -669436.580256 + Penalty 2827.937581 = -666608.642675 nChanged 11 SP:Iteration 55Q (6007.368817 sec): 3 clusters Score: Raw -669442.734313 + Penalty 2827.937581 = -666614.796732 nChanged 19 SP:Iteration 56Q (6007.438503 sec): 3 clusters Score: Raw -669448.576507 + Penalty 2827.937581 = -666620.638926 nChanged 16 SP:Iteration 57Q (6007.489104 sec): 3 clusters Score: Raw -669453.798180 + Penalty 2827.937581 = -666625.860599 nChanged 13 SP:Iteration 58Q (6007.548987 sec): 3 clusters Score: Raw -669457.687166 + Penalty 2827.937581 = -666629.749585 nChanged 12 SP:Iteration 59Q (6007.618184 sec): 3 clusters Score: Raw -669460.937318 + Penalty 2827.937581 = -666632.999737 nChanged 13 SP:Iteration 60F (6007.676251 sec): 3 clusters Score: Raw -669465.497460 + Penalty 2827.937581 = -666637.559879 nChanged 7 SP:Iteration 61Q (6007.740271 sec): 3 clusters Score: Raw -669467.463817 + Penalty 2827.937581 = -666639.526236 nChanged 7 SP:Iteration 62Q (6007.791008 sec): 3 clusters Score: Raw -669470.182216 + Penalty 2827.937581 = -666642.244635 nChanged 8 SP:Iteration 63Q (6007.852786 sec): 3 clusters Score: Raw -669472.168204 + Penalty 2827.937581 = -666644.230623 nChanged 8 SP:Iteration 64Q (6007.915895 sec): 3 clusters Score: Raw -669474.120470 + Penalty 2827.937581 = -666646.182889 nChanged 4 SP:Iteration 65Q (6007.981283 sec): 3 clusters Score: Raw -669475.272356 + Penalty 2827.937581 = -666647.334775 nChanged 3 SP:Iteration 66Q (6008.048614 sec): 3 clusters Score: Raw -669476.497628 + Penalty 2827.937581 = -666648.560047 nChanged 6 SP:Iteration 67Q (6008.112846 sec): 3 clusters Score: Raw -669478.399451 + Penalty 2827.937581 = -666650.461870 nChanged 6 SP:Iteration 68Q (6008.157852 sec): 3 clusters Score: Raw -669479.830028 + Penalty 2827.937581 = -666651.892447 nChanged 2 SP:Iteration 69Q (6008.219633 sec): 3 clusters Score: Raw -669480.133619 + Penalty 2827.937581 = -666652.196038 nChanged 0 SP:Iteration 70F (6008.280408 sec): 3 clusters Score: Raw -669480.133619 + Penalty 2827.937581 = -666652.196038 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6008.309735 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6008.365172 sec): 3 clusters Score: Raw -215921.322798 + Penalty 2436.952658 = -213484.370140 nChanged 601 SP:Iteration 1F (6008.417734 sec): 3 clusters Score: Raw -216360.660243 + Penalty 2436.952658 = -213923.707585 nChanged 160 SP:Iteration 2F (6008.475198 sec): 3 clusters Score: Raw -216496.794588 + Penalty 2436.952658 = -214059.841930 nChanged 127 SP:Iteration 3F (6008.526629 sec): 3 clusters Score: Raw -216627.103679 + Penalty 2436.952658 = -214190.151021 nChanged 100 SP:Iteration 4F (6008.582286 sec): 3 clusters Score: Raw -216739.014679 + Penalty 2436.952658 = -214302.062021 nChanged 93 SP:Iteration 5F (6008.627946 sec): 3 clusters Score: Raw -216844.880792 + Penalty 2436.952658 = -214407.928134 nChanged 73 SP:Iteration 6Q (6008.661257 sec): 3 clusters Score: Raw -216934.797275 + Penalty 2436.952658 = -214497.844617 nChanged 57 SP:Iteration 7Q (6008.707831 sec): 3 clusters Score: Raw -216996.919890 + Penalty 2436.952658 = -214559.967232 nChanged 43 SP:Iteration 8Q (6008.752335 sec): 3 clusters Score: Raw -217036.721073 + Penalty 2436.952658 = -214599.768415 nChanged 38 SP:Iteration 9Q (6008.798455 sec): 3 clusters Score: Raw -217074.308362 + Penalty 2436.952658 = -214637.355704 nChanged 30 SP:Iteration 10Q (6008.840625 sec): 3 clusters Score: Raw -217098.446289 + Penalty 2436.952658 = -214661.493631 nChanged 19 SP:Iteration 11Q (6008.890512 sec): 3 clusters Score: Raw -217111.647864 + Penalty 2436.952658 = -214674.695206 nChanged 16 SP:Iteration 12Q (6008.929612 sec): 3 clusters Score: Raw -217124.961487 + Penalty 2436.952658 = -214688.008829 nChanged 11 SP:Iteration 13Q (6008.988677 sec): 3 clusters Score: Raw -217133.888645 + Penalty 2436.952658 = -214696.935987 nChanged 17 SP:Iteration 14Q (6009.031445 sec): 3 clusters Score: Raw -217143.175022 + Penalty 2436.952658 = -214706.222364 nChanged 13 SP:Iteration 15Q (6009.077308 sec): 3 clusters Score: Raw -217152.547822 + Penalty 2436.952658 = -214715.595164 nChanged 15 SP:Iteration 16Q (6009.122866 sec): 3 clusters Score: Raw -217162.627469 + Penalty 2436.952658 = -214725.674811 nChanged 14 SP:Iteration 17Q (6009.168391 sec): 3 clusters Score: Raw -217174.033113 + Penalty 2436.952658 = -214737.080455 nChanged 20 SP:Iteration 18Q (6009.210340 sec): 3 clusters Score: Raw -217189.860625 + Penalty 2436.952658 = -214752.907967 nChanged 23 SP:Iteration 19Q (6009.249720 sec): 3 clusters Score: Raw -217211.497081 + Penalty 2436.952658 = -214774.544423 nChanged 21 SP:Iteration 20F (6009.298899 sec): 3 clusters Score: Raw -217227.185903 + Penalty 2436.952658 = -214790.233245 nChanged 14 SP:Iteration 21Q (6009.337779 sec): 3 clusters Score: Raw -217239.944585 + Penalty 2436.952658 = -214802.991927 nChanged 18 SP:Iteration 22Q (6009.389390 sec): 3 clusters Score: Raw -217251.161346 + Penalty 2436.952658 = -214814.208688 nChanged 11 SP:Iteration 23Q (6009.432370 sec): 3 clusters Score: Raw -217257.041469 + Penalty 2436.952658 = -214820.088811 nChanged 11 SP:Iteration 24Q (6009.476905 sec): 3 clusters Score: Raw -217265.268724 + Penalty 2436.952658 = -214828.316066 nChanged 10 SP:Iteration 25Q (6009.519141 sec): 3 clusters Score: Raw -217271.689270 + Penalty 2436.952658 = -214834.736612 nChanged 8 SP:Iteration 26Q (6009.555778 sec): 3 clusters Score: Raw -217275.721035 + Penalty 2436.952658 = -214838.768377 nChanged 5 SP:Iteration 27Q (6009.622419 sec): 3 clusters Score: Raw -217277.812592 + Penalty 2436.952658 = -214840.859934 nChanged 7 SP:Iteration 28Q (6009.697311 sec): 3 clusters Score: Raw -217284.020411 + Penalty 2436.952658 = -214847.067753 nChanged 10 SP:Iteration 29Q (6009.761614 sec): 3 clusters Score: Raw -217291.385361 + Penalty 2436.952658 = -214854.432703 nChanged 7 SP:Iteration 30Q (6009.806019 sec): 3 clusters Score: Raw -217296.817742 + Penalty 2436.952658 = -214859.865084 nChanged 7 SP:Iteration 31Q (6009.868731 sec): 3 clusters Score: Raw -217301.686648 + Penalty 2436.952658 = -214864.733990 nChanged 5 SP:Iteration 32Q (6009.935458 sec): 3 clusters Score: Raw -217307.287299 + Penalty 2436.952658 = -214870.334641 nChanged 10 SP:Iteration 33Q (6009.976700 sec): 3 clusters Score: Raw -217313.073644 + Penalty 2436.952658 = -214876.120986 nChanged 6 SP:Iteration 34Q (6010.032874 sec): 3 clusters Score: Raw -217317.262079 + Penalty 2436.952658 = -214880.309421 nChanged 3 SP:Iteration 35Q (6010.075737 sec): 3 clusters Score: Raw -217319.156657 + Penalty 2436.952658 = -214882.203999 nChanged 6 SP:Iteration 36Q (6010.121210 sec): 3 clusters Score: Raw -217323.419233 + Penalty 2436.952658 = -214886.466575 nChanged 7 SP:Iteration 37Q (6010.172975 sec): 3 clusters Score: Raw -217326.912090 + Penalty 2436.952658 = -214889.959432 nChanged 6 SP:Iteration 38Q (6010.223974 sec): 3 clusters Score: Raw -217330.836761 + Penalty 2436.952658 = -214893.884103 nChanged 4 SP:Iteration 39Q (6010.275637 sec): 3 clusters Score: Raw -217333.036976 + Penalty 2436.952658 = -214896.084318 nChanged 5 SP:Iteration 40F (6010.326071 sec): 3 clusters Score: Raw -217335.787525 + Penalty 2436.952658 = -214898.834867 nChanged 1 SP:Iteration 41Q (6010.378453 sec): 3 clusters Score: Raw -217336.067663 + Penalty 2436.952658 = -214899.115005 nChanged 1 SP:Iteration 42Q (6010.431025 sec): 3 clusters Score: Raw -217336.400586 + Penalty 2436.952658 = -214899.447928 nChanged 2 SP:Iteration 43Q (6010.483723 sec): 3 clusters Score: Raw -217337.454826 + Penalty 2436.952658 = -214900.502168 nChanged 3 SP:Iteration 44Q (6010.536573 sec): 3 clusters Score: Raw -217339.606779 + Penalty 2436.952658 = -214902.654121 nChanged 1 SP:Iteration 45Q (6010.587040 sec): 3 clusters Score: Raw -217340.019277 + Penalty 2436.952658 = -214903.066619 nChanged 1 SP:Iteration 46Q (6010.599429 sec): 3 clusters Score: Raw -217340.516371 + Penalty 2436.952658 = -214903.563713 nChanged 0 SP:Iteration 47F (6010.608527 sec): 3 clusters Score: Raw -217340.516371 + Penalty 2436.952658 = -214903.563713 nChanged 0 Trying to split cluster 4 (17114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6010.648437 sec): 2 clusters Score: Raw -1843901.884204 + Penalty 1583.993470 = -1842317.890735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6010.689052 sec): 3 clusters Score: Raw -1833890.853836 + Penalty 3167.986939 = -1830722.866897 nChanged 7672 SP:Iteration 1F (6010.729686 sec): 3 clusters Score: Raw -1838829.264834 + Penalty 3167.986939 = -1835661.277895 nChanged 1345 SP:Iteration 2F (6010.769436 sec): 3 clusters Score: Raw -1839844.481750 + Penalty 3167.986939 = -1836676.494810 nChanged 1365 SP:Iteration 3F (6010.823477 sec): 3 clusters Score: Raw -1840922.378843 + Penalty 3167.986939 = -1837754.391904 nChanged 1250 SP:Iteration 4F (6010.879080 sec): 3 clusters Score: Raw -1841825.636122 + Penalty 3167.986939 = -1838657.649183 nChanged 1048 SP:Iteration 5F (6010.962277 sec): 3 clusters Score: Raw -1842495.731577 + Penalty 3167.986939 = -1839327.744637 nChanged 831 SP:Iteration 6Q (6011.028466 sec): 3 clusters Score: Raw -1842958.991180 + Penalty 3167.986939 = -1839791.004241 nChanged 609 SP:Iteration 7Q (6011.116547 sec): 3 clusters Score: Raw -1843266.739423 + Penalty 3167.986939 = -1840098.752483 nChanged 478 SP:Iteration 8Q (6011.196411 sec): 3 clusters Score: Raw -1843504.700762 + Penalty 3167.986939 = -1840336.713823 nChanged 395 SP:Iteration 9Q (6011.277540 sec): 3 clusters Score: Raw -1843686.092511 + Penalty 3167.986939 = -1840518.105572 nChanged 358 SP:Iteration 10Q (6011.342959 sec): 3 clusters Score: Raw -1843827.495807 + Penalty 3167.986939 = -1840659.508867 nChanged 307 SP:Iteration 11Q (6011.429293 sec): 3 clusters Score: Raw -1843937.397259 + Penalty 3167.986939 = -1840769.410320 nChanged 231 SP:Iteration 12Q (6011.505868 sec): 3 clusters Score: Raw -1844006.132057 + Penalty 3167.986939 = -1840838.145118 nChanged 181 SP:Iteration 13Q (6011.564882 sec): 3 clusters Score: Raw -1844053.806113 + Penalty 3167.986939 = -1840885.819174 nChanged 154 SP:Iteration 14Q (6011.646177 sec): 3 clusters Score: Raw -1844094.215163 + Penalty 3167.986939 = -1840926.228224 nChanged 139 SP:Iteration 15Q (6011.713714 sec): 3 clusters Score: Raw -1844131.578682 + Penalty 3167.986939 = -1840963.591743 nChanged 121 SP:Iteration 16Q (6011.785723 sec): 3 clusters Score: Raw -1844161.668744 + Penalty 3167.986939 = -1840993.681805 nChanged 106 SP:Iteration 17Q (6011.860806 sec): 3 clusters Score: Raw -1844187.397410 + Penalty 3167.986939 = -1841019.410470 nChanged 98 SP:Iteration 18Q (6011.931483 sec): 3 clusters Score: Raw -1844209.456915 + Penalty 3167.986939 = -1841041.469976 nChanged 80 SP:Iteration 19Q (6012.017147 sec): 3 clusters Score: Raw -1844225.598242 + Penalty 3167.986939 = -1841057.611303 nChanged 81 SP:Iteration 20F (6012.088281 sec): 3 clusters Score: Raw -1844240.504151 + Penalty 3167.986939 = -1841072.517211 nChanged 75 SP:Iteration 21Q (6012.160382 sec): 3 clusters Score: Raw -1844256.399388 + Penalty 3167.986939 = -1841088.412449 nChanged 72 SP:Iteration 22Q (6012.219829 sec): 3 clusters Score: Raw -1844271.122350 + Penalty 3167.986939 = -1841103.135411 nChanged 70 SP:Iteration 23Q (6012.293321 sec): 3 clusters Score: Raw -1844286.366300 + Penalty 3167.986939 = -1841118.379361 nChanged 81 SP:Iteration 24Q (6012.357647 sec): 3 clusters Score: Raw -1844301.271391 + Penalty 3167.986939 = -1841133.284451 nChanged 71 SP:Iteration 25Q (6012.424521 sec): 3 clusters Score: Raw -1844313.961929 + Penalty 3167.986939 = -1841145.974990 nChanged 63 SP:Iteration 26Q (6012.492614 sec): 3 clusters Score: Raw -1844324.577567 + Penalty 3167.986939 = -1841156.590627 nChanged 59 SP:Iteration 27Q (6012.560553 sec): 3 clusters Score: Raw -1844333.188903 + Penalty 3167.986939 = -1841165.201964 nChanged 49 SP:Iteration 28Q (6012.664732 sec): 3 clusters Score: Raw -1844340.572927 + Penalty 3167.986939 = -1841172.585988 nChanged 42 SP:Iteration 29Q (6012.754329 sec): 3 clusters Score: Raw -1844345.700241 + Penalty 3167.986939 = -1841177.713302 nChanged 34 SP:Iteration 30Q (6012.827119 sec): 3 clusters Score: Raw -1844350.181388 + Penalty 3167.986939 = -1841182.194449 nChanged 35 SP:Iteration 31Q (6012.913879 sec): 3 clusters Score: Raw -1844354.897468 + Penalty 3167.986939 = -1841186.910529 nChanged 32 SP:Iteration 32Q (6012.990613 sec): 3 clusters Score: Raw -1844359.327551 + Penalty 3167.986939 = -1841191.340612 nChanged 31 SP:Iteration 33Q (6013.066488 sec): 3 clusters Score: Raw -1844363.359006 + Penalty 3167.986939 = -1841195.372067 nChanged 20 SP:Iteration 34Q (6013.145146 sec): 3 clusters Score: Raw -1844365.992488 + Penalty 3167.986939 = -1841198.005549 nChanged 21 SP:Iteration 35Q (6013.224506 sec): 3 clusters Score: Raw -1844368.933641 + Penalty 3167.986939 = -1841200.946701 nChanged 22 SP:Iteration 36Q (6013.304437 sec): 3 clusters Score: Raw -1844371.984694 + Penalty 3167.986939 = -1841203.997754 nChanged 18 SP:Iteration 37Q (6013.381980 sec): 3 clusters Score: Raw -1844374.212710 + Penalty 3167.986939 = -1841206.225771 nChanged 16 SP:Iteration 38Q (6013.459051 sec): 3 clusters Score: Raw -1844376.102790 + Penalty 3167.986939 = -1841208.115851 nChanged 17 SP:Iteration 39Q (6013.546526 sec): 3 clusters Score: Raw -1844378.997370 + Penalty 3167.986939 = -1841211.010430 nChanged 30 SP:Iteration 40F (6013.625680 sec): 3 clusters Score: Raw -1844382.549730 + Penalty 3167.986939 = -1841214.562791 nChanged 19 SP:Iteration 41Q (6013.704821 sec): 3 clusters Score: Raw -1844385.642745 + Penalty 3167.986939 = -1841217.655806 nChanged 23 SP:Iteration 42Q (6013.783830 sec): 3 clusters Score: Raw -1844388.602564 + Penalty 3167.986939 = -1841220.615625 nChanged 17 SP:Iteration 43Q (6013.861848 sec): 3 clusters Score: Raw -1844390.730402 + Penalty 3167.986939 = -1841222.743463 nChanged 20 SP:Iteration 44Q (6013.940074 sec): 3 clusters Score: Raw -1844392.715333 + Penalty 3167.986939 = -1841224.728393 nChanged 14 SP:Iteration 45Q (6014.017123 sec): 3 clusters Score: Raw -1844394.341058 + Penalty 3167.986939 = -1841226.354119 nChanged 12 SP:Iteration 46Q (6014.093925 sec): 3 clusters Score: Raw -1844395.569781 + Penalty 3167.986939 = -1841227.582842 nChanged 11 SP:Iteration 47Q (6014.171442 sec): 3 clusters Score: Raw -1844397.458699 + Penalty 3167.986939 = -1841229.471759 nChanged 17 SP:Iteration 48Q (6014.247849 sec): 3 clusters Score: Raw -1844400.351548 + Penalty 3167.986939 = -1841232.364609 nChanged 16 SP:Iteration 49Q (6014.312009 sec): 3 clusters Score: Raw -1844402.861887 + Penalty 3167.986939 = -1841234.874948 nChanged 18 SP:Iteration 50Q (6014.409430 sec): 3 clusters Score: Raw -1844405.176164 + Penalty 3167.986939 = -1841237.189225 nChanged 21 SP:Iteration 51Q (6014.483950 sec): 3 clusters Score: Raw -1844408.978534 + Penalty 3167.986939 = -1841240.991595 nChanged 32 SP:Iteration 52Q (6014.554856 sec): 3 clusters Score: Raw -1844414.606121 + Penalty 3167.986939 = -1841246.619182 nChanged 16 SP:Iteration 53Q (6014.627928 sec): 3 clusters Score: Raw -1844416.821529 + Penalty 3167.986939 = -1841248.834590 nChanged 20 SP:Iteration 54Q (6014.700513 sec): 3 clusters Score: Raw -1844421.873851 + Penalty 3167.986939 = -1841253.886911 nChanged 25 SP:Iteration 55Q (6014.757051 sec): 3 clusters Score: Raw -1844426.543837 + Penalty 3167.986939 = -1841258.556898 nChanged 23 SP:Iteration 56Q (6014.847410 sec): 3 clusters Score: Raw -1844429.861939 + Penalty 3167.986939 = -1841261.875000 nChanged 23 SP:Iteration 57Q (6014.925834 sec): 3 clusters Score: Raw -1844432.751604 + Penalty 3167.986939 = -1841264.764665 nChanged 19 SP:Iteration 58Q (6015.003559 sec): 3 clusters Score: Raw -1844434.630541 + Penalty 3167.986939 = -1841266.643602 nChanged 10 SP:Iteration 59Q (6015.077222 sec): 3 clusters Score: Raw -1844435.896691 + Penalty 3167.986939 = -1841267.909751 nChanged 15 SP:Iteration 60F (6015.142840 sec): 3 clusters Score: Raw -1844438.383015 + Penalty 3167.986939 = -1841270.396076 nChanged 26 SP:Iteration 61Q (6015.217232 sec): 3 clusters Score: Raw -1844443.176981 + Penalty 3167.986939 = -1841275.190042 nChanged 30 SP:Iteration 62Q (6015.286216 sec): 3 clusters Score: Raw -1844449.157015 + Penalty 3167.986939 = -1841281.170076 nChanged 29 SP:Iteration 63Q (6015.352527 sec): 3 clusters Score: Raw -1844454.110691 + Penalty 3167.986939 = -1841286.123751 nChanged 33 SP:Iteration 64Q (6015.420835 sec): 3 clusters Score: Raw -1844462.463964 + Penalty 3167.986939 = -1841294.477025 nChanged 46 SP:Iteration 65Q (6015.488981 sec): 3 clusters Score: Raw -1844471.411016 + Penalty 3167.986939 = -1841303.424077 nChanged 31 SP:Iteration 66Q (6015.567857 sec): 3 clusters Score: Raw -1844476.276632 + Penalty 3167.986939 = -1841308.289693 nChanged 23 SP:Iteration 67Q (6015.633744 sec): 3 clusters Score: Raw -1844480.275599 + Penalty 3167.986939 = -1841312.288660 nChanged 34 SP:Iteration 68Q (6015.689043 sec): 3 clusters Score: Raw -1844486.597214 + Penalty 3167.986939 = -1841318.610275 nChanged 43 SP:Iteration 69Q (6015.756921 sec): 3 clusters Score: Raw -1844493.956793 + Penalty 3167.986939 = -1841325.969854 nChanged 35 SP:Iteration 70Q (6015.835475 sec): 3 clusters Score: Raw -1844499.794612 + Penalty 3167.986939 = -1841331.807673 nChanged 35 SP:Iteration 71Q (6015.898482 sec): 3 clusters Score: Raw -1844504.439838 + Penalty 3167.986939 = -1841336.452898 nChanged 27 SP:Iteration 72Q (6015.972603 sec): 3 clusters Score: Raw -1844508.860587 + Penalty 3167.986939 = -1841340.873647 nChanged 28 SP:Iteration 73Q (6016.046064 sec): 3 clusters Score: Raw -1844514.253589 + Penalty 3167.986939 = -1841346.266650 nChanged 28 SP:Iteration 74Q (6016.119984 sec): 3 clusters Score: Raw -1844517.879653 + Penalty 3167.986939 = -1841349.892714 nChanged 27 SP:Iteration 75Q (6016.192304 sec): 3 clusters Score: Raw -1844521.956368 + Penalty 3167.986939 = -1841353.969429 nChanged 26 SP:Iteration 76Q (6016.276762 sec): 3 clusters Score: Raw -1844526.806656 + Penalty 3167.986939 = -1841358.819716 nChanged 27 SP:Iteration 77Q (6016.347699 sec): 3 clusters Score: Raw -1844530.452651 + Penalty 3167.986939 = -1841362.465712 nChanged 31 SP:Iteration 78Q (6016.422460 sec): 3 clusters Score: Raw -1844536.346351 + Penalty 3167.986939 = -1841368.359411 nChanged 29 SP:Iteration 79Q (6016.496105 sec): 3 clusters Score: Raw -1844542.371577 + Penalty 3167.986939 = -1841374.384637 nChanged 28 SP:Iteration 80F (6016.569476 sec): 3 clusters Score: Raw -1844547.100797 + Penalty 3167.986939 = -1841379.113858 nChanged 34 SP:Iteration 81Q (6016.645636 sec): 3 clusters Score: Raw -1844552.176890 + Penalty 3167.986939 = -1841384.189951 nChanged 35 SP:Iteration 82Q (6016.718605 sec): 3 clusters Score: Raw -1844559.398834 + Penalty 3167.986939 = -1841391.411895 nChanged 31 SP:Iteration 83Q (6016.793360 sec): 3 clusters Score: Raw -1844565.052615 + Penalty 3167.986939 = -1841397.065675 nChanged 35 SP:Iteration 84Q (6016.875444 sec): 3 clusters Score: Raw -1844571.579417 + Penalty 3167.986939 = -1841403.592478 nChanged 40 SP:Iteration 85Q (6016.941111 sec): 3 clusters Score: Raw -1844578.394350 + Penalty 3167.986939 = -1841410.407410 nChanged 31 SP:Iteration 86Q (6017.013662 sec): 3 clusters Score: Raw -1844584.507154 + Penalty 3167.986939 = -1841416.520215 nChanged 30 SP:Iteration 87Q (6017.083171 sec): 3 clusters Score: Raw -1844589.944365 + Penalty 3167.986939 = -1841421.957425 nChanged 31 SP:Iteration 88Q (6017.148625 sec): 3 clusters Score: Raw -1844593.491553 + Penalty 3167.986939 = -1841425.504614 nChanged 16 SP:Iteration 89Q (6017.205424 sec): 3 clusters Score: Raw -1844595.760586 + Penalty 3167.986939 = -1841427.773647 nChanged 13 SP:Iteration 90Q (6017.284559 sec): 3 clusters Score: Raw -1844597.476603 + Penalty 3167.986939 = -1841429.489663 nChanged 12 SP:Iteration 91Q (6017.355940 sec): 3 clusters Score: Raw -1844599.356250 + Penalty 3167.986939 = -1841431.369310 nChanged 14 SP:Iteration 92Q (6017.418272 sec): 3 clusters Score: Raw -1844601.307002 + Penalty 3167.986939 = -1841433.320063 nChanged 15 SP:Iteration 93Q (6017.501603 sec): 3 clusters Score: Raw -1844603.162944 + Penalty 3167.986939 = -1841435.176005 nChanged 14 SP:Iteration 94Q (6017.575387 sec): 3 clusters Score: Raw -1844604.791879 + Penalty 3167.986939 = -1841436.804939 nChanged 10 SP:Iteration 95Q (6017.637433 sec): 3 clusters Score: Raw -1844605.542892 + Penalty 3167.986939 = -1841437.555952 nChanged 9 SP:Iteration 96Q (6017.698835 sec): 3 clusters Score: Raw -1844606.461804 + Penalty 3167.986939 = -1841438.474865 nChanged 5 SP:Iteration 97Q (6017.780207 sec): 3 clusters Score: Raw -1844606.872314 + Penalty 3167.986939 = -1841438.885375 nChanged 2 SP:Iteration 98Q (6017.839122 sec): 3 clusters Score: Raw -1844607.216706 + Penalty 3167.986939 = -1841439.229767 nChanged 3 SP:Iteration 99Q (6017.915313 sec): 3 clusters Score: Raw -1844607.363974 + Penalty 3167.986939 = -1841439.377035 nChanged 1 SP:Iteration 100F (6017.983255 sec): 3 clusters Score: Raw -1844607.415990 + Penalty 3167.986939 = -1841439.429051 nChanged 0 Trying to split cluster 5 (37366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6018.060334 sec): 2 clusters Score: Raw -3992601.865432 + Penalty 1710.883928 = -3990890.981504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6018.165097 sec): 3 clusters Score: Raw -3969288.404641 + Penalty 3421.767856 = -3965866.636785 nChanged 17154 SP:Iteration 1F (6018.275817 sec): 3 clusters Score: Raw -3978886.525076 + Penalty 3421.767856 = -3975464.757221 nChanged 1755 SP:Iteration 2Q (6018.379205 sec): 3 clusters Score: Raw -3979537.122225 + Penalty 3421.767856 = -3976115.354370 nChanged 1874 SP:Iteration 3F (6018.477052 sec): 3 clusters Score: Raw -3980461.694191 + Penalty 3421.767856 = -3977039.926335 nChanged 2111 SP:Iteration 4F (6018.574905 sec): 3 clusters Score: Raw -3981717.061476 + Penalty 3421.767856 = -3978295.293621 nChanged 2436 SP:Iteration 5F (6018.677493 sec): 3 clusters Score: Raw -3983467.536214 + Penalty 3421.767856 = -3980045.768359 nChanged 2686 SP:Iteration 6F (6018.775002 sec): 3 clusters Score: Raw -3985702.750732 + Penalty 3421.767856 = -3982280.982877 nChanged 2599 SP:Iteration 7F (6018.881200 sec): 3 clusters Score: Raw -3987997.104452 + Penalty 3421.767856 = -3984575.336597 nChanged 2093 SP:Iteration 8F (6018.974512 sec): 3 clusters Score: Raw -3989859.597954 + Penalty 3421.767856 = -3986437.830099 nChanged 1439 SP:Iteration 9Q (6019.082553 sec): 3 clusters Score: Raw -3991107.257266 + Penalty 3421.767856 = -3987685.489411 nChanged 920 SP:Iteration 10Q (6019.166561 sec): 3 clusters Score: Raw -3991877.443806 + Penalty 3421.767856 = -3988455.675950 nChanged 511 SP:Iteration 11Q (6019.262183 sec): 3 clusters Score: Raw -3992280.093360 + Penalty 3421.767856 = -3988858.325505 nChanged 304 SP:Iteration 12Q (6019.344069 sec): 3 clusters Score: Raw -3992517.143948 + Penalty 3421.767856 = -3989095.376092 nChanged 187 SP:Iteration 13Q (6019.435404 sec): 3 clusters Score: Raw -3992665.509533 + Penalty 3421.767856 = -3989243.741677 nChanged 97 SP:Iteration 14Q (6019.523042 sec): 3 clusters Score: Raw -3992745.574538 + Penalty 3421.767856 = -3989323.806682 nChanged 56 SP:Iteration 15Q (6019.601149 sec): 3 clusters Score: Raw -3992792.860717 + Penalty 3421.767856 = -3989371.092861 nChanged 47 SP:Iteration 16Q (6019.695928 sec): 3 clusters Score: Raw -3992834.957271 + Penalty 3421.767856 = -3989413.189415 nChanged 29 SP:Iteration 17Q (6019.780272 sec): 3 clusters Score: Raw -3992858.739518 + Penalty 3421.767856 = -3989436.971663 nChanged 18 SP:Iteration 18Q (6019.874111 sec): 3 clusters Score: Raw -3992871.822610 + Penalty 3421.767856 = -3989450.054754 nChanged 7 SP:Iteration 19Q (6019.956634 sec): 3 clusters Score: Raw -3992878.236928 + Penalty 3421.767856 = -3989456.469072 nChanged 13 SP:Iteration 20F (6020.062009 sec): 3 clusters Score: Raw -3992896.508177 + Penalty 3421.767856 = -3989474.740321 nChanged 15 SP:Iteration 21Q (6020.158207 sec): 3 clusters Score: Raw -3992910.328440 + Penalty 3421.767856 = -3989488.560584 nChanged 13 SP:Iteration 22Q (6020.250415 sec): 3 clusters Score: Raw -3992918.974871 + Penalty 3421.767856 = -3989497.207016 nChanged 5 SP:Iteration 23Q (6020.335907 sec): 3 clusters Score: Raw -3992923.341282 + Penalty 3421.767856 = -3989501.573427 nChanged 5 SP:Iteration 24Q (6020.426818 sec): 3 clusters Score: Raw -3992926.249812 + Penalty 3421.767856 = -3989504.481957 nChanged 2 SP:Iteration 25Q (6020.506938 sec): 3 clusters Score: Raw -3992929.637857 + Penalty 3421.767856 = -3989507.870002 nChanged 2 SP:Iteration 26Q (6020.593360 sec): 3 clusters Score: Raw -3992930.968350 + Penalty 3421.767856 = -3989509.200494 nChanged 2 SP:Iteration 27Q (6020.664944 sec): 3 clusters Score: Raw -3992932.042577 + Penalty 3421.767856 = -3989510.274721 nChanged 3 SP:Iteration 28Q (6020.760597 sec): 3 clusters Score: Raw -3992934.289596 + Penalty 3421.767856 = -3989512.521740 nChanged 3 SP:Iteration 29Q (6020.836013 sec): 3 clusters Score: Raw -3992937.317672 + Penalty 3421.767856 = -3989515.549816 nChanged 2 SP:Iteration 30Q (6020.913864 sec): 3 clusters Score: Raw -3992939.260642 + Penalty 3421.767856 = -3989517.492786 nChanged 2 SP:Iteration 31Q (6021.023615 sec): 3 clusters Score: Raw -3992941.254654 + Penalty 3421.767856 = -3989519.486798 nChanged 1 SP:Iteration 32Q (6021.122683 sec): 3 clusters Score: Raw -3992941.703811 + Penalty 3421.767856 = -3989519.935955 nChanged 0 SP:Iteration 33F (6021.232511 sec): 3 clusters Score: Raw -3992941.703811 + Penalty 3421.767856 = -3989519.935955 nChanged 0 Trying to split cluster 6 (74532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6021.339573 sec): 2 clusters Score: Raw -8248360.368646 + Penalty 1823.084874 = -8246537.283772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6021.485945 sec): 3 clusters Score: Raw -8200395.106983 + Penalty 3646.169749 = -8196748.937234 nChanged 35228 SP:Iteration 1F (6021.643486 sec): 3 clusters Score: Raw -8220245.999781 + Penalty 3646.169749 = -8216599.830033 nChanged 2628 SP:Iteration 2Q (6021.806557 sec): 3 clusters Score: Raw -8220974.261931 + Penalty 3646.169749 = -8217328.092183 nChanged 3044 SP:Iteration 3Q (6021.961396 sec): 3 clusters Score: Raw -8222066.885244 + Penalty 3646.169749 = -8218420.715495 nChanged 3900 SP:Iteration 4F (6022.101869 sec): 3 clusters Score: Raw -8224009.903398 + Penalty 3646.169749 = -8220363.733649 nChanged 5456 SP:Iteration 5F (6022.260927 sec): 3 clusters Score: Raw -8227731.918744 + Penalty 3646.169749 = -8224085.748995 nChanged 6913 SP:Iteration 6F (6022.408331 sec): 3 clusters Score: Raw -8233780.506959 + Penalty 3646.169749 = -8230134.337211 nChanged 6975 SP:Iteration 7F (6022.572176 sec): 3 clusters Score: Raw -8240858.143306 + Penalty 3646.169749 = -8237211.973558 nChanged 4807 SP:Iteration 8F (6022.725121 sec): 3 clusters Score: Raw -8245884.128226 + Penalty 3646.169749 = -8242237.958477 nChanged 1948 SP:Iteration 9Q (6022.879264 sec): 3 clusters Score: Raw -8247803.912000 + Penalty 3646.169749 = -8244157.742251 nChanged 509 SP:Iteration 10Q (6023.017314 sec): 3 clusters Score: Raw -8248294.682043 + Penalty 3646.169749 = -8244648.512294 nChanged 119 SP:Iteration 11Q (6023.145822 sec): 3 clusters Score: Raw -8248428.424548 + Penalty 3646.169749 = -8244782.254799 nChanged 43 SP:Iteration 12Q (6023.273194 sec): 3 clusters Score: Raw -8248487.846946 + Penalty 3646.169749 = -8244841.677197 nChanged 15 SP:Iteration 13Q (6023.397954 sec): 3 clusters Score: Raw -8248517.903262 + Penalty 3646.169749 = -8244871.733513 nChanged 11 SP:Iteration 14Q (6023.538500 sec): 3 clusters Score: Raw -8248538.804638 + Penalty 3646.169749 = -8244892.634889 nChanged 8 SP:Iteration 15Q (6023.678974 sec): 3 clusters Score: Raw -8248559.206880 + Penalty 3646.169749 = -8244913.037131 nChanged 3 SP:Iteration 16Q (6023.821679 sec): 3 clusters Score: Raw -8248565.245643 + Penalty 3646.169749 = -8244919.075895 nChanged 1 SP:Iteration 17Q (6023.971886 sec): 3 clusters Score: Raw -8248565.626291 + Penalty 3646.169749 = -8244919.456542 nChanged 0 SP:Iteration 18F (6024.129613 sec): 3 clusters Score: Raw -8248565.626291 + Penalty 3646.169749 = -8244919.456542 nChanged 0 Trying to split cluster 7 (13885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6024.180190 sec): 2 clusters Score: Raw -1589518.484994 + Penalty 1550.016715 = -1587968.468279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6024.243322 sec): 3 clusters Score: Raw -1581402.043099 + Penalty 3100.033430 = -1578302.009669 nChanged 6109 SP:Iteration 1F (6024.313438 sec): 3 clusters Score: Raw -1584806.383827 + Penalty 3100.033430 = -1581706.350397 nChanged 803 SP:Iteration 2F (6024.373876 sec): 3 clusters Score: Raw -1585131.294739 + Penalty 3100.033430 = -1582031.261309 nChanged 687 SP:Iteration 3Q (6024.435853 sec): 3 clusters Score: Raw -1585393.865034 + Penalty 3100.033430 = -1582293.831604 nChanged 622 SP:Iteration 4Q (6024.502674 sec): 3 clusters Score: Raw -1585666.135886 + Penalty 3100.033430 = -1582566.102456 nChanged 641 SP:Iteration 5Q (6024.582426 sec): 3 clusters Score: Raw -1585965.441724 + Penalty 3100.033430 = -1582865.408294 nChanged 651 SP:Iteration 6Q (6024.640312 sec): 3 clusters Score: Raw -1586308.935003 + Penalty 3100.033430 = -1583208.901574 nChanged 694 SP:Iteration 7Q (6024.720162 sec): 3 clusters Score: Raw -1586720.571600 + Penalty 3100.033430 = -1583620.538170 nChanged 724 SP:Iteration 8F (6024.793239 sec): 3 clusters Score: Raw -1587175.765149 + Penalty 3100.033430 = -1584075.731719 nChanged 696 SP:Iteration 9F (6024.853620 sec): 3 clusters Score: Raw -1587665.893089 + Penalty 3100.033430 = -1584565.859660 nChanged 667 SP:Iteration 10Q (6024.911212 sec): 3 clusters Score: Raw -1588166.955634 + Penalty 3100.033430 = -1585066.922204 nChanged 581 SP:Iteration 11Q (6024.982362 sec): 3 clusters Score: Raw -1588584.595104 + Penalty 3100.033430 = -1585484.561674 nChanged 478 SP:Iteration 12Q (6025.041768 sec): 3 clusters Score: Raw -1588845.976802 + Penalty 3100.033430 = -1585745.943372 nChanged 317 SP:Iteration 13Q (6025.105361 sec): 3 clusters Score: Raw -1588960.089263 + Penalty 3100.033430 = -1585860.055833 nChanged 195 SP:Iteration 14Q (6025.178260 sec): 3 clusters Score: Raw -1589012.067273 + Penalty 3100.033430 = -1585912.033843 nChanged 132 SP:Iteration 15Q (6025.236336 sec): 3 clusters Score: Raw -1589038.676627 + Penalty 3100.033430 = -1585938.643197 nChanged 91 SP:Iteration 16Q (6025.306743 sec): 3 clusters Score: Raw -1589055.949926 + Penalty 3100.033430 = -1585955.916497 nChanged 73 SP:Iteration 17Q (6025.369157 sec): 3 clusters Score: Raw -1589069.026023 + Penalty 3100.033430 = -1585968.992593 nChanged 66 SP:Iteration 18Q (6025.432711 sec): 3 clusters Score: Raw -1589078.927639 + Penalty 3100.033430 = -1585978.894209 nChanged 46 SP:Iteration 19Q (6025.489040 sec): 3 clusters Score: Raw -1589084.600765 + Penalty 3100.033430 = -1585984.567335 nChanged 33 SP:Iteration 20F (6025.550269 sec): 3 clusters Score: Raw -1589088.724493 + Penalty 3100.033430 = -1585988.691063 nChanged 29 SP:Iteration 21Q (6025.614162 sec): 3 clusters Score: Raw -1589092.898518 + Penalty 3100.033430 = -1585992.865088 nChanged 25 SP:Iteration 22Q (6025.681542 sec): 3 clusters Score: Raw -1589096.006297 + Penalty 3100.033430 = -1585995.972867 nChanged 32 SP:Iteration 23Q (6025.743103 sec): 3 clusters Score: Raw -1589099.934419 + Penalty 3100.033430 = -1585999.900989 nChanged 33 SP:Iteration 24Q (6025.807564 sec): 3 clusters Score: Raw -1589103.818042 + Penalty 3100.033430 = -1586003.784613 nChanged 24 SP:Iteration 25Q (6025.871546 sec): 3 clusters Score: Raw -1589106.789087 + Penalty 3100.033430 = -1586006.755657 nChanged 21 SP:Iteration 26Q (6025.947007 sec): 3 clusters Score: Raw -1589108.772320 + Penalty 3100.033430 = -1586008.738890 nChanged 11 SP:Iteration 27Q (6026.010155 sec): 3 clusters Score: Raw -1589109.513115 + Penalty 3100.033430 = -1586009.479685 nChanged 2 SP:Iteration 28Q (6026.062604 sec): 3 clusters Score: Raw -1589109.587077 + Penalty 3100.033430 = -1586009.553647 nChanged 1 SP:Iteration 29Q (6026.133795 sec): 3 clusters Score: Raw -1589109.664437 + Penalty 3100.033430 = -1586009.631007 nChanged 2 SP:Iteration 30Q (6026.189980 sec): 3 clusters Score: Raw -1589109.872046 + Penalty 3100.033430 = -1586009.838616 nChanged 2 SP:Iteration 31Q (6026.265095 sec): 3 clusters Score: Raw -1589110.125438 + Penalty 3100.033430 = -1586010.092008 nChanged 6 SP:Iteration 32Q (6026.328221 sec): 3 clusters Score: Raw -1589110.719938 + Penalty 3100.033430 = -1586010.686508 nChanged 5 SP:Iteration 33Q (6026.381914 sec): 3 clusters Score: Raw -1589111.197924 + Penalty 3100.033430 = -1586011.164494 nChanged 4 SP:Iteration 34Q (6026.448998 sec): 3 clusters Score: Raw -1589111.516130 + Penalty 3100.033430 = -1586011.482700 nChanged 5 SP:Iteration 35Q (6026.521175 sec): 3 clusters Score: Raw -1589111.923798 + Penalty 3100.033430 = -1586011.890368 nChanged 7 SP:Iteration 36Q (6026.585157 sec): 3 clusters Score: Raw -1589112.615834 + Penalty 3100.033430 = -1586012.582405 nChanged 8 SP:Iteration 37Q (6026.656267 sec): 3 clusters Score: Raw -1589113.414447 + Penalty 3100.033430 = -1586013.381017 nChanged 8 SP:Iteration 38Q (6026.738791 sec): 3 clusters Score: Raw -1589113.860531 + Penalty 3100.033430 = -1586013.827101 nChanged 4 SP:Iteration 39Q (6026.809006 sec): 3 clusters Score: Raw -1589114.274906 + Penalty 3100.033430 = -1586014.241476 nChanged 3 SP:Iteration 40F (6026.877007 sec): 3 clusters Score: Raw -1589114.471591 + Penalty 3100.033430 = -1586014.438161 nChanged 2 SP:Iteration 41Q (6026.940974 sec): 3 clusters Score: Raw -1589114.718386 + Penalty 3100.033430 = -1586014.684956 nChanged 6 SP:Iteration 42Q (6027.001084 sec): 3 clusters Score: Raw -1589115.311690 + Penalty 3100.033430 = -1586015.278260 nChanged 8 SP:Iteration 43Q (6027.073956 sec): 3 clusters Score: Raw -1589116.241928 + Penalty 3100.033430 = -1586016.208498 nChanged 7 SP:Iteration 44Q (6027.130992 sec): 3 clusters Score: Raw -1589116.995553 + Penalty 3100.033430 = -1586016.962123 nChanged 8 SP:Iteration 45Q (6027.201280 sec): 3 clusters Score: Raw -1589117.614128 + Penalty 3100.033430 = -1586017.580698 nChanged 5 SP:Iteration 46Q (6027.251806 sec): 3 clusters Score: Raw -1589117.799780 + Penalty 3100.033430 = -1586017.766350 nChanged 4 SP:Iteration 47Q (6027.311384 sec): 3 clusters Score: Raw -1589118.011314 + Penalty 3100.033430 = -1586017.977884 nChanged 2 SP:Iteration 48Q (6027.378757 sec): 3 clusters Score: Raw -1589118.061397 + Penalty 3100.033430 = -1586018.027967 nChanged 1 SP:Iteration 49Q (6027.429702 sec): 3 clusters Score: Raw -1589118.089816 + Penalty 3100.033430 = -1586018.056386 nChanged 0 SP:Iteration 50F (6027.489696 sec): 3 clusters Score: Raw -1589118.089816 + Penalty 3100.033430 = -1586018.056386 nChanged 0 Trying to split cluster 8 (19135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6027.542277 sec): 2 clusters Score: Raw -2176523.381520 + Penalty 1602.132090 = -2174921.249430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6027.600253 sec): 3 clusters Score: Raw -2165009.973535 + Penalty 3204.264179 = -2161805.709356 nChanged 8715 SP:Iteration 1F (6027.667616 sec): 3 clusters Score: Raw -2169797.364415 + Penalty 3204.264179 = -2166593.100236 nChanged 1022 SP:Iteration 2F (6027.732149 sec): 3 clusters Score: Raw -2170240.594014 + Penalty 3204.264179 = -2167036.329835 nChanged 1069 SP:Iteration 3F (6027.800329 sec): 3 clusters Score: Raw -2170752.383884 + Penalty 3204.264179 = -2167548.119705 nChanged 1125 SP:Iteration 4F (6027.879450 sec): 3 clusters Score: Raw -2171397.481281 + Penalty 3204.264179 = -2168193.217102 nChanged 1225 SP:Iteration 5F (6027.955443 sec): 3 clusters Score: Raw -2172220.133925 + Penalty 3204.264179 = -2169015.869746 nChanged 1283 SP:Iteration 6F (6028.029614 sec): 3 clusters Score: Raw -2173154.596744 + Penalty 3204.264179 = -2169950.332564 nChanged 1203 SP:Iteration 7F (6028.107101 sec): 3 clusters Score: Raw -2174088.744362 + Penalty 3204.264179 = -2170884.480183 nChanged 1037 SP:Iteration 8F (6028.189557 sec): 3 clusters Score: Raw -2174910.962540 + Penalty 3204.264179 = -2171706.698361 nChanged 810 SP:Iteration 9Q (6028.267336 sec): 3 clusters Score: Raw -2175553.593763 + Penalty 3204.264179 = -2172349.329584 nChanged 602 SP:Iteration 10Q (6028.330386 sec): 3 clusters Score: Raw -2176069.321667 + Penalty 3204.264179 = -2172865.057487 nChanged 448 SP:Iteration 11Q (6028.411706 sec): 3 clusters Score: Raw -2176403.722192 + Penalty 3204.264179 = -2173199.458013 nChanged 306 SP:Iteration 12Q (6028.475421 sec): 3 clusters Score: Raw -2176594.257603 + Penalty 3204.264179 = -2173389.993423 nChanged 221 SP:Iteration 13Q (6028.537251 sec): 3 clusters Score: Raw -2176737.541065 + Penalty 3204.264179 = -2173533.276886 nChanged 205 SP:Iteration 14Q (6028.615328 sec): 3 clusters Score: Raw -2176848.747321 + Penalty 3204.264179 = -2173644.483142 nChanged 146 SP:Iteration 15Q (6028.672382 sec): 3 clusters Score: Raw -2176924.714460 + Penalty 3204.264179 = -2173720.450281 nChanged 117 SP:Iteration 16Q (6028.746859 sec): 3 clusters Score: Raw -2176988.231669 + Penalty 3204.264179 = -2173783.967490 nChanged 96 SP:Iteration 17Q (6028.807097 sec): 3 clusters Score: Raw -2177037.453928 + Penalty 3204.264179 = -2173833.189749 nChanged 90 SP:Iteration 18Q (6028.874021 sec): 3 clusters Score: Raw -2177085.851003 + Penalty 3204.264179 = -2173881.586823 nChanged 76 SP:Iteration 19Q (6028.951213 sec): 3 clusters Score: Raw -2177135.029070 + Penalty 3204.264179 = -2173930.764891 nChanged 68 SP:Iteration 20F (6029.020841 sec): 3 clusters Score: Raw -2177171.516999 + Penalty 3204.264179 = -2173967.252819 nChanged 54 SP:Iteration 21Q (6029.088123 sec): 3 clusters Score: Raw -2177195.441387 + Penalty 3204.264179 = -2173991.177208 nChanged 45 SP:Iteration 22Q (6029.146074 sec): 3 clusters Score: Raw -2177212.698304 + Penalty 3204.264179 = -2174008.434125 nChanged 38 SP:Iteration 23Q (6029.205206 sec): 3 clusters Score: Raw -2177226.574969 + Penalty 3204.264179 = -2174022.310790 nChanged 27 SP:Iteration 24Q (6029.279793 sec): 3 clusters Score: Raw -2177234.988666 + Penalty 3204.264179 = -2174030.724487 nChanged 15 SP:Iteration 25Q (6029.345621 sec): 3 clusters Score: Raw -2177240.023416 + Penalty 3204.264179 = -2174035.759237 nChanged 9 SP:Iteration 26Q (6029.404542 sec): 3 clusters Score: Raw -2177243.663561 + Penalty 3204.264179 = -2174039.399382 nChanged 11 SP:Iteration 27Q (6029.480837 sec): 3 clusters Score: Raw -2177247.112603 + Penalty 3204.264179 = -2174042.848424 nChanged 14 SP:Iteration 28Q (6029.539337 sec): 3 clusters Score: Raw -2177251.437284 + Penalty 3204.264179 = -2174047.173104 nChanged 13 SP:Iteration 29Q (6029.598117 sec): 3 clusters Score: Raw -2177255.214940 + Penalty 3204.264179 = -2174050.950760 nChanged 6 SP:Iteration 30Q (6029.672354 sec): 3 clusters Score: Raw -2177257.780771 + Penalty 3204.264179 = -2174053.516592 nChanged 9 SP:Iteration 31Q (6029.731225 sec): 3 clusters Score: Raw -2177260.709263 + Penalty 3204.264179 = -2174056.445084 nChanged 5 SP:Iteration 32Q (6029.806526 sec): 3 clusters Score: Raw -2177262.757738 + Penalty 3204.264179 = -2174058.493559 nChanged 8 SP:Iteration 33Q (6029.875736 sec): 3 clusters Score: Raw -2177263.908381 + Penalty 3204.264179 = -2174059.644202 nChanged 3 SP:Iteration 34Q (6029.949636 sec): 3 clusters Score: Raw -2177264.360264 + Penalty 3204.264179 = -2174060.096084 nChanged 1 SP:Iteration 35Q (6030.020355 sec): 3 clusters Score: Raw -2177264.625680 + Penalty 3204.264179 = -2174060.361501 nChanged 2 SP:Iteration 36Q (6030.107053 sec): 3 clusters Score: Raw -2177265.274054 + Penalty 3204.264179 = -2174061.009875 nChanged 2 SP:Iteration 37Q (6030.186205 sec): 3 clusters Score: Raw -2177266.061912 + Penalty 3204.264179 = -2174061.797733 nChanged 1 SP:Iteration 38Q (6030.259054 sec): 3 clusters Score: Raw -2177266.905275 + Penalty 3204.264179 = -2174062.641096 nChanged 3 SP:Iteration 39Q (6030.351335 sec): 3 clusters Score: Raw -2177267.932242 + Penalty 3204.264179 = -2174063.668062 nChanged 1 SP:Iteration 40F (6030.436577 sec): 3 clusters Score: Raw -2177268.336985 + Penalty 3204.264179 = -2174064.072806 nChanged 2 SP:Iteration 41Q (6030.528700 sec): 3 clusters Score: Raw -2177268.492948 + Penalty 3204.264179 = -2174064.228769 nChanged 2 SP:Iteration 42Q (6030.607666 sec): 3 clusters Score: Raw -2177268.789393 + Penalty 3204.264179 = -2174064.525213 nChanged 1 SP:Iteration 43Q (6030.680493 sec): 3 clusters Score: Raw -2177268.976668 + Penalty 3204.264179 = -2174064.712489 nChanged 1 SP:Iteration 44Q (6030.766514 sec): 3 clusters Score: Raw -2177269.130418 + Penalty 3204.264179 = -2174064.866238 nChanged 0 SP:Iteration 45F (6030.857585 sec): 3 clusters Score: Raw -2177269.130418 + Penalty 3204.264179 = -2174064.866238 nChanged 0 Trying to split cluster 9 (25836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6030.928881 sec): 2 clusters Score: Raw -2939976.081651 + Penalty 1650.922674 = -2938325.158977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6031.039123 sec): 3 clusters Score: Raw -2924230.788108 + Penalty 3301.845348 = -2920928.942760 nChanged 11813 SP:Iteration 1F (6031.142290 sec): 3 clusters Score: Raw -2931110.463327 + Penalty 3301.845348 = -2927808.617979 nChanged 1523 SP:Iteration 2F (6031.252532 sec): 3 clusters Score: Raw -2931946.092469 + Penalty 3301.845348 = -2928644.247122 nChanged 1580 SP:Iteration 3F (6031.356620 sec): 3 clusters Score: Raw -2932927.724806 + Penalty 3301.845348 = -2929625.879458 nChanged 1580 SP:Iteration 4F (6031.446558 sec): 3 clusters Score: Raw -2933929.478929 + Penalty 3301.845348 = -2930627.633581 nChanged 1514 SP:Iteration 5F (6031.547832 sec): 3 clusters Score: Raw -2934911.199982 + Penalty 3301.845348 = -2931609.354634 nChanged 1415 SP:Iteration 6F (6031.644749 sec): 3 clusters Score: Raw -2935827.402535 + Penalty 3301.845348 = -2932525.557188 nChanged 1248 SP:Iteration 7Q (6031.743722 sec): 3 clusters Score: Raw -2936584.561563 + Penalty 3301.845348 = -2933282.716215 nChanged 1130 SP:Iteration 8Q (6031.821765 sec): 3 clusters Score: Raw -2937241.742373 + Penalty 3301.845348 = -2933939.897026 nChanged 928 SP:Iteration 9Q (6031.906763 sec): 3 clusters Score: Raw -2937756.639165 + Penalty 3301.845348 = -2934454.793818 nChanged 746 SP:Iteration 10Q (6031.992762 sec): 3 clusters Score: Raw -2938115.362785 + Penalty 3301.845348 = -2934813.517437 nChanged 556 SP:Iteration 11Q (6032.082935 sec): 3 clusters Score: Raw -2938347.795930 + Penalty 3301.845348 = -2935045.950582 nChanged 453 SP:Iteration 12Q (6032.169689 sec): 3 clusters Score: Raw -2938550.880002 + Penalty 3301.845348 = -2935249.034654 nChanged 422 SP:Iteration 13Q (6032.244137 sec): 3 clusters Score: Raw -2938745.298048 + Penalty 3301.845348 = -2935443.452701 nChanged 373 SP:Iteration 14Q (6032.323059 sec): 3 clusters Score: Raw -2938892.966189 + Penalty 3301.845348 = -2935591.120841 nChanged 292 SP:Iteration 15Q (6032.402112 sec): 3 clusters Score: Raw -2938988.940548 + Penalty 3301.845348 = -2935687.095200 nChanged 242 SP:Iteration 16Q (6032.480950 sec): 3 clusters Score: Raw -2939055.042430 + Penalty 3301.845348 = -2935753.197082 nChanged 196 SP:Iteration 17Q (6032.559339 sec): 3 clusters Score: Raw -2939105.695681 + Penalty 3301.845348 = -2935803.850333 nChanged 189 SP:Iteration 18Q (6032.656787 sec): 3 clusters Score: Raw -2939154.037575 + Penalty 3301.845348 = -2935852.192228 nChanged 206 SP:Iteration 19Q (6032.744683 sec): 3 clusters Score: Raw -2939209.957274 + Penalty 3301.845348 = -2935908.111926 nChanged 195 SP:Iteration 20F (6032.835630 sec): 3 clusters Score: Raw -2939263.914648 + Penalty 3301.845348 = -2935962.069300 nChanged 185 SP:Iteration 21Q (6032.920940 sec): 3 clusters Score: Raw -2939321.032578 + Penalty 3301.845348 = -2936019.187230 nChanged 203 SP:Iteration 22Q (6033.007443 sec): 3 clusters Score: Raw -2939386.543288 + Penalty 3301.845348 = -2936084.697940 nChanged 208 SP:Iteration 23Q (6033.094109 sec): 3 clusters Score: Raw -2939452.489824 + Penalty 3301.845348 = -2936150.644477 nChanged 197 SP:Iteration 24Q (6033.170948 sec): 3 clusters Score: Raw -2939522.712590 + Penalty 3301.845348 = -2936220.867242 nChanged 208 SP:Iteration 25Q (6033.246740 sec): 3 clusters Score: Raw -2939601.434479 + Penalty 3301.845348 = -2936299.589132 nChanged 228 SP:Iteration 26Q (6033.329602 sec): 3 clusters Score: Raw -2939698.621519 + Penalty 3301.845348 = -2936396.776171 nChanged 254 SP:Iteration 27Q (6033.416896 sec): 3 clusters Score: Raw -2939822.171128 + Penalty 3301.845348 = -2936520.325780 nChanged 238 SP:Iteration 28Q (6033.496094 sec): 3 clusters Score: Raw -2939948.017114 + Penalty 3301.845348 = -2936646.171766 nChanged 208 SP:Iteration 29Q (6033.578494 sec): 3 clusters Score: Raw -2940046.305900 + Penalty 3301.845348 = -2936744.460552 nChanged 178 SP:Iteration 30Q (6033.665903 sec): 3 clusters Score: Raw -2940125.848343 + Penalty 3301.845348 = -2936824.002995 nChanged 163 SP:Iteration 31Q (6033.743698 sec): 3 clusters Score: Raw -2940213.179419 + Penalty 3301.845348 = -2936911.334071 nChanged 144 SP:Iteration 32Q (6033.818968 sec): 3 clusters Score: Raw -2940277.194498 + Penalty 3301.845348 = -2936975.349151 nChanged 118 SP:Iteration 33Q (6033.902779 sec): 3 clusters Score: Raw -2940325.553707 + Penalty 3301.845348 = -2937023.708359 nChanged 104 SP:Iteration 34Q (6033.974976 sec): 3 clusters Score: Raw -2940366.950757 + Penalty 3301.845348 = -2937065.105410 nChanged 85 SP:Iteration 35Q (6034.058175 sec): 3 clusters Score: Raw -2940400.001446 + Penalty 3301.845348 = -2937098.156098 nChanged 77 SP:Iteration 36Q (6034.150778 sec): 3 clusters Score: Raw -2940425.636976 + Penalty 3301.845348 = -2937123.791629 nChanged 58 SP:Iteration 37Q (6034.238036 sec): 3 clusters Score: Raw -2940444.452434 + Penalty 3301.845348 = -2937142.607086 nChanged 56 SP:Iteration 38Q (6034.323686 sec): 3 clusters Score: Raw -2940467.089806 + Penalty 3301.845348 = -2937165.244459 nChanged 58 SP:Iteration 39Q (6034.409624 sec): 3 clusters Score: Raw -2940484.110764 + Penalty 3301.845348 = -2937182.265417 nChanged 53 SP:Iteration 40F (6034.488827 sec): 3 clusters Score: Raw -2940500.233208 + Penalty 3301.845348 = -2937198.387861 nChanged 51 SP:Iteration 41Q (6034.554645 sec): 3 clusters Score: Raw -2940514.615392 + Penalty 3301.845348 = -2937212.770044 nChanged 44 SP:Iteration 42Q (6034.641679 sec): 3 clusters Score: Raw -2940525.934072 + Penalty 3301.845348 = -2937224.088724 nChanged 30 SP:Iteration 43Q (6034.728681 sec): 3 clusters Score: Raw -2940532.892432 + Penalty 3301.845348 = -2937231.047084 nChanged 31 SP:Iteration 44Q (6034.793582 sec): 3 clusters Score: Raw -2940541.978016 + Penalty 3301.845348 = -2937240.132668 nChanged 23 SP:Iteration 45Q (6034.868830 sec): 3 clusters Score: Raw -2940547.996870 + Penalty 3301.845348 = -2937246.151522 nChanged 17 SP:Iteration 46Q (6034.955866 sec): 3 clusters Score: Raw -2940552.576956 + Penalty 3301.845348 = -2937250.731608 nChanged 17 SP:Iteration 47Q (6035.029335 sec): 3 clusters Score: Raw -2940556.850164 + Penalty 3301.845348 = -2937255.004816 nChanged 19 SP:Iteration 48Q (6035.092064 sec): 3 clusters Score: Raw -2940560.517282 + Penalty 3301.845348 = -2937258.671934 nChanged 16 SP:Iteration 49Q (6035.163094 sec): 3 clusters Score: Raw -2940563.861080 + Penalty 3301.845348 = -2937262.015733 nChanged 18 SP:Iteration 50Q (6035.227096 sec): 3 clusters Score: Raw -2940566.949008 + Penalty 3301.845348 = -2937265.103660 nChanged 11 SP:Iteration 51Q (6035.305964 sec): 3 clusters Score: Raw -2940568.694631 + Penalty 3301.845348 = -2937266.849284 nChanged 9 SP:Iteration 52Q (6035.383900 sec): 3 clusters Score: Raw -2940570.666218 + Penalty 3301.845348 = -2937268.820870 nChanged 9 SP:Iteration 53Q (6035.475562 sec): 3 clusters Score: Raw -2940572.256118 + Penalty 3301.845348 = -2937270.410770 nChanged 8 SP:Iteration 54Q (6035.555544 sec): 3 clusters Score: Raw -2940574.694063 + Penalty 3301.845348 = -2937272.848715 nChanged 8 SP:Iteration 55Q (6035.629047 sec): 3 clusters Score: Raw -2940576.282362 + Penalty 3301.845348 = -2937274.437014 nChanged 9 SP:Iteration 56Q (6035.712333 sec): 3 clusters Score: Raw -2940577.967377 + Penalty 3301.845348 = -2937276.122029 nChanged 11 SP:Iteration 57Q (6035.794092 sec): 3 clusters Score: Raw -2940580.674852 + Penalty 3301.845348 = -2937278.829504 nChanged 13 SP:Iteration 58Q (6035.867234 sec): 3 clusters Score: Raw -2940583.009961 + Penalty 3301.845348 = -2937281.164613 nChanged 6 SP:Iteration 59Q (6035.959915 sec): 3 clusters Score: Raw -2940583.873556 + Penalty 3301.845348 = -2937282.028208 nChanged 4 SP:Iteration 60F (6036.049372 sec): 3 clusters Score: Raw -2940584.589004 + Penalty 3301.845348 = -2937282.743656 nChanged 6 SP:Iteration 61Q (6036.114062 sec): 3 clusters Score: Raw -2940586.086402 + Penalty 3301.845348 = -2937284.241054 nChanged 5 SP:Iteration 62Q (6036.199022 sec): 3 clusters Score: Raw -2940587.114483 + Penalty 3301.845348 = -2937285.269135 nChanged 6 SP:Iteration 63Q (6036.282805 sec): 3 clusters Score: Raw -2940588.386808 + Penalty 3301.845348 = -2937286.541460 nChanged 9 SP:Iteration 64Q (6036.365792 sec): 3 clusters Score: Raw -2940589.760843 + Penalty 3301.845348 = -2937287.915495 nChanged 10 SP:Iteration 65Q (6036.432873 sec): 3 clusters Score: Raw -2940591.680906 + Penalty 3301.845348 = -2937289.835558 nChanged 9 SP:Iteration 66Q (6036.516875 sec): 3 clusters Score: Raw -2940593.809476 + Penalty 3301.845348 = -2937291.964128 nChanged 8 SP:Iteration 67Q (6036.599070 sec): 3 clusters Score: Raw -2940595.382730 + Penalty 3301.845348 = -2937293.537382 nChanged 7 SP:Iteration 68Q (6036.676676 sec): 3 clusters Score: Raw -2940596.477341 + Penalty 3301.845348 = -2937294.631993 nChanged 2 SP:Iteration 69Q (6036.766345 sec): 3 clusters Score: Raw -2940596.797092 + Penalty 3301.845348 = -2937294.951744 nChanged 5 SP:Iteration 70Q (6036.832650 sec): 3 clusters Score: Raw -2940597.601731 + Penalty 3301.845348 = -2937295.756383 nChanged 6 SP:Iteration 71Q (6036.915400 sec): 3 clusters Score: Raw -2940598.345821 + Penalty 3301.845348 = -2937296.500473 nChanged 5 SP:Iteration 72Q (6036.996311 sec): 3 clusters Score: Raw -2940599.289892 + Penalty 3301.845348 = -2937297.444545 nChanged 4 SP:Iteration 73Q (6037.091110 sec): 3 clusters Score: Raw -2940600.299719 + Penalty 3301.845348 = -2937298.454371 nChanged 3 SP:Iteration 74Q (6037.176301 sec): 3 clusters Score: Raw -2940600.895489 + Penalty 3301.845348 = -2937299.050141 nChanged 3 SP:Iteration 75Q (6037.265012 sec): 3 clusters Score: Raw -2940601.522526 + Penalty 3301.845348 = -2937299.677178 nChanged 2 SP:Iteration 76Q (6037.354056 sec): 3 clusters Score: Raw -2940601.693528 + Penalty 3301.845348 = -2937299.848180 nChanged 1 SP:Iteration 77Q (6037.443309 sec): 3 clusters Score: Raw -2940601.813003 + Penalty 3301.845348 = -2937299.967655 nChanged 1 SP:Iteration 78Q (6037.563526 sec): 3 clusters Score: Raw -2940601.883664 + Penalty 3301.845348 = -2937300.038316 nChanged 1 SP:Iteration 79Q (6037.652971 sec): 3 clusters Score: Raw -2940602.195587 + Penalty 3301.845348 = -2937300.350240 nChanged 3 SP:Iteration 80F (6037.750100 sec): 3 clusters Score: Raw -2940602.570864 + Penalty 3301.845348 = -2937300.725516 nChanged 1 SP:Iteration 81Q (6037.836882 sec): 3 clusters Score: Raw -2940602.611313 + Penalty 3301.845348 = -2937300.765965 nChanged 0 SP:Iteration 82F (6037.923480 sec): 3 clusters Score: Raw -2940602.611313 + Penalty 3301.845348 = -2937300.765965 nChanged 0 Trying to split cluster 10 (43735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6038.016870 sec): 2 clusters Score: Raw -4832980.060624 + Penalty 1736.459396 = -4831243.601228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6038.134994 sec): 3 clusters Score: Raw -4805569.501639 + Penalty 3472.918792 = -4802096.582847 nChanged 20467 SP:Iteration 1F (6038.258760 sec): 3 clusters Score: Raw -4817141.103256 + Penalty 3472.918792 = -4813668.184464 nChanged 1969 SP:Iteration 2Q (6038.385710 sec): 3 clusters Score: Raw -4817748.292546 + Penalty 3472.918792 = -4814275.373754 nChanged 1894 SP:Iteration 3Q (6038.513164 sec): 3 clusters Score: Raw -4818351.822358 + Penalty 3472.918792 = -4814878.903566 nChanged 1955 SP:Iteration 4Q (6038.634542 sec): 3 clusters Score: Raw -4819085.586681 + Penalty 3472.918792 = -4815612.667889 nChanged 2012 SP:Iteration 5Q (6038.758432 sec): 3 clusters Score: Raw -4819943.459886 + Penalty 3472.918792 = -4816470.541094 nChanged 2157 SP:Iteration 6Q (6038.871834 sec): 3 clusters Score: Raw -4821012.218251 + Penalty 3472.918792 = -4817539.299459 nChanged 2219 SP:Iteration 7F (6038.977188 sec): 3 clusters Score: Raw -4822232.730278 + Penalty 3472.918792 = -4818759.811486 nChanged 2253 SP:Iteration 8F (6039.083610 sec): 3 clusters Score: Raw -4823653.426907 + Penalty 3472.918792 = -4820180.508115 nChanged 2178 SP:Iteration 9Q (6039.200048 sec): 3 clusters Score: Raw -4825139.681091 + Penalty 3472.918792 = -4821666.762299 nChanged 1975 SP:Iteration 10Q (6039.305765 sec): 3 clusters Score: Raw -4826527.564677 + Penalty 3472.918792 = -4823054.645885 nChanged 1714 SP:Iteration 11Q (6039.414109 sec): 3 clusters Score: Raw -4827678.431507 + Penalty 3472.918792 = -4824205.512715 nChanged 1355 SP:Iteration 12Q (6039.523801 sec): 3 clusters Score: Raw -4828527.570094 + Penalty 3472.918792 = -4825054.651301 nChanged 1144 SP:Iteration 13Q (6039.627186 sec): 3 clusters Score: Raw -4829213.382925 + Penalty 3472.918792 = -4825740.464133 nChanged 956 SP:Iteration 14Q (6039.726378 sec): 3 clusters Score: Raw -4829766.984481 + Penalty 3472.918792 = -4826294.065689 nChanged 827 SP:Iteration 15Q (6039.825317 sec): 3 clusters Score: Raw -4830259.934816 + Penalty 3472.918792 = -4826787.016024 nChanged 746 SP:Iteration 16Q (6039.923451 sec): 3 clusters Score: Raw -4830702.562954 + Penalty 3472.918792 = -4827229.644162 nChanged 669 SP:Iteration 17Q (6040.019224 sec): 3 clusters Score: Raw -4831096.932709 + Penalty 3472.918792 = -4827624.013916 nChanged 571 SP:Iteration 18Q (6040.125379 sec): 3 clusters Score: Raw -4831436.298714 + Penalty 3472.918792 = -4827963.379922 nChanged 521 SP:Iteration 19Q (6040.210926 sec): 3 clusters Score: Raw -4831767.073166 + Penalty 3472.918792 = -4828294.154374 nChanged 462 SP:Iteration 20F (6040.324492 sec): 3 clusters Score: Raw -4832045.023503 + Penalty 3472.918792 = -4828572.104710 nChanged 406 SP:Iteration 21Q (6040.424327 sec): 3 clusters Score: Raw -4832287.303048 + Penalty 3472.918792 = -4828814.384256 nChanged 328 SP:Iteration 22Q (6040.519847 sec): 3 clusters Score: Raw -4832467.849711 + Penalty 3472.918792 = -4828994.930919 nChanged 269 SP:Iteration 23Q (6040.600849 sec): 3 clusters Score: Raw -4832598.820233 + Penalty 3472.918792 = -4829125.901441 nChanged 213 SP:Iteration 24Q (6040.695518 sec): 3 clusters Score: Raw -4832701.849939 + Penalty 3472.918792 = -4829228.931147 nChanged 190 SP:Iteration 25Q (6040.786493 sec): 3 clusters Score: Raw -4832800.143029 + Penalty 3472.918792 = -4829327.224237 nChanged 149 SP:Iteration 26Q (6040.889545 sec): 3 clusters Score: Raw -4832888.292707 + Penalty 3472.918792 = -4829415.373915 nChanged 126 SP:Iteration 27Q (6040.982802 sec): 3 clusters Score: Raw -4832953.264917 + Penalty 3472.918792 = -4829480.346125 nChanged 98 SP:Iteration 28Q (6041.072224 sec): 3 clusters Score: Raw -4833002.875641 + Penalty 3472.918792 = -4829529.956849 nChanged 92 SP:Iteration 29Q (6041.150919 sec): 3 clusters Score: Raw -4833044.961342 + Penalty 3472.918792 = -4829572.042549 nChanged 66 SP:Iteration 30Q (6041.251712 sec): 3 clusters Score: Raw -4833078.698446 + Penalty 3472.918792 = -4829605.779654 nChanged 57 SP:Iteration 31Q (6041.342975 sec): 3 clusters Score: Raw -4833109.955809 + Penalty 3472.918792 = -4829637.037017 nChanged 42 SP:Iteration 32Q (6041.441108 sec): 3 clusters Score: Raw -4833131.344464 + Penalty 3472.918792 = -4829658.425672 nChanged 39 SP:Iteration 33Q (6041.541521 sec): 3 clusters Score: Raw -4833150.142228 + Penalty 3472.918792 = -4829677.223436 nChanged 29 SP:Iteration 34Q (6041.634105 sec): 3 clusters Score: Raw -4833163.857477 + Penalty 3472.918792 = -4829690.938685 nChanged 26 SP:Iteration 35Q (6041.723963 sec): 3 clusters Score: Raw -4833174.824956 + Penalty 3472.918792 = -4829701.906164 nChanged 15 SP:Iteration 36Q (6041.823216 sec): 3 clusters Score: Raw -4833182.783876 + Penalty 3472.918792 = -4829709.865084 nChanged 13 SP:Iteration 37Q (6041.912740 sec): 3 clusters Score: Raw -4833190.162848 + Penalty 3472.918792 = -4829717.244056 nChanged 9 SP:Iteration 38Q (6042.003560 sec): 3 clusters Score: Raw -4833194.176157 + Penalty 3472.918792 = -4829721.257365 nChanged 6 SP:Iteration 39Q (6042.111995 sec): 3 clusters Score: Raw -4833196.426826 + Penalty 3472.918792 = -4829723.508034 nChanged 8 SP:Iteration 40F (6042.227516 sec): 3 clusters Score: Raw -4833199.636948 + Penalty 3472.918792 = -4829726.718156 nChanged 6 SP:Iteration 41Q (6042.324425 sec): 3 clusters Score: Raw -4833202.551735 + Penalty 3472.918792 = -4829729.632943 nChanged 12 SP:Iteration 42Q (6042.427776 sec): 3 clusters Score: Raw -4833208.593305 + Penalty 3472.918792 = -4829735.674513 nChanged 12 SP:Iteration 43Q (6042.527540 sec): 3 clusters Score: Raw -4833215.573661 + Penalty 3472.918792 = -4829742.654869 nChanged 13 SP:Iteration 44Q (6042.628784 sec): 3 clusters Score: Raw -4833223.327770 + Penalty 3472.918792 = -4829750.408978 nChanged 12 SP:Iteration 45Q (6042.731818 sec): 3 clusters Score: Raw -4833229.410106 + Penalty 3472.918792 = -4829756.491314 nChanged 10 SP:Iteration 46Q (6042.842387 sec): 3 clusters Score: Raw -4833234.401311 + Penalty 3472.918792 = -4829761.482519 nChanged 9 SP:Iteration 47Q (6042.955097 sec): 3 clusters Score: Raw -4833239.942577 + Penalty 3472.918792 = -4829767.023784 nChanged 4 SP:Iteration 48Q (6043.058971 sec): 3 clusters Score: Raw -4833243.335316 + Penalty 3472.918792 = -4829770.416524 nChanged 6 SP:Iteration 49Q (6043.178371 sec): 3 clusters Score: Raw -4833249.074342 + Penalty 3472.918792 = -4829776.155550 nChanged 9 SP:Iteration 50Q (6043.293304 sec): 3 clusters Score: Raw -4833253.462986 + Penalty 3472.918792 = -4829780.544194 nChanged 5 SP:Iteration 51Q (6043.410754 sec): 3 clusters Score: Raw -4833255.761780 + Penalty 3472.918792 = -4829782.842988 nChanged 2 SP:Iteration 52Q (6043.529546 sec): 3 clusters Score: Raw -4833256.945357 + Penalty 3472.918792 = -4829784.026564 nChanged 2 SP:Iteration 53Q (6043.644025 sec): 3 clusters Score: Raw -4833258.559541 + Penalty 3472.918792 = -4829785.640749 nChanged 2 SP:Iteration 54Q (6043.750287 sec): 3 clusters Score: Raw -4833259.887737 + Penalty 3472.918792 = -4829786.968945 nChanged 4 SP:Iteration 55Q (6043.840064 sec): 3 clusters Score: Raw -4833260.922580 + Penalty 3472.918792 = -4829788.003788 nChanged 3 SP:Iteration 56Q (6043.924914 sec): 3 clusters Score: Raw -4833263.469788 + Penalty 3472.918792 = -4829790.550996 nChanged 3 SP:Iteration 57Q (6044.038776 sec): 3 clusters Score: Raw -4833266.304999 + Penalty 3472.918792 = -4829793.386206 nChanged 3 SP:Iteration 58Q (6044.155480 sec): 3 clusters Score: Raw -4833267.666844 + Penalty 3472.918792 = -4829794.748052 nChanged 1 SP:Iteration 59Q (6044.273693 sec): 3 clusters Score: Raw -4833268.543908 + Penalty 3472.918792 = -4829795.625116 nChanged 0 SP:Iteration 60F (6044.382186 sec): 3 clusters Score: Raw -4833268.543908 + Penalty 3472.918792 = -4829795.625116 nChanged 0 Trying to split cluster 11 (11067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6044.428547 sec): 2 clusters Score: Raw -1242212.953053 + Penalty 1513.154985 = -1240699.798067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6044.500016 sec): 3 clusters Score: Raw -1235895.663143 + Penalty 3026.309971 = -1232869.353172 nChanged 4824 SP:Iteration 1F (6044.580567 sec): 3 clusters Score: Raw -1238540.826538 + Penalty 3026.309971 = -1235514.516568 nChanged 731 SP:Iteration 2F (6044.640412 sec): 3 clusters Score: Raw -1238919.876709 + Penalty 3026.309971 = -1235893.566738 nChanged 699 SP:Iteration 3F (6044.728591 sec): 3 clusters Score: Raw -1239356.342399 + Penalty 3026.309971 = -1236330.032429 nChanged 771 SP:Iteration 4F (6044.789738 sec): 3 clusters Score: Raw -1239882.936405 + Penalty 3026.309971 = -1236856.626435 nChanged 760 SP:Iteration 5F (6044.874387 sec): 3 clusters Score: Raw -1240441.522221 + Penalty 3026.309971 = -1237415.212251 nChanged 703 SP:Iteration 6F (6044.947422 sec): 3 clusters Score: Raw -1240990.971453 + Penalty 3026.309971 = -1237964.661483 nChanged 616 SP:Iteration 7F (6045.028086 sec): 3 clusters Score: Raw -1241468.172474 + Penalty 3026.309971 = -1238441.862504 nChanged 481 SP:Iteration 8Q (6045.091943 sec): 3 clusters Score: Raw -1241828.220236 + Penalty 3026.309971 = -1238801.910265 nChanged 375 SP:Iteration 9Q (6045.154202 sec): 3 clusters Score: Raw -1242114.687335 + Penalty 3026.309971 = -1239088.377365 nChanged 269 SP:Iteration 10Q (6045.229625 sec): 3 clusters Score: Raw -1242324.954295 + Penalty 3026.309971 = -1239298.644324 nChanged 188 SP:Iteration 11Q (6045.314847 sec): 3 clusters Score: Raw -1242452.417761 + Penalty 3026.309971 = -1239426.107791 nChanged 132 SP:Iteration 12Q (6045.376702 sec): 3 clusters Score: Raw -1242532.466785 + Penalty 3026.309971 = -1239506.156814 nChanged 103 SP:Iteration 13Q (6045.454742 sec): 3 clusters Score: Raw -1242595.151019 + Penalty 3026.309971 = -1239568.841049 nChanged 81 SP:Iteration 14Q (6045.522848 sec): 3 clusters Score: Raw -1242647.269012 + Penalty 3026.309971 = -1239620.959041 nChanged 55 SP:Iteration 15Q (6045.585415 sec): 3 clusters Score: Raw -1242677.360049 + Penalty 3026.309971 = -1239651.050079 nChanged 36 SP:Iteration 16Q (6045.639769 sec): 3 clusters Score: Raw -1242700.811469 + Penalty 3026.309971 = -1239674.501498 nChanged 37 SP:Iteration 17Q (6045.701717 sec): 3 clusters Score: Raw -1242720.353086 + Penalty 3026.309971 = -1239694.043116 nChanged 34 SP:Iteration 18Q (6045.771786 sec): 3 clusters Score: Raw -1242734.243879 + Penalty 3026.309971 = -1239707.933908 nChanged 20 SP:Iteration 19Q (6045.837531 sec): 3 clusters Score: Raw -1242743.215574 + Penalty 3026.309971 = -1239716.905603 nChanged 17 SP:Iteration 20F (6045.892421 sec): 3 clusters Score: Raw -1242749.249701 + Penalty 3026.309971 = -1239722.939730 nChanged 9 SP:Iteration 21Q (6045.959700 sec): 3 clusters Score: Raw -1242752.064258 + Penalty 3026.309971 = -1239725.754288 nChanged 7 SP:Iteration 22Q (6046.022670 sec): 3 clusters Score: Raw -1242754.088007 + Penalty 3026.309971 = -1239727.778036 nChanged 6 SP:Iteration 23Q (6046.084452 sec): 3 clusters Score: Raw -1242755.488204 + Penalty 3026.309971 = -1239729.178233 nChanged 8 SP:Iteration 24Q (6046.137673 sec): 3 clusters Score: Raw -1242757.548569 + Penalty 3026.309971 = -1239731.238598 nChanged 5 SP:Iteration 25Q (6046.210346 sec): 3 clusters Score: Raw -1242758.859677 + Penalty 3026.309971 = -1239732.549706 nChanged 2 SP:Iteration 26Q (6046.263528 sec): 3 clusters Score: Raw -1242759.139510 + Penalty 3026.309971 = -1239732.829539 nChanged 1 SP:Iteration 27Q (6046.332689 sec): 3 clusters Score: Raw -1242759.353958 + Penalty 3026.309971 = -1239733.043988 nChanged 1 SP:Iteration 28Q (6046.401467 sec): 3 clusters Score: Raw -1242759.978861 + Penalty 3026.309971 = -1239733.668890 nChanged 2 SP:Iteration 29Q (6046.468085 sec): 3 clusters Score: Raw -1242760.463734 + Penalty 3026.309971 = -1239734.153764 nChanged 1 SP:Iteration 30Q (6046.533972 sec): 3 clusters Score: Raw -1242760.925842 + Penalty 3026.309971 = -1239734.615871 nChanged 0 SP:Iteration 31F (6046.606181 sec): 3 clusters Score: Raw -1242760.925842 + Penalty 3026.309971 = -1239734.615871 nChanged 0 Trying to split cluster 12 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6046.650467 sec): 2 clusters Score: Raw -1125703.802512 + Penalty 1493.480258 = -1124210.322254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6046.724729 sec): 3 clusters Score: Raw -1120081.561563 + Penalty 2986.960515 = -1117094.601048 nChanged 4236 SP:Iteration 1F (6046.784354 sec): 3 clusters Score: Raw -1122336.636686 + Penalty 2986.960515 = -1119349.676171 nChanged 586 SP:Iteration 2F (6046.858813 sec): 3 clusters Score: Raw -1122584.272769 + Penalty 2986.960515 = -1119597.312254 nChanged 510 SP:Iteration 3F (6046.933178 sec): 3 clusters Score: Raw -1122784.838651 + Penalty 2986.960515 = -1119797.878136 nChanged 421 SP:Iteration 4Q (6047.020615 sec): 3 clusters Score: Raw -1122947.357928 + Penalty 2986.960515 = -1119960.397412 nChanged 370 SP:Iteration 5Q (6047.085493 sec): 3 clusters Score: Raw -1123075.171225 + Penalty 2986.960515 = -1120088.210710 nChanged 321 SP:Iteration 6Q (6047.156915 sec): 3 clusters Score: Raw -1123191.749768 + Penalty 2986.960515 = -1120204.789253 nChanged 304 SP:Iteration 7Q (6047.212575 sec): 3 clusters Score: Raw -1123301.964342 + Penalty 2986.960515 = -1120315.003827 nChanged 313 SP:Iteration 8Q (6047.278590 sec): 3 clusters Score: Raw -1123421.683640 + Penalty 2986.960515 = -1120434.723125 nChanged 321 SP:Iteration 9Q (6047.344989 sec): 3 clusters Score: Raw -1123553.690260 + Penalty 2986.960515 = -1120566.729745 nChanged 338 SP:Iteration 10Q (6047.423039 sec): 3 clusters Score: Raw -1123694.545330 + Penalty 2986.960515 = -1120707.584815 nChanged 349 SP:Iteration 11Q (6047.490546 sec): 3 clusters Score: Raw -1123865.168528 + Penalty 2986.960515 = -1120878.208013 nChanged 381 SP:Iteration 12Q (6047.551032 sec): 3 clusters Score: Raw -1124051.173541 + Penalty 2986.960515 = -1121064.213026 nChanged 381 SP:Iteration 13Q (6047.612194 sec): 3 clusters Score: Raw -1124257.115492 + Penalty 2986.960515 = -1121270.154977 nChanged 378 SP:Iteration 14Q (6047.678751 sec): 3 clusters Score: Raw -1124446.923733 + Penalty 2986.960515 = -1121459.963218 nChanged 331 SP:Iteration 15Q (6047.747896 sec): 3 clusters Score: Raw -1124614.220992 + Penalty 2986.960515 = -1121627.260477 nChanged 310 SP:Iteration 16Q (6047.803242 sec): 3 clusters Score: Raw -1124782.290162 + Penalty 2986.960515 = -1121795.329647 nChanged 304 SP:Iteration 17Q (6047.873394 sec): 3 clusters Score: Raw -1124951.431319 + Penalty 2986.960515 = -1121964.470804 nChanged 281 SP:Iteration 18Q (6047.938812 sec): 3 clusters Score: Raw -1125103.444291 + Penalty 2986.960515 = -1122116.483776 nChanged 218 SP:Iteration 19Q (6048.002107 sec): 3 clusters Score: Raw -1125221.079584 + Penalty 2986.960515 = -1122234.119069 nChanged 179 SP:Iteration 20F (6048.054838 sec): 3 clusters Score: Raw -1125338.958311 + Penalty 2986.960515 = -1122351.997796 nChanged 184 SP:Iteration 21Q (6048.119158 sec): 3 clusters Score: Raw -1125453.409420 + Penalty 2986.960515 = -1122466.448905 nChanged 144 SP:Iteration 22Q (6048.194574 sec): 3 clusters Score: Raw -1125557.613324 + Penalty 2986.960515 = -1122570.652809 nChanged 136 SP:Iteration 23Q (6048.252826 sec): 3 clusters Score: Raw -1125663.486602 + Penalty 2986.960515 = -1122676.526087 nChanged 103 SP:Iteration 24Q (6048.306887 sec): 3 clusters Score: Raw -1125746.171594 + Penalty 2986.960515 = -1122759.211079 nChanged 98 SP:Iteration 25Q (6048.360255 sec): 3 clusters Score: Raw -1125802.679675 + Penalty 2986.960515 = -1122815.719160 nChanged 71 SP:Iteration 26Q (6048.413093 sec): 3 clusters Score: Raw -1125840.560547 + Penalty 2986.960515 = -1122853.600032 nChanged 55 SP:Iteration 27Q (6048.470730 sec): 3 clusters Score: Raw -1125873.276787 + Penalty 2986.960515 = -1122886.316272 nChanged 32 SP:Iteration 28Q (6048.528552 sec): 3 clusters Score: Raw -1125895.864110 + Penalty 2986.960515 = -1122908.903595 nChanged 37 SP:Iteration 29Q (6048.584667 sec): 3 clusters Score: Raw -1125915.271403 + Penalty 2986.960515 = -1122928.310888 nChanged 33 SP:Iteration 30Q (6048.644719 sec): 3 clusters Score: Raw -1125932.681623 + Penalty 2986.960515 = -1122945.721108 nChanged 26 SP:Iteration 31Q (6048.704739 sec): 3 clusters Score: Raw -1125943.431043 + Penalty 2986.960515 = -1122956.470528 nChanged 18 SP:Iteration 32Q (6048.760758 sec): 3 clusters Score: Raw -1125949.132681 + Penalty 2986.960515 = -1122962.172166 nChanged 14 SP:Iteration 33Q (6048.809471 sec): 3 clusters Score: Raw -1125953.157554 + Penalty 2986.960515 = -1122966.197039 nChanged 9 SP:Iteration 34Q (6048.863077 sec): 3 clusters Score: Raw -1125955.843866 + Penalty 2986.960515 = -1122968.883351 nChanged 5 SP:Iteration 35Q (6048.926441 sec): 3 clusters Score: Raw -1125958.071178 + Penalty 2986.960515 = -1122971.110663 nChanged 6 SP:Iteration 36Q (6048.988002 sec): 3 clusters Score: Raw -1125962.148187 + Penalty 2986.960515 = -1122975.187672 nChanged 6 SP:Iteration 37Q (6049.062531 sec): 3 clusters Score: Raw -1125964.908115 + Penalty 2986.960515 = -1122977.947600 nChanged 7 SP:Iteration 38Q (6049.125321 sec): 3 clusters Score: Raw -1125967.418365 + Penalty 2986.960515 = -1122980.457850 nChanged 9 SP:Iteration 39Q (6049.183422 sec): 3 clusters Score: Raw -1125972.971922 + Penalty 2986.960515 = -1122986.011407 nChanged 10 SP:Iteration 40F (6049.245573 sec): 3 clusters Score: Raw -1125977.240767 + Penalty 2986.960515 = -1122990.280252 nChanged 6 SP:Iteration 41Q (6049.303293 sec): 3 clusters Score: Raw -1125979.156911 + Penalty 2986.960515 = -1122992.196396 nChanged 5 SP:Iteration 42Q (6049.377289 sec): 3 clusters Score: Raw -1125980.742174 + Penalty 2986.960515 = -1122993.781659 nChanged 5 SP:Iteration 43Q (6049.433227 sec): 3 clusters Score: Raw -1125983.919761 + Penalty 2986.960515 = -1122996.959246 nChanged 7 SP:Iteration 44Q (6049.494923 sec): 3 clusters Score: Raw -1125988.364160 + Penalty 2986.960515 = -1123001.403645 nChanged 7 SP:Iteration 45Q (6049.557755 sec): 3 clusters Score: Raw -1125993.444060 + Penalty 2986.960515 = -1123006.483545 nChanged 5 SP:Iteration 46Q (6049.633280 sec): 3 clusters Score: Raw -1125996.202032 + Penalty 2986.960515 = -1123009.241517 nChanged 5 SP:Iteration 47Q (6049.688900 sec): 3 clusters Score: Raw -1125998.173167 + Penalty 2986.960515 = -1123011.212652 nChanged 6 SP:Iteration 48Q (6049.760887 sec): 3 clusters Score: Raw -1126000.833316 + Penalty 2986.960515 = -1123013.872801 nChanged 4 SP:Iteration 49Q (6049.814510 sec): 3 clusters Score: Raw -1126002.597407 + Penalty 2986.960515 = -1123015.636892 nChanged 5 SP:Iteration 50Q (6049.881265 sec): 3 clusters Score: Raw -1126004.196238 + Penalty 2986.960515 = -1123017.235723 nChanged 2 SP:Iteration 51Q (6049.928601 sec): 3 clusters Score: Raw -1126004.946483 + Penalty 2986.960515 = -1123017.985968 nChanged 1 SP:Iteration 52Q (6049.987328 sec): 3 clusters Score: Raw -1126005.190977 + Penalty 2986.960515 = -1123018.230462 nChanged 0 SP:Iteration 53F (6050.048879 sec): 3 clusters Score: Raw -1126005.190977 + Penalty 2986.960515 = -1123018.230462 nChanged 0 Trying to split cluster 13 (192730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6051.144321 sec): 2 clusters Score: Raw -22020754.075977 + Penalty 1977.469898 = -22018776.606079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6051.475497 sec): 3 clusters Score: Raw -21893348.806936 + Penalty 3954.939796 = -21889393.867140 nChanged 93201 SP:Iteration 1F (6051.827770 sec): 3 clusters Score: Raw -21949226.092341 + Penalty 3954.939796 = -21945271.152546 nChanged 7421 SP:Iteration 2Q (6052.188114 sec): 3 clusters Score: Raw -21951469.445242 + Penalty 3954.939796 = -21947514.505446 nChanged 8637 SP:Iteration 3Q (6052.543902 sec): 3 clusters Score: Raw -21954748.596811 + Penalty 3954.939796 = -21950793.657015 nChanged 10513 SP:Iteration 4F (6052.884323 sec): 3 clusters Score: Raw -21959515.376590 + Penalty 3954.939796 = -21955560.436794 nChanged 11911 SP:Iteration 5F (6053.236298 sec): 3 clusters Score: Raw -21966024.634079 + Penalty 3954.939796 = -21962069.694284 nChanged 13173 SP:Iteration 6F (6053.593905 sec): 3 clusters Score: Raw -21974584.852896 + Penalty 3954.939796 = -21970629.913100 nChanged 13607 SP:Iteration 7F (6053.957131 sec): 3 clusters Score: Raw -21984940.794698 + Penalty 3954.939796 = -21980985.854902 nChanged 13136 SP:Iteration 8F (6054.269833 sec): 3 clusters Score: Raw -21996175.230036 + Penalty 3954.939796 = -21992220.290241 nChanged 11235 SP:Iteration 9F (6054.594915 sec): 3 clusters Score: Raw -22006418.852973 + Penalty 3954.939796 = -22002463.913177 nChanged 7784 SP:Iteration 10Q (6054.929601 sec): 3 clusters Score: Raw -22013485.710511 + Penalty 3954.939796 = -22009530.770715 nChanged 4664 SP:Iteration 11Q (6055.283589 sec): 3 clusters Score: Raw -22017579.339385 + Penalty 3954.939796 = -22013624.399590 nChanged 2390 SP:Iteration 12Q (6055.625646 sec): 3 clusters Score: Raw -22019685.818288 + Penalty 3954.939796 = -22015730.878493 nChanged 1199 SP:Iteration 13Q (6055.938010 sec): 3 clusters Score: Raw -22020796.986135 + Penalty 3954.939796 = -22016842.046339 nChanged 716 SP:Iteration 14Q (6056.233334 sec): 3 clusters Score: Raw -22021408.651875 + Penalty 3954.939796 = -22017453.712079 nChanged 474 SP:Iteration 15Q (6056.508345 sec): 3 clusters Score: Raw -22021702.447520 + Penalty 3954.939796 = -22017747.507724 nChanged 317 SP:Iteration 16Q (6056.760009 sec): 3 clusters Score: Raw -22021847.268071 + Penalty 3954.939796 = -22017892.328276 nChanged 212 SP:Iteration 17Q (6057.010152 sec): 3 clusters Score: Raw -22021926.414178 + Penalty 3954.939796 = -22017971.474382 nChanged 163 SP:Iteration 18Q (6057.298951 sec): 3 clusters Score: Raw -22021975.379799 + Penalty 3954.939796 = -22018020.440003 nChanged 130 SP:Iteration 19Q (6057.538836 sec): 3 clusters Score: Raw -22022009.405055 + Penalty 3954.939796 = -22018054.465260 nChanged 100 SP:Iteration 20F (6057.859260 sec): 3 clusters Score: Raw -22022033.857582 + Penalty 3954.939796 = -22018078.917786 nChanged 87 SP:Iteration 21Q (6058.144315 sec): 3 clusters Score: Raw -22022051.450692 + Penalty 3954.939796 = -22018096.510896 nChanged 60 SP:Iteration 22Q (6058.429222 sec): 3 clusters Score: Raw -22022061.458063 + Penalty 3954.939796 = -22018106.518267 nChanged 49 SP:Iteration 23Q (6058.725225 sec): 3 clusters Score: Raw -22022070.709840 + Penalty 3954.939796 = -22018115.770045 nChanged 42 SP:Iteration 24Q (6059.005823 sec): 3 clusters Score: Raw -22022078.690868 + Penalty 3954.939796 = -22018123.751072 nChanged 39 SP:Iteration 25Q (6059.270559 sec): 3 clusters Score: Raw -22022085.989195 + Penalty 3954.939796 = -22018131.049399 nChanged 35 SP:Iteration 26Q (6059.550372 sec): 3 clusters Score: Raw -22022092.256456 + Penalty 3954.939796 = -22018137.316661 nChanged 33 SP:Iteration 27Q (6059.819731 sec): 3 clusters Score: Raw -22022098.070869 + Penalty 3954.939796 = -22018143.131074 nChanged 31 SP:Iteration 28Q (6060.082005 sec): 3 clusters Score: Raw -22022104.553132 + Penalty 3954.939796 = -22018149.613337 nChanged 33 SP:Iteration 29Q (6060.345346 sec): 3 clusters Score: Raw -22022109.856607 + Penalty 3954.939796 = -22018154.916811 nChanged 25 SP:Iteration 30Q (6060.612416 sec): 3 clusters Score: Raw -22022113.545286 + Penalty 3954.939796 = -22018158.605490 nChanged 23 SP:Iteration 31Q (6060.875381 sec): 3 clusters Score: Raw -22022117.106865 + Penalty 3954.939796 = -22018162.167070 nChanged 22 SP:Iteration 32Q (6061.138869 sec): 3 clusters Score: Raw -22022121.160915 + Penalty 3954.939796 = -22018166.221120 nChanged 24 SP:Iteration 33Q (6061.407424 sec): 3 clusters Score: Raw -22022124.926359 + Penalty 3954.939796 = -22018169.986564 nChanged 14 SP:Iteration 34Q (6061.672888 sec): 3 clusters Score: Raw -22022127.017691 + Penalty 3954.939796 = -22018172.077896 nChanged 15 SP:Iteration 35Q (6061.941337 sec): 3 clusters Score: Raw -22022128.892149 + Penalty 3954.939796 = -22018173.952353 nChanged 18 SP:Iteration 36Q (6062.201760 sec): 3 clusters Score: Raw -22022131.297535 + Penalty 3954.939796 = -22018176.357739 nChanged 14 SP:Iteration 37Q (6062.460245 sec): 3 clusters Score: Raw -22022133.654810 + Penalty 3954.939796 = -22018178.715014 nChanged 13 SP:Iteration 38Q (6062.717349 sec): 3 clusters Score: Raw -22022135.226648 + Penalty 3954.939796 = -22018180.286852 nChanged 13 SP:Iteration 39Q (6062.974246 sec): 3 clusters Score: Raw -22022136.911852 + Penalty 3954.939796 = -22018181.972057 nChanged 7 SP:Iteration 40F (6063.299454 sec): 3 clusters Score: Raw -22022137.777810 + Penalty 3954.939796 = -22018182.838014 nChanged 4 SP:Iteration 41Q (6063.571802 sec): 3 clusters Score: Raw -22022138.149507 + Penalty 3954.939796 = -22018183.209712 nChanged 5 SP:Iteration 42Q (6063.839706 sec): 3 clusters Score: Raw -22022138.637041 + Penalty 3954.939796 = -22018183.697246 nChanged 2 SP:Iteration 43Q (6064.130652 sec): 3 clusters Score: Raw -22022138.916870 + Penalty 3954.939796 = -22018183.977075 nChanged 0 SP:Iteration 44F (6064.483488 sec): 3 clusters Score: Raw -22022138.916870 + Penalty 3954.939796 = -22018183.977075 nChanged 0 Trying to split cluster 14 (2061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6064.532022 sec): 2 clusters Score: Raw -220444.190048 + Penalty 1240.028819 = -219204.161229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6064.588169 sec): 3 clusters Score: Raw -219587.282881 + Penalty 2480.057639 = -217107.225242 nChanged 708 SP:Iteration 1F (6064.627635 sec): 3 clusters Score: Raw -220055.822504 + Penalty 2480.057639 = -217575.764865 nChanged 145 SP:Iteration 2F (6064.691302 sec): 3 clusters Score: Raw -220170.031795 + Penalty 2480.057639 = -217689.974156 nChanged 90 SP:Iteration 3Q (6064.742639 sec): 3 clusters Score: Raw -220242.523247 + Penalty 2480.057639 = -217762.465608 nChanged 74 SP:Iteration 4Q (6064.794795 sec): 3 clusters Score: Raw -220296.519101 + Penalty 2480.057639 = -217816.461462 nChanged 69 SP:Iteration 5Q (6064.863726 sec): 3 clusters Score: Raw -220351.778045 + Penalty 2480.057639 = -217871.720406 nChanged 52 SP:Iteration 6Q (6064.936565 sec): 3 clusters Score: Raw -220400.177834 + Penalty 2480.057639 = -217920.120195 nChanged 55 SP:Iteration 7Q (6065.000725 sec): 3 clusters Score: Raw -220449.397208 + Penalty 2480.057639 = -217969.339570 nChanged 51 SP:Iteration 8Q (6065.057895 sec): 3 clusters Score: Raw -220491.138435 + Penalty 2480.057639 = -218011.080796 nChanged 47 SP:Iteration 9Q (6065.127332 sec): 3 clusters Score: Raw -220522.147176 + Penalty 2480.057639 = -218042.089538 nChanged 43 SP:Iteration 10Q (6065.179731 sec): 3 clusters Score: Raw -220560.467832 + Penalty 2480.057639 = -218080.410193 nChanged 53 SP:Iteration 11Q (6065.246322 sec): 3 clusters Score: Raw -220610.336170 + Penalty 2480.057639 = -218130.278531 nChanged 53 SP:Iteration 12Q (6065.308666 sec): 3 clusters Score: Raw -220663.290411 + Penalty 2480.057639 = -218183.232772 nChanged 55 SP:Iteration 13Q (6065.371301 sec): 3 clusters Score: Raw -220727.585248 + Penalty 2480.057639 = -218247.527609 nChanged 67 SP:Iteration 14Q (6065.432038 sec): 3 clusters Score: Raw -220802.114236 + Penalty 2480.057639 = -218322.056597 nChanged 58 SP:Iteration 15Q (6065.486008 sec): 3 clusters Score: Raw -220872.758297 + Penalty 2480.057639 = -218392.700658 nChanged 48 SP:Iteration 16Q (6065.532246 sec): 3 clusters Score: Raw -220922.732180 + Penalty 2480.057639 = -218442.674541 nChanged 40 SP:Iteration 17Q (6065.590162 sec): 3 clusters Score: Raw -220955.304071 + Penalty 2480.057639 = -218475.246432 nChanged 35 SP:Iteration 18Q (6065.650771 sec): 3 clusters Score: Raw -220981.578053 + Penalty 2480.057639 = -218501.520414 nChanged 31 SP:Iteration 19Q (6065.709167 sec): 3 clusters Score: Raw -221007.178646 + Penalty 2480.057639 = -218527.121007 nChanged 30 SP:Iteration 20F (6065.765711 sec): 3 clusters Score: Raw -221038.752059 + Penalty 2480.057639 = -218558.694421 nChanged 33 SP:Iteration 21Q (6065.810990 sec): 3 clusters Score: Raw -221070.910096 + Penalty 2480.057639 = -218590.852457 nChanged 30 SP:Iteration 22Q (6065.880318 sec): 3 clusters Score: Raw -221100.577867 + Penalty 2480.057639 = -218620.520228 nChanged 30 SP:Iteration 23Q (6065.926461 sec): 3 clusters Score: Raw -221129.656845 + Penalty 2480.057639 = -218649.599206 nChanged 21 SP:Iteration 24Q (6065.969639 sec): 3 clusters Score: Raw -221145.684381 + Penalty 2480.057639 = -218665.626742 nChanged 20 SP:Iteration 25Q (6066.018643 sec): 3 clusters Score: Raw -221168.036074 + Penalty 2480.057639 = -218687.978435 nChanged 18 SP:Iteration 26Q (6066.081740 sec): 3 clusters Score: Raw -221185.822943 + Penalty 2480.057639 = -218705.765305 nChanged 23 SP:Iteration 27Q (6066.126721 sec): 3 clusters Score: Raw -221204.676149 + Penalty 2480.057639 = -218724.618511 nChanged 21 SP:Iteration 28Q (6066.176393 sec): 3 clusters Score: Raw -221220.752742 + Penalty 2480.057639 = -218740.695104 nChanged 18 SP:Iteration 29Q (6066.224485 sec): 3 clusters Score: Raw -221236.146363 + Penalty 2480.057639 = -218756.088724 nChanged 15 SP:Iteration 30Q (6066.269014 sec): 3 clusters Score: Raw -221249.921473 + Penalty 2480.057639 = -218769.863834 nChanged 16 SP:Iteration 31Q (6066.321621 sec): 3 clusters Score: Raw -221261.118763 + Penalty 2480.057639 = -218781.061124 nChanged 11 SP:Iteration 32Q (6066.367661 sec): 3 clusters Score: Raw -221270.607581 + Penalty 2480.057639 = -218790.549942 nChanged 12 SP:Iteration 33Q (6066.411859 sec): 3 clusters Score: Raw -221281.068987 + Penalty 2480.057639 = -218801.011348 nChanged 10 SP:Iteration 34Q (6066.456156 sec): 3 clusters Score: Raw -221287.731957 + Penalty 2480.057639 = -218807.674318 nChanged 7 SP:Iteration 35Q (6066.501984 sec): 3 clusters Score: Raw -221291.776557 + Penalty 2480.057639 = -218811.718918 nChanged 3 SP:Iteration 36Q (6066.544020 sec): 3 clusters Score: Raw -221293.283486 + Penalty 2480.057639 = -218813.225847 nChanged 4 SP:Iteration 37Q (6066.582946 sec): 3 clusters Score: Raw -221296.685800 + Penalty 2480.057639 = -218816.628161 nChanged 6 SP:Iteration 38Q (6066.642395 sec): 3 clusters Score: Raw -221300.461536 + Penalty 2480.057639 = -218820.403898 nChanged 2 SP:Iteration 39Q (6066.704927 sec): 3 clusters Score: Raw -221301.569385 + Penalty 2480.057639 = -218821.511746 nChanged 2 SP:Iteration 40F (6066.767814 sec): 3 clusters Score: Raw -221302.963381 + Penalty 2480.057639 = -218822.905742 nChanged 2 SP:Iteration 41Q (6066.829909 sec): 3 clusters Score: Raw -221303.836769 + Penalty 2480.057639 = -218823.779130 nChanged 1 SP:Iteration 42Q (6066.883486 sec): 3 clusters Score: Raw -221304.414590 + Penalty 2480.057639 = -218824.356951 nChanged 1 SP:Iteration 43Q (6066.954680 sec): 3 clusters Score: Raw -221304.729316 + Penalty 2480.057639 = -218824.671677 nChanged 0 SP:Iteration 44F (6067.025500 sec): 3 clusters Score: Raw -221304.729316 + Penalty 2480.057639 = -218824.671677 nChanged 0 Trying to split cluster 15 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6067.063814 sec): 2 clusters Score: Raw -15476.473576 + Penalty 839.277721 = -14637.195855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6067.128693 sec): 3 clusters Score: Raw -15659.966449 + Penalty 1678.555442 = -13981.411007 nChanged 20 SP:Iteration 1F (6067.191123 sec): 3 clusters Score: Raw -15723.800262 + Penalty 1678.555442 = -14045.244820 nChanged 6 SP:Iteration 2Q (6067.245657 sec): 3 clusters Score: Raw -15743.144760 + Penalty 1678.555442 = -14064.589319 nChanged 3 SP:Iteration 3Q (6067.286003 sec): 3 clusters Score: Raw -15757.663814 + Penalty 1678.555442 = -14079.108373 nChanged 3 SP:Iteration 4Q (6067.333302 sec): 3 clusters Score: Raw -15773.226328 + Penalty 1678.555442 = -14094.670886 nChanged 4 SP:Iteration 5Q (6067.381934 sec): 3 clusters Score: Raw -15795.046163 + Penalty 1678.555442 = -14116.490721 nChanged 4 SP:Iteration 6Q (6067.427779 sec): 3 clusters Score: Raw -15813.828004 + Penalty 1678.555442 = -14135.272563 nChanged 2 SP:Iteration 7Q (6067.474046 sec): 3 clusters Score: Raw -15824.610208 + Penalty 1678.555442 = -14146.054767 nChanged 1 SP:Iteration 8Q (6067.520183 sec): 3 clusters Score: Raw -15832.104042 + Penalty 1678.555442 = -14153.548601 nChanged 2 SP:Iteration 9Q (6067.560564 sec): 3 clusters Score: Raw -15869.411615 + Penalty 1678.555442 = -14190.856173 nChanged 1 SP:Iteration 10Q (6067.612986 sec): 3 clusters Score: Raw -15871.413780 + Penalty 1678.555442 = -14192.858338 nChanged 0 SP:Iteration 11F (6067.658419 sec): 3 clusters Score: Raw -15871.413780 + Penalty 1678.555442 = -14192.858338 nChanged 0 Trying to split cluster 16 (65486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6067.767176 sec): 2 clusters Score: Raw -7507311.427344 + Penalty 1802.058644 = -7505509.368700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6067.902128 sec): 3 clusters Score: Raw -7465446.571064 + Penalty 3604.117289 = -7461842.453775 nChanged 30971 SP:Iteration 1F (6068.058456 sec): 3 clusters Score: Raw -7483673.068004 + Penalty 3604.117289 = -7480068.950715 nChanged 3001 SP:Iteration 2Q (6068.207029 sec): 3 clusters Score: Raw -7485062.950664 + Penalty 3604.117289 = -7481458.833375 nChanged 3468 SP:Iteration 3F (6068.355423 sec): 3 clusters Score: Raw -7486917.604503 + Penalty 3604.117289 = -7483313.487214 nChanged 3951 SP:Iteration 4F (6068.509292 sec): 3 clusters Score: Raw -7489107.339981 + Penalty 3604.117289 = -7485503.222692 nChanged 4062 SP:Iteration 5F (6068.658979 sec): 3 clusters Score: Raw -7491618.816060 + Penalty 3604.117289 = -7488014.698771 nChanged 4056 SP:Iteration 6F (6068.832693 sec): 3 clusters Score: Raw -7494364.623840 + Penalty 3604.117289 = -7490760.506551 nChanged 3915 SP:Iteration 7F (6068.997078 sec): 3 clusters Score: Raw -7497037.087354 + Penalty 3604.117289 = -7493432.970065 nChanged 3415 SP:Iteration 8F (6069.167327 sec): 3 clusters Score: Raw -7499244.761016 + Penalty 3604.117289 = -7495640.643727 nChanged 2686 SP:Iteration 9Q (6069.333846 sec): 3 clusters Score: Raw -7500735.394828 + Penalty 3604.117289 = -7497131.277539 nChanged 2064 SP:Iteration 10Q (6069.506024 sec): 3 clusters Score: Raw -7501719.364794 + Penalty 3604.117289 = -7498115.247505 nChanged 1644 SP:Iteration 11Q (6069.681288 sec): 3 clusters Score: Raw -7502496.895388 + Penalty 3604.117289 = -7498892.778099 nChanged 1468 SP:Iteration 12Q (6069.856595 sec): 3 clusters Score: Raw -7503189.708810 + Penalty 3604.117289 = -7499585.591522 nChanged 1440 SP:Iteration 13Q (6070.008820 sec): 3 clusters Score: Raw -7503895.819018 + Penalty 3604.117289 = -7500291.701729 nChanged 1385 SP:Iteration 14Q (6070.171400 sec): 3 clusters Score: Raw -7504596.801391 + Penalty 3604.117289 = -7500992.684102 nChanged 1262 SP:Iteration 15Q (6070.328496 sec): 3 clusters Score: Raw -7505243.412338 + Penalty 3604.117289 = -7501639.295049 nChanged 1181 SP:Iteration 16Q (6070.495590 sec): 3 clusters Score: Raw -7505908.596206 + Penalty 3604.117289 = -7502304.478917 nChanged 1112 SP:Iteration 17Q (6070.661148 sec): 3 clusters Score: Raw -7506591.453005 + Penalty 3604.117289 = -7502987.335716 nChanged 1005 SP:Iteration 18Q (6070.815869 sec): 3 clusters Score: Raw -7507243.037307 + Penalty 3604.117289 = -7503638.920018 nChanged 793 SP:Iteration 19Q (6070.967326 sec): 3 clusters Score: Raw -7507779.144150 + Penalty 3604.117289 = -7504175.026861 nChanged 694 SP:Iteration 20F (6071.138852 sec): 3 clusters Score: Raw -7508231.644337 + Penalty 3604.117289 = -7504627.527048 nChanged 576 SP:Iteration 21Q (6071.291531 sec): 3 clusters Score: Raw -7508629.078774 + Penalty 3604.117289 = -7505024.961485 nChanged 500 SP:Iteration 22Q (6071.441664 sec): 3 clusters Score: Raw -7508953.009967 + Penalty 3604.117289 = -7505348.892678 nChanged 383 SP:Iteration 23Q (6071.591428 sec): 3 clusters Score: Raw -7509146.468295 + Penalty 3604.117289 = -7505542.351006 nChanged 282 SP:Iteration 24Q (6071.736639 sec): 3 clusters Score: Raw -7509269.363063 + Penalty 3604.117289 = -7505665.245774 nChanged 220 SP:Iteration 25Q (6071.863859 sec): 3 clusters Score: Raw -7509357.216394 + Penalty 3604.117289 = -7505753.099105 nChanged 181 SP:Iteration 26Q (6072.002791 sec): 3 clusters Score: Raw -7509419.365113 + Penalty 3604.117289 = -7505815.247824 nChanged 143 SP:Iteration 27Q (6072.126084 sec): 3 clusters Score: Raw -7509458.855874 + Penalty 3604.117289 = -7505854.738585 nChanged 103 SP:Iteration 28Q (6072.251653 sec): 3 clusters Score: Raw -7509486.482213 + Penalty 3604.117289 = -7505882.364924 nChanged 90 SP:Iteration 29Q (6072.388351 sec): 3 clusters Score: Raw -7509506.148117 + Penalty 3604.117289 = -7505902.030828 nChanged 64 SP:Iteration 30Q (6072.518085 sec): 3 clusters Score: Raw -7509519.085097 + Penalty 3604.117289 = -7505914.967808 nChanged 62 SP:Iteration 31Q (6072.668803 sec): 3 clusters Score: Raw -7509530.127886 + Penalty 3604.117289 = -7505926.010597 nChanged 57 SP:Iteration 32Q (6072.816913 sec): 3 clusters Score: Raw -7509539.361288 + Penalty 3604.117289 = -7505935.243999 nChanged 37 SP:Iteration 33Q (6072.958300 sec): 3 clusters Score: Raw -7509544.024411 + Penalty 3604.117289 = -7505939.907123 nChanged 33 SP:Iteration 34Q (6073.096770 sec): 3 clusters Score: Raw -7509548.736366 + Penalty 3604.117289 = -7505944.619077 nChanged 32 SP:Iteration 35Q (6073.244564 sec): 3 clusters Score: Raw -7509552.830525 + Penalty 3604.117289 = -7505948.713236 nChanged 25 SP:Iteration 36Q (6073.387587 sec): 3 clusters Score: Raw -7509555.964524 + Penalty 3604.117289 = -7505951.847235 nChanged 20 SP:Iteration 37Q (6073.540169 sec): 3 clusters Score: Raw -7509558.175984 + Penalty 3604.117289 = -7505954.058695 nChanged 16 SP:Iteration 38Q (6073.686547 sec): 3 clusters Score: Raw -7509559.497940 + Penalty 3604.117289 = -7505955.380652 nChanged 12 SP:Iteration 39Q (6073.828603 sec): 3 clusters Score: Raw -7509560.234112 + Penalty 3604.117289 = -7505956.116823 nChanged 3 SP:Iteration 40F (6073.970298 sec): 3 clusters Score: Raw -7509560.379770 + Penalty 3604.117289 = -7505956.262481 nChanged 2 SP:Iteration 41Q (6074.087390 sec): 3 clusters Score: Raw -7509560.548766 + Penalty 3604.117289 = -7505956.431477 nChanged 5 SP:Iteration 42Q (6074.208945 sec): 3 clusters Score: Raw -7509560.863726 + Penalty 3604.117289 = -7505956.746437 nChanged 3 SP:Iteration 43Q (6074.325317 sec): 3 clusters Score: Raw -7509561.003020 + Penalty 3604.117289 = -7505956.885731 nChanged 1 SP:Iteration 44Q (6074.470612 sec): 3 clusters Score: Raw -7509561.033428 + Penalty 3604.117289 = -7505956.916139 nChanged 0 SP:Iteration 45F (6074.628859 sec): 3 clusters Score: Raw -7509561.033428 + Penalty 3604.117289 = -7505956.916139 nChanged 0 Score: Raw -82216067.341152 + Penalty 68129.029942 = -82147938.311210 Splitting cluster 16 changes total score from -82147886.170680 to -82147938.311210 So it's getting split into cluster 31. Trying to split cluster 17 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6088.585476 sec): 2 clusters Score: Raw -114980.425088 + Penalty 1130.438635 = -113849.986453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6088.631896 sec): 3 clusters Score: Raw -114647.482524 + Penalty 2260.877269 = -112386.605255 nChanged 317 SP:Iteration 1F (6088.674947 sec): 3 clusters Score: Raw -114930.267018 + Penalty 2260.877269 = -112669.389749 nChanged 78 SP:Iteration 2F (6088.734786 sec): 3 clusters Score: Raw -115026.389632 + Penalty 2260.877269 = -112765.512363 nChanged 53 SP:Iteration 3F (6088.792195 sec): 3 clusters Score: Raw -115096.405251 + Penalty 2260.877269 = -112835.527982 nChanged 50 SP:Iteration 4Q (6088.828979 sec): 3 clusters Score: Raw -115173.463526 + Penalty 2260.877269 = -112912.586257 nChanged 49 SP:Iteration 5Q (6088.887726 sec): 3 clusters Score: Raw -115233.876589 + Penalty 2260.877269 = -112972.999320 nChanged 35 SP:Iteration 6Q (6088.940111 sec): 3 clusters Score: Raw -115265.963682 + Penalty 2260.877269 = -113005.086413 nChanged 28 SP:Iteration 7Q (6088.991108 sec): 3 clusters Score: Raw -115294.078812 + Penalty 2260.877269 = -113033.201543 nChanged 23 SP:Iteration 8Q (6089.046832 sec): 3 clusters Score: Raw -115313.843500 + Penalty 2260.877269 = -113052.966231 nChanged 17 SP:Iteration 9Q (6089.089029 sec): 3 clusters Score: Raw -115330.998472 + Penalty 2260.877269 = -113070.121203 nChanged 14 SP:Iteration 10Q (6089.134222 sec): 3 clusters Score: Raw -115340.529510 + Penalty 2260.877269 = -113079.652241 nChanged 6 SP:Iteration 11Q (6089.189534 sec): 3 clusters Score: Raw -115346.227145 + Penalty 2260.877269 = -113085.349876 nChanged 10 SP:Iteration 12Q (6089.239033 sec): 3 clusters Score: Raw -115352.175364 + Penalty 2260.877269 = -113091.298095 nChanged 10 SP:Iteration 13Q (6089.292741 sec): 3 clusters Score: Raw -115357.027193 + Penalty 2260.877269 = -113096.149924 nChanged 6 SP:Iteration 14Q (6089.344463 sec): 3 clusters Score: Raw -115361.658476 + Penalty 2260.877269 = -113100.781207 nChanged 3 SP:Iteration 15Q (6089.408566 sec): 3 clusters Score: Raw -115365.066276 + Penalty 2260.877269 = -113104.189007 nChanged 5 SP:Iteration 16Q (6089.446315 sec): 3 clusters Score: Raw -115371.382549 + Penalty 2260.877269 = -113110.505280 nChanged 7 SP:Iteration 17Q (6089.510860 sec): 3 clusters Score: Raw -115381.373910 + Penalty 2260.877269 = -113120.496641 nChanged 11 SP:Iteration 18Q (6089.558352 sec): 3 clusters Score: Raw -115389.014976 + Penalty 2260.877269 = -113128.137707 nChanged 4 SP:Iteration 19Q (6089.596953 sec): 3 clusters Score: Raw -115394.107861 + Penalty 2260.877269 = -113133.230592 nChanged 4 SP:Iteration 20F (6089.634816 sec): 3 clusters Score: Raw -115399.488409 + Penalty 2260.877269 = -113138.611140 nChanged 3 SP:Iteration 21Q (6089.673004 sec): 3 clusters Score: Raw -115403.519185 + Penalty 2260.877269 = -113142.641916 nChanged 0 SP:Iteration 22F (6089.711115 sec): 3 clusters Score: Raw -115403.519185 + Penalty 2260.877269 = -113142.641916 nChanged 0 Trying to split cluster 18 (6819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6089.744306 sec): 2 clusters Score: Raw -753260.079567 + Penalty 1434.463568 = -751825.615998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6089.796070 sec): 3 clusters Score: Raw -749610.975796 + Penalty 2868.927137 = -746742.048659 nChanged 2872 SP:Iteration 1F (6089.848016 sec): 3 clusters Score: Raw -751575.731257 + Penalty 2868.927137 = -748706.804120 nChanged 645 SP:Iteration 2F (6089.908915 sec): 3 clusters Score: Raw -752287.326508 + Penalty 2868.927137 = -749418.399371 nChanged 600 SP:Iteration 3F (6089.983888 sec): 3 clusters Score: Raw -752955.333362 + Penalty 2868.927137 = -750086.406225 nChanged 564 SP:Iteration 4F (6090.036074 sec): 3 clusters Score: Raw -753470.314114 + Penalty 2868.927137 = -750601.386978 nChanged 418 SP:Iteration 5F (6090.101912 sec): 3 clusters Score: Raw -753819.792677 + Penalty 2868.927137 = -750950.865541 nChanged 311 SP:Iteration 6Q (6090.157618 sec): 3 clusters Score: Raw -754049.280493 + Penalty 2868.927137 = -751180.353357 nChanged 232 SP:Iteration 7Q (6090.209607 sec): 3 clusters Score: Raw -754217.950270 + Penalty 2868.927137 = -751349.023133 nChanged 159 SP:Iteration 8Q (6090.274801 sec): 3 clusters Score: Raw -754336.346711 + Penalty 2868.927137 = -751467.419574 nChanged 125 SP:Iteration 9Q (6090.333658 sec): 3 clusters Score: Raw -754435.672028 + Penalty 2868.927137 = -751566.744892 nChanged 104 SP:Iteration 10Q (6090.392886 sec): 3 clusters Score: Raw -754503.953605 + Penalty 2868.927137 = -751635.026468 nChanged 68 SP:Iteration 11Q (6090.465855 sec): 3 clusters Score: Raw -754537.957112 + Penalty 2868.927137 = -751669.029975 nChanged 41 SP:Iteration 12Q (6090.528344 sec): 3 clusters Score: Raw -754550.237262 + Penalty 2868.927137 = -751681.310125 nChanged 26 SP:Iteration 13Q (6090.570466 sec): 3 clusters Score: Raw -754557.878633 + Penalty 2868.927137 = -751688.951496 nChanged 19 SP:Iteration 14Q (6090.638343 sec): 3 clusters Score: Raw -754562.828184 + Penalty 2868.927137 = -751693.901047 nChanged 13 SP:Iteration 15Q (6090.694972 sec): 3 clusters Score: Raw -754566.136622 + Penalty 2868.927137 = -751697.209485 nChanged 13 SP:Iteration 16Q (6090.754033 sec): 3 clusters Score: Raw -754568.743903 + Penalty 2868.927137 = -751699.816767 nChanged 10 SP:Iteration 17Q (6090.810942 sec): 3 clusters Score: Raw -754569.950210 + Penalty 2868.927137 = -751701.023074 nChanged 3 SP:Iteration 18Q (6090.868131 sec): 3 clusters Score: Raw -754570.992878 + Penalty 2868.927137 = -751702.065741 nChanged 5 SP:Iteration 19Q (6090.939026 sec): 3 clusters Score: Raw -754574.294107 + Penalty 2868.927137 = -751705.366971 nChanged 11 SP:Iteration 20F (6091.003982 sec): 3 clusters Score: Raw -754578.671648 + Penalty 2868.927137 = -751709.744511 nChanged 5 SP:Iteration 21Q (6091.053962 sec): 3 clusters Score: Raw -754579.609686 + Penalty 2868.927137 = -751710.682550 nChanged 3 SP:Iteration 22Q (6091.122410 sec): 3 clusters Score: Raw -754580.891315 + Penalty 2868.927137 = -751711.964179 nChanged 5 SP:Iteration 23Q (6091.186342 sec): 3 clusters Score: Raw -754581.800749 + Penalty 2868.927137 = -751712.873613 nChanged 2 SP:Iteration 24Q (6091.259679 sec): 3 clusters Score: Raw -754582.243795 + Penalty 2868.927137 = -751713.316659 nChanged 0 SP:Iteration 25F (6091.323687 sec): 3 clusters Score: Raw -754582.243795 + Penalty 2868.927137 = -751713.316659 nChanged 0 Trying to split cluster 19 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6091.359301 sec): 2 clusters Score: Raw -361551.993572 + Penalty 1328.983202 = -360223.010370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6091.411501 sec): 3 clusters Score: Raw -359809.418471 + Penalty 2657.966404 = -357151.452068 nChanged 1389 SP:Iteration 1F (6091.483796 sec): 3 clusters Score: Raw -360656.422002 + Penalty 2657.966404 = -357998.455599 nChanged 308 SP:Iteration 2F (6091.551235 sec): 3 clusters Score: Raw -360888.264841 + Penalty 2657.966404 = -358230.298437 nChanged 216 SP:Iteration 3F (6091.612157 sec): 3 clusters Score: Raw -361050.027400 + Penalty 2657.966404 = -358392.060996 nChanged 180 SP:Iteration 4F (6091.654067 sec): 3 clusters Score: Raw -361182.928067 + Penalty 2657.966404 = -358524.961663 nChanged 151 SP:Iteration 5Q (6091.710761 sec): 3 clusters Score: Raw -361291.651083 + Penalty 2657.966404 = -358633.684679 nChanged 146 SP:Iteration 6Q (6091.766750 sec): 3 clusters Score: Raw -361377.707159 + Penalty 2657.966404 = -358719.740756 nChanged 118 SP:Iteration 7Q (6091.824100 sec): 3 clusters Score: Raw -361467.283288 + Penalty 2657.966404 = -358809.316884 nChanged 124 SP:Iteration 8Q (6091.880117 sec): 3 clusters Score: Raw -361550.990645 + Penalty 2657.966404 = -358893.024242 nChanged 109 SP:Iteration 9Q (6091.942842 sec): 3 clusters Score: Raw -361621.736530 + Penalty 2657.966404 = -358963.770126 nChanged 111 SP:Iteration 10Q (6091.998898 sec): 3 clusters Score: Raw -361715.799891 + Penalty 2657.966404 = -359057.833487 nChanged 93 SP:Iteration 11Q (6092.056754 sec): 3 clusters Score: Raw -361790.911894 + Penalty 2657.966404 = -359132.945490 nChanged 101 SP:Iteration 12Q (6092.116906 sec): 3 clusters Score: Raw -361870.328601 + Penalty 2657.966404 = -359212.362198 nChanged 99 SP:Iteration 13Q (6092.164036 sec): 3 clusters Score: Raw -361919.841439 + Penalty 2657.966404 = -359261.875035 nChanged 65 SP:Iteration 14Q (6092.221776 sec): 3 clusters Score: Raw -361952.291958 + Penalty 2657.966404 = -359294.325554 nChanged 54 SP:Iteration 15Q (6092.278672 sec): 3 clusters Score: Raw -361983.720193 + Penalty 2657.966404 = -359325.753789 nChanged 66 SP:Iteration 16Q (6092.336447 sec): 3 clusters Score: Raw -362017.528944 + Penalty 2657.966404 = -359359.562540 nChanged 63 SP:Iteration 17Q (6092.397770 sec): 3 clusters Score: Raw -362056.675016 + Penalty 2657.966404 = -359398.708612 nChanged 62 SP:Iteration 18Q (6092.457435 sec): 3 clusters Score: Raw -362099.361832 + Penalty 2657.966404 = -359441.395428 nChanged 65 SP:Iteration 19Q (6092.512915 sec): 3 clusters Score: Raw -362147.470512 + Penalty 2657.966404 = -359489.504108 nChanged 66 SP:Iteration 20F (6092.564305 sec): 3 clusters Score: Raw -362197.828777 + Penalty 2657.966404 = -359539.862373 nChanged 75 SP:Iteration 21Q (6092.610473 sec): 3 clusters Score: Raw -362252.908930 + Penalty 2657.966404 = -359594.942526 nChanged 67 SP:Iteration 22Q (6092.665962 sec): 3 clusters Score: Raw -362298.750422 + Penalty 2657.966404 = -359640.784018 nChanged 68 SP:Iteration 23Q (6092.720408 sec): 3 clusters Score: Raw -362346.216572 + Penalty 2657.966404 = -359688.250168 nChanged 66 SP:Iteration 24Q (6092.774697 sec): 3 clusters Score: Raw -362401.285381 + Penalty 2657.966404 = -359743.318977 nChanged 72 SP:Iteration 25Q (6092.833702 sec): 3 clusters Score: Raw -362469.670784 + Penalty 2657.966404 = -359811.704381 nChanged 78 SP:Iteration 26Q (6092.886034 sec): 3 clusters Score: Raw -362537.740175 + Penalty 2657.966404 = -359879.773772 nChanged 77 SP:Iteration 27Q (6092.933729 sec): 3 clusters Score: Raw -362607.962781 + Penalty 2657.966404 = -359949.996377 nChanged 75 SP:Iteration 28Q (6092.982433 sec): 3 clusters Score: Raw -362673.504761 + Penalty 2657.966404 = -360015.538358 nChanged 80 SP:Iteration 29Q (6093.029600 sec): 3 clusters Score: Raw -362769.243175 + Penalty 2657.966404 = -360111.276771 nChanged 71 SP:Iteration 30Q (6093.077878 sec): 3 clusters Score: Raw -362858.126700 + Penalty 2657.966404 = -360200.160297 nChanged 70 SP:Iteration 31Q (6093.115942 sec): 3 clusters Score: Raw -362950.731925 + Penalty 2657.966404 = -360292.765521 nChanged 60 SP:Iteration 32Q (6093.164229 sec): 3 clusters Score: Raw -363012.778535 + Penalty 2657.966404 = -360354.812131 nChanged 38 SP:Iteration 33Q (6093.219301 sec): 3 clusters Score: Raw -363028.305288 + Penalty 2657.966404 = -360370.338884 nChanged 18 SP:Iteration 34Q (6093.260647 sec): 3 clusters Score: Raw -363036.299190 + Penalty 2657.966404 = -360378.332786 nChanged 10 SP:Iteration 35Q (6093.308313 sec): 3 clusters Score: Raw -363039.369570 + Penalty 2657.966404 = -360381.403166 nChanged 6 SP:Iteration 36Q (6093.359886 sec): 3 clusters Score: Raw -363041.339882 + Penalty 2657.966404 = -360383.373478 nChanged 6 SP:Iteration 37Q (6093.404336 sec): 3 clusters Score: Raw -363042.837615 + Penalty 2657.966404 = -360384.871211 nChanged 4 SP:Iteration 38Q (6093.457407 sec): 3 clusters Score: Raw -363043.938491 + Penalty 2657.966404 = -360385.972087 nChanged 3 SP:Iteration 39Q (6093.512958 sec): 3 clusters Score: Raw -363044.864216 + Penalty 2657.966404 = -360386.897812 nChanged 5 SP:Iteration 40F (6093.555159 sec): 3 clusters Score: Raw -363045.776997 + Penalty 2657.966404 = -360387.810593 nChanged 2 SP:Iteration 41Q (6093.607030 sec): 3 clusters Score: Raw -363046.242112 + Penalty 2657.966404 = -360388.275708 nChanged 1 SP:Iteration 42Q (6093.651478 sec): 3 clusters Score: Raw -363046.375280 + Penalty 2657.966404 = -360388.408876 nChanged 0 SP:Iteration 43F (6093.700998 sec): 3 clusters Score: Raw -363046.375280 + Penalty 2657.966404 = -360388.408876 nChanged 0 Score: Raw -82217561.722860 + Penalty 70326.740585 = -82147234.982275 Splitting cluster 19 changes total score from -82147886.170680 to -82147234.982275 So it's not getting split. Trying to split cluster 20 (40590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6108.190022 sec): 2 clusters Score: Raw -4648204.233285 + Penalty 1724.332514 = -4646479.900771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6108.307893 sec): 3 clusters Score: Raw -4622610.204627 + Penalty 3448.665028 = -4619161.539599 nChanged 18933 SP:Iteration 1F (6108.429968 sec): 3 clusters Score: Raw -4633516.737232 + Penalty 3448.665028 = -4630068.072203 nChanged 1897 SP:Iteration 2Q (6108.548534 sec): 3 clusters Score: Raw -4634166.289939 + Penalty 3448.665028 = -4630717.624911 nChanged 1879 SP:Iteration 3Q (6108.669143 sec): 3 clusters Score: Raw -4634869.688850 + Penalty 3448.665028 = -4631421.023821 nChanged 1956 SP:Iteration 4Q (6108.787910 sec): 3 clusters Score: Raw -4635742.039355 + Penalty 3448.665028 = -4632293.374326 nChanged 2120 SP:Iteration 5F (6108.900260 sec): 3 clusters Score: Raw -4636911.747851 + Penalty 3448.665028 = -4633463.082823 nChanged 2394 SP:Iteration 6F (6109.014088 sec): 3 clusters Score: Raw -4638511.164268 + Penalty 3448.665028 = -4635062.499240 nChanged 2539 SP:Iteration 7F (6109.137858 sec): 3 clusters Score: Raw -4640479.264470 + Penalty 3448.665028 = -4637030.599442 nChanged 2416 SP:Iteration 8F (6109.270977 sec): 3 clusters Score: Raw -4642487.397611 + Penalty 3448.665028 = -4639038.732583 nChanged 1964 SP:Iteration 9Q (6109.392542 sec): 3 clusters Score: Raw -4644093.475301 + Penalty 3448.665028 = -4640644.810273 nChanged 1506 SP:Iteration 10Q (6109.507779 sec): 3 clusters Score: Raw -4645331.320921 + Penalty 3448.665028 = -4641882.655893 nChanged 1071 SP:Iteration 11Q (6109.618133 sec): 3 clusters Score: Raw -4646142.948717 + Penalty 3448.665028 = -4642694.283689 nChanged 746 SP:Iteration 12Q (6109.739791 sec): 3 clusters Score: Raw -4646657.568451 + Penalty 3448.665028 = -4643208.903422 nChanged 587 SP:Iteration 13Q (6109.852461 sec): 3 clusters Score: Raw -4647057.448890 + Penalty 3448.665028 = -4643608.783862 nChanged 453 SP:Iteration 14Q (6109.981536 sec): 3 clusters Score: Raw -4647382.478278 + Penalty 3448.665028 = -4643933.813250 nChanged 363 SP:Iteration 15Q (6110.095735 sec): 3 clusters Score: Raw -4647643.271126 + Penalty 3448.665028 = -4644194.606098 nChanged 271 SP:Iteration 16Q (6110.221080 sec): 3 clusters Score: Raw -4647826.645973 + Penalty 3448.665028 = -4644377.980945 nChanged 203 SP:Iteration 17Q (6110.339691 sec): 3 clusters Score: Raw -4647953.997652 + Penalty 3448.665028 = -4644505.332624 nChanged 166 SP:Iteration 18Q (6110.438911 sec): 3 clusters Score: Raw -4648075.159845 + Penalty 3448.665028 = -4644626.494817 nChanged 139 SP:Iteration 19Q (6110.562803 sec): 3 clusters Score: Raw -4648184.590054 + Penalty 3448.665028 = -4644735.925026 nChanged 109 SP:Iteration 20F (6110.684323 sec): 3 clusters Score: Raw -4648264.104722 + Penalty 3448.665028 = -4644815.439693 nChanged 81 SP:Iteration 21Q (6110.796894 sec): 3 clusters Score: Raw -4648322.653338 + Penalty 3448.665028 = -4644873.988309 nChanged 66 SP:Iteration 22Q (6110.910576 sec): 3 clusters Score: Raw -4648363.759937 + Penalty 3448.665028 = -4644915.094909 nChanged 49 SP:Iteration 23Q (6111.030675 sec): 3 clusters Score: Raw -4648389.903697 + Penalty 3448.665028 = -4644941.238668 nChanged 51 SP:Iteration 24Q (6111.143612 sec): 3 clusters Score: Raw -4648412.236140 + Penalty 3448.665028 = -4644963.571112 nChanged 27 SP:Iteration 25Q (6111.272907 sec): 3 clusters Score: Raw -4648423.864117 + Penalty 3448.665028 = -4644975.199088 nChanged 18 SP:Iteration 26Q (6111.381161 sec): 3 clusters Score: Raw -4648431.369765 + Penalty 3448.665028 = -4644982.704737 nChanged 10 SP:Iteration 27Q (6111.499104 sec): 3 clusters Score: Raw -4648434.608012 + Penalty 3448.665028 = -4644985.942983 nChanged 10 SP:Iteration 28Q (6111.616802 sec): 3 clusters Score: Raw -4648438.791508 + Penalty 3448.665028 = -4644990.126480 nChanged 7 SP:Iteration 29Q (6111.707218 sec): 3 clusters Score: Raw -4648442.298084 + Penalty 3448.665028 = -4644993.633056 nChanged 7 SP:Iteration 30Q (6111.823140 sec): 3 clusters Score: Raw -4648446.519137 + Penalty 3448.665028 = -4644997.854109 nChanged 7 SP:Iteration 31Q (6111.941451 sec): 3 clusters Score: Raw -4648448.626734 + Penalty 3448.665028 = -4644999.961706 nChanged 9 SP:Iteration 32Q (6112.057864 sec): 3 clusters Score: Raw -4648452.633491 + Penalty 3448.665028 = -4645003.968462 nChanged 11 SP:Iteration 33Q (6112.165681 sec): 3 clusters Score: Raw -4648456.550031 + Penalty 3448.665028 = -4645007.885003 nChanged 4 SP:Iteration 34Q (6112.265040 sec): 3 clusters Score: Raw -4648457.864726 + Penalty 3448.665028 = -4645009.199698 nChanged 3 SP:Iteration 35Q (6112.380045 sec): 3 clusters Score: Raw -4648458.670332 + Penalty 3448.665028 = -4645010.005304 nChanged 4 SP:Iteration 36Q (6112.490481 sec): 3 clusters Score: Raw -4648460.426852 + Penalty 3448.665028 = -4645011.761823 nChanged 3 SP:Iteration 37Q (6112.599129 sec): 3 clusters Score: Raw -4648461.327616 + Penalty 3448.665028 = -4645012.662588 nChanged 3 SP:Iteration 38Q (6112.712390 sec): 3 clusters Score: Raw -4648463.206984 + Penalty 3448.665028 = -4645014.541956 nChanged 5 SP:Iteration 39Q (6112.818228 sec): 3 clusters Score: Raw -4648466.033473 + Penalty 3448.665028 = -4645017.368445 nChanged 10 SP:Iteration 40F (6112.946769 sec): 3 clusters Score: Raw -4648469.253863 + Penalty 3448.665028 = -4645020.588834 nChanged 4 SP:Iteration 41Q (6113.051156 sec): 3 clusters Score: Raw -4648470.946829 + Penalty 3448.665028 = -4645022.281801 nChanged 4 SP:Iteration 42Q (6113.151067 sec): 3 clusters Score: Raw -4648472.814890 + Penalty 3448.665028 = -4645024.149862 nChanged 7 SP:Iteration 43Q (6113.261311 sec): 3 clusters Score: Raw -4648475.975457 + Penalty 3448.665028 = -4645027.310429 nChanged 5 SP:Iteration 44Q (6113.379145 sec): 3 clusters Score: Raw -4648479.896530 + Penalty 3448.665028 = -4645031.231502 nChanged 6 SP:Iteration 45Q (6113.493451 sec): 3 clusters Score: Raw -4648482.607126 + Penalty 3448.665028 = -4645033.942098 nChanged 4 SP:Iteration 46Q (6113.600042 sec): 3 clusters Score: Raw -4648485.551903 + Penalty 3448.665028 = -4645036.886875 nChanged 3 SP:Iteration 47Q (6113.715641 sec): 3 clusters Score: Raw -4648486.559054 + Penalty 3448.665028 = -4645037.894026 nChanged 0 SP:Iteration 48F (6113.844192 sec): 3 clusters Score: Raw -4648486.559054 + Penalty 3448.665028 = -4645037.894026 nChanged 0 Trying to split cluster 21 (7121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6113.896841 sec): 2 clusters Score: Raw -791428.192989 + Penalty 1441.505560 = -789986.687429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6113.974833 sec): 3 clusters Score: Raw -787614.211203 + Penalty 2883.011119 = -784731.200083 nChanged 2965 SP:Iteration 1F (6114.051309 sec): 3 clusters Score: Raw -789297.130330 + Penalty 2883.011119 = -786414.119211 nChanged 497 SP:Iteration 2F (6114.114348 sec): 3 clusters Score: Raw -789577.263894 + Penalty 2883.011119 = -786694.252775 nChanged 442 SP:Iteration 3F (6114.187279 sec): 3 clusters Score: Raw -789875.079564 + Penalty 2883.011119 = -786992.068444 nChanged 458 SP:Iteration 4F (6114.265708 sec): 3 clusters Score: Raw -790238.067557 + Penalty 2883.011119 = -787355.056437 nChanged 474 SP:Iteration 5F (6114.333837 sec): 3 clusters Score: Raw -790650.231574 + Penalty 2883.011119 = -787767.220455 nChanged 424 SP:Iteration 6F (6114.395790 sec): 3 clusters Score: Raw -790987.630589 + Penalty 2883.011119 = -788104.619470 nChanged 346 SP:Iteration 7Q (6114.468201 sec): 3 clusters Score: Raw -791257.587800 + Penalty 2883.011119 = -788374.576681 nChanged 295 SP:Iteration 8Q (6114.540469 sec): 3 clusters Score: Raw -791432.930630 + Penalty 2883.011119 = -788549.919511 nChanged 189 SP:Iteration 9Q (6114.609112 sec): 3 clusters Score: Raw -791521.163274 + Penalty 2883.011119 = -788638.152155 nChanged 128 SP:Iteration 10Q (6114.668974 sec): 3 clusters Score: Raw -791572.690048 + Penalty 2883.011119 = -788689.678929 nChanged 99 SP:Iteration 11Q (6114.741550 sec): 3 clusters Score: Raw -791610.655647 + Penalty 2883.011119 = -788727.644528 nChanged 64 SP:Iteration 12Q (6114.824536 sec): 3 clusters Score: Raw -791629.750588 + Penalty 2883.011119 = -788746.739469 nChanged 48 SP:Iteration 13Q (6114.900430 sec): 3 clusters Score: Raw -791645.465705 + Penalty 2883.011119 = -788762.454586 nChanged 37 SP:Iteration 14Q (6114.959803 sec): 3 clusters Score: Raw -791656.167283 + Penalty 2883.011119 = -788773.156164 nChanged 35 SP:Iteration 15Q (6115.037145 sec): 3 clusters Score: Raw -791666.121240 + Penalty 2883.011119 = -788783.110120 nChanged 27 SP:Iteration 16Q (6115.121851 sec): 3 clusters Score: Raw -791671.236464 + Penalty 2883.011119 = -788788.225344 nChanged 13 SP:Iteration 17Q (6115.179458 sec): 3 clusters Score: Raw -791673.761635 + Penalty 2883.011119 = -788790.750516 nChanged 12 SP:Iteration 18Q (6115.256955 sec): 3 clusters Score: Raw -791676.024417 + Penalty 2883.011119 = -788793.013298 nChanged 9 SP:Iteration 19Q (6115.320015 sec): 3 clusters Score: Raw -791677.780095 + Penalty 2883.011119 = -788794.768976 nChanged 4 SP:Iteration 20F (6115.380859 sec): 3 clusters Score: Raw -791678.468067 + Penalty 2883.011119 = -788795.456948 nChanged 5 SP:Iteration 21Q (6115.428230 sec): 3 clusters Score: Raw -791679.121230 + Penalty 2883.011119 = -788796.110111 nChanged 1 SP:Iteration 22Q (6115.503341 sec): 3 clusters Score: Raw -791679.210237 + Penalty 2883.011119 = -788796.199117 nChanged 0 SP:Iteration 23F (6115.576940 sec): 3 clusters Score: Raw -791679.210237 + Penalty 2883.011119 = -788796.199117 nChanged 0 Trying to split cluster 22 (4957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6115.601994 sec): 2 clusters Score: Raw -541103.054944 + Penalty 1382.640350 = -539720.414594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6115.688187 sec): 3 clusters Score: Raw -538525.034695 + Penalty 2765.280699 = -535759.753996 nChanged 2014 SP:Iteration 1F (6115.764724 sec): 3 clusters Score: Raw -539622.359411 + Penalty 2765.280699 = -536857.078712 nChanged 370 SP:Iteration 2F (6115.835578 sec): 3 clusters Score: Raw -539850.667171 + Penalty 2765.280699 = -537085.386472 nChanged 287 SP:Iteration 3F (6115.909556 sec): 3 clusters Score: Raw -540057.814114 + Penalty 2765.280699 = -537292.533414 nChanged 262 SP:Iteration 4F (6115.979327 sec): 3 clusters Score: Raw -540236.998778 + Penalty 2765.280699 = -537471.718079 nChanged 228 SP:Iteration 5Q (6116.047137 sec): 3 clusters Score: Raw -540400.055028 + Penalty 2765.280699 = -537634.774329 nChanged 225 SP:Iteration 6Q (6116.117338 sec): 3 clusters Score: Raw -540558.842767 + Penalty 2765.280699 = -537793.562068 nChanged 216 SP:Iteration 7Q (6116.173261 sec): 3 clusters Score: Raw -540691.485052 + Penalty 2765.280699 = -537926.204353 nChanged 180 SP:Iteration 8Q (6116.240665 sec): 3 clusters Score: Raw -540798.547586 + Penalty 2765.280699 = -538033.266887 nChanged 163 SP:Iteration 9Q (6116.317433 sec): 3 clusters Score: Raw -540886.099883 + Penalty 2765.280699 = -538120.819184 nChanged 126 SP:Iteration 10Q (6116.377785 sec): 3 clusters Score: Raw -540951.959077 + Penalty 2765.280699 = -538186.678378 nChanged 105 SP:Iteration 11Q (6116.453958 sec): 3 clusters Score: Raw -540993.387715 + Penalty 2765.280699 = -538228.107016 nChanged 74 SP:Iteration 12Q (6116.529939 sec): 3 clusters Score: Raw -541018.344713 + Penalty 2765.280699 = -538253.064014 nChanged 60 SP:Iteration 13Q (6116.584955 sec): 3 clusters Score: Raw -541044.962899 + Penalty 2765.280699 = -538279.682200 nChanged 68 SP:Iteration 14Q (6116.653637 sec): 3 clusters Score: Raw -541070.641232 + Penalty 2765.280699 = -538305.360532 nChanged 58 SP:Iteration 15Q (6116.730151 sec): 3 clusters Score: Raw -541093.424584 + Penalty 2765.280699 = -538328.143884 nChanged 46 SP:Iteration 16Q (6116.797530 sec): 3 clusters Score: Raw -541109.407037 + Penalty 2765.280699 = -538344.126338 nChanged 41 SP:Iteration 17Q (6116.857205 sec): 3 clusters Score: Raw -541125.688249 + Penalty 2765.280699 = -538360.407550 nChanged 37 SP:Iteration 18Q (6116.932727 sec): 3 clusters Score: Raw -541141.010320 + Penalty 2765.280699 = -538375.729621 nChanged 34 SP:Iteration 19Q (6117.004029 sec): 3 clusters Score: Raw -541156.028420 + Penalty 2765.280699 = -538390.747721 nChanged 43 SP:Iteration 20F (6117.082771 sec): 3 clusters Score: Raw -541175.247129 + Penalty 2765.280699 = -538409.966429 nChanged 49 SP:Iteration 21Q (6117.142916 sec): 3 clusters Score: Raw -541194.872893 + Penalty 2765.280699 = -538429.592194 nChanged 52 SP:Iteration 22Q (6117.225965 sec): 3 clusters Score: Raw -541214.133918 + Penalty 2765.280699 = -538448.853219 nChanged 52 SP:Iteration 23Q (6117.297934 sec): 3 clusters Score: Raw -541234.907448 + Penalty 2765.280699 = -538469.626748 nChanged 53 SP:Iteration 24Q (6117.363358 sec): 3 clusters Score: Raw -541258.809276 + Penalty 2765.280699 = -538493.528577 nChanged 61 SP:Iteration 25Q (6117.438326 sec): 3 clusters Score: Raw -541290.222445 + Penalty 2765.280699 = -538524.941746 nChanged 67 SP:Iteration 26Q (6117.498158 sec): 3 clusters Score: Raw -541317.546614 + Penalty 2765.280699 = -538552.265915 nChanged 64 SP:Iteration 27Q (6117.583140 sec): 3 clusters Score: Raw -541340.107259 + Penalty 2765.280699 = -538574.826560 nChanged 58 SP:Iteration 28Q (6117.638940 sec): 3 clusters Score: Raw -541361.876130 + Penalty 2765.280699 = -538596.595431 nChanged 52 SP:Iteration 29Q (6117.721059 sec): 3 clusters Score: Raw -541384.656664 + Penalty 2765.280699 = -538619.375964 nChanged 50 SP:Iteration 30Q (6117.791340 sec): 3 clusters Score: Raw -541408.856971 + Penalty 2765.280699 = -538643.576272 nChanged 58 SP:Iteration 31Q (6117.865313 sec): 3 clusters Score: Raw -541439.187893 + Penalty 2765.280699 = -538673.907194 nChanged 64 SP:Iteration 32Q (6117.944246 sec): 3 clusters Score: Raw -541467.863400 + Penalty 2765.280699 = -538702.582700 nChanged 60 SP:Iteration 33Q (6118.017858 sec): 3 clusters Score: Raw -541489.758725 + Penalty 2765.280699 = -538724.478025 nChanged 47 SP:Iteration 34Q (6118.093274 sec): 3 clusters Score: Raw -541507.684278 + Penalty 2765.280699 = -538742.403579 nChanged 47 SP:Iteration 35Q (6118.166821 sec): 3 clusters Score: Raw -541526.406249 + Penalty 2765.280699 = -538761.125550 nChanged 52 SP:Iteration 36Q (6118.246443 sec): 3 clusters Score: Raw -541546.192668 + Penalty 2765.280699 = -538780.911969 nChanged 50 SP:Iteration 37Q (6118.308017 sec): 3 clusters Score: Raw -541565.140175 + Penalty 2765.280699 = -538799.859475 nChanged 41 SP:Iteration 38Q (6118.364159 sec): 3 clusters Score: Raw -541581.126250 + Penalty 2765.280699 = -538815.845550 nChanged 38 SP:Iteration 39Q (6118.438400 sec): 3 clusters Score: Raw -541593.443162 + Penalty 2765.280699 = -538828.162463 nChanged 30 SP:Iteration 40F (6118.507588 sec): 3 clusters Score: Raw -541604.877559 + Penalty 2765.280699 = -538839.596860 nChanged 39 SP:Iteration 41Q (6118.591092 sec): 3 clusters Score: Raw -541615.982939 + Penalty 2765.280699 = -538850.702239 nChanged 19 SP:Iteration 42Q (6118.655330 sec): 3 clusters Score: Raw -541620.311032 + Penalty 2765.280699 = -538855.030333 nChanged 22 SP:Iteration 43Q (6118.720373 sec): 3 clusters Score: Raw -541627.116673 + Penalty 2765.280699 = -538861.835973 nChanged 18 SP:Iteration 44Q (6118.776382 sec): 3 clusters Score: Raw -541632.462628 + Penalty 2765.280699 = -538867.181929 nChanged 15 SP:Iteration 45Q (6118.836956 sec): 3 clusters Score: Raw -541637.092945 + Penalty 2765.280699 = -538871.812245 nChanged 18 SP:Iteration 46Q (6118.887120 sec): 3 clusters Score: Raw -541641.614528 + Penalty 2765.280699 = -538876.333828 nChanged 14 SP:Iteration 47Q (6118.925377 sec): 3 clusters Score: Raw -541644.786443 + Penalty 2765.280699 = -538879.505743 nChanged 12 SP:Iteration 48Q (6118.981539 sec): 3 clusters Score: Raw -541648.352475 + Penalty 2765.280699 = -538883.071775 nChanged 12 SP:Iteration 49Q (6119.042135 sec): 3 clusters Score: Raw -541651.832887 + Penalty 2765.280699 = -538886.552188 nChanged 9 SP:Iteration 50Q (6119.094606 sec): 3 clusters Score: Raw -541654.410508 + Penalty 2765.280699 = -538889.129809 nChanged 16 SP:Iteration 51Q (6119.136508 sec): 3 clusters Score: Raw -541657.994534 + Penalty 2765.280699 = -538892.713834 nChanged 9 SP:Iteration 52Q (6119.187986 sec): 3 clusters Score: Raw -541660.116265 + Penalty 2765.280699 = -538894.835566 nChanged 12 SP:Iteration 53Q (6119.240587 sec): 3 clusters Score: Raw -541663.320908 + Penalty 2765.280699 = -538898.040209 nChanged 14 SP:Iteration 54Q (6119.282162 sec): 3 clusters Score: Raw -541667.585573 + Penalty 2765.280699 = -538902.304874 nChanged 15 SP:Iteration 55Q (6119.332261 sec): 3 clusters Score: Raw -541670.467437 + Penalty 2765.280699 = -538905.186737 nChanged 11 SP:Iteration 56Q (6119.393849 sec): 3 clusters Score: Raw -541672.086526 + Penalty 2765.280699 = -538906.805826 nChanged 6 SP:Iteration 57Q (6119.439543 sec): 3 clusters Score: Raw -541673.032051 + Penalty 2765.280699 = -538907.751352 nChanged 4 SP:Iteration 58Q (6119.488560 sec): 3 clusters Score: Raw -541673.499074 + Penalty 2765.280699 = -538908.218374 nChanged 4 SP:Iteration 59Q (6119.538038 sec): 3 clusters Score: Raw -541674.275640 + Penalty 2765.280699 = -538908.994941 nChanged 6 SP:Iteration 60F (6119.590100 sec): 3 clusters Score: Raw -541676.124757 + Penalty 2765.280699 = -538910.844058 nChanged 7 SP:Iteration 61Q (6119.650330 sec): 3 clusters Score: Raw -541677.420188 + Penalty 2765.280699 = -538912.139489 nChanged 11 SP:Iteration 62Q (6119.699737 sec): 3 clusters Score: Raw -541679.322469 + Penalty 2765.280699 = -538914.041770 nChanged 5 SP:Iteration 63Q (6119.745304 sec): 3 clusters Score: Raw -541680.343691 + Penalty 2765.280699 = -538915.062991 nChanged 4 SP:Iteration 64Q (6119.804873 sec): 3 clusters Score: Raw -541681.232205 + Penalty 2765.280699 = -538915.951506 nChanged 1 SP:Iteration 65Q (6119.841463 sec): 3 clusters Score: Raw -541681.363383 + Penalty 2765.280699 = -538916.082684 nChanged 0 SP:Iteration 66F (6119.888586 sec): 3 clusters Score: Raw -541681.363383 + Penalty 2765.280699 = -538916.082684 nChanged 0 Trying to split cluster 23 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6119.902980 sec): 2 clusters Score: Raw -195416.102312 + Penalty 1230.865754 = -194185.236559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6119.940804 sec): 3 clusters Score: Raw -194626.433158 + Penalty 2461.731507 = -192164.701650 nChanged 663 SP:Iteration 1F (6119.980737 sec): 3 clusters Score: Raw -195167.749983 + Penalty 2461.731507 = -192706.018475 nChanged 183 SP:Iteration 2F (6120.018974 sec): 3 clusters Score: Raw -195387.831117 + Penalty 2461.731507 = -192926.099610 nChanged 142 SP:Iteration 3F (6120.057426 sec): 3 clusters Score: Raw -195546.079888 + Penalty 2461.731507 = -193084.348381 nChanged 106 SP:Iteration 4F (6120.096775 sec): 3 clusters Score: Raw -195666.827298 + Penalty 2461.731507 = -193205.095791 nChanged 81 SP:Iteration 5Q (6120.145716 sec): 3 clusters Score: Raw -195736.385904 + Penalty 2461.731507 = -193274.654396 nChanged 57 SP:Iteration 6Q (6120.185225 sec): 3 clusters Score: Raw -195803.056109 + Penalty 2461.731507 = -193341.324602 nChanged 48 SP:Iteration 7Q (6120.224791 sec): 3 clusters Score: Raw -195847.061447 + Penalty 2461.731507 = -193385.329939 nChanged 41 SP:Iteration 8Q (6120.258182 sec): 3 clusters Score: Raw -195877.935264 + Penalty 2461.731507 = -193416.203756 nChanged 36 SP:Iteration 9Q (6120.289731 sec): 3 clusters Score: Raw -195902.401129 + Penalty 2461.731507 = -193440.669622 nChanged 23 SP:Iteration 10Q (6120.334966 sec): 3 clusters Score: Raw -195913.573771 + Penalty 2461.731507 = -193451.842263 nChanged 13 SP:Iteration 11Q (6120.371164 sec): 3 clusters Score: Raw -195919.469899 + Penalty 2461.731507 = -193457.738392 nChanged 10 SP:Iteration 12Q (6120.419422 sec): 3 clusters Score: Raw -195923.439254 + Penalty 2461.731507 = -193461.707747 nChanged 4 SP:Iteration 13Q (6120.471182 sec): 3 clusters Score: Raw -195925.926142 + Penalty 2461.731507 = -193464.194635 nChanged 7 SP:Iteration 14Q (6120.523452 sec): 3 clusters Score: Raw -195929.499283 + Penalty 2461.731507 = -193467.767776 nChanged 6 SP:Iteration 15Q (6120.570720 sec): 3 clusters Score: Raw -195933.699200 + Penalty 2461.731507 = -193471.967692 nChanged 5 SP:Iteration 16Q (6120.620171 sec): 3 clusters Score: Raw -195935.342983 + Penalty 2461.731507 = -193473.611476 nChanged 3 SP:Iteration 17Q (6120.672576 sec): 3 clusters Score: Raw -195936.755935 + Penalty 2461.731507 = -193475.024427 nChanged 1 SP:Iteration 18Q (6120.722126 sec): 3 clusters Score: Raw -195937.236865 + Penalty 2461.731507 = -193475.505358 nChanged 0 SP:Iteration 19F (6120.771206 sec): 3 clusters Score: Raw -195937.236865 + Penalty 2461.731507 = -193475.505358 nChanged 0 Trying to split cluster 24 (100199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6120.906318 sec): 2 clusters Score: Raw -11492399.576640 + Penalty 1871.173442 = -11490528.403198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6121.114615 sec): 3 clusters Score: Raw -11427160.691838 + Penalty 3742.346883 = -11423418.344954 nChanged 48067 SP:Iteration 1F (6121.320860 sec): 3 clusters Score: Raw -11456211.679118 + Penalty 3742.346883 = -11452469.332234 nChanged 5515 SP:Iteration 2F (6121.534997 sec): 3 clusters Score: Raw -11458880.535582 + Penalty 3742.346883 = -11455138.188699 nChanged 6983 SP:Iteration 3F (6121.746884 sec): 3 clusters Score: Raw -11463356.901475 + Penalty 3742.346883 = -11459614.554591 nChanged 8318 SP:Iteration 4F (6121.945601 sec): 3 clusters Score: Raw -11469812.575512 + Penalty 3742.346883 = -11466070.228629 nChanged 8319 SP:Iteration 5F (6122.141765 sec): 3 clusters Score: Raw -11476915.148745 + Penalty 3742.346883 = -11473172.801861 nChanged 6977 SP:Iteration 6F (6122.331073 sec): 3 clusters Score: Raw -11483106.629630 + Penalty 3742.346883 = -11479364.282746 nChanged 4882 SP:Iteration 7Q (6122.527451 sec): 3 clusters Score: Raw -11487383.867569 + Penalty 3742.346883 = -11483641.520686 nChanged 3251 SP:Iteration 8Q (6122.722970 sec): 3 clusters Score: Raw -11490171.138277 + Penalty 3742.346883 = -11486428.791393 nChanged 1869 SP:Iteration 9Q (6122.923317 sec): 3 clusters Score: Raw -11491696.145322 + Penalty 3742.346883 = -11487953.798438 nChanged 1055 SP:Iteration 10Q (6123.126275 sec): 3 clusters Score: Raw -11492562.551197 + Penalty 3742.346883 = -11488820.204313 nChanged 643 SP:Iteration 11Q (6123.339542 sec): 3 clusters Score: Raw -11493027.000093 + Penalty 3742.346883 = -11489284.653209 nChanged 444 SP:Iteration 12Q (6123.514723 sec): 3 clusters Score: Raw -11493311.336297 + Penalty 3742.346883 = -11489568.989414 nChanged 341 SP:Iteration 13Q (6123.707466 sec): 3 clusters Score: Raw -11493527.702330 + Penalty 3742.346883 = -11489785.355447 nChanged 271 SP:Iteration 14Q (6123.880198 sec): 3 clusters Score: Raw -11493660.932626 + Penalty 3742.346883 = -11489918.585742 nChanged 221 SP:Iteration 15Q (6124.044676 sec): 3 clusters Score: Raw -11493751.635936 + Penalty 3742.346883 = -11490009.289052 nChanged 168 SP:Iteration 16Q (6124.203530 sec): 3 clusters Score: Raw -11493822.374025 + Penalty 3742.346883 = -11490080.027142 nChanged 163 SP:Iteration 17Q (6124.403612 sec): 3 clusters Score: Raw -11493874.696345 + Penalty 3742.346883 = -11490132.349461 nChanged 129 SP:Iteration 18Q (6124.573716 sec): 3 clusters Score: Raw -11493915.458453 + Penalty 3742.346883 = -11490173.111570 nChanged 101 SP:Iteration 19Q (6124.761406 sec): 3 clusters Score: Raw -11493943.668141 + Penalty 3742.346883 = -11490201.321258 nChanged 96 SP:Iteration 20F (6124.968049 sec): 3 clusters Score: Raw -11493971.190409 + Penalty 3742.346883 = -11490228.843526 nChanged 82 SP:Iteration 21Q (6125.164789 sec): 3 clusters Score: Raw -11493988.804486 + Penalty 3742.346883 = -11490246.457603 nChanged 61 SP:Iteration 22Q (6125.344581 sec): 3 clusters Score: Raw -11494002.122850 + Penalty 3742.346883 = -11490259.775967 nChanged 51 SP:Iteration 23Q (6125.533720 sec): 3 clusters Score: Raw -11494010.698841 + Penalty 3742.346883 = -11490268.351958 nChanged 41 SP:Iteration 24Q (6125.716413 sec): 3 clusters Score: Raw -11494018.269977 + Penalty 3742.346883 = -11490275.923094 nChanged 32 SP:Iteration 25Q (6125.899073 sec): 3 clusters Score: Raw -11494022.333848 + Penalty 3742.346883 = -11490279.986965 nChanged 22 SP:Iteration 26Q (6126.073190 sec): 3 clusters Score: Raw -11494025.555631 + Penalty 3742.346883 = -11490283.208748 nChanged 15 SP:Iteration 27Q (6126.249190 sec): 3 clusters Score: Raw -11494027.415283 + Penalty 3742.346883 = -11490285.068400 nChanged 15 SP:Iteration 28Q (6126.429520 sec): 3 clusters Score: Raw -11494029.134604 + Penalty 3742.346883 = -11490286.787721 nChanged 9 SP:Iteration 29Q (6126.608643 sec): 3 clusters Score: Raw -11494030.239559 + Penalty 3742.346883 = -11490287.892675 nChanged 4 SP:Iteration 30Q (6126.800188 sec): 3 clusters Score: Raw -11494030.889043 + Penalty 3742.346883 = -11490288.542160 nChanged 4 SP:Iteration 31Q (6126.961512 sec): 3 clusters Score: Raw -11494031.222833 + Penalty 3742.346883 = -11490288.875950 nChanged 3 SP:Iteration 32Q (6127.119202 sec): 3 clusters Score: Raw -11494031.576536 + Penalty 3742.346883 = -11490289.229653 nChanged 2 SP:Iteration 33Q (6127.272538 sec): 3 clusters Score: Raw -11494032.229084 + Penalty 3742.346883 = -11490289.882200 nChanged 6 SP:Iteration 34Q (6127.443667 sec): 3 clusters Score: Raw -11494033.296857 + Penalty 3742.346883 = -11490290.949974 nChanged 8 SP:Iteration 35Q (6127.622510 sec): 3 clusters Score: Raw -11494033.706025 + Penalty 3742.346883 = -11490291.359141 nChanged 3 SP:Iteration 36Q (6127.779132 sec): 3 clusters Score: Raw -11494033.880467 + Penalty 3742.346883 = -11490291.533584 nChanged 0 SP:Iteration 37F (6127.994361 sec): 3 clusters Score: Raw -11494033.880467 + Penalty 3742.346883 = -11490291.533584 nChanged 0 Trying to split cluster 25 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6128.029123 sec): 2 clusters Score: Raw -153552.458888 + Penalty 1163.637460 = -152388.821428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6128.083237 sec): 3 clusters Score: Raw -153096.989394 + Penalty 2327.274920 = -150769.714475 nChanged 442 SP:Iteration 1F (6128.137586 sec): 3 clusters Score: Raw -153405.272120 + Penalty 2327.274920 = -151077.997200 nChanged 99 SP:Iteration 2F (6128.195764 sec): 3 clusters Score: Raw -153492.378082 + Penalty 2327.274920 = -151165.103163 nChanged 51 SP:Iteration 3Q (6128.237899 sec): 3 clusters Score: Raw -153534.209263 + Penalty 2327.274920 = -151206.934343 nChanged 31 SP:Iteration 4Q (6128.288399 sec): 3 clusters Score: Raw -153560.903715 + Penalty 2327.274920 = -151233.628795 nChanged 27 SP:Iteration 5Q (6128.353381 sec): 3 clusters Score: Raw -153582.080488 + Penalty 2327.274920 = -151254.805568 nChanged 20 SP:Iteration 6Q (6128.400271 sec): 3 clusters Score: Raw -153596.081186 + Penalty 2327.274920 = -151268.806266 nChanged 16 SP:Iteration 7Q (6128.455953 sec): 3 clusters Score: Raw -153604.433727 + Penalty 2327.274920 = -151277.158807 nChanged 8 SP:Iteration 8Q (6128.510158 sec): 3 clusters Score: Raw -153609.849538 + Penalty 2327.274920 = -151282.574618 nChanged 5 SP:Iteration 9Q (6128.562904 sec): 3 clusters Score: Raw -153612.661516 + Penalty 2327.274920 = -151285.386596 nChanged 3 SP:Iteration 10Q (6128.622193 sec): 3 clusters Score: Raw -153613.996302 + Penalty 2327.274920 = -151286.721382 nChanged 1 SP:Iteration 11Q (6128.676622 sec): 3 clusters Score: Raw -153615.150026 + Penalty 2327.274920 = -151287.875107 nChanged 3 SP:Iteration 12Q (6128.727180 sec): 3 clusters Score: Raw -153617.118736 + Penalty 2327.274920 = -151289.843816 nChanged 3 SP:Iteration 13Q (6128.776997 sec): 3 clusters Score: Raw -153619.203199 + Penalty 2327.274920 = -151291.928280 nChanged 4 SP:Iteration 14Q (6128.828558 sec): 3 clusters Score: Raw -153621.121375 + Penalty 2327.274920 = -151293.846455 nChanged 3 SP:Iteration 15Q (6128.879805 sec): 3 clusters Score: Raw -153622.068595 + Penalty 2327.274920 = -151294.793676 nChanged 3 SP:Iteration 16Q (6128.932704 sec): 3 clusters Score: Raw -153624.000066 + Penalty 2327.274920 = -151296.725146 nChanged 2 SP:Iteration 17Q (6128.974089 sec): 3 clusters Score: Raw -153624.777675 + Penalty 2327.274920 = -151297.502755 nChanged 3 SP:Iteration 18Q (6129.035597 sec): 3 clusters Score: Raw -153627.937386 + Penalty 2327.274920 = -151300.662466 nChanged 6 SP:Iteration 19Q (6129.093877 sec): 3 clusters Score: Raw -153633.939449 + Penalty 2327.274920 = -151306.664529 nChanged 4 SP:Iteration 20F (6129.155061 sec): 3 clusters Score: Raw -153637.333985 + Penalty 2327.274920 = -151310.059066 nChanged 4 SP:Iteration 21Q (6129.213004 sec): 3 clusters Score: Raw -153639.523116 + Penalty 2327.274920 = -151312.248196 nChanged 2 SP:Iteration 22Q (6129.255375 sec): 3 clusters Score: Raw -153640.606375 + Penalty 2327.274920 = -151313.331456 nChanged 3 SP:Iteration 23Q (6129.327772 sec): 3 clusters Score: Raw -153642.416597 + Penalty 2327.274920 = -151315.141677 nChanged 0 SP:Iteration 24F (6129.369978 sec): 3 clusters Score: Raw -153642.416597 + Penalty 2327.274920 = -151315.141677 nChanged 0 Trying to split cluster 26 (3776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6129.402420 sec): 2 clusters Score: Raw -402581.029079 + Penalty 1338.418336 = -401242.610743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6129.458165 sec): 3 clusters Score: Raw -400686.786972 + Penalty 2676.836671 = -398009.950301 nChanged 1482 SP:Iteration 1F (6129.520247 sec): 3 clusters Score: Raw -401560.740129 + Penalty 2676.836671 = -398883.903458 nChanged 296 SP:Iteration 2F (6129.578818 sec): 3 clusters Score: Raw -401717.744847 + Penalty 2676.836671 = -399040.908176 nChanged 182 SP:Iteration 3Q (6129.625084 sec): 3 clusters Score: Raw -401809.479840 + Penalty 2676.836671 = -399132.643169 nChanged 131 SP:Iteration 4Q (6129.689199 sec): 3 clusters Score: Raw -401875.689094 + Penalty 2676.836671 = -399198.852423 nChanged 106 SP:Iteration 5Q (6129.738370 sec): 3 clusters Score: Raw -401917.437390 + Penalty 2676.836671 = -399240.600719 nChanged 84 SP:Iteration 6Q (6129.798611 sec): 3 clusters Score: Raw -401951.515733 + Penalty 2676.836671 = -399274.679062 nChanged 80 SP:Iteration 7Q (6129.846233 sec): 3 clusters Score: Raw -401984.936365 + Penalty 2676.836671 = -399308.099694 nChanged 76 SP:Iteration 8Q (6129.897550 sec): 3 clusters Score: Raw -402009.674028 + Penalty 2676.836671 = -399332.837356 nChanged 67 SP:Iteration 9Q (6129.958572 sec): 3 clusters Score: Raw -402034.605085 + Penalty 2676.836671 = -399357.768413 nChanged 51 SP:Iteration 10Q (6130.010252 sec): 3 clusters Score: Raw -402056.649394 + Penalty 2676.836671 = -399379.812723 nChanged 56 SP:Iteration 11Q (6130.060607 sec): 3 clusters Score: Raw -402077.866997 + Penalty 2676.836671 = -399401.030325 nChanged 46 SP:Iteration 12Q (6130.100819 sec): 3 clusters Score: Raw -402097.787606 + Penalty 2676.836671 = -399420.950935 nChanged 44 SP:Iteration 13Q (6130.151050 sec): 3 clusters Score: Raw -402122.953895 + Penalty 2676.836671 = -399446.117223 nChanged 59 SP:Iteration 14Q (6130.201623 sec): 3 clusters Score: Raw -402159.135196 + Penalty 2676.836671 = -399482.298525 nChanged 73 SP:Iteration 15Q (6130.254114 sec): 3 clusters Score: Raw -402210.087353 + Penalty 2676.836671 = -399533.250682 nChanged 72 SP:Iteration 16Q (6130.301233 sec): 3 clusters Score: Raw -402279.321151 + Penalty 2676.836671 = -399602.484480 nChanged 79 SP:Iteration 17Q (6130.352552 sec): 3 clusters Score: Raw -402360.931859 + Penalty 2676.836671 = -399684.095187 nChanged 70 SP:Iteration 18Q (6130.402061 sec): 3 clusters Score: Raw -402428.399997 + Penalty 2676.836671 = -399751.563326 nChanged 58 SP:Iteration 19Q (6130.451838 sec): 3 clusters Score: Raw -402496.016003 + Penalty 2676.836671 = -399819.179332 nChanged 59 SP:Iteration 20F (6130.491660 sec): 3 clusters Score: Raw -402583.658277 + Penalty 2676.836671 = -399906.821605 nChanged 75 SP:Iteration 21Q (6130.537806 sec): 3 clusters Score: Raw -402652.819081 + Penalty 2676.836671 = -399975.982410 nChanged 66 SP:Iteration 22Q (6130.584403 sec): 3 clusters Score: Raw -402695.249351 + Penalty 2676.836671 = -400018.412680 nChanged 49 SP:Iteration 23Q (6130.635991 sec): 3 clusters Score: Raw -402723.063854 + Penalty 2676.836671 = -400046.227182 nChanged 42 SP:Iteration 24Q (6130.681239 sec): 3 clusters Score: Raw -402746.694018 + Penalty 2676.836671 = -400069.857346 nChanged 37 SP:Iteration 25Q (6130.728696 sec): 3 clusters Score: Raw -402765.519938 + Penalty 2676.836671 = -400088.683267 nChanged 33 SP:Iteration 26Q (6130.773453 sec): 3 clusters Score: Raw -402782.226500 + Penalty 2676.836671 = -400105.389829 nChanged 26 SP:Iteration 27Q (6130.817810 sec): 3 clusters Score: Raw -402792.831074 + Penalty 2676.836671 = -400115.994402 nChanged 22 SP:Iteration 28Q (6130.873078 sec): 3 clusters Score: Raw -402800.629885 + Penalty 2676.836671 = -400123.793213 nChanged 12 SP:Iteration 29Q (6130.922686 sec): 3 clusters Score: Raw -402804.360280 + Penalty 2676.836671 = -400127.523608 nChanged 13 SP:Iteration 30Q (6130.971647 sec): 3 clusters Score: Raw -402809.466274 + Penalty 2676.836671 = -400132.629603 nChanged 14 SP:Iteration 31Q (6131.020890 sec): 3 clusters Score: Raw -402817.740416 + Penalty 2676.836671 = -400140.903744 nChanged 9 SP:Iteration 32Q (6131.059358 sec): 3 clusters Score: Raw -402821.893280 + Penalty 2676.836671 = -400145.056609 nChanged 11 SP:Iteration 33Q (6131.118376 sec): 3 clusters Score: Raw -402828.867806 + Penalty 2676.836671 = -400152.031135 nChanged 18 SP:Iteration 34Q (6131.167209 sec): 3 clusters Score: Raw -402836.553182 + Penalty 2676.836671 = -400159.716511 nChanged 15 SP:Iteration 35Q (6131.205795 sec): 3 clusters Score: Raw -402843.060714 + Penalty 2676.836671 = -400166.224043 nChanged 13 SP:Iteration 36Q (6131.254932 sec): 3 clusters Score: Raw -402847.111099 + Penalty 2676.836671 = -400170.274427 nChanged 7 SP:Iteration 37Q (6131.304570 sec): 3 clusters Score: Raw -402849.739505 + Penalty 2676.836671 = -400172.902833 nChanged 7 SP:Iteration 38Q (6131.360250 sec): 3 clusters Score: Raw -402853.570175 + Penalty 2676.836671 = -400176.733503 nChanged 9 SP:Iteration 39Q (6131.400440 sec): 3 clusters Score: Raw -402859.621654 + Penalty 2676.836671 = -400182.784983 nChanged 13 SP:Iteration 40F (6131.475313 sec): 3 clusters Score: Raw -402876.794092 + Penalty 2676.836671 = -400199.957420 nChanged 24 SP:Iteration 41Q (6131.543727 sec): 3 clusters Score: Raw -402895.861767 + Penalty 2676.836671 = -400219.025096 nChanged 29 SP:Iteration 42Q (6131.618385 sec): 3 clusters Score: Raw -402915.762773 + Penalty 2676.836671 = -400238.926102 nChanged 32 SP:Iteration 43Q (6131.675778 sec): 3 clusters Score: Raw -402935.860547 + Penalty 2676.836671 = -400259.023876 nChanged 25 SP:Iteration 44Q (6131.732236 sec): 3 clusters Score: Raw -402948.226542 + Penalty 2676.836671 = -400271.389871 nChanged 21 SP:Iteration 45Q (6131.804795 sec): 3 clusters Score: Raw -402957.176359 + Penalty 2676.836671 = -400280.339688 nChanged 22 SP:Iteration 46Q (6131.860617 sec): 3 clusters Score: Raw -402966.445379 + Penalty 2676.836671 = -400289.608707 nChanged 19 SP:Iteration 47Q (6131.923078 sec): 3 clusters Score: Raw -402978.174782 + Penalty 2676.836671 = -400301.338111 nChanged 20 SP:Iteration 48Q (6131.987215 sec): 3 clusters Score: Raw -402989.392942 + Penalty 2676.836671 = -400312.556271 nChanged 22 SP:Iteration 49Q (6132.057416 sec): 3 clusters Score: Raw -403000.124115 + Penalty 2676.836671 = -400323.287444 nChanged 24 SP:Iteration 50Q (6132.126842 sec): 3 clusters Score: Raw -403015.084852 + Penalty 2676.836671 = -400338.248180 nChanged 29 SP:Iteration 51Q (6132.194234 sec): 3 clusters Score: Raw -403031.371660 + Penalty 2676.836671 = -400354.534989 nChanged 29 SP:Iteration 52Q (6132.271483 sec): 3 clusters Score: Raw -403045.278568 + Penalty 2676.836671 = -400368.441897 nChanged 30 SP:Iteration 53Q (6132.329270 sec): 3 clusters Score: Raw -403057.580188 + Penalty 2676.836671 = -400380.743517 nChanged 27 SP:Iteration 54Q (6132.408015 sec): 3 clusters Score: Raw -403068.776746 + Penalty 2676.836671 = -400391.940074 nChanged 22 SP:Iteration 55Q (6132.482548 sec): 3 clusters Score: Raw -403077.883190 + Penalty 2676.836671 = -400401.046518 nChanged 16 SP:Iteration 56Q (6132.553515 sec): 3 clusters Score: Raw -403085.927720 + Penalty 2676.836671 = -400409.091049 nChanged 17 SP:Iteration 57Q (6132.623278 sec): 3 clusters Score: Raw -403092.897902 + Penalty 2676.836671 = -400416.061230 nChanged 10 SP:Iteration 58Q (6132.694020 sec): 3 clusters Score: Raw -403095.458455 + Penalty 2676.836671 = -400418.621784 nChanged 1 SP:Iteration 59Q (6132.758243 sec): 3 clusters Score: Raw -403095.784884 + Penalty 2676.836671 = -400418.948212 nChanged 1 SP:Iteration 60F (6132.829298 sec): 3 clusters Score: Raw -403096.042893 + Penalty 2676.836671 = -400419.206222 nChanged 2 SP:Iteration 61Q (6132.911688 sec): 3 clusters Score: Raw -403096.384188 + Penalty 2676.836671 = -400419.547517 nChanged 2 SP:Iteration 62Q (6132.978379 sec): 3 clusters Score: Raw -403096.624632 + Penalty 2676.836671 = -400419.787961 nChanged 0 SP:Iteration 63F (6133.044898 sec): 3 clusters Score: Raw -403096.624632 + Penalty 2676.836671 = -400419.787961 nChanged 0 Trying to split cluster 27 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6133.063806 sec): 2 clusters Score: Raw -39573.847694 + Penalty 986.869737 = -38586.977957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6133.137794 sec): 3 clusters Score: Raw -39648.636964 + Penalty 1973.739474 = -37674.897491 nChanged 126 SP:Iteration 1F (6133.180898 sec): 3 clusters Score: Raw -39919.216027 + Penalty 1973.739474 = -37945.476553 nChanged 35 SP:Iteration 2F (6133.238518 sec): 3 clusters Score: Raw -40019.762379 + Penalty 1973.739474 = -38046.022905 nChanged 18 SP:Iteration 3Q (6133.312584 sec): 3 clusters Score: Raw -40115.679957 + Penalty 1973.739474 = -38141.940483 nChanged 24 SP:Iteration 4F (6133.378308 sec): 3 clusters Score: Raw -40214.633194 + Penalty 1973.739474 = -38240.893720 nChanged 25 SP:Iteration 5F (6133.447846 sec): 3 clusters Score: Raw -40291.130773 + Penalty 1973.739474 = -38317.391300 nChanged 15 SP:Iteration 6Q (6133.494443 sec): 3 clusters Score: Raw -40346.180569 + Penalty 1973.739474 = -38372.441096 nChanged 9 SP:Iteration 7Q (6133.574950 sec): 3 clusters Score: Raw -40377.724972 + Penalty 1973.739474 = -38403.985498 nChanged 6 SP:Iteration 8Q (6133.641391 sec): 3 clusters Score: Raw -40444.517070 + Penalty 1973.739474 = -38470.777596 nChanged 9 SP:Iteration 9Q (6133.694829 sec): 3 clusters Score: Raw -40552.028372 + Penalty 1973.739474 = -38578.288899 nChanged 9 SP:Iteration 10Q (6133.747484 sec): 3 clusters Score: Raw -40602.560176 + Penalty 1973.739474 = -38628.820703 nChanged 8 SP:Iteration 11Q (6133.814403 sec): 3 clusters Score: Raw -40619.198553 + Penalty 1973.739474 = -38645.459080 nChanged 3 SP:Iteration 12Q (6133.871319 sec): 3 clusters Score: Raw -40622.050930 + Penalty 1973.739474 = -38648.311457 nChanged 1 SP:Iteration 13Q (6133.941500 sec): 3 clusters Score: Raw -40623.611859 + Penalty 1973.739474 = -38649.872386 nChanged 0 SP:Iteration 14F (6133.987147 sec): 3 clusters Score: Raw -40628.352805 + Penalty 1973.739474 = -38654.613332 nChanged 1 SP:Iteration 15Q (6134.051781 sec): 3 clusters Score: Raw -40662.733253 + Penalty 1973.739474 = -38688.993779 nChanged 2 SP:Iteration 16Q (6134.117970 sec): 3 clusters Score: Raw -40730.781191 + Penalty 1973.739474 = -38757.041718 nChanged 4 SP:Iteration 17Q (6134.183865 sec): 3 clusters Score: Raw -40825.643407 + Penalty 1973.739474 = -38851.903934 nChanged 11 SP:Iteration 18Q (6134.251715 sec): 3 clusters Score: Raw -40918.695156 + Penalty 1973.739474 = -38944.955683 nChanged 9 SP:Iteration 19Q (6134.316494 sec): 3 clusters Score: Raw -40955.074461 + Penalty 1973.739474 = -38981.334987 nChanged 4 SP:Iteration 20F (6134.381208 sec): 3 clusters Score: Raw -40965.277493 + Penalty 1973.739474 = -38991.538019 nChanged 2 SP:Iteration 21Q (6134.445983 sec): 3 clusters Score: Raw -40971.780160 + Penalty 1973.739474 = -38998.040687 nChanged 0 SP:Iteration 22F (6134.501598 sec): 3 clusters Score: Raw -40971.780160 + Penalty 1973.739474 = -38998.040687 nChanged 0 Score: Raw -82217465.273619 + Penalty 70326.740585 = -82147138.533033 Splitting cluster 27 changes total score from -82147886.170680 to -82147138.533033 So it's not getting split. Trying to split cluster 28 (7628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6148.883602 sec): 2 clusters Score: Raw -774753.068596 + Penalty 1452.681907 = -773300.386689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6148.924881 sec): 3 clusters Score: Raw -770579.658317 + Penalty 2905.363814 = -767674.294503 nChanged 3184 SP:Iteration 1F (6148.987921 sec): 3 clusters Score: Raw -772478.020411 + Penalty 2905.363814 = -769572.656597 nChanged 656 SP:Iteration 2F (6149.047022 sec): 3 clusters Score: Raw -772991.250799 + Penalty 2905.363814 = -770085.886985 nChanged 618 SP:Iteration 3F (6149.106773 sec): 3 clusters Score: Raw -773573.457423 + Penalty 2905.363814 = -770668.093608 nChanged 650 SP:Iteration 4F (6149.174010 sec): 3 clusters Score: Raw -774123.563882 + Penalty 2905.363814 = -771218.200068 nChanged 610 SP:Iteration 5F (6149.221400 sec): 3 clusters Score: Raw -774630.018697 + Penalty 2905.363814 = -771724.654883 nChanged 512 SP:Iteration 6F (6149.283391 sec): 3 clusters Score: Raw -775016.255253 + Penalty 2905.363814 = -772110.891439 nChanged 377 SP:Iteration 7Q (6149.351258 sec): 3 clusters Score: Raw -775268.712008 + Penalty 2905.363814 = -772363.348194 nChanged 290 SP:Iteration 8Q (6149.414762 sec): 3 clusters Score: Raw -775430.324828 + Penalty 2905.363814 = -772524.961014 nChanged 218 SP:Iteration 9Q (6149.472143 sec): 3 clusters Score: Raw -775529.832284 + Penalty 2905.363814 = -772624.468469 nChanged 160 SP:Iteration 10Q (6149.530468 sec): 3 clusters Score: Raw -775599.993299 + Penalty 2905.363814 = -772694.629485 nChanged 121 SP:Iteration 11Q (6149.588896 sec): 3 clusters Score: Raw -775642.401403 + Penalty 2905.363814 = -772737.037589 nChanged 99 SP:Iteration 12Q (6149.640668 sec): 3 clusters Score: Raw -775679.657990 + Penalty 2905.363814 = -772774.294176 nChanged 93 SP:Iteration 13Q (6149.700881 sec): 3 clusters Score: Raw -775710.799232 + Penalty 2905.363814 = -772805.435418 nChanged 82 SP:Iteration 14Q (6149.767147 sec): 3 clusters Score: Raw -775738.859644 + Penalty 2905.363814 = -772833.495830 nChanged 73 SP:Iteration 15Q (6149.817083 sec): 3 clusters Score: Raw -775762.175910 + Penalty 2905.363814 = -772856.812096 nChanged 66 SP:Iteration 16Q (6149.887879 sec): 3 clusters Score: Raw -775782.764630 + Penalty 2905.363814 = -772877.400815 nChanged 53 SP:Iteration 17Q (6149.953159 sec): 3 clusters Score: Raw -775796.730178 + Penalty 2905.363814 = -772891.366363 nChanged 43 SP:Iteration 18Q (6150.010377 sec): 3 clusters Score: Raw -775808.877251 + Penalty 2905.363814 = -772903.513437 nChanged 31 SP:Iteration 19Q (6150.061512 sec): 3 clusters Score: Raw -775818.775154 + Penalty 2905.363814 = -772913.411340 nChanged 35 SP:Iteration 20F (6150.119551 sec): 3 clusters Score: Raw -775829.488368 + Penalty 2905.363814 = -772924.124554 nChanged 33 SP:Iteration 21Q (6150.187801 sec): 3 clusters Score: Raw -775839.784631 + Penalty 2905.363814 = -772934.420817 nChanged 32 SP:Iteration 22Q (6150.250169 sec): 3 clusters Score: Raw -775850.600439 + Penalty 2905.363814 = -772945.236625 nChanged 31 SP:Iteration 23Q (6150.309928 sec): 3 clusters Score: Raw -775860.945832 + Penalty 2905.363814 = -772955.582018 nChanged 24 SP:Iteration 24Q (6150.369680 sec): 3 clusters Score: Raw -775867.821978 + Penalty 2905.363814 = -772962.458164 nChanged 23 SP:Iteration 25Q (6150.438266 sec): 3 clusters Score: Raw -775872.981349 + Penalty 2905.363814 = -772967.617534 nChanged 14 SP:Iteration 26Q (6150.494090 sec): 3 clusters Score: Raw -775875.963868 + Penalty 2905.363814 = -772970.600054 nChanged 12 SP:Iteration 27Q (6150.567839 sec): 3 clusters Score: Raw -775878.501718 + Penalty 2905.363814 = -772973.137904 nChanged 11 SP:Iteration 28Q (6150.623068 sec): 3 clusters Score: Raw -775880.860889 + Penalty 2905.363814 = -772975.497075 nChanged 10 SP:Iteration 29Q (6150.683582 sec): 3 clusters Score: Raw -775883.832506 + Penalty 2905.363814 = -772978.468692 nChanged 11 SP:Iteration 30Q (6150.760791 sec): 3 clusters Score: Raw -775886.139201 + Penalty 2905.363814 = -772980.775386 nChanged 8 SP:Iteration 31Q (6150.814198 sec): 3 clusters Score: Raw -775887.846653 + Penalty 2905.363814 = -772982.482839 nChanged 4 SP:Iteration 32Q (6150.859333 sec): 3 clusters Score: Raw -775888.413479 + Penalty 2905.363814 = -772983.049665 nChanged 4 SP:Iteration 33Q (6150.923379 sec): 3 clusters Score: Raw -775889.104029 + Penalty 2905.363814 = -772983.740215 nChanged 1 SP:Iteration 34Q (6150.981233 sec): 3 clusters Score: Raw -775889.355734 + Penalty 2905.363814 = -772983.991919 nChanged 1 SP:Iteration 35Q (6151.039441 sec): 3 clusters Score: Raw -775889.466168 + Penalty 2905.363814 = -772984.102354 nChanged 1 SP:Iteration 36Q (6151.087852 sec): 3 clusters Score: Raw -775889.586308 + Penalty 2905.363814 = -772984.222494 nChanged 0 SP:Iteration 37F (6151.153111 sec): 3 clusters Score: Raw -775889.586308 + Penalty 2905.363814 = -772984.222494 nChanged 0 Trying to split cluster 29 (28352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6151.209030 sec): 2 clusters Score: Raw -3200710.251991 + Penalty 1666.023589 = -3199044.228403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6151.292046 sec): 3 clusters Score: Raw -3183348.639256 + Penalty 3332.047177 = -3180016.592079 nChanged 13010 SP:Iteration 1F (6151.384371 sec): 3 clusters Score: Raw -3190798.202203 + Penalty 3332.047177 = -3187466.155026 nChanged 1623 SP:Iteration 2F (6151.470076 sec): 3 clusters Score: Raw -3191658.144870 + Penalty 3332.047177 = -3188326.097692 nChanged 1721 SP:Iteration 3F (6151.557869 sec): 3 clusters Score: Raw -3192728.069406 + Penalty 3332.047177 = -3189396.022229 nChanged 1855 SP:Iteration 4F (6151.629670 sec): 3 clusters Score: Raw -3194063.725251 + Penalty 3332.047177 = -3190731.678073 nChanged 1973 SP:Iteration 5F (6151.721851 sec): 3 clusters Score: Raw -3195465.167698 + Penalty 3332.047177 = -3192133.120521 nChanged 1830 SP:Iteration 6F (6151.807423 sec): 3 clusters Score: Raw -3196617.067848 + Penalty 3332.047177 = -3193285.020671 nChanged 1510 SP:Iteration 7F (6151.888983 sec): 3 clusters Score: Raw -3197458.925171 + Penalty 3332.047177 = -3194126.877993 nChanged 1193 SP:Iteration 8Q (6151.979704 sec): 3 clusters Score: Raw -3198086.590988 + Penalty 3332.047177 = -3194754.543810 nChanged 982 SP:Iteration 9Q (6152.080176 sec): 3 clusters Score: Raw -3198582.971242 + Penalty 3332.047177 = -3195250.924065 nChanged 836 SP:Iteration 10Q (6152.178249 sec): 3 clusters Score: Raw -3199028.650660 + Penalty 3332.047177 = -3195696.603482 nChanged 763 SP:Iteration 11Q (6152.277522 sec): 3 clusters Score: Raw -3199380.700196 + Penalty 3332.047177 = -3196048.653019 nChanged 608 SP:Iteration 12Q (6152.359328 sec): 3 clusters Score: Raw -3199619.945415 + Penalty 3332.047177 = -3196287.898238 nChanged 523 SP:Iteration 13Q (6152.461939 sec): 3 clusters Score: Raw -3199786.787511 + Penalty 3332.047177 = -3196454.740334 nChanged 410 SP:Iteration 14Q (6152.548344 sec): 3 clusters Score: Raw -3199907.582873 + Penalty 3332.047177 = -3196575.535695 nChanged 355 SP:Iteration 15Q (6152.643936 sec): 3 clusters Score: Raw -3199998.031482 + Penalty 3332.047177 = -3196665.984305 nChanged 286 SP:Iteration 16Q (6152.739628 sec): 3 clusters Score: Raw -3200062.480470 + Penalty 3332.047177 = -3196730.433293 nChanged 256 SP:Iteration 17Q (6152.828746 sec): 3 clusters Score: Raw -3200115.735163 + Penalty 3332.047177 = -3196783.687985 nChanged 199 SP:Iteration 18Q (6152.930984 sec): 3 clusters Score: Raw -3200145.385569 + Penalty 3332.047177 = -3196813.338392 nChanged 168 SP:Iteration 19Q (6153.023796 sec): 3 clusters Score: Raw -3200168.878813 + Penalty 3332.047177 = -3196836.831636 nChanged 131 SP:Iteration 20F (6153.107054 sec): 3 clusters Score: Raw -3200188.128273 + Penalty 3332.047177 = -3196856.081096 nChanged 119 SP:Iteration 21Q (6153.206762 sec): 3 clusters Score: Raw -3200205.127251 + Penalty 3332.047177 = -3196873.080074 nChanged 116 SP:Iteration 22Q (6153.288289 sec): 3 clusters Score: Raw -3200219.570014 + Penalty 3332.047177 = -3196887.522837 nChanged 100 SP:Iteration 23Q (6153.390010 sec): 3 clusters Score: Raw -3200230.663896 + Penalty 3332.047177 = -3196898.616718 nChanged 87 SP:Iteration 24Q (6153.477821 sec): 3 clusters Score: Raw -3200239.085260 + Penalty 3332.047177 = -3196907.038083 nChanged 80 SP:Iteration 25Q (6153.557883 sec): 3 clusters Score: Raw -3200247.257892 + Penalty 3332.047177 = -3196915.210715 nChanged 70 SP:Iteration 26Q (6153.656028 sec): 3 clusters Score: Raw -3200253.316456 + Penalty 3332.047177 = -3196921.269278 nChanged 53 SP:Iteration 27Q (6153.751731 sec): 3 clusters Score: Raw -3200257.217567 + Penalty 3332.047177 = -3196925.170390 nChanged 61 SP:Iteration 28Q (6153.847105 sec): 3 clusters Score: Raw -3200261.638467 + Penalty 3332.047177 = -3196929.591289 nChanged 57 SP:Iteration 29Q (6153.937276 sec): 3 clusters Score: Raw -3200265.799115 + Penalty 3332.047177 = -3196933.751937 nChanged 49 SP:Iteration 30Q (6154.028086 sec): 3 clusters Score: Raw -3200269.978384 + Penalty 3332.047177 = -3196937.931207 nChanged 48 SP:Iteration 31Q (6154.114715 sec): 3 clusters Score: Raw -3200273.247934 + Penalty 3332.047177 = -3196941.200757 nChanged 42 SP:Iteration 32Q (6154.203467 sec): 3 clusters Score: Raw -3200275.742332 + Penalty 3332.047177 = -3196943.695155 nChanged 42 SP:Iteration 33Q (6154.298049 sec): 3 clusters Score: Raw -3200278.092049 + Penalty 3332.047177 = -3196946.044871 nChanged 31 SP:Iteration 34Q (6154.384709 sec): 3 clusters Score: Raw -3200279.675538 + Penalty 3332.047177 = -3196947.628361 nChanged 21 SP:Iteration 35Q (6154.468995 sec): 3 clusters Score: Raw -3200280.767598 + Penalty 3332.047177 = -3196948.720420 nChanged 18 SP:Iteration 36Q (6154.554932 sec): 3 clusters Score: Raw -3200281.655090 + Penalty 3332.047177 = -3196949.607913 nChanged 24 SP:Iteration 37Q (6154.640884 sec): 3 clusters Score: Raw -3200282.772910 + Penalty 3332.047177 = -3196950.725732 nChanged 24 SP:Iteration 38Q (6154.726348 sec): 3 clusters Score: Raw -3200283.895622 + Penalty 3332.047177 = -3196951.848445 nChanged 17 SP:Iteration 39Q (6154.806905 sec): 3 clusters Score: Raw -3200284.787284 + Penalty 3332.047177 = -3196952.740106 nChanged 21 SP:Iteration 40F (6154.894069 sec): 3 clusters Score: Raw -3200285.968418 + Penalty 3332.047177 = -3196953.921241 nChanged 18 SP:Iteration 41Q (6154.985735 sec): 3 clusters Score: Raw -3200286.861811 + Penalty 3332.047177 = -3196954.814633 nChanged 12 SP:Iteration 42Q (6155.066329 sec): 3 clusters Score: Raw -3200287.338159 + Penalty 3332.047177 = -3196955.290982 nChanged 11 SP:Iteration 43Q (6155.156074 sec): 3 clusters Score: Raw -3200287.784244 + Penalty 3332.047177 = -3196955.737067 nChanged 12 SP:Iteration 44Q (6155.247672 sec): 3 clusters Score: Raw -3200288.261050 + Penalty 3332.047177 = -3196956.213873 nChanged 14 SP:Iteration 45Q (6155.325953 sec): 3 clusters Score: Raw -3200288.937079 + Penalty 3332.047177 = -3196956.889901 nChanged 16 SP:Iteration 46Q (6155.413779 sec): 3 clusters Score: Raw -3200289.863022 + Penalty 3332.047177 = -3196957.815844 nChanged 23 SP:Iteration 47Q (6155.501799 sec): 3 clusters Score: Raw -3200291.259165 + Penalty 3332.047177 = -3196959.211988 nChanged 23 SP:Iteration 48Q (6155.589402 sec): 3 clusters Score: Raw -3200292.345337 + Penalty 3332.047177 = -3196960.298160 nChanged 18 SP:Iteration 49Q (6155.686536 sec): 3 clusters Score: Raw -3200293.113446 + Penalty 3332.047177 = -3196961.066268 nChanged 14 SP:Iteration 50Q (6155.765562 sec): 3 clusters Score: Raw -3200293.584389 + Penalty 3332.047177 = -3196961.537211 nChanged 11 SP:Iteration 51Q (6155.850915 sec): 3 clusters Score: Raw -3200294.061321 + Penalty 3332.047177 = -3196962.014144 nChanged 11 SP:Iteration 52Q (6155.940865 sec): 3 clusters Score: Raw -3200294.535296 + Penalty 3332.047177 = -3196962.488118 nChanged 12 SP:Iteration 53Q (6156.028554 sec): 3 clusters Score: Raw -3200294.903078 + Penalty 3332.047177 = -3196962.855901 nChanged 6 SP:Iteration 54Q (6156.121007 sec): 3 clusters Score: Raw -3200295.158138 + Penalty 3332.047177 = -3196963.110961 nChanged 14 SP:Iteration 55Q (6156.212512 sec): 3 clusters Score: Raw -3200295.874176 + Penalty 3332.047177 = -3196963.826999 nChanged 10 SP:Iteration 56Q (6156.316280 sec): 3 clusters Score: Raw -3200296.325273 + Penalty 3332.047177 = -3196964.278095 nChanged 4 SP:Iteration 57Q (6156.413058 sec): 3 clusters Score: Raw -3200296.462179 + Penalty 3332.047177 = -3196964.415002 nChanged 3 SP:Iteration 58Q (6156.509627 sec): 3 clusters Score: Raw -3200296.522235 + Penalty 3332.047177 = -3196964.475057 nChanged 4 SP:Iteration 59Q (6156.597215 sec): 3 clusters Score: Raw -3200296.593786 + Penalty 3332.047177 = -3196964.546608 nChanged 3 SP:Iteration 60F (6156.689031 sec): 3 clusters Score: Raw -3200296.669681 + Penalty 3332.047177 = -3196964.622503 nChanged 4 SP:Iteration 61Q (6156.780537 sec): 3 clusters Score: Raw -3200296.795224 + Penalty 3332.047177 = -3196964.748046 nChanged 5 SP:Iteration 62Q (6156.872412 sec): 3 clusters Score: Raw -3200296.930929 + Penalty 3332.047177 = -3196964.883752 nChanged 3 SP:Iteration 63Q (6156.962373 sec): 3 clusters Score: Raw -3200297.073090 + Penalty 3332.047177 = -3196965.025913 nChanged 3 SP:Iteration 64Q (6157.055353 sec): 3 clusters Score: Raw -3200297.188855 + Penalty 3332.047177 = -3196965.141677 nChanged 2 SP:Iteration 65Q (6157.147712 sec): 3 clusters Score: Raw -3200297.266611 + Penalty 3332.047177 = -3196965.219433 nChanged 1 SP:Iteration 66Q (6157.240664 sec): 3 clusters Score: Raw -3200297.280679 + Penalty 3332.047177 = -3196965.233501 nChanged 2 SP:Iteration 67Q (6157.334473 sec): 3 clusters Score: Raw -3200297.324286 + Penalty 3332.047177 = -3196965.277109 nChanged 0 SP:Iteration 68F (6157.430785 sec): 3 clusters Score: Raw -3200297.324286 + Penalty 3332.047177 = -3196965.277109 nChanged 0 Trying to split cluster 30 (13422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6157.475765 sec): 2 clusters Score: Raw -1434088.888313 + Penalty 1544.505695 = -1432544.382618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6157.547097 sec): 3 clusters Score: Raw -1426320.780377 + Penalty 3089.011390 = -1423231.768987 nChanged 5897 SP:Iteration 1F (6157.618429 sec): 3 clusters Score: Raw -1429457.811729 + Penalty 3089.011390 = -1426368.800339 nChanged 822 SP:Iteration 2F (6157.679629 sec): 3 clusters Score: Raw -1429882.632536 + Penalty 3089.011390 = -1426793.621146 nChanged 782 SP:Iteration 3F (6157.745066 sec): 3 clusters Score: Raw -1430344.639531 + Penalty 3089.011390 = -1427255.628141 nChanged 811 SP:Iteration 4F (6157.817707 sec): 3 clusters Score: Raw -1430839.485248 + Penalty 3089.011390 = -1427750.473858 nChanged 785 SP:Iteration 5F (6157.870045 sec): 3 clusters Score: Raw -1431328.713278 + Penalty 3089.011390 = -1428239.701888 nChanged 807 SP:Iteration 6F (6157.926206 sec): 3 clusters Score: Raw -1431823.757177 + Penalty 3089.011390 = -1428734.745787 nChanged 779 SP:Iteration 7F (6157.995692 sec): 3 clusters Score: Raw -1432228.176764 + Penalty 3089.011390 = -1429139.165374 nChanged 672 SP:Iteration 8F (6158.066921 sec): 3 clusters Score: Raw -1432567.216140 + Penalty 3089.011390 = -1429478.204750 nChanged 614 SP:Iteration 9Q (6158.121517 sec): 3 clusters Score: Raw -1432912.482897 + Penalty 3089.011390 = -1429823.471507 nChanged 597 SP:Iteration 10Q (6158.190746 sec): 3 clusters Score: Raw -1433289.116450 + Penalty 3089.011390 = -1430200.105060 nChanged 524 SP:Iteration 11Q (6158.257967 sec): 3 clusters Score: Raw -1433646.529598 + Penalty 3089.011390 = -1430557.518208 nChanged 436 SP:Iteration 12Q (6158.330338 sec): 3 clusters Score: Raw -1433958.189547 + Penalty 3089.011390 = -1430869.178157 nChanged 405 SP:Iteration 13Q (6158.397171 sec): 3 clusters Score: Raw -1434256.246707 + Penalty 3089.011390 = -1431167.235317 nChanged 328 SP:Iteration 14Q (6158.467023 sec): 3 clusters Score: Raw -1434507.215020 + Penalty 3089.011390 = -1431418.203630 nChanged 261 SP:Iteration 15Q (6158.536058 sec): 3 clusters Score: Raw -1434715.649526 + Penalty 3089.011390 = -1431626.638136 nChanged 204 SP:Iteration 16Q (6158.604071 sec): 3 clusters Score: Raw -1434847.701538 + Penalty 3089.011390 = -1431758.690148 nChanged 162 SP:Iteration 17Q (6158.671046 sec): 3 clusters Score: Raw -1434933.904806 + Penalty 3089.011390 = -1431844.893416 nChanged 106 SP:Iteration 18Q (6158.738743 sec): 3 clusters Score: Raw -1434980.240655 + Penalty 3089.011390 = -1431891.229265 nChanged 83 SP:Iteration 19Q (6158.805593 sec): 3 clusters Score: Raw -1435009.955395 + Penalty 3089.011390 = -1431920.944005 nChanged 75 SP:Iteration 20F (6158.868057 sec): 3 clusters Score: Raw -1435034.209053 + Penalty 3089.011390 = -1431945.197663 nChanged 58 SP:Iteration 21Q (6158.944185 sec): 3 clusters Score: Raw -1435052.551478 + Penalty 3089.011390 = -1431963.540088 nChanged 50 SP:Iteration 22Q (6159.000536 sec): 3 clusters Score: Raw -1435069.698842 + Penalty 3089.011390 = -1431980.687452 nChanged 54 SP:Iteration 23Q (6159.065479 sec): 3 clusters Score: Raw -1435089.390431 + Penalty 3089.011390 = -1432000.379041 nChanged 35 SP:Iteration 24Q (6159.131740 sec): 3 clusters Score: Raw -1435098.339076 + Penalty 3089.011390 = -1432009.327686 nChanged 22 SP:Iteration 25Q (6159.197827 sec): 3 clusters Score: Raw -1435103.930273 + Penalty 3089.011390 = -1432014.918883 nChanged 19 SP:Iteration 26Q (6159.242319 sec): 3 clusters Score: Raw -1435108.944945 + Penalty 3089.011390 = -1432019.933555 nChanged 11 SP:Iteration 27Q (6159.307924 sec): 3 clusters Score: Raw -1435111.464139 + Penalty 3089.011390 = -1432022.452749 nChanged 11 SP:Iteration 28Q (6159.372627 sec): 3 clusters Score: Raw -1435114.409281 + Penalty 3089.011390 = -1432025.397891 nChanged 16 SP:Iteration 29Q (6159.432634 sec): 3 clusters Score: Raw -1435118.677037 + Penalty 3089.011390 = -1432029.665648 nChanged 12 SP:Iteration 30Q (6159.499770 sec): 3 clusters Score: Raw -1435121.362341 + Penalty 3089.011390 = -1432032.350951 nChanged 8 SP:Iteration 31Q (6159.568097 sec): 3 clusters Score: Raw -1435124.446719 + Penalty 3089.011390 = -1432035.435329 nChanged 8 SP:Iteration 32Q (6159.635692 sec): 3 clusters Score: Raw -1435126.167440 + Penalty 3089.011390 = -1432037.156050 nChanged 6 SP:Iteration 33Q (6159.699603 sec): 3 clusters Score: Raw -1435127.191312 + Penalty 3089.011390 = -1432038.179922 nChanged 9 SP:Iteration 34Q (6159.764751 sec): 3 clusters Score: Raw -1435129.519925 + Penalty 3089.011390 = -1432040.508535 nChanged 9 SP:Iteration 35Q (6159.822263 sec): 3 clusters Score: Raw -1435133.058381 + Penalty 3089.011390 = -1432044.046991 nChanged 7 SP:Iteration 36Q (6159.895665 sec): 3 clusters Score: Raw -1435134.870769 + Penalty 3089.011390 = -1432045.859379 nChanged 8 SP:Iteration 37Q (6159.954637 sec): 3 clusters Score: Raw -1435137.371010 + Penalty 3089.011390 = -1432048.359620 nChanged 6 SP:Iteration 38Q (6160.021575 sec): 3 clusters Score: Raw -1435138.888071 + Penalty 3089.011390 = -1432049.876681 nChanged 4 SP:Iteration 39Q (6160.089217 sec): 3 clusters Score: Raw -1435140.369185 + Penalty 3089.011390 = -1432051.357795 nChanged 4 SP:Iteration 40F (6160.168871 sec): 3 clusters Score: Raw -1435141.880892 + Penalty 3089.011390 = -1432052.869502 nChanged 4 SP:Iteration 41Q (6160.236362 sec): 3 clusters Score: Raw -1435143.182405 + Penalty 3089.011390 = -1432054.171015 nChanged 3 SP:Iteration 42Q (6160.294415 sec): 3 clusters Score: Raw -1435143.862689 + Penalty 3089.011390 = -1432054.851299 nChanged 1 SP:Iteration 43Q (6160.370644 sec): 3 clusters Score: Raw -1435143.982721 + Penalty 3089.011390 = -1432054.971331 nChanged 0 SP:Iteration 44F (6160.441813 sec): 3 clusters Score: Raw -1435143.982721 + Penalty 3089.011390 = -1432054.971331 nChanged 0 Iteration 299Q (6167.387600 sec): 32 clusters Score: Raw -82216628.447879 + Penalty 68129.029942 = -82148499.417937 nChanged 1105 Iteration 300F (6181.293087 sec): 32 clusters Score: Raw -82216895.238740 + Penalty 68129.029942 = -82148766.208797 nChanged 817 Iteration 301Q (6187.512091 sec): 32 clusters Score: Raw -82216977.253841 + Penalty 68129.029942 = -82148848.223899 nChanged 441 Iteration 302Q (6193.600293 sec): 32 clusters Score: Raw -82217016.753916 + Penalty 68129.029942 = -82148887.723974 nChanged 325 Iteration 303Q (6199.775788 sec): 32 clusters Score: Raw -82217040.346164 + Penalty 68129.029942 = -82148911.316222 nChanged 226 Iteration 304Q (6205.830108 sec): 32 clusters Score: Raw -82217052.563702 + Penalty 68129.029942 = -82148923.533760 nChanged 168 Iteration 305Q (6212.161221 sec): 32 clusters Score: Raw -82217061.618960 + Penalty 68129.029942 = -82148932.589018 nChanged 133 Iteration 306Q (6218.355355 sec): 32 clusters Score: Raw -82217068.772257 + Penalty 68129.029942 = -82148939.742314 nChanged 109 Iteration 307Q (6224.740929 sec): 32 clusters Score: Raw -82217073.727904 + Penalty 68129.029942 = -82148944.697962 nChanged 86 Iteration 308Q (6231.075298 sec): 32 clusters Score: Raw -82217077.291929 + Penalty 68129.029942 = -82148948.261987 nChanged 78 Iteration 309Q (6237.525211 sec): 32 clusters Score: Raw -82217081.223832 + Penalty 68129.029942 = -82148952.193890 nChanged 63 Iteration 310Q (6243.725655 sec): 32 clusters Score: Raw -82217083.803519 + Penalty 68129.029942 = -82148954.773577 nChanged 46 Iteration 311Q (6250.151934 sec): 32 clusters Score: Raw -82217085.576929 + Penalty 68129.029942 = -82148956.546987 nChanged 26 Iteration 312Q (6256.456249 sec): 32 clusters Score: Raw -82217086.572016 + Penalty 68129.029942 = -82148957.542074 nChanged 37 Iteration 313Q (6262.722330 sec): 32 clusters Score: Raw -82217087.956166 + Penalty 68129.029942 = -82148958.926224 nChanged 40 Iteration 314Q (6269.049827 sec): 32 clusters Score: Raw -82217089.489467 + Penalty 68129.029942 = -82148960.459525 nChanged 32 Iteration 315Q (6275.357028 sec): 32 clusters Score: Raw -82217090.431566 + Penalty 68129.029942 = -82148961.401624 nChanged 20 Iteration 316Q (6281.661936 sec): 32 clusters Score: Raw -82217091.305981 + Penalty 68129.029942 = -82148962.276039 nChanged 21 Iteration 317Q (6287.747614 sec): 32 clusters Score: Raw -82217091.844088 + Penalty 68129.029942 = -82148962.814146 nChanged 21 Iteration 318Q (6294.093726 sec): 32 clusters Score: Raw -82217092.805723 + Penalty 68129.029942 = -82148963.775781 nChanged 27 Iteration 319Q (6300.284487 sec): 32 clusters Score: Raw -82217093.478570 + Penalty 68129.029942 = -82148964.448628 nChanged 21 Iteration 320F (6314.099302 sec): 32 clusters Score: Raw -82217093.928660 + Penalty 68129.029942 = -82148964.898718 nChanged 23 Iteration 321Q (6320.252192 sec): 32 clusters Score: Raw -82217094.406116 + Penalty 68129.029942 = -82148965.376174 nChanged 20 Iteration 322Q (6326.431793 sec): 32 clusters Score: Raw -82217095.156791 + Penalty 68129.029942 = -82148966.126849 nChanged 18 Iteration 323Q (6332.554540 sec): 32 clusters Score: Raw -82217095.771612 + Penalty 68129.029942 = -82148966.741670 nChanged 15 Iteration 324Q (6338.792463 sec): 32 clusters Score: Raw -82217095.982984 + Penalty 68129.029942 = -82148966.953041 nChanged 17 Iteration 325Q (6345.069742 sec): 32 clusters Score: Raw -82217096.305868 + Penalty 68129.029942 = -82148967.275926 nChanged 14 Iteration 326Q (6351.351566 sec): 32 clusters Score: Raw -82217096.500589 + Penalty 68129.029942 = -82148967.470647 nChanged 11 Iteration 327Q (6357.496213 sec): 32 clusters Score: Raw -82217096.601768 + Penalty 68129.029942 = -82148967.571826 nChanged 11 Iteration 328Q (6363.545283 sec): 32 clusters Score: Raw -82217096.734058 + Penalty 68129.029942 = -82148967.704116 nChanged 10 Iteration 329Q (6369.662625 sec): 32 clusters Score: Raw -82217096.837850 + Penalty 68129.029942 = -82148967.807908 nChanged 12 Iteration 330Q (6375.432620 sec): 32 clusters Score: Raw -82217096.980252 + Penalty 68129.029942 = -82148967.950309 nChanged 9 Iteration 331Q (6381.631751 sec): 32 clusters Score: Raw -82217097.070542 + Penalty 68129.029942 = -82148968.040600 nChanged 11 Iteration 332Q (6387.397208 sec): 32 clusters Score: Raw -82217097.189268 + Penalty 68129.029942 = -82148968.159326 nChanged 8 Iteration 333Q (6393.698081 sec): 32 clusters Score: Raw -82217097.259992 + Penalty 68129.029942 = -82148968.230050 nChanged 5 Iteration 334Q (6399.749686 sec): 32 clusters Score: Raw -82217097.280803 + Penalty 68129.029942 = -82148968.250861 nChanged 2 Iteration 335Q (6406.106837 sec): 32 clusters Score: Raw -82217097.287716 + Penalty 68129.029942 = -82148968.257774 nChanged 3 Iteration 336Q (6412.450956 sec): 32 clusters Score: Raw -82217097.312413 + Penalty 68129.029942 = -82148968.282471 nChanged 1 Iteration 337Q (6418.716895 sec): 32 clusters Score: Raw -82217097.325658 + Penalty 68129.029942 = -82148968.295715 nChanged 2 Iteration 338Q (6424.772622 sec): 32 clusters Score: Raw -82217097.410106 + Penalty 68129.029942 = -82148968.380163 nChanged 1 Writing temp clu file Because OldScore, -82148968.295715, is greater than current (better) Score,-82148968.380163 Compute initial score before splitting: Score: Raw -82217097.410106 + Penalty 68129.029942 = -82148968.380163 Trying to split cluster 1 (5477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6425.003078 sec): 2 clusters Score: Raw -601961.159066 + Penalty 1398.850828 = -600562.308239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6425.059952 sec): 3 clusters Score: Raw -599116.903286 + Penalty 2797.701655 = -596319.201631 nChanged 2195 SP:Iteration 1F (6425.103135 sec): 3 clusters Score: Raw -600338.131915 + Penalty 2797.701655 = -597540.430260 nChanged 373 SP:Iteration 2F (6425.169925 sec): 3 clusters Score: Raw -600516.736120 + Penalty 2797.701655 = -597719.034465 nChanged 263 SP:Iteration 3Q (6425.197948 sec): 3 clusters Score: Raw -600635.395440 + Penalty 2797.701655 = -597837.693785 nChanged 237 SP:Iteration 4Q (6425.220207 sec): 3 clusters Score: Raw -600731.012967 + Penalty 2797.701655 = -597933.311312 nChanged 182 SP:Iteration 5Q (6425.276222 sec): 3 clusters Score: Raw -600802.623636 + Penalty 2797.701655 = -598004.921981 nChanged 172 SP:Iteration 6Q (6425.333272 sec): 3 clusters Score: Raw -600878.502566 + Penalty 2797.701655 = -598080.800911 nChanged 177 SP:Iteration 7Q (6425.379675 sec): 3 clusters Score: Raw -600956.855302 + Penalty 2797.701655 = -598159.153647 nChanged 157 SP:Iteration 8Q (6425.427229 sec): 3 clusters Score: Raw -601029.458122 + Penalty 2797.701655 = -598231.756467 nChanged 155 SP:Iteration 9Q (6425.481886 sec): 3 clusters Score: Raw -601099.879632 + Penalty 2797.701655 = -598302.177977 nChanged 161 SP:Iteration 10Q (6425.540399 sec): 3 clusters Score: Raw -601172.883340 + Penalty 2797.701655 = -598375.181684 nChanged 171 SP:Iteration 11Q (6425.584649 sec): 3 clusters Score: Raw -601267.891668 + Penalty 2797.701655 = -598470.190013 nChanged 204 SP:Iteration 12Q (6425.636479 sec): 3 clusters Score: Raw -601389.803137 + Penalty 2797.701655 = -598592.101482 nChanged 194 SP:Iteration 13Q (6425.693265 sec): 3 clusters Score: Raw -601516.535967 + Penalty 2797.701655 = -598718.834312 nChanged 196 SP:Iteration 14Q (6425.758103 sec): 3 clusters Score: Raw -601655.170330 + Penalty 2797.701655 = -598857.468675 nChanged 185 SP:Iteration 15Q (6425.803024 sec): 3 clusters Score: Raw -601777.373333 + Penalty 2797.701655 = -598979.671678 nChanged 148 SP:Iteration 16Q (6425.861670 sec): 3 clusters Score: Raw -601867.803038 + Penalty 2797.701655 = -599070.101383 nChanged 120 SP:Iteration 17Q (6425.913572 sec): 3 clusters Score: Raw -601946.720353 + Penalty 2797.701655 = -599149.018698 nChanged 110 SP:Iteration 18Q (6425.958804 sec): 3 clusters Score: Raw -602016.569498 + Penalty 2797.701655 = -599218.867843 nChanged 86 SP:Iteration 19Q (6426.024124 sec): 3 clusters Score: Raw -602070.636667 + Penalty 2797.701655 = -599272.935012 nChanged 73 SP:Iteration 20F (6426.077170 sec): 3 clusters Score: Raw -602120.007236 + Penalty 2797.701655 = -599322.305581 nChanged 60 SP:Iteration 21Q (6426.133612 sec): 3 clusters Score: Raw -602160.023929 + Penalty 2797.701655 = -599362.322274 nChanged 53 SP:Iteration 22Q (6426.186450 sec): 3 clusters Score: Raw -602192.696758 + Penalty 2797.701655 = -599394.995103 nChanged 35 SP:Iteration 23Q (6426.242870 sec): 3 clusters Score: Raw -602216.318515 + Penalty 2797.701655 = -599418.616860 nChanged 22 SP:Iteration 24Q (6426.288709 sec): 3 clusters Score: Raw -602229.706557 + Penalty 2797.701655 = -599432.004902 nChanged 18 SP:Iteration 25Q (6426.354167 sec): 3 clusters Score: Raw -602242.521385 + Penalty 2797.701655 = -599444.819730 nChanged 12 SP:Iteration 26Q (6426.398583 sec): 3 clusters Score: Raw -602249.140437 + Penalty 2797.701655 = -599451.438782 nChanged 7 SP:Iteration 27Q (6426.452844 sec): 3 clusters Score: Raw -602254.649799 + Penalty 2797.701655 = -599456.948144 nChanged 7 SP:Iteration 28Q (6426.515827 sec): 3 clusters Score: Raw -602259.683915 + Penalty 2797.701655 = -599461.982260 nChanged 4 SP:Iteration 29Q (6426.561125 sec): 3 clusters Score: Raw -602261.794250 + Penalty 2797.701655 = -599464.092595 nChanged 6 SP:Iteration 30Q (6426.616893 sec): 3 clusters Score: Raw -602266.108598 + Penalty 2797.701655 = -599468.406943 nChanged 6 SP:Iteration 31Q (6426.667612 sec): 3 clusters Score: Raw -602268.809062 + Penalty 2797.701655 = -599471.107407 nChanged 6 SP:Iteration 32Q (6426.716950 sec): 3 clusters Score: Raw -602272.111266 + Penalty 2797.701655 = -599474.409611 nChanged 4 SP:Iteration 33Q (6426.769698 sec): 3 clusters Score: Raw -602274.258558 + Penalty 2797.701655 = -599476.556903 nChanged 5 SP:Iteration 34Q (6426.826284 sec): 3 clusters Score: Raw -602276.603608 + Penalty 2797.701655 = -599478.901953 nChanged 4 SP:Iteration 35Q (6426.893961 sec): 3 clusters Score: Raw -602278.650466 + Penalty 2797.701655 = -599480.948811 nChanged 2 SP:Iteration 36Q (6426.931725 sec): 3 clusters Score: Raw -602279.392921 + Penalty 2797.701655 = -599481.691266 nChanged 1 SP:Iteration 37Q (6426.988083 sec): 3 clusters Score: Raw -602279.881551 + Penalty 2797.701655 = -599482.179896 nChanged 3 SP:Iteration 38Q (6427.044959 sec): 3 clusters Score: Raw -602281.931878 + Penalty 2797.701655 = -599484.230223 nChanged 3 SP:Iteration 39Q (6427.103227 sec): 3 clusters Score: Raw -602283.037545 + Penalty 2797.701655 = -599485.335889 nChanged 1 SP:Iteration 40F (6427.158766 sec): 3 clusters Score: Raw -602283.550427 + Penalty 2797.701655 = -599485.848772 nChanged 3 SP:Iteration 41Q (6427.213387 sec): 3 clusters Score: Raw -602284.988433 + Penalty 2797.701655 = -599487.286778 nChanged 1 SP:Iteration 42Q (6427.269325 sec): 3 clusters Score: Raw -602285.158281 + Penalty 2797.701655 = -599487.456626 nChanged 0 SP:Iteration 43F (6427.334026 sec): 3 clusters Score: Raw -602285.158281 + Penalty 2797.701655 = -599487.456626 nChanged 0 Trying to split cluster 2 (6015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6427.351300 sec): 2 clusters Score: Raw -669490.232826 + Penalty 1414.076890 = -668076.155937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6427.412005 sec): 3 clusters Score: Raw -666306.260045 + Penalty 2828.153779 = -663478.106266 nChanged 2470 SP:Iteration 1F (6427.468188 sec): 3 clusters Score: Raw -667698.482892 + Penalty 2828.153779 = -664870.329113 nChanged 457 SP:Iteration 2F (6427.535952 sec): 3 clusters Score: Raw -667982.850566 + Penalty 2828.153779 = -665154.696786 nChanged 396 SP:Iteration 3F (6427.572776 sec): 3 clusters Score: Raw -668263.104643 + Penalty 2828.153779 = -665434.950864 nChanged 346 SP:Iteration 4F (6427.630102 sec): 3 clusters Score: Raw -668501.329642 + Penalty 2828.153779 = -665673.175862 nChanged 292 SP:Iteration 5Q (6427.687025 sec): 3 clusters Score: Raw -668704.047412 + Penalty 2828.153779 = -665875.893633 nChanged 268 SP:Iteration 6Q (6427.755640 sec): 3 clusters Score: Raw -668884.662343 + Penalty 2828.153779 = -666056.508564 nChanged 237 SP:Iteration 7Q (6427.791835 sec): 3 clusters Score: Raw -669036.941909 + Penalty 2828.153779 = -666208.788130 nChanged 208 SP:Iteration 8Q (6427.849404 sec): 3 clusters Score: Raw -669174.987572 + Penalty 2828.153779 = -666346.833793 nChanged 181 SP:Iteration 9Q (6427.904214 sec): 3 clusters Score: Raw -669298.255133 + Penalty 2828.153779 = -666470.101353 nChanged 154 SP:Iteration 10Q (6427.955813 sec): 3 clusters Score: Raw -669425.042367 + Penalty 2828.153779 = -666596.888588 nChanged 142 SP:Iteration 11Q (6428.013189 sec): 3 clusters Score: Raw -669578.896259 + Penalty 2828.153779 = -666750.742480 nChanged 133 SP:Iteration 12Q (6428.070740 sec): 3 clusters Score: Raw -669707.811407 + Penalty 2828.153779 = -666879.657628 nChanged 112 SP:Iteration 13Q (6428.116833 sec): 3 clusters Score: Raw -669775.689938 + Penalty 2828.153779 = -666947.536159 nChanged 77 SP:Iteration 14Q (6428.173697 sec): 3 clusters Score: Raw -669815.793358 + Penalty 2828.153779 = -666987.639579 nChanged 70 SP:Iteration 15Q (6428.230387 sec): 3 clusters Score: Raw -669854.644786 + Penalty 2828.153779 = -667026.491007 nChanged 54 SP:Iteration 16Q (6428.286895 sec): 3 clusters Score: Raw -669887.749260 + Penalty 2828.153779 = -667059.595480 nChanged 59 SP:Iteration 17Q (6428.341343 sec): 3 clusters Score: Raw -669927.666112 + Penalty 2828.153779 = -667099.512333 nChanged 47 SP:Iteration 18Q (6428.410202 sec): 3 clusters Score: Raw -669956.377793 + Penalty 2828.153779 = -667128.224013 nChanged 46 SP:Iteration 19Q (6428.455535 sec): 3 clusters Score: Raw -669981.278798 + Penalty 2828.153779 = -667153.125019 nChanged 44 SP:Iteration 20F (6428.506792 sec): 3 clusters Score: Raw -669998.294235 + Penalty 2828.153779 = -667170.140456 nChanged 34 SP:Iteration 21Q (6428.555885 sec): 3 clusters Score: Raw -670018.865353 + Penalty 2828.153779 = -667190.711574 nChanged 39 SP:Iteration 22Q (6428.613459 sec): 3 clusters Score: Raw -670040.579819 + Penalty 2828.153779 = -667212.426040 nChanged 36 SP:Iteration 23Q (6428.666605 sec): 3 clusters Score: Raw -670057.172854 + Penalty 2828.153779 = -667229.019075 nChanged 31 SP:Iteration 24Q (6428.715161 sec): 3 clusters Score: Raw -670069.320392 + Penalty 2828.153779 = -667241.166613 nChanged 34 SP:Iteration 25Q (6428.778835 sec): 3 clusters Score: Raw -670087.468321 + Penalty 2828.153779 = -667259.314542 nChanged 27 SP:Iteration 26Q (6428.837484 sec): 3 clusters Score: Raw -670099.248833 + Penalty 2828.153779 = -667271.095053 nChanged 26 SP:Iteration 27Q (6428.892252 sec): 3 clusters Score: Raw -670108.808226 + Penalty 2828.153779 = -667280.654446 nChanged 12 SP:Iteration 28Q (6428.949204 sec): 3 clusters Score: Raw -670113.523428 + Penalty 2828.153779 = -667285.369649 nChanged 14 SP:Iteration 29Q (6429.001909 sec): 3 clusters Score: Raw -670118.648551 + Penalty 2828.153779 = -667290.494772 nChanged 17 SP:Iteration 30Q (6429.044177 sec): 3 clusters Score: Raw -670125.315126 + Penalty 2828.153779 = -667297.161347 nChanged 23 SP:Iteration 31Q (6429.098796 sec): 3 clusters Score: Raw -670133.863191 + Penalty 2828.153779 = -667305.709411 nChanged 17 SP:Iteration 32Q (6429.167716 sec): 3 clusters Score: Raw -670139.500001 + Penalty 2828.153779 = -667311.346222 nChanged 18 SP:Iteration 33Q (6429.216691 sec): 3 clusters Score: Raw -670144.837313 + Penalty 2828.153779 = -667316.683534 nChanged 8 SP:Iteration 34Q (6429.275115 sec): 3 clusters Score: Raw -670147.268984 + Penalty 2828.153779 = -667319.115205 nChanged 9 SP:Iteration 35Q (6429.328673 sec): 3 clusters Score: Raw -670149.479299 + Penalty 2828.153779 = -667321.325520 nChanged 8 SP:Iteration 36Q (6429.386299 sec): 3 clusters Score: Raw -670150.938609 + Penalty 2828.153779 = -667322.784830 nChanged 2 SP:Iteration 37Q (6429.438670 sec): 3 clusters Score: Raw -670151.483248 + Penalty 2828.153779 = -667323.329469 nChanged 3 SP:Iteration 38Q (6429.488341 sec): 3 clusters Score: Raw -670151.892210 + Penalty 2828.153779 = -667323.738431 nChanged 4 SP:Iteration 39Q (6429.544039 sec): 3 clusters Score: Raw -670152.590834 + Penalty 2828.153779 = -667324.437055 nChanged 1 SP:Iteration 40F (6429.602648 sec): 3 clusters Score: Raw -670152.842910 + Penalty 2828.153779 = -667324.689131 nChanged 1 SP:Iteration 41Q (6429.667850 sec): 3 clusters Score: Raw -670152.937716 + Penalty 2828.153779 = -667324.783937 nChanged 1 SP:Iteration 42Q (6429.714669 sec): 3 clusters Score: Raw -670153.215594 + Penalty 2828.153779 = -667325.061815 nChanged 5 SP:Iteration 43Q (6429.761360 sec): 3 clusters Score: Raw -670154.429186 + Penalty 2828.153779 = -667326.275407 nChanged 4 SP:Iteration 44Q (6429.817527 sec): 3 clusters Score: Raw -670154.920879 + Penalty 2828.153779 = -667326.767100 nChanged 5 SP:Iteration 45Q (6429.868931 sec): 3 clusters Score: Raw -670156.085538 + Penalty 2828.153779 = -667327.931759 nChanged 3 SP:Iteration 46Q (6429.918952 sec): 3 clusters Score: Raw -670156.386447 + Penalty 2828.153779 = -667328.232668 nChanged 4 SP:Iteration 47Q (6429.968305 sec): 3 clusters Score: Raw -670157.213385 + Penalty 2828.153779 = -667329.059606 nChanged 5 SP:Iteration 48Q (6430.011806 sec): 3 clusters Score: Raw -670158.558959 + Penalty 2828.153779 = -667330.405180 nChanged 2 SP:Iteration 49Q (6430.059187 sec): 3 clusters Score: Raw -670158.875749 + Penalty 2828.153779 = -667330.721969 nChanged 7 SP:Iteration 50Q (6430.116128 sec): 3 clusters Score: Raw -670160.676998 + Penalty 2828.153779 = -667332.523219 nChanged 5 SP:Iteration 51Q (6430.154424 sec): 3 clusters Score: Raw -670162.006439 + Penalty 2828.153779 = -667333.852660 nChanged 5 SP:Iteration 52Q (6430.217407 sec): 3 clusters Score: Raw -670164.151690 + Penalty 2828.153779 = -667335.997911 nChanged 6 SP:Iteration 53Q (6430.273516 sec): 3 clusters Score: Raw -670166.611082 + Penalty 2828.153779 = -667338.457303 nChanged 7 SP:Iteration 54Q (6430.319771 sec): 3 clusters Score: Raw -670170.086598 + Penalty 2828.153779 = -667341.932819 nChanged 10 SP:Iteration 55Q (6430.371110 sec): 3 clusters Score: Raw -670174.318576 + Penalty 2828.153779 = -667346.164797 nChanged 12 SP:Iteration 56Q (6430.420577 sec): 3 clusters Score: Raw -670177.386742 + Penalty 2828.153779 = -667349.232963 nChanged 9 SP:Iteration 57Q (6430.473687 sec): 3 clusters Score: Raw -670180.914793 + Penalty 2828.153779 = -667352.761014 nChanged 9 SP:Iteration 58Q (6430.533257 sec): 3 clusters Score: Raw -670183.761323 + Penalty 2828.153779 = -667355.607544 nChanged 13 SP:Iteration 59Q (6430.548349 sec): 3 clusters Score: Raw -670188.747950 + Penalty 2828.153779 = -667360.594171 nChanged 24 SP:Iteration 60F (6430.570328 sec): 3 clusters Score: Raw -670199.838884 + Penalty 2828.153779 = -667371.685105 nChanged 30 SP:Iteration 61Q (6430.635539 sec): 3 clusters Score: Raw -670212.678716 + Penalty 2828.153779 = -667384.524936 nChanged 24 SP:Iteration 62Q (6430.676938 sec): 3 clusters Score: Raw -670221.708500 + Penalty 2828.153779 = -667393.554721 nChanged 21 SP:Iteration 63Q (6430.727306 sec): 3 clusters Score: Raw -670230.171799 + Penalty 2828.153779 = -667402.018020 nChanged 24 SP:Iteration 64Q (6430.776778 sec): 3 clusters Score: Raw -670237.210833 + Penalty 2828.153779 = -667409.057053 nChanged 21 SP:Iteration 65Q (6430.828236 sec): 3 clusters Score: Raw -670244.414509 + Penalty 2828.153779 = -667416.260729 nChanged 21 SP:Iteration 66Q (6430.879580 sec): 3 clusters Score: Raw -670252.673248 + Penalty 2828.153779 = -667424.519469 nChanged 17 SP:Iteration 67Q (6430.940306 sec): 3 clusters Score: Raw -670259.607229 + Penalty 2828.153779 = -667431.453450 nChanged 18 SP:Iteration 68Q (6430.995027 sec): 3 clusters Score: Raw -670264.136061 + Penalty 2828.153779 = -667435.982282 nChanged 14 SP:Iteration 69Q (6431.040898 sec): 3 clusters Score: Raw -670267.368839 + Penalty 2828.153779 = -667439.215060 nChanged 8 SP:Iteration 70Q (6431.095356 sec): 3 clusters Score: Raw -670268.532696 + Penalty 2828.153779 = -667440.378917 nChanged 4 SP:Iteration 71Q (6431.151728 sec): 3 clusters Score: Raw -670269.525500 + Penalty 2828.153779 = -667441.371721 nChanged 5 SP:Iteration 72Q (6431.199812 sec): 3 clusters Score: Raw -670270.675276 + Penalty 2828.153779 = -667442.521497 nChanged 7 SP:Iteration 73Q (6431.252170 sec): 3 clusters Score: Raw -670272.682865 + Penalty 2828.153779 = -667444.529086 nChanged 13 SP:Iteration 74Q (6431.303350 sec): 3 clusters Score: Raw -670277.145939 + Penalty 2828.153779 = -667448.992160 nChanged 12 SP:Iteration 75Q (6431.355786 sec): 3 clusters Score: Raw -670280.417283 + Penalty 2828.153779 = -667452.263504 nChanged 13 SP:Iteration 76Q (6431.409009 sec): 3 clusters Score: Raw -670283.839006 + Penalty 2828.153779 = -667455.685227 nChanged 12 SP:Iteration 77Q (6431.461225 sec): 3 clusters Score: Raw -670286.051447 + Penalty 2828.153779 = -667457.897668 nChanged 8 SP:Iteration 78Q (6431.524632 sec): 3 clusters Score: Raw -670288.151023 + Penalty 2828.153779 = -667459.997244 nChanged 9 SP:Iteration 79Q (6431.568207 sec): 3 clusters Score: Raw -670290.489194 + Penalty 2828.153779 = -667462.335414 nChanged 13 SP:Iteration 80F (6431.631112 sec): 3 clusters Score: Raw -670294.167180 + Penalty 2828.153779 = -667466.013400 nChanged 12 SP:Iteration 81Q (6431.674752 sec): 3 clusters Score: Raw -670298.002019 + Penalty 2828.153779 = -667469.848240 nChanged 18 SP:Iteration 82Q (6431.727431 sec): 3 clusters Score: Raw -670306.259171 + Penalty 2828.153779 = -667478.105392 nChanged 23 SP:Iteration 83Q (6431.778997 sec): 3 clusters Score: Raw -670316.175230 + Penalty 2828.153779 = -667488.021451 nChanged 28 SP:Iteration 84Q (6431.831450 sec): 3 clusters Score: Raw -670327.483864 + Penalty 2828.153779 = -667499.330085 nChanged 27 SP:Iteration 85Q (6431.887787 sec): 3 clusters Score: Raw -670338.552377 + Penalty 2828.153779 = -667510.398597 nChanged 27 SP:Iteration 86Q (6431.943924 sec): 3 clusters Score: Raw -670348.046415 + Penalty 2828.153779 = -667519.892636 nChanged 25 SP:Iteration 87Q (6431.996411 sec): 3 clusters Score: Raw -670356.157270 + Penalty 2828.153779 = -667528.003491 nChanged 32 SP:Iteration 88Q (6432.053296 sec): 3 clusters Score: Raw -670370.198437 + Penalty 2828.153779 = -667542.044657 nChanged 38 SP:Iteration 89Q (6432.109247 sec): 3 clusters Score: Raw -670386.853289 + Penalty 2828.153779 = -667558.699510 nChanged 42 SP:Iteration 90Q (6432.163619 sec): 3 clusters Score: Raw -670407.456736 + Penalty 2828.153779 = -667579.302957 nChanged 43 SP:Iteration 91Q (6432.214918 sec): 3 clusters Score: Raw -670424.524926 + Penalty 2828.153779 = -667596.371147 nChanged 44 SP:Iteration 92Q (6432.271378 sec): 3 clusters Score: Raw -670440.883399 + Penalty 2828.153779 = -667612.729620 nChanged 39 SP:Iteration 93Q (6432.316212 sec): 3 clusters Score: Raw -670453.962230 + Penalty 2828.153779 = -667625.808451 nChanged 34 SP:Iteration 94Q (6432.367952 sec): 3 clusters Score: Raw -670466.741453 + Penalty 2828.153779 = -667638.587674 nChanged 32 SP:Iteration 95Q (6432.424013 sec): 3 clusters Score: Raw -670481.365502 + Penalty 2828.153779 = -667653.211723 nChanged 40 SP:Iteration 96Q (6432.469279 sec): 3 clusters Score: Raw -670500.694642 + Penalty 2828.153779 = -667672.540863 nChanged 42 SP:Iteration 97Q (6432.520943 sec): 3 clusters Score: Raw -670523.579766 + Penalty 2828.153779 = -667695.425987 nChanged 53 SP:Iteration 98Q (6432.577130 sec): 3 clusters Score: Raw -670555.322784 + Penalty 2828.153779 = -667727.169004 nChanged 56 SP:Iteration 99Q (6432.622282 sec): 3 clusters Score: Raw -670594.154890 + Penalty 2828.153779 = -667766.001111 nChanged 62 SP:Iteration 100F (6432.680510 sec): 3 clusters Score: Raw -670641.935511 + Penalty 2828.153779 = -667813.781732 nChanged 65 SP:Iteration 101Q (6432.736334 sec): 3 clusters Score: Raw -670686.512491 + Penalty 2828.153779 = -667858.358712 nChanged 59 SP:Iteration 102Q (6432.792312 sec): 3 clusters Score: Raw -670725.180577 + Penalty 2828.153779 = -667897.026798 nChanged 57 SP:Iteration 103Q (6432.848806 sec): 3 clusters Score: Raw -670752.052560 + Penalty 2828.153779 = -667923.898781 nChanged 47 SP:Iteration 104Q (6432.905960 sec): 3 clusters Score: Raw -670768.437796 + Penalty 2828.153779 = -667940.284017 nChanged 34 SP:Iteration 105Q (6432.961843 sec): 3 clusters Score: Raw -670779.869251 + Penalty 2828.153779 = -667951.715471 nChanged 27 SP:Iteration 106Q (6433.009296 sec): 3 clusters Score: Raw -670788.311708 + Penalty 2828.153779 = -667960.157929 nChanged 25 SP:Iteration 107Q (6433.060160 sec): 3 clusters Score: Raw -670797.588550 + Penalty 2828.153779 = -667969.434771 nChanged 21 SP:Iteration 108Q (6433.112217 sec): 3 clusters Score: Raw -670804.492609 + Penalty 2828.153779 = -667976.338830 nChanged 21 SP:Iteration 109Q (6433.175747 sec): 3 clusters Score: Raw -670810.211568 + Penalty 2828.153779 = -667982.057789 nChanged 17 SP:Iteration 110Q (6433.226675 sec): 3 clusters Score: Raw -670814.834817 + Penalty 2828.153779 = -667986.681038 nChanged 14 SP:Iteration 111Q (6433.272762 sec): 3 clusters Score: Raw -670819.512729 + Penalty 2828.153779 = -667991.358950 nChanged 17 SP:Iteration 112Q (6433.335573 sec): 3 clusters Score: Raw -670823.852844 + Penalty 2828.153779 = -667995.699065 nChanged 17 SP:Iteration 113Q (6433.387515 sec): 3 clusters Score: Raw -670827.230644 + Penalty 2828.153779 = -667999.076865 nChanged 11 SP:Iteration 114Q (6433.430360 sec): 3 clusters Score: Raw -670829.535255 + Penalty 2828.153779 = -668001.381476 nChanged 12 SP:Iteration 115Q (6433.481011 sec): 3 clusters Score: Raw -670832.092983 + Penalty 2828.153779 = -668003.939204 nChanged 12 SP:Iteration 116Q (6433.536199 sec): 3 clusters Score: Raw -670834.053512 + Penalty 2828.153779 = -668005.899733 nChanged 3 SP:Iteration 117Q (6433.585680 sec): 3 clusters Score: Raw -670834.930661 + Penalty 2828.153779 = -668006.776881 nChanged 2 SP:Iteration 118Q (6433.637603 sec): 3 clusters Score: Raw -670835.293475 + Penalty 2828.153779 = -668007.139696 nChanged 1 SP:Iteration 119Q (6433.697199 sec): 3 clusters Score: Raw -670835.340572 + Penalty 2828.153779 = -668007.186793 nChanged 1 SP:Iteration 120F (6433.756921 sec): 3 clusters Score: Raw -670835.389306 + Penalty 2828.153779 = -668007.235527 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6433.784034 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6433.833044 sec): 3 clusters Score: Raw -215922.207117 + Penalty 2436.952658 = -213485.254459 nChanged 632 SP:Iteration 1F (6433.872695 sec): 3 clusters Score: Raw -216372.893215 + Penalty 2436.952658 = -213935.940557 nChanged 146 SP:Iteration 2F (6433.935171 sec): 3 clusters Score: Raw -216491.030221 + Penalty 2436.952658 = -214054.077563 nChanged 103 SP:Iteration 3F (6433.974563 sec): 3 clusters Score: Raw -216573.528536 + Penalty 2436.952658 = -214136.575878 nChanged 82 SP:Iteration 4Q (6434.010623 sec): 3 clusters Score: Raw -216641.664038 + Penalty 2436.952658 = -214204.711380 nChanged 72 SP:Iteration 5Q (6434.062018 sec): 3 clusters Score: Raw -216709.841123 + Penalty 2436.952658 = -214272.888465 nChanged 87 SP:Iteration 6Q (6434.104070 sec): 3 clusters Score: Raw -216812.308956 + Penalty 2436.952658 = -214375.356298 nChanged 71 SP:Iteration 7Q (6434.149948 sec): 3 clusters Score: Raw -216886.487476 + Penalty 2436.952658 = -214449.534818 nChanged 55 SP:Iteration 8Q (6434.192865 sec): 3 clusters Score: Raw -216934.413685 + Penalty 2436.952658 = -214497.461027 nChanged 43 SP:Iteration 9Q (6434.239385 sec): 3 clusters Score: Raw -216980.939188 + Penalty 2436.952658 = -214543.986530 nChanged 32 SP:Iteration 10Q (6434.270119 sec): 3 clusters Score: Raw -217015.080431 + Penalty 2436.952658 = -214578.127773 nChanged 31 SP:Iteration 11Q (6434.320842 sec): 3 clusters Score: Raw -217041.844298 + Penalty 2436.952658 = -214604.891640 nChanged 21 SP:Iteration 12Q (6434.364964 sec): 3 clusters Score: Raw -217057.738447 + Penalty 2436.952658 = -214620.785789 nChanged 14 SP:Iteration 13Q (6434.408915 sec): 3 clusters Score: Raw -217066.674419 + Penalty 2436.952658 = -214629.721761 nChanged 16 SP:Iteration 14Q (6434.454343 sec): 3 clusters Score: Raw -217076.769537 + Penalty 2436.952658 = -214639.816879 nChanged 12 SP:Iteration 15Q (6434.511693 sec): 3 clusters Score: Raw -217085.349261 + Penalty 2436.952658 = -214648.396603 nChanged 12 SP:Iteration 16Q (6434.557221 sec): 3 clusters Score: Raw -217094.365192 + Penalty 2436.952658 = -214657.412534 nChanged 15 SP:Iteration 17Q (6434.604514 sec): 3 clusters Score: Raw -217106.105313 + Penalty 2436.952658 = -214669.152655 nChanged 17 SP:Iteration 18Q (6434.655147 sec): 3 clusters Score: Raw -217121.888554 + Penalty 2436.952658 = -214684.935896 nChanged 17 SP:Iteration 19Q (6434.703356 sec): 3 clusters Score: Raw -217133.848265 + Penalty 2436.952658 = -214696.895607 nChanged 13 SP:Iteration 20F (6434.754925 sec): 3 clusters Score: Raw -217142.049783 + Penalty 2436.952658 = -214705.097125 nChanged 7 SP:Iteration 21Q (6434.805236 sec): 3 clusters Score: Raw -217148.635552 + Penalty 2436.952658 = -214711.682894 nChanged 10 SP:Iteration 22Q (6434.842832 sec): 3 clusters Score: Raw -217156.546560 + Penalty 2436.952658 = -214719.593902 nChanged 10 SP:Iteration 23Q (6434.895963 sec): 3 clusters Score: Raw -217164.731806 + Penalty 2436.952658 = -214727.779148 nChanged 15 SP:Iteration 24Q (6434.938330 sec): 3 clusters Score: Raw -217175.874654 + Penalty 2436.952658 = -214738.921996 nChanged 9 SP:Iteration 25Q (6434.981404 sec): 3 clusters Score: Raw -217179.522467 + Penalty 2436.952658 = -214742.569809 nChanged 7 SP:Iteration 26Q (6435.032539 sec): 3 clusters Score: Raw -217183.015711 + Penalty 2436.952658 = -214746.063053 nChanged 7 SP:Iteration 27Q (6435.083775 sec): 3 clusters Score: Raw -217189.082534 + Penalty 2436.952658 = -214752.129876 nChanged 8 SP:Iteration 28Q (6435.129402 sec): 3 clusters Score: Raw -217199.578439 + Penalty 2436.952658 = -214762.625781 nChanged 10 SP:Iteration 29Q (6435.180436 sec): 3 clusters Score: Raw -217207.888811 + Penalty 2436.952658 = -214770.936153 nChanged 12 SP:Iteration 30Q (6435.243304 sec): 3 clusters Score: Raw -217216.115621 + Penalty 2436.952658 = -214779.162963 nChanged 10 SP:Iteration 31Q (6435.279684 sec): 3 clusters Score: Raw -217225.185520 + Penalty 2436.952658 = -214788.232862 nChanged 10 SP:Iteration 32Q (6435.331738 sec): 3 clusters Score: Raw -217231.274424 + Penalty 2436.952658 = -214794.321766 nChanged 6 SP:Iteration 33Q (6435.377394 sec): 3 clusters Score: Raw -217236.461890 + Penalty 2436.952658 = -214799.509232 nChanged 8 SP:Iteration 34Q (6435.416500 sec): 3 clusters Score: Raw -217241.189751 + Penalty 2436.952658 = -214804.237093 nChanged 6 SP:Iteration 35Q (6435.468138 sec): 3 clusters Score: Raw -217245.478010 + Penalty 2436.952658 = -214808.525352 nChanged 5 SP:Iteration 36Q (6435.514764 sec): 3 clusters Score: Raw -217248.521254 + Penalty 2436.952658 = -214811.568596 nChanged 4 SP:Iteration 37Q (6435.562570 sec): 3 clusters Score: Raw -217250.475397 + Penalty 2436.952658 = -214813.522739 nChanged 2 SP:Iteration 38Q (6435.607829 sec): 3 clusters Score: Raw -217252.062739 + Penalty 2436.952658 = -214815.110081 nChanged 1 SP:Iteration 39Q (6435.659508 sec): 3 clusters Score: Raw -217252.511162 + Penalty 2436.952658 = -214815.558504 nChanged 1 SP:Iteration 40F (6435.703878 sec): 3 clusters Score: Raw -217253.178253 + Penalty 2436.952658 = -214816.225595 nChanged 1 SP:Iteration 41Q (6435.745214 sec): 3 clusters Score: Raw -217253.684628 + Penalty 2436.952658 = -214816.731970 nChanged 2 SP:Iteration 42Q (6435.797557 sec): 3 clusters Score: Raw -217255.136573 + Penalty 2436.952658 = -214818.183915 nChanged 5 SP:Iteration 43Q (6435.851080 sec): 3 clusters Score: Raw -217257.756671 + Penalty 2436.952658 = -214820.804013 nChanged 5 SP:Iteration 44Q (6435.886919 sec): 3 clusters Score: Raw -217260.736233 + Penalty 2436.952658 = -214823.783575 nChanged 3 SP:Iteration 45Q (6435.896313 sec): 3 clusters Score: Raw -217263.362628 + Penalty 2436.952658 = -214826.409970 nChanged 2 SP:Iteration 46Q (6435.905138 sec): 3 clusters Score: Raw -217264.008685 + Penalty 2436.952658 = -214827.056027 nChanged 1 SP:Iteration 47Q (6435.914073 sec): 3 clusters Score: Raw -217264.197241 + Penalty 2436.952658 = -214827.244583 nChanged 0 SP:Iteration 48F (6435.923226 sec): 3 clusters Score: Raw -217264.197241 + Penalty 2436.952658 = -214827.244583 nChanged 0 Trying to split cluster 4 (17380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6435.970178 sec): 2 clusters Score: Raw -1872654.898156 + Penalty 1586.499752 = -1871068.398404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6436.035143 sec): 3 clusters Score: Raw -1862279.355263 + Penalty 3172.999505 = -1859106.355758 nChanged 7783 SP:Iteration 1F (6436.109946 sec): 3 clusters Score: Raw -1866625.832672 + Penalty 3172.999505 = -1863452.833168 nChanged 1094 SP:Iteration 2F (6436.185028 sec): 3 clusters Score: Raw -1867216.747053 + Penalty 3172.999505 = -1864043.747549 nChanged 1150 SP:Iteration 3F (6436.259633 sec): 3 clusters Score: Raw -1867995.935471 + Penalty 3172.999505 = -1864822.935966 nChanged 1174 SP:Iteration 4F (6436.321751 sec): 3 clusters Score: Raw -1868986.807333 + Penalty 3172.999505 = -1865813.807829 nChanged 1187 SP:Iteration 5F (6436.385637 sec): 3 clusters Score: Raw -1869849.588304 + Penalty 3172.999505 = -1866676.588799 nChanged 1085 SP:Iteration 6F (6436.460919 sec): 3 clusters Score: Raw -1870536.631582 + Penalty 3172.999505 = -1867363.632077 nChanged 835 SP:Iteration 7Q (6436.530347 sec): 3 clusters Score: Raw -1870974.680002 + Penalty 3172.999505 = -1867801.680497 nChanged 643 SP:Iteration 8Q (6436.605751 sec): 3 clusters Score: Raw -1871302.132363 + Penalty 3172.999505 = -1868129.132859 nChanged 527 SP:Iteration 9Q (6436.672962 sec): 3 clusters Score: Raw -1871586.972893 + Penalty 3172.999505 = -1868413.973388 nChanged 474 SP:Iteration 10Q (6436.751145 sec): 3 clusters Score: Raw -1871819.619475 + Penalty 3172.999505 = -1868646.619971 nChanged 422 SP:Iteration 11Q (6436.821883 sec): 3 clusters Score: Raw -1872029.853307 + Penalty 3172.999505 = -1868856.853802 nChanged 373 SP:Iteration 12Q (6436.904645 sec): 3 clusters Score: Raw -1872193.330824 + Penalty 3172.999505 = -1869020.331319 nChanged 332 SP:Iteration 13Q (6436.983051 sec): 3 clusters Score: Raw -1872324.106797 + Penalty 3172.999505 = -1869151.107292 nChanged 264 SP:Iteration 14Q (6437.059474 sec): 3 clusters Score: Raw -1872420.931224 + Penalty 3172.999505 = -1869247.931720 nChanged 281 SP:Iteration 15Q (6437.135211 sec): 3 clusters Score: Raw -1872521.550441 + Penalty 3172.999505 = -1869348.550937 nChanged 251 SP:Iteration 16Q (6437.204306 sec): 3 clusters Score: Raw -1872603.366403 + Penalty 3172.999505 = -1869430.366898 nChanged 253 SP:Iteration 17Q (6437.281707 sec): 3 clusters Score: Raw -1872699.279291 + Penalty 3172.999505 = -1869526.279786 nChanged 258 SP:Iteration 18Q (6437.344504 sec): 3 clusters Score: Raw -1872790.547402 + Penalty 3172.999505 = -1869617.547898 nChanged 241 SP:Iteration 19Q (6437.420880 sec): 3 clusters Score: Raw -1872871.600777 + Penalty 3172.999505 = -1869698.601272 nChanged 222 SP:Iteration 20F (6437.481507 sec): 3 clusters Score: Raw -1872944.310806 + Penalty 3172.999505 = -1869771.311301 nChanged 209 SP:Iteration 21Q (6437.552299 sec): 3 clusters Score: Raw -1873020.268234 + Penalty 3172.999505 = -1869847.268729 nChanged 213 SP:Iteration 22Q (6437.624764 sec): 3 clusters Score: Raw -1873094.519324 + Penalty 3172.999505 = -1869921.519819 nChanged 189 SP:Iteration 23Q (6437.688244 sec): 3 clusters Score: Raw -1873160.753921 + Penalty 3172.999505 = -1869987.754416 nChanged 167 SP:Iteration 24Q (6437.774281 sec): 3 clusters Score: Raw -1873214.680650 + Penalty 3172.999505 = -1870041.681145 nChanged 174 SP:Iteration 25Q (6437.838795 sec): 3 clusters Score: Raw -1873274.370163 + Penalty 3172.999505 = -1870101.370658 nChanged 154 SP:Iteration 26Q (6437.915368 sec): 3 clusters Score: Raw -1873327.119536 + Penalty 3172.999505 = -1870154.120032 nChanged 154 SP:Iteration 27Q (6437.982715 sec): 3 clusters Score: Raw -1873381.255019 + Penalty 3172.999505 = -1870208.255514 nChanged 145 SP:Iteration 28Q (6438.048122 sec): 3 clusters Score: Raw -1873428.398726 + Penalty 3172.999505 = -1870255.399222 nChanged 136 SP:Iteration 29Q (6438.117276 sec): 3 clusters Score: Raw -1873481.933031 + Penalty 3172.999505 = -1870308.933526 nChanged 135 SP:Iteration 30Q (6438.185855 sec): 3 clusters Score: Raw -1873536.346491 + Penalty 3172.999505 = -1870363.346987 nChanged 121 SP:Iteration 31Q (6438.269639 sec): 3 clusters Score: Raw -1873583.700840 + Penalty 3172.999505 = -1870410.701335 nChanged 103 SP:Iteration 32Q (6438.320564 sec): 3 clusters Score: Raw -1873629.127571 + Penalty 3172.999505 = -1870456.128067 nChanged 105 SP:Iteration 33Q (6438.396273 sec): 3 clusters Score: Raw -1873682.421983 + Penalty 3172.999505 = -1870509.422479 nChanged 97 SP:Iteration 34Q (6438.475802 sec): 3 clusters Score: Raw -1873730.381359 + Penalty 3172.999505 = -1870557.381854 nChanged 87 SP:Iteration 35Q (6438.548984 sec): 3 clusters Score: Raw -1873765.266817 + Penalty 3172.999505 = -1870592.267312 nChanged 62 SP:Iteration 36Q (6438.620721 sec): 3 clusters Score: Raw -1873790.413980 + Penalty 3172.999505 = -1870617.414476 nChanged 62 SP:Iteration 37Q (6438.690162 sec): 3 clusters Score: Raw -1873808.841587 + Penalty 3172.999505 = -1870635.842082 nChanged 52 SP:Iteration 38Q (6438.750630 sec): 3 clusters Score: Raw -1873825.861460 + Penalty 3172.999505 = -1870652.861955 nChanged 49 SP:Iteration 39Q (6438.816244 sec): 3 clusters Score: Raw -1873841.230648 + Penalty 3172.999505 = -1870668.231144 nChanged 36 SP:Iteration 40F (6438.887729 sec): 3 clusters Score: Raw -1873852.620159 + Penalty 3172.999505 = -1870679.620655 nChanged 34 SP:Iteration 41Q (6438.965608 sec): 3 clusters Score: Raw -1873863.628117 + Penalty 3172.999505 = -1870690.628612 nChanged 28 SP:Iteration 42Q (6439.034058 sec): 3 clusters Score: Raw -1873871.280339 + Penalty 3172.999505 = -1870698.280834 nChanged 30 SP:Iteration 43Q (6439.099179 sec): 3 clusters Score: Raw -1873881.113796 + Penalty 3172.999505 = -1870708.114291 nChanged 32 SP:Iteration 44Q (6439.170527 sec): 3 clusters Score: Raw -1873890.273382 + Penalty 3172.999505 = -1870717.273877 nChanged 24 SP:Iteration 45Q (6439.233653 sec): 3 clusters Score: Raw -1873895.642454 + Penalty 3172.999505 = -1870722.642949 nChanged 12 SP:Iteration 46Q (6439.301820 sec): 3 clusters Score: Raw -1873898.222120 + Penalty 3172.999505 = -1870725.222615 nChanged 16 SP:Iteration 47Q (6439.373933 sec): 3 clusters Score: Raw -1873901.249394 + Penalty 3172.999505 = -1870728.249889 nChanged 7 SP:Iteration 48Q (6439.447121 sec): 3 clusters Score: Raw -1873902.742772 + Penalty 3172.999505 = -1870729.743267 nChanged 4 SP:Iteration 49Q (6439.501959 sec): 3 clusters Score: Raw -1873903.353488 + Penalty 3172.999505 = -1870730.353984 nChanged 2 SP:Iteration 50Q (6439.560494 sec): 3 clusters Score: Raw -1873903.931590 + Penalty 3172.999505 = -1870730.932085 nChanged 4 SP:Iteration 51Q (6439.638683 sec): 3 clusters Score: Raw -1873904.705216 + Penalty 3172.999505 = -1870731.705712 nChanged 3 SP:Iteration 52Q (6439.705659 sec): 3 clusters Score: Raw -1873905.052230 + Penalty 3172.999505 = -1870732.052725 nChanged 2 SP:Iteration 53Q (6439.785370 sec): 3 clusters Score: Raw -1873905.419848 + Penalty 3172.999505 = -1870732.420344 nChanged 2 SP:Iteration 54Q (6439.855182 sec): 3 clusters Score: Raw -1873905.920619 + Penalty 3172.999505 = -1870732.921114 nChanged 5 SP:Iteration 55Q (6439.905523 sec): 3 clusters Score: Raw -1873907.986799 + Penalty 3172.999505 = -1870734.987295 nChanged 9 SP:Iteration 56Q (6439.976229 sec): 3 clusters Score: Raw -1873911.452490 + Penalty 3172.999505 = -1870738.452985 nChanged 11 SP:Iteration 57Q (6440.046521 sec): 3 clusters Score: Raw -1873914.592869 + Penalty 3172.999505 = -1870741.593364 nChanged 10 SP:Iteration 58Q (6440.111687 sec): 3 clusters Score: Raw -1873916.706534 + Penalty 3172.999505 = -1870743.707030 nChanged 11 SP:Iteration 59Q (6440.170624 sec): 3 clusters Score: Raw -1873920.114721 + Penalty 3172.999505 = -1870747.115216 nChanged 7 SP:Iteration 60F (6440.246678 sec): 3 clusters Score: Raw -1873921.922354 + Penalty 3172.999505 = -1870748.922849 nChanged 8 SP:Iteration 61Q (6440.316143 sec): 3 clusters Score: Raw -1873923.380378 + Penalty 3172.999505 = -1870750.380874 nChanged 7 SP:Iteration 62Q (6440.383238 sec): 3 clusters Score: Raw -1873924.686573 + Penalty 3172.999505 = -1870751.687068 nChanged 6 SP:Iteration 63Q (6440.444520 sec): 3 clusters Score: Raw -1873925.490220 + Penalty 3172.999505 = -1870752.490715 nChanged 3 SP:Iteration 64Q (6440.515448 sec): 3 clusters Score: Raw -1873926.069538 + Penalty 3172.999505 = -1870753.070034 nChanged 3 SP:Iteration 65Q (6440.587082 sec): 3 clusters Score: Raw -1873926.764594 + Penalty 3172.999505 = -1870753.765089 nChanged 8 SP:Iteration 66Q (6440.651719 sec): 3 clusters Score: Raw -1873928.720782 + Penalty 3172.999505 = -1870755.721277 nChanged 5 SP:Iteration 67Q (6440.723040 sec): 3 clusters Score: Raw -1873930.675350 + Penalty 3172.999505 = -1870757.675845 nChanged 7 SP:Iteration 68Q (6440.791516 sec): 3 clusters Score: Raw -1873932.015191 + Penalty 3172.999505 = -1870759.015686 nChanged 2 SP:Iteration 69Q (6440.861574 sec): 3 clusters Score: Raw -1873932.423777 + Penalty 3172.999505 = -1870759.424272 nChanged 2 SP:Iteration 70Q (6440.929704 sec): 3 clusters Score: Raw -1873932.635659 + Penalty 3172.999505 = -1870759.636155 nChanged 2 SP:Iteration 71Q (6441.001122 sec): 3 clusters Score: Raw -1873933.119058 + Penalty 3172.999505 = -1870760.119553 nChanged 2 SP:Iteration 72Q (6441.068282 sec): 3 clusters Score: Raw -1873933.360980 + Penalty 3172.999505 = -1870760.361476 nChanged 0 SP:Iteration 73F (6441.143874 sec): 3 clusters Score: Raw -1873933.360980 + Penalty 3172.999505 = -1870760.361476 nChanged 0 Trying to split cluster 5 (37352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6441.221223 sec): 2 clusters Score: Raw -3991137.816953 + Penalty 1710.823032 = -3989426.993921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6441.318200 sec): 3 clusters Score: Raw -3967628.469687 + Penalty 3421.646064 = -3964206.823623 nChanged 17359 SP:Iteration 1F (6441.427404 sec): 3 clusters Score: Raw -3977648.310417 + Penalty 3421.646064 = -3974226.664352 nChanged 1735 SP:Iteration 2Q (6441.541184 sec): 3 clusters Score: Raw -3978276.763765 + Penalty 3421.646064 = -3974855.117701 nChanged 1724 SP:Iteration 3Q (6441.658814 sec): 3 clusters Score: Raw -3979012.392779 + Penalty 3421.646064 = -3975590.746715 nChanged 1856 SP:Iteration 4Q (6441.773211 sec): 3 clusters Score: Raw -3979917.130155 + Penalty 3421.646064 = -3976495.484090 nChanged 1920 SP:Iteration 5F (6441.872694 sec): 3 clusters Score: Raw -3980998.176700 + Penalty 3421.646064 = -3977576.530636 nChanged 2089 SP:Iteration 6F (6441.990426 sec): 3 clusters Score: Raw -3982392.476472 + Penalty 3421.646064 = -3978970.830408 nChanged 2255 SP:Iteration 7F (6442.091378 sec): 3 clusters Score: Raw -3984035.569054 + Penalty 3421.646064 = -3980613.922990 nChanged 2214 SP:Iteration 8F (6442.203567 sec): 3 clusters Score: Raw -3985614.241707 + Penalty 3421.646064 = -3982192.595642 nChanged 1914 SP:Iteration 9F (6442.305363 sec): 3 clusters Score: Raw -3986785.353482 + Penalty 3421.646064 = -3983363.707418 nChanged 1448 SP:Iteration 10Q (6442.425506 sec): 3 clusters Score: Raw -3987429.287245 + Penalty 3421.646064 = -3984007.641181 nChanged 987 SP:Iteration 11Q (6442.524404 sec): 3 clusters Score: Raw -3987789.003533 + Penalty 3421.646064 = -3984367.357469 nChanged 710 SP:Iteration 12Q (6442.631488 sec): 3 clusters Score: Raw -3988035.061364 + Penalty 3421.646064 = -3984613.415300 nChanged 630 SP:Iteration 13Q (6442.736896 sec): 3 clusters Score: Raw -3988275.776510 + Penalty 3421.646064 = -3984854.130445 nChanged 650 SP:Iteration 14Q (6442.844668 sec): 3 clusters Score: Raw -3988549.467004 + Penalty 3421.646064 = -3985127.820940 nChanged 674 SP:Iteration 15Q (6442.961509 sec): 3 clusters Score: Raw -3988883.865154 + Penalty 3421.646064 = -3985462.219090 nChanged 749 SP:Iteration 16Q (6443.028690 sec): 3 clusters Score: Raw -3989258.069073 + Penalty 3421.646064 = -3985836.423009 nChanged 678 SP:Iteration 17Q (6443.136045 sec): 3 clusters Score: Raw -3989546.399394 + Penalty 3421.646064 = -3986124.753329 nChanged 600 SP:Iteration 18Q (6443.234551 sec): 3 clusters Score: Raw -3989771.082663 + Penalty 3421.646064 = -3986349.436599 nChanged 498 SP:Iteration 19Q (6443.342316 sec): 3 clusters Score: Raw -3989931.528410 + Penalty 3421.646064 = -3986509.882346 nChanged 452 SP:Iteration 20F (6443.448897 sec): 3 clusters Score: Raw -3990068.753379 + Penalty 3421.646064 = -3986647.107315 nChanged 409 SP:Iteration 21Q (6443.544772 sec): 3 clusters Score: Raw -3990183.851131 + Penalty 3421.646064 = -3986762.205067 nChanged 366 SP:Iteration 22Q (6443.651267 sec): 3 clusters Score: Raw -3990274.949713 + Penalty 3421.646064 = -3986853.303649 nChanged 317 SP:Iteration 23Q (6443.745401 sec): 3 clusters Score: Raw -3990345.274800 + Penalty 3421.646064 = -3986923.628735 nChanged 277 SP:Iteration 24Q (6443.848300 sec): 3 clusters Score: Raw -3990405.922217 + Penalty 3421.646064 = -3986984.276152 nChanged 235 SP:Iteration 25Q (6443.954720 sec): 3 clusters Score: Raw -3990451.984827 + Penalty 3421.646064 = -3987030.338763 nChanged 205 SP:Iteration 26Q (6444.055915 sec): 3 clusters Score: Raw -3990494.373600 + Penalty 3421.646064 = -3987072.727535 nChanged 218 SP:Iteration 27Q (6444.150121 sec): 3 clusters Score: Raw -3990536.984124 + Penalty 3421.646064 = -3987115.338059 nChanged 220 SP:Iteration 28Q (6444.252206 sec): 3 clusters Score: Raw -3990578.750652 + Penalty 3421.646064 = -3987157.104587 nChanged 199 SP:Iteration 29Q (6444.350230 sec): 3 clusters Score: Raw -3990612.742879 + Penalty 3421.646064 = -3987191.096815 nChanged 180 SP:Iteration 30Q (6444.459207 sec): 3 clusters Score: Raw -3990639.372426 + Penalty 3421.646064 = -3987217.726361 nChanged 174 SP:Iteration 31Q (6444.557997 sec): 3 clusters Score: Raw -3990663.675633 + Penalty 3421.646064 = -3987242.029569 nChanged 147 SP:Iteration 32Q (6444.663652 sec): 3 clusters Score: Raw -3990683.188243 + Penalty 3421.646064 = -3987261.542179 nChanged 141 SP:Iteration 33Q (6444.773967 sec): 3 clusters Score: Raw -3990702.428334 + Penalty 3421.646064 = -3987280.782270 nChanged 114 SP:Iteration 34Q (6444.879414 sec): 3 clusters Score: Raw -3990717.381726 + Penalty 3421.646064 = -3987295.735661 nChanged 112 SP:Iteration 35Q (6444.984240 sec): 3 clusters Score: Raw -3990730.859729 + Penalty 3421.646064 = -3987309.213665 nChanged 105 SP:Iteration 36Q (6445.084334 sec): 3 clusters Score: Raw -3990742.519456 + Penalty 3421.646064 = -3987320.873391 nChanged 94 SP:Iteration 37Q (6445.192080 sec): 3 clusters Score: Raw -3990751.375933 + Penalty 3421.646064 = -3987329.729869 nChanged 73 SP:Iteration 38Q (6445.291839 sec): 3 clusters Score: Raw -3990757.990978 + Penalty 3421.646064 = -3987336.344914 nChanged 72 SP:Iteration 39Q (6445.404251 sec): 3 clusters Score: Raw -3990764.372599 + Penalty 3421.646064 = -3987342.726535 nChanged 72 SP:Iteration 40F (6445.513389 sec): 3 clusters Score: Raw -3990770.967012 + Penalty 3421.646064 = -3987349.320948 nChanged 81 SP:Iteration 41Q (6445.616822 sec): 3 clusters Score: Raw -3990779.924768 + Penalty 3421.646064 = -3987358.278703 nChanged 98 SP:Iteration 42Q (6445.715844 sec): 3 clusters Score: Raw -3990791.631234 + Penalty 3421.646064 = -3987369.985170 nChanged 98 SP:Iteration 43Q (6445.816525 sec): 3 clusters Score: Raw -3990802.523165 + Penalty 3421.646064 = -3987380.877100 nChanged 101 SP:Iteration 44Q (6445.925632 sec): 3 clusters Score: Raw -3990813.885099 + Penalty 3421.646064 = -3987392.239035 nChanged 108 SP:Iteration 45Q (6446.031775 sec): 3 clusters Score: Raw -3990825.995022 + Penalty 3421.646064 = -3987404.348958 nChanged 114 SP:Iteration 46Q (6446.143320 sec): 3 clusters Score: Raw -3990840.122477 + Penalty 3421.646064 = -3987418.476412 nChanged 109 SP:Iteration 47Q (6446.247635 sec): 3 clusters Score: Raw -3990854.097314 + Penalty 3421.646064 = -3987432.451250 nChanged 120 SP:Iteration 48Q (6446.354729 sec): 3 clusters Score: Raw -3990870.646967 + Penalty 3421.646064 = -3987449.000902 nChanged 106 SP:Iteration 49Q (6446.461420 sec): 3 clusters Score: Raw -3990884.234801 + Penalty 3421.646064 = -3987462.588736 nChanged 110 SP:Iteration 50Q (6446.570748 sec): 3 clusters Score: Raw -3990899.601430 + Penalty 3421.646064 = -3987477.955365 nChanged 104 SP:Iteration 51Q (6446.678409 sec): 3 clusters Score: Raw -3990912.031080 + Penalty 3421.646064 = -3987490.385015 nChanged 82 SP:Iteration 52Q (6446.791367 sec): 3 clusters Score: Raw -3990919.935789 + Penalty 3421.646064 = -3987498.289725 nChanged 86 SP:Iteration 53Q (6446.897108 sec): 3 clusters Score: Raw -3990929.683969 + Penalty 3421.646064 = -3987508.037904 nChanged 98 SP:Iteration 54Q (6447.001364 sec): 3 clusters Score: Raw -3990941.927845 + Penalty 3421.646064 = -3987520.281780 nChanged 94 SP:Iteration 55Q (6447.094890 sec): 3 clusters Score: Raw -3990955.466956 + Penalty 3421.646064 = -3987533.820892 nChanged 85 SP:Iteration 56Q (6447.195347 sec): 3 clusters Score: Raw -3990966.604091 + Penalty 3421.646064 = -3987544.958026 nChanged 95 SP:Iteration 57Q (6447.286227 sec): 3 clusters Score: Raw -3990979.735144 + Penalty 3421.646064 = -3987558.089079 nChanged 95 SP:Iteration 58Q (6447.386337 sec): 3 clusters Score: Raw -3990991.435330 + Penalty 3421.646064 = -3987569.789266 nChanged 77 SP:Iteration 59Q (6447.488300 sec): 3 clusters Score: Raw -3991000.652370 + Penalty 3421.646064 = -3987579.006305 nChanged 76 SP:Iteration 60F (6447.588700 sec): 3 clusters Score: Raw -3991008.917379 + Penalty 3421.646064 = -3987587.271315 nChanged 78 SP:Iteration 61Q (6447.688213 sec): 3 clusters Score: Raw -3991017.102927 + Penalty 3421.646064 = -3987595.456863 nChanged 81 SP:Iteration 62Q (6447.787208 sec): 3 clusters Score: Raw -3991025.078923 + Penalty 3421.646064 = -3987603.432858 nChanged 74 SP:Iteration 63Q (6447.879727 sec): 3 clusters Score: Raw -3991033.230956 + Penalty 3421.646064 = -3987611.584891 nChanged 76 SP:Iteration 64Q (6447.967445 sec): 3 clusters Score: Raw -3991042.692099 + Penalty 3421.646064 = -3987621.046035 nChanged 98 SP:Iteration 65Q (6448.067634 sec): 3 clusters Score: Raw -3991054.743670 + Penalty 3421.646064 = -3987633.097605 nChanged 91 SP:Iteration 66Q (6448.157194 sec): 3 clusters Score: Raw -3991065.133419 + Penalty 3421.646064 = -3987643.487354 nChanged 76 SP:Iteration 67Q (6448.260773 sec): 3 clusters Score: Raw -3991073.964493 + Penalty 3421.646064 = -3987652.318429 nChanged 59 SP:Iteration 68Q (6448.359329 sec): 3 clusters Score: Raw -3991079.187066 + Penalty 3421.646064 = -3987657.541002 nChanged 45 SP:Iteration 69Q (6448.459358 sec): 3 clusters Score: Raw -3991083.712277 + Penalty 3421.646064 = -3987662.066213 nChanged 44 SP:Iteration 70Q (6448.565304 sec): 3 clusters Score: Raw -3991087.780852 + Penalty 3421.646064 = -3987666.134788 nChanged 48 SP:Iteration 71Q (6448.677102 sec): 3 clusters Score: Raw -3991091.929708 + Penalty 3421.646064 = -3987670.283644 nChanged 43 SP:Iteration 72Q (6448.776498 sec): 3 clusters Score: Raw -3991095.562638 + Penalty 3421.646064 = -3987673.916573 nChanged 37 SP:Iteration 73Q (6448.886720 sec): 3 clusters Score: Raw -3991098.582248 + Penalty 3421.646064 = -3987676.936184 nChanged 35 SP:Iteration 74Q (6448.988853 sec): 3 clusters Score: Raw -3991101.179296 + Penalty 3421.646064 = -3987679.533232 nChanged 33 SP:Iteration 75Q (6449.085233 sec): 3 clusters Score: Raw -3991104.098533 + Penalty 3421.646064 = -3987682.452469 nChanged 34 SP:Iteration 76Q (6449.187828 sec): 3 clusters Score: Raw -3991107.045381 + Penalty 3421.646064 = -3987685.399317 nChanged 36 SP:Iteration 77Q (6449.298685 sec): 3 clusters Score: Raw -3991110.066303 + Penalty 3421.646064 = -3987688.420238 nChanged 30 SP:Iteration 78Q (6449.402504 sec): 3 clusters Score: Raw -3991112.013497 + Penalty 3421.646064 = -3987690.367432 nChanged 24 SP:Iteration 79Q (6449.505614 sec): 3 clusters Score: Raw -3991113.632080 + Penalty 3421.646064 = -3987691.986015 nChanged 22 SP:Iteration 80F (6449.612678 sec): 3 clusters Score: Raw -3991115.543379 + Penalty 3421.646064 = -3987693.897314 nChanged 28 SP:Iteration 81Q (6449.703998 sec): 3 clusters Score: Raw -3991117.364130 + Penalty 3421.646064 = -3987695.718065 nChanged 19 SP:Iteration 82Q (6449.801719 sec): 3 clusters Score: Raw -3991118.732795 + Penalty 3421.646064 = -3987697.086730 nChanged 19 SP:Iteration 83Q (6449.908809 sec): 3 clusters Score: Raw -3991120.033233 + Penalty 3421.646064 = -3987698.387169 nChanged 16 SP:Iteration 84Q (6450.016164 sec): 3 clusters Score: Raw -3991121.246816 + Penalty 3421.646064 = -3987699.600752 nChanged 20 SP:Iteration 85Q (6450.121044 sec): 3 clusters Score: Raw -3991122.563869 + Penalty 3421.646064 = -3987700.917805 nChanged 22 SP:Iteration 86Q (6450.214372 sec): 3 clusters Score: Raw -3991123.985061 + Penalty 3421.646064 = -3987702.338997 nChanged 23 SP:Iteration 87Q (6450.313162 sec): 3 clusters Score: Raw -3991126.132198 + Penalty 3421.646064 = -3987704.486134 nChanged 26 SP:Iteration 88Q (6450.406625 sec): 3 clusters Score: Raw -3991128.284851 + Penalty 3421.646064 = -3987706.638787 nChanged 27 SP:Iteration 89Q (6450.500123 sec): 3 clusters Score: Raw -3991130.475395 + Penalty 3421.646064 = -3987708.829331 nChanged 37 SP:Iteration 90Q (6450.596882 sec): 3 clusters Score: Raw -3991133.896199 + Penalty 3421.646064 = -3987712.250134 nChanged 36 SP:Iteration 91Q (6450.692440 sec): 3 clusters Score: Raw -3991137.415460 + Penalty 3421.646064 = -3987715.769396 nChanged 44 SP:Iteration 92Q (6450.788890 sec): 3 clusters Score: Raw -3991141.596843 + Penalty 3421.646064 = -3987719.950778 nChanged 40 SP:Iteration 93Q (6450.888392 sec): 3 clusters Score: Raw -3991145.201818 + Penalty 3421.646064 = -3987723.555754 nChanged 32 SP:Iteration 94Q (6450.992955 sec): 3 clusters Score: Raw -3991147.714031 + Penalty 3421.646064 = -3987726.067966 nChanged 39 SP:Iteration 95Q (6451.092228 sec): 3 clusters Score: Raw -3991151.180021 + Penalty 3421.646064 = -3987729.533957 nChanged 34 SP:Iteration 96Q (6451.192930 sec): 3 clusters Score: Raw -3991153.970198 + Penalty 3421.646064 = -3987732.324133 nChanged 28 SP:Iteration 97Q (6451.288591 sec): 3 clusters Score: Raw -3991156.446695 + Penalty 3421.646064 = -3987734.800631 nChanged 28 SP:Iteration 98Q (6451.394665 sec): 3 clusters Score: Raw -3991159.096353 + Penalty 3421.646064 = -3987737.450289 nChanged 33 SP:Iteration 99Q (6451.484989 sec): 3 clusters Score: Raw -3991161.942011 + Penalty 3421.646064 = -3987740.295946 nChanged 34 SP:Iteration 100F (6451.579654 sec): 3 clusters Score: Raw -3991164.583546 + Penalty 3421.646064 = -3987742.937482 nChanged 32 SP:Iteration 101Q (6451.676643 sec): 3 clusters Score: Raw -3991167.499870 + Penalty 3421.646064 = -3987745.853805 nChanged 37 SP:Iteration 102Q (6451.766053 sec): 3 clusters Score: Raw -3991170.479776 + Penalty 3421.646064 = -3987748.833711 nChanged 33 SP:Iteration 103Q (6451.861008 sec): 3 clusters Score: Raw -3991172.774854 + Penalty 3421.646064 = -3987751.128789 nChanged 34 SP:Iteration 104Q (6451.949566 sec): 3 clusters Score: Raw -3991176.802980 + Penalty 3421.646064 = -3987755.156916 nChanged 34 SP:Iteration 105Q (6452.041059 sec): 3 clusters Score: Raw -3991179.683622 + Penalty 3421.646064 = -3987758.037557 nChanged 27 SP:Iteration 106Q (6452.145000 sec): 3 clusters Score: Raw -3991182.212177 + Penalty 3421.646064 = -3987760.566112 nChanged 31 SP:Iteration 107Q (6452.233979 sec): 3 clusters Score: Raw -3991185.386989 + Penalty 3421.646064 = -3987763.740925 nChanged 25 SP:Iteration 108Q (6452.339865 sec): 3 clusters Score: Raw -3991188.012786 + Penalty 3421.646064 = -3987766.366721 nChanged 29 SP:Iteration 109Q (6452.439547 sec): 3 clusters Score: Raw -3991190.579187 + Penalty 3421.646064 = -3987768.933122 nChanged 28 SP:Iteration 110Q (6452.539823 sec): 3 clusters Score: Raw -3991193.043992 + Penalty 3421.646064 = -3987771.397928 nChanged 23 SP:Iteration 111Q (6452.636966 sec): 3 clusters Score: Raw -3991194.636859 + Penalty 3421.646064 = -3987772.990794 nChanged 22 SP:Iteration 112Q (6452.745294 sec): 3 clusters Score: Raw -3991195.960727 + Penalty 3421.646064 = -3987774.314663 nChanged 14 SP:Iteration 113Q (6452.852210 sec): 3 clusters Score: Raw -3991197.368932 + Penalty 3421.646064 = -3987775.722868 nChanged 19 SP:Iteration 114Q (6452.940764 sec): 3 clusters Score: Raw -3991198.847906 + Penalty 3421.646064 = -3987777.201842 nChanged 21 SP:Iteration 115Q (6453.046971 sec): 3 clusters Score: Raw -3991200.762875 + Penalty 3421.646064 = -3987779.116811 nChanged 30 SP:Iteration 116Q (6453.155125 sec): 3 clusters Score: Raw -3991203.374460 + Penalty 3421.646064 = -3987781.728396 nChanged 33 SP:Iteration 117Q (6453.251171 sec): 3 clusters Score: Raw -3991206.637231 + Penalty 3421.646064 = -3987784.991166 nChanged 28 SP:Iteration 118Q (6453.352359 sec): 3 clusters Score: Raw -3991208.810890 + Penalty 3421.646064 = -3987787.164826 nChanged 24 SP:Iteration 119Q (6453.458146 sec): 3 clusters Score: Raw -3991210.777118 + Penalty 3421.646064 = -3987789.131053 nChanged 27 SP:Iteration 120F (6453.559949 sec): 3 clusters Score: Raw -3991213.050091 + Penalty 3421.646064 = -3987791.404027 nChanged 25 SP:Iteration 121Q (6453.625306 sec): 3 clusters Score: Raw -3991214.931111 + Penalty 3421.646064 = -3987793.285047 nChanged 22 SP:Iteration 122Q (6453.690358 sec): 3 clusters Score: Raw -3991217.112949 + Penalty 3421.646064 = -3987795.466884 nChanged 26 SP:Iteration 123Q (6453.755709 sec): 3 clusters Score: Raw -3991219.161957 + Penalty 3421.646064 = -3987797.515892 nChanged 35 SP:Iteration 124Q (6453.820824 sec): 3 clusters Score: Raw -3991222.203275 + Penalty 3421.646064 = -3987800.557211 nChanged 39 SP:Iteration 125Q (6453.886887 sec): 3 clusters Score: Raw -3991226.708728 + Penalty 3421.646064 = -3987805.062663 nChanged 45 SP:Iteration 126Q (6453.951881 sec): 3 clusters Score: Raw -3991232.373509 + Penalty 3421.646064 = -3987810.727445 nChanged 54 SP:Iteration 127Q (6454.016557 sec): 3 clusters Score: Raw -3991238.915999 + Penalty 3421.646064 = -3987817.269934 nChanged 51 SP:Iteration 128Q (6454.118303 sec): 3 clusters Score: Raw -3991244.955575 + Penalty 3421.646064 = -3987823.309510 nChanged 49 SP:Iteration 129Q (6454.216125 sec): 3 clusters Score: Raw -3991250.697527 + Penalty 3421.646064 = -3987829.051463 nChanged 48 SP:Iteration 130Q (6454.318336 sec): 3 clusters Score: Raw -3991256.617831 + Penalty 3421.646064 = -3987834.971767 nChanged 47 SP:Iteration 131Q (6454.407899 sec): 3 clusters Score: Raw -3991262.571276 + Penalty 3421.646064 = -3987840.925212 nChanged 48 SP:Iteration 132Q (6454.508706 sec): 3 clusters Score: Raw -3991270.812229 + Penalty 3421.646064 = -3987849.166165 nChanged 48 SP:Iteration 133Q (6454.600972 sec): 3 clusters Score: Raw -3991276.640388 + Penalty 3421.646064 = -3987854.994324 nChanged 51 SP:Iteration 134Q (6454.709676 sec): 3 clusters Score: Raw -3991283.344457 + Penalty 3421.646064 = -3987861.698392 nChanged 56 SP:Iteration 135Q (6454.802108 sec): 3 clusters Score: Raw -3991290.908007 + Penalty 3421.646064 = -3987869.261942 nChanged 61 SP:Iteration 136Q (6454.901817 sec): 3 clusters Score: Raw -3991298.832018 + Penalty 3421.646064 = -3987877.185954 nChanged 62 SP:Iteration 137Q (6454.990264 sec): 3 clusters Score: Raw -3991306.772133 + Penalty 3421.646064 = -3987885.126069 nChanged 48 SP:Iteration 138Q (6455.089143 sec): 3 clusters Score: Raw -3991312.896332 + Penalty 3421.646064 = -3987891.250267 nChanged 43 SP:Iteration 139Q (6455.174501 sec): 3 clusters Score: Raw -3991317.650202 + Penalty 3421.646064 = -3987896.004138 nChanged 44 SP:Iteration 140F (6455.283026 sec): 3 clusters Score: Raw -3991323.178613 + Penalty 3421.646064 = -3987901.532549 nChanged 43 SP:Iteration 141Q (6455.381091 sec): 3 clusters Score: Raw -3991329.287186 + Penalty 3421.646064 = -3987907.641121 nChanged 54 SP:Iteration 142Q (6455.473055 sec): 3 clusters Score: Raw -3991336.834797 + Penalty 3421.646064 = -3987915.188733 nChanged 43 SP:Iteration 143Q (6455.571951 sec): 3 clusters Score: Raw -3991342.784482 + Penalty 3421.646064 = -3987921.138418 nChanged 43 SP:Iteration 144Q (6455.652704 sec): 3 clusters Score: Raw -3991348.480221 + Penalty 3421.646064 = -3987926.834156 nChanged 40 SP:Iteration 145Q (6455.744716 sec): 3 clusters Score: Raw -3991352.558403 + Penalty 3421.646064 = -3987930.912339 nChanged 35 SP:Iteration 146Q (6455.841109 sec): 3 clusters Score: Raw -3991356.296881 + Penalty 3421.646064 = -3987934.650816 nChanged 26 SP:Iteration 147Q (6455.916562 sec): 3 clusters Score: Raw -3991359.461544 + Penalty 3421.646064 = -3987937.815480 nChanged 25 SP:Iteration 148Q (6456.018784 sec): 3 clusters Score: Raw -3991362.106527 + Penalty 3421.646064 = -3987940.460462 nChanged 26 SP:Iteration 149Q (6456.118169 sec): 3 clusters Score: Raw -3991364.518345 + Penalty 3421.646064 = -3987942.872281 nChanged 22 SP:Iteration 150Q (6456.214978 sec): 3 clusters Score: Raw -3991366.493392 + Penalty 3421.646064 = -3987944.847327 nChanged 26 SP:Iteration 151Q (6456.304075 sec): 3 clusters Score: Raw -3991370.876519 + Penalty 3421.646064 = -3987949.230455 nChanged 36 SP:Iteration 152Q (6456.396353 sec): 3 clusters Score: Raw -3991375.907318 + Penalty 3421.646064 = -3987954.261254 nChanged 37 SP:Iteration 153Q (6456.505092 sec): 3 clusters Score: Raw -3991381.738443 + Penalty 3421.646064 = -3987960.092378 nChanged 41 SP:Iteration 154Q (6456.606669 sec): 3 clusters Score: Raw -3991386.767291 + Penalty 3421.646064 = -3987965.121226 nChanged 35 SP:Iteration 155Q (6456.708118 sec): 3 clusters Score: Raw -3991391.297507 + Penalty 3421.646064 = -3987969.651442 nChanged 26 SP:Iteration 156Q (6456.802460 sec): 3 clusters Score: Raw -3991394.044942 + Penalty 3421.646064 = -3987972.398878 nChanged 29 SP:Iteration 157Q (6456.901645 sec): 3 clusters Score: Raw -3991397.159934 + Penalty 3421.646064 = -3987975.513869 nChanged 24 SP:Iteration 158Q (6456.996198 sec): 3 clusters Score: Raw -3991400.067013 + Penalty 3421.646064 = -3987978.420949 nChanged 20 SP:Iteration 159Q (6457.099636 sec): 3 clusters Score: Raw -3991401.870282 + Penalty 3421.646064 = -3987980.224218 nChanged 15 SP:Iteration 160F (6457.211486 sec): 3 clusters Score: Raw -3991403.300886 + Penalty 3421.646064 = -3987981.654822 nChanged 14 SP:Iteration 161Q (6457.307076 sec): 3 clusters Score: Raw -3991404.691148 + Penalty 3421.646064 = -3987983.045084 nChanged 14 SP:Iteration 162Q (6457.402465 sec): 3 clusters Score: Raw -3991406.106744 + Penalty 3421.646064 = -3987984.460679 nChanged 17 SP:Iteration 163Q (6457.508519 sec): 3 clusters Score: Raw -3991408.449609 + Penalty 3421.646064 = -3987986.803544 nChanged 19 SP:Iteration 164Q (6457.610438 sec): 3 clusters Score: Raw -3991410.375473 + Penalty 3421.646064 = -3987988.729408 nChanged 19 SP:Iteration 165Q (6457.709128 sec): 3 clusters Score: Raw -3991412.176783 + Penalty 3421.646064 = -3987990.530719 nChanged 15 SP:Iteration 166Q (6457.808436 sec): 3 clusters Score: Raw -3991413.767068 + Penalty 3421.646064 = -3987992.121004 nChanged 16 SP:Iteration 167Q (6457.908800 sec): 3 clusters Score: Raw -3991415.757408 + Penalty 3421.646064 = -3987994.111343 nChanged 16 SP:Iteration 168Q (6458.002235 sec): 3 clusters Score: Raw -3991417.357038 + Penalty 3421.646064 = -3987995.710974 nChanged 14 SP:Iteration 169Q (6458.094952 sec): 3 clusters Score: Raw -3991419.522101 + Penalty 3421.646064 = -3987997.876036 nChanged 22 SP:Iteration 170Q (6458.194150 sec): 3 clusters Score: Raw -3991422.513491 + Penalty 3421.646064 = -3988000.867426 nChanged 21 SP:Iteration 171Q (6458.292531 sec): 3 clusters Score: Raw -3991424.793836 + Penalty 3421.646064 = -3988003.147771 nChanged 20 SP:Iteration 172Q (6458.387342 sec): 3 clusters Score: Raw -3991426.515617 + Penalty 3421.646064 = -3988004.869552 nChanged 14 SP:Iteration 173Q (6458.487548 sec): 3 clusters Score: Raw -3991428.085038 + Penalty 3421.646064 = -3988006.438973 nChanged 12 SP:Iteration 174Q (6458.581109 sec): 3 clusters Score: Raw -3991429.609936 + Penalty 3421.646064 = -3988007.963871 nChanged 15 SP:Iteration 175Q (6458.685355 sec): 3 clusters Score: Raw -3991430.852675 + Penalty 3421.646064 = -3988009.206610 nChanged 10 SP:Iteration 176Q (6458.771571 sec): 3 clusters Score: Raw -3991431.651479 + Penalty 3421.646064 = -3988010.005414 nChanged 12 SP:Iteration 177Q (6458.869373 sec): 3 clusters Score: Raw -3991432.797474 + Penalty 3421.646064 = -3988011.151409 nChanged 14 SP:Iteration 178Q (6458.963161 sec): 3 clusters Score: Raw -3991433.970567 + Penalty 3421.646064 = -3988012.324502 nChanged 10 SP:Iteration 179Q (6459.050003 sec): 3 clusters Score: Raw -3991434.798918 + Penalty 3421.646064 = -3988013.152853 nChanged 5 SP:Iteration 180F (6459.150211 sec): 3 clusters Score: Raw -3991435.472052 + Penalty 3421.646064 = -3988013.825988 nChanged 3 SP:Iteration 181Q (6459.241376 sec): 3 clusters Score: Raw -3991435.795550 + Penalty 3421.646064 = -3988014.149485 nChanged 2 SP:Iteration 182Q (6459.326896 sec): 3 clusters Score: Raw -3991436.025091 + Penalty 3421.646064 = -3988014.379026 nChanged 4 SP:Iteration 183Q (6459.427845 sec): 3 clusters Score: Raw -3991436.413115 + Penalty 3421.646064 = -3988014.767051 nChanged 6 SP:Iteration 184Q (6459.528993 sec): 3 clusters Score: Raw -3991436.878497 + Penalty 3421.646064 = -3988015.232433 nChanged 3 SP:Iteration 185Q (6459.627673 sec): 3 clusters Score: Raw -3991437.045452 + Penalty 3421.646064 = -3988015.399388 nChanged 4 SP:Iteration 186Q (6459.719745 sec): 3 clusters Score: Raw -3991437.183509 + Penalty 3421.646064 = -3988015.537445 nChanged 6 SP:Iteration 187Q (6459.812702 sec): 3 clusters Score: Raw -3991437.557481 + Penalty 3421.646064 = -3988015.911417 nChanged 1 SP:Iteration 188Q (6459.911367 sec): 3 clusters Score: Raw -3991437.621193 + Penalty 3421.646064 = -3988015.975129 nChanged 5 SP:Iteration 189Q (6460.020099 sec): 3 clusters Score: Raw -3991438.122111 + Penalty 3421.646064 = -3988016.476047 nChanged 7 SP:Iteration 190Q (6460.112835 sec): 3 clusters Score: Raw -3991438.822997 + Penalty 3421.646064 = -3988017.176933 nChanged 8 SP:Iteration 191Q (6460.204363 sec): 3 clusters Score: Raw -3991439.501849 + Penalty 3421.646064 = -3988017.855785 nChanged 5 SP:Iteration 192Q (6460.313043 sec): 3 clusters Score: Raw -3991439.966957 + Penalty 3421.646064 = -3988018.320893 nChanged 4 SP:Iteration 193Q (6460.415296 sec): 3 clusters Score: Raw -3991440.278982 + Penalty 3421.646064 = -3988018.632918 nChanged 3 SP:Iteration 194Q (6460.517560 sec): 3 clusters Score: Raw -3991440.431251 + Penalty 3421.646064 = -3988018.785186 nChanged 2 SP:Iteration 195Q (6460.603884 sec): 3 clusters Score: Raw -3991440.537570 + Penalty 3421.646064 = -3988018.891505 nChanged 2 SP:Iteration 196Q (6460.713306 sec): 3 clusters Score: Raw -3991440.686289 + Penalty 3421.646064 = -3988019.040224 nChanged 1 SP:Iteration 197Q (6460.808483 sec): 3 clusters Score: Raw -3991440.795882 + Penalty 3421.646064 = -3988019.149818 nChanged 0 SP:Iteration 198F (6460.907566 sec): 3 clusters Score: Raw -3991440.795882 + Penalty 3421.646064 = -3988019.149818 nChanged 0 Trying to split cluster 6 (74454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6461.028266 sec): 2 clusters Score: Raw -8239732.554702 + Penalty 1822.914724 = -8237909.639978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6461.191654 sec): 3 clusters Score: Raw -8191709.604097 + Penalty 3645.829448 = -8188063.774649 nChanged 35461 SP:Iteration 1F (6461.351213 sec): 3 clusters Score: Raw -8212533.532769 + Penalty 3645.829448 = -8208887.703320 nChanged 2802 SP:Iteration 2Q (6461.516177 sec): 3 clusters Score: Raw -8213305.615076 + Penalty 3645.829448 = -8209659.785628 nChanged 2807 SP:Iteration 3Q (6461.685833 sec): 3 clusters Score: Raw -8214139.796556 + Penalty 3645.829448 = -8210493.967108 nChanged 2956 SP:Iteration 4Q (6461.855690 sec): 3 clusters Score: Raw -8215144.162705 + Penalty 3645.829448 = -8211498.333257 nChanged 3207 SP:Iteration 5Q (6462.010847 sec): 3 clusters Score: Raw -8216476.509353 + Penalty 3645.829448 = -8212830.679904 nChanged 3594 SP:Iteration 6Q (6462.166644 sec): 3 clusters Score: Raw -8218328.536783 + Penalty 3645.829448 = -8214682.707334 nChanged 4029 SP:Iteration 7F (6462.324642 sec): 3 clusters Score: Raw -8220767.069859 + Penalty 3645.829448 = -8217121.240411 nChanged 4192 SP:Iteration 8F (6462.464199 sec): 3 clusters Score: Raw -8223539.798848 + Penalty 3645.829448 = -8219893.969399 nChanged 3995 SP:Iteration 9F (6462.605022 sec): 3 clusters Score: Raw -8226164.415691 + Penalty 3645.829448 = -8222518.586243 nChanged 3500 SP:Iteration 10Q (6462.770696 sec): 3 clusters Score: Raw -8228104.867874 + Penalty 3645.829448 = -8224459.038425 nChanged 2663 SP:Iteration 11Q (6462.947795 sec): 3 clusters Score: Raw -8229209.656227 + Penalty 3645.829448 = -8225563.826779 nChanged 1877 SP:Iteration 12Q (6463.117168 sec): 3 clusters Score: Raw -8229835.734055 + Penalty 3645.829448 = -8226189.904607 nChanged 1412 SP:Iteration 13Q (6463.283621 sec): 3 clusters Score: Raw -8230286.558840 + Penalty 3645.829448 = -8226640.729392 nChanged 1229 SP:Iteration 14Q (6463.448931 sec): 3 clusters Score: Raw -8230681.086196 + Penalty 3645.829448 = -8227035.256748 nChanged 1122 SP:Iteration 15Q (6463.606324 sec): 3 clusters Score: Raw -8231062.355321 + Penalty 3645.829448 = -8227416.525873 nChanged 1160 SP:Iteration 16Q (6463.772889 sec): 3 clusters Score: Raw -8231472.008295 + Penalty 3645.829448 = -8227826.178847 nChanged 1203 SP:Iteration 17Q (6463.949380 sec): 3 clusters Score: Raw -8231905.454491 + Penalty 3645.829448 = -8228259.625043 nChanged 1216 SP:Iteration 18Q (6464.097552 sec): 3 clusters Score: Raw -8232345.166366 + Penalty 3645.829448 = -8228699.336918 nChanged 1206 SP:Iteration 19Q (6464.270435 sec): 3 clusters Score: Raw -8232792.039140 + Penalty 3645.829448 = -8229146.209692 nChanged 1197 SP:Iteration 20F (6464.434509 sec): 3 clusters Score: Raw -8233264.886302 + Penalty 3645.829448 = -8229619.056853 nChanged 1216 SP:Iteration 21Q (6464.589868 sec): 3 clusters Score: Raw -8233756.178401 + Penalty 3645.829448 = -8230110.348953 nChanged 1224 SP:Iteration 22Q (6464.748115 sec): 3 clusters Score: Raw -8234268.357910 + Penalty 3645.829448 = -8230622.528462 nChanged 1208 SP:Iteration 23Q (6464.900357 sec): 3 clusters Score: Raw -8234785.050236 + Penalty 3645.829448 = -8231139.220788 nChanged 1137 SP:Iteration 24Q (6465.050329 sec): 3 clusters Score: Raw -8235272.699880 + Penalty 3645.829448 = -8231626.870432 nChanged 1123 SP:Iteration 25Q (6465.200453 sec): 3 clusters Score: Raw -8235773.886852 + Penalty 3645.829448 = -8232128.057403 nChanged 1170 SP:Iteration 26Q (6465.338806 sec): 3 clusters Score: Raw -8236331.418269 + Penalty 3645.829448 = -8232685.588820 nChanged 1083 SP:Iteration 27Q (6465.491825 sec): 3 clusters Score: Raw -8236849.790834 + Penalty 3645.829448 = -8233203.961385 nChanged 993 SP:Iteration 28Q (6465.647043 sec): 3 clusters Score: Raw -8237333.966720 + Penalty 3645.829448 = -8233688.137272 nChanged 910 SP:Iteration 29Q (6465.807390 sec): 3 clusters Score: Raw -8237790.708734 + Penalty 3645.829448 = -8234144.879286 nChanged 822 SP:Iteration 30Q (6465.964072 sec): 3 clusters Score: Raw -8238214.153410 + Penalty 3645.829448 = -8234568.323962 nChanged 713 SP:Iteration 31Q (6466.115140 sec): 3 clusters Score: Raw -8238572.238799 + Penalty 3645.829448 = -8234926.409351 nChanged 592 SP:Iteration 32Q (6466.255513 sec): 3 clusters Score: Raw -8238865.459174 + Penalty 3645.829448 = -8235219.629726 nChanged 526 SP:Iteration 33Q (6466.395873 sec): 3 clusters Score: Raw -8239122.917310 + Penalty 3645.829448 = -8235477.087862 nChanged 417 SP:Iteration 34Q (6466.539668 sec): 3 clusters Score: Raw -8239331.264704 + Penalty 3645.829448 = -8235685.435256 nChanged 338 SP:Iteration 35Q (6466.677979 sec): 3 clusters Score: Raw -8239496.050543 + Penalty 3645.829448 = -8235850.221095 nChanged 298 SP:Iteration 36Q (6466.812630 sec): 3 clusters Score: Raw -8239641.248168 + Penalty 3645.829448 = -8235995.418719 nChanged 235 SP:Iteration 37Q (6466.960561 sec): 3 clusters Score: Raw -8239751.219779 + Penalty 3645.829448 = -8236105.390331 nChanged 179 SP:Iteration 38Q (6467.097852 sec): 3 clusters Score: Raw -8239828.734817 + Penalty 3645.829448 = -8236182.905368 nChanged 122 SP:Iteration 39Q (6467.244252 sec): 3 clusters Score: Raw -8239881.860965 + Penalty 3645.829448 = -8236236.031517 nChanged 108 SP:Iteration 40F (6467.406939 sec): 3 clusters Score: Raw -8239931.638130 + Penalty 3645.829448 = -8236285.808682 nChanged 93 SP:Iteration 41Q (6467.555076 sec): 3 clusters Score: Raw -8239973.019924 + Penalty 3645.829448 = -8236327.190476 nChanged 71 SP:Iteration 42Q (6467.685231 sec): 3 clusters Score: Raw -8240003.651615 + Penalty 3645.829448 = -8236357.822167 nChanged 45 SP:Iteration 43Q (6467.813845 sec): 3 clusters Score: Raw -8240025.301574 + Penalty 3645.829448 = -8236379.472126 nChanged 40 SP:Iteration 44Q (6467.939368 sec): 3 clusters Score: Raw -8240045.319155 + Penalty 3645.829448 = -8236399.489707 nChanged 31 SP:Iteration 45Q (6468.073729 sec): 3 clusters Score: Raw -8240060.642445 + Penalty 3645.829448 = -8236414.812997 nChanged 26 SP:Iteration 46Q (6468.210376 sec): 3 clusters Score: Raw -8240071.002488 + Penalty 3645.829448 = -8236425.173040 nChanged 15 SP:Iteration 47Q (6468.338221 sec): 3 clusters Score: Raw -8240076.362147 + Penalty 3645.829448 = -8236430.532699 nChanged 14 SP:Iteration 48Q (6468.458266 sec): 3 clusters Score: Raw -8240082.340133 + Penalty 3645.829448 = -8236436.510685 nChanged 18 SP:Iteration 49Q (6468.592846 sec): 3 clusters Score: Raw -8240088.988330 + Penalty 3645.829448 = -8236443.158882 nChanged 20 SP:Iteration 50Q (6468.732132 sec): 3 clusters Score: Raw -8240096.692058 + Penalty 3645.829448 = -8236450.862609 nChanged 13 SP:Iteration 51Q (6468.880633 sec): 3 clusters Score: Raw -8240100.653527 + Penalty 3645.829448 = -8236454.824078 nChanged 9 SP:Iteration 52Q (6469.009204 sec): 3 clusters Score: Raw -8240104.112863 + Penalty 3645.829448 = -8236458.283415 nChanged 11 SP:Iteration 53Q (6469.151062 sec): 3 clusters Score: Raw -8240110.339498 + Penalty 3645.829448 = -8236464.510050 nChanged 16 SP:Iteration 54Q (6469.299816 sec): 3 clusters Score: Raw -8240118.085614 + Penalty 3645.829448 = -8236472.256165 nChanged 9 SP:Iteration 55Q (6469.436889 sec): 3 clusters Score: Raw -8240122.425209 + Penalty 3645.829448 = -8236476.595760 nChanged 12 SP:Iteration 56Q (6469.588640 sec): 3 clusters Score: Raw -8240127.745288 + Penalty 3645.829448 = -8236481.915839 nChanged 9 SP:Iteration 57Q (6469.722798 sec): 3 clusters Score: Raw -8240131.273875 + Penalty 3645.829448 = -8236485.444427 nChanged 6 SP:Iteration 58Q (6469.877491 sec): 3 clusters Score: Raw -8240133.476078 + Penalty 3645.829448 = -8236487.646630 nChanged 4 SP:Iteration 59Q (6470.018567 sec): 3 clusters Score: Raw -8240134.775648 + Penalty 3645.829448 = -8236488.946200 nChanged 1 SP:Iteration 60F (6470.182331 sec): 3 clusters Score: Raw -8240135.034814 + Penalty 3645.829448 = -8236489.205365 nChanged 1 SP:Iteration 61Q (6470.326293 sec): 3 clusters Score: Raw -8240135.146393 + Penalty 3645.829448 = -8236489.316945 nChanged 0 SP:Iteration 62F (6470.489723 sec): 3 clusters Score: Raw -8240135.146393 + Penalty 3645.829448 = -8236489.316945 nChanged 0 Trying to split cluster 7 (13764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6470.548120 sec): 2 clusters Score: Raw -1576148.329108 + Penalty 1548.594412 = -1574599.734696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6470.620403 sec): 3 clusters Score: Raw -1568114.599490 + Penalty 3097.188824 = -1565017.410665 nChanged 6065 SP:Iteration 1F (6470.681896 sec): 3 clusters Score: Raw -1571674.413361 + Penalty 3097.188824 = -1568577.224537 nChanged 936 SP:Iteration 2F (6470.764016 sec): 3 clusters Score: Raw -1572225.655772 + Penalty 3097.188824 = -1569128.466948 nChanged 894 SP:Iteration 3F (6470.833352 sec): 3 clusters Score: Raw -1572854.864818 + Penalty 3097.188824 = -1569757.675994 nChanged 929 SP:Iteration 4F (6470.897540 sec): 3 clusters Score: Raw -1573542.918113 + Penalty 3097.188824 = -1570445.729289 nChanged 876 SP:Iteration 5F (6470.972146 sec): 3 clusters Score: Raw -1574150.323268 + Penalty 3097.188824 = -1571053.134443 nChanged 776 SP:Iteration 6F (6471.032715 sec): 3 clusters Score: Raw -1574626.354108 + Penalty 3097.188824 = -1571529.165284 nChanged 648 SP:Iteration 7Q (6471.110364 sec): 3 clusters Score: Raw -1574947.394200 + Penalty 3097.188824 = -1571850.205376 nChanged 476 SP:Iteration 8Q (6471.183487 sec): 3 clusters Score: Raw -1575138.769077 + Penalty 3097.188824 = -1572041.580253 nChanged 355 SP:Iteration 9Q (6471.256783 sec): 3 clusters Score: Raw -1575248.471955 + Penalty 3097.188824 = -1572151.283131 nChanged 259 SP:Iteration 10Q (6471.328396 sec): 3 clusters Score: Raw -1575313.562185 + Penalty 3097.188824 = -1572216.373361 nChanged 188 SP:Iteration 11Q (6471.389754 sec): 3 clusters Score: Raw -1575353.519536 + Penalty 3097.188824 = -1572256.330711 nChanged 141 SP:Iteration 12Q (6471.466561 sec): 3 clusters Score: Raw -1575381.127346 + Penalty 3097.188824 = -1572283.938521 nChanged 126 SP:Iteration 13Q (6471.537908 sec): 3 clusters Score: Raw -1575403.117608 + Penalty 3097.188824 = -1572305.928784 nChanged 113 SP:Iteration 14Q (6471.608304 sec): 3 clusters Score: Raw -1575421.081445 + Penalty 3097.188824 = -1572323.892621 nChanged 81 SP:Iteration 15Q (6471.677322 sec): 3 clusters Score: Raw -1575432.995738 + Penalty 3097.188824 = -1572335.806914 nChanged 78 SP:Iteration 16Q (6471.750316 sec): 3 clusters Score: Raw -1575444.001320 + Penalty 3097.188824 = -1572346.812496 nChanged 65 SP:Iteration 17Q (6471.822737 sec): 3 clusters Score: Raw -1575451.436087 + Penalty 3097.188824 = -1572354.247263 nChanged 52 SP:Iteration 18Q (6471.879828 sec): 3 clusters Score: Raw -1575458.826316 + Penalty 3097.188824 = -1572361.637492 nChanged 52 SP:Iteration 19Q (6471.953856 sec): 3 clusters Score: Raw -1575465.266313 + Penalty 3097.188824 = -1572368.077489 nChanged 53 SP:Iteration 20F (6472.021286 sec): 3 clusters Score: Raw -1575472.655093 + Penalty 3097.188824 = -1572375.466269 nChanged 62 SP:Iteration 21Q (6472.093440 sec): 3 clusters Score: Raw -1575482.781857 + Penalty 3097.188824 = -1572385.593033 nChanged 65 SP:Iteration 22Q (6472.160919 sec): 3 clusters Score: Raw -1575494.757699 + Penalty 3097.188824 = -1572397.568875 nChanged 86 SP:Iteration 23Q (6472.220356 sec): 3 clusters Score: Raw -1575508.793868 + Penalty 3097.188824 = -1572411.605043 nChanged 66 SP:Iteration 24Q (6472.289793 sec): 3 clusters Score: Raw -1575517.994354 + Penalty 3097.188824 = -1572420.805530 nChanged 55 SP:Iteration 25Q (6472.366110 sec): 3 clusters Score: Raw -1575526.075223 + Penalty 3097.188824 = -1572428.886399 nChanged 58 SP:Iteration 26Q (6472.430287 sec): 3 clusters Score: Raw -1575535.040717 + Penalty 3097.188824 = -1572437.851892 nChanged 49 SP:Iteration 27Q (6472.494746 sec): 3 clusters Score: Raw -1575542.094422 + Penalty 3097.188824 = -1572444.905598 nChanged 51 SP:Iteration 28Q (6472.568647 sec): 3 clusters Score: Raw -1575549.946146 + Penalty 3097.188824 = -1572452.757322 nChanged 58 SP:Iteration 29Q (6472.630703 sec): 3 clusters Score: Raw -1575558.353376 + Penalty 3097.188824 = -1572461.164552 nChanged 57 SP:Iteration 30Q (6472.709013 sec): 3 clusters Score: Raw -1575567.119190 + Penalty 3097.188824 = -1572469.930366 nChanged 60 SP:Iteration 31Q (6472.777577 sec): 3 clusters Score: Raw -1575577.047230 + Penalty 3097.188824 = -1572479.858406 nChanged 67 SP:Iteration 32Q (6472.844498 sec): 3 clusters Score: Raw -1575588.133286 + Penalty 3097.188824 = -1572490.944462 nChanged 76 SP:Iteration 33Q (6472.907534 sec): 3 clusters Score: Raw -1575600.391380 + Penalty 3097.188824 = -1572503.202556 nChanged 80 SP:Iteration 34Q (6472.976407 sec): 3 clusters Score: Raw -1575614.682391 + Penalty 3097.188824 = -1572517.493567 nChanged 92 SP:Iteration 35Q (6473.035803 sec): 3 clusters Score: Raw -1575630.495534 + Penalty 3097.188824 = -1572533.306710 nChanged 80 SP:Iteration 36Q (6473.101368 sec): 3 clusters Score: Raw -1575645.733217 + Penalty 3097.188824 = -1572548.544393 nChanged 82 SP:Iteration 37Q (6473.174865 sec): 3 clusters Score: Raw -1575660.345148 + Penalty 3097.188824 = -1572563.156324 nChanged 89 SP:Iteration 38Q (6473.229432 sec): 3 clusters Score: Raw -1575675.405940 + Penalty 3097.188824 = -1572578.217116 nChanged 88 SP:Iteration 39Q (6473.296642 sec): 3 clusters Score: Raw -1575693.013369 + Penalty 3097.188824 = -1572595.824545 nChanged 114 SP:Iteration 40F (6473.360382 sec): 3 clusters Score: Raw -1575718.404877 + Penalty 3097.188824 = -1572621.216053 nChanged 113 SP:Iteration 41Q (6473.424513 sec): 3 clusters Score: Raw -1575740.373093 + Penalty 3097.188824 = -1572643.184269 nChanged 106 SP:Iteration 42Q (6473.486696 sec): 3 clusters Score: Raw -1575762.329878 + Penalty 3097.188824 = -1572665.141053 nChanged 123 SP:Iteration 43Q (6473.553280 sec): 3 clusters Score: Raw -1575788.911441 + Penalty 3097.188824 = -1572691.722617 nChanged 114 SP:Iteration 44Q (6473.618840 sec): 3 clusters Score: Raw -1575812.252529 + Penalty 3097.188824 = -1572715.063704 nChanged 108 SP:Iteration 45Q (6473.685481 sec): 3 clusters Score: Raw -1575831.151981 + Penalty 3097.188824 = -1572733.963157 nChanged 103 SP:Iteration 46Q (6473.751245 sec): 3 clusters Score: Raw -1575852.103810 + Penalty 3097.188824 = -1572754.914985 nChanged 116 SP:Iteration 47Q (6473.818236 sec): 3 clusters Score: Raw -1575879.034123 + Penalty 3097.188824 = -1572781.845299 nChanged 120 SP:Iteration 48Q (6473.881089 sec): 3 clusters Score: Raw -1575905.956906 + Penalty 3097.188824 = -1572808.768082 nChanged 123 SP:Iteration 49Q (6473.948263 sec): 3 clusters Score: Raw -1575933.972687 + Penalty 3097.188824 = -1572836.783862 nChanged 123 SP:Iteration 50Q (6474.015777 sec): 3 clusters Score: Raw -1575961.270423 + Penalty 3097.188824 = -1572864.081599 nChanged 117 SP:Iteration 51Q (6474.078375 sec): 3 clusters Score: Raw -1575987.867503 + Penalty 3097.188824 = -1572890.678679 nChanged 116 SP:Iteration 52Q (6474.135460 sec): 3 clusters Score: Raw -1576015.095467 + Penalty 3097.188824 = -1572917.906643 nChanged 118 SP:Iteration 53Q (6474.200023 sec): 3 clusters Score: Raw -1576039.691440 + Penalty 3097.188824 = -1572942.502616 nChanged 110 SP:Iteration 54Q (6474.275255 sec): 3 clusters Score: Raw -1576062.691554 + Penalty 3097.188824 = -1572965.502729 nChanged 106 SP:Iteration 55Q (6474.341642 sec): 3 clusters Score: Raw -1576086.817128 + Penalty 3097.188824 = -1572989.628304 nChanged 109 SP:Iteration 56Q (6474.399449 sec): 3 clusters Score: Raw -1576108.332968 + Penalty 3097.188824 = -1573011.144144 nChanged 104 SP:Iteration 57Q (6474.473603 sec): 3 clusters Score: Raw -1576130.010644 + Penalty 3097.188824 = -1573032.821820 nChanged 94 SP:Iteration 58Q (6474.543646 sec): 3 clusters Score: Raw -1576146.442806 + Penalty 3097.188824 = -1573049.253982 nChanged 85 SP:Iteration 59Q (6474.603161 sec): 3 clusters Score: Raw -1576163.011992 + Penalty 3097.188824 = -1573065.823168 nChanged 85 SP:Iteration 60F (6474.666204 sec): 3 clusters Score: Raw -1576182.724813 + Penalty 3097.188824 = -1573085.535988 nChanged 87 SP:Iteration 61Q (6474.745406 sec): 3 clusters Score: Raw -1576203.118065 + Penalty 3097.188824 = -1573105.929241 nChanged 87 SP:Iteration 62Q (6474.812849 sec): 3 clusters Score: Raw -1576223.462349 + Penalty 3097.188824 = -1573126.273524 nChanged 85 SP:Iteration 63Q (6474.869939 sec): 3 clusters Score: Raw -1576242.422049 + Penalty 3097.188824 = -1573145.233224 nChanged 87 SP:Iteration 64Q (6474.939284 sec): 3 clusters Score: Raw -1576258.705915 + Penalty 3097.188824 = -1573161.517090 nChanged 79 SP:Iteration 65Q (6475.010415 sec): 3 clusters Score: Raw -1576273.299016 + Penalty 3097.188824 = -1573176.110192 nChanged 69 SP:Iteration 66Q (6475.080413 sec): 3 clusters Score: Raw -1576285.904645 + Penalty 3097.188824 = -1573188.715821 nChanged 56 SP:Iteration 67Q (6475.144307 sec): 3 clusters Score: Raw -1576297.499240 + Penalty 3097.188824 = -1573200.310416 nChanged 61 SP:Iteration 68Q (6475.218269 sec): 3 clusters Score: Raw -1576311.187160 + Penalty 3097.188824 = -1573213.998336 nChanged 54 SP:Iteration 69Q (6475.276762 sec): 3 clusters Score: Raw -1576322.571064 + Penalty 3097.188824 = -1573225.382240 nChanged 50 SP:Iteration 70Q (6475.343672 sec): 3 clusters Score: Raw -1576332.676436 + Penalty 3097.188824 = -1573235.487612 nChanged 50 SP:Iteration 71Q (6475.405739 sec): 3 clusters Score: Raw -1576342.881452 + Penalty 3097.188824 = -1573245.692628 nChanged 44 SP:Iteration 72Q (6475.464051 sec): 3 clusters Score: Raw -1576350.316347 + Penalty 3097.188824 = -1573253.127523 nChanged 49 SP:Iteration 73Q (6475.538913 sec): 3 clusters Score: Raw -1576361.608383 + Penalty 3097.188824 = -1573264.419559 nChanged 47 SP:Iteration 74Q (6475.598674 sec): 3 clusters Score: Raw -1576371.786635 + Penalty 3097.188824 = -1573274.597810 nChanged 49 SP:Iteration 75Q (6475.676259 sec): 3 clusters Score: Raw -1576381.194637 + Penalty 3097.188824 = -1573284.005813 nChanged 40 SP:Iteration 76Q (6475.744795 sec): 3 clusters Score: Raw -1576388.491407 + Penalty 3097.188824 = -1573291.302582 nChanged 38 SP:Iteration 77Q (6475.804692 sec): 3 clusters Score: Raw -1576395.375195 + Penalty 3097.188824 = -1573298.186371 nChanged 35 SP:Iteration 78Q (6475.869672 sec): 3 clusters Score: Raw -1576401.981622 + Penalty 3097.188824 = -1573304.792798 nChanged 32 SP:Iteration 79Q (6475.935191 sec): 3 clusters Score: Raw -1576407.645217 + Penalty 3097.188824 = -1573310.456393 nChanged 32 SP:Iteration 80F (6475.998543 sec): 3 clusters Score: Raw -1576414.028795 + Penalty 3097.188824 = -1573316.839971 nChanged 32 SP:Iteration 81Q (6476.064184 sec): 3 clusters Score: Raw -1576419.638632 + Penalty 3097.188824 = -1573322.449807 nChanged 22 SP:Iteration 82Q (6476.137536 sec): 3 clusters Score: Raw -1576424.239800 + Penalty 3097.188824 = -1573327.050976 nChanged 22 SP:Iteration 83Q (6476.197106 sec): 3 clusters Score: Raw -1576428.762500 + Penalty 3097.188824 = -1573331.573676 nChanged 26 SP:Iteration 84Q (6476.267280 sec): 3 clusters Score: Raw -1576433.975360 + Penalty 3097.188824 = -1573336.786536 nChanged 27 SP:Iteration 85Q (6476.337450 sec): 3 clusters Score: Raw -1576439.062815 + Penalty 3097.188824 = -1573341.873991 nChanged 27 SP:Iteration 86Q (6476.395614 sec): 3 clusters Score: Raw -1576444.971563 + Penalty 3097.188824 = -1573347.782739 nChanged 32 SP:Iteration 87Q (6476.468440 sec): 3 clusters Score: Raw -1576451.923235 + Penalty 3097.188824 = -1573354.734411 nChanged 27 SP:Iteration 88Q (6476.528573 sec): 3 clusters Score: Raw -1576458.328303 + Penalty 3097.188824 = -1573361.139479 nChanged 34 SP:Iteration 89Q (6476.585184 sec): 3 clusters Score: Raw -1576466.050951 + Penalty 3097.188824 = -1573368.862126 nChanged 30 SP:Iteration 90Q (6476.652878 sec): 3 clusters Score: Raw -1576472.198195 + Penalty 3097.188824 = -1573375.009371 nChanged 34 SP:Iteration 91Q (6476.720702 sec): 3 clusters Score: Raw -1576479.184888 + Penalty 3097.188824 = -1573381.996063 nChanged 30 SP:Iteration 92Q (6476.787705 sec): 3 clusters Score: Raw -1576485.472478 + Penalty 3097.188824 = -1573388.283654 nChanged 27 SP:Iteration 93Q (6476.855444 sec): 3 clusters Score: Raw -1576491.767898 + Penalty 3097.188824 = -1573394.579074 nChanged 30 SP:Iteration 94Q (6476.923622 sec): 3 clusters Score: Raw -1576498.309982 + Penalty 3097.188824 = -1573401.121158 nChanged 24 SP:Iteration 95Q (6476.989787 sec): 3 clusters Score: Raw -1576503.351101 + Penalty 3097.188824 = -1573406.162276 nChanged 28 SP:Iteration 96Q (6477.064777 sec): 3 clusters Score: Raw -1576508.335857 + Penalty 3097.188824 = -1573411.147033 nChanged 18 SP:Iteration 97Q (6477.120539 sec): 3 clusters Score: Raw -1576511.572130 + Penalty 3097.188824 = -1573414.383306 nChanged 19 SP:Iteration 98Q (6477.155534 sec): 3 clusters Score: Raw -1576515.795392 + Penalty 3097.188824 = -1573418.606568 nChanged 23 SP:Iteration 99Q (6477.184935 sec): 3 clusters Score: Raw -1576521.187804 + Penalty 3097.188824 = -1573423.998980 nChanged 22 SP:Iteration 100F (6477.249131 sec): 3 clusters Score: Raw -1576525.747338 + Penalty 3097.188824 = -1573428.558514 nChanged 14 SP:Iteration 101Q (6477.318308 sec): 3 clusters Score: Raw -1576528.153426 + Penalty 3097.188824 = -1573430.964601 nChanged 10 SP:Iteration 102Q (6477.365179 sec): 3 clusters Score: Raw -1576529.554493 + Penalty 3097.188824 = -1573432.365669 nChanged 5 SP:Iteration 103Q (6477.430632 sec): 3 clusters Score: Raw -1576530.293779 + Penalty 3097.188824 = -1573433.104954 nChanged 5 SP:Iteration 104Q (6477.494889 sec): 3 clusters Score: Raw -1576531.161820 + Penalty 3097.188824 = -1573433.972996 nChanged 5 SP:Iteration 105Q (6477.565523 sec): 3 clusters Score: Raw -1576531.876628 + Penalty 3097.188824 = -1573434.687804 nChanged 2 SP:Iteration 106Q (6477.618892 sec): 3 clusters Score: Raw -1576532.228918 + Penalty 3097.188824 = -1573435.040094 nChanged 3 SP:Iteration 107Q (6477.681148 sec): 3 clusters Score: Raw -1576532.835095 + Penalty 3097.188824 = -1573435.646271 nChanged 4 SP:Iteration 108Q (6477.739180 sec): 3 clusters Score: Raw -1576533.492030 + Penalty 3097.188824 = -1573436.303206 nChanged 0 SP:Iteration 109F (6477.804799 sec): 3 clusters Score: Raw -1576533.492030 + Penalty 3097.188824 = -1573436.303206 nChanged 0 Trying to split cluster 8 (18863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6477.842478 sec): 2 clusters Score: Raw -2145068.492033 + Penalty 1599.805612 = -2143468.686422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6477.922880 sec): 3 clusters Score: Raw -2133732.177721 + Penalty 3199.611223 = -2130532.566497 nChanged 8490 SP:Iteration 1F (6477.995261 sec): 3 clusters Score: Raw -2138387.239384 + Penalty 3199.611223 = -2135187.628161 nChanged 1058 SP:Iteration 2F (6478.074626 sec): 3 clusters Score: Raw -2138812.283128 + Penalty 3199.611223 = -2135612.671905 nChanged 1050 SP:Iteration 3F (6478.141106 sec): 3 clusters Score: Raw -2139314.401938 + Penalty 3199.611223 = -2136114.790714 nChanged 1174 SP:Iteration 4F (6478.182840 sec): 3 clusters Score: Raw -2140001.311762 + Penalty 3199.611223 = -2136801.700539 nChanged 1291 SP:Iteration 5F (6478.226051 sec): 3 clusters Score: Raw -2140892.272892 + Penalty 3199.611223 = -2137692.661669 nChanged 1352 SP:Iteration 6F (6478.269286 sec): 3 clusters Score: Raw -2141918.047509 + Penalty 3199.611223 = -2138718.436285 nChanged 1238 SP:Iteration 7F (6478.312206 sec): 3 clusters Score: Raw -2142955.325786 + Penalty 3199.611223 = -2139755.714563 nChanged 993 SP:Iteration 8F (6478.355646 sec): 3 clusters Score: Raw -2143795.069070 + Penalty 3199.611223 = -2140595.457846 nChanged 738 SP:Iteration 9Q (6478.398890 sec): 3 clusters Score: Raw -2144384.605429 + Penalty 3199.611223 = -2141184.994206 nChanged 532 SP:Iteration 10Q (6478.441330 sec): 3 clusters Score: Raw -2144779.634980 + Penalty 3199.611223 = -2141580.023757 nChanged 388 SP:Iteration 11Q (6478.482804 sec): 3 clusters Score: Raw -2145040.263716 + Penalty 3199.611223 = -2141840.652493 nChanged 275 SP:Iteration 12Q (6478.523358 sec): 3 clusters Score: Raw -2145194.116394 + Penalty 3199.611223 = -2141994.505171 nChanged 189 SP:Iteration 13Q (6478.585502 sec): 3 clusters Score: Raw -2145274.879702 + Penalty 3199.611223 = -2142075.268479 nChanged 135 SP:Iteration 14Q (6478.661141 sec): 3 clusters Score: Raw -2145322.724263 + Penalty 3199.611223 = -2142123.113039 nChanged 107 SP:Iteration 15Q (6478.738386 sec): 3 clusters Score: Raw -2145357.350858 + Penalty 3199.611223 = -2142157.739634 nChanged 93 SP:Iteration 16Q (6478.815204 sec): 3 clusters Score: Raw -2145390.413862 + Penalty 3199.611223 = -2142190.802639 nChanged 80 SP:Iteration 17Q (6478.892242 sec): 3 clusters Score: Raw -2145413.749652 + Penalty 3199.611223 = -2142214.138429 nChanged 70 SP:Iteration 18Q (6478.969290 sec): 3 clusters Score: Raw -2145435.954588 + Penalty 3199.611223 = -2142236.343364 nChanged 68 SP:Iteration 19Q (6479.045910 sec): 3 clusters Score: Raw -2145457.522763 + Penalty 3199.611223 = -2142257.911540 nChanged 72 SP:Iteration 20F (6479.124049 sec): 3 clusters Score: Raw -2145476.019428 + Penalty 3199.611223 = -2142276.408204 nChanged 58 SP:Iteration 21Q (6479.197697 sec): 3 clusters Score: Raw -2145491.844132 + Penalty 3199.611223 = -2142292.232909 nChanged 58 SP:Iteration 22Q (6479.267422 sec): 3 clusters Score: Raw -2145507.045698 + Penalty 3199.611223 = -2142307.434475 nChanged 50 SP:Iteration 23Q (6479.321951 sec): 3 clusters Score: Raw -2145521.676597 + Penalty 3199.611223 = -2142322.065373 nChanged 44 SP:Iteration 24Q (6479.405773 sec): 3 clusters Score: Raw -2145534.521865 + Penalty 3199.611223 = -2142334.910642 nChanged 45 SP:Iteration 25Q (6479.471800 sec): 3 clusters Score: Raw -2145545.921457 + Penalty 3199.611223 = -2142346.310233 nChanged 35 SP:Iteration 26Q (6479.530785 sec): 3 clusters Score: Raw -2145554.464880 + Penalty 3199.611223 = -2142354.853657 nChanged 39 SP:Iteration 27Q (6479.607873 sec): 3 clusters Score: Raw -2145566.886334 + Penalty 3199.611223 = -2142367.275111 nChanged 45 SP:Iteration 28Q (6479.685568 sec): 3 clusters Score: Raw -2145580.015600 + Penalty 3199.611223 = -2142380.404377 nChanged 40 SP:Iteration 29Q (6479.747618 sec): 3 clusters Score: Raw -2145592.069086 + Penalty 3199.611223 = -2142392.457863 nChanged 39 SP:Iteration 30Q (6479.818677 sec): 3 clusters Score: Raw -2145604.165737 + Penalty 3199.611223 = -2142404.554513 nChanged 40 SP:Iteration 31Q (6479.889139 sec): 3 clusters Score: Raw -2145614.553540 + Penalty 3199.611223 = -2142414.942316 nChanged 37 SP:Iteration 32Q (6479.953962 sec): 3 clusters Score: Raw -2145624.875706 + Penalty 3199.611223 = -2142425.264482 nChanged 32 SP:Iteration 33Q (6480.022786 sec): 3 clusters Score: Raw -2145635.539584 + Penalty 3199.611223 = -2142435.928361 nChanged 38 SP:Iteration 34Q (6480.102152 sec): 3 clusters Score: Raw -2145645.158502 + Penalty 3199.611223 = -2142445.547279 nChanged 41 SP:Iteration 35Q (6480.179070 sec): 3 clusters Score: Raw -2145656.164198 + Penalty 3199.611223 = -2142456.552975 nChanged 29 SP:Iteration 36Q (6480.248355 sec): 3 clusters Score: Raw -2145662.699486 + Penalty 3199.611223 = -2142463.088262 nChanged 18 SP:Iteration 37Q (6480.314883 sec): 3 clusters Score: Raw -2145668.160124 + Penalty 3199.611223 = -2142468.548900 nChanged 18 SP:Iteration 38Q (6480.385429 sec): 3 clusters Score: Raw -2145672.675528 + Penalty 3199.611223 = -2142473.064305 nChanged 25 SP:Iteration 39Q (6480.456514 sec): 3 clusters Score: Raw -2145679.468247 + Penalty 3199.611223 = -2142479.857024 nChanged 22 SP:Iteration 40F (6480.533484 sec): 3 clusters Score: Raw -2145685.606121 + Penalty 3199.611223 = -2142485.994898 nChanged 20 SP:Iteration 41Q (6480.619202 sec): 3 clusters Score: Raw -2145689.445436 + Penalty 3199.611223 = -2142489.834213 nChanged 15 SP:Iteration 42Q (6480.694099 sec): 3 clusters Score: Raw -2145692.280995 + Penalty 3199.611223 = -2142492.669771 nChanged 12 SP:Iteration 43Q (6480.764683 sec): 3 clusters Score: Raw -2145694.497447 + Penalty 3199.611223 = -2142494.886223 nChanged 13 SP:Iteration 44Q (6480.832833 sec): 3 clusters Score: Raw -2145697.564629 + Penalty 3199.611223 = -2142497.953406 nChanged 11 SP:Iteration 45Q (6480.905442 sec): 3 clusters Score: Raw -2145699.318040 + Penalty 3199.611223 = -2142499.706817 nChanged 7 SP:Iteration 46Q (6480.978148 sec): 3 clusters Score: Raw -2145700.207176 + Penalty 3199.611223 = -2142500.595953 nChanged 3 SP:Iteration 47Q (6481.051249 sec): 3 clusters Score: Raw -2145700.727466 + Penalty 3199.611223 = -2142501.116242 nChanged 7 SP:Iteration 48Q (6481.124454 sec): 3 clusters Score: Raw -2145702.595637 + Penalty 3199.611223 = -2142502.984413 nChanged 6 SP:Iteration 49Q (6481.195083 sec): 3 clusters Score: Raw -2145703.851037 + Penalty 3199.611223 = -2142504.239814 nChanged 4 SP:Iteration 50Q (6481.266000 sec): 3 clusters Score: Raw -2145704.509929 + Penalty 3199.611223 = -2142504.898706 nChanged 3 SP:Iteration 51Q (6481.338155 sec): 3 clusters Score: Raw -2145705.107534 + Penalty 3199.611223 = -2142505.496311 nChanged 5 SP:Iteration 52Q (6481.393242 sec): 3 clusters Score: Raw -2145706.123314 + Penalty 3199.611223 = -2142506.512091 nChanged 3 SP:Iteration 53Q (6481.461369 sec): 3 clusters Score: Raw -2145706.641824 + Penalty 3199.611223 = -2142507.030600 nChanged 5 SP:Iteration 54Q (6481.534071 sec): 3 clusters Score: Raw -2145707.314971 + Penalty 3199.611223 = -2142507.703747 nChanged 3 SP:Iteration 55Q (6481.602086 sec): 3 clusters Score: Raw -2145707.685126 + Penalty 3199.611223 = -2142508.073903 nChanged 2 SP:Iteration 56Q (6481.674810 sec): 3 clusters Score: Raw -2145707.937342 + Penalty 3199.611223 = -2142508.326119 nChanged 0 SP:Iteration 57F (6481.751190 sec): 3 clusters Score: Raw -2145707.937342 + Penalty 3199.611223 = -2142508.326119 nChanged 0 Trying to split cluster 9 (26099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6481.804130 sec): 2 clusters Score: Raw -2970729.134976 + Penalty 1652.568495 = -2969076.566481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6481.892425 sec): 3 clusters Score: Raw -2954781.237903 + Penalty 3305.136990 = -2951476.100912 nChanged 12010 SP:Iteration 1F (6481.977356 sec): 3 clusters Score: Raw -2961220.348513 + Penalty 3305.136990 = -2957915.211522 nChanged 1139 SP:Iteration 2Q (6482.069709 sec): 3 clusters Score: Raw -2961541.166851 + Penalty 3305.136990 = -2958236.029860 nChanged 1029 SP:Iteration 3Q (6482.156165 sec): 3 clusters Score: Raw -2961844.520157 + Penalty 3305.136990 = -2958539.383167 nChanged 984 SP:Iteration 4Q (6482.249454 sec): 3 clusters Score: Raw -2962168.951358 + Penalty 3305.136990 = -2958863.814368 nChanged 993 SP:Iteration 5Q (6482.338790 sec): 3 clusters Score: Raw -2962529.508541 + Penalty 3305.136990 = -2959224.371551 nChanged 1028 SP:Iteration 6Q (6482.426667 sec): 3 clusters Score: Raw -2962960.127936 + Penalty 3305.136990 = -2959654.990946 nChanged 1154 SP:Iteration 7Q (6482.511926 sec): 3 clusters Score: Raw -2963534.868823 + Penalty 3305.136990 = -2960229.731832 nChanged 1315 SP:Iteration 8F (6482.599967 sec): 3 clusters Score: Raw -2964293.859015 + Penalty 3305.136990 = -2960988.722024 nChanged 1410 SP:Iteration 9F (6482.687024 sec): 3 clusters Score: Raw -2965204.243014 + Penalty 3305.136990 = -2961899.106023 nChanged 1506 SP:Iteration 10F (6482.786332 sec): 3 clusters Score: Raw -2966219.942318 + Penalty 3305.136990 = -2962914.805327 nChanged 1512 SP:Iteration 11F (6482.862478 sec): 3 clusters Score: Raw -2967233.645416 + Penalty 3305.136990 = -2963928.508426 nChanged 1292 SP:Iteration 12Q (6482.959352 sec): 3 clusters Score: Raw -2967931.419699 + Penalty 3305.136990 = -2964626.282709 nChanged 978 SP:Iteration 13Q (6483.050076 sec): 3 clusters Score: Raw -2968317.059468 + Penalty 3305.136990 = -2965011.922477 nChanged 650 SP:Iteration 14Q (6483.132949 sec): 3 clusters Score: Raw -2968523.188123 + Penalty 3305.136990 = -2965218.051132 nChanged 471 SP:Iteration 15Q (6483.224213 sec): 3 clusters Score: Raw -2968673.192631 + Penalty 3305.136990 = -2965368.055641 nChanged 430 SP:Iteration 16Q (6483.312040 sec): 3 clusters Score: Raw -2968817.756442 + Penalty 3305.136990 = -2965512.619451 nChanged 423 SP:Iteration 17Q (6483.393088 sec): 3 clusters Score: Raw -2968967.034419 + Penalty 3305.136990 = -2965661.897428 nChanged 436 SP:Iteration 18Q (6483.469301 sec): 3 clusters Score: Raw -2969147.039108 + Penalty 3305.136990 = -2965841.902118 nChanged 472 SP:Iteration 19Q (6483.556760 sec): 3 clusters Score: Raw -2969387.115630 + Penalty 3305.136990 = -2966081.978639 nChanged 520 SP:Iteration 20F (6483.634278 sec): 3 clusters Score: Raw -2969654.477504 + Penalty 3305.136990 = -2966349.340514 nChanged 539 SP:Iteration 21Q (6483.719478 sec): 3 clusters Score: Raw -2969934.178153 + Penalty 3305.136990 = -2966629.041162 nChanged 502 SP:Iteration 22Q (6483.806310 sec): 3 clusters Score: Raw -2970169.654687 + Penalty 3305.136990 = -2966864.517697 nChanged 441 SP:Iteration 23Q (6483.890706 sec): 3 clusters Score: Raw -2970356.176091 + Penalty 3305.136990 = -2967051.039101 nChanged 384 SP:Iteration 24Q (6483.988261 sec): 3 clusters Score: Raw -2970501.916384 + Penalty 3305.136990 = -2967196.779393 nChanged 344 SP:Iteration 25Q (6484.078385 sec): 3 clusters Score: Raw -2970602.157343 + Penalty 3305.136990 = -2967297.020353 nChanged 248 SP:Iteration 26Q (6484.165530 sec): 3 clusters Score: Raw -2970662.790756 + Penalty 3305.136990 = -2967357.653765 nChanged 201 SP:Iteration 27Q (6484.253953 sec): 3 clusters Score: Raw -2970708.599050 + Penalty 3305.136990 = -2967403.462059 nChanged 191 SP:Iteration 28Q (6484.345156 sec): 3 clusters Score: Raw -2970748.181088 + Penalty 3305.136990 = -2967443.044098 nChanged 172 SP:Iteration 29Q (6484.436070 sec): 3 clusters Score: Raw -2970775.991122 + Penalty 3305.136990 = -2967470.854131 nChanged 116 SP:Iteration 30Q (6484.522298 sec): 3 clusters Score: Raw -2970792.301550 + Penalty 3305.136990 = -2967487.164560 nChanged 121 SP:Iteration 31Q (6484.606068 sec): 3 clusters Score: Raw -2970813.270725 + Penalty 3305.136990 = -2967508.133734 nChanged 123 SP:Iteration 32Q (6484.694429 sec): 3 clusters Score: Raw -2970832.143067 + Penalty 3305.136990 = -2967527.006077 nChanged 108 SP:Iteration 33Q (6484.777137 sec): 3 clusters Score: Raw -2970845.389208 + Penalty 3305.136990 = -2967540.252218 nChanged 85 SP:Iteration 34Q (6484.854429 sec): 3 clusters Score: Raw -2970855.099046 + Penalty 3305.136990 = -2967549.962055 nChanged 73 SP:Iteration 35Q (6484.934683 sec): 3 clusters Score: Raw -2970863.250938 + Penalty 3305.136990 = -2967558.113948 nChanged 64 SP:Iteration 36Q (6485.019335 sec): 3 clusters Score: Raw -2970870.496427 + Penalty 3305.136990 = -2967565.359437 nChanged 57 SP:Iteration 37Q (6485.093957 sec): 3 clusters Score: Raw -2970876.519851 + Penalty 3305.136990 = -2967571.382860 nChanged 64 SP:Iteration 38Q (6485.182172 sec): 3 clusters Score: Raw -2970882.722923 + Penalty 3305.136990 = -2967577.585933 nChanged 50 SP:Iteration 39Q (6485.265463 sec): 3 clusters Score: Raw -2970887.463200 + Penalty 3305.136990 = -2967582.326209 nChanged 46 SP:Iteration 40F (6485.352832 sec): 3 clusters Score: Raw -2970892.055402 + Penalty 3305.136990 = -2967586.918411 nChanged 56 SP:Iteration 41Q (6485.426378 sec): 3 clusters Score: Raw -2970898.146140 + Penalty 3305.136990 = -2967593.009149 nChanged 48 SP:Iteration 42Q (6485.509125 sec): 3 clusters Score: Raw -2970903.051091 + Penalty 3305.136990 = -2967597.914100 nChanged 51 SP:Iteration 43Q (6485.599354 sec): 3 clusters Score: Raw -2970907.184554 + Penalty 3305.136990 = -2967602.047564 nChanged 40 SP:Iteration 44Q (6485.677444 sec): 3 clusters Score: Raw -2970910.354419 + Penalty 3305.136990 = -2967605.217428 nChanged 39 SP:Iteration 45Q (6485.762899 sec): 3 clusters Score: Raw -2970913.745750 + Penalty 3305.136990 = -2967608.608759 nChanged 34 SP:Iteration 46Q (6485.846942 sec): 3 clusters Score: Raw -2970917.234855 + Penalty 3305.136990 = -2967612.097864 nChanged 34 SP:Iteration 47Q (6485.925280 sec): 3 clusters Score: Raw -2970920.093755 + Penalty 3305.136990 = -2967614.956764 nChanged 24 SP:Iteration 48Q (6486.007997 sec): 3 clusters Score: Raw -2970922.152267 + Penalty 3305.136990 = -2967617.015276 nChanged 28 SP:Iteration 49Q (6486.081809 sec): 3 clusters Score: Raw -2970924.781096 + Penalty 3305.136990 = -2967619.644106 nChanged 32 SP:Iteration 50Q (6486.170842 sec): 3 clusters Score: Raw -2970927.754202 + Penalty 3305.136990 = -2967622.617212 nChanged 39 SP:Iteration 51Q (6486.249784 sec): 3 clusters Score: Raw -2970931.357455 + Penalty 3305.136990 = -2967626.220465 nChanged 44 SP:Iteration 52Q (6486.343685 sec): 3 clusters Score: Raw -2970935.568633 + Penalty 3305.136990 = -2967630.431643 nChanged 39 SP:Iteration 53Q (6486.423133 sec): 3 clusters Score: Raw -2970939.730398 + Penalty 3305.136990 = -2967634.593408 nChanged 34 SP:Iteration 54Q (6486.508922 sec): 3 clusters Score: Raw -2970942.755603 + Penalty 3305.136990 = -2967637.618613 nChanged 38 SP:Iteration 55Q (6486.609132 sec): 3 clusters Score: Raw -2970946.199190 + Penalty 3305.136990 = -2967641.062200 nChanged 37 SP:Iteration 56Q (6486.698669 sec): 3 clusters Score: Raw -2970949.037226 + Penalty 3305.136990 = -2967643.900235 nChanged 33 SP:Iteration 57Q (6486.787711 sec): 3 clusters Score: Raw -2970951.420787 + Penalty 3305.136990 = -2967646.283796 nChanged 26 SP:Iteration 58Q (6486.876080 sec): 3 clusters Score: Raw -2970953.432988 + Penalty 3305.136990 = -2967648.295998 nChanged 29 SP:Iteration 59Q (6486.953800 sec): 3 clusters Score: Raw -2970956.010675 + Penalty 3305.136990 = -2967650.873684 nChanged 27 SP:Iteration 60F (6487.055745 sec): 3 clusters Score: Raw -2970958.107928 + Penalty 3305.136990 = -2967652.970938 nChanged 32 SP:Iteration 61Q (6487.136043 sec): 3 clusters Score: Raw -2970960.772706 + Penalty 3305.136990 = -2967655.635716 nChanged 33 SP:Iteration 62Q (6487.210426 sec): 3 clusters Score: Raw -2970963.806958 + Penalty 3305.136990 = -2967658.669968 nChanged 41 SP:Iteration 63Q (6487.292759 sec): 3 clusters Score: Raw -2970968.215989 + Penalty 3305.136990 = -2967663.078999 nChanged 43 SP:Iteration 64Q (6487.383875 sec): 3 clusters Score: Raw -2970972.101969 + Penalty 3305.136990 = -2967666.964978 nChanged 36 SP:Iteration 65Q (6487.466646 sec): 3 clusters Score: Raw -2970975.901911 + Penalty 3305.136990 = -2967670.764920 nChanged 38 SP:Iteration 66Q (6487.550114 sec): 3 clusters Score: Raw -2970979.857466 + Penalty 3305.136990 = -2967674.720475 nChanged 40 SP:Iteration 67Q (6487.621800 sec): 3 clusters Score: Raw -2970983.720360 + Penalty 3305.136990 = -2967678.583370 nChanged 38 SP:Iteration 68Q (6487.706589 sec): 3 clusters Score: Raw -2970987.368931 + Penalty 3305.136990 = -2967682.231941 nChanged 38 SP:Iteration 69Q (6487.777092 sec): 3 clusters Score: Raw -2970992.661359 + Penalty 3305.136990 = -2967687.524369 nChanged 42 SP:Iteration 70Q (6487.863899 sec): 3 clusters Score: Raw -2970998.642717 + Penalty 3305.136990 = -2967693.505727 nChanged 46 SP:Iteration 71Q (6487.934179 sec): 3 clusters Score: Raw -2971004.822967 + Penalty 3305.136990 = -2967699.685977 nChanged 47 SP:Iteration 72Q (6488.018745 sec): 3 clusters Score: Raw -2971011.417519 + Penalty 3305.136990 = -2967706.280528 nChanged 49 SP:Iteration 73Q (6488.109049 sec): 3 clusters Score: Raw -2971017.539830 + Penalty 3305.136990 = -2967712.402839 nChanged 54 SP:Iteration 74Q (6488.196512 sec): 3 clusters Score: Raw -2971023.746075 + Penalty 3305.136990 = -2967718.609085 nChanged 37 SP:Iteration 75Q (6488.273958 sec): 3 clusters Score: Raw -2971027.585582 + Penalty 3305.136990 = -2967722.448591 nChanged 39 SP:Iteration 76Q (6488.360424 sec): 3 clusters Score: Raw -2971032.064615 + Penalty 3305.136990 = -2967726.927624 nChanged 43 SP:Iteration 77Q (6488.452336 sec): 3 clusters Score: Raw -2971037.039963 + Penalty 3305.136990 = -2967731.902972 nChanged 43 SP:Iteration 78Q (6488.536974 sec): 3 clusters Score: Raw -2971042.013678 + Penalty 3305.136990 = -2967736.876687 nChanged 38 SP:Iteration 79Q (6488.598743 sec): 3 clusters Score: Raw -2971045.919844 + Penalty 3305.136990 = -2967740.782854 nChanged 46 SP:Iteration 80F (6488.683906 sec): 3 clusters Score: Raw -2971051.488189 + Penalty 3305.136990 = -2967746.351198 nChanged 50 SP:Iteration 81Q (6488.770404 sec): 3 clusters Score: Raw -2971058.973874 + Penalty 3305.136990 = -2967753.836884 nChanged 58 SP:Iteration 82Q (6488.856906 sec): 3 clusters Score: Raw -2971070.041447 + Penalty 3305.136990 = -2967764.904456 nChanged 71 SP:Iteration 83Q (6488.931960 sec): 3 clusters Score: Raw -2971082.177508 + Penalty 3305.136990 = -2967777.040517 nChanged 79 SP:Iteration 84Q (6489.022790 sec): 3 clusters Score: Raw -2971094.302539 + Penalty 3305.136990 = -2967789.165548 nChanged 69 SP:Iteration 85Q (6489.106894 sec): 3 clusters Score: Raw -2971103.924524 + Penalty 3305.136990 = -2967798.787533 nChanged 49 SP:Iteration 86Q (6489.192280 sec): 3 clusters Score: Raw -2971109.983631 + Penalty 3305.136990 = -2967804.846641 nChanged 45 SP:Iteration 87Q (6489.278911 sec): 3 clusters Score: Raw -2971115.654122 + Penalty 3305.136990 = -2967810.517132 nChanged 43 SP:Iteration 88Q (6489.355929 sec): 3 clusters Score: Raw -2971122.018956 + Penalty 3305.136990 = -2967816.881966 nChanged 47 SP:Iteration 89Q (6489.442410 sec): 3 clusters Score: Raw -2971128.427988 + Penalty 3305.136990 = -2967823.290997 nChanged 43 SP:Iteration 90Q (6489.528980 sec): 3 clusters Score: Raw -2971135.144727 + Penalty 3305.136990 = -2967830.007736 nChanged 42 SP:Iteration 91Q (6489.606350 sec): 3 clusters Score: Raw -2971142.122196 + Penalty 3305.136990 = -2967836.985206 nChanged 48 SP:Iteration 92Q (6489.693567 sec): 3 clusters Score: Raw -2971149.153289 + Penalty 3305.136990 = -2967844.016298 nChanged 49 SP:Iteration 93Q (6489.781868 sec): 3 clusters Score: Raw -2971155.784147 + Penalty 3305.136990 = -2967850.647157 nChanged 39 SP:Iteration 94Q (6489.859745 sec): 3 clusters Score: Raw -2971161.416158 + Penalty 3305.136990 = -2967856.279168 nChanged 36 SP:Iteration 95Q (6489.945855 sec): 3 clusters Score: Raw -2971166.114635 + Penalty 3305.136990 = -2967860.977645 nChanged 36 SP:Iteration 96Q (6490.024149 sec): 3 clusters Score: Raw -2971170.075170 + Penalty 3305.136990 = -2967864.938179 nChanged 33 SP:Iteration 97Q (6490.111840 sec): 3 clusters Score: Raw -2971173.604767 + Penalty 3305.136990 = -2967868.467776 nChanged 27 SP:Iteration 98Q (6490.204712 sec): 3 clusters Score: Raw -2971176.972387 + Penalty 3305.136990 = -2967871.835397 nChanged 28 SP:Iteration 99Q (6490.284204 sec): 3 clusters Score: Raw -2971180.887268 + Penalty 3305.136990 = -2967875.750278 nChanged 31 SP:Iteration 100F (6490.335583 sec): 3 clusters Score: Raw -2971185.644889 + Penalty 3305.136990 = -2967880.507898 nChanged 30 SP:Iteration 101Q (6490.385479 sec): 3 clusters Score: Raw -2971189.682064 + Penalty 3305.136990 = -2967884.545073 nChanged 26 SP:Iteration 102Q (6490.472738 sec): 3 clusters Score: Raw -2971192.224320 + Penalty 3305.136990 = -2967887.087329 nChanged 22 SP:Iteration 103Q (6490.557203 sec): 3 clusters Score: Raw -2971194.422220 + Penalty 3305.136990 = -2967889.285230 nChanged 19 SP:Iteration 104Q (6490.636152 sec): 3 clusters Score: Raw -2971196.609884 + Penalty 3305.136990 = -2967891.472893 nChanged 20 SP:Iteration 105Q (6490.731800 sec): 3 clusters Score: Raw -2971198.721684 + Penalty 3305.136990 = -2967893.584694 nChanged 24 SP:Iteration 106Q (6490.819862 sec): 3 clusters Score: Raw -2971200.738820 + Penalty 3305.136990 = -2967895.601830 nChanged 20 SP:Iteration 107Q (6490.900372 sec): 3 clusters Score: Raw -2971202.756858 + Penalty 3305.136990 = -2967897.619867 nChanged 18 SP:Iteration 108Q (6490.985592 sec): 3 clusters Score: Raw -2971204.232692 + Penalty 3305.136990 = -2967899.095702 nChanged 16 SP:Iteration 109Q (6491.068988 sec): 3 clusters Score: Raw -2971206.457481 + Penalty 3305.136990 = -2967901.320491 nChanged 24 SP:Iteration 110Q (6491.162176 sec): 3 clusters Score: Raw -2971209.040923 + Penalty 3305.136990 = -2967903.903933 nChanged 26 SP:Iteration 111Q (6491.231104 sec): 3 clusters Score: Raw -2971211.789958 + Penalty 3305.136990 = -2967906.652968 nChanged 23 SP:Iteration 112Q (6491.305907 sec): 3 clusters Score: Raw -2971213.989889 + Penalty 3305.136990 = -2967908.852899 nChanged 24 SP:Iteration 113Q (6491.399344 sec): 3 clusters Score: Raw -2971216.965045 + Penalty 3305.136990 = -2967911.828055 nChanged 25 SP:Iteration 114Q (6491.486250 sec): 3 clusters Score: Raw -2971218.997478 + Penalty 3305.136990 = -2967913.860488 nChanged 19 SP:Iteration 115Q (6491.568441 sec): 3 clusters Score: Raw -2971220.303076 + Penalty 3305.136990 = -2967915.166086 nChanged 13 SP:Iteration 116Q (6491.659611 sec): 3 clusters Score: Raw -2971221.416643 + Penalty 3305.136990 = -2967916.279653 nChanged 13 SP:Iteration 117Q (6491.745604 sec): 3 clusters Score: Raw -2971222.871354 + Penalty 3305.136990 = -2967917.734363 nChanged 17 SP:Iteration 118Q (6491.832296 sec): 3 clusters Score: Raw -2971224.798200 + Penalty 3305.136990 = -2967919.661210 nChanged 17 SP:Iteration 119Q (6491.918840 sec): 3 clusters Score: Raw -2971226.674278 + Penalty 3305.136990 = -2967921.537287 nChanged 20 SP:Iteration 120F (6492.009125 sec): 3 clusters Score: Raw -2971229.031840 + Penalty 3305.136990 = -2967923.894849 nChanged 23 SP:Iteration 121Q (6492.086805 sec): 3 clusters Score: Raw -2971231.649848 + Penalty 3305.136990 = -2967926.512858 nChanged 20 SP:Iteration 122Q (6492.161730 sec): 3 clusters Score: Raw -2971234.383844 + Penalty 3305.136990 = -2967929.246853 nChanged 15 SP:Iteration 123Q (6492.248003 sec): 3 clusters Score: Raw -2971235.795702 + Penalty 3305.136990 = -2967930.658712 nChanged 11 SP:Iteration 124Q (6492.319101 sec): 3 clusters Score: Raw -2971236.889161 + Penalty 3305.136990 = -2967931.752171 nChanged 12 SP:Iteration 125Q (6492.401284 sec): 3 clusters Score: Raw -2971238.060719 + Penalty 3305.136990 = -2967932.923728 nChanged 15 SP:Iteration 126Q (6492.473266 sec): 3 clusters Score: Raw -2971239.609262 + Penalty 3305.136990 = -2967934.472271 nChanged 17 SP:Iteration 127Q (6492.554835 sec): 3 clusters Score: Raw -2971241.248193 + Penalty 3305.136990 = -2967936.111203 nChanged 15 SP:Iteration 128Q (6492.644600 sec): 3 clusters Score: Raw -2971242.452914 + Penalty 3305.136990 = -2967937.315924 nChanged 15 SP:Iteration 129Q (6492.718395 sec): 3 clusters Score: Raw -2971243.981120 + Penalty 3305.136990 = -2967938.844130 nChanged 18 SP:Iteration 130Q (6492.800519 sec): 3 clusters Score: Raw -2971246.314220 + Penalty 3305.136990 = -2967941.177230 nChanged 26 SP:Iteration 131Q (6492.874538 sec): 3 clusters Score: Raw -2971250.710675 + Penalty 3305.136990 = -2967945.573684 nChanged 32 SP:Iteration 132Q (6492.945364 sec): 3 clusters Score: Raw -2971255.555312 + Penalty 3305.136990 = -2967950.418322 nChanged 29 SP:Iteration 133Q (6493.027632 sec): 3 clusters Score: Raw -2971260.106935 + Penalty 3305.136990 = -2967954.969944 nChanged 29 SP:Iteration 134Q (6493.110247 sec): 3 clusters Score: Raw -2971264.197781 + Penalty 3305.136990 = -2967959.060791 nChanged 30 SP:Iteration 135Q (6493.187162 sec): 3 clusters Score: Raw -2971268.509976 + Penalty 3305.136990 = -2967963.372986 nChanged 35 SP:Iteration 136Q (6493.268495 sec): 3 clusters Score: Raw -2971273.151846 + Penalty 3305.136990 = -2967968.014856 nChanged 30 SP:Iteration 137Q (6493.335783 sec): 3 clusters Score: Raw -2971276.776717 + Penalty 3305.136990 = -2967971.639726 nChanged 30 SP:Iteration 138Q (6493.417428 sec): 3 clusters Score: Raw -2971281.308748 + Penalty 3305.136990 = -2967976.171757 nChanged 33 SP:Iteration 139Q (6493.504789 sec): 3 clusters Score: Raw -2971286.279831 + Penalty 3305.136990 = -2967981.142841 nChanged 36 SP:Iteration 140F (6493.591065 sec): 3 clusters Score: Raw -2971291.445570 + Penalty 3305.136990 = -2967986.308580 nChanged 28 SP:Iteration 141Q (6493.673475 sec): 3 clusters Score: Raw -2971295.314110 + Penalty 3305.136990 = -2967990.177120 nChanged 26 SP:Iteration 142Q (6493.759089 sec): 3 clusters Score: Raw -2971298.261984 + Penalty 3305.136990 = -2967993.124994 nChanged 23 SP:Iteration 143Q (6493.842934 sec): 3 clusters Score: Raw -2971301.065352 + Penalty 3305.136990 = -2967995.928362 nChanged 25 SP:Iteration 144Q (6493.927773 sec): 3 clusters Score: Raw -2971305.444389 + Penalty 3305.136990 = -2968000.307399 nChanged 27 SP:Iteration 145Q (6494.014513 sec): 3 clusters Score: Raw -2971308.731716 + Penalty 3305.136990 = -2968003.594726 nChanged 26 SP:Iteration 146Q (6494.095644 sec): 3 clusters Score: Raw -2971312.111678 + Penalty 3305.136990 = -2968006.974688 nChanged 18 SP:Iteration 147Q (6494.181630 sec): 3 clusters Score: Raw -2971314.005371 + Penalty 3305.136990 = -2968008.868380 nChanged 18 SP:Iteration 148Q (6494.263240 sec): 3 clusters Score: Raw -2971315.781894 + Penalty 3305.136990 = -2968010.644903 nChanged 17 SP:Iteration 149Q (6494.341084 sec): 3 clusters Score: Raw -2971317.547108 + Penalty 3305.136990 = -2968012.410118 nChanged 18 SP:Iteration 150Q (6494.415359 sec): 3 clusters Score: Raw -2971319.438051 + Penalty 3305.136990 = -2968014.301061 nChanged 20 SP:Iteration 151Q (6494.508874 sec): 3 clusters Score: Raw -2971321.742479 + Penalty 3305.136990 = -2968016.605489 nChanged 17 SP:Iteration 152Q (6494.585457 sec): 3 clusters Score: Raw -2971323.854520 + Penalty 3305.136990 = -2968018.717529 nChanged 14 SP:Iteration 153Q (6494.671650 sec): 3 clusters Score: Raw -2971325.505728 + Penalty 3305.136990 = -2968020.368738 nChanged 11 SP:Iteration 154Q (6494.733867 sec): 3 clusters Score: Raw -2971326.770819 + Penalty 3305.136990 = -2968021.633828 nChanged 8 SP:Iteration 155Q (6494.781897 sec): 3 clusters Score: Raw -2971327.550286 + Penalty 3305.136990 = -2968022.413296 nChanged 9 SP:Iteration 156Q (6494.830908 sec): 3 clusters Score: Raw -2971328.827194 + Penalty 3305.136990 = -2968023.690204 nChanged 13 SP:Iteration 157Q (6494.905610 sec): 3 clusters Score: Raw -2971330.695026 + Penalty 3305.136990 = -2968025.558036 nChanged 12 SP:Iteration 158Q (6494.953692 sec): 3 clusters Score: Raw -2971331.562632 + Penalty 3305.136990 = -2968026.425642 nChanged 8 SP:Iteration 159Q (6495.002293 sec): 3 clusters Score: Raw -2971332.246943 + Penalty 3305.136990 = -2968027.109953 nChanged 7 SP:Iteration 160F (6495.072799 sec): 3 clusters Score: Raw -2971332.831653 + Penalty 3305.136990 = -2968027.694663 nChanged 4 SP:Iteration 161Q (6495.156881 sec): 3 clusters Score: Raw -2971333.053072 + Penalty 3305.136990 = -2968027.916082 nChanged 1 SP:Iteration 162Q (6495.249852 sec): 3 clusters Score: Raw -2971333.087225 + Penalty 3305.136990 = -2968027.950235 nChanged 0 SP:Iteration 163F (6495.336264 sec): 3 clusters Score: Raw -2971333.087225 + Penalty 3305.136990 = -2968027.950235 nChanged 0 Trying to split cluster 10 (43703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6495.406885 sec): 2 clusters Score: Raw -4829386.721411 + Penalty 1736.340455 = -4827650.380956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6495.519039 sec): 3 clusters Score: Raw -4801843.297143 + Penalty 3472.680909 = -4798370.616233 nChanged 20472 SP:Iteration 1F (6495.630395 sec): 3 clusters Score: Raw -4813449.938523 + Penalty 3472.680909 = -4809977.257614 nChanged 1744 SP:Iteration 2Q (6495.755238 sec): 3 clusters Score: Raw -4814002.322028 + Penalty 3472.680909 = -4810529.641119 nChanged 1767 SP:Iteration 3Q (6495.875238 sec): 3 clusters Score: Raw -4814641.631971 + Penalty 3472.680909 = -4811168.951062 nChanged 1886 SP:Iteration 4Q (6495.992559 sec): 3 clusters Score: Raw -4815462.756367 + Penalty 3472.680909 = -4811990.075457 nChanged 2037 SP:Iteration 5Q (6496.109719 sec): 3 clusters Score: Raw -4816439.736535 + Penalty 3472.680909 = -4812967.055626 nChanged 2099 SP:Iteration 6Q (6496.206828 sec): 3 clusters Score: Raw -4817522.379063 + Penalty 3472.680909 = -4814049.698154 nChanged 2134 SP:Iteration 7Q (6496.325319 sec): 3 clusters Score: Raw -4818701.798829 + Penalty 3472.680909 = -4815229.117919 nChanged 2156 SP:Iteration 8Q (6496.437313 sec): 3 clusters Score: Raw -4819944.319749 + Penalty 3472.680909 = -4816471.638840 nChanged 2176 SP:Iteration 9Q (6496.561317 sec): 3 clusters Score: Raw -4821185.987050 + Penalty 3472.680909 = -4817713.306141 nChanged 2058 SP:Iteration 10Q (6496.684040 sec): 3 clusters Score: Raw -4822264.546826 + Penalty 3472.680909 = -4818791.865916 nChanged 1807 SP:Iteration 11Q (6496.808299 sec): 3 clusters Score: Raw -4823054.135473 + Penalty 3472.680909 = -4819581.454564 nChanged 1442 SP:Iteration 12Q (6496.922601 sec): 3 clusters Score: Raw -4823551.756213 + Penalty 3472.680909 = -4820079.075303 nChanged 1083 SP:Iteration 13Q (6497.045053 sec): 3 clusters Score: Raw -4823850.510108 + Penalty 3472.680909 = -4820377.829198 nChanged 826 SP:Iteration 14Q (6497.160217 sec): 3 clusters Score: Raw -4824046.817358 + Penalty 3472.680909 = -4820574.136449 nChanged 668 SP:Iteration 15Q (6497.274166 sec): 3 clusters Score: Raw -4824197.863532 + Penalty 3472.680909 = -4820725.182622 nChanged 579 SP:Iteration 16Q (6497.390398 sec): 3 clusters Score: Raw -4824331.030341 + Penalty 3472.680909 = -4820858.349432 nChanged 559 SP:Iteration 17Q (6497.507718 sec): 3 clusters Score: Raw -4824473.081717 + Penalty 3472.680909 = -4821000.400808 nChanged 585 SP:Iteration 18Q (6497.629105 sec): 3 clusters Score: Raw -4824630.384166 + Penalty 3472.680909 = -4821157.703257 nChanged 588 SP:Iteration 19Q (6497.741753 sec): 3 clusters Score: Raw -4824805.252875 + Penalty 3472.680909 = -4821332.571965 nChanged 620 SP:Iteration 20F (6497.860557 sec): 3 clusters Score: Raw -4824996.408455 + Penalty 3472.680909 = -4821523.727545 nChanged 643 SP:Iteration 21Q (6497.970856 sec): 3 clusters Score: Raw -4825200.049268 + Penalty 3472.680909 = -4821727.368358 nChanged 695 SP:Iteration 22Q (6498.084654 sec): 3 clusters Score: Raw -4825433.502180 + Penalty 3472.680909 = -4821960.821271 nChanged 724 SP:Iteration 23Q (6498.197688 sec): 3 clusters Score: Raw -4825703.843382 + Penalty 3472.680909 = -4822231.162473 nChanged 746 SP:Iteration 24Q (6498.309775 sec): 3 clusters Score: Raw -4825994.745207 + Penalty 3472.680909 = -4822522.064297 nChanged 719 SP:Iteration 25Q (6498.427348 sec): 3 clusters Score: Raw -4826303.398933 + Penalty 3472.680909 = -4822830.718024 nChanged 729 SP:Iteration 26Q (6498.548327 sec): 3 clusters Score: Raw -4826631.264646 + Penalty 3472.680909 = -4823158.583737 nChanged 707 SP:Iteration 27Q (6498.655998 sec): 3 clusters Score: Raw -4826940.064127 + Penalty 3472.680909 = -4823467.383218 nChanged 634 SP:Iteration 28Q (6498.775317 sec): 3 clusters Score: Raw -4827226.256205 + Penalty 3472.680909 = -4823753.575296 nChanged 600 SP:Iteration 29Q (6498.895943 sec): 3 clusters Score: Raw -4827506.036869 + Penalty 3472.680909 = -4824033.355959 nChanged 575 SP:Iteration 30Q (6499.002297 sec): 3 clusters Score: Raw -4827780.287657 + Penalty 3472.680909 = -4824307.606748 nChanged 553 SP:Iteration 31Q (6499.099232 sec): 3 clusters Score: Raw -4828034.510811 + Penalty 3472.680909 = -4824561.829902 nChanged 481 SP:Iteration 32Q (6499.207628 sec): 3 clusters Score: Raw -4828239.108507 + Penalty 3472.680909 = -4824766.427598 nChanged 437 SP:Iteration 33Q (6499.317619 sec): 3 clusters Score: Raw -4828414.418582 + Penalty 3472.680909 = -4824941.737673 nChanged 401 SP:Iteration 34Q (6499.416770 sec): 3 clusters Score: Raw -4828563.580182 + Penalty 3472.680909 = -4825090.899273 nChanged 361 SP:Iteration 35Q (6499.518790 sec): 3 clusters Score: Raw -4828684.082303 + Penalty 3472.680909 = -4825211.401393 nChanged 350 SP:Iteration 36Q (6499.614812 sec): 3 clusters Score: Raw -4828816.497667 + Penalty 3472.680909 = -4825343.816758 nChanged 350 SP:Iteration 37Q (6499.714187 sec): 3 clusters Score: Raw -4828943.690044 + Penalty 3472.680909 = -4825471.009135 nChanged 287 SP:Iteration 38Q (6499.812744 sec): 3 clusters Score: Raw -4829041.486211 + Penalty 3472.680909 = -4825568.805301 nChanged 248 SP:Iteration 39Q (6499.913375 sec): 3 clusters Score: Raw -4829125.366154 + Penalty 3472.680909 = -4825652.685244 nChanged 213 SP:Iteration 40F (6500.029439 sec): 3 clusters Score: Raw -4829194.058892 + Penalty 3472.680909 = -4825721.377983 nChanged 192 SP:Iteration 41Q (6500.132325 sec): 3 clusters Score: Raw -4829256.888159 + Penalty 3472.680909 = -4825784.207249 nChanged 178 SP:Iteration 42Q (6500.231510 sec): 3 clusters Score: Raw -4829311.544139 + Penalty 3472.680909 = -4825838.863230 nChanged 149 SP:Iteration 43Q (6500.339135 sec): 3 clusters Score: Raw -4829353.660764 + Penalty 3472.680909 = -4825880.979855 nChanged 145 SP:Iteration 44Q (6500.453434 sec): 3 clusters Score: Raw -4829398.563914 + Penalty 3472.680909 = -4825925.883004 nChanged 131 SP:Iteration 45Q (6500.552816 sec): 3 clusters Score: Raw -4829440.730430 + Penalty 3472.680909 = -4825968.049521 nChanged 140 SP:Iteration 46Q (6500.661788 sec): 3 clusters Score: Raw -4829485.472635 + Penalty 3472.680909 = -4826012.791725 nChanged 113 SP:Iteration 47Q (6500.757683 sec): 3 clusters Score: Raw -4829521.323290 + Penalty 3472.680909 = -4826048.642381 nChanged 121 SP:Iteration 48Q (6500.857776 sec): 3 clusters Score: Raw -4829563.152774 + Penalty 3472.680909 = -4826090.471864 nChanged 102 SP:Iteration 49Q (6500.962001 sec): 3 clusters Score: Raw -4829598.997146 + Penalty 3472.680909 = -4826126.316236 nChanged 93 SP:Iteration 50Q (6501.068965 sec): 3 clusters Score: Raw -4829632.436033 + Penalty 3472.680909 = -4826159.755124 nChanged 81 SP:Iteration 51Q (6501.169180 sec): 3 clusters Score: Raw -4829661.096655 + Penalty 3472.680909 = -4826188.415746 nChanged 77 SP:Iteration 52Q (6501.285385 sec): 3 clusters Score: Raw -4829693.347648 + Penalty 3472.680909 = -4826220.666738 nChanged 67 SP:Iteration 53Q (6501.390416 sec): 3 clusters Score: Raw -4829717.955048 + Penalty 3472.680909 = -4826245.274139 nChanged 50 SP:Iteration 54Q (6501.501234 sec): 3 clusters Score: Raw -4829735.812996 + Penalty 3472.680909 = -4826263.132086 nChanged 52 SP:Iteration 55Q (6501.599976 sec): 3 clusters Score: Raw -4829755.687778 + Penalty 3472.680909 = -4826283.006869 nChanged 52 SP:Iteration 56Q (6501.704667 sec): 3 clusters Score: Raw -4829773.561951 + Penalty 3472.680909 = -4826300.881042 nChanged 44 SP:Iteration 57Q (6501.818944 sec): 3 clusters Score: Raw -4829792.439549 + Penalty 3472.680909 = -4826319.758640 nChanged 40 SP:Iteration 58Q (6501.926592 sec): 3 clusters Score: Raw -4829809.275559 + Penalty 3472.680909 = -4826336.594649 nChanged 39 SP:Iteration 59Q (6502.034849 sec): 3 clusters Score: Raw -4829821.747407 + Penalty 3472.680909 = -4826349.066497 nChanged 28 SP:Iteration 60F (6502.145288 sec): 3 clusters Score: Raw -4829830.754789 + Penalty 3472.680909 = -4826358.073879 nChanged 23 SP:Iteration 61Q (6502.251387 sec): 3 clusters Score: Raw -4829835.853022 + Penalty 3472.680909 = -4826363.172112 nChanged 18 SP:Iteration 62Q (6502.364547 sec): 3 clusters Score: Raw -4829840.875905 + Penalty 3472.680909 = -4826368.194996 nChanged 15 SP:Iteration 63Q (6502.461430 sec): 3 clusters Score: Raw -4829845.554522 + Penalty 3472.680909 = -4826372.873612 nChanged 15 SP:Iteration 64Q (6502.561536 sec): 3 clusters Score: Raw -4829849.836035 + Penalty 3472.680909 = -4826377.155126 nChanged 10 SP:Iteration 65Q (6502.663503 sec): 3 clusters Score: Raw -4829852.488949 + Penalty 3472.680909 = -4826379.808040 nChanged 8 SP:Iteration 66Q (6502.769804 sec): 3 clusters Score: Raw -4829855.008199 + Penalty 3472.680909 = -4826382.327290 nChanged 10 SP:Iteration 67Q (6502.870709 sec): 3 clusters Score: Raw -4829857.986193 + Penalty 3472.680909 = -4826385.305283 nChanged 11 SP:Iteration 68Q (6502.977807 sec): 3 clusters Score: Raw -4829861.296249 + Penalty 3472.680909 = -4826388.615340 nChanged 15 SP:Iteration 69Q (6503.084144 sec): 3 clusters Score: Raw -4829864.528461 + Penalty 3472.680909 = -4826391.847552 nChanged 9 SP:Iteration 70Q (6503.191301 sec): 3 clusters Score: Raw -4829866.524512 + Penalty 3472.680909 = -4826393.843603 nChanged 8 SP:Iteration 71Q (6503.295450 sec): 3 clusters Score: Raw -4829868.870889 + Penalty 3472.680909 = -4826396.189979 nChanged 6 SP:Iteration 72Q (6503.400267 sec): 3 clusters Score: Raw -4829870.675765 + Penalty 3472.680909 = -4826397.994856 nChanged 4 SP:Iteration 73Q (6503.495598 sec): 3 clusters Score: Raw -4829871.659417 + Penalty 3472.680909 = -4826398.978508 nChanged 5 SP:Iteration 74Q (6503.605691 sec): 3 clusters Score: Raw -4829873.474694 + Penalty 3472.680909 = -4826400.793785 nChanged 5 SP:Iteration 75Q (6503.715131 sec): 3 clusters Score: Raw -4829874.550568 + Penalty 3472.680909 = -4826401.869658 nChanged 5 SP:Iteration 76Q (6503.821743 sec): 3 clusters Score: Raw -4829875.520477 + Penalty 3472.680909 = -4826402.839567 nChanged 6 SP:Iteration 77Q (6503.930337 sec): 3 clusters Score: Raw -4829878.094433 + Penalty 3472.680909 = -4826405.413523 nChanged 7 SP:Iteration 78Q (6504.037748 sec): 3 clusters Score: Raw -4829879.902736 + Penalty 3472.680909 = -4826407.221827 nChanged 5 SP:Iteration 79Q (6504.146844 sec): 3 clusters Score: Raw -4829881.004481 + Penalty 3472.680909 = -4826408.323571 nChanged 3 SP:Iteration 80F (6504.255605 sec): 3 clusters Score: Raw -4829881.846029 + Penalty 3472.680909 = -4826409.165120 nChanged 1 SP:Iteration 81Q (6504.370885 sec): 3 clusters Score: Raw -4829881.991780 + Penalty 3472.680909 = -4826409.310870 nChanged 1 SP:Iteration 82Q (6504.484289 sec): 3 clusters Score: Raw -4829882.213144 + Penalty 3472.680909 = -4826409.532235 nChanged 1 SP:Iteration 83Q (6504.585599 sec): 3 clusters Score: Raw -4829882.546480 + Penalty 3472.680909 = -4826409.865571 nChanged 1 SP:Iteration 84Q (6504.670544 sec): 3 clusters Score: Raw -4829882.965361 + Penalty 3472.680909 = -4826410.284452 nChanged 2 SP:Iteration 85Q (6504.778887 sec): 3 clusters Score: Raw -4829883.421083 + Penalty 3472.680909 = -4826410.740173 nChanged 1 SP:Iteration 86Q (6504.882823 sec): 3 clusters Score: Raw -4829883.536934 + Penalty 3472.680909 = -4826410.856025 nChanged 0 SP:Iteration 87F (6504.999716 sec): 3 clusters Score: Raw -4829883.536934 + Penalty 3472.680909 = -4826410.856025 nChanged 0 Trying to split cluster 11 (11076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.040484 sec): 2 clusters Score: Raw -1243215.680768 + Penalty 1513.287081 = -1241702.393687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.109105 sec): 3 clusters Score: Raw -1236951.794943 + Penalty 3026.574162 = -1233925.220781 nChanged 4696 SP:Iteration 1F (6505.166350 sec): 3 clusters Score: Raw -1239529.516276 + Penalty 3026.574162 = -1236502.942114 nChanged 738 SP:Iteration 2F (6505.236175 sec): 3 clusters Score: Raw -1239920.681868 + Penalty 3026.574162 = -1236894.107706 nChanged 678 SP:Iteration 3F (6505.300352 sec): 3 clusters Score: Raw -1240321.880769 + Penalty 3026.574162 = -1237295.306607 nChanged 676 SP:Iteration 4F (6505.325146 sec): 3 clusters Score: Raw -1240755.983669 + Penalty 3026.574162 = -1237729.409507 nChanged 682 SP:Iteration 5F (6505.355290 sec): 3 clusters Score: Raw -1241188.411045 + Penalty 3026.574162 = -1238161.836883 nChanged 649 SP:Iteration 6F (6505.431467 sec): 3 clusters Score: Raw -1241585.750164 + Penalty 3026.574162 = -1238559.176001 nChanged 545 SP:Iteration 7Q (6505.501028 sec): 3 clusters Score: Raw -1241912.956645 + Penalty 3026.574162 = -1238886.382483 nChanged 487 SP:Iteration 8Q (6505.559208 sec): 3 clusters Score: Raw -1242222.994923 + Penalty 3026.574162 = -1239196.420761 nChanged 454 SP:Iteration 9Q (6505.625433 sec): 3 clusters Score: Raw -1242539.759118 + Penalty 3026.574162 = -1239513.184955 nChanged 386 SP:Iteration 10Q (6505.689807 sec): 3 clusters Score: Raw -1242797.354762 + Penalty 3026.574162 = -1239770.780599 nChanged 321 SP:Iteration 11Q (6505.761146 sec): 3 clusters Score: Raw -1243001.541679 + Penalty 3026.574162 = -1239974.967516 nChanged 262 SP:Iteration 12Q (6505.814236 sec): 3 clusters Score: Raw -1243162.562920 + Penalty 3026.574162 = -1240135.988757 nChanged 206 SP:Iteration 13Q (6505.873068 sec): 3 clusters Score: Raw -1243280.027437 + Penalty 3026.574162 = -1240253.453275 nChanged 189 SP:Iteration 14Q (6505.932391 sec): 3 clusters Score: Raw -1243389.820253 + Penalty 3026.574162 = -1240363.246090 nChanged 146 SP:Iteration 15Q (6505.998454 sec): 3 clusters Score: Raw -1243462.853170 + Penalty 3026.574162 = -1240436.279007 nChanged 126 SP:Iteration 16Q (6506.064447 sec): 3 clusters Score: Raw -1243520.790631 + Penalty 3026.574162 = -1240494.216469 nChanged 103 SP:Iteration 17Q (6506.132307 sec): 3 clusters Score: Raw -1243565.792421 + Penalty 3026.574162 = -1240539.218258 nChanged 97 SP:Iteration 18Q (6506.194769 sec): 3 clusters Score: Raw -1243607.514882 + Penalty 3026.574162 = -1240580.940719 nChanged 72 SP:Iteration 19Q (6506.248515 sec): 3 clusters Score: Raw -1243633.109944 + Penalty 3026.574162 = -1240606.535782 nChanged 50 SP:Iteration 20F (6506.314729 sec): 3 clusters Score: Raw -1243647.330792 + Penalty 3026.574162 = -1240620.756630 nChanged 46 SP:Iteration 21Q (6506.381995 sec): 3 clusters Score: Raw -1243668.778743 + Penalty 3026.574162 = -1240642.204581 nChanged 48 SP:Iteration 22Q (6506.437156 sec): 3 clusters Score: Raw -1243687.165557 + Penalty 3026.574162 = -1240660.591394 nChanged 37 SP:Iteration 23Q (6506.502123 sec): 3 clusters Score: Raw -1243701.631180 + Penalty 3026.574162 = -1240675.057018 nChanged 38 SP:Iteration 24Q (6506.565598 sec): 3 clusters Score: Raw -1243715.403651 + Penalty 3026.574162 = -1240688.829489 nChanged 28 SP:Iteration 25Q (6506.629858 sec): 3 clusters Score: Raw -1243721.312010 + Penalty 3026.574162 = -1240694.737848 nChanged 18 SP:Iteration 26Q (6506.693831 sec): 3 clusters Score: Raw -1243725.059954 + Penalty 3026.574162 = -1240698.485791 nChanged 8 SP:Iteration 27Q (6506.758067 sec): 3 clusters Score: Raw -1243727.216101 + Penalty 3026.574162 = -1240700.641939 nChanged 6 SP:Iteration 28Q (6506.810109 sec): 3 clusters Score: Raw -1243728.512679 + Penalty 3026.574162 = -1240701.938516 nChanged 5 SP:Iteration 29Q (6506.873572 sec): 3 clusters Score: Raw -1243729.255878 + Penalty 3026.574162 = -1240702.681716 nChanged 3 SP:Iteration 30Q (6506.932853 sec): 3 clusters Score: Raw -1243729.788303 + Penalty 3026.574162 = -1240703.214141 nChanged 3 SP:Iteration 31Q (6506.996214 sec): 3 clusters Score: Raw -1243730.381441 + Penalty 3026.574162 = -1240703.807279 nChanged 4 SP:Iteration 32Q (6507.059942 sec): 3 clusters Score: Raw -1243730.938384 + Penalty 3026.574162 = -1240704.364221 nChanged 2 SP:Iteration 33Q (6507.123882 sec): 3 clusters Score: Raw -1243731.918413 + Penalty 3026.574162 = -1240705.344251 nChanged 3 SP:Iteration 34Q (6507.187775 sec): 3 clusters Score: Raw -1243732.704000 + Penalty 3026.574162 = -1240706.129837 nChanged 3 SP:Iteration 35Q (6507.251438 sec): 3 clusters Score: Raw -1243734.066967 + Penalty 3026.574162 = -1240707.492805 nChanged 4 SP:Iteration 36Q (6507.315906 sec): 3 clusters Score: Raw -1243734.591467 + Penalty 3026.574162 = -1240708.017305 nChanged 1 SP:Iteration 37Q (6507.362612 sec): 3 clusters Score: Raw -1243734.649335 + Penalty 3026.574162 = -1240708.075173 nChanged 0 SP:Iteration 38F (6507.430409 sec): 3 clusters Score: Raw -1243734.649335 + Penalty 3026.574162 = -1240708.075173 nChanged 0 Trying to split cluster 12 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.476173 sec): 2 clusters Score: Raw -1125703.802512 + Penalty 1493.480258 = -1124210.322254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6507.533392 sec): 3 clusters Score: Raw -1120139.179405 + Penalty 2986.960515 = -1117152.218890 nChanged 4254 SP:Iteration 1F (6507.556425 sec): 3 clusters Score: Raw -1122462.291434 + Penalty 2986.960515 = -1119475.330919 nChanged 649 SP:Iteration 2F (6507.628485 sec): 3 clusters Score: Raw -1122815.742196 + Penalty 2986.960515 = -1119828.781681 nChanged 604 SP:Iteration 3F (6507.676093 sec): 3 clusters Score: Raw -1123168.135106 + Penalty 2986.960515 = -1120181.174591 nChanged 604 SP:Iteration 4F (6507.732824 sec): 3 clusters Score: Raw -1123547.949519 + Penalty 2986.960515 = -1120560.989004 nChanged 598 SP:Iteration 5F (6507.793397 sec): 3 clusters Score: Raw -1123928.056624 + Penalty 2986.960515 = -1120941.096109 nChanged 555 SP:Iteration 6F (6507.856442 sec): 3 clusters Score: Raw -1124295.633433 + Penalty 2986.960515 = -1121308.672917 nChanged 506 SP:Iteration 7F (6507.915988 sec): 3 clusters Score: Raw -1124624.498957 + Penalty 2986.960515 = -1121637.538442 nChanged 433 SP:Iteration 8Q (6507.988588 sec): 3 clusters Score: Raw -1124898.091715 + Penalty 2986.960515 = -1121911.131200 nChanged 352 SP:Iteration 9Q (6508.045406 sec): 3 clusters Score: Raw -1125135.631148 + Penalty 2986.960515 = -1122148.670633 nChanged 299 SP:Iteration 10Q (6508.103548 sec): 3 clusters Score: Raw -1125326.604047 + Penalty 2986.960515 = -1122339.643532 nChanged 194 SP:Iteration 11Q (6508.172619 sec): 3 clusters Score: Raw -1125449.783193 + Penalty 2986.960515 = -1122462.822678 nChanged 138 SP:Iteration 12Q (6508.215199 sec): 3 clusters Score: Raw -1125545.421960 + Penalty 2986.960515 = -1122558.461445 nChanged 117 SP:Iteration 13Q (6508.242146 sec): 3 clusters Score: Raw -1125623.788187 + Penalty 2986.960515 = -1122636.827672 nChanged 91 SP:Iteration 14Q (6508.282896 sec): 3 clusters Score: Raw -1125687.857205 + Penalty 2986.960515 = -1122700.896690 nChanged 80 SP:Iteration 15Q (6508.309323 sec): 3 clusters Score: Raw -1125739.248087 + Penalty 2986.960515 = -1122752.287571 nChanged 67 SP:Iteration 16Q (6508.336254 sec): 3 clusters Score: Raw -1125781.962484 + Penalty 2986.960515 = -1122795.001969 nChanged 48 SP:Iteration 17Q (6508.362570 sec): 3 clusters Score: Raw -1125810.668613 + Penalty 2986.960515 = -1122823.708098 nChanged 41 SP:Iteration 18Q (6508.388873 sec): 3 clusters Score: Raw -1125835.747581 + Penalty 2986.960515 = -1122848.787066 nChanged 30 SP:Iteration 19Q (6508.414918 sec): 3 clusters Score: Raw -1125855.286310 + Penalty 2986.960515 = -1122868.325794 nChanged 30 SP:Iteration 20F (6508.443046 sec): 3 clusters Score: Raw -1125871.644846 + Penalty 2986.960515 = -1122884.684331 nChanged 22 SP:Iteration 21Q (6508.469026 sec): 3 clusters Score: Raw -1125888.501427 + Penalty 2986.960515 = -1122901.540912 nChanged 27 SP:Iteration 22Q (6508.494895 sec): 3 clusters Score: Raw -1125906.327309 + Penalty 2986.960515 = -1122919.366794 nChanged 20 SP:Iteration 23Q (6508.534051 sec): 3 clusters Score: Raw -1125916.692746 + Penalty 2986.960515 = -1122929.732231 nChanged 16 SP:Iteration 24Q (6508.557838 sec): 3 clusters Score: Raw -1125926.627933 + Penalty 2986.960515 = -1122939.667418 nChanged 14 SP:Iteration 25Q (6508.631943 sec): 3 clusters Score: Raw -1125933.306384 + Penalty 2986.960515 = -1122946.345869 nChanged 10 SP:Iteration 26Q (6508.693859 sec): 3 clusters Score: Raw -1125937.489256 + Penalty 2986.960515 = -1122950.528741 nChanged 9 SP:Iteration 27Q (6508.749688 sec): 3 clusters Score: Raw -1125942.809245 + Penalty 2986.960515 = -1122955.848730 nChanged 6 SP:Iteration 28Q (6508.795533 sec): 3 clusters Score: Raw -1125947.626726 + Penalty 2986.960515 = -1122960.666210 nChanged 11 SP:Iteration 29Q (6508.856785 sec): 3 clusters Score: Raw -1125951.883411 + Penalty 2986.960515 = -1122964.922896 nChanged 5 SP:Iteration 30Q (6508.905114 sec): 3 clusters Score: Raw -1125954.035529 + Penalty 2986.960515 = -1122967.075014 nChanged 4 SP:Iteration 31Q (6508.962205 sec): 3 clusters Score: Raw -1125957.164614 + Penalty 2986.960515 = -1122970.204099 nChanged 6 SP:Iteration 32Q (6509.029268 sec): 3 clusters Score: Raw -1125959.996030 + Penalty 2986.960515 = -1122973.035515 nChanged 5 SP:Iteration 33Q (6509.081585 sec): 3 clusters Score: Raw -1125962.755372 + Penalty 2986.960515 = -1122975.794857 nChanged 5 SP:Iteration 34Q (6509.144848 sec): 3 clusters Score: Raw -1125965.351319 + Penalty 2986.960515 = -1122978.390803 nChanged 4 SP:Iteration 35Q (6509.194613 sec): 3 clusters Score: Raw -1125966.739330 + Penalty 2986.960515 = -1122979.778815 nChanged 2 SP:Iteration 36Q (6509.255738 sec): 3 clusters Score: Raw -1125969.710596 + Penalty 2986.960515 = -1122982.750081 nChanged 3 SP:Iteration 37Q (6509.307593 sec): 3 clusters Score: Raw -1125971.672931 + Penalty 2986.960515 = -1122984.712416 nChanged 3 SP:Iteration 38Q (6509.375784 sec): 3 clusters Score: Raw -1125973.020790 + Penalty 2986.960515 = -1122986.060275 nChanged 3 SP:Iteration 39Q (6509.424812 sec): 3 clusters Score: Raw -1125974.359931 + Penalty 2986.960515 = -1122987.399416 nChanged 7 SP:Iteration 40F (6509.481964 sec): 3 clusters Score: Raw -1125976.445929 + Penalty 2986.960515 = -1122989.485414 nChanged 4 SP:Iteration 41Q (6509.538523 sec): 3 clusters Score: Raw -1125978.430151 + Penalty 2986.960515 = -1122991.469636 nChanged 3 SP:Iteration 42Q (6509.602593 sec): 3 clusters Score: Raw -1125979.983997 + Penalty 2986.960515 = -1122993.023482 nChanged 1 SP:Iteration 43Q (6509.658602 sec): 3 clusters Score: Raw -1125980.691781 + Penalty 2986.960515 = -1122993.731266 nChanged 1 SP:Iteration 44Q (6509.708067 sec): 3 clusters Score: Raw -1125981.348328 + Penalty 2986.960515 = -1122994.387813 nChanged 4 SP:Iteration 45Q (6509.766107 sec): 3 clusters Score: Raw -1125982.762309 + Penalty 2986.960515 = -1122995.801793 nChanged 1 SP:Iteration 46Q (6509.825769 sec): 3 clusters Score: Raw -1125983.267693 + Penalty 2986.960515 = -1122996.307178 nChanged 1 SP:Iteration 47Q (6509.883991 sec): 3 clusters Score: Raw -1125983.696636 + Penalty 2986.960515 = -1122996.736121 nChanged 1 SP:Iteration 48Q (6509.937587 sec): 3 clusters Score: Raw -1125983.989118 + Penalty 2986.960515 = -1122997.028603 nChanged 0 SP:Iteration 49F (6510.002171 sec): 3 clusters Score: Raw -1125983.989118 + Penalty 2986.960515 = -1122997.028603 nChanged 0 Trying to split cluster 13 (192800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6510.261409 sec): 2 clusters Score: Raw -22028495.965999 + Penalty 1977.528907 = -22026518.437091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6510.559160 sec): 3 clusters Score: Raw -21900830.283806 + Penalty 3955.057815 = -21896875.225991 nChanged 93357 SP:Iteration 1F (6510.852433 sec): 3 clusters Score: Raw -21957907.515354 + Penalty 3955.057815 = -21953952.457539 nChanged 7604 SP:Iteration 2Q (6511.174049 sec): 3 clusters Score: Raw -21960431.937983 + Penalty 3955.057815 = -21956476.880169 nChanged 8506 SP:Iteration 3Q (6511.490766 sec): 3 clusters Score: Raw -21963925.857342 + Penalty 3955.057815 = -21959970.799527 nChanged 9764 SP:Iteration 4F (6511.785333 sec): 3 clusters Score: Raw -21968700.294026 + Penalty 3955.057815 = -21964745.236211 nChanged 11130 SP:Iteration 5F (6512.077111 sec): 3 clusters Score: Raw -21975037.876559 + Penalty 3955.057815 = -21971082.818744 nChanged 12216 SP:Iteration 6F (6512.368804 sec): 3 clusters Score: Raw -21982891.444156 + Penalty 3955.057815 = -21978936.386341 nChanged 12307 SP:Iteration 7F (6512.662457 sec): 3 clusters Score: Raw -21991606.793658 + Penalty 3955.057815 = -21987651.735843 nChanged 11139 SP:Iteration 8F (6512.955022 sec): 3 clusters Score: Raw -21999806.146134 + Penalty 3955.057815 = -21995851.088319 nChanged 9096 SP:Iteration 9Q (6513.266455 sec): 3 clusters Score: Raw -22006235.782965 + Penalty 3955.057815 = -22002280.725150 nChanged 7031 SP:Iteration 10Q (6513.567231 sec): 3 clusters Score: Raw -22010837.453430 + Penalty 3955.057815 = -22006882.395615 nChanged 5483 SP:Iteration 11Q (6513.851752 sec): 3 clusters Score: Raw -22014174.307161 + Penalty 3955.057815 = -22010219.249346 nChanged 4396 SP:Iteration 12Q (6514.128291 sec): 3 clusters Score: Raw -22016777.787308 + Penalty 3955.057815 = -22012822.729493 nChanged 3869 SP:Iteration 13Q (6514.398296 sec): 3 clusters Score: Raw -22018991.588681 + Penalty 3955.057815 = -22015036.530866 nChanged 3400 SP:Iteration 14Q (6514.661779 sec): 3 clusters Score: Raw -22020917.353627 + Penalty 3955.057815 = -22016962.295813 nChanged 2981 SP:Iteration 15Q (6514.930146 sec): 3 clusters Score: Raw -22022584.600711 + Penalty 3955.057815 = -22018629.542896 nChanged 2601 SP:Iteration 16Q (6515.183572 sec): 3 clusters Score: Raw -22024027.379268 + Penalty 3955.057815 = -22020072.321453 nChanged 2180 SP:Iteration 17Q (6515.432691 sec): 3 clusters Score: Raw -22025234.264826 + Penalty 3955.057815 = -22021279.207011 nChanged 1762 SP:Iteration 18Q (6515.678148 sec): 3 clusters Score: Raw -22026177.445894 + Penalty 3955.057815 = -22022222.388079 nChanged 1480 SP:Iteration 19Q (6515.917041 sec): 3 clusters Score: Raw -22026976.073452 + Penalty 3955.057815 = -22023021.015637 nChanged 1167 SP:Iteration 20F (6516.203719 sec): 3 clusters Score: Raw -22027587.036123 + Penalty 3955.057815 = -22023631.978308 nChanged 832 SP:Iteration 21Q (6516.437570 sec): 3 clusters Score: Raw -22028005.239179 + Penalty 3955.057815 = -22024050.181365 nChanged 671 SP:Iteration 22Q (6516.669785 sec): 3 clusters Score: Raw -22028339.490239 + Penalty 3955.057815 = -22024384.432424 nChanged 475 SP:Iteration 23Q (6516.901520 sec): 3 clusters Score: Raw -22028560.593941 + Penalty 3955.057815 = -22024605.536126 nChanged 337 SP:Iteration 24Q (6517.131688 sec): 3 clusters Score: Raw -22028705.846995 + Penalty 3955.057815 = -22024750.789180 nChanged 243 SP:Iteration 25Q (6517.361070 sec): 3 clusters Score: Raw -22028809.652473 + Penalty 3955.057815 = -22024854.594659 nChanged 202 SP:Iteration 26Q (6517.589824 sec): 3 clusters Score: Raw -22028896.309723 + Penalty 3955.057815 = -22024941.251908 nChanged 146 SP:Iteration 27Q (6517.834408 sec): 3 clusters Score: Raw -22028956.922848 + Penalty 3955.057815 = -22025001.865033 nChanged 109 SP:Iteration 28Q (6518.063633 sec): 3 clusters Score: Raw -22028998.418253 + Penalty 3955.057815 = -22025043.360438 nChanged 100 SP:Iteration 29Q (6518.291434 sec): 3 clusters Score: Raw -22029033.292450 + Penalty 3955.057815 = -22025078.234635 nChanged 74 SP:Iteration 30Q (6518.518693 sec): 3 clusters Score: Raw -22029065.710019 + Penalty 3955.057815 = -22025110.652205 nChanged 80 SP:Iteration 31Q (6518.745986 sec): 3 clusters Score: Raw -22029095.616902 + Penalty 3955.057815 = -22025140.559087 nChanged 67 SP:Iteration 32Q (6518.973026 sec): 3 clusters Score: Raw -22029122.981302 + Penalty 3955.057815 = -22025167.923487 nChanged 68 SP:Iteration 33Q (6519.200174 sec): 3 clusters Score: Raw -22029150.502906 + Penalty 3955.057815 = -22025195.445091 nChanged 64 SP:Iteration 34Q (6519.427028 sec): 3 clusters Score: Raw -22029171.739344 + Penalty 3955.057815 = -22025216.681529 nChanged 50 SP:Iteration 35Q (6519.654114 sec): 3 clusters Score: Raw -22029185.625853 + Penalty 3955.057815 = -22025230.568038 nChanged 38 SP:Iteration 36Q (6519.880657 sec): 3 clusters Score: Raw -22029195.933632 + Penalty 3955.057815 = -22025240.875817 nChanged 29 SP:Iteration 37Q (6520.106996 sec): 3 clusters Score: Raw -22029203.154704 + Penalty 3955.057815 = -22025248.096890 nChanged 26 SP:Iteration 38Q (6520.333407 sec): 3 clusters Score: Raw -22029211.338651 + Penalty 3955.057815 = -22025256.280836 nChanged 30 SP:Iteration 39Q (6520.559963 sec): 3 clusters Score: Raw -22029221.947026 + Penalty 3955.057815 = -22025266.889211 nChanged 27 SP:Iteration 40F (6520.858179 sec): 3 clusters Score: Raw -22029229.112125 + Penalty 3955.057815 = -22025274.054310 nChanged 31 SP:Iteration 41Q (6521.085715 sec): 3 clusters Score: Raw -22029237.170417 + Penalty 3955.057815 = -22025282.112602 nChanged 24 SP:Iteration 42Q (6521.313101 sec): 3 clusters Score: Raw -22029244.046776 + Penalty 3955.057815 = -22025288.988961 nChanged 31 SP:Iteration 43Q (6521.555221 sec): 3 clusters Score: Raw -22029252.268287 + Penalty 3955.057815 = -22025297.210472 nChanged 17 SP:Iteration 44Q (6521.784011 sec): 3 clusters Score: Raw -22029256.603477 + Penalty 3955.057815 = -22025301.545662 nChanged 18 SP:Iteration 45Q (6522.012246 sec): 3 clusters Score: Raw -22029261.425618 + Penalty 3955.057815 = -22025306.367803 nChanged 19 SP:Iteration 46Q (6522.239660 sec): 3 clusters Score: Raw -22029266.345203 + Penalty 3955.057815 = -22025311.287388 nChanged 25 SP:Iteration 47Q (6522.505886 sec): 3 clusters Score: Raw -22029273.246728 + Penalty 3955.057815 = -22025318.188914 nChanged 26 SP:Iteration 48Q (6522.732309 sec): 3 clusters Score: Raw -22029280.295327 + Penalty 3955.057815 = -22025325.237512 nChanged 24 SP:Iteration 49Q (6522.958738 sec): 3 clusters Score: Raw -22029287.269066 + Penalty 3955.057815 = -22025332.211251 nChanged 24 SP:Iteration 50Q (6523.185801 sec): 3 clusters Score: Raw -22029293.400466 + Penalty 3955.057815 = -22025338.342651 nChanged 22 SP:Iteration 51Q (6523.413911 sec): 3 clusters Score: Raw -22029298.523086 + Penalty 3955.057815 = -22025343.465271 nChanged 18 SP:Iteration 52Q (6523.640355 sec): 3 clusters Score: Raw -22029302.684497 + Penalty 3955.057815 = -22025347.626682 nChanged 16 SP:Iteration 53Q (6523.867094 sec): 3 clusters Score: Raw -22029307.748471 + Penalty 3955.057815 = -22025352.690656 nChanged 19 SP:Iteration 54Q (6524.093859 sec): 3 clusters Score: Raw -22029312.456537 + Penalty 3955.057815 = -22025357.398722 nChanged 14 SP:Iteration 55Q (6524.320451 sec): 3 clusters Score: Raw -22029315.513897 + Penalty 3955.057815 = -22025360.456082 nChanged 12 SP:Iteration 56Q (6524.546988 sec): 3 clusters Score: Raw -22029317.757040 + Penalty 3955.057815 = -22025362.699225 nChanged 13 SP:Iteration 57Q (6524.784712 sec): 3 clusters Score: Raw -22029319.580831 + Penalty 3955.057815 = -22025364.523017 nChanged 8 SP:Iteration 58Q (6525.011374 sec): 3 clusters Score: Raw -22029321.120013 + Penalty 3955.057815 = -22025366.062198 nChanged 8 SP:Iteration 59Q (6525.237451 sec): 3 clusters Score: Raw -22029322.964330 + Penalty 3955.057815 = -22025367.906516 nChanged 10 SP:Iteration 60F (6525.524713 sec): 3 clusters Score: Raw -22029324.730127 + Penalty 3955.057815 = -22025369.672312 nChanged 10 SP:Iteration 61Q (6525.751340 sec): 3 clusters Score: Raw -22029327.856812 + Penalty 3955.057815 = -22025372.798997 nChanged 15 SP:Iteration 62Q (6525.977742 sec): 3 clusters Score: Raw -22029332.368850 + Penalty 3955.057815 = -22025377.311035 nChanged 18 SP:Iteration 63Q (6526.205751 sec): 3 clusters Score: Raw -22029336.154958 + Penalty 3955.057815 = -22025381.097143 nChanged 16 SP:Iteration 64Q (6526.432079 sec): 3 clusters Score: Raw -22029339.854121 + Penalty 3955.057815 = -22025384.796306 nChanged 16 SP:Iteration 65Q (6526.658193 sec): 3 clusters Score: Raw -22029343.462774 + Penalty 3955.057815 = -22025388.404959 nChanged 15 SP:Iteration 66Q (6526.885155 sec): 3 clusters Score: Raw -22029347.891947 + Penalty 3955.057815 = -22025392.834132 nChanged 12 SP:Iteration 67Q (6527.111917 sec): 3 clusters Score: Raw -22029349.757353 + Penalty 3955.057815 = -22025394.699539 nChanged 6 SP:Iteration 68Q (6527.353171 sec): 3 clusters Score: Raw -22029350.660200 + Penalty 3955.057815 = -22025395.602385 nChanged 4 SP:Iteration 69Q (6527.579472 sec): 3 clusters Score: Raw -22029351.059054 + Penalty 3955.057815 = -22025396.001239 nChanged 4 SP:Iteration 70Q (6527.805612 sec): 3 clusters Score: Raw -22029352.139997 + Penalty 3955.057815 = -22025397.082182 nChanged 9 SP:Iteration 71Q (6528.032009 sec): 3 clusters Score: Raw -22029354.130198 + Penalty 3955.057815 = -22025399.072383 nChanged 10 SP:Iteration 72Q (6528.258319 sec): 3 clusters Score: Raw -22029355.517485 + Penalty 3955.057815 = -22025400.459670 nChanged 6 SP:Iteration 73Q (6528.484567 sec): 3 clusters Score: Raw -22029356.877295 + Penalty 3955.057815 = -22025401.819480 nChanged 5 SP:Iteration 74Q (6528.710894 sec): 3 clusters Score: Raw -22029357.817148 + Penalty 3955.057815 = -22025402.759333 nChanged 6 SP:Iteration 75Q (6528.977457 sec): 3 clusters Score: Raw -22029358.712036 + Penalty 3955.057815 = -22025403.654221 nChanged 5 SP:Iteration 76Q (6529.203562 sec): 3 clusters Score: Raw -22029359.517461 + Penalty 3955.057815 = -22025404.459646 nChanged 2 SP:Iteration 77Q (6529.429897 sec): 3 clusters Score: Raw -22029359.671100 + Penalty 3955.057815 = -22025404.613285 nChanged 5 SP:Iteration 78Q (6529.660763 sec): 3 clusters Score: Raw -22029360.583047 + Penalty 3955.057815 = -22025405.525232 nChanged 3 SP:Iteration 79Q (6529.887258 sec): 3 clusters Score: Raw -22029361.017346 + Penalty 3955.057815 = -22025405.959531 nChanged 0 SP:Iteration 80F (6530.174372 sec): 3 clusters Score: Raw -22029361.017346 + Penalty 3955.057815 = -22025405.959531 nChanged 0 Trying to split cluster 14 (2062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6530.190609 sec): 2 clusters Score: Raw -220552.187191 + Penalty 1240.107645 = -219312.079545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6530.201543 sec): 3 clusters Score: Raw -219657.892764 + Penalty 2480.215291 = -217177.677473 nChanged 734 SP:Iteration 1F (6530.211844 sec): 3 clusters Score: Raw -220095.188260 + Penalty 2480.215291 = -217614.972969 nChanged 170 SP:Iteration 2F (6530.222138 sec): 3 clusters Score: Raw -220207.744864 + Penalty 2480.215291 = -217727.529573 nChanged 88 SP:Iteration 3Q (6530.232469 sec): 3 clusters Score: Raw -220259.871413 + Penalty 2480.215291 = -217779.656122 nChanged 61 SP:Iteration 4Q (6530.242835 sec): 3 clusters Score: Raw -220298.518063 + Penalty 2480.215291 = -217818.302772 nChanged 46 SP:Iteration 5Q (6530.253107 sec): 3 clusters Score: Raw -220325.529849 + Penalty 2480.215291 = -217845.314558 nChanged 44 SP:Iteration 6Q (6530.263537 sec): 3 clusters Score: Raw -220349.547774 + Penalty 2480.215291 = -217869.332483 nChanged 29 SP:Iteration 7Q (6530.273865 sec): 3 clusters Score: Raw -220362.343039 + Penalty 2480.215291 = -217882.127748 nChanged 26 SP:Iteration 8Q (6530.284175 sec): 3 clusters Score: Raw -220376.944252 + Penalty 2480.215291 = -217896.728961 nChanged 22 SP:Iteration 9Q (6530.294449 sec): 3 clusters Score: Raw -220389.793535 + Penalty 2480.215291 = -217909.578244 nChanged 20 SP:Iteration 10Q (6530.304794 sec): 3 clusters Score: Raw -220398.570307 + Penalty 2480.215291 = -217918.355016 nChanged 18 SP:Iteration 11Q (6530.315066 sec): 3 clusters Score: Raw -220409.478368 + Penalty 2480.215291 = -217929.263077 nChanged 20 SP:Iteration 12Q (6530.325357 sec): 3 clusters Score: Raw -220421.307491 + Penalty 2480.215291 = -217941.092200 nChanged 20 SP:Iteration 13Q (6530.335564 sec): 3 clusters Score: Raw -220430.405599 + Penalty 2480.215291 = -217950.190308 nChanged 16 SP:Iteration 14Q (6530.345971 sec): 3 clusters Score: Raw -220438.478756 + Penalty 2480.215291 = -217958.263465 nChanged 16 SP:Iteration 15Q (6530.356264 sec): 3 clusters Score: Raw -220447.845622 + Penalty 2480.215291 = -217967.630331 nChanged 19 SP:Iteration 16Q (6530.366457 sec): 3 clusters Score: Raw -220460.671806 + Penalty 2480.215291 = -217980.456515 nChanged 25 SP:Iteration 17Q (6530.376782 sec): 3 clusters Score: Raw -220477.433173 + Penalty 2480.215291 = -217997.217882 nChanged 22 SP:Iteration 18Q (6530.387064 sec): 3 clusters Score: Raw -220493.426907 + Penalty 2480.215291 = -218013.211616 nChanged 20 SP:Iteration 19Q (6530.397335 sec): 3 clusters Score: Raw -220505.090881 + Penalty 2480.215291 = -218024.875590 nChanged 20 SP:Iteration 20F (6530.407583 sec): 3 clusters Score: Raw -220520.389304 + Penalty 2480.215291 = -218040.174013 nChanged 30 SP:Iteration 21Q (6530.417876 sec): 3 clusters Score: Raw -220543.226993 + Penalty 2480.215291 = -218063.011702 nChanged 34 SP:Iteration 22Q (6530.428160 sec): 3 clusters Score: Raw -220566.085648 + Penalty 2480.215291 = -218085.870357 nChanged 38 SP:Iteration 23Q (6530.438482 sec): 3 clusters Score: Raw -220596.475009 + Penalty 2480.215291 = -218116.259718 nChanged 42 SP:Iteration 24Q (6530.448672 sec): 3 clusters Score: Raw -220634.424019 + Penalty 2480.215291 = -218154.208728 nChanged 54 SP:Iteration 25Q (6530.458925 sec): 3 clusters Score: Raw -220689.767863 + Penalty 2480.215291 = -218209.552572 nChanged 51 SP:Iteration 26Q (6530.469193 sec): 3 clusters Score: Raw -220751.386177 + Penalty 2480.215291 = -218271.170886 nChanged 66 SP:Iteration 27Q (6530.479388 sec): 3 clusters Score: Raw -220845.032979 + Penalty 2480.215291 = -218364.817688 nChanged 64 SP:Iteration 28Q (6530.489442 sec): 3 clusters Score: Raw -220943.598653 + Penalty 2480.215291 = -218463.383362 nChanged 48 SP:Iteration 29Q (6530.499546 sec): 3 clusters Score: Raw -220990.450125 + Penalty 2480.215291 = -218510.234834 nChanged 40 SP:Iteration 30Q (6530.509545 sec): 3 clusters Score: Raw -221024.051055 + Penalty 2480.215291 = -218543.835764 nChanged 29 SP:Iteration 31Q (6530.519610 sec): 3 clusters Score: Raw -221042.094050 + Penalty 2480.215291 = -218561.878759 nChanged 21 SP:Iteration 32Q (6530.529594 sec): 3 clusters Score: Raw -221055.348824 + Penalty 2480.215291 = -218575.133533 nChanged 21 SP:Iteration 33Q (6530.539492 sec): 3 clusters Score: Raw -221069.095090 + Penalty 2480.215291 = -218588.879799 nChanged 18 SP:Iteration 34Q (6530.549353 sec): 3 clusters Score: Raw -221078.170278 + Penalty 2480.215291 = -218597.954987 nChanged 15 SP:Iteration 35Q (6530.559230 sec): 3 clusters Score: Raw -221085.401414 + Penalty 2480.215291 = -218605.186123 nChanged 8 SP:Iteration 36Q (6530.569201 sec): 3 clusters Score: Raw -221090.631105 + Penalty 2480.215291 = -218610.415814 nChanged 10 SP:Iteration 37Q (6530.579060 sec): 3 clusters Score: Raw -221096.521741 + Penalty 2480.215291 = -218616.306450 nChanged 7 SP:Iteration 38Q (6530.588993 sec): 3 clusters Score: Raw -221100.293870 + Penalty 2480.215291 = -218620.078579 nChanged 9 SP:Iteration 39Q (6530.598904 sec): 3 clusters Score: Raw -221103.362224 + Penalty 2480.215291 = -218623.146933 nChanged 3 SP:Iteration 40F (6530.609184 sec): 3 clusters Score: Raw -221104.490380 + Penalty 2480.215291 = -218624.275089 nChanged 3 SP:Iteration 41Q (6530.619034 sec): 3 clusters Score: Raw -221105.490233 + Penalty 2480.215291 = -218625.274942 nChanged 2 SP:Iteration 42Q (6530.628947 sec): 3 clusters Score: Raw -221106.039536 + Penalty 2480.215291 = -218625.824245 nChanged 0 SP:Iteration 43F (6530.639137 sec): 3 clusters Score: Raw -221106.039536 + Penalty 2480.215291 = -218625.824245 nChanged 0 Trying to split cluster 15 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6530.650332 sec): 2 clusters Score: Raw -15476.473576 + Penalty 839.277721 = -14637.195855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6530.651959 sec): 3 clusters Score: Raw -15613.859447 + Penalty 1678.555442 = -13935.304006 nChanged 21 SP:Iteration 1F (6530.653414 sec): 3 clusters Score: Raw -15681.713611 + Penalty 1678.555442 = -14003.158169 nChanged 1 SP:Iteration 2Q (6530.666843 sec): 3 clusters Score: Raw -15685.530657 + Penalty 1678.555442 = -14006.975215 nChanged 1 SP:Iteration 3Q (6530.668292 sec): 3 clusters Score: Raw -15693.029702 + Penalty 1678.555442 = -14014.474261 nChanged 0 SP:Iteration 4F (6530.669743 sec): 3 clusters Score: Raw -15693.029702 + Penalty 1678.555442 = -14014.474261 nChanged 0 Trying to split cluster 16 (4385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6530.688579 sec): 2 clusters Score: Raw -510425.006805 + Penalty 1362.716047 = -509062.290758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6530.708925 sec): 3 clusters Score: Raw -508173.345367 + Penalty 2725.432094 = -505447.913273 nChanged 1775 SP:Iteration 1F (6530.728795 sec): 3 clusters Score: Raw -509176.984103 + Penalty 2725.432094 = -506451.552009 nChanged 317 SP:Iteration 2F (6530.748571 sec): 3 clusters Score: Raw -509350.883708 + Penalty 2725.432094 = -506625.451614 nChanged 212 SP:Iteration 3Q (6530.768240 sec): 3 clusters Score: Raw -509459.394644 + Penalty 2725.432094 = -506733.962550 nChanged 166 SP:Iteration 4Q (6530.787938 sec): 3 clusters Score: Raw -509531.255135 + Penalty 2725.432094 = -506805.823041 nChanged 123 SP:Iteration 5Q (6530.807945 sec): 3 clusters Score: Raw -509572.854104 + Penalty 2725.432094 = -506847.422010 nChanged 92 SP:Iteration 6Q (6530.827865 sec): 3 clusters Score: Raw -509602.498414 + Penalty 2725.432094 = -506877.066320 nChanged 74 SP:Iteration 7Q (6530.847715 sec): 3 clusters Score: Raw -509635.292638 + Penalty 2725.432094 = -506909.860544 nChanged 84 SP:Iteration 8Q (6530.867232 sec): 3 clusters Score: Raw -509664.573095 + Penalty 2725.432094 = -506939.141001 nChanged 67 SP:Iteration 9Q (6530.886988 sec): 3 clusters Score: Raw -509685.661798 + Penalty 2725.432094 = -506960.229704 nChanged 69 SP:Iteration 10Q (6530.906702 sec): 3 clusters Score: Raw -509711.146722 + Penalty 2725.432094 = -506985.714628 nChanged 70 SP:Iteration 11Q (6530.926314 sec): 3 clusters Score: Raw -509739.045656 + Penalty 2725.432094 = -507013.613561 nChanged 84 SP:Iteration 12Q (6530.946012 sec): 3 clusters Score: Raw -509773.794962 + Penalty 2725.432094 = -507048.362868 nChanged 90 SP:Iteration 13Q (6530.965518 sec): 3 clusters Score: Raw -509817.821005 + Penalty 2725.432094 = -507092.388911 nChanged 107 SP:Iteration 14Q (6530.985213 sec): 3 clusters Score: Raw -509872.217198 + Penalty 2725.432094 = -507146.785104 nChanged 103 SP:Iteration 15Q (6531.004873 sec): 3 clusters Score: Raw -509926.111903 + Penalty 2725.432094 = -507200.679809 nChanged 102 SP:Iteration 16Q (6531.024456 sec): 3 clusters Score: Raw -509992.487674 + Penalty 2725.432094 = -507267.055580 nChanged 98 SP:Iteration 17Q (6531.043963 sec): 3 clusters Score: Raw -510057.295831 + Penalty 2725.432094 = -507331.863737 nChanged 117 SP:Iteration 18Q (6531.063411 sec): 3 clusters Score: Raw -510143.355098 + Penalty 2725.432094 = -507417.923004 nChanged 108 SP:Iteration 19Q (6531.082528 sec): 3 clusters Score: Raw -510229.369977 + Penalty 2725.432094 = -507503.937883 nChanged 85 SP:Iteration 20F (6531.102090 sec): 3 clusters Score: Raw -510291.448620 + Penalty 2725.432094 = -507566.016526 nChanged 67 SP:Iteration 21Q (6531.121221 sec): 3 clusters Score: Raw -510340.072322 + Penalty 2725.432094 = -507614.640228 nChanged 65 SP:Iteration 22Q (6531.140332 sec): 3 clusters Score: Raw -510402.358317 + Penalty 2725.432094 = -507676.926223 nChanged 57 SP:Iteration 23Q (6531.159156 sec): 3 clusters Score: Raw -510452.933923 + Penalty 2725.432094 = -507727.501829 nChanged 30 SP:Iteration 24Q (6531.178154 sec): 3 clusters Score: Raw -510478.476077 + Penalty 2725.432094 = -507753.043983 nChanged 27 SP:Iteration 25Q (6531.197172 sec): 3 clusters Score: Raw -510501.390163 + Penalty 2725.432094 = -507775.958069 nChanged 19 SP:Iteration 26Q (6531.215910 sec): 3 clusters Score: Raw -510519.146154 + Penalty 2725.432094 = -507793.714060 nChanged 21 SP:Iteration 27Q (6531.234667 sec): 3 clusters Score: Raw -510534.155902 + Penalty 2725.432094 = -507808.723808 nChanged 13 SP:Iteration 28Q (6531.253368 sec): 3 clusters Score: Raw -510544.093719 + Penalty 2725.432094 = -507818.661625 nChanged 9 SP:Iteration 29Q (6531.272178 sec): 3 clusters Score: Raw -510549.446701 + Penalty 2725.432094 = -507824.014607 nChanged 6 SP:Iteration 30Q (6531.290722 sec): 3 clusters Score: Raw -510552.350685 + Penalty 2725.432094 = -507826.918591 nChanged 3 SP:Iteration 31Q (6531.309326 sec): 3 clusters Score: Raw -510554.814147 + Penalty 2725.432094 = -507829.382053 nChanged 3 SP:Iteration 32Q (6531.327990 sec): 3 clusters Score: Raw -510558.025502 + Penalty 2725.432094 = -507832.593408 nChanged 4 SP:Iteration 33Q (6531.346765 sec): 3 clusters Score: Raw -510561.940838 + Penalty 2725.432094 = -507836.508744 nChanged 5 SP:Iteration 34Q (6531.365331 sec): 3 clusters Score: Raw -510564.448474 + Penalty 2725.432094 = -507839.016380 nChanged 2 SP:Iteration 35Q (6531.384032 sec): 3 clusters Score: Raw -510565.828467 + Penalty 2725.432094 = -507840.396372 nChanged 1 SP:Iteration 36Q (6531.406378 sec): 3 clusters Score: Raw -510566.298007 + Penalty 2725.432094 = -507840.865913 nChanged 3 SP:Iteration 37Q (6531.424746 sec): 3 clusters Score: Raw -510567.616544 + Penalty 2725.432094 = -507842.184450 nChanged 1 SP:Iteration 38Q (6531.443363 sec): 3 clusters Score: Raw -510567.822738 + Penalty 2725.432094 = -507842.390644 nChanged 1 SP:Iteration 39Q (6531.461863 sec): 3 clusters Score: Raw -510570.229434 + Penalty 2725.432094 = -507844.797340 nChanged 4 SP:Iteration 40F (6531.481511 sec): 3 clusters Score: Raw -510572.809852 + Penalty 2725.432094 = -507847.377758 nChanged 4 SP:Iteration 41Q (6531.500118 sec): 3 clusters Score: Raw -510575.754458 + Penalty 2725.432094 = -507850.322364 nChanged 3 SP:Iteration 42Q (6531.518592 sec): 3 clusters Score: Raw -510578.320827 + Penalty 2725.432094 = -507852.888733 nChanged 3 SP:Iteration 43Q (6531.537344 sec): 3 clusters Score: Raw -510581.467659 + Penalty 2725.432094 = -507856.035565 nChanged 3 SP:Iteration 44Q (6531.555911 sec): 3 clusters Score: Raw -510583.431415 + Penalty 2725.432094 = -507857.999321 nChanged 3 SP:Iteration 45Q (6531.574285 sec): 3 clusters Score: Raw -510585.944399 + Penalty 2725.432094 = -507860.512304 nChanged 2 SP:Iteration 46Q (6531.592805 sec): 3 clusters Score: Raw -510586.800230 + Penalty 2725.432094 = -507861.368136 nChanged 1 SP:Iteration 47Q (6531.611286 sec): 3 clusters Score: Raw -510587.365563 + Penalty 2725.432094 = -507861.933469 nChanged 2 SP:Iteration 48Q (6531.629622 sec): 3 clusters Score: Raw -510589.130886 + Penalty 2725.432094 = -507863.698792 nChanged 1 SP:Iteration 49Q (6531.648120 sec): 3 clusters Score: Raw -510589.547220 + Penalty 2725.432094 = -507864.115126 nChanged 0 SP:Iteration 50F (6531.667722 sec): 3 clusters Score: Raw -510589.547220 + Penalty 2725.432094 = -507864.115126 nChanged 0 Trying to split cluster 17 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6531.682316 sec): 2 clusters Score: Raw -114867.058217 + Penalty 1130.283799 = -113736.774418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6531.688280 sec): 3 clusters Score: Raw -114548.066502 + Penalty 2260.567598 = -112287.498904 nChanged 337 SP:Iteration 1F (6531.693949 sec): 3 clusters Score: Raw -114827.004029 + Penalty 2260.567598 = -112566.436431 nChanged 73 SP:Iteration 2F (6531.699522 sec): 3 clusters Score: Raw -114913.710247 + Penalty 2260.567598 = -112653.142650 nChanged 53 SP:Iteration 3F (6531.705232 sec): 3 clusters Score: Raw -114980.232342 + Penalty 2260.567598 = -112719.664744 nChanged 31 SP:Iteration 4Q (6531.710756 sec): 3 clusters Score: Raw -115008.209304 + Penalty 2260.567598 = -112747.641706 nChanged 28 SP:Iteration 5Q (6531.716278 sec): 3 clusters Score: Raw -115032.150020 + Penalty 2260.567598 = -112771.582423 nChanged 13 SP:Iteration 6Q (6531.721816 sec): 3 clusters Score: Raw -115046.644176 + Penalty 2260.567598 = -112786.076578 nChanged 15 SP:Iteration 7Q (6531.727334 sec): 3 clusters Score: Raw -115062.654222 + Penalty 2260.567598 = -112802.086624 nChanged 15 SP:Iteration 8Q (6531.732803 sec): 3 clusters Score: Raw -115080.625256 + Penalty 2260.567598 = -112820.057659 nChanged 16 SP:Iteration 9Q (6531.738321 sec): 3 clusters Score: Raw -115094.147529 + Penalty 2260.567598 = -112833.579932 nChanged 7 SP:Iteration 10Q (6531.743817 sec): 3 clusters Score: Raw -115099.026010 + Penalty 2260.567598 = -112838.458412 nChanged 5 SP:Iteration 11Q (6531.749271 sec): 3 clusters Score: Raw -115103.500029 + Penalty 2260.567598 = -112842.932431 nChanged 4 SP:Iteration 12Q (6531.755002 sec): 3 clusters Score: Raw -115104.804377 + Penalty 2260.567598 = -112844.236779 nChanged 2 SP:Iteration 13Q (6531.760482 sec): 3 clusters Score: Raw -115106.972692 + Penalty 2260.567598 = -112846.405094 nChanged 4 SP:Iteration 14Q (6531.765984 sec): 3 clusters Score: Raw -115109.546612 + Penalty 2260.567598 = -112848.979015 nChanged 4 SP:Iteration 15Q (6531.771482 sec): 3 clusters Score: Raw -115111.695441 + Penalty 2260.567598 = -112851.127843 nChanged 0 SP:Iteration 16F (6531.777355 sec): 3 clusters Score: Raw -115111.695441 + Penalty 2260.567598 = -112851.127843 nChanged 0 Trying to split cluster 18 (6821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6531.798580 sec): 2 clusters Score: Raw -753463.773898 + Penalty 1434.511222 = -752029.262676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6531.822175 sec): 3 clusters Score: Raw -749770.269105 + Penalty 2869.022444 = -746901.246661 nChanged 2823 SP:Iteration 1F (6531.844975 sec): 3 clusters Score: Raw -751417.578817 + Penalty 2869.022444 = -748548.556372 nChanged 508 SP:Iteration 2F (6531.867959 sec): 3 clusters Score: Raw -751726.896686 + Penalty 2869.022444 = -748857.874242 nChanged 436 SP:Iteration 3F (6531.890990 sec): 3 clusters Score: Raw -752002.191674 + Penalty 2869.022444 = -749133.169229 nChanged 363 SP:Iteration 4F (6531.913881 sec): 3 clusters Score: Raw -752265.412200 + Penalty 2869.022444 = -749396.389756 nChanged 377 SP:Iteration 5F (6531.936864 sec): 3 clusters Score: Raw -752610.410666 + Penalty 2869.022444 = -749741.388222 nChanged 389 SP:Iteration 6F (6531.959964 sec): 3 clusters Score: Raw -752997.234374 + Penalty 2869.022444 = -750128.211930 nChanged 385 SP:Iteration 7F (6531.983154 sec): 3 clusters Score: Raw -753356.301041 + Penalty 2869.022444 = -750487.278597 nChanged 348 SP:Iteration 8F (6532.005976 sec): 3 clusters Score: Raw -753589.297359 + Penalty 2869.022444 = -750720.274914 nChanged 265 SP:Iteration 9Q (6532.028848 sec): 3 clusters Score: Raw -753749.344632 + Penalty 2869.022444 = -750880.322188 nChanged 205 SP:Iteration 10Q (6532.051557 sec): 3 clusters Score: Raw -753838.038745 + Penalty 2869.022444 = -750969.016301 nChanged 149 SP:Iteration 11Q (6532.074221 sec): 3 clusters Score: Raw -753903.134935 + Penalty 2869.022444 = -751034.112490 nChanged 130 SP:Iteration 12Q (6532.096743 sec): 3 clusters Score: Raw -753948.831782 + Penalty 2869.022444 = -751079.809338 nChanged 99 SP:Iteration 13Q (6532.119161 sec): 3 clusters Score: Raw -753985.365670 + Penalty 2869.022444 = -751116.343225 nChanged 90 SP:Iteration 14Q (6532.141864 sec): 3 clusters Score: Raw -754015.217151 + Penalty 2869.022444 = -751146.194707 nChanged 70 SP:Iteration 15Q (6532.164553 sec): 3 clusters Score: Raw -754033.659879 + Penalty 2869.022444 = -751164.637435 nChanged 63 SP:Iteration 16Q (6532.187107 sec): 3 clusters Score: Raw -754050.080837 + Penalty 2869.022444 = -751181.058393 nChanged 49 SP:Iteration 17Q (6532.209590 sec): 3 clusters Score: Raw -754064.165173 + Penalty 2869.022444 = -751195.142728 nChanged 60 SP:Iteration 18Q (6532.232123 sec): 3 clusters Score: Raw -754086.840864 + Penalty 2869.022444 = -751217.818419 nChanged 61 SP:Iteration 19Q (6532.254647 sec): 3 clusters Score: Raw -754110.549079 + Penalty 2869.022444 = -751241.526634 nChanged 64 SP:Iteration 20F (6532.277643 sec): 3 clusters Score: Raw -754131.972802 + Penalty 2869.022444 = -751262.950357 nChanged 67 SP:Iteration 21Q (6532.300276 sec): 3 clusters Score: Raw -754156.859339 + Penalty 2869.022444 = -751287.836894 nChanged 76 SP:Iteration 22Q (6532.322937 sec): 3 clusters Score: Raw -754187.759990 + Penalty 2869.022444 = -751318.737545 nChanged 84 SP:Iteration 23Q (6532.345706 sec): 3 clusters Score: Raw -754226.855871 + Penalty 2869.022444 = -751357.833426 nChanged 106 SP:Iteration 24Q (6532.368435 sec): 3 clusters Score: Raw -754286.334780 + Penalty 2869.022444 = -751417.312335 nChanged 110 SP:Iteration 25Q (6532.391126 sec): 3 clusters Score: Raw -754356.913379 + Penalty 2869.022444 = -751487.890935 nChanged 113 SP:Iteration 26Q (6532.413796 sec): 3 clusters Score: Raw -754431.585491 + Penalty 2869.022444 = -751562.563046 nChanged 100 SP:Iteration 27Q (6532.436610 sec): 3 clusters Score: Raw -754487.581100 + Penalty 2869.022444 = -751618.558655 nChanged 97 SP:Iteration 28Q (6532.459496 sec): 3 clusters Score: Raw -754542.091313 + Penalty 2869.022444 = -751673.068868 nChanged 94 SP:Iteration 29Q (6532.482161 sec): 3 clusters Score: Raw -754595.212470 + Penalty 2869.022444 = -751726.190026 nChanged 75 SP:Iteration 30Q (6532.505001 sec): 3 clusters Score: Raw -754634.725695 + Penalty 2869.022444 = -751765.703251 nChanged 61 SP:Iteration 31Q (6532.527534 sec): 3 clusters Score: Raw -754660.492538 + Penalty 2869.022444 = -751791.470093 nChanged 54 SP:Iteration 32Q (6532.549922 sec): 3 clusters Score: Raw -754681.762517 + Penalty 2869.022444 = -751812.740072 nChanged 50 SP:Iteration 33Q (6532.572447 sec): 3 clusters Score: Raw -754698.164079 + Penalty 2869.022444 = -751829.141634 nChanged 34 SP:Iteration 34Q (6532.595185 sec): 3 clusters Score: Raw -754708.023501 + Penalty 2869.022444 = -751839.001056 nChanged 28 SP:Iteration 35Q (6532.617719 sec): 3 clusters Score: Raw -754715.214686 + Penalty 2869.022444 = -751846.192242 nChanged 20 SP:Iteration 36Q (6532.640180 sec): 3 clusters Score: Raw -754720.885750 + Penalty 2869.022444 = -751851.863306 nChanged 17 SP:Iteration 37Q (6532.662446 sec): 3 clusters Score: Raw -754724.935039 + Penalty 2869.022444 = -751855.912595 nChanged 13 SP:Iteration 38Q (6532.684782 sec): 3 clusters Score: Raw -754727.931662 + Penalty 2869.022444 = -751858.909218 nChanged 15 SP:Iteration 39Q (6532.707090 sec): 3 clusters Score: Raw -754730.718989 + Penalty 2869.022444 = -751861.696544 nChanged 8 SP:Iteration 40F (6532.730117 sec): 3 clusters Score: Raw -754732.623968 + Penalty 2869.022444 = -751863.601524 nChanged 11 SP:Iteration 41Q (6532.752519 sec): 3 clusters Score: Raw -754734.477140 + Penalty 2869.022444 = -751865.454695 nChanged 8 SP:Iteration 42Q (6532.775288 sec): 3 clusters Score: Raw -754735.401553 + Penalty 2869.022444 = -751866.379108 nChanged 5 SP:Iteration 43Q (6532.797938 sec): 3 clusters Score: Raw -754736.808477 + Penalty 2869.022444 = -751867.786033 nChanged 7 SP:Iteration 44Q (6532.820496 sec): 3 clusters Score: Raw -754738.672968 + Penalty 2869.022444 = -751869.650524 nChanged 10 SP:Iteration 45Q (6532.843122 sec): 3 clusters Score: Raw -754741.117688 + Penalty 2869.022444 = -751872.095244 nChanged 9 SP:Iteration 46Q (6532.865484 sec): 3 clusters Score: Raw -754743.223546 + Penalty 2869.022444 = -751874.201102 nChanged 8 SP:Iteration 47Q (6532.887809 sec): 3 clusters Score: Raw -754745.000539 + Penalty 2869.022444 = -751875.978095 nChanged 6 SP:Iteration 48Q (6532.910172 sec): 3 clusters Score: Raw -754746.523538 + Penalty 2869.022444 = -751877.501094 nChanged 4 SP:Iteration 49Q (6532.932749 sec): 3 clusters Score: Raw -754747.196171 + Penalty 2869.022444 = -751878.173726 nChanged 3 SP:Iteration 50Q (6532.955275 sec): 3 clusters Score: Raw -754747.613506 + Penalty 2869.022444 = -751878.591061 nChanged 3 SP:Iteration 51Q (6532.978001 sec): 3 clusters Score: Raw -754748.192458 + Penalty 2869.022444 = -751879.170014 nChanged 2 SP:Iteration 52Q (6533.000733 sec): 3 clusters Score: Raw -754748.554719 + Penalty 2869.022444 = -751879.532274 nChanged 2 SP:Iteration 53Q (6533.023363 sec): 3 clusters Score: Raw -754748.780423 + Penalty 2869.022444 = -751879.757978 nChanged 2 SP:Iteration 54Q (6533.045866 sec): 3 clusters Score: Raw -754748.994658 + Penalty 2869.022444 = -751879.972214 nChanged 0 SP:Iteration 55F (6533.068984 sec): 3 clusters Score: Raw -754748.994658 + Penalty 2869.022444 = -751879.972214 nChanged 0 Trying to split cluster 19 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6533.086045 sec): 2 clusters Score: Raw -361547.988011 + Penalty 1328.983202 = -360219.004809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6533.104173 sec): 3 clusters Score: Raw -359856.118942 + Penalty 2657.966404 = -357198.152538 nChanged 1418 SP:Iteration 1F (6533.121527 sec): 3 clusters Score: Raw -360739.284107 + Penalty 2657.966404 = -358081.317703 nChanged 273 SP:Iteration 2F (6533.139059 sec): 3 clusters Score: Raw -360932.851303 + Penalty 2657.966404 = -358274.884899 nChanged 221 SP:Iteration 3F (6533.156543 sec): 3 clusters Score: Raw -361121.435391 + Penalty 2657.966404 = -358463.468987 nChanged 199 SP:Iteration 4F (6533.173912 sec): 3 clusters Score: Raw -361293.977946 + Penalty 2657.966404 = -358636.011542 nChanged 196 SP:Iteration 5F (6533.191026 sec): 3 clusters Score: Raw -361444.883747 + Penalty 2657.966404 = -358786.917343 nChanged 158 SP:Iteration 6Q (6533.208248 sec): 3 clusters Score: Raw -361557.426710 + Penalty 2657.966404 = -358899.460306 nChanged 142 SP:Iteration 7Q (6533.225123 sec): 3 clusters Score: Raw -361674.691761 + Penalty 2657.966404 = -359016.725357 nChanged 107 SP:Iteration 8Q (6533.242132 sec): 3 clusters Score: Raw -361745.845899 + Penalty 2657.966404 = -359087.879495 nChanged 85 SP:Iteration 9Q (6533.259080 sec): 3 clusters Score: Raw -361807.944812 + Penalty 2657.966404 = -359149.978408 nChanged 70 SP:Iteration 10Q (6533.276018 sec): 3 clusters Score: Raw -361869.654551 + Penalty 2657.966404 = -359211.688147 nChanged 71 SP:Iteration 11Q (6533.292746 sec): 3 clusters Score: Raw -361939.763081 + Penalty 2657.966404 = -359281.796677 nChanged 57 SP:Iteration 12Q (6533.309622 sec): 3 clusters Score: Raw -362008.968973 + Penalty 2657.966404 = -359351.002569 nChanged 48 SP:Iteration 13Q (6533.326385 sec): 3 clusters Score: Raw -362073.103047 + Penalty 2657.966404 = -359415.136643 nChanged 38 SP:Iteration 14Q (6533.342911 sec): 3 clusters Score: Raw -362131.892470 + Penalty 2657.966404 = -359473.926066 nChanged 49 SP:Iteration 15Q (6533.359513 sec): 3 clusters Score: Raw -362195.986068 + Penalty 2657.966404 = -359538.019664 nChanged 47 SP:Iteration 16Q (6533.375907 sec): 3 clusters Score: Raw -362227.190730 + Penalty 2657.966404 = -359569.224326 nChanged 45 SP:Iteration 17Q (6533.392363 sec): 3 clusters Score: Raw -362255.400598 + Penalty 2657.966404 = -359597.434195 nChanged 49 SP:Iteration 18Q (6533.408847 sec): 3 clusters Score: Raw -362280.140783 + Penalty 2657.966404 = -359622.174379 nChanged 47 SP:Iteration 19Q (6533.425130 sec): 3 clusters Score: Raw -362314.135072 + Penalty 2657.966404 = -359656.168668 nChanged 41 SP:Iteration 20F (6533.442203 sec): 3 clusters Score: Raw -362344.899075 + Penalty 2657.966404 = -359686.932671 nChanged 38 SP:Iteration 21Q (6533.458443 sec): 3 clusters Score: Raw -362377.207628 + Penalty 2657.966404 = -359719.241224 nChanged 43 SP:Iteration 22Q (6533.474902 sec): 3 clusters Score: Raw -362401.875781 + Penalty 2657.966404 = -359743.909377 nChanged 41 SP:Iteration 23Q (6533.491152 sec): 3 clusters Score: Raw -362419.289736 + Penalty 2657.966404 = -359761.323332 nChanged 28 SP:Iteration 24Q (6533.507598 sec): 3 clusters Score: Raw -362431.983906 + Penalty 2657.966404 = -359774.017503 nChanged 30 SP:Iteration 25Q (6533.523844 sec): 3 clusters Score: Raw -362448.169092 + Penalty 2657.966404 = -359790.202688 nChanged 33 SP:Iteration 26Q (6533.540244 sec): 3 clusters Score: Raw -362463.609939 + Penalty 2657.966404 = -359805.643535 nChanged 30 SP:Iteration 27Q (6533.556616 sec): 3 clusters Score: Raw -362479.881709 + Penalty 2657.966404 = -359821.915305 nChanged 27 SP:Iteration 28Q (6533.573046 sec): 3 clusters Score: Raw -362493.797933 + Penalty 2657.966404 = -359835.831529 nChanged 36 SP:Iteration 29Q (6533.589424 sec): 3 clusters Score: Raw -362517.072734 + Penalty 2657.966404 = -359859.106330 nChanged 48 SP:Iteration 30Q (6533.605713 sec): 3 clusters Score: Raw -362549.220090 + Penalty 2657.966404 = -359891.253686 nChanged 49 SP:Iteration 31Q (6533.622129 sec): 3 clusters Score: Raw -362585.424194 + Penalty 2657.966404 = -359927.457790 nChanged 56 SP:Iteration 32Q (6533.638506 sec): 3 clusters Score: Raw -362631.546180 + Penalty 2657.966404 = -359973.579776 nChanged 56 SP:Iteration 33Q (6533.654952 sec): 3 clusters Score: Raw -362680.454049 + Penalty 2657.966404 = -360022.487645 nChanged 48 SP:Iteration 34Q (6533.671177 sec): 3 clusters Score: Raw -362729.476881 + Penalty 2657.966404 = -360071.510477 nChanged 48 SP:Iteration 35Q (6533.687393 sec): 3 clusters Score: Raw -362781.971959 + Penalty 2657.966404 = -360124.005555 nChanged 58 SP:Iteration 36Q (6533.703764 sec): 3 clusters Score: Raw -362833.268872 + Penalty 2657.966404 = -360175.302468 nChanged 49 SP:Iteration 37Q (6533.720300 sec): 3 clusters Score: Raw -362880.514907 + Penalty 2657.966404 = -360222.548503 nChanged 51 SP:Iteration 38Q (6533.736634 sec): 3 clusters Score: Raw -362931.585465 + Penalty 2657.966404 = -360273.619061 nChanged 34 SP:Iteration 39Q (6533.752905 sec): 3 clusters Score: Raw -362953.945407 + Penalty 2657.966404 = -360295.979003 nChanged 25 SP:Iteration 40F (6533.770080 sec): 3 clusters Score: Raw -362982.003614 + Penalty 2657.966404 = -360324.037210 nChanged 21 SP:Iteration 41Q (6533.786156 sec): 3 clusters Score: Raw -362998.417343 + Penalty 2657.966404 = -360340.450940 nChanged 14 SP:Iteration 42Q (6533.802377 sec): 3 clusters Score: Raw -363005.554541 + Penalty 2657.966404 = -360347.588137 nChanged 13 SP:Iteration 43Q (6533.818599 sec): 3 clusters Score: Raw -363009.676393 + Penalty 2657.966404 = -360351.709989 nChanged 8 SP:Iteration 44Q (6533.834770 sec): 3 clusters Score: Raw -363012.292823 + Penalty 2657.966404 = -360354.326419 nChanged 2 SP:Iteration 45Q (6533.850787 sec): 3 clusters Score: Raw -363012.826013 + Penalty 2657.966404 = -360354.859610 nChanged 0 SP:Iteration 46F (6533.867812 sec): 3 clusters Score: Raw -363012.826013 + Penalty 2657.966404 = -360354.859610 nChanged 0 Score: Raw -82218562.254662 + Penalty 70326.740585 = -82148235.514077 Splitting cluster 19 changes total score from -82148968.380163 to -82148235.514077 So it's not getting split. Trying to split cluster 20 (40566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6548.012637 sec): 2 clusters Score: Raw -4645345.560204 + Penalty 1724.236403 = -4643621.323801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6548.090172 sec): 3 clusters Score: Raw -4619836.689921 + Penalty 3448.472806 = -4616388.217116 nChanged 18977 SP:Iteration 1F (6548.161451 sec): 3 clusters Score: Raw -4630426.851072 + Penalty 3448.472806 = -4626978.378266 nChanged 1692 SP:Iteration 2Q (6548.235764 sec): 3 clusters Score: Raw -4630950.470107 + Penalty 3448.472806 = -4627501.997301 nChanged 1749 SP:Iteration 3Q (6548.309449 sec): 3 clusters Score: Raw -4631574.880463 + Penalty 3448.472806 = -4628126.407658 nChanged 1989 SP:Iteration 4Q (6548.383049 sec): 3 clusters Score: Raw -4632491.211087 + Penalty 3448.472806 = -4629042.738281 nChanged 2430 SP:Iteration 5F (6548.453677 sec): 3 clusters Score: Raw -4633954.386301 + Penalty 3448.472806 = -4630505.913495 nChanged 2893 SP:Iteration 6F (6548.524442 sec): 3 clusters Score: Raw -4636104.497510 + Penalty 3448.472806 = -4632656.024704 nChanged 3058 SP:Iteration 7F (6548.595403 sec): 3 clusters Score: Raw -4638745.039494 + Penalty 3448.472806 = -4635296.566688 nChanged 2789 SP:Iteration 8F (6548.666365 sec): 3 clusters Score: Raw -4641394.126657 + Penalty 3448.472806 = -4637945.653851 nChanged 1994 SP:Iteration 9Q (6548.737637 sec): 3 clusters Score: Raw -4643303.905576 + Penalty 3448.472806 = -4639855.432770 nChanged 1164 SP:Iteration 10Q (6548.804409 sec): 3 clusters Score: Raw -4644347.101641 + Penalty 3448.472806 = -4640898.628836 nChanged 648 SP:Iteration 11Q (6548.866069 sec): 3 clusters Score: Raw -4644903.826788 + Penalty 3448.472806 = -4641455.353983 nChanged 345 SP:Iteration 12Q (6548.924982 sec): 3 clusters Score: Raw -4645217.835160 + Penalty 3448.472806 = -4641769.362354 nChanged 171 SP:Iteration 13Q (6548.983354 sec): 3 clusters Score: Raw -4645379.399331 + Penalty 3448.472806 = -4641930.926525 nChanged 73 SP:Iteration 14Q (6549.040146 sec): 3 clusters Score: Raw -4645446.902284 + Penalty 3448.472806 = -4641998.429479 nChanged 42 SP:Iteration 15Q (6549.096156 sec): 3 clusters Score: Raw -4645486.236737 + Penalty 3448.472806 = -4642037.763931 nChanged 19 SP:Iteration 16Q (6549.152085 sec): 3 clusters Score: Raw -4645498.895714 + Penalty 3448.472806 = -4642050.422908 nChanged 9 SP:Iteration 17Q (6549.207910 sec): 3 clusters Score: Raw -4645505.436104 + Penalty 3448.472806 = -4642056.963298 nChanged 3 SP:Iteration 18Q (6549.263773 sec): 3 clusters Score: Raw -4645508.440460 + Penalty 3448.472806 = -4642059.967655 nChanged 8 SP:Iteration 19Q (6549.319728 sec): 3 clusters Score: Raw -4645514.937520 + Penalty 3448.472806 = -4642066.464714 nChanged 6 SP:Iteration 20F (6549.388948 sec): 3 clusters Score: Raw -4645520.616580 + Penalty 3448.472806 = -4642072.143775 nChanged 3 SP:Iteration 21Q (6549.445758 sec): 3 clusters Score: Raw -4645523.932249 + Penalty 3448.472806 = -4642075.459443 nChanged 1 SP:Iteration 22Q (6549.501498 sec): 3 clusters Score: Raw -4645524.782745 + Penalty 3448.472806 = -4642076.309940 nChanged 2 SP:Iteration 23Q (6549.557158 sec): 3 clusters Score: Raw -4645526.781200 + Penalty 3448.472806 = -4642078.308394 nChanged 3 SP:Iteration 24Q (6549.612884 sec): 3 clusters Score: Raw -4645528.817807 + Penalty 3448.472806 = -4642080.345001 nChanged 1 SP:Iteration 25Q (6549.668913 sec): 3 clusters Score: Raw -4645531.210050 + Penalty 3448.472806 = -4642082.737245 nChanged 3 SP:Iteration 26Q (6549.724875 sec): 3 clusters Score: Raw -4645536.430763 + Penalty 3448.472806 = -4642087.957957 nChanged 3 SP:Iteration 27Q (6549.780954 sec): 3 clusters Score: Raw -4645539.130647 + Penalty 3448.472806 = -4642090.657841 nChanged 2 SP:Iteration 28Q (6549.837121 sec): 3 clusters Score: Raw -4645541.182724 + Penalty 3448.472806 = -4642092.709919 nChanged 2 SP:Iteration 29Q (6549.892947 sec): 3 clusters Score: Raw -4645542.234067 + Penalty 3448.472806 = -4642093.761261 nChanged 1 SP:Iteration 30Q (6549.951434 sec): 3 clusters Score: Raw -4645544.643989 + Penalty 3448.472806 = -4642096.171184 nChanged 1 SP:Iteration 31Q (6550.007102 sec): 3 clusters Score: Raw -4645545.635849 + Penalty 3448.472806 = -4642097.163043 nChanged 3 SP:Iteration 32Q (6550.062839 sec): 3 clusters Score: Raw -4645550.477622 + Penalty 3448.472806 = -4642102.004816 nChanged 4 SP:Iteration 33Q (6550.118592 sec): 3 clusters Score: Raw -4645554.395325 + Penalty 3448.472806 = -4642105.922520 nChanged 3 SP:Iteration 34Q (6550.174461 sec): 3 clusters Score: Raw -4645559.244958 + Penalty 3448.472806 = -4642110.772152 nChanged 3 SP:Iteration 35Q (6550.230127 sec): 3 clusters Score: Raw -4645562.899487 + Penalty 3448.472806 = -4642114.426681 nChanged 0 SP:Iteration 36F (6550.299242 sec): 3 clusters Score: Raw -4645562.899487 + Penalty 3448.472806 = -4642114.426681 nChanged 0 Trying to split cluster 21 (7119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6550.314348 sec): 2 clusters Score: Raw -791243.353659 + Penalty 1441.459914 = -789801.893746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6550.338362 sec): 3 clusters Score: Raw -787414.123720 + Penalty 2882.919827 = -784531.203892 nChanged 2996 SP:Iteration 1F (6550.362016 sec): 3 clusters Score: Raw -789076.733711 + Penalty 2882.919827 = -786193.813884 nChanged 499 SP:Iteration 2F (6550.385325 sec): 3 clusters Score: Raw -789378.204196 + Penalty 2882.919827 = -786495.284369 nChanged 439 SP:Iteration 3F (6550.408663 sec): 3 clusters Score: Raw -789653.994534 + Penalty 2882.919827 = -786771.074707 nChanged 381 SP:Iteration 4F (6550.431972 sec): 3 clusters Score: Raw -789906.843842 + Penalty 2882.919827 = -787023.924015 nChanged 355 SP:Iteration 5Q (6550.455381 sec): 3 clusters Score: Raw -790117.072534 + Penalty 2882.919827 = -787234.152707 nChanged 304 SP:Iteration 6Q (6550.478942 sec): 3 clusters Score: Raw -790293.178134 + Penalty 2882.919827 = -787410.258307 nChanged 310 SP:Iteration 7Q (6550.502613 sec): 3 clusters Score: Raw -790481.270853 + Penalty 2882.919827 = -787598.351025 nChanged 276 SP:Iteration 8Q (6550.526116 sec): 3 clusters Score: Raw -790624.585277 + Penalty 2882.919827 = -787741.665450 nChanged 215 SP:Iteration 9Q (6550.549468 sec): 3 clusters Score: Raw -790710.431855 + Penalty 2882.919827 = -787827.512028 nChanged 171 SP:Iteration 10Q (6550.572787 sec): 3 clusters Score: Raw -790782.671485 + Penalty 2882.919827 = -787899.751658 nChanged 161 SP:Iteration 11Q (6550.596086 sec): 3 clusters Score: Raw -790839.325543 + Penalty 2882.919827 = -787956.405716 nChanged 133 SP:Iteration 12Q (6550.619284 sec): 3 clusters Score: Raw -790880.731486 + Penalty 2882.919827 = -787997.811659 nChanged 117 SP:Iteration 13Q (6550.642484 sec): 3 clusters Score: Raw -790916.550013 + Penalty 2882.919827 = -788033.630186 nChanged 104 SP:Iteration 14Q (6550.665735 sec): 3 clusters Score: Raw -790957.120910 + Penalty 2882.919827 = -788074.201083 nChanged 93 SP:Iteration 15Q (6550.688933 sec): 3 clusters Score: Raw -790987.895483 + Penalty 2882.919827 = -788104.975656 nChanged 73 SP:Iteration 16Q (6550.712028 sec): 3 clusters Score: Raw -791013.528957 + Penalty 2882.919827 = -788130.609130 nChanged 84 SP:Iteration 17Q (6550.735052 sec): 3 clusters Score: Raw -791045.410626 + Penalty 2882.919827 = -788162.490799 nChanged 81 SP:Iteration 18Q (6550.757972 sec): 3 clusters Score: Raw -791071.761519 + Penalty 2882.919827 = -788188.841691 nChanged 62 SP:Iteration 19Q (6550.780900 sec): 3 clusters Score: Raw -791091.102261 + Penalty 2882.919827 = -788208.182434 nChanged 51 SP:Iteration 20F (6550.804315 sec): 3 clusters Score: Raw -791106.964885 + Penalty 2882.919827 = -788224.045058 nChanged 41 SP:Iteration 21Q (6550.827314 sec): 3 clusters Score: Raw -791118.552836 + Penalty 2882.919827 = -788235.633009 nChanged 37 SP:Iteration 22Q (6550.850318 sec): 3 clusters Score: Raw -791127.542249 + Penalty 2882.919827 = -788244.622422 nChanged 35 SP:Iteration 23Q (6550.873421 sec): 3 clusters Score: Raw -791135.508015 + Penalty 2882.919827 = -788252.588188 nChanged 26 SP:Iteration 24Q (6550.896281 sec): 3 clusters Score: Raw -791140.205802 + Penalty 2882.919827 = -788257.285975 nChanged 23 SP:Iteration 25Q (6550.919124 sec): 3 clusters Score: Raw -791145.837580 + Penalty 2882.919827 = -788262.917753 nChanged 27 SP:Iteration 26Q (6550.941959 sec): 3 clusters Score: Raw -791151.430808 + Penalty 2882.919827 = -788268.510981 nChanged 30 SP:Iteration 27Q (6550.964790 sec): 3 clusters Score: Raw -791156.952459 + Penalty 2882.919827 = -788274.032632 nChanged 23 SP:Iteration 28Q (6550.987662 sec): 3 clusters Score: Raw -791162.046159 + Penalty 2882.919827 = -788279.126332 nChanged 25 SP:Iteration 29Q (6551.010572 sec): 3 clusters Score: Raw -791167.098794 + Penalty 2882.919827 = -788284.178967 nChanged 19 SP:Iteration 30Q (6551.033295 sec): 3 clusters Score: Raw -791169.962363 + Penalty 2882.919827 = -788287.042536 nChanged 14 SP:Iteration 31Q (6551.055994 sec): 3 clusters Score: Raw -791174.048552 + Penalty 2882.919827 = -788291.128725 nChanged 18 SP:Iteration 32Q (6551.078784 sec): 3 clusters Score: Raw -791177.392273 + Penalty 2882.919827 = -788294.472446 nChanged 19 SP:Iteration 33Q (6551.101500 sec): 3 clusters Score: Raw -791180.966115 + Penalty 2882.919827 = -788298.046287 nChanged 16 SP:Iteration 34Q (6551.124213 sec): 3 clusters Score: Raw -791184.962400 + Penalty 2882.919827 = -788302.042572 nChanged 15 SP:Iteration 35Q (6551.147094 sec): 3 clusters Score: Raw -791188.596313 + Penalty 2882.919827 = -788305.676485 nChanged 19 SP:Iteration 36Q (6551.169849 sec): 3 clusters Score: Raw -791191.457761 + Penalty 2882.919827 = -788308.537934 nChanged 14 SP:Iteration 37Q (6551.192726 sec): 3 clusters Score: Raw -791193.785640 + Penalty 2882.919827 = -788310.865813 nChanged 12 SP:Iteration 38Q (6551.215480 sec): 3 clusters Score: Raw -791196.083185 + Penalty 2882.919827 = -788313.163358 nChanged 12 SP:Iteration 39Q (6551.238418 sec): 3 clusters Score: Raw -791198.181209 + Penalty 2882.919827 = -788315.261382 nChanged 11 SP:Iteration 40F (6551.261873 sec): 3 clusters Score: Raw -791200.480195 + Penalty 2882.919827 = -788317.560368 nChanged 18 SP:Iteration 41Q (6551.284561 sec): 3 clusters Score: Raw -791205.147945 + Penalty 2882.919827 = -788322.228118 nChanged 25 SP:Iteration 42Q (6551.307270 sec): 3 clusters Score: Raw -791212.894901 + Penalty 2882.919827 = -788329.975073 nChanged 16 SP:Iteration 43Q (6551.330137 sec): 3 clusters Score: Raw -791218.419464 + Penalty 2882.919827 = -788335.499637 nChanged 17 SP:Iteration 44Q (6551.352881 sec): 3 clusters Score: Raw -791223.093771 + Penalty 2882.919827 = -788340.173944 nChanged 14 SP:Iteration 45Q (6551.375518 sec): 3 clusters Score: Raw -791226.950017 + Penalty 2882.919827 = -788344.030190 nChanged 11 SP:Iteration 46Q (6551.398315 sec): 3 clusters Score: Raw -791230.934816 + Penalty 2882.919827 = -788348.014989 nChanged 18 SP:Iteration 47Q (6551.420961 sec): 3 clusters Score: Raw -791235.508246 + Penalty 2882.919827 = -788352.588419 nChanged 21 SP:Iteration 48Q (6551.443792 sec): 3 clusters Score: Raw -791238.487337 + Penalty 2882.919827 = -788355.567510 nChanged 9 SP:Iteration 49Q (6551.466430 sec): 3 clusters Score: Raw -791240.933572 + Penalty 2882.919827 = -788358.013745 nChanged 10 SP:Iteration 50Q (6551.489117 sec): 3 clusters Score: Raw -791242.464826 + Penalty 2882.919827 = -788359.544999 nChanged 6 SP:Iteration 51Q (6551.511843 sec): 3 clusters Score: Raw -791243.661421 + Penalty 2882.919827 = -788360.741594 nChanged 7 SP:Iteration 52Q (6551.534600 sec): 3 clusters Score: Raw -791244.664685 + Penalty 2882.919827 = -788361.744858 nChanged 8 SP:Iteration 53Q (6551.557251 sec): 3 clusters Score: Raw -791247.124939 + Penalty 2882.919827 = -788364.205112 nChanged 12 SP:Iteration 54Q (6551.579795 sec): 3 clusters Score: Raw -791248.700661 + Penalty 2882.919827 = -788365.780834 nChanged 9 SP:Iteration 55Q (6551.602581 sec): 3 clusters Score: Raw -791249.679013 + Penalty 2882.919827 = -788366.759186 nChanged 3 SP:Iteration 56Q (6551.625360 sec): 3 clusters Score: Raw -791249.995999 + Penalty 2882.919827 = -788367.076172 nChanged 3 SP:Iteration 57Q (6551.647956 sec): 3 clusters Score: Raw -791250.198252 + Penalty 2882.919827 = -788367.278425 nChanged 1 SP:Iteration 58Q (6551.670513 sec): 3 clusters Score: Raw -791250.413457 + Penalty 2882.919827 = -788367.493630 nChanged 1 SP:Iteration 59Q (6551.693034 sec): 3 clusters Score: Raw -791250.590678 + Penalty 2882.919827 = -788367.670851 nChanged 1 SP:Iteration 60F (6551.716438 sec): 3 clusters Score: Raw -791250.827580 + Penalty 2882.919827 = -788367.907753 nChanged 2 SP:Iteration 61Q (6551.739226 sec): 3 clusters Score: Raw -791251.301877 + Penalty 2882.919827 = -788368.382050 nChanged 5 SP:Iteration 62Q (6551.761804 sec): 3 clusters Score: Raw -791252.057859 + Penalty 2882.919827 = -788369.138032 nChanged 4 SP:Iteration 63Q (6551.784440 sec): 3 clusters Score: Raw -791252.846964 + Penalty 2882.919827 = -788369.927137 nChanged 4 SP:Iteration 64Q (6551.807091 sec): 3 clusters Score: Raw -791253.618357 + Penalty 2882.919827 = -788370.698530 nChanged 6 SP:Iteration 65Q (6551.829661 sec): 3 clusters Score: Raw -791254.468930 + Penalty 2882.919827 = -788371.549103 nChanged 3 SP:Iteration 66Q (6551.852441 sec): 3 clusters Score: Raw -791255.015758 + Penalty 2882.919827 = -788372.095931 nChanged 7 SP:Iteration 67Q (6551.874936 sec): 3 clusters Score: Raw -791255.849100 + Penalty 2882.919827 = -788372.929273 nChanged 5 SP:Iteration 68Q (6551.897698 sec): 3 clusters Score: Raw -791256.736447 + Penalty 2882.919827 = -788373.816620 nChanged 3 SP:Iteration 69Q (6551.920402 sec): 3 clusters Score: Raw -791257.048871 + Penalty 2882.919827 = -788374.129044 nChanged 2 SP:Iteration 70Q (6551.943125 sec): 3 clusters Score: Raw -791257.129886 + Penalty 2882.919827 = -788374.210058 nChanged 1 SP:Iteration 71Q (6551.965653 sec): 3 clusters Score: Raw -791257.176557 + Penalty 2882.919827 = -788374.256730 nChanged 1 SP:Iteration 72Q (6551.988177 sec): 3 clusters Score: Raw -791257.383024 + Penalty 2882.919827 = -788374.463197 nChanged 1 SP:Iteration 73Q (6552.010982 sec): 3 clusters Score: Raw -791257.514937 + Penalty 2882.919827 = -788374.595110 nChanged 2 SP:Iteration 74Q (6552.033634 sec): 3 clusters Score: Raw -791257.717195 + Penalty 2882.919827 = -788374.797368 nChanged 2 SP:Iteration 75Q (6552.056316 sec): 3 clusters Score: Raw -791257.962901 + Penalty 2882.919827 = -788375.043073 nChanged 1 SP:Iteration 76Q (6552.078998 sec): 3 clusters Score: Raw -791258.124461 + Penalty 2882.919827 = -788375.204634 nChanged 1 SP:Iteration 77Q (6552.101555 sec): 3 clusters Score: Raw -791258.154950 + Penalty 2882.919827 = -788375.235123 nChanged 0 SP:Iteration 78F (6552.124987 sec): 3 clusters Score: Raw -791258.154950 + Penalty 2882.919827 = -788375.235123 nChanged 0 Trying to split cluster 22 (5005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6552.143603 sec): 2 clusters Score: Raw -546647.454206 + Penalty 1384.206312 = -545263.247893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6552.164627 sec): 3 clusters Score: Raw -544037.795470 + Penalty 2768.412625 = -541269.382845 nChanged 2022 SP:Iteration 1F (6552.185329 sec): 3 clusters Score: Raw -545232.671111 + Penalty 2768.412625 = -542464.258486 nChanged 364 SP:Iteration 2F (6552.205681 sec): 3 clusters Score: Raw -545447.568466 + Penalty 2768.412625 = -542679.155841 nChanged 268 SP:Iteration 3F (6552.226311 sec): 3 clusters Score: Raw -545600.407308 + Penalty 2768.412625 = -542831.994683 nChanged 230 SP:Iteration 4Q (6552.246951 sec): 3 clusters Score: Raw -545741.965777 + Penalty 2768.412625 = -542973.553152 nChanged 226 SP:Iteration 5Q (6552.267522 sec): 3 clusters Score: Raw -545883.732744 + Penalty 2768.412625 = -543115.320119 nChanged 179 SP:Iteration 6Q (6552.288122 sec): 3 clusters Score: Raw -546001.224695 + Penalty 2768.412625 = -543232.812071 nChanged 164 SP:Iteration 7Q (6552.308892 sec): 3 clusters Score: Raw -546114.085411 + Penalty 2768.412625 = -543345.672786 nChanged 159 SP:Iteration 8Q (6552.329336 sec): 3 clusters Score: Raw -546207.819543 + Penalty 2768.412625 = -543439.406918 nChanged 148 SP:Iteration 9Q (6552.349828 sec): 3 clusters Score: Raw -546297.164369 + Penalty 2768.412625 = -543528.751744 nChanged 158 SP:Iteration 10Q (6552.370309 sec): 3 clusters Score: Raw -546408.281541 + Penalty 2768.412625 = -543639.868916 nChanged 178 SP:Iteration 11Q (6552.390760 sec): 3 clusters Score: Raw -546554.163397 + Penalty 2768.412625 = -543785.750772 nChanged 168 SP:Iteration 12Q (6552.411054 sec): 3 clusters Score: Raw -546689.831708 + Penalty 2768.412625 = -543921.419083 nChanged 177 SP:Iteration 13Q (6552.431402 sec): 3 clusters Score: Raw -546808.594660 + Penalty 2768.412625 = -544040.182035 nChanged 148 SP:Iteration 14Q (6552.451977 sec): 3 clusters Score: Raw -546908.279685 + Penalty 2768.412625 = -544139.867060 nChanged 119 SP:Iteration 15Q (6552.472604 sec): 3 clusters Score: Raw -546980.483803 + Penalty 2768.412625 = -544212.071178 nChanged 99 SP:Iteration 16Q (6552.492945 sec): 3 clusters Score: Raw -547038.229798 + Penalty 2768.412625 = -544269.817173 nChanged 75 SP:Iteration 17Q (6552.513518 sec): 3 clusters Score: Raw -547079.124554 + Penalty 2768.412625 = -544310.711929 nChanged 68 SP:Iteration 18Q (6552.533917 sec): 3 clusters Score: Raw -547106.943172 + Penalty 2768.412625 = -544338.530547 nChanged 51 SP:Iteration 19Q (6552.554276 sec): 3 clusters Score: Raw -547126.100932 + Penalty 2768.412625 = -544357.688307 nChanged 38 SP:Iteration 20F (6552.574947 sec): 3 clusters Score: Raw -547139.958616 + Penalty 2768.412625 = -544371.545991 nChanged 31 SP:Iteration 21Q (6552.595207 sec): 3 clusters Score: Raw -547150.922669 + Penalty 2768.412625 = -544382.510044 nChanged 21 SP:Iteration 22Q (6552.615499 sec): 3 clusters Score: Raw -547155.939676 + Penalty 2768.412625 = -544387.527051 nChanged 13 SP:Iteration 23Q (6552.635816 sec): 3 clusters Score: Raw -547159.185509 + Penalty 2768.412625 = -544390.772884 nChanged 14 SP:Iteration 24Q (6552.656377 sec): 3 clusters Score: Raw -547164.269630 + Penalty 2768.412625 = -544395.857005 nChanged 17 SP:Iteration 25Q (6552.676904 sec): 3 clusters Score: Raw -547169.943944 + Penalty 2768.412625 = -544401.531319 nChanged 9 SP:Iteration 26Q (6552.697369 sec): 3 clusters Score: Raw -547172.789312 + Penalty 2768.412625 = -544404.376687 nChanged 14 SP:Iteration 27Q (6552.717587 sec): 3 clusters Score: Raw -547176.528383 + Penalty 2768.412625 = -544408.115758 nChanged 7 SP:Iteration 28Q (6552.737635 sec): 3 clusters Score: Raw -547177.813206 + Penalty 2768.412625 = -544409.400581 nChanged 6 SP:Iteration 29Q (6552.757762 sec): 3 clusters Score: Raw -547179.229312 + Penalty 2768.412625 = -544410.816687 nChanged 5 SP:Iteration 30Q (6552.778000 sec): 3 clusters Score: Raw -547180.376223 + Penalty 2768.412625 = -544411.963598 nChanged 2 SP:Iteration 31Q (6552.798463 sec): 3 clusters Score: Raw -547181.201044 + Penalty 2768.412625 = -544412.788419 nChanged 4 SP:Iteration 32Q (6552.818788 sec): 3 clusters Score: Raw -547182.115978 + Penalty 2768.412625 = -544413.703353 nChanged 2 SP:Iteration 33Q (6552.839108 sec): 3 clusters Score: Raw -547182.322258 + Penalty 2768.412625 = -544413.909633 nChanged 1 SP:Iteration 34Q (6552.859526 sec): 3 clusters Score: Raw -547182.619340 + Penalty 2768.412625 = -544414.206715 nChanged 2 SP:Iteration 35Q (6552.879741 sec): 3 clusters Score: Raw -547183.654955 + Penalty 2768.412625 = -544415.242331 nChanged 3 SP:Iteration 36Q (6552.900092 sec): 3 clusters Score: Raw -547184.405707 + Penalty 2768.412625 = -544415.993082 nChanged 4 SP:Iteration 37Q (6552.920123 sec): 3 clusters Score: Raw -547185.482155 + Penalty 2768.412625 = -544417.069531 nChanged 2 SP:Iteration 38Q (6552.940297 sec): 3 clusters Score: Raw -547185.940021 + Penalty 2768.412625 = -544417.527396 nChanged 1 SP:Iteration 39Q (6552.960484 sec): 3 clusters Score: Raw -547186.545829 + Penalty 2768.412625 = -544418.133204 nChanged 3 SP:Iteration 40F (6552.981096 sec): 3 clusters Score: Raw -547188.002341 + Penalty 2768.412625 = -544419.589716 nChanged 4 SP:Iteration 41Q (6553.001423 sec): 3 clusters Score: Raw -547188.699870 + Penalty 2768.412625 = -544420.287245 nChanged 1 SP:Iteration 42Q (6553.021887 sec): 3 clusters Score: Raw -547189.220277 + Penalty 2768.412625 = -544420.807652 nChanged 2 SP:Iteration 43Q (6553.042225 sec): 3 clusters Score: Raw -547189.772621 + Penalty 2768.412625 = -544421.359996 nChanged 2 SP:Iteration 44Q (6553.062550 sec): 3 clusters Score: Raw -547190.580368 + Penalty 2768.412625 = -544422.167743 nChanged 2 SP:Iteration 45Q (6553.082871 sec): 3 clusters Score: Raw -547190.926531 + Penalty 2768.412625 = -544422.513906 nChanged 2 SP:Iteration 46Q (6553.103124 sec): 3 clusters Score: Raw -547191.512668 + Penalty 2768.412625 = -544423.100043 nChanged 2 SP:Iteration 47Q (6553.123266 sec): 3 clusters Score: Raw -547191.717496 + Penalty 2768.412625 = -544423.304871 nChanged 0 SP:Iteration 48F (6553.143873 sec): 3 clusters Score: Raw -547191.717496 + Penalty 2768.412625 = -544423.304871 nChanged 0 Trying to split cluster 23 (1958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6553.159485 sec): 2 clusters Score: Raw -196343.049321 + Penalty 1231.697809 = -195111.351513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6553.169884 sec): 3 clusters Score: Raw -195589.165346 + Penalty 2463.395618 = -193125.769728 nChanged 715 SP:Iteration 1F (6553.179666 sec): 3 clusters Score: Raw -196222.660220 + Penalty 2463.395618 = -193759.264603 nChanged 210 SP:Iteration 2F (6553.189315 sec): 3 clusters Score: Raw -196526.287663 + Penalty 2463.395618 = -194062.892045 nChanged 155 SP:Iteration 3F (6553.199009 sec): 3 clusters Score: Raw -196691.882309 + Penalty 2463.395618 = -194228.486691 nChanged 106 SP:Iteration 4F (6553.208785 sec): 3 clusters Score: Raw -196802.610464 + Penalty 2463.395618 = -194339.214847 nChanged 70 SP:Iteration 5Q (6553.218435 sec): 3 clusters Score: Raw -196862.560614 + Penalty 2463.395618 = -194399.164996 nChanged 57 SP:Iteration 6Q (6553.228126 sec): 3 clusters Score: Raw -196903.866563 + Penalty 2463.395618 = -194440.470946 nChanged 40 SP:Iteration 7Q (6553.237668 sec): 3 clusters Score: Raw -196939.273509 + Penalty 2463.395618 = -194475.877892 nChanged 36 SP:Iteration 8Q (6553.247288 sec): 3 clusters Score: Raw -196961.766558 + Penalty 2463.395618 = -194498.370940 nChanged 22 SP:Iteration 9Q (6553.256936 sec): 3 clusters Score: Raw -196976.899148 + Penalty 2463.395618 = -194513.503531 nChanged 15 SP:Iteration 10Q (6553.266443 sec): 3 clusters Score: Raw -196988.553180 + Penalty 2463.395618 = -194525.157563 nChanged 18 SP:Iteration 11Q (6553.276189 sec): 3 clusters Score: Raw -197000.038954 + Penalty 2463.395618 = -194536.643336 nChanged 15 SP:Iteration 12Q (6553.285779 sec): 3 clusters Score: Raw -197008.412862 + Penalty 2463.395618 = -194545.017244 nChanged 8 SP:Iteration 13Q (6553.295301 sec): 3 clusters Score: Raw -197012.865565 + Penalty 2463.395618 = -194549.469947 nChanged 5 SP:Iteration 14Q (6553.304711 sec): 3 clusters Score: Raw -197015.292168 + Penalty 2463.395618 = -194551.896551 nChanged 3 SP:Iteration 15Q (6553.314197 sec): 3 clusters Score: Raw -197016.491064 + Penalty 2463.395618 = -194553.095446 nChanged 3 SP:Iteration 16Q (6553.323719 sec): 3 clusters Score: Raw -197017.494536 + Penalty 2463.395618 = -194554.098919 nChanged 2 SP:Iteration 17Q (6553.333288 sec): 3 clusters Score: Raw -197018.280360 + Penalty 2463.395618 = -194554.884743 nChanged 2 SP:Iteration 18Q (6553.342856 sec): 3 clusters Score: Raw -197019.479090 + Penalty 2463.395618 = -194556.083472 nChanged 1 SP:Iteration 19Q (6553.352500 sec): 3 clusters Score: Raw -197020.234408 + Penalty 2463.395618 = -194556.838790 nChanged 0 SP:Iteration 20F (6553.362290 sec): 3 clusters Score: Raw -197020.234408 + Penalty 2463.395618 = -194556.838790 nChanged 0 Trying to split cluster 24 (100182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6553.492718 sec): 2 clusters Score: Raw -11490534.635087 + Penalty 1871.145869 = -11488663.489218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6553.654588 sec): 3 clusters Score: Raw -11425416.371204 + Penalty 3742.291739 = -11421674.079466 nChanged 47873 SP:Iteration 1F (6553.812127 sec): 3 clusters Score: Raw -11453635.305522 + Penalty 3742.291739 = -11449893.013783 nChanged 4005 SP:Iteration 2Q (6553.981637 sec): 3 clusters Score: Raw -11455215.527509 + Penalty 3742.291739 = -11451473.235771 nChanged 4807 SP:Iteration 3Q (6554.151116 sec): 3 clusters Score: Raw -11457782.310336 + Penalty 3742.291739 = -11454040.018597 nChanged 5860 SP:Iteration 4F (6554.309010 sec): 3 clusters Score: Raw -11461511.697245 + Penalty 3742.291739 = -11457769.405507 nChanged 6780 SP:Iteration 5F (6554.466980 sec): 3 clusters Score: Raw -11466108.217341 + Penalty 3742.291739 = -11462365.925602 nChanged 6774 SP:Iteration 6F (6554.624777 sec): 3 clusters Score: Raw -11470503.685214 + Penalty 3742.291739 = -11466761.393475 nChanged 6238 SP:Iteration 7F (6554.782688 sec): 3 clusters Score: Raw -11474043.945647 + Penalty 3742.291739 = -11470301.653908 nChanged 5304 SP:Iteration 8F (6554.940534 sec): 3 clusters Score: Raw -11476608.313190 + Penalty 3742.291739 = -11472866.021451 nChanged 4208 SP:Iteration 9Q (6555.105971 sec): 3 clusters Score: Raw -11478344.118561 + Penalty 3742.291739 = -11474601.826822 nChanged 3284 SP:Iteration 10Q (6555.270323 sec): 3 clusters Score: Raw -11479449.650219 + Penalty 3742.291739 = -11475707.358481 nChanged 2572 SP:Iteration 11Q (6555.434419 sec): 3 clusters Score: Raw -11480201.755456 + Penalty 3742.291739 = -11476459.463717 nChanged 2087 SP:Iteration 12Q (6555.597728 sec): 3 clusters Score: Raw -11480749.713071 + Penalty 3742.291739 = -11477007.421332 nChanged 1704 SP:Iteration 13Q (6555.791517 sec): 3 clusters Score: Raw -11481143.389857 + Penalty 3742.291739 = -11477401.098119 nChanged 1453 SP:Iteration 14Q (6556.005549 sec): 3 clusters Score: Raw -11481431.093903 + Penalty 3742.291739 = -11477688.802164 nChanged 1226 SP:Iteration 15Q (6556.168607 sec): 3 clusters Score: Raw -11481648.080481 + Penalty 3742.291739 = -11477905.788743 nChanged 1098 SP:Iteration 16Q (6556.331549 sec): 3 clusters Score: Raw -11481834.944199 + Penalty 3742.291739 = -11478092.652461 nChanged 987 SP:Iteration 17Q (6556.494085 sec): 3 clusters Score: Raw -11482000.366917 + Penalty 3742.291739 = -11478258.075178 nChanged 925 SP:Iteration 18Q (6556.655490 sec): 3 clusters Score: Raw -11482153.513473 + Penalty 3742.291739 = -11478411.221735 nChanged 943 SP:Iteration 19Q (6556.853316 sec): 3 clusters Score: Raw -11482305.727506 + Penalty 3742.291739 = -11478563.435768 nChanged 917 SP:Iteration 20F (6557.010813 sec): 3 clusters Score: Raw -11482451.218680 + Penalty 3742.291739 = -11478708.926941 nChanged 874 SP:Iteration 21Q (6557.171909 sec): 3 clusters Score: Raw -11482590.642329 + Penalty 3742.291739 = -11478848.350590 nChanged 893 SP:Iteration 22Q (6557.333085 sec): 3 clusters Score: Raw -11482736.880766 + Penalty 3742.291739 = -11478994.589027 nChanged 908 SP:Iteration 23Q (6557.492853 sec): 3 clusters Score: Raw -11482889.812746 + Penalty 3742.291739 = -11479147.521007 nChanged 956 SP:Iteration 24Q (6557.652450 sec): 3 clusters Score: Raw -11483049.754858 + Penalty 3742.291739 = -11479307.463119 nChanged 945 SP:Iteration 25Q (6557.812209 sec): 3 clusters Score: Raw -11483205.362837 + Penalty 3742.291739 = -11479463.071099 nChanged 973 SP:Iteration 26Q (6557.971378 sec): 3 clusters Score: Raw -11483375.121064 + Penalty 3742.291739 = -11479632.829326 nChanged 995 SP:Iteration 27Q (6558.129826 sec): 3 clusters Score: Raw -11483553.831472 + Penalty 3742.291739 = -11479811.539733 nChanged 1031 SP:Iteration 28Q (6558.288032 sec): 3 clusters Score: Raw -11483748.776731 + Penalty 3742.291739 = -11480006.484993 nChanged 1102 SP:Iteration 29Q (6558.445787 sec): 3 clusters Score: Raw -11483969.332819 + Penalty 3742.291739 = -11480227.041080 nChanged 1148 SP:Iteration 30Q (6558.602822 sec): 3 clusters Score: Raw -11484218.777376 + Penalty 3742.291739 = -11480476.485637 nChanged 1246 SP:Iteration 31Q (6558.759592 sec): 3 clusters Score: Raw -11484507.468757 + Penalty 3742.291739 = -11480765.177018 nChanged 1306 SP:Iteration 32Q (6558.916267 sec): 3 clusters Score: Raw -11484820.961534 + Penalty 3742.291739 = -11481078.669795 nChanged 1321 SP:Iteration 33Q (6559.072723 sec): 3 clusters Score: Raw -11485142.109947 + Penalty 3742.291739 = -11481399.818209 nChanged 1404 SP:Iteration 34Q (6559.227808 sec): 3 clusters Score: Raw -11485500.263333 + Penalty 3742.291739 = -11481757.971595 nChanged 1434 SP:Iteration 35Q (6559.382150 sec): 3 clusters Score: Raw -11485878.580890 + Penalty 3742.291739 = -11482136.289151 nChanged 1386 SP:Iteration 36Q (6559.535911 sec): 3 clusters Score: Raw -11486251.957667 + Penalty 3742.291739 = -11482509.665928 nChanged 1379 SP:Iteration 37Q (6559.688476 sec): 3 clusters Score: Raw -11486633.794348 + Penalty 3742.291739 = -11482891.502610 nChanged 1366 SP:Iteration 38Q (6559.841910 sec): 3 clusters Score: Raw -11487001.114884 + Penalty 3742.291739 = -11483258.823145 nChanged 1275 SP:Iteration 39Q (6559.993256 sec): 3 clusters Score: Raw -11487333.626548 + Penalty 3742.291739 = -11483591.334809 nChanged 1215 SP:Iteration 40F (6560.151634 sec): 3 clusters Score: Raw -11487651.518011 + Penalty 3742.291739 = -11483909.226273 nChanged 1182 SP:Iteration 41Q (6560.301131 sec): 3 clusters Score: Raw -11487954.991074 + Penalty 3742.291739 = -11484212.699336 nChanged 1124 SP:Iteration 42Q (6560.451400 sec): 3 clusters Score: Raw -11488233.554024 + Penalty 3742.291739 = -11484491.262285 nChanged 1073 SP:Iteration 43Q (6560.601215 sec): 3 clusters Score: Raw -11488512.333900 + Penalty 3742.291739 = -11484770.042161 nChanged 1076 SP:Iteration 44Q (6560.748802 sec): 3 clusters Score: Raw -11488790.318563 + Penalty 3742.291739 = -11485048.026825 nChanged 1011 SP:Iteration 45Q (6560.895462 sec): 3 clusters Score: Raw -11489044.563528 + Penalty 3742.291739 = -11485302.271790 nChanged 940 SP:Iteration 46Q (6561.041410 sec): 3 clusters Score: Raw -11489276.165046 + Penalty 3742.291739 = -11485533.873308 nChanged 878 SP:Iteration 47Q (6561.186548 sec): 3 clusters Score: Raw -11489495.583112 + Penalty 3742.291739 = -11485753.291374 nChanged 829 SP:Iteration 48Q (6561.330857 sec): 3 clusters Score: Raw -11489705.612558 + Penalty 3742.291739 = -11485963.320819 nChanged 791 SP:Iteration 49Q (6561.474395 sec): 3 clusters Score: Raw -11489915.631869 + Penalty 3742.291739 = -11486173.340130 nChanged 726 SP:Iteration 50Q (6561.617437 sec): 3 clusters Score: Raw -11490111.840702 + Penalty 3742.291739 = -11486369.548964 nChanged 662 SP:Iteration 51Q (6561.770794 sec): 3 clusters Score: Raw -11490284.570540 + Penalty 3742.291739 = -11486542.278802 nChanged 587 SP:Iteration 52Q (6561.913449 sec): 3 clusters Score: Raw -11490436.606177 + Penalty 3742.291739 = -11486694.314438 nChanged 540 SP:Iteration 53Q (6562.054704 sec): 3 clusters Score: Raw -11490573.150988 + Penalty 3742.291739 = -11486830.859249 nChanged 476 SP:Iteration 54Q (6562.195448 sec): 3 clusters Score: Raw -11490692.493896 + Penalty 3742.291739 = -11486950.202157 nChanged 436 SP:Iteration 55Q (6562.335640 sec): 3 clusters Score: Raw -11490804.201083 + Penalty 3742.291739 = -11487061.909345 nChanged 384 SP:Iteration 56Q (6562.475651 sec): 3 clusters Score: Raw -11490908.179340 + Penalty 3742.291739 = -11487165.887601 nChanged 336 SP:Iteration 57Q (6562.614643 sec): 3 clusters Score: Raw -11491003.926722 + Penalty 3742.291739 = -11487261.634983 nChanged 299 SP:Iteration 58Q (6562.752974 sec): 3 clusters Score: Raw -11491097.223742 + Penalty 3742.291739 = -11487354.932003 nChanged 236 SP:Iteration 59Q (6562.891101 sec): 3 clusters Score: Raw -11491170.861690 + Penalty 3742.291739 = -11487428.569951 nChanged 200 SP:Iteration 60F (6563.049586 sec): 3 clusters Score: Raw -11491236.310273 + Penalty 3742.291739 = -11487494.018535 nChanged 171 SP:Iteration 61Q (6563.186113 sec): 3 clusters Score: Raw -11491291.826001 + Penalty 3742.291739 = -11487549.534262 nChanged 150 SP:Iteration 62Q (6563.321663 sec): 3 clusters Score: Raw -11491346.868250 + Penalty 3742.291739 = -11487604.576512 nChanged 151 SP:Iteration 63Q (6563.456303 sec): 3 clusters Score: Raw -11491411.638458 + Penalty 3742.291739 = -11487669.346719 nChanged 150 SP:Iteration 64Q (6563.590614 sec): 3 clusters Score: Raw -11491478.570850 + Penalty 3742.291739 = -11487736.279112 nChanged 148 SP:Iteration 65Q (6563.724158 sec): 3 clusters Score: Raw -11491538.182657 + Penalty 3742.291739 = -11487795.890918 nChanged 155 SP:Iteration 66Q (6563.858367 sec): 3 clusters Score: Raw -11491599.817934 + Penalty 3742.291739 = -11487857.526195 nChanged 136 SP:Iteration 67Q (6563.991732 sec): 3 clusters Score: Raw -11491646.007378 + Penalty 3742.291739 = -11487903.715640 nChanged 116 SP:Iteration 68Q (6564.124575 sec): 3 clusters Score: Raw -11491684.598483 + Penalty 3742.291739 = -11487942.306744 nChanged 98 SP:Iteration 69Q (6564.257013 sec): 3 clusters Score: Raw -11491714.819045 + Penalty 3742.291739 = -11487972.527306 nChanged 97 SP:Iteration 70Q (6564.389423 sec): 3 clusters Score: Raw -11491742.363001 + Penalty 3742.291739 = -11488000.071263 nChanged 93 SP:Iteration 71Q (6564.522400 sec): 3 clusters Score: Raw -11491768.480925 + Penalty 3742.291739 = -11488026.189186 nChanged 87 SP:Iteration 72Q (6564.654877 sec): 3 clusters Score: Raw -11491791.361247 + Penalty 3742.291739 = -11488049.069509 nChanged 75 SP:Iteration 73Q (6564.816213 sec): 3 clusters Score: Raw -11491812.515573 + Penalty 3742.291739 = -11488070.223835 nChanged 71 SP:Iteration 74Q (6564.980669 sec): 3 clusters Score: Raw -11491833.388097 + Penalty 3742.291739 = -11488091.096359 nChanged 67 SP:Iteration 75Q (6565.111548 sec): 3 clusters Score: Raw -11491854.948972 + Penalty 3742.291739 = -11488112.657233 nChanged 74 SP:Iteration 76Q (6565.242943 sec): 3 clusters Score: Raw -11491872.931106 + Penalty 3742.291739 = -11488130.639368 nChanged 62 SP:Iteration 77Q (6565.373412 sec): 3 clusters Score: Raw -11491885.710501 + Penalty 3742.291739 = -11488143.418762 nChanged 59 SP:Iteration 78Q (6565.503640 sec): 3 clusters Score: Raw -11491902.473154 + Penalty 3742.291739 = -11488160.181416 nChanged 58 SP:Iteration 79Q (6565.633551 sec): 3 clusters Score: Raw -11491917.247217 + Penalty 3742.291739 = -11488174.955479 nChanged 55 SP:Iteration 80F (6565.790556 sec): 3 clusters Score: Raw -11491931.736997 + Penalty 3742.291739 = -11488189.445258 nChanged 58 SP:Iteration 81Q (6565.921034 sec): 3 clusters Score: Raw -11491945.705964 + Penalty 3742.291739 = -11488203.414226 nChanged 66 SP:Iteration 82Q (6566.051182 sec): 3 clusters Score: Raw -11491960.468464 + Penalty 3742.291739 = -11488218.176726 nChanged 56 SP:Iteration 83Q (6566.181316 sec): 3 clusters Score: Raw -11491972.439044 + Penalty 3742.291739 = -11488230.147306 nChanged 46 SP:Iteration 84Q (6566.311193 sec): 3 clusters Score: Raw -11491981.773665 + Penalty 3742.291739 = -11488239.481926 nChanged 53 SP:Iteration 85Q (6566.441210 sec): 3 clusters Score: Raw -11491995.432176 + Penalty 3742.291739 = -11488253.140437 nChanged 48 SP:Iteration 86Q (6566.571254 sec): 3 clusters Score: Raw -11492007.621628 + Penalty 3742.291739 = -11488265.329889 nChanged 57 SP:Iteration 87Q (6566.701278 sec): 3 clusters Score: Raw -11492019.973005 + Penalty 3742.291739 = -11488277.681266 nChanged 51 SP:Iteration 88Q (6566.842169 sec): 3 clusters Score: Raw -11492031.505235 + Penalty 3742.291739 = -11488289.213496 nChanged 42 SP:Iteration 89Q (6566.972663 sec): 3 clusters Score: Raw -11492037.787436 + Penalty 3742.291739 = -11488295.495697 nChanged 32 SP:Iteration 90Q (6567.102878 sec): 3 clusters Score: Raw -11492042.971848 + Penalty 3742.291739 = -11488300.680110 nChanged 33 SP:Iteration 91Q (6567.232881 sec): 3 clusters Score: Raw -11492049.484944 + Penalty 3742.291739 = -11488307.193206 nChanged 34 SP:Iteration 92Q (6567.363651 sec): 3 clusters Score: Raw -11492056.995606 + Penalty 3742.291739 = -11488314.703867 nChanged 39 SP:Iteration 93Q (6567.493525 sec): 3 clusters Score: Raw -11492065.576972 + Penalty 3742.291739 = -11488323.285233 nChanged 35 SP:Iteration 94Q (6567.623035 sec): 3 clusters Score: Raw -11492073.203282 + Penalty 3742.291739 = -11488330.911543 nChanged 36 SP:Iteration 95Q (6567.752767 sec): 3 clusters Score: Raw -11492080.031286 + Penalty 3742.291739 = -11488337.739547 nChanged 35 SP:Iteration 96Q (6567.882298 sec): 3 clusters Score: Raw -11492088.551655 + Penalty 3742.291739 = -11488346.259917 nChanged 38 SP:Iteration 97Q (6568.011905 sec): 3 clusters Score: Raw -11492096.547355 + Penalty 3742.291739 = -11488354.255617 nChanged 30 SP:Iteration 98Q (6568.142137 sec): 3 clusters Score: Raw -11492103.954717 + Penalty 3742.291739 = -11488361.662978 nChanged 45 SP:Iteration 99Q (6568.271513 sec): 3 clusters Score: Raw -11492112.904273 + Penalty 3742.291739 = -11488370.612534 nChanged 39 SP:Iteration 100F (6568.428036 sec): 3 clusters Score: Raw -11492121.459951 + Penalty 3742.291739 = -11488379.168212 nChanged 41 SP:Iteration 101Q (6568.558137 sec): 3 clusters Score: Raw -11492129.242259 + Penalty 3742.291739 = -11488386.950520 nChanged 37 SP:Iteration 102Q (6568.688280 sec): 3 clusters Score: Raw -11492133.724741 + Penalty 3742.291739 = -11488391.433003 nChanged 23 SP:Iteration 103Q (6568.818199 sec): 3 clusters Score: Raw -11492136.255131 + Penalty 3742.291739 = -11488393.963393 nChanged 16 SP:Iteration 104Q (6568.948064 sec): 3 clusters Score: Raw -11492138.472123 + Penalty 3742.291739 = -11488396.180385 nChanged 16 SP:Iteration 105Q (6569.078073 sec): 3 clusters Score: Raw -11492141.093540 + Penalty 3742.291739 = -11488398.801802 nChanged 16 SP:Iteration 106Q (6569.208026 sec): 3 clusters Score: Raw -11492143.469631 + Penalty 3742.291739 = -11488401.177892 nChanged 15 SP:Iteration 107Q (6569.337956 sec): 3 clusters Score: Raw -11492145.396989 + Penalty 3742.291739 = -11488403.105250 nChanged 18 SP:Iteration 108Q (6569.467828 sec): 3 clusters Score: Raw -11492147.184756 + Penalty 3742.291739 = -11488404.893018 nChanged 7 SP:Iteration 109Q (6569.597755 sec): 3 clusters Score: Raw -11492148.184852 + Penalty 3742.291739 = -11488405.893113 nChanged 12 SP:Iteration 110Q (6569.728290 sec): 3 clusters Score: Raw -11492149.505867 + Penalty 3742.291739 = -11488407.214128 nChanged 6 SP:Iteration 111Q (6569.858408 sec): 3 clusters Score: Raw -11492150.351512 + Penalty 3742.291739 = -11488408.059774 nChanged 8 SP:Iteration 112Q (6569.988806 sec): 3 clusters Score: Raw -11492151.435647 + Penalty 3742.291739 = -11488409.143909 nChanged 7 SP:Iteration 113Q (6570.119062 sec): 3 clusters Score: Raw -11492152.434920 + Penalty 3742.291739 = -11488410.143181 nChanged 5 SP:Iteration 114Q (6570.249388 sec): 3 clusters Score: Raw -11492153.091625 + Penalty 3742.291739 = -11488410.799887 nChanged 6 SP:Iteration 115Q (6570.379853 sec): 3 clusters Score: Raw -11492153.777608 + Penalty 3742.291739 = -11488411.485870 nChanged 8 SP:Iteration 116Q (6570.510068 sec): 3 clusters Score: Raw -11492154.871436 + Penalty 3742.291739 = -11488412.579697 nChanged 6 SP:Iteration 117Q (6570.640228 sec): 3 clusters Score: Raw -11492155.666042 + Penalty 3742.291739 = -11488413.374304 nChanged 4 SP:Iteration 118Q (6570.770283 sec): 3 clusters Score: Raw -11492155.909113 + Penalty 3742.291739 = -11488413.617374 nChanged 2 SP:Iteration 119Q (6570.900300 sec): 3 clusters Score: Raw -11492156.150986 + Penalty 3742.291739 = -11488413.859248 nChanged 2 SP:Iteration 120F (6571.056927 sec): 3 clusters Score: Raw -11492156.475400 + Penalty 3742.291739 = -11488414.183662 nChanged 3 SP:Iteration 121Q (6571.187149 sec): 3 clusters Score: Raw -11492156.667450 + Penalty 3742.291739 = -11488414.375712 nChanged 2 SP:Iteration 122Q (6571.317354 sec): 3 clusters Score: Raw -11492156.933462 + Penalty 3742.291739 = -11488414.641723 nChanged 3 SP:Iteration 123Q (6571.447740 sec): 3 clusters Score: Raw -11492157.139415 + Penalty 3742.291739 = -11488414.847677 nChanged 3 SP:Iteration 124Q (6571.578220 sec): 3 clusters Score: Raw -11492157.306311 + Penalty 3742.291739 = -11488415.014572 nChanged 2 SP:Iteration 125Q (6571.710567 sec): 3 clusters Score: Raw -11492157.575833 + Penalty 3742.291739 = -11488415.284094 nChanged 0 SP:Iteration 126F (6571.867956 sec): 3 clusters Score: Raw -11492157.575833 + Penalty 3742.291739 = -11488415.284094 nChanged 0 Trying to split cluster 25 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6571.876950 sec): 2 clusters Score: Raw -153552.458888 + Penalty 1163.637460 = -152388.821428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6571.884143 sec): 3 clusters Score: Raw -153095.006258 + Penalty 2327.274920 = -150767.731338 nChanged 412 SP:Iteration 1F (6571.890861 sec): 3 clusters Score: Raw -153385.272808 + Penalty 2327.274920 = -151057.997889 nChanged 85 SP:Iteration 2F (6571.897557 sec): 3 clusters Score: Raw -153462.580189 + Penalty 2327.274920 = -151135.305269 nChanged 61 SP:Iteration 3Q (6571.904746 sec): 3 clusters Score: Raw -153520.290889 + Penalty 2327.274920 = -151193.015969 nChanged 45 SP:Iteration 4Q (6571.911402 sec): 3 clusters Score: Raw -153567.965400 + Penalty 2327.274920 = -151240.690480 nChanged 36 SP:Iteration 5Q (6571.918073 sec): 3 clusters Score: Raw -153599.287008 + Penalty 2327.274920 = -151272.012088 nChanged 33 SP:Iteration 6Q (6571.924765 sec): 3 clusters Score: Raw -153625.861679 + Penalty 2327.274920 = -151298.586760 nChanged 24 SP:Iteration 7Q (6571.931435 sec): 3 clusters Score: Raw -153646.900646 + Penalty 2327.274920 = -151319.625726 nChanged 23 SP:Iteration 8Q (6571.938090 sec): 3 clusters Score: Raw -153661.712254 + Penalty 2327.274920 = -151334.437335 nChanged 18 SP:Iteration 9Q (6571.944759 sec): 3 clusters Score: Raw -153677.191208 + Penalty 2327.274920 = -151349.916288 nChanged 20 SP:Iteration 10Q (6571.951365 sec): 3 clusters Score: Raw -153694.436905 + Penalty 2327.274920 = -151367.161985 nChanged 19 SP:Iteration 11Q (6571.957985 sec): 3 clusters Score: Raw -153707.494910 + Penalty 2327.274920 = -151380.219990 nChanged 12 SP:Iteration 12Q (6571.964636 sec): 3 clusters Score: Raw -153717.483347 + Penalty 2327.274920 = -151390.208428 nChanged 12 SP:Iteration 13Q (6571.971307 sec): 3 clusters Score: Raw -153727.335876 + Penalty 2327.274920 = -151400.060956 nChanged 14 SP:Iteration 14Q (6571.977959 sec): 3 clusters Score: Raw -153738.849223 + Penalty 2327.274920 = -151411.574303 nChanged 5 SP:Iteration 15Q (6571.984545 sec): 3 clusters Score: Raw -153743.705642 + Penalty 2327.274920 = -151416.430722 nChanged 8 SP:Iteration 16Q (6571.991115 sec): 3 clusters Score: Raw -153749.576414 + Penalty 2327.274920 = -151422.301495 nChanged 4 SP:Iteration 17Q (6571.997695 sec): 3 clusters Score: Raw -153753.173151 + Penalty 2327.274920 = -151425.898231 nChanged 3 SP:Iteration 18Q (6572.004333 sec): 3 clusters Score: Raw -153755.405644 + Penalty 2327.274920 = -151428.130724 nChanged 4 SP:Iteration 19Q (6572.011064 sec): 3 clusters Score: Raw -153757.295367 + Penalty 2327.274920 = -151430.020447 nChanged 3 SP:Iteration 20F (6572.017675 sec): 3 clusters Score: Raw -153759.232762 + Penalty 2327.274920 = -151431.957842 nChanged 2 SP:Iteration 21Q (6572.024324 sec): 3 clusters Score: Raw -153759.728041 + Penalty 2327.274920 = -151432.453121 nChanged 0 SP:Iteration 22F (6572.030939 sec): 3 clusters Score: Raw -153759.728041 + Penalty 2327.274920 = -151432.453121 nChanged 0 Trying to split cluster 26 (3780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6572.048957 sec): 2 clusters Score: Raw -403010.358199 + Penalty 1338.590384 = -401671.767815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6572.068244 sec): 3 clusters Score: Raw -401190.640875 + Penalty 2677.180769 = -398513.460106 nChanged 1472 SP:Iteration 1F (6572.086497 sec): 3 clusters Score: Raw -402100.734810 + Penalty 2677.180769 = -399423.554042 nChanged 307 SP:Iteration 2F (6572.104947 sec): 3 clusters Score: Raw -402276.259955 + Penalty 2677.180769 = -399599.079186 nChanged 191 SP:Iteration 3F (6572.123346 sec): 3 clusters Score: Raw -402382.978274 + Penalty 2677.180769 = -399705.797506 nChanged 149 SP:Iteration 4Q (6572.141843 sec): 3 clusters Score: Raw -402463.334363 + Penalty 2677.180769 = -399786.153594 nChanged 117 SP:Iteration 5Q (6572.160276 sec): 3 clusters Score: Raw -402514.190257 + Penalty 2677.180769 = -399837.009488 nChanged 85 SP:Iteration 6Q (6572.178521 sec): 3 clusters Score: Raw -402554.858448 + Penalty 2677.180769 = -399877.677679 nChanged 80 SP:Iteration 7Q (6572.196913 sec): 3 clusters Score: Raw -402595.743175 + Penalty 2677.180769 = -399918.562406 nChanged 83 SP:Iteration 8Q (6572.215468 sec): 3 clusters Score: Raw -402628.751543 + Penalty 2677.180769 = -399951.570775 nChanged 57 SP:Iteration 9Q (6572.233977 sec): 3 clusters Score: Raw -402658.758457 + Penalty 2677.180769 = -399981.577689 nChanged 80 SP:Iteration 10Q (6572.252376 sec): 3 clusters Score: Raw -402697.051877 + Penalty 2677.180769 = -400019.871108 nChanged 85 SP:Iteration 11Q (6572.271030 sec): 3 clusters Score: Raw -402736.834007 + Penalty 2677.180769 = -400059.653238 nChanged 67 SP:Iteration 12Q (6572.289261 sec): 3 clusters Score: Raw -402768.497560 + Penalty 2677.180769 = -400091.316791 nChanged 81 SP:Iteration 13Q (6572.307461 sec): 3 clusters Score: Raw -402803.665509 + Penalty 2677.180769 = -400126.484740 nChanged 73 SP:Iteration 14Q (6572.325864 sec): 3 clusters Score: Raw -402840.560681 + Penalty 2677.180769 = -400163.379912 nChanged 81 SP:Iteration 15Q (6572.344191 sec): 3 clusters Score: Raw -402890.965978 + Penalty 2677.180769 = -400213.785209 nChanged 91 SP:Iteration 16Q (6572.362421 sec): 3 clusters Score: Raw -402941.113097 + Penalty 2677.180769 = -400263.932328 nChanged 80 SP:Iteration 17Q (6572.380780 sec): 3 clusters Score: Raw -402985.315342 + Penalty 2677.180769 = -400308.134573 nChanged 83 SP:Iteration 18Q (6572.398981 sec): 3 clusters Score: Raw -403031.675496 + Penalty 2677.180769 = -400354.494727 nChanged 90 SP:Iteration 19Q (6572.417276 sec): 3 clusters Score: Raw -403079.052071 + Penalty 2677.180769 = -400401.871302 nChanged 76 SP:Iteration 20F (6572.435638 sec): 3 clusters Score: Raw -403117.249643 + Penalty 2677.180769 = -400440.068875 nChanged 67 SP:Iteration 21Q (6572.453812 sec): 3 clusters Score: Raw -403148.351338 + Penalty 2677.180769 = -400471.170569 nChanged 53 SP:Iteration 22Q (6572.471890 sec): 3 clusters Score: Raw -403169.864018 + Penalty 2677.180769 = -400492.683249 nChanged 45 SP:Iteration 23Q (6572.489947 sec): 3 clusters Score: Raw -403185.763629 + Penalty 2677.180769 = -400508.582860 nChanged 45 SP:Iteration 24Q (6572.508013 sec): 3 clusters Score: Raw -403200.362751 + Penalty 2677.180769 = -400523.181982 nChanged 36 SP:Iteration 25Q (6572.526196 sec): 3 clusters Score: Raw -403212.504171 + Penalty 2677.180769 = -400535.323402 nChanged 30 SP:Iteration 26Q (6572.544453 sec): 3 clusters Score: Raw -403228.321822 + Penalty 2677.180769 = -400551.141053 nChanged 36 SP:Iteration 27Q (6572.562601 sec): 3 clusters Score: Raw -403242.555270 + Penalty 2677.180769 = -400565.374501 nChanged 31 SP:Iteration 28Q (6572.580838 sec): 3 clusters Score: Raw -403252.849443 + Penalty 2677.180769 = -400575.668674 nChanged 21 SP:Iteration 29Q (6572.599063 sec): 3 clusters Score: Raw -403260.817578 + Penalty 2677.180769 = -400583.636810 nChanged 21 SP:Iteration 30Q (6572.617127 sec): 3 clusters Score: Raw -403269.466238 + Penalty 2677.180769 = -400592.285470 nChanged 21 SP:Iteration 31Q (6572.635293 sec): 3 clusters Score: Raw -403277.388237 + Penalty 2677.180769 = -400600.207468 nChanged 18 SP:Iteration 32Q (6572.653251 sec): 3 clusters Score: Raw -403283.849681 + Penalty 2677.180769 = -400606.668912 nChanged 14 SP:Iteration 33Q (6572.671473 sec): 3 clusters Score: Raw -403287.588243 + Penalty 2677.180769 = -400610.407474 nChanged 13 SP:Iteration 34Q (6572.689427 sec): 3 clusters Score: Raw -403291.066196 + Penalty 2677.180769 = -400613.885427 nChanged 12 SP:Iteration 35Q (6572.707578 sec): 3 clusters Score: Raw -403294.335369 + Penalty 2677.180769 = -400617.154600 nChanged 7 SP:Iteration 36Q (6572.726109 sec): 3 clusters Score: Raw -403297.566148 + Penalty 2677.180769 = -400620.385379 nChanged 10 SP:Iteration 37Q (6572.744168 sec): 3 clusters Score: Raw -403300.510950 + Penalty 2677.180769 = -400623.330182 nChanged 5 SP:Iteration 38Q (6572.762120 sec): 3 clusters Score: Raw -403301.288743 + Penalty 2677.180769 = -400624.107974 nChanged 4 SP:Iteration 39Q (6572.780028 sec): 3 clusters Score: Raw -403302.102230 + Penalty 2677.180769 = -400624.921461 nChanged 2 SP:Iteration 40F (6572.798409 sec): 3 clusters Score: Raw -403302.417918 + Penalty 2677.180769 = -400625.237150 nChanged 2 SP:Iteration 41Q (6572.816500 sec): 3 clusters Score: Raw -403302.767230 + Penalty 2677.180769 = -400625.586461 nChanged 0 SP:Iteration 42F (6572.834853 sec): 3 clusters Score: Raw -403302.767230 + Penalty 2677.180769 = -400625.586461 nChanged 0 Trying to split cluster 27 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6572.848007 sec): 2 clusters Score: Raw -39672.314551 + Penalty 987.243730 = -38685.070821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6572.850989 sec): 3 clusters Score: Raw -39720.764028 + Penalty 1974.487460 = -37746.276568 nChanged 103 SP:Iteration 1F (6572.853732 sec): 3 clusters Score: Raw -39947.509669 + Penalty 1974.487460 = -37973.022209 nChanged 43 SP:Iteration 2F (6572.856519 sec): 3 clusters Score: Raw -40116.228380 + Penalty 1974.487460 = -38141.740920 nChanged 37 SP:Iteration 3F (6572.859229 sec): 3 clusters Score: Raw -40367.684604 + Penalty 1974.487460 = -38393.197144 nChanged 22 SP:Iteration 4F (6572.861951 sec): 3 clusters Score: Raw -40471.988463 + Penalty 1974.487460 = -38497.501003 nChanged 14 SP:Iteration 5Q (6572.866661 sec): 3 clusters Score: Raw -40535.362899 + Penalty 1974.487460 = -38560.875439 nChanged 10 SP:Iteration 6Q (6572.869299 sec): 3 clusters Score: Raw -40561.698883 + Penalty 1974.487460 = -38587.211422 nChanged 8 SP:Iteration 7Q (6572.871895 sec): 3 clusters Score: Raw -40599.843199 + Penalty 1974.487460 = -38625.355739 nChanged 7 SP:Iteration 8Q (6572.874476 sec): 3 clusters Score: Raw -40630.175768 + Penalty 1974.487460 = -38655.688308 nChanged 8 SP:Iteration 9Q (6572.877035 sec): 3 clusters Score: Raw -40647.232027 + Penalty 1974.487460 = -38672.744567 nChanged 6 SP:Iteration 10Q (6572.879642 sec): 3 clusters Score: Raw -40666.145635 + Penalty 1974.487460 = -38691.658175 nChanged 3 SP:Iteration 11Q (6572.882218 sec): 3 clusters Score: Raw -40728.242814 + Penalty 1974.487460 = -38753.755354 nChanged 4 SP:Iteration 12Q (6572.884788 sec): 3 clusters Score: Raw -40739.831088 + Penalty 1974.487460 = -38765.343628 nChanged 4 SP:Iteration 13Q (6572.887395 sec): 3 clusters Score: Raw -40747.722863 + Penalty 1974.487460 = -38773.235403 nChanged 6 SP:Iteration 14Q (6572.889948 sec): 3 clusters Score: Raw -40762.564428 + Penalty 1974.487460 = -38788.076968 nChanged 4 SP:Iteration 15Q (6572.892492 sec): 3 clusters Score: Raw -40774.202764 + Penalty 1974.487460 = -38799.715304 nChanged 2 SP:Iteration 16Q (6572.895049 sec): 3 clusters Score: Raw -40777.301685 + Penalty 1974.487460 = -38802.814225 nChanged 0 SP:Iteration 17F (6572.897757 sec): 3 clusters Score: Raw -40777.301685 + Penalty 1974.487460 = -38802.814225 nChanged 0 Score: Raw -82218202.403794 + Penalty 70326.740585 = -82147875.663208 Splitting cluster 27 changes total score from -82148968.380163 to -82147875.663208 So it's not getting split. Trying to split cluster 28 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6587.849476 sec): 2 clusters Score: Raw -774642.902405 + Penalty 1452.660603 = -773190.241802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6587.899536 sec): 3 clusters Score: Raw -770462.533996 + Penalty 2905.321205 = -767557.212791 nChanged 3242 SP:Iteration 1F (6587.962190 sec): 3 clusters Score: Raw -772534.043805 + Penalty 2905.321205 = -769628.722599 nChanged 697 SP:Iteration 2F (6588.005708 sec): 3 clusters Score: Raw -773242.594983 + Penalty 2905.321205 = -770337.273778 nChanged 709 SP:Iteration 3F (6588.055219 sec): 3 clusters Score: Raw -773969.772949 + Penalty 2905.321205 = -771064.451744 nChanged 644 SP:Iteration 4F (6588.110117 sec): 3 clusters Score: Raw -774527.678657 + Penalty 2905.321205 = -771622.357452 nChanged 507 SP:Iteration 5F (6588.162925 sec): 3 clusters Score: Raw -774854.120395 + Penalty 2905.321205 = -771948.799190 nChanged 350 SP:Iteration 6Q (6588.210240 sec): 3 clusters Score: Raw -775031.644482 + Penalty 2905.321205 = -772126.323277 nChanged 261 SP:Iteration 7Q (6588.260207 sec): 3 clusters Score: Raw -775149.160924 + Penalty 2905.321205 = -772243.839719 nChanged 195 SP:Iteration 8Q (6588.312225 sec): 3 clusters Score: Raw -775227.439829 + Penalty 2905.321205 = -772322.118624 nChanged 144 SP:Iteration 9Q (6588.357931 sec): 3 clusters Score: Raw -775274.088011 + Penalty 2905.321205 = -772368.766806 nChanged 110 SP:Iteration 10Q (6588.418076 sec): 3 clusters Score: Raw -775307.828094 + Penalty 2905.321205 = -772402.506889 nChanged 86 SP:Iteration 11Q (6588.472093 sec): 3 clusters Score: Raw -775332.037397 + Penalty 2905.321205 = -772426.716192 nChanged 81 SP:Iteration 12Q (6588.522611 sec): 3 clusters Score: Raw -775359.095315 + Penalty 2905.321205 = -772453.774110 nChanged 82 SP:Iteration 13Q (6588.580057 sec): 3 clusters Score: Raw -775382.784474 + Penalty 2905.321205 = -772477.463269 nChanged 65 SP:Iteration 14Q (6588.626138 sec): 3 clusters Score: Raw -775397.106250 + Penalty 2905.321205 = -772491.785045 nChanged 48 SP:Iteration 15Q (6588.686700 sec): 3 clusters Score: Raw -775409.461726 + Penalty 2905.321205 = -772504.140521 nChanged 53 SP:Iteration 16Q (6588.744739 sec): 3 clusters Score: Raw -775421.815891 + Penalty 2905.321205 = -772516.494686 nChanged 44 SP:Iteration 17Q (6588.787371 sec): 3 clusters Score: Raw -775432.392189 + Penalty 2905.321205 = -772527.070984 nChanged 47 SP:Iteration 18Q (6588.849511 sec): 3 clusters Score: Raw -775443.166805 + Penalty 2905.321205 = -772537.845600 nChanged 46 SP:Iteration 19Q (6588.876677 sec): 3 clusters Score: Raw -775455.350354 + Penalty 2905.321205 = -772550.029149 nChanged 54 SP:Iteration 20F (6588.933205 sec): 3 clusters Score: Raw -775467.684169 + Penalty 2905.321205 = -772562.362963 nChanged 52 SP:Iteration 21Q (6588.983025 sec): 3 clusters Score: Raw -775480.534457 + Penalty 2905.321205 = -772575.213252 nChanged 56 SP:Iteration 22Q (6589.040781 sec): 3 clusters Score: Raw -775496.041531 + Penalty 2905.321205 = -772590.720325 nChanged 55 SP:Iteration 23Q (6589.086772 sec): 3 clusters Score: Raw -775510.124916 + Penalty 2905.321205 = -772604.803711 nChanged 40 SP:Iteration 24Q (6589.142395 sec): 3 clusters Score: Raw -775519.236067 + Penalty 2905.321205 = -772613.914861 nChanged 42 SP:Iteration 25Q (6589.191169 sec): 3 clusters Score: Raw -775529.661665 + Penalty 2905.321205 = -772624.340460 nChanged 42 SP:Iteration 26Q (6589.252697 sec): 3 clusters Score: Raw -775541.491175 + Penalty 2905.321205 = -772636.169970 nChanged 61 SP:Iteration 27Q (6589.299301 sec): 3 clusters Score: Raw -775558.242147 + Penalty 2905.321205 = -772652.920941 nChanged 60 SP:Iteration 28Q (6589.353529 sec): 3 clusters Score: Raw -775574.064135 + Penalty 2905.321205 = -772668.742930 nChanged 45 SP:Iteration 29Q (6589.401545 sec): 3 clusters Score: Raw -775586.910390 + Penalty 2905.321205 = -772681.589185 nChanged 50 SP:Iteration 30Q (6589.446749 sec): 3 clusters Score: Raw -775600.501381 + Penalty 2905.321205 = -772695.180176 nChanged 52 SP:Iteration 31Q (6589.471139 sec): 3 clusters Score: Raw -775617.056874 + Penalty 2905.321205 = -772711.735668 nChanged 50 SP:Iteration 32Q (6589.525269 sec): 3 clusters Score: Raw -775631.349902 + Penalty 2905.321205 = -772726.028696 nChanged 61 SP:Iteration 33Q (6589.583418 sec): 3 clusters Score: Raw -775648.308448 + Penalty 2905.321205 = -772742.987243 nChanged 53 SP:Iteration 34Q (6589.630927 sec): 3 clusters Score: Raw -775662.746472 + Penalty 2905.321205 = -772757.425267 nChanged 46 SP:Iteration 35Q (6589.680481 sec): 3 clusters Score: Raw -775674.237437 + Penalty 2905.321205 = -772768.916231 nChanged 37 SP:Iteration 36Q (6589.747859 sec): 3 clusters Score: Raw -775683.908708 + Penalty 2905.321205 = -772778.587503 nChanged 36 SP:Iteration 37Q (6589.795280 sec): 3 clusters Score: Raw -775693.530527 + Penalty 2905.321205 = -772788.209322 nChanged 32 SP:Iteration 38Q (6589.853497 sec): 3 clusters Score: Raw -775701.919645 + Penalty 2905.321205 = -772796.598440 nChanged 27 SP:Iteration 39Q (6589.887821 sec): 3 clusters Score: Raw -775709.517553 + Penalty 2905.321205 = -772804.196348 nChanged 30 SP:Iteration 40F (6589.911833 sec): 3 clusters Score: Raw -775718.718522 + Penalty 2905.321205 = -772813.397317 nChanged 28 SP:Iteration 41Q (6589.935840 sec): 3 clusters Score: Raw -775727.225278 + Penalty 2905.321205 = -772821.904072 nChanged 32 SP:Iteration 42Q (6589.959849 sec): 3 clusters Score: Raw -775735.363006 + Penalty 2905.321205 = -772830.041801 nChanged 28 SP:Iteration 43Q (6589.984009 sec): 3 clusters Score: Raw -775743.928076 + Penalty 2905.321205 = -772838.606871 nChanged 29 SP:Iteration 44Q (6590.008134 sec): 3 clusters Score: Raw -775752.285077 + Penalty 2905.321205 = -772846.963872 nChanged 25 SP:Iteration 45Q (6590.051790 sec): 3 clusters Score: Raw -775760.565450 + Penalty 2905.321205 = -772855.244245 nChanged 15 SP:Iteration 46Q (6590.075807 sec): 3 clusters Score: Raw -775763.729265 + Penalty 2905.321205 = -772858.408060 nChanged 11 SP:Iteration 47Q (6590.099956 sec): 3 clusters Score: Raw -775765.810468 + Penalty 2905.321205 = -772860.489263 nChanged 10 SP:Iteration 48Q (6590.124086 sec): 3 clusters Score: Raw -775767.452555 + Penalty 2905.321205 = -772862.131350 nChanged 11 SP:Iteration 49Q (6590.148085 sec): 3 clusters Score: Raw -775770.624651 + Penalty 2905.321205 = -772865.303446 nChanged 5 SP:Iteration 50Q (6590.172104 sec): 3 clusters Score: Raw -775771.408646 + Penalty 2905.321205 = -772866.087441 nChanged 3 SP:Iteration 51Q (6590.196141 sec): 3 clusters Score: Raw -775771.800880 + Penalty 2905.321205 = -772866.479675 nChanged 2 SP:Iteration 52Q (6590.220257 sec): 3 clusters Score: Raw -775772.115888 + Penalty 2905.321205 = -772866.794683 nChanged 4 SP:Iteration 53Q (6590.244499 sec): 3 clusters Score: Raw -775772.677586 + Penalty 2905.321205 = -772867.356381 nChanged 3 SP:Iteration 54Q (6590.268834 sec): 3 clusters Score: Raw -775773.202626 + Penalty 2905.321205 = -772867.881421 nChanged 1 SP:Iteration 55Q (6590.292949 sec): 3 clusters Score: Raw -775773.257576 + Penalty 2905.321205 = -772867.936371 nChanged 0 SP:Iteration 56F (6590.317111 sec): 3 clusters Score: Raw -775773.257576 + Penalty 2905.321205 = -772867.936371 nChanged 0 Trying to split cluster 29 (28311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6590.362515 sec): 2 clusters Score: Raw -3196207.472000 + Penalty 1665.788426 = -3194541.683574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6590.419336 sec): 3 clusters Score: Raw -3178885.273614 + Penalty 3331.576853 = -3175553.696761 nChanged 12953 SP:Iteration 1F (6590.472603 sec): 3 clusters Score: Raw -3186636.306180 + Penalty 3331.576853 = -3183304.729327 nChanged 1664 SP:Iteration 2F (6590.526485 sec): 3 clusters Score: Raw -3187492.543149 + Penalty 3331.576853 = -3184160.966296 nChanged 1731 SP:Iteration 3F (6590.613647 sec): 3 clusters Score: Raw -3188515.728116 + Penalty 3331.576853 = -3185184.151263 nChanged 1812 SP:Iteration 4F (6590.697513 sec): 3 clusters Score: Raw -3189734.042351 + Penalty 3331.576853 = -3186402.465499 nChanged 1852 SP:Iteration 5F (6590.777800 sec): 3 clusters Score: Raw -3191062.202500 + Penalty 3331.576853 = -3187730.625647 nChanged 1647 SP:Iteration 6F (6590.871821 sec): 3 clusters Score: Raw -3192358.310575 + Penalty 3331.576853 = -3189026.733722 nChanged 1403 SP:Iteration 7Q (6590.930705 sec): 3 clusters Score: Raw -3193467.286143 + Penalty 3331.576853 = -3190135.709290 nChanged 1059 SP:Iteration 8Q (6591.013802 sec): 3 clusters Score: Raw -3194232.480769 + Penalty 3331.576853 = -3190900.903917 nChanged 822 SP:Iteration 9Q (6591.068398 sec): 3 clusters Score: Raw -3194709.253601 + Penalty 3331.576853 = -3191377.676748 nChanged 611 SP:Iteration 10Q (6591.123426 sec): 3 clusters Score: Raw -3195011.238744 + Penalty 3331.576853 = -3191679.661891 nChanged 493 SP:Iteration 11Q (6591.216842 sec): 3 clusters Score: Raw -3195235.596186 + Penalty 3331.576853 = -3191904.019334 nChanged 437 SP:Iteration 12Q (6591.294611 sec): 3 clusters Score: Raw -3195420.882247 + Penalty 3331.576853 = -3192089.305394 nChanged 392 SP:Iteration 13Q (6591.380882 sec): 3 clusters Score: Raw -3195580.693284 + Penalty 3331.576853 = -3192249.116431 nChanged 376 SP:Iteration 14Q (6591.471069 sec): 3 clusters Score: Raw -3195735.784984 + Penalty 3331.576853 = -3192404.208132 nChanged 329 SP:Iteration 15Q (6591.551202 sec): 3 clusters Score: Raw -3195873.718735 + Penalty 3331.576853 = -3192542.141882 nChanged 322 SP:Iteration 16Q (6591.634783 sec): 3 clusters Score: Raw -3196007.471819 + Penalty 3331.576853 = -3192675.894967 nChanged 290 SP:Iteration 17Q (6591.721513 sec): 3 clusters Score: Raw -3196127.006371 + Penalty 3331.576853 = -3192795.429518 nChanged 281 SP:Iteration 18Q (6591.770323 sec): 3 clusters Score: Raw -3196252.679803 + Penalty 3331.576853 = -3192921.102950 nChanged 237 SP:Iteration 19Q (6591.821308 sec): 3 clusters Score: Raw -3196361.084067 + Penalty 3331.576853 = -3193029.507214 nChanged 222 SP:Iteration 20F (6591.877722 sec): 3 clusters Score: Raw -3196456.792955 + Penalty 3331.576853 = -3193125.216102 nChanged 186 SP:Iteration 21Q (6591.928434 sec): 3 clusters Score: Raw -3196528.491734 + Penalty 3331.576853 = -3193196.914881 nChanged 151 SP:Iteration 22Q (6591.978524 sec): 3 clusters Score: Raw -3196582.124704 + Penalty 3331.576853 = -3193250.547851 nChanged 129 SP:Iteration 23Q (6592.028511 sec): 3 clusters Score: Raw -3196630.453001 + Penalty 3331.576853 = -3193298.876148 nChanged 126 SP:Iteration 24Q (6592.078273 sec): 3 clusters Score: Raw -3196677.295894 + Penalty 3331.576853 = -3193345.719042 nChanged 102 SP:Iteration 25Q (6592.128166 sec): 3 clusters Score: Raw -3196718.686422 + Penalty 3331.576853 = -3193387.109569 nChanged 101 SP:Iteration 26Q (6592.177121 sec): 3 clusters Score: Raw -3196754.381832 + Penalty 3331.576853 = -3193422.804979 nChanged 66 SP:Iteration 27Q (6592.226780 sec): 3 clusters Score: Raw -3196775.228033 + Penalty 3331.576853 = -3193443.651180 nChanged 49 SP:Iteration 28Q (6592.276454 sec): 3 clusters Score: Raw -3196787.212293 + Penalty 3331.576853 = -3193455.635440 nChanged 34 SP:Iteration 29Q (6592.324800 sec): 3 clusters Score: Raw -3196795.795015 + Penalty 3331.576853 = -3193464.218162 nChanged 28 SP:Iteration 30Q (6592.389430 sec): 3 clusters Score: Raw -3196803.265233 + Penalty 3331.576853 = -3193471.688380 nChanged 23 SP:Iteration 31Q (6592.438461 sec): 3 clusters Score: Raw -3196809.664867 + Penalty 3331.576853 = -3193478.088014 nChanged 20 SP:Iteration 32Q (6592.487914 sec): 3 clusters Score: Raw -3196814.198530 + Penalty 3331.576853 = -3193482.621678 nChanged 17 SP:Iteration 33Q (6592.536302 sec): 3 clusters Score: Raw -3196818.638240 + Penalty 3331.576853 = -3193487.061388 nChanged 16 SP:Iteration 34Q (6592.585185 sec): 3 clusters Score: Raw -3196822.325945 + Penalty 3331.576853 = -3193490.749092 nChanged 23 SP:Iteration 35Q (6592.663351 sec): 3 clusters Score: Raw -3196828.203680 + Penalty 3331.576853 = -3193496.626827 nChanged 18 SP:Iteration 36Q (6592.744905 sec): 3 clusters Score: Raw -3196834.191040 + Penalty 3331.576853 = -3193502.614187 nChanged 26 SP:Iteration 37Q (6592.832156 sec): 3 clusters Score: Raw -3196843.252901 + Penalty 3331.576853 = -3193511.676049 nChanged 25 SP:Iteration 38Q (6592.908167 sec): 3 clusters Score: Raw -3196851.126897 + Penalty 3331.576853 = -3193519.550044 nChanged 23 SP:Iteration 39Q (6592.988646 sec): 3 clusters Score: Raw -3196857.516528 + Penalty 3331.576853 = -3193525.939675 nChanged 25 SP:Iteration 40F (6593.084688 sec): 3 clusters Score: Raw -3196863.626538 + Penalty 3331.576853 = -3193532.049685 nChanged 26 SP:Iteration 41Q (6593.169040 sec): 3 clusters Score: Raw -3196869.885120 + Penalty 3331.576853 = -3193538.308268 nChanged 15 SP:Iteration 42Q (6593.256341 sec): 3 clusters Score: Raw -3196874.098930 + Penalty 3331.576853 = -3193542.522077 nChanged 16 SP:Iteration 43Q (6593.329831 sec): 3 clusters Score: Raw -3196878.037698 + Penalty 3331.576853 = -3193546.460845 nChanged 14 SP:Iteration 44Q (6593.407635 sec): 3 clusters Score: Raw -3196882.238672 + Penalty 3331.576853 = -3193550.661819 nChanged 13 SP:Iteration 45Q (6593.486888 sec): 3 clusters Score: Raw -3196886.109422 + Penalty 3331.576853 = -3193554.532569 nChanged 10 SP:Iteration 46Q (6593.547555 sec): 3 clusters Score: Raw -3196888.252076 + Penalty 3331.576853 = -3193556.675223 nChanged 7 SP:Iteration 47Q (6593.592727 sec): 3 clusters Score: Raw -3196889.406493 + Penalty 3331.576853 = -3193557.829641 nChanged 8 SP:Iteration 48Q (6593.637533 sec): 3 clusters Score: Raw -3196891.395685 + Penalty 3331.576853 = -3193559.818832 nChanged 6 SP:Iteration 49Q (6593.682727 sec): 3 clusters Score: Raw -3196892.758804 + Penalty 3331.576853 = -3193561.181951 nChanged 6 SP:Iteration 50Q (6593.727577 sec): 3 clusters Score: Raw -3196893.873139 + Penalty 3331.576853 = -3193562.296286 nChanged 4 SP:Iteration 51Q (6593.772707 sec): 3 clusters Score: Raw -3196894.654453 + Penalty 3331.576853 = -3193563.077600 nChanged 4 SP:Iteration 52Q (6593.817622 sec): 3 clusters Score: Raw -3196895.485279 + Penalty 3331.576853 = -3193563.908426 nChanged 3 SP:Iteration 53Q (6593.862752 sec): 3 clusters Score: Raw -3196896.503126 + Penalty 3331.576853 = -3193564.926274 nChanged 5 SP:Iteration 54Q (6593.908390 sec): 3 clusters Score: Raw -3196897.566976 + Penalty 3331.576853 = -3193565.990123 nChanged 8 SP:Iteration 55Q (6593.952473 sec): 3 clusters Score: Raw -3196898.814241 + Penalty 3331.576853 = -3193567.237388 nChanged 7 SP:Iteration 56Q (6593.997582 sec): 3 clusters Score: Raw -3196899.666609 + Penalty 3331.576853 = -3193568.089757 nChanged 4 SP:Iteration 57Q (6594.042455 sec): 3 clusters Score: Raw -3196901.134679 + Penalty 3331.576853 = -3193569.557826 nChanged 8 SP:Iteration 58Q (6594.087361 sec): 3 clusters Score: Raw -3196902.841420 + Penalty 3331.576853 = -3193571.264567 nChanged 4 SP:Iteration 59Q (6594.132324 sec): 3 clusters Score: Raw -3196903.315578 + Penalty 3331.576853 = -3193571.738725 nChanged 3 SP:Iteration 60F (6594.184993 sec): 3 clusters Score: Raw -3196903.865330 + Penalty 3331.576853 = -3193572.288477 nChanged 1 SP:Iteration 61Q (6594.230156 sec): 3 clusters Score: Raw -3196903.993710 + Penalty 3331.576853 = -3193572.416858 nChanged 0 SP:Iteration 62F (6594.282925 sec): 3 clusters Score: Raw -3196903.993710 + Penalty 3331.576853 = -3193572.416858 nChanged 0 Trying to split cluster 30 (13422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6594.308089 sec): 2 clusters Score: Raw -1434108.453121 + Penalty 1544.505695 = -1432563.947426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6594.341597 sec): 3 clusters Score: Raw -1426426.190041 + Penalty 3089.011390 = -1423337.178651 nChanged 5847 SP:Iteration 1F (6594.406210 sec): 3 clusters Score: Raw -1429705.044007 + Penalty 3089.011390 = -1426616.032617 nChanged 912 SP:Iteration 2F (6594.439257 sec): 3 clusters Score: Raw -1430326.853915 + Penalty 3089.011390 = -1427237.842525 nChanged 884 SP:Iteration 3F (6594.471401 sec): 3 clusters Score: Raw -1431015.439601 + Penalty 3089.011390 = -1427926.428211 nChanged 958 SP:Iteration 4F (6594.503697 sec): 3 clusters Score: Raw -1431733.774905 + Penalty 3089.011390 = -1428644.763515 nChanged 936 SP:Iteration 5F (6594.536062 sec): 3 clusters Score: Raw -1432391.011550 + Penalty 3089.011390 = -1429302.000160 nChanged 893 SP:Iteration 6F (6594.568296 sec): 3 clusters Score: Raw -1432988.493052 + Penalty 3089.011390 = -1429899.481662 nChanged 721 SP:Iteration 7F (6594.600545 sec): 3 clusters Score: Raw -1433427.425777 + Penalty 3089.011390 = -1430338.414387 nChanged 540 SP:Iteration 8Q (6594.632478 sec): 3 clusters Score: Raw -1433674.922869 + Penalty 3089.011390 = -1430585.911479 nChanged 395 SP:Iteration 9Q (6594.664349 sec): 3 clusters Score: Raw -1433810.599187 + Penalty 3089.011390 = -1430721.587797 nChanged 239 SP:Iteration 10Q (6594.696249 sec): 3 clusters Score: Raw -1433871.420977 + Penalty 3089.011390 = -1430782.409587 nChanged 154 SP:Iteration 11Q (6594.728058 sec): 3 clusters Score: Raw -1433902.770502 + Penalty 3089.011390 = -1430813.759112 nChanged 108 SP:Iteration 12Q (6594.759855 sec): 3 clusters Score: Raw -1433921.825602 + Penalty 3089.011390 = -1430832.814212 nChanged 84 SP:Iteration 13Q (6594.791967 sec): 3 clusters Score: Raw -1433934.389820 + Penalty 3089.011390 = -1430845.378430 nChanged 57 SP:Iteration 14Q (6594.823816 sec): 3 clusters Score: Raw -1433941.448921 + Penalty 3089.011390 = -1430852.437531 nChanged 47 SP:Iteration 15Q (6594.855694 sec): 3 clusters Score: Raw -1433947.096981 + Penalty 3089.011390 = -1430858.085591 nChanged 32 SP:Iteration 16Q (6594.887462 sec): 3 clusters Score: Raw -1433950.542870 + Penalty 3089.011390 = -1430861.531480 nChanged 26 SP:Iteration 17Q (6594.919306 sec): 3 clusters Score: Raw -1433952.688246 + Penalty 3089.011390 = -1430863.676856 nChanged 16 SP:Iteration 18Q (6594.951170 sec): 3 clusters Score: Raw -1433953.958941 + Penalty 3089.011390 = -1430864.947551 nChanged 15 SP:Iteration 19Q (6594.983088 sec): 3 clusters Score: Raw -1433955.301816 + Penalty 3089.011390 = -1430866.290426 nChanged 8 SP:Iteration 20F (6595.015413 sec): 3 clusters Score: Raw -1433955.785232 + Penalty 3089.011390 = -1430866.773842 nChanged 8 SP:Iteration 21Q (6595.047145 sec): 3 clusters Score: Raw -1433956.508213 + Penalty 3089.011390 = -1430867.496823 nChanged 7 SP:Iteration 22Q (6595.078979 sec): 3 clusters Score: Raw -1433957.027262 + Penalty 3089.011390 = -1430868.015872 nChanged 6 SP:Iteration 23Q (6595.110924 sec): 3 clusters Score: Raw -1433957.474859 + Penalty 3089.011390 = -1430868.463469 nChanged 7 SP:Iteration 24Q (6595.142659 sec): 3 clusters Score: Raw -1433958.093136 + Penalty 3089.011390 = -1430869.081746 nChanged 6 SP:Iteration 25Q (6595.174546 sec): 3 clusters Score: Raw -1433958.663031 + Penalty 3089.011390 = -1430869.651641 nChanged 8 SP:Iteration 26Q (6595.206487 sec): 3 clusters Score: Raw -1433959.196415 + Penalty 3089.011390 = -1430870.185025 nChanged 8 SP:Iteration 27Q (6595.238356 sec): 3 clusters Score: Raw -1433959.638194 + Penalty 3089.011390 = -1430870.626804 nChanged 3 SP:Iteration 28Q (6595.270326 sec): 3 clusters Score: Raw -1433959.842788 + Penalty 3089.011390 = -1430870.831398 nChanged 3 SP:Iteration 29Q (6595.302051 sec): 3 clusters Score: Raw -1433960.073194 + Penalty 3089.011390 = -1430871.061804 nChanged 3 SP:Iteration 30Q (6595.333913 sec): 3 clusters Score: Raw -1433960.279592 + Penalty 3089.011390 = -1430871.268202 nChanged 0 SP:Iteration 31F (6595.365938 sec): 3 clusters Score: Raw -1433960.279592 + Penalty 3089.011390 = -1430871.268202 nChanged 0 Trying to split cluster 31 (61048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6595.450776 sec): 2 clusters Score: Raw -7010893.461331 + Penalty 1790.655054 = -7009102.806277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6595.556163 sec): 3 clusters Score: Raw -6971945.860570 + Penalty 3581.310109 = -6968364.550461 nChanged 28715 SP:Iteration 1F (6595.657370 sec): 3 clusters Score: Raw -6988884.093266 + Penalty 3581.310109 = -6985302.783157 nChanged 2773 SP:Iteration 2Q (6595.764426 sec): 3 clusters Score: Raw -6989989.275348 + Penalty 3581.310109 = -6986407.965240 nChanged 3077 SP:Iteration 3F (6595.866039 sec): 3 clusters Score: Raw -6991499.372599 + Penalty 3581.310109 = -6987918.062491 nChanged 3400 SP:Iteration 4F (6595.967212 sec): 3 clusters Score: Raw -6993545.203310 + Penalty 3581.310109 = -6989963.893201 nChanged 3853 SP:Iteration 5F (6596.068674 sec): 3 clusters Score: Raw -6996228.422893 + Penalty 3581.310109 = -6992647.112784 nChanged 4035 SP:Iteration 6F (6596.170065 sec): 3 clusters Score: Raw -6999224.777026 + Penalty 3581.310109 = -6995643.466918 nChanged 3679 SP:Iteration 7F (6596.271323 sec): 3 clusters Score: Raw -7001478.669624 + Penalty 3581.310109 = -6997897.359515 nChanged 2771 SP:Iteration 8Q (6596.376227 sec): 3 clusters Score: Raw -7002703.091852 + Penalty 3581.310109 = -6999121.781744 nChanged 1872 SP:Iteration 9Q (6596.491115 sec): 3 clusters Score: Raw -7003280.674305 + Penalty 3581.310109 = -6999699.364196 nChanged 1211 SP:Iteration 10Q (6596.592056 sec): 3 clusters Score: Raw -7003593.005465 + Penalty 3581.310109 = -7000011.695357 nChanged 964 SP:Iteration 11Q (6596.695355 sec): 3 clusters Score: Raw -7003818.522780 + Penalty 3581.310109 = -7000237.212672 nChanged 847 SP:Iteration 12Q (6596.808704 sec): 3 clusters Score: Raw -7004009.139883 + Penalty 3581.310109 = -7000427.829774 nChanged 820 SP:Iteration 13Q (6596.911442 sec): 3 clusters Score: Raw -7004195.157085 + Penalty 3581.310109 = -7000613.846976 nChanged 764 SP:Iteration 14Q (6597.014032 sec): 3 clusters Score: Raw -7004363.763067 + Penalty 3581.310109 = -7000782.452958 nChanged 731 SP:Iteration 15Q (6597.116726 sec): 3 clusters Score: Raw -7004521.152892 + Penalty 3581.310109 = -7000939.842783 nChanged 712 SP:Iteration 16Q (6597.219328 sec): 3 clusters Score: Raw -7004680.268668 + Penalty 3581.310109 = -7001098.958560 nChanged 720 SP:Iteration 17Q (6597.335468 sec): 3 clusters Score: Raw -7004842.552463 + Penalty 3581.310109 = -7001261.242354 nChanged 752 SP:Iteration 18Q (6597.442589 sec): 3 clusters Score: Raw -7005014.045179 + Penalty 3581.310109 = -7001432.735070 nChanged 730 SP:Iteration 19Q (6597.580205 sec): 3 clusters Score: Raw -7005177.008055 + Penalty 3581.310109 = -7001595.697946 nChanged 723 SP:Iteration 20F (6597.720531 sec): 3 clusters Score: Raw -7005357.967446 + Penalty 3581.310109 = -7001776.657337 nChanged 829 SP:Iteration 21Q (6597.848724 sec): 3 clusters Score: Raw -7005588.103026 + Penalty 3581.310109 = -7002006.792917 nChanged 855 SP:Iteration 22Q (6597.978715 sec): 3 clusters Score: Raw -7005855.872756 + Penalty 3581.310109 = -7002274.562647 nChanged 898 SP:Iteration 23Q (6598.082115 sec): 3 clusters Score: Raw -7006151.637708 + Penalty 3581.310109 = -7002570.327599 nChanged 954 SP:Iteration 24Q (6598.221633 sec): 3 clusters Score: Raw -7006479.274047 + Penalty 3581.310109 = -7002897.963939 nChanged 967 SP:Iteration 25Q (6598.362047 sec): 3 clusters Score: Raw -7006836.861338 + Penalty 3581.310109 = -7003255.551230 nChanged 989 SP:Iteration 26Q (6598.504090 sec): 3 clusters Score: Raw -7007205.071398 + Penalty 3581.310109 = -7003623.761290 nChanged 924 SP:Iteration 27Q (6598.648815 sec): 3 clusters Score: Raw -7007563.135704 + Penalty 3581.310109 = -7003981.825596 nChanged 920 SP:Iteration 28Q (6598.788866 sec): 3 clusters Score: Raw -7007935.541321 + Penalty 3581.310109 = -7004354.231213 nChanged 878 SP:Iteration 29Q (6598.929958 sec): 3 clusters Score: Raw -7008294.402621 + Penalty 3581.310109 = -7004713.092512 nChanged 821 SP:Iteration 30Q (6599.069045 sec): 3 clusters Score: Raw -7008608.155582 + Penalty 3581.310109 = -7005026.845473 nChanged 726 SP:Iteration 31Q (6599.199580 sec): 3 clusters Score: Raw -7008843.187324 + Penalty 3581.310109 = -7005261.877216 nChanged 621 SP:Iteration 32Q (6599.342011 sec): 3 clusters Score: Raw -7009033.587743 + Penalty 3581.310109 = -7005452.277635 nChanged 552 SP:Iteration 33Q (6599.488873 sec): 3 clusters Score: Raw -7009162.794872 + Penalty 3581.310109 = -7005581.484763 nChanged 460 SP:Iteration 34Q (6599.623050 sec): 3 clusters Score: Raw -7009254.677746 + Penalty 3581.310109 = -7005673.367637 nChanged 405 SP:Iteration 35Q (6599.727273 sec): 3 clusters Score: Raw -7009329.331213 + Penalty 3581.310109 = -7005748.021105 nChanged 345 SP:Iteration 36Q (6599.860803 sec): 3 clusters Score: Raw -7009388.981869 + Penalty 3581.310109 = -7005807.671761 nChanged 331 SP:Iteration 37Q (6599.995239 sec): 3 clusters Score: Raw -7009450.158821 + Penalty 3581.310109 = -7005868.848712 nChanged 349 SP:Iteration 38Q (6600.136140 sec): 3 clusters Score: Raw -7009512.471137 + Penalty 3581.310109 = -7005931.161028 nChanged 333 SP:Iteration 39Q (6600.257908 sec): 3 clusters Score: Raw -7009571.736160 + Penalty 3581.310109 = -7005990.426051 nChanged 332 SP:Iteration 40F (6600.393650 sec): 3 clusters Score: Raw -7009638.139706 + Penalty 3581.310109 = -7006056.829597 nChanged 333 SP:Iteration 41Q (6600.524635 sec): 3 clusters Score: Raw -7009690.403603 + Penalty 3581.310109 = -7006109.093494 nChanged 324 SP:Iteration 42Q (6600.664233 sec): 3 clusters Score: Raw -7009735.160804 + Penalty 3581.310109 = -7006153.850696 nChanged 321 SP:Iteration 43Q (6600.794672 sec): 3 clusters Score: Raw -7009780.353175 + Penalty 3581.310109 = -7006199.043066 nChanged 324 SP:Iteration 44Q (6600.926565 sec): 3 clusters Score: Raw -7009823.863220 + Penalty 3581.310109 = -7006242.553111 nChanged 302 SP:Iteration 45Q (6601.052682 sec): 3 clusters Score: Raw -7009865.084545 + Penalty 3581.310109 = -7006283.774436 nChanged 300 SP:Iteration 46Q (6601.183553 sec): 3 clusters Score: Raw -7009904.714323 + Penalty 3581.310109 = -7006323.404214 nChanged 290 SP:Iteration 47Q (6601.321303 sec): 3 clusters Score: Raw -7009947.530267 + Penalty 3581.310109 = -7006366.220158 nChanged 312 SP:Iteration 48Q (6601.460214 sec): 3 clusters Score: Raw -7009992.221281 + Penalty 3581.310109 = -7006410.911172 nChanged 301 SP:Iteration 49Q (6601.593658 sec): 3 clusters Score: Raw -7010036.651424 + Penalty 3581.310109 = -7006455.341316 nChanged 304 SP:Iteration 50Q (6601.728631 sec): 3 clusters Score: Raw -7010083.244663 + Penalty 3581.310109 = -7006501.934554 nChanged 312 SP:Iteration 51Q (6601.834019 sec): 3 clusters Score: Raw -7010131.331008 + Penalty 3581.310109 = -7006550.020899 nChanged 308 SP:Iteration 52Q (6601.970194 sec): 3 clusters Score: Raw -7010179.756784 + Penalty 3581.310109 = -7006598.446675 nChanged 296 SP:Iteration 53Q (6602.107880 sec): 3 clusters Score: Raw -7010222.336225 + Penalty 3581.310109 = -7006641.026116 nChanged 274 SP:Iteration 54Q (6602.239748 sec): 3 clusters Score: Raw -7010261.031611 + Penalty 3581.310109 = -7006679.721502 nChanged 290 SP:Iteration 55Q (6602.367435 sec): 3 clusters Score: Raw -7010301.756890 + Penalty 3581.310109 = -7006720.446781 nChanged 276 SP:Iteration 56Q (6602.500993 sec): 3 clusters Score: Raw -7010342.778502 + Penalty 3581.310109 = -7006761.468393 nChanged 278 SP:Iteration 57Q (6602.631059 sec): 3 clusters Score: Raw -7010384.159303 + Penalty 3581.310109 = -7006802.849194 nChanged 260 SP:Iteration 58Q (6602.750501 sec): 3 clusters Score: Raw -7010422.533178 + Penalty 3581.310109 = -7006841.223069 nChanged 259 SP:Iteration 59Q (6602.871438 sec): 3 clusters Score: Raw -7010460.003390 + Penalty 3581.310109 = -7006878.693281 nChanged 247 SP:Iteration 60F (6602.983381 sec): 3 clusters Score: Raw -7010496.380364 + Penalty 3581.310109 = -7006915.070255 nChanged 227 SP:Iteration 61Q (6603.120286 sec): 3 clusters Score: Raw -7010526.513652 + Penalty 3581.310109 = -7006945.203543 nChanged 210 SP:Iteration 62Q (6603.220892 sec): 3 clusters Score: Raw -7010553.546448 + Penalty 3581.310109 = -7006972.236339 nChanged 200 SP:Iteration 63Q (6603.329568 sec): 3 clusters Score: Raw -7010579.434778 + Penalty 3581.310109 = -7006998.124669 nChanged 207 SP:Iteration 64Q (6603.458794 sec): 3 clusters Score: Raw -7010608.049440 + Penalty 3581.310109 = -7007026.739331 nChanged 203 SP:Iteration 65Q (6603.586285 sec): 3 clusters Score: Raw -7010638.492919 + Penalty 3581.310109 = -7007057.182811 nChanged 208 SP:Iteration 66Q (6603.718445 sec): 3 clusters Score: Raw -7010669.083046 + Penalty 3581.310109 = -7007087.772937 nChanged 213 SP:Iteration 67Q (6603.845078 sec): 3 clusters Score: Raw -7010698.745610 + Penalty 3581.310109 = -7007117.435501 nChanged 199 SP:Iteration 68Q (6603.939651 sec): 3 clusters Score: Raw -7010726.974833 + Penalty 3581.310109 = -7007145.664725 nChanged 180 SP:Iteration 69Q (6604.030321 sec): 3 clusters Score: Raw -7010751.854948 + Penalty 3581.310109 = -7007170.544839 nChanged 193 SP:Iteration 70Q (6604.119997 sec): 3 clusters Score: Raw -7010783.899642 + Penalty 3581.310109 = -7007202.589533 nChanged 209 SP:Iteration 71Q (6604.209024 sec): 3 clusters Score: Raw -7010817.443688 + Penalty 3581.310109 = -7007236.133579 nChanged 186 SP:Iteration 72Q (6604.297997 sec): 3 clusters Score: Raw -7010846.419352 + Penalty 3581.310109 = -7007265.109243 nChanged 187 SP:Iteration 73Q (6604.413881 sec): 3 clusters Score: Raw -7010876.149630 + Penalty 3581.310109 = -7007294.839521 nChanged 192 SP:Iteration 74Q (6604.540763 sec): 3 clusters Score: Raw -7010905.769484 + Penalty 3581.310109 = -7007324.459375 nChanged 177 SP:Iteration 75Q (6604.678863 sec): 3 clusters Score: Raw -7010934.205991 + Penalty 3581.310109 = -7007352.895882 nChanged 184 SP:Iteration 76Q (6604.806802 sec): 3 clusters Score: Raw -7010961.988185 + Penalty 3581.310109 = -7007380.678077 nChanged 164 SP:Iteration 77Q (6604.939658 sec): 3 clusters Score: Raw -7010988.779846 + Penalty 3581.310109 = -7007407.469737 nChanged 179 SP:Iteration 78Q (6605.069865 sec): 3 clusters Score: Raw -7011020.244182 + Penalty 3581.310109 = -7007438.934073 nChanged 176 SP:Iteration 79Q (6605.199122 sec): 3 clusters Score: Raw -7011048.810037 + Penalty 3581.310109 = -7007467.499928 nChanged 147 SP:Iteration 80F (6605.337247 sec): 3 clusters Score: Raw -7011071.980048 + Penalty 3581.310109 = -7007490.669939 nChanged 166 SP:Iteration 81Q (6605.463418 sec): 3 clusters Score: Raw -7011099.690967 + Penalty 3581.310109 = -7007518.380858 nChanged 159 SP:Iteration 82Q (6605.589705 sec): 3 clusters Score: Raw -7011124.721102 + Penalty 3581.310109 = -7007543.410993 nChanged 134 SP:Iteration 83Q (6605.683163 sec): 3 clusters Score: Raw -7011144.742492 + Penalty 3581.310109 = -7007563.432384 nChanged 132 SP:Iteration 84Q (6605.796921 sec): 3 clusters Score: Raw -7011166.015288 + Penalty 3581.310109 = -7007584.705180 nChanged 132 SP:Iteration 85Q (6605.919376 sec): 3 clusters Score: Raw -7011188.582066 + Penalty 3581.310109 = -7007607.271958 nChanged 121 SP:Iteration 86Q (6606.045081 sec): 3 clusters Score: Raw -7011209.297460 + Penalty 3581.310109 = -7007627.987351 nChanged 103 SP:Iteration 87Q (6606.162546 sec): 3 clusters Score: Raw -7011224.704618 + Penalty 3581.310109 = -7007643.394510 nChanged 91 SP:Iteration 88Q (6606.283763 sec): 3 clusters Score: Raw -7011238.064886 + Penalty 3581.310109 = -7007656.754777 nChanged 97 SP:Iteration 89Q (6606.403723 sec): 3 clusters Score: Raw -7011252.844440 + Penalty 3581.310109 = -7007671.534331 nChanged 92 SP:Iteration 90Q (6606.525074 sec): 3 clusters Score: Raw -7011268.008568 + Penalty 3581.310109 = -7007686.698459 nChanged 101 SP:Iteration 91Q (6606.651155 sec): 3 clusters Score: Raw -7011284.636376 + Penalty 3581.310109 = -7007703.326267 nChanged 84 SP:Iteration 92Q (6606.771138 sec): 3 clusters Score: Raw -7011296.594260 + Penalty 3581.310109 = -7007715.284151 nChanged 82 SP:Iteration 93Q (6606.895618 sec): 3 clusters Score: Raw -7011307.829427 + Penalty 3581.310109 = -7007726.519318 nChanged 71 SP:Iteration 94Q (6607.019938 sec): 3 clusters Score: Raw -7011316.276903 + Penalty 3581.310109 = -7007734.966794 nChanged 66 SP:Iteration 95Q (6607.113256 sec): 3 clusters Score: Raw -7011322.648847 + Penalty 3581.310109 = -7007741.338738 nChanged 58 SP:Iteration 96Q (6607.235665 sec): 3 clusters Score: Raw -7011328.863876 + Penalty 3581.310109 = -7007747.553768 nChanged 55 SP:Iteration 97Q (6607.357191 sec): 3 clusters Score: Raw -7011334.827879 + Penalty 3581.310109 = -7007753.517771 nChanged 50 SP:Iteration 98Q (6607.455299 sec): 3 clusters Score: Raw -7011340.690114 + Penalty 3581.310109 = -7007759.380005 nChanged 50 SP:Iteration 99Q (6607.582826 sec): 3 clusters Score: Raw -7011347.431326 + Penalty 3581.310109 = -7007766.121218 nChanged 55 SP:Iteration 100F (6607.693118 sec): 3 clusters Score: Raw -7011354.251929 + Penalty 3581.310109 = -7007772.941820 nChanged 63 SP:Iteration 101Q (6607.815522 sec): 3 clusters Score: Raw -7011362.233092 + Penalty 3581.310109 = -7007780.922983 nChanged 43 SP:Iteration 102Q (6607.938347 sec): 3 clusters Score: Raw -7011367.650219 + Penalty 3581.310109 = -7007786.340110 nChanged 50 SP:Iteration 103Q (6608.060048 sec): 3 clusters Score: Raw -7011374.401910 + Penalty 3581.310109 = -7007793.091801 nChanged 50 SP:Iteration 104Q (6608.190441 sec): 3 clusters Score: Raw -7011381.532002 + Penalty 3581.310109 = -7007800.221893 nChanged 64 SP:Iteration 105Q (6608.309747 sec): 3 clusters Score: Raw -7011389.889874 + Penalty 3581.310109 = -7007808.579765 nChanged 54 SP:Iteration 106Q (6608.440569 sec): 3 clusters Score: Raw -7011398.463714 + Penalty 3581.310109 = -7007817.153606 nChanged 53 SP:Iteration 107Q (6608.573819 sec): 3 clusters Score: Raw -7011405.293680 + Penalty 3581.310109 = -7007823.983572 nChanged 45 SP:Iteration 108Q (6608.693750 sec): 3 clusters Score: Raw -7011411.902720 + Penalty 3581.310109 = -7007830.592611 nChanged 46 SP:Iteration 109Q (6608.815195 sec): 3 clusters Score: Raw -7011417.502981 + Penalty 3581.310109 = -7007836.192872 nChanged 36 SP:Iteration 110Q (6608.907441 sec): 3 clusters Score: Raw -7011422.120890 + Penalty 3581.310109 = -7007840.810781 nChanged 33 SP:Iteration 111Q (6609.029192 sec): 3 clusters Score: Raw -7011426.443524 + Penalty 3581.310109 = -7007845.133415 nChanged 39 SP:Iteration 112Q (6609.116227 sec): 3 clusters Score: Raw -7011431.061786 + Penalty 3581.310109 = -7007849.751678 nChanged 32 SP:Iteration 113Q (6609.246115 sec): 3 clusters Score: Raw -7011434.561008 + Penalty 3581.310109 = -7007853.250899 nChanged 28 SP:Iteration 114Q (6609.371224 sec): 3 clusters Score: Raw -7011437.421810 + Penalty 3581.310109 = -7007856.111701 nChanged 28 SP:Iteration 115Q (6609.498734 sec): 3 clusters Score: Raw -7011440.074711 + Penalty 3581.310109 = -7007858.764602 nChanged 24 SP:Iteration 116Q (6609.587168 sec): 3 clusters Score: Raw -7011442.651196 + Penalty 3581.310109 = -7007861.341087 nChanged 28 SP:Iteration 117Q (6609.670605 sec): 3 clusters Score: Raw -7011445.654918 + Penalty 3581.310109 = -7007864.344809 nChanged 27 SP:Iteration 118Q (6609.756265 sec): 3 clusters Score: Raw -7011449.133288 + Penalty 3581.310109 = -7007867.823180 nChanged 22 SP:Iteration 119Q (6609.839955 sec): 3 clusters Score: Raw -7011451.864576 + Penalty 3581.310109 = -7007870.554467 nChanged 24 SP:Iteration 120F (6609.941305 sec): 3 clusters Score: Raw -7011454.242306 + Penalty 3581.310109 = -7007872.932197 nChanged 13 SP:Iteration 121Q (6610.024780 sec): 3 clusters Score: Raw -7011455.305995 + Penalty 3581.310109 = -7007873.995886 nChanged 8 SP:Iteration 122Q (6610.108319 sec): 3 clusters Score: Raw -7011455.956177 + Penalty 3581.310109 = -7007874.646068 nChanged 4 SP:Iteration 123Q (6610.192067 sec): 3 clusters Score: Raw -7011456.282991 + Penalty 3581.310109 = -7007874.972883 nChanged 2 SP:Iteration 124Q (6610.276377 sec): 3 clusters Score: Raw -7011456.391801 + Penalty 3581.310109 = -7007875.081692 nChanged 4 SP:Iteration 125Q (6610.360433 sec): 3 clusters Score: Raw -7011456.645945 + Penalty 3581.310109 = -7007875.335837 nChanged 6 SP:Iteration 126Q (6610.444310 sec): 3 clusters Score: Raw -7011457.169793 + Penalty 3581.310109 = -7007875.859685 nChanged 6 SP:Iteration 127Q (6610.527971 sec): 3 clusters Score: Raw -7011457.736964 + Penalty 3581.310109 = -7007876.426855 nChanged 5 SP:Iteration 128Q (6610.611735 sec): 3 clusters Score: Raw -7011458.092443 + Penalty 3581.310109 = -7007876.782334 nChanged 5 SP:Iteration 129Q (6610.695323 sec): 3 clusters Score: Raw -7011458.484200 + Penalty 3581.310109 = -7007877.174092 nChanged 3 SP:Iteration 130Q (6610.779256 sec): 3 clusters Score: Raw -7011458.653392 + Penalty 3581.310109 = -7007877.343284 nChanged 2 SP:Iteration 131Q (6610.863314 sec): 3 clusters Score: Raw -7011458.829661 + Penalty 3581.310109 = -7007877.519553 nChanged 4 SP:Iteration 132Q (6610.947685 sec): 3 clusters Score: Raw -7011459.182992 + Penalty 3581.310109 = -7007877.872883 nChanged 2 SP:Iteration 133Q (6611.032738 sec): 3 clusters Score: Raw -7011459.256470 + Penalty 3581.310109 = -7007877.946361 nChanged 1 SP:Iteration 134Q (6611.116323 sec): 3 clusters Score: Raw -7011459.287248 + Penalty 3581.310109 = -7007877.977139 nChanged 0 SP:Iteration 135F (6611.217700 sec): 3 clusters Score: Raw -7011459.287248 + Penalty 3581.310109 = -7007877.977139 nChanged 0 Iteration 339Q (6617.433090 sec): 32 clusters Score: Raw -82217097.416660 + Penalty 68129.029942 = -82148968.386718 nChanged 0 Iteration 340F (6630.883535 sec): 32 clusters Score: Raw -82217097.416660 + Penalty 68129.029942 = -82148968.386718 nChanged 0 Compute initial score before splitting: Score: Raw -82217097.416660 + Penalty 68129.029942 = -82148968.386718 Trying to split cluster 1 (5477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6630.979028 sec): 2 clusters Score: Raw -601961.159066 + Penalty 1398.850828 = -600562.308239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6631.000880 sec): 3 clusters Score: Raw -599062.753189 + Penalty 2797.701655 = -596265.051534 nChanged 2256 SP:Iteration 1F (6631.022156 sec): 3 clusters Score: Raw -600279.135509 + Penalty 2797.701655 = -597481.433854 nChanged 413 SP:Iteration 2F (6631.043224 sec): 3 clusters Score: Raw -600489.009754 + Penalty 2797.701655 = -597691.308099 nChanged 306 SP:Iteration 3F (6631.064443 sec): 3 clusters Score: Raw -600637.275997 + Penalty 2797.701655 = -597839.574342 nChanged 248 SP:Iteration 4Q (6631.085838 sec): 3 clusters Score: Raw -600754.128895 + Penalty 2797.701655 = -597956.427240 nChanged 228 SP:Iteration 5Q (6631.107304 sec): 3 clusters Score: Raw -600868.977844 + Penalty 2797.701655 = -598071.276189 nChanged 220 SP:Iteration 6Q (6631.128737 sec): 3 clusters Score: Raw -600985.454936 + Penalty 2797.701655 = -598187.753281 nChanged 221 SP:Iteration 7Q (6631.150173 sec): 3 clusters Score: Raw -601114.747084 + Penalty 2797.701655 = -598317.045429 nChanged 239 SP:Iteration 8Q (6631.171605 sec): 3 clusters Score: Raw -601276.877529 + Penalty 2797.701655 = -598479.175874 nChanged 208 SP:Iteration 9Q (6631.192830 sec): 3 clusters Score: Raw -601410.144265 + Penalty 2797.701655 = -598612.442610 nChanged 201 SP:Iteration 10Q (6631.214155 sec): 3 clusters Score: Raw -601546.868231 + Penalty 2797.701655 = -598749.166576 nChanged 192 SP:Iteration 11Q (6631.235596 sec): 3 clusters Score: Raw -601677.477813 + Penalty 2797.701655 = -598879.776158 nChanged 164 SP:Iteration 12Q (6631.256512 sec): 3 clusters Score: Raw -601803.679989 + Penalty 2797.701655 = -599005.978334 nChanged 143 SP:Iteration 13Q (6631.277618 sec): 3 clusters Score: Raw -601912.575337 + Penalty 2797.701655 = -599114.873682 nChanged 98 SP:Iteration 14Q (6631.298426 sec): 3 clusters Score: Raw -601982.495074 + Penalty 2797.701655 = -599184.793419 nChanged 76 SP:Iteration 15Q (6631.319511 sec): 3 clusters Score: Raw -602023.714208 + Penalty 2797.701655 = -599226.012553 nChanged 59 SP:Iteration 16Q (6631.340170 sec): 3 clusters Score: Raw -602056.956310 + Penalty 2797.701655 = -599259.254655 nChanged 31 SP:Iteration 17Q (6631.360470 sec): 3 clusters Score: Raw -602073.338021 + Penalty 2797.701655 = -599275.636366 nChanged 30 SP:Iteration 18Q (6631.381015 sec): 3 clusters Score: Raw -602088.654446 + Penalty 2797.701655 = -599290.952791 nChanged 24 SP:Iteration 19Q (6631.401595 sec): 3 clusters Score: Raw -602105.701110 + Penalty 2797.701655 = -599307.999455 nChanged 25 SP:Iteration 20F (6631.423033 sec): 3 clusters Score: Raw -602122.520687 + Penalty 2797.701655 = -599324.819032 nChanged 17 SP:Iteration 21Q (6631.443592 sec): 3 clusters Score: Raw -602134.965752 + Penalty 2797.701655 = -599337.264097 nChanged 14 SP:Iteration 22Q (6631.464157 sec): 3 clusters Score: Raw -602144.379375 + Penalty 2797.701655 = -599346.677720 nChanged 14 SP:Iteration 23Q (6631.484621 sec): 3 clusters Score: Raw -602155.361881 + Penalty 2797.701655 = -599357.660225 nChanged 14 SP:Iteration 24Q (6631.504978 sec): 3 clusters Score: Raw -602167.035642 + Penalty 2797.701655 = -599369.333987 nChanged 11 SP:Iteration 25Q (6631.525598 sec): 3 clusters Score: Raw -602175.027705 + Penalty 2797.701655 = -599377.326050 nChanged 7 SP:Iteration 26Q (6631.545743 sec): 3 clusters Score: Raw -602181.176604 + Penalty 2797.701655 = -599383.474949 nChanged 10 SP:Iteration 27Q (6631.566087 sec): 3 clusters Score: Raw -602186.351150 + Penalty 2797.701655 = -599388.649495 nChanged 5 SP:Iteration 28Q (6631.586189 sec): 3 clusters Score: Raw -602189.163014 + Penalty 2797.701655 = -599391.461359 nChanged 5 SP:Iteration 29Q (6631.606440 sec): 3 clusters Score: Raw -602193.124123 + Penalty 2797.701655 = -599395.422468 nChanged 5 SP:Iteration 30Q (6631.626844 sec): 3 clusters Score: Raw -602195.987496 + Penalty 2797.701655 = -599398.285840 nChanged 3 SP:Iteration 31Q (6631.646966 sec): 3 clusters Score: Raw -602198.097557 + Penalty 2797.701655 = -599400.395902 nChanged 2 SP:Iteration 32Q (6631.667194 sec): 3 clusters Score: Raw -602200.306196 + Penalty 2797.701655 = -599402.604541 nChanged 2 SP:Iteration 33Q (6631.687455 sec): 3 clusters Score: Raw -602201.717798 + Penalty 2797.701655 = -599404.016143 nChanged 1 SP:Iteration 34Q (6631.707761 sec): 3 clusters Score: Raw -602203.228291 + Penalty 2797.701655 = -599405.526636 nChanged 2 SP:Iteration 35Q (6631.727592 sec): 3 clusters Score: Raw -602204.359298 + Penalty 2797.701655 = -599406.657643 nChanged 2 SP:Iteration 36Q (6631.747665 sec): 3 clusters Score: Raw -602205.058060 + Penalty 2797.701655 = -599407.356405 nChanged 0 SP:Iteration 37F (6631.769398 sec): 3 clusters Score: Raw -602205.058060 + Penalty 2797.701655 = -599407.356405 nChanged 0 Trying to split cluster 2 (6015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6631.789448 sec): 2 clusters Score: Raw -669490.232826 + Penalty 1414.076890 = -668076.155937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6631.812104 sec): 3 clusters Score: Raw -666260.546881 + Penalty 2828.153779 = -663432.393102 nChanged 2477 SP:Iteration 1F (6631.834167 sec): 3 clusters Score: Raw -667649.197931 + Penalty 2828.153779 = -664821.044151 nChanged 433 SP:Iteration 2F (6631.856504 sec): 3 clusters Score: Raw -667882.369904 + Penalty 2828.153779 = -665054.216125 nChanged 321 SP:Iteration 3F (6631.878552 sec): 3 clusters Score: Raw -668051.274094 + Penalty 2828.153779 = -665223.120314 nChanged 295 SP:Iteration 4Q (6631.900420 sec): 3 clusters Score: Raw -668220.672252 + Penalty 2828.153779 = -665392.518473 nChanged 296 SP:Iteration 5Q (6631.922764 sec): 3 clusters Score: Raw -668425.256673 + Penalty 2828.153779 = -665597.102894 nChanged 286 SP:Iteration 6Q (6631.944651 sec): 3 clusters Score: Raw -668638.871576 + Penalty 2828.153779 = -665810.717797 nChanged 309 SP:Iteration 7F (6631.966892 sec): 3 clusters Score: Raw -668874.331783 + Penalty 2828.153779 = -666046.178004 nChanged 246 SP:Iteration 8Q (6631.988805 sec): 3 clusters Score: Raw -669077.092863 + Penalty 2828.153779 = -666248.939084 nChanged 225 SP:Iteration 9Q (6632.010686 sec): 3 clusters Score: Raw -669264.464036 + Penalty 2828.153779 = -666436.310257 nChanged 168 SP:Iteration 10Q (6632.032537 sec): 3 clusters Score: Raw -669414.618013 + Penalty 2828.153779 = -666586.464234 nChanged 118 SP:Iteration 11Q (6632.054196 sec): 3 clusters Score: Raw -669526.018429 + Penalty 2828.153779 = -666697.864650 nChanged 100 SP:Iteration 12Q (6632.075667 sec): 3 clusters Score: Raw -669635.086248 + Penalty 2828.153779 = -666806.932469 nChanged 71 SP:Iteration 13Q (6632.097028 sec): 3 clusters Score: Raw -669713.029658 + Penalty 2828.153779 = -666884.875879 nChanged 66 SP:Iteration 14Q (6632.118036 sec): 3 clusters Score: Raw -669780.586059 + Penalty 2828.153779 = -666952.432280 nChanged 49 SP:Iteration 15Q (6632.139027 sec): 3 clusters Score: Raw -669834.001471 + Penalty 2828.153779 = -667005.847692 nChanged 37 SP:Iteration 16Q (6632.159720 sec): 3 clusters Score: Raw -669865.987522 + Penalty 2828.153779 = -667037.833743 nChanged 20 SP:Iteration 17Q (6632.180368 sec): 3 clusters Score: Raw -669879.354905 + Penalty 2828.153779 = -667051.201126 nChanged 13 SP:Iteration 18Q (6632.200881 sec): 3 clusters Score: Raw -669888.565351 + Penalty 2828.153779 = -667060.411572 nChanged 9 SP:Iteration 19Q (6632.221185 sec): 3 clusters Score: Raw -669893.524420 + Penalty 2828.153779 = -667065.370641 nChanged 8 SP:Iteration 20F (6632.243329 sec): 3 clusters Score: Raw -669897.378199 + Penalty 2828.153779 = -667069.224420 nChanged 4 SP:Iteration 21Q (6632.263661 sec): 3 clusters Score: Raw -669899.286086 + Penalty 2828.153779 = -667071.132307 nChanged 2 SP:Iteration 22Q (6632.319618 sec): 3 clusters Score: Raw -669900.004151 + Penalty 2828.153779 = -667071.850371 nChanged 1 SP:Iteration 23Q (6632.374860 sec): 3 clusters Score: Raw -669900.088852 + Penalty 2828.153779 = -667071.935073 nChanged 1 SP:Iteration 24Q (6632.430538 sec): 3 clusters Score: Raw -669900.692390 + Penalty 2828.153779 = -667072.538610 nChanged 1 SP:Iteration 25Q (6632.486027 sec): 3 clusters Score: Raw -669901.231774 + Penalty 2828.153779 = -667073.077995 nChanged 2 SP:Iteration 26Q (6632.542029 sec): 3 clusters Score: Raw -669902.233723 + Penalty 2828.153779 = -667074.079943 nChanged 3 SP:Iteration 27Q (6632.597935 sec): 3 clusters Score: Raw -669905.942825 + Penalty 2828.153779 = -667077.789046 nChanged 4 SP:Iteration 28Q (6632.654288 sec): 3 clusters Score: Raw -669909.216221 + Penalty 2828.153779 = -667081.062442 nChanged 3 SP:Iteration 29Q (6632.703107 sec): 3 clusters Score: Raw -669911.062986 + Penalty 2828.153779 = -667082.909207 nChanged 3 SP:Iteration 30Q (6632.755022 sec): 3 clusters Score: Raw -669912.633523 + Penalty 2828.153779 = -667084.479744 nChanged 6 SP:Iteration 31Q (6632.810781 sec): 3 clusters Score: Raw -669917.534197 + Penalty 2828.153779 = -667089.380418 nChanged 7 SP:Iteration 32Q (6632.860661 sec): 3 clusters Score: Raw -669921.253291 + Penalty 2828.153779 = -667093.099512 nChanged 1 SP:Iteration 33Q (6632.913037 sec): 3 clusters Score: Raw -669922.127542 + Penalty 2828.153779 = -667093.973763 nChanged 1 SP:Iteration 34Q (6632.965799 sec): 3 clusters Score: Raw -669922.813574 + Penalty 2828.153779 = -667094.659795 nChanged 0 SP:Iteration 35F (6633.018347 sec): 3 clusters Score: Raw -669922.813574 + Penalty 2828.153779 = -667094.659795 nChanged 0 Trying to split cluster 3 (1805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6633.042887 sec): 2 clusters Score: Raw -216686.807867 + Penalty 1218.476329 = -215468.331538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6633.052560 sec): 3 clusters Score: Raw -215926.744700 + Penalty 2436.952658 = -213489.792042 nChanged 630 SP:Iteration 1F (6633.061556 sec): 3 clusters Score: Raw -216352.734318 + Penalty 2436.952658 = -213915.781660 nChanged 140 SP:Iteration 2F (6633.070620 sec): 3 clusters Score: Raw -216459.576062 + Penalty 2436.952658 = -214022.623404 nChanged 90 SP:Iteration 3Q (6633.079760 sec): 3 clusters Score: Raw -216522.752159 + Penalty 2436.952658 = -214085.799501 nChanged 62 SP:Iteration 4Q (6633.088832 sec): 3 clusters Score: Raw -216563.728453 + Penalty 2436.952658 = -214126.775795 nChanged 55 SP:Iteration 5Q (6633.097822 sec): 3 clusters Score: Raw -216600.181751 + Penalty 2436.952658 = -214163.229093 nChanged 46 SP:Iteration 6Q (6633.106899 sec): 3 clusters Score: Raw -216627.679975 + Penalty 2436.952658 = -214190.727317 nChanged 31 SP:Iteration 7Q (6633.115881 sec): 3 clusters Score: Raw -216646.967497 + Penalty 2436.952658 = -214210.014839 nChanged 28 SP:Iteration 8Q (6633.124848 sec): 3 clusters Score: Raw -216664.003687 + Penalty 2436.952658 = -214227.051029 nChanged 19 SP:Iteration 9Q (6633.133877 sec): 3 clusters Score: Raw -216673.210906 + Penalty 2436.952658 = -214236.258248 nChanged 13 SP:Iteration 10Q (6633.143056 sec): 3 clusters Score: Raw -216684.778920 + Penalty 2436.952658 = -214247.826262 nChanged 18 SP:Iteration 11Q (6633.152087 sec): 3 clusters Score: Raw -216700.139613 + Penalty 2436.952658 = -214263.186955 nChanged 31 SP:Iteration 12Q (6633.161126 sec): 3 clusters Score: Raw -216723.960417 + Penalty 2436.952658 = -214287.007759 nChanged 38 SP:Iteration 13Q (6633.170151 sec): 3 clusters Score: Raw -216753.150797 + Penalty 2436.952658 = -214316.198139 nChanged 35 SP:Iteration 14Q (6633.179211 sec): 3 clusters Score: Raw -216785.990764 + Penalty 2436.952658 = -214349.038106 nChanged 45 SP:Iteration 15Q (6633.188352 sec): 3 clusters Score: Raw -216821.674424 + Penalty 2436.952658 = -214384.721766 nChanged 40 SP:Iteration 16Q (6633.197378 sec): 3 clusters Score: Raw -216855.732391 + Penalty 2436.952658 = -214418.779733 nChanged 37 SP:Iteration 17Q (6633.206325 sec): 3 clusters Score: Raw -216882.184719 + Penalty 2436.952658 = -214445.232061 nChanged 28 SP:Iteration 18Q (6633.215361 sec): 3 clusters Score: Raw -216903.949066 + Penalty 2436.952658 = -214466.996408 nChanged 31 SP:Iteration 19Q (6633.224345 sec): 3 clusters Score: Raw -216936.031074 + Penalty 2436.952658 = -214499.078416 nChanged 34 SP:Iteration 20F (6633.233403 sec): 3 clusters Score: Raw -216965.578646 + Penalty 2436.952658 = -214528.625988 nChanged 32 SP:Iteration 21Q (6633.242339 sec): 3 clusters Score: Raw -216989.893063 + Penalty 2436.952658 = -214552.940405 nChanged 25 SP:Iteration 22Q (6633.251330 sec): 3 clusters Score: Raw -217014.376284 + Penalty 2436.952658 = -214577.423626 nChanged 27 SP:Iteration 23Q (6633.260267 sec): 3 clusters Score: Raw -217039.901198 + Penalty 2436.952658 = -214602.948540 nChanged 25 SP:Iteration 24Q (6633.270066 sec): 3 clusters Score: Raw -217058.165322 + Penalty 2436.952658 = -214621.212664 nChanged 17 SP:Iteration 25Q (6633.279032 sec): 3 clusters Score: Raw -217070.748748 + Penalty 2436.952658 = -214633.796090 nChanged 14 SP:Iteration 26Q (6633.287986 sec): 3 clusters Score: Raw -217085.213506 + Penalty 2436.952658 = -214648.260848 nChanged 20 SP:Iteration 27Q (6633.296924 sec): 3 clusters Score: Raw -217106.317089 + Penalty 2436.952658 = -214669.364431 nChanged 22 SP:Iteration 28Q (6633.305809 sec): 3 clusters Score: Raw -217121.323271 + Penalty 2436.952658 = -214684.370613 nChanged 17 SP:Iteration 29Q (6633.314723 sec): 3 clusters Score: Raw -217134.880543 + Penalty 2436.952658 = -214697.927885 nChanged 11 SP:Iteration 30Q (6633.323564 sec): 3 clusters Score: Raw -217142.780996 + Penalty 2436.952658 = -214705.828338 nChanged 11 SP:Iteration 31Q (6633.358012 sec): 3 clusters Score: Raw -217149.917241 + Penalty 2436.952658 = -214712.964583 nChanged 8 SP:Iteration 32Q (6633.408093 sec): 3 clusters Score: Raw -217155.238263 + Penalty 2436.952658 = -214718.285605 nChanged 11 SP:Iteration 33Q (6633.414997 sec): 3 clusters Score: Raw -217162.224726 + Penalty 2436.952658 = -214725.272068 nChanged 14 SP:Iteration 34Q (6633.423849 sec): 3 clusters Score: Raw -217171.940944 + Penalty 2436.952658 = -214734.988286 nChanged 10 SP:Iteration 35Q (6633.432671 sec): 3 clusters Score: Raw -217178.586146 + Penalty 2436.952658 = -214741.633488 nChanged 8 SP:Iteration 36Q (6633.441475 sec): 3 clusters Score: Raw -217184.085343 + Penalty 2436.952658 = -214747.132685 nChanged 6 SP:Iteration 37Q (6633.450430 sec): 3 clusters Score: Raw -217187.793583 + Penalty 2436.952658 = -214750.840925 nChanged 4 SP:Iteration 38Q (6633.459323 sec): 3 clusters Score: Raw -217191.125832 + Penalty 2436.952658 = -214754.173174 nChanged 3 SP:Iteration 39Q (6633.468217 sec): 3 clusters Score: Raw -217194.781493 + Penalty 2436.952658 = -214757.828835 nChanged 2 SP:Iteration 40F (6633.477190 sec): 3 clusters Score: Raw -217196.034986 + Penalty 2436.952658 = -214759.082328 nChanged 1 SP:Iteration 41Q (6633.486001 sec): 3 clusters Score: Raw -217196.589430 + Penalty 2436.952658 = -214759.636772 nChanged 0 SP:Iteration 42F (6633.495014 sec): 3 clusters Score: Raw -217196.589430 + Penalty 2436.952658 = -214759.636772 nChanged 0 Trying to split cluster 4 (17380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6633.528101 sec): 2 clusters Score: Raw -1872654.898156 + Penalty 1586.499752 = -1871068.398404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6633.567477 sec): 3 clusters Score: Raw -1862312.360817 + Penalty 3172.999505 = -1859139.361313 nChanged 7818 SP:Iteration 1F (6633.605021 sec): 3 clusters Score: Raw -1866816.105762 + Penalty 3172.999505 = -1863643.106257 nChanged 1138 SP:Iteration 2F (6633.642801 sec): 3 clusters Score: Raw -1867440.135128 + Penalty 3172.999505 = -1864267.135624 nChanged 1087 SP:Iteration 3F (6633.680483 sec): 3 clusters Score: Raw -1868098.917621 + Penalty 3172.999505 = -1864925.918116 nChanged 1112 SP:Iteration 4F (6633.718496 sec): 3 clusters Score: Raw -1868816.301911 + Penalty 3172.999505 = -1865643.302407 nChanged 1086 SP:Iteration 5F (6633.793483 sec): 3 clusters Score: Raw -1869535.032451 + Penalty 3172.999505 = -1866362.032946 nChanged 1025 SP:Iteration 6F (6633.865819 sec): 3 clusters Score: Raw -1870258.159510 + Penalty 3172.999505 = -1867085.160005 nChanged 919 SP:Iteration 7F (6633.940348 sec): 3 clusters Score: Raw -1870990.822818 + Penalty 3172.999505 = -1867817.823314 nChanged 761 SP:Iteration 8Q (6633.999200 sec): 3 clusters Score: Raw -1871595.933895 + Penalty 3172.999505 = -1868422.934391 nChanged 563 SP:Iteration 9Q (6634.035806 sec): 3 clusters Score: Raw -1872032.970913 + Penalty 3172.999505 = -1868859.971408 nChanged 418 SP:Iteration 10Q (6634.071554 sec): 3 clusters Score: Raw -1872343.141021 + Penalty 3172.999505 = -1869170.141516 nChanged 302 SP:Iteration 11Q (6634.106615 sec): 3 clusters Score: Raw -1872526.931423 + Penalty 3172.999505 = -1869353.931918 nChanged 240 SP:Iteration 12Q (6634.167147 sec): 3 clusters Score: Raw -1872656.757919 + Penalty 3172.999505 = -1869483.758415 nChanged 207 SP:Iteration 13Q (6634.201212 sec): 3 clusters Score: Raw -1872778.593248 + Penalty 3172.999505 = -1869605.593743 nChanged 195 SP:Iteration 14Q (6634.235196 sec): 3 clusters Score: Raw -1872923.403172 + Penalty 3172.999505 = -1869750.403668 nChanged 194 SP:Iteration 15Q (6634.268914 sec): 3 clusters Score: Raw -1873088.511963 + Penalty 3172.999505 = -1869915.512459 nChanged 176 SP:Iteration 16Q (6634.302556 sec): 3 clusters Score: Raw -1873240.378694 + Penalty 3172.999505 = -1870067.379190 nChanged 150 SP:Iteration 17Q (6634.335834 sec): 3 clusters Score: Raw -1873366.121868 + Penalty 3172.999505 = -1870193.122363 nChanged 134 SP:Iteration 18Q (6634.368811 sec): 3 clusters Score: Raw -1873484.078468 + Penalty 3172.999505 = -1870311.078964 nChanged 125 SP:Iteration 19Q (6634.401969 sec): 3 clusters Score: Raw -1873580.169798 + Penalty 3172.999505 = -1870407.170293 nChanged 105 SP:Iteration 20F (6634.458118 sec): 3 clusters Score: Raw -1873645.082493 + Penalty 3172.999505 = -1870472.082988 nChanged 83 SP:Iteration 21Q (6634.490910 sec): 3 clusters Score: Raw -1873691.018049 + Penalty 3172.999505 = -1870518.018544 nChanged 70 SP:Iteration 22Q (6634.523461 sec): 3 clusters Score: Raw -1873724.721309 + Penalty 3172.999505 = -1870551.721805 nChanged 56 SP:Iteration 23Q (6634.556079 sec): 3 clusters Score: Raw -1873752.676046 + Penalty 3172.999505 = -1870579.676541 nChanged 46 SP:Iteration 24Q (6634.588534 sec): 3 clusters Score: Raw -1873771.874194 + Penalty 3172.999505 = -1870598.874689 nChanged 35 SP:Iteration 25Q (6634.620984 sec): 3 clusters Score: Raw -1873784.488991 + Penalty 3172.999505 = -1870611.489487 nChanged 30 SP:Iteration 26Q (6634.653358 sec): 3 clusters Score: Raw -1873793.016680 + Penalty 3172.999505 = -1870620.017176 nChanged 28 SP:Iteration 27Q (6634.685877 sec): 3 clusters Score: Raw -1873802.125248 + Penalty 3172.999505 = -1870629.125744 nChanged 20 SP:Iteration 28Q (6634.718291 sec): 3 clusters Score: Raw -1873808.289522 + Penalty 3172.999505 = -1870635.290017 nChanged 24 SP:Iteration 29Q (6634.750760 sec): 3 clusters Score: Raw -1873817.703906 + Penalty 3172.999505 = -1870644.704401 nChanged 23 SP:Iteration 30Q (6634.783125 sec): 3 clusters Score: Raw -1873827.083570 + Penalty 3172.999505 = -1870654.084065 nChanged 33 SP:Iteration 31Q (6634.815465 sec): 3 clusters Score: Raw -1873839.613246 + Penalty 3172.999505 = -1870666.613742 nChanged 32 SP:Iteration 32Q (6634.848111 sec): 3 clusters Score: Raw -1873851.640289 + Penalty 3172.999505 = -1870678.640784 nChanged 35 SP:Iteration 33Q (6634.880810 sec): 3 clusters Score: Raw -1873866.250826 + Penalty 3172.999505 = -1870693.251321 nChanged 41 SP:Iteration 34Q (6634.913575 sec): 3 clusters Score: Raw -1873880.436509 + Penalty 3172.999505 = -1870707.437004 nChanged 28 SP:Iteration 35Q (6634.946051 sec): 3 clusters Score: Raw -1873889.479968 + Penalty 3172.999505 = -1870716.480463 nChanged 26 SP:Iteration 36Q (6634.978749 sec): 3 clusters Score: Raw -1873901.735526 + Penalty 3172.999505 = -1870728.736021 nChanged 30 SP:Iteration 37Q (6635.011106 sec): 3 clusters Score: Raw -1873911.216264 + Penalty 3172.999505 = -1870738.216759 nChanged 24 SP:Iteration 38Q (6635.043582 sec): 3 clusters Score: Raw -1873917.032826 + Penalty 3172.999505 = -1870744.033321 nChanged 20 SP:Iteration 39Q (6635.075959 sec): 3 clusters Score: Raw -1873924.781713 + Penalty 3172.999505 = -1870751.782209 nChanged 24 SP:Iteration 40F (6635.113454 sec): 3 clusters Score: Raw -1873935.715820 + Penalty 3172.999505 = -1870762.716316 nChanged 25 SP:Iteration 41Q (6635.146216 sec): 3 clusters Score: Raw -1873943.688486 + Penalty 3172.999505 = -1870770.688982 nChanged 26 SP:Iteration 42Q (6635.178751 sec): 3 clusters Score: Raw -1873951.300764 + Penalty 3172.999505 = -1870778.301259 nChanged 18 SP:Iteration 43Q (6635.211352 sec): 3 clusters Score: Raw -1873955.676805 + Penalty 3172.999505 = -1870782.677300 nChanged 11 SP:Iteration 44Q (6635.244056 sec): 3 clusters Score: Raw -1873957.764784 + Penalty 3172.999505 = -1870784.765280 nChanged 9 SP:Iteration 45Q (6635.276611 sec): 3 clusters Score: Raw -1873959.121814 + Penalty 3172.999505 = -1870786.122309 nChanged 4 SP:Iteration 46Q (6635.309099 sec): 3 clusters Score: Raw -1873959.807222 + Penalty 3172.999505 = -1870786.807717 nChanged 1 SP:Iteration 47Q (6635.341546 sec): 3 clusters Score: Raw -1873959.998522 + Penalty 3172.999505 = -1870786.999017 nChanged 1 SP:Iteration 48Q (6635.373974 sec): 3 clusters Score: Raw -1873960.107971 + Penalty 3172.999505 = -1870787.108466 nChanged 0 SP:Iteration 49F (6635.411629 sec): 3 clusters Score: Raw -1873960.107971 + Penalty 3172.999505 = -1870787.108466 nChanged 0 Trying to split cluster 5 (37352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6635.466880 sec): 2 clusters Score: Raw -3991137.816953 + Penalty 1710.823032 = -3989426.993921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6635.538642 sec): 3 clusters Score: Raw -3967789.334387 + Penalty 3421.646064 = -3964367.688323 nChanged 17272 SP:Iteration 1F (6635.605307 sec): 3 clusters Score: Raw -3977847.733506 + Penalty 3421.646064 = -3974426.087442 nChanged 1855 SP:Iteration 2Q (6635.674420 sec): 3 clusters Score: Raw -3978536.216535 + Penalty 3421.646064 = -3975114.570471 nChanged 1897 SP:Iteration 3F (6635.740900 sec): 3 clusters Score: Raw -3979370.665292 + Penalty 3421.646064 = -3975949.019228 nChanged 2088 SP:Iteration 4F (6635.807120 sec): 3 clusters Score: Raw -3980425.487393 + Penalty 3421.646064 = -3977003.841328 nChanged 2197 SP:Iteration 5F (6635.873875 sec): 3 clusters Score: Raw -3981723.320388 + Penalty 3421.646064 = -3978301.674323 nChanged 2349 SP:Iteration 6F (6635.940341 sec): 3 clusters Score: Raw -3983308.420768 + Penalty 3421.646064 = -3979886.774703 nChanged 2270 SP:Iteration 7F (6636.006911 sec): 3 clusters Score: Raw -3985092.989486 + Penalty 3421.646064 = -3981671.343422 nChanged 2104 SP:Iteration 8F (6636.073140 sec): 3 clusters Score: Raw -3986834.713622 + Penalty 3421.646064 = -3983413.067558 nChanged 1746 SP:Iteration 9Q (6636.140947 sec): 3 clusters Score: Raw -3988120.102405 + Penalty 3421.646064 = -3984698.456340 nChanged 1217 SP:Iteration 10Q (6636.208850 sec): 3 clusters Score: Raw -3988903.684342 + Penalty 3421.646064 = -3985482.038278 nChanged 860 SP:Iteration 11Q (6636.273197 sec): 3 clusters Score: Raw -3989450.111584 + Penalty 3421.646064 = -3986028.465519 nChanged 693 SP:Iteration 12Q (6636.336744 sec): 3 clusters Score: Raw -3989872.064474 + Penalty 3421.646064 = -3986450.418409 nChanged 617 SP:Iteration 13Q (6636.399939 sec): 3 clusters Score: Raw -3990205.447918 + Penalty 3421.646064 = -3986783.801854 nChanged 541 SP:Iteration 14Q (6636.461919 sec): 3 clusters Score: Raw -3990448.895560 + Penalty 3421.646064 = -3987027.249496 nChanged 424 SP:Iteration 15Q (6636.523278 sec): 3 clusters Score: Raw -3990605.284382 + Penalty 3421.646064 = -3987183.638318 nChanged 355 SP:Iteration 16Q (6636.584311 sec): 3 clusters Score: Raw -3990717.321198 + Penalty 3421.646064 = -3987295.675134 nChanged 282 SP:Iteration 17Q (6636.644860 sec): 3 clusters Score: Raw -3990789.994750 + Penalty 3421.646064 = -3987368.348686 nChanged 248 SP:Iteration 18Q (6636.705214 sec): 3 clusters Score: Raw -3990845.344864 + Penalty 3421.646064 = -3987423.698800 nChanged 199 SP:Iteration 19Q (6636.765504 sec): 3 clusters Score: Raw -3990886.273120 + Penalty 3421.646064 = -3987464.627056 nChanged 179 SP:Iteration 20F (6636.831846 sec): 3 clusters Score: Raw -3990915.635372 + Penalty 3421.646064 = -3987493.989308 nChanged 148 SP:Iteration 21Q (6636.892339 sec): 3 clusters Score: Raw -3990934.098445 + Penalty 3421.646064 = -3987512.452381 nChanged 106 SP:Iteration 22Q (6636.952202 sec): 3 clusters Score: Raw -3990948.799294 + Penalty 3421.646064 = -3987527.153230 nChanged 118 SP:Iteration 23Q (6637.012030 sec): 3 clusters Score: Raw -3990964.907275 + Penalty 3421.646064 = -3987543.261210 nChanged 103 SP:Iteration 24Q (6637.071774 sec): 3 clusters Score: Raw -3990978.601171 + Penalty 3421.646064 = -3987556.955107 nChanged 97 SP:Iteration 25Q (6637.131535 sec): 3 clusters Score: Raw -3990991.742983 + Penalty 3421.646064 = -3987570.096919 nChanged 86 SP:Iteration 26Q (6637.191129 sec): 3 clusters Score: Raw -3991004.975227 + Penalty 3421.646064 = -3987583.329162 nChanged 84 SP:Iteration 27Q (6637.250599 sec): 3 clusters Score: Raw -3991017.944381 + Penalty 3421.646064 = -3987596.298316 nChanged 87 SP:Iteration 28Q (6637.310045 sec): 3 clusters Score: Raw -3991029.066217 + Penalty 3421.646064 = -3987607.420152 nChanged 83 SP:Iteration 29Q (6637.369530 sec): 3 clusters Score: Raw -3991038.154371 + Penalty 3421.646064 = -3987616.508307 nChanged 70 SP:Iteration 30Q (6637.428754 sec): 3 clusters Score: Raw -3991046.141372 + Penalty 3421.646064 = -3987624.495307 nChanged 75 SP:Iteration 31Q (6637.487997 sec): 3 clusters Score: Raw -3991054.474439 + Penalty 3421.646064 = -3987632.828375 nChanged 72 SP:Iteration 32Q (6637.547151 sec): 3 clusters Score: Raw -3991062.512016 + Penalty 3421.646064 = -3987640.865952 nChanged 70 SP:Iteration 33Q (6637.606375 sec): 3 clusters Score: Raw -3991071.339926 + Penalty 3421.646064 = -3987649.693861 nChanged 77 SP:Iteration 34Q (6637.665421 sec): 3 clusters Score: Raw -3991080.121986 + Penalty 3421.646064 = -3987658.475922 nChanged 65 SP:Iteration 35Q (6637.749737 sec): 3 clusters Score: Raw -3991086.976532 + Penalty 3421.646064 = -3987665.330467 nChanged 64 SP:Iteration 36Q (6637.808208 sec): 3 clusters Score: Raw -3991093.459594 + Penalty 3421.646064 = -3987671.813530 nChanged 54 SP:Iteration 37Q (6637.866710 sec): 3 clusters Score: Raw -3991097.840500 + Penalty 3421.646064 = -3987676.194435 nChanged 33 SP:Iteration 38Q (6637.925325 sec): 3 clusters Score: Raw -3991100.168144 + Penalty 3421.646064 = -3987678.522079 nChanged 23 SP:Iteration 39Q (6637.983868 sec): 3 clusters Score: Raw -3991101.966354 + Penalty 3421.646064 = -3987680.320289 nChanged 27 SP:Iteration 40F (6638.049943 sec): 3 clusters Score: Raw -3991104.078491 + Penalty 3421.646064 = -3987682.432427 nChanged 35 SP:Iteration 41Q (6638.109247 sec): 3 clusters Score: Raw -3991106.846654 + Penalty 3421.646064 = -3987685.200590 nChanged 36 SP:Iteration 42Q (6638.168283 sec): 3 clusters Score: Raw -3991110.128357 + Penalty 3421.646064 = -3987688.482293 nChanged 38 SP:Iteration 43Q (6638.227128 sec): 3 clusters Score: Raw -3991113.070958 + Penalty 3421.646064 = -3987691.424893 nChanged 31 SP:Iteration 44Q (6638.286067 sec): 3 clusters Score: Raw -3991115.016165 + Penalty 3421.646064 = -3987693.370100 nChanged 19 SP:Iteration 45Q (6638.345852 sec): 3 clusters Score: Raw -3991116.399065 + Penalty 3421.646064 = -3987694.753001 nChanged 25 SP:Iteration 46Q (6638.404884 sec): 3 clusters Score: Raw -3991118.252331 + Penalty 3421.646064 = -3987696.606266 nChanged 25 SP:Iteration 47Q (6638.464318 sec): 3 clusters Score: Raw -3991120.038497 + Penalty 3421.646064 = -3987698.392433 nChanged 24 SP:Iteration 48Q (6638.524582 sec): 3 clusters Score: Raw -3991121.576088 + Penalty 3421.646064 = -3987699.930023 nChanged 18 SP:Iteration 49Q (6638.582897 sec): 3 clusters Score: Raw -3991122.899998 + Penalty 3421.646064 = -3987701.253934 nChanged 23 SP:Iteration 50Q (6638.641581 sec): 3 clusters Score: Raw -3991124.423487 + Penalty 3421.646064 = -3987702.777422 nChanged 24 SP:Iteration 51Q (6638.700237 sec): 3 clusters Score: Raw -3991126.057683 + Penalty 3421.646064 = -3987704.411619 nChanged 24 SP:Iteration 52Q (6638.758979 sec): 3 clusters Score: Raw -3991127.820026 + Penalty 3421.646064 = -3987706.173961 nChanged 24 SP:Iteration 53Q (6638.817620 sec): 3 clusters Score: Raw -3991130.451813 + Penalty 3421.646064 = -3987708.805748 nChanged 29 SP:Iteration 54Q (6638.876332 sec): 3 clusters Score: Raw -3991132.761794 + Penalty 3421.646064 = -3987711.115730 nChanged 30 SP:Iteration 55Q (6638.935253 sec): 3 clusters Score: Raw -3991135.386914 + Penalty 3421.646064 = -3987713.740849 nChanged 34 SP:Iteration 56Q (6638.994004 sec): 3 clusters Score: Raw -3991138.622746 + Penalty 3421.646064 = -3987716.976682 nChanged 36 SP:Iteration 57Q (6639.052546 sec): 3 clusters Score: Raw -3991141.913911 + Penalty 3421.646064 = -3987720.267847 nChanged 33 SP:Iteration 58Q (6639.110732 sec): 3 clusters Score: Raw -3991144.850689 + Penalty 3421.646064 = -3987723.204625 nChanged 22 SP:Iteration 59Q (6639.169348 sec): 3 clusters Score: Raw -3991146.458022 + Penalty 3421.646064 = -3987724.811958 nChanged 25 SP:Iteration 60F (6639.235598 sec): 3 clusters Score: Raw -3991148.658931 + Penalty 3421.646064 = -3987727.012867 nChanged 27 SP:Iteration 61Q (6639.294552 sec): 3 clusters Score: Raw -3991150.900587 + Penalty 3421.646064 = -3987729.254523 nChanged 31 SP:Iteration 62Q (6639.353137 sec): 3 clusters Score: Raw -3991153.739708 + Penalty 3421.646064 = -3987732.093644 nChanged 32 SP:Iteration 63Q (6639.411743 sec): 3 clusters Score: Raw -3991156.701213 + Penalty 3421.646064 = -3987735.055149 nChanged 33 SP:Iteration 64Q (6639.470435 sec): 3 clusters Score: Raw -3991159.741321 + Penalty 3421.646064 = -3987738.095257 nChanged 41 SP:Iteration 65Q (6639.528992 sec): 3 clusters Score: Raw -3991163.732225 + Penalty 3421.646064 = -3987742.086161 nChanged 35 SP:Iteration 66Q (6639.587370 sec): 3 clusters Score: Raw -3991166.723547 + Penalty 3421.646064 = -3987745.077483 nChanged 39 SP:Iteration 67Q (6639.645704 sec): 3 clusters Score: Raw -3991170.157777 + Penalty 3421.646064 = -3987748.511713 nChanged 33 SP:Iteration 68Q (6639.704290 sec): 3 clusters Score: Raw -3991173.607676 + Penalty 3421.646064 = -3987751.961611 nChanged 41 SP:Iteration 69Q (6639.762501 sec): 3 clusters Score: Raw -3991176.969340 + Penalty 3421.646064 = -3987755.323276 nChanged 35 SP:Iteration 70Q (6639.820533 sec): 3 clusters Score: Raw -3991179.869136 + Penalty 3421.646064 = -3987758.223072 nChanged 30 SP:Iteration 71Q (6639.878691 sec): 3 clusters Score: Raw -3991182.520296 + Penalty 3421.646064 = -3987760.874232 nChanged 30 SP:Iteration 72Q (6639.937009 sec): 3 clusters Score: Raw -3991185.808837 + Penalty 3421.646064 = -3987764.162773 nChanged 24 SP:Iteration 73Q (6639.995124 sec): 3 clusters Score: Raw -3991188.159069 + Penalty 3421.646064 = -3987766.513004 nChanged 21 SP:Iteration 74Q (6640.053200 sec): 3 clusters Score: Raw -3991189.749913 + Penalty 3421.646064 = -3987768.103848 nChanged 17 SP:Iteration 75Q (6640.111312 sec): 3 clusters Score: Raw -3991191.366506 + Penalty 3421.646064 = -3987769.720441 nChanged 23 SP:Iteration 76Q (6640.169721 sec): 3 clusters Score: Raw -3991193.338261 + Penalty 3421.646064 = -3987771.692197 nChanged 25 SP:Iteration 77Q (6640.227789 sec): 3 clusters Score: Raw -3991195.386406 + Penalty 3421.646064 = -3987773.740342 nChanged 19 SP:Iteration 78Q (6640.286123 sec): 3 clusters Score: Raw -3991196.754056 + Penalty 3421.646064 = -3987775.107992 nChanged 18 SP:Iteration 79Q (6640.344208 sec): 3 clusters Score: Raw -3991198.647448 + Penalty 3421.646064 = -3987777.001384 nChanged 25 SP:Iteration 80F (6640.410945 sec): 3 clusters Score: Raw -3991200.533131 + Penalty 3421.646064 = -3987778.887066 nChanged 29 SP:Iteration 81Q (6640.475817 sec): 3 clusters Score: Raw -3991202.864442 + Penalty 3421.646064 = -3987781.218377 nChanged 28 SP:Iteration 82Q (6640.533862 sec): 3 clusters Score: Raw -3991205.368538 + Penalty 3421.646064 = -3987783.722474 nChanged 24 SP:Iteration 83Q (6640.593939 sec): 3 clusters Score: Raw -3991207.501708 + Penalty 3421.646064 = -3987785.855643 nChanged 27 SP:Iteration 84Q (6640.651570 sec): 3 clusters Score: Raw -3991209.406724 + Penalty 3421.646064 = -3987787.760660 nChanged 23 SP:Iteration 85Q (6640.709061 sec): 3 clusters Score: Raw -3991211.345656 + Penalty 3421.646064 = -3987789.699592 nChanged 26 SP:Iteration 86Q (6640.767100 sec): 3 clusters Score: Raw -3991213.544161 + Penalty 3421.646064 = -3987791.898097 nChanged 25 SP:Iteration 87Q (6640.824936 sec): 3 clusters Score: Raw -3991215.820301 + Penalty 3421.646064 = -3987794.174237 nChanged 27 SP:Iteration 88Q (6640.882973 sec): 3 clusters Score: Raw -3991218.250935 + Penalty 3421.646064 = -3987796.604870 nChanged 32 SP:Iteration 89Q (6640.940771 sec): 3 clusters Score: Raw -3991221.432488 + Penalty 3421.646064 = -3987799.786423 nChanged 40 SP:Iteration 90Q (6640.998702 sec): 3 clusters Score: Raw -3991225.236962 + Penalty 3421.646064 = -3987803.590897 nChanged 39 SP:Iteration 91Q (6641.056374 sec): 3 clusters Score: Raw -3991229.518368 + Penalty 3421.646064 = -3987807.872304 nChanged 41 SP:Iteration 92Q (6641.114143 sec): 3 clusters Score: Raw -3991234.221998 + Penalty 3421.646064 = -3987812.575933 nChanged 50 SP:Iteration 93Q (6641.171909 sec): 3 clusters Score: Raw -3991240.491565 + Penalty 3421.646064 = -3987818.845501 nChanged 44 SP:Iteration 94Q (6641.229710 sec): 3 clusters Score: Raw -3991246.033559 + Penalty 3421.646064 = -3987824.387495 nChanged 48 SP:Iteration 95Q (6641.287478 sec): 3 clusters Score: Raw -3991251.598498 + Penalty 3421.646064 = -3987829.952434 nChanged 50 SP:Iteration 96Q (6641.345317 sec): 3 clusters Score: Raw -3991258.207123 + Penalty 3421.646064 = -3987836.561059 nChanged 48 SP:Iteration 97Q (6641.403004 sec): 3 clusters Score: Raw -3991265.400228 + Penalty 3421.646064 = -3987843.754163 nChanged 57 SP:Iteration 98Q (6641.460193 sec): 3 clusters Score: Raw -3991272.893853 + Penalty 3421.646064 = -3987851.247789 nChanged 45 SP:Iteration 99Q (6641.517623 sec): 3 clusters Score: Raw -3991278.896993 + Penalty 3421.646064 = -3987857.250928 nChanged 45 SP:Iteration 100F (6641.584047 sec): 3 clusters Score: Raw -3991284.255606 + Penalty 3421.646064 = -3987862.609542 nChanged 48 SP:Iteration 101Q (6641.641619 sec): 3 clusters Score: Raw -3991291.064797 + Penalty 3421.646064 = -3987869.418733 nChanged 53 SP:Iteration 102Q (6641.699002 sec): 3 clusters Score: Raw -3991297.733013 + Penalty 3421.646064 = -3987876.086948 nChanged 52 SP:Iteration 103Q (6641.756488 sec): 3 clusters Score: Raw -3991304.164088 + Penalty 3421.646064 = -3987882.518023 nChanged 54 SP:Iteration 104Q (6641.813729 sec): 3 clusters Score: Raw -3991311.604732 + Penalty 3421.646064 = -3987889.958668 nChanged 45 SP:Iteration 105Q (6641.870975 sec): 3 clusters Score: Raw -3991316.689154 + Penalty 3421.646064 = -3987895.043090 nChanged 45 SP:Iteration 106Q (6641.928418 sec): 3 clusters Score: Raw -3991322.123973 + Penalty 3421.646064 = -3987900.477908 nChanged 49 SP:Iteration 107Q (6641.986288 sec): 3 clusters Score: Raw -3991329.807936 + Penalty 3421.646064 = -3987908.161872 nChanged 52 SP:Iteration 108Q (6642.044294 sec): 3 clusters Score: Raw -3991335.833609 + Penalty 3421.646064 = -3987914.187545 nChanged 34 SP:Iteration 109Q (6642.101042 sec): 3 clusters Score: Raw -3991340.648940 + Penalty 3421.646064 = -3987919.002875 nChanged 40 SP:Iteration 110Q (6642.158594 sec): 3 clusters Score: Raw -3991345.638990 + Penalty 3421.646064 = -3987923.992925 nChanged 30 SP:Iteration 111Q (6642.215938 sec): 3 clusters Score: Raw -3991349.613792 + Penalty 3421.646064 = -3987927.967727 nChanged 33 SP:Iteration 112Q (6642.272901 sec): 3 clusters Score: Raw -3991353.764345 + Penalty 3421.646064 = -3987932.118281 nChanged 35 SP:Iteration 113Q (6642.330295 sec): 3 clusters Score: Raw -3991358.081392 + Penalty 3421.646064 = -3987936.435328 nChanged 32 SP:Iteration 114Q (6642.387111 sec): 3 clusters Score: Raw -3991361.183917 + Penalty 3421.646064 = -3987939.537853 nChanged 26 SP:Iteration 115Q (6642.444078 sec): 3 clusters Score: Raw -3991363.821660 + Penalty 3421.646064 = -3987942.175595 nChanged 24 SP:Iteration 116Q (6642.500838 sec): 3 clusters Score: Raw -3991367.343966 + Penalty 3421.646064 = -3987945.697902 nChanged 33 SP:Iteration 117Q (6642.557679 sec): 3 clusters Score: Raw -3991372.024678 + Penalty 3421.646064 = -3987950.378613 nChanged 33 SP:Iteration 118Q (6642.614427 sec): 3 clusters Score: Raw -3991376.277440 + Penalty 3421.646064 = -3987954.631375 nChanged 29 SP:Iteration 119Q (6642.670853 sec): 3 clusters Score: Raw -3991379.634270 + Penalty 3421.646064 = -3987957.988206 nChanged 29 SP:Iteration 120F (6642.737377 sec): 3 clusters Score: Raw -3991382.853567 + Penalty 3421.646064 = -3987961.207503 nChanged 24 SP:Iteration 121Q (6642.794052 sec): 3 clusters Score: Raw -3991386.100207 + Penalty 3421.646064 = -3987964.454143 nChanged 32 SP:Iteration 122Q (6642.850626 sec): 3 clusters Score: Raw -3991390.194933 + Penalty 3421.646064 = -3987968.548869 nChanged 24 SP:Iteration 123Q (6642.907189 sec): 3 clusters Score: Raw -3991392.639233 + Penalty 3421.646064 = -3987970.993168 nChanged 25 SP:Iteration 124Q (6642.963594 sec): 3 clusters Score: Raw -3991395.238409 + Penalty 3421.646064 = -3987973.592344 nChanged 21 SP:Iteration 125Q (6643.020195 sec): 3 clusters Score: Raw -3991397.353827 + Penalty 3421.646064 = -3987975.707762 nChanged 21 SP:Iteration 126Q (6643.076551 sec): 3 clusters Score: Raw -3991400.087734 + Penalty 3421.646064 = -3987978.441670 nChanged 17 SP:Iteration 127Q (6643.133215 sec): 3 clusters Score: Raw -3991401.921046 + Penalty 3421.646064 = -3987980.274982 nChanged 18 SP:Iteration 128Q (6643.189835 sec): 3 clusters Score: Raw -3991403.939913 + Penalty 3421.646064 = -3987982.293849 nChanged 18 SP:Iteration 129Q (6643.246303 sec): 3 clusters Score: Raw -3991405.682088 + Penalty 3421.646064 = -3987984.036024 nChanged 16 SP:Iteration 130Q (6643.302884 sec): 3 clusters Score: Raw -3991407.198436 + Penalty 3421.646064 = -3987985.552371 nChanged 13 SP:Iteration 131Q (6643.359378 sec): 3 clusters Score: Raw -3991408.944696 + Penalty 3421.646064 = -3987987.298632 nChanged 18 SP:Iteration 132Q (6643.415542 sec): 3 clusters Score: Raw -3991411.188000 + Penalty 3421.646064 = -3987989.541936 nChanged 24 SP:Iteration 133Q (6643.472125 sec): 3 clusters Score: Raw -3991414.473526 + Penalty 3421.646064 = -3987992.827462 nChanged 27 SP:Iteration 134Q (6643.528529 sec): 3 clusters Score: Raw -3991418.084624 + Penalty 3421.646064 = -3987996.438560 nChanged 20 SP:Iteration 135Q (6643.584990 sec): 3 clusters Score: Raw -3991420.139071 + Penalty 3421.646064 = -3987998.493007 nChanged 15 SP:Iteration 136Q (6643.641047 sec): 3 clusters Score: Raw -3991421.704227 + Penalty 3421.646064 = -3988000.058163 nChanged 17 SP:Iteration 137Q (6643.697465 sec): 3 clusters Score: Raw -3991423.242690 + Penalty 3421.646064 = -3988001.596626 nChanged 21 SP:Iteration 138Q (6643.753728 sec): 3 clusters Score: Raw -3991425.566343 + Penalty 3421.646064 = -3988003.920278 nChanged 22 SP:Iteration 139Q (6643.810111 sec): 3 clusters Score: Raw -3991428.496765 + Penalty 3421.646064 = -3988006.850700 nChanged 17 SP:Iteration 140F (6643.876544 sec): 3 clusters Score: Raw -3991430.083241 + Penalty 3421.646064 = -3988008.437177 nChanged 10 SP:Iteration 141Q (6643.933028 sec): 3 clusters Score: Raw -3991430.815672 + Penalty 3421.646064 = -3988009.169608 nChanged 9 SP:Iteration 142Q (6643.989140 sec): 3 clusters Score: Raw -3991431.407762 + Penalty 3421.646064 = -3988009.761697 nChanged 11 SP:Iteration 143Q (6644.045382 sec): 3 clusters Score: Raw -3991432.372809 + Penalty 3421.646064 = -3988010.726744 nChanged 6 SP:Iteration 144Q (6644.101579 sec): 3 clusters Score: Raw -3991432.807586 + Penalty 3421.646064 = -3988011.161522 nChanged 9 SP:Iteration 145Q (6644.157824 sec): 3 clusters Score: Raw -3991433.664446 + Penalty 3421.646064 = -3988012.018381 nChanged 8 SP:Iteration 146Q (6644.214082 sec): 3 clusters Score: Raw -3991434.214302 + Penalty 3421.646064 = -3988012.568238 nChanged 6 SP:Iteration 147Q (6644.270291 sec): 3 clusters Score: Raw -3991434.790019 + Penalty 3421.646064 = -3988013.143954 nChanged 5 SP:Iteration 148Q (6644.326602 sec): 3 clusters Score: Raw -3991435.142894 + Penalty 3421.646064 = -3988013.496830 nChanged 4 SP:Iteration 149Q (6644.382694 sec): 3 clusters Score: Raw -3991435.506996 + Penalty 3421.646064 = -3988013.860931 nChanged 2 SP:Iteration 150Q (6644.438756 sec): 3 clusters Score: Raw -3991435.564689 + Penalty 3421.646064 = -3988013.918625 nChanged 0 SP:Iteration 151F (6644.505203 sec): 3 clusters Score: Raw -3991435.564689 + Penalty 3421.646064 = -3988013.918625 nChanged 0 Trying to split cluster 6 (74454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6644.599954 sec): 2 clusters Score: Raw -8239732.554702 + Penalty 1822.914724 = -8237909.639978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6644.722281 sec): 3 clusters Score: Raw -8191623.990512 + Penalty 3645.829448 = -8187978.161063 nChanged 35510 SP:Iteration 1F (6644.842911 sec): 3 clusters Score: Raw -8212217.020516 + Penalty 3645.829448 = -8208571.191068 nChanged 2603 SP:Iteration 2Q (6644.971536 sec): 3 clusters Score: Raw -8212856.717023 + Penalty 3645.829448 = -8209210.887574 nChanged 2530 SP:Iteration 3Q (6645.100324 sec): 3 clusters Score: Raw -8213523.270696 + Penalty 3645.829448 = -8209877.441248 nChanged 2503 SP:Iteration 4Q (6645.228956 sec): 3 clusters Score: Raw -8214276.240867 + Penalty 3645.829448 = -8210630.411419 nChanged 2699 SP:Iteration 5Q (6645.357364 sec): 3 clusters Score: Raw -8215283.608176 + Penalty 3645.829448 = -8211637.778727 nChanged 3256 SP:Iteration 6Q (6645.508966 sec): 3 clusters Score: Raw -8216812.660800 + Penalty 3645.829448 = -8213166.831352 nChanged 4007 SP:Iteration 7F (6645.629379 sec): 3 clusters Score: Raw -8219153.141874 + Penalty 3645.829448 = -8215507.312426 nChanged 4785 SP:Iteration 8F (6645.749674 sec): 3 clusters Score: Raw -8222594.317984 + Penalty 3645.829448 = -8218948.488536 nChanged 5336 SP:Iteration 9F (6645.870504 sec): 3 clusters Score: Raw -8227017.935498 + Penalty 3645.829448 = -8223372.106050 nChanged 4908 SP:Iteration 10F (6645.991043 sec): 3 clusters Score: Raw -8231382.985800 + Penalty 3645.829448 = -8227737.156351 nChanged 3766 SP:Iteration 11F (6646.111479 sec): 3 clusters Score: Raw -8234612.596744 + Penalty 3645.829448 = -8230966.767296 nChanged 2611 SP:Iteration 12Q (6646.259092 sec): 3 clusters Score: Raw -8236738.474903 + Penalty 3645.829448 = -8233092.645455 nChanged 1732 SP:Iteration 13Q (6646.368477 sec): 3 clusters Score: Raw -8238036.793911 + Penalty 3645.829448 = -8234390.964463 nChanged 1097 SP:Iteration 14Q (6646.473535 sec): 3 clusters Score: Raw -8238848.514566 + Penalty 3645.829448 = -8235202.685118 nChanged 665 SP:Iteration 15Q (6646.584283 sec): 3 clusters Score: Raw -8239320.483372 + Penalty 3645.829448 = -8235674.653923 nChanged 408 SP:Iteration 16Q (6646.714202 sec): 3 clusters Score: Raw -8239611.728669 + Penalty 3645.829448 = -8235965.899220 nChanged 222 SP:Iteration 17Q (6646.861562 sec): 3 clusters Score: Raw -8239751.160953 + Penalty 3645.829448 = -8236105.331505 nChanged 124 SP:Iteration 18Q (6646.972723 sec): 3 clusters Score: Raw -8239827.076545 + Penalty 3645.829448 = -8236181.247097 nChanged 80 SP:Iteration 19Q (6647.070671 sec): 3 clusters Score: Raw -8239876.960973 + Penalty 3645.829448 = -8236231.131525 nChanged 52 SP:Iteration 20F (6647.190144 sec): 3 clusters Score: Raw -8239903.628839 + Penalty 3645.829448 = -8236257.799391 nChanged 40 SP:Iteration 21Q (6647.287533 sec): 3 clusters Score: Raw -8239927.118426 + Penalty 3645.829448 = -8236281.288978 nChanged 39 SP:Iteration 22Q (6647.384610 sec): 3 clusters Score: Raw -8239951.852455 + Penalty 3645.829448 = -8236306.023007 nChanged 32 SP:Iteration 23Q (6647.481928 sec): 3 clusters Score: Raw -8239979.611147 + Penalty 3645.829448 = -8236333.781699 nChanged 34 SP:Iteration 24Q (6647.579051 sec): 3 clusters Score: Raw -8240003.396459 + Penalty 3645.829448 = -8236357.567010 nChanged 25 SP:Iteration 25Q (6647.675860 sec): 3 clusters Score: Raw -8240018.138525 + Penalty 3645.829448 = -8236372.309077 nChanged 16 SP:Iteration 26Q (6647.772993 sec): 3 clusters Score: Raw -8240026.329788 + Penalty 3645.829448 = -8236380.500340 nChanged 6 SP:Iteration 27Q (6647.869518 sec): 3 clusters Score: Raw -8240029.514427 + Penalty 3645.829448 = -8236383.684979 nChanged 6 SP:Iteration 28Q (6647.966418 sec): 3 clusters Score: Raw -8240033.491260 + Penalty 3645.829448 = -8236387.661812 nChanged 7 SP:Iteration 29Q (6648.063196 sec): 3 clusters Score: Raw -8240038.001977 + Penalty 3645.829448 = -8236392.172528 nChanged 4 SP:Iteration 30Q (6648.159869 sec): 3 clusters Score: Raw -8240039.666364 + Penalty 3645.829448 = -8236393.836916 nChanged 2 SP:Iteration 31Q (6648.256655 sec): 3 clusters Score: Raw -8240040.673646 + Penalty 3645.829448 = -8236394.844198 nChanged 1 SP:Iteration 32Q (6648.353371 sec): 3 clusters Score: Raw -8240040.931965 + Penalty 3645.829448 = -8236395.102517 nChanged 0 SP:Iteration 33F (6648.472582 sec): 3 clusters Score: Raw -8240040.931965 + Penalty 3645.829448 = -8236395.102517 nChanged 0 Trying to split cluster 7 (13764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6648.492786 sec): 2 clusters Score: Raw -1576148.329108 + Penalty 1548.594412 = -1574599.734696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6648.526924 sec): 3 clusters Score: Raw -1568117.647682 + Penalty 3097.188824 = -1565020.458858 nChanged 6099 SP:Iteration 1F (6648.559586 sec): 3 clusters Score: Raw -1571526.000684 + Penalty 3097.188824 = -1568428.811860 nChanged 981 SP:Iteration 2F (6648.592172 sec): 3 clusters Score: Raw -1572156.036979 + Penalty 3097.188824 = -1569058.848155 nChanged 1059 SP:Iteration 3F (6648.625458 sec): 3 clusters Score: Raw -1572946.712949 + Penalty 3097.188824 = -1569849.524124 nChanged 1116 SP:Iteration 4F (6648.658178 sec): 3 clusters Score: Raw -1573835.701590 + Penalty 3097.188824 = -1570738.512766 nChanged 1019 SP:Iteration 5F (6648.690765 sec): 3 clusters Score: Raw -1574626.293893 + Penalty 3097.188824 = -1571529.105069 nChanged 807 SP:Iteration 6F (6648.723413 sec): 3 clusters Score: Raw -1575228.421996 + Penalty 3097.188824 = -1572131.233172 nChanged 615 SP:Iteration 7Q (6648.756531 sec): 3 clusters Score: Raw -1575617.334934 + Penalty 3097.188824 = -1572520.146110 nChanged 373 SP:Iteration 8Q (6648.801312 sec): 3 clusters Score: Raw -1575814.483340 + Penalty 3097.188824 = -1572717.294516 nChanged 223 SP:Iteration 9Q (6648.834119 sec): 3 clusters Score: Raw -1575915.757193 + Penalty 3097.188824 = -1572818.568369 nChanged 170 SP:Iteration 10Q (6648.866794 sec): 3 clusters Score: Raw -1575992.492617 + Penalty 3097.188824 = -1572895.303792 nChanged 123 SP:Iteration 11Q (6648.899524 sec): 3 clusters Score: Raw -1576050.536413 + Penalty 3097.188824 = -1572953.347588 nChanged 109 SP:Iteration 12Q (6648.931909 sec): 3 clusters Score: Raw -1576102.395867 + Penalty 3097.188824 = -1573005.207042 nChanged 107 SP:Iteration 13Q (6648.964113 sec): 3 clusters Score: Raw -1576156.733382 + Penalty 3097.188824 = -1573059.544557 nChanged 88 SP:Iteration 14Q (6648.996278 sec): 3 clusters Score: Raw -1576197.173064 + Penalty 3097.188824 = -1573099.984240 nChanged 79 SP:Iteration 15Q (6649.028225 sec): 3 clusters Score: Raw -1576238.026271 + Penalty 3097.188824 = -1573140.837447 nChanged 74 SP:Iteration 16Q (6649.060191 sec): 3 clusters Score: Raw -1576276.035528 + Penalty 3097.188824 = -1573178.846704 nChanged 68 SP:Iteration 17Q (6649.091923 sec): 3 clusters Score: Raw -1576312.256746 + Penalty 3097.188824 = -1573215.067922 nChanged 49 SP:Iteration 18Q (6649.123475 sec): 3 clusters Score: Raw -1576337.393977 + Penalty 3097.188824 = -1573240.205153 nChanged 42 SP:Iteration 19Q (6649.154787 sec): 3 clusters Score: Raw -1576357.849958 + Penalty 3097.188824 = -1573260.661134 nChanged 34 SP:Iteration 20F (6649.187331 sec): 3 clusters Score: Raw -1576375.988396 + Penalty 3097.188824 = -1573278.799572 nChanged 28 SP:Iteration 21Q (6649.218600 sec): 3 clusters Score: Raw -1576392.133727 + Penalty 3097.188824 = -1573294.944903 nChanged 18 SP:Iteration 22Q (6649.249674 sec): 3 clusters Score: Raw -1576401.721394 + Penalty 3097.188824 = -1573304.532570 nChanged 15 SP:Iteration 23Q (6649.280414 sec): 3 clusters Score: Raw -1576408.781093 + Penalty 3097.188824 = -1573311.592269 nChanged 20 SP:Iteration 24Q (6649.311459 sec): 3 clusters Score: Raw -1576418.802055 + Penalty 3097.188824 = -1573321.613231 nChanged 13 SP:Iteration 25Q (6649.342007 sec): 3 clusters Score: Raw -1576425.211958 + Penalty 3097.188824 = -1573328.023134 nChanged 18 SP:Iteration 26Q (6649.372615 sec): 3 clusters Score: Raw -1576437.408005 + Penalty 3097.188824 = -1573340.219181 nChanged 18 SP:Iteration 27Q (6649.403002 sec): 3 clusters Score: Raw -1576445.755555 + Penalty 3097.188824 = -1573348.566730 nChanged 8 SP:Iteration 28Q (6649.433406 sec): 3 clusters Score: Raw -1576448.967182 + Penalty 3097.188824 = -1573351.778358 nChanged 3 SP:Iteration 29Q (6649.464487 sec): 3 clusters Score: Raw -1576450.873492 + Penalty 3097.188824 = -1573353.684667 nChanged 3 SP:Iteration 30Q (6649.494738 sec): 3 clusters Score: Raw -1576452.142793 + Penalty 3097.188824 = -1573354.953969 nChanged 5 SP:Iteration 31Q (6649.546839 sec): 3 clusters Score: Raw -1576454.700154 + Penalty 3097.188824 = -1573357.511329 nChanged 7 SP:Iteration 32Q (6649.586443 sec): 3 clusters Score: Raw -1576458.075802 + Penalty 3097.188824 = -1573360.886977 nChanged 2 SP:Iteration 33Q (6649.617398 sec): 3 clusters Score: Raw -1576458.858425 + Penalty 3097.188824 = -1573361.669601 nChanged 3 SP:Iteration 34Q (6649.647737 sec): 3 clusters Score: Raw -1576459.831843 + Penalty 3097.188824 = -1573362.643019 nChanged 4 SP:Iteration 35Q (6649.677901 sec): 3 clusters Score: Raw -1576460.678670 + Penalty 3097.188824 = -1573363.489846 nChanged 1 SP:Iteration 36Q (6649.708086 sec): 3 clusters Score: Raw -1576460.931673 + Penalty 3097.188824 = -1573363.742848 nChanged 0 SP:Iteration 37F (6649.740609 sec): 3 clusters Score: Raw -1576460.931673 + Penalty 3097.188824 = -1573363.742848 nChanged 0 Trying to split cluster 8 (18863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6649.773885 sec): 2 clusters Score: Raw -2145068.492033 + Penalty 1599.805612 = -2143468.686422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6649.816322 sec): 3 clusters Score: Raw -2133629.873576 + Penalty 3199.611223 = -2130430.262352 nChanged 8619 SP:Iteration 1F (6649.856731 sec): 3 clusters Score: Raw -2138460.428136 + Penalty 3199.611223 = -2135260.816913 nChanged 1153 SP:Iteration 2F (6649.896520 sec): 3 clusters Score: Raw -2139097.800364 + Penalty 3199.611223 = -2135898.189141 nChanged 1132 SP:Iteration 3F (6649.938551 sec): 3 clusters Score: Raw -2139851.803635 + Penalty 3199.611223 = -2136652.192412 nChanged 1159 SP:Iteration 4F (6649.978545 sec): 3 clusters Score: Raw -2140619.739991 + Penalty 3199.611223 = -2137420.128767 nChanged 1109 SP:Iteration 5F (6650.018498 sec): 3 clusters Score: Raw -2141338.705598 + Penalty 3199.611223 = -2138139.094374 nChanged 978 SP:Iteration 6F (6650.058520 sec): 3 clusters Score: Raw -2141934.690636 + Penalty 3199.611223 = -2138735.079413 nChanged 895 SP:Iteration 7Q (6650.098489 sec): 3 clusters Score: Raw -2142471.033935 + Penalty 3199.611223 = -2139271.422712 nChanged 841 SP:Iteration 8Q (6650.144740 sec): 3 clusters Score: Raw -2142896.040843 + Penalty 3199.611223 = -2139696.429620 nChanged 697 SP:Iteration 9Q (6650.183918 sec): 3 clusters Score: Raw -2143212.034374 + Penalty 3199.611223 = -2140012.423150 nChanged 504 SP:Iteration 10Q (6650.223052 sec): 3 clusters Score: Raw -2143385.724521 + Penalty 3199.611223 = -2140186.113298 nChanged 369 SP:Iteration 11Q (6650.261866 sec): 3 clusters Score: Raw -2143502.312853 + Penalty 3199.611223 = -2140302.701630 nChanged 322 SP:Iteration 12Q (6650.301093 sec): 3 clusters Score: Raw -2143593.135685 + Penalty 3199.611223 = -2140393.524462 nChanged 255 SP:Iteration 13Q (6650.339823 sec): 3 clusters Score: Raw -2143658.708044 + Penalty 3199.611223 = -2140459.096821 nChanged 214 SP:Iteration 14Q (6650.378754 sec): 3 clusters Score: Raw -2143699.876849 + Penalty 3199.611223 = -2140500.265626 nChanged 167 SP:Iteration 15Q (6650.417935 sec): 3 clusters Score: Raw -2143726.144191 + Penalty 3199.611223 = -2140526.532968 nChanged 141 SP:Iteration 16Q (6650.463211 sec): 3 clusters Score: Raw -2143751.083550 + Penalty 3199.611223 = -2140551.472326 nChanged 132 SP:Iteration 17Q (6650.501506 sec): 3 clusters Score: Raw -2143776.836090 + Penalty 3199.611223 = -2140577.224867 nChanged 123 SP:Iteration 18Q (6650.540064 sec): 3 clusters Score: Raw -2143796.265414 + Penalty 3199.611223 = -2140596.654191 nChanged 118 SP:Iteration 19Q (6650.578543 sec): 3 clusters Score: Raw -2143814.425673 + Penalty 3199.611223 = -2140614.814450 nChanged 94 SP:Iteration 20F (6650.618326 sec): 3 clusters Score: Raw -2143829.627888 + Penalty 3199.611223 = -2140630.016665 nChanged 87 SP:Iteration 21Q (6650.657028 sec): 3 clusters Score: Raw -2143841.265770 + Penalty 3199.611223 = -2140641.654546 nChanged 86 SP:Iteration 22Q (6650.695934 sec): 3 clusters Score: Raw -2143851.292086 + Penalty 3199.611223 = -2140651.680863 nChanged 73 SP:Iteration 23Q (6650.734681 sec): 3 clusters Score: Raw -2143860.859273 + Penalty 3199.611223 = -2140661.248050 nChanged 65 SP:Iteration 24Q (6650.772207 sec): 3 clusters Score: Raw -2143869.468117 + Penalty 3199.611223 = -2140669.856894 nChanged 71 SP:Iteration 25Q (6650.846107 sec): 3 clusters Score: Raw -2143879.421961 + Penalty 3199.611223 = -2140679.810738 nChanged 77 SP:Iteration 26Q (6650.884706 sec): 3 clusters Score: Raw -2143889.370128 + Penalty 3199.611223 = -2140689.758905 nChanged 77 SP:Iteration 27Q (6650.923133 sec): 3 clusters Score: Raw -2143898.453296 + Penalty 3199.611223 = -2140698.842073 nChanged 66 SP:Iteration 28Q (6650.961548 sec): 3 clusters Score: Raw -2143907.016488 + Penalty 3199.611223 = -2140707.405265 nChanged 66 SP:Iteration 29Q (6651.000175 sec): 3 clusters Score: Raw -2143915.016588 + Penalty 3199.611223 = -2140715.405365 nChanged 65 SP:Iteration 30Q (6651.038451 sec): 3 clusters Score: Raw -2143922.794841 + Penalty 3199.611223 = -2140723.183618 nChanged 66 SP:Iteration 31Q (6651.076868 sec): 3 clusters Score: Raw -2143930.752993 + Penalty 3199.611223 = -2140731.141770 nChanged 57 SP:Iteration 32Q (6651.115142 sec): 3 clusters Score: Raw -2143938.533083 + Penalty 3199.611223 = -2140738.921860 nChanged 65 SP:Iteration 33Q (6651.153341 sec): 3 clusters Score: Raw -2143947.037882 + Penalty 3199.611223 = -2140747.426659 nChanged 67 SP:Iteration 34Q (6651.191916 sec): 3 clusters Score: Raw -2143955.993826 + Penalty 3199.611223 = -2140756.382602 nChanged 68 SP:Iteration 35Q (6651.230338 sec): 3 clusters Score: Raw -2143964.144194 + Penalty 3199.611223 = -2140764.532971 nChanged 67 SP:Iteration 36Q (6651.268534 sec): 3 clusters Score: Raw -2143972.260975 + Penalty 3199.611223 = -2140772.649752 nChanged 67 SP:Iteration 37Q (6651.342594 sec): 3 clusters Score: Raw -2143981.809802 + Penalty 3199.611223 = -2140782.198578 nChanged 74 SP:Iteration 38Q (6651.404620 sec): 3 clusters Score: Raw -2143992.092846 + Penalty 3199.611223 = -2140792.481623 nChanged 82 SP:Iteration 39Q (6651.465781 sec): 3 clusters Score: Raw -2144002.049899 + Penalty 3199.611223 = -2140802.438676 nChanged 68 SP:Iteration 40F (6651.505569 sec): 3 clusters Score: Raw -2144010.383857 + Penalty 3199.611223 = -2140810.772633 nChanged 51 SP:Iteration 41Q (6651.544043 sec): 3 clusters Score: Raw -2144015.227597 + Penalty 3199.611223 = -2140815.616374 nChanged 41 SP:Iteration 42Q (6651.582847 sec): 3 clusters Score: Raw -2144019.472584 + Penalty 3199.611223 = -2140819.861360 nChanged 38 SP:Iteration 43Q (6651.621204 sec): 3 clusters Score: Raw -2144022.333372 + Penalty 3199.611223 = -2140822.722148 nChanged 31 SP:Iteration 44Q (6651.659790 sec): 3 clusters Score: Raw -2144024.685989 + Penalty 3199.611223 = -2140825.074766 nChanged 23 SP:Iteration 45Q (6651.697889 sec): 3 clusters Score: Raw -2144026.388193 + Penalty 3199.611223 = -2140826.776969 nChanged 25 SP:Iteration 46Q (6651.736281 sec): 3 clusters Score: Raw -2144028.398785 + Penalty 3199.611223 = -2140828.787562 nChanged 21 SP:Iteration 47Q (6651.774464 sec): 3 clusters Score: Raw -2144030.243719 + Penalty 3199.611223 = -2140830.632496 nChanged 23 SP:Iteration 48Q (6651.812502 sec): 3 clusters Score: Raw -2144032.198295 + Penalty 3199.611223 = -2140832.587071 nChanged 30 SP:Iteration 49Q (6651.850620 sec): 3 clusters Score: Raw -2144034.870846 + Penalty 3199.611223 = -2140835.259623 nChanged 27 SP:Iteration 50Q (6651.895086 sec): 3 clusters Score: Raw -2144037.235427 + Penalty 3199.611223 = -2140837.624203 nChanged 32 SP:Iteration 51Q (6651.933090 sec): 3 clusters Score: Raw -2144040.116053 + Penalty 3199.611223 = -2140840.504829 nChanged 31 SP:Iteration 52Q (6651.971310 sec): 3 clusters Score: Raw -2144042.504003 + Penalty 3199.611223 = -2140842.892780 nChanged 31 SP:Iteration 53Q (6652.009385 sec): 3 clusters Score: Raw -2144044.882925 + Penalty 3199.611223 = -2140845.271702 nChanged 20 SP:Iteration 54Q (6652.047508 sec): 3 clusters Score: Raw -2144046.215660 + Penalty 3199.611223 = -2140846.604436 nChanged 26 SP:Iteration 55Q (6652.085784 sec): 3 clusters Score: Raw -2144048.322997 + Penalty 3199.611223 = -2140848.711773 nChanged 23 SP:Iteration 56Q (6652.123828 sec): 3 clusters Score: Raw -2144049.838157 + Penalty 3199.611223 = -2140850.226934 nChanged 31 SP:Iteration 57Q (6652.161774 sec): 3 clusters Score: Raw -2144052.076251 + Penalty 3199.611223 = -2140852.465028 nChanged 28 SP:Iteration 58Q (6652.200236 sec): 3 clusters Score: Raw -2144054.033854 + Penalty 3199.611223 = -2140854.422630 nChanged 28 SP:Iteration 59Q (6652.238233 sec): 3 clusters Score: Raw -2144056.090333 + Penalty 3199.611223 = -2140856.479110 nChanged 19 SP:Iteration 60F (6652.278374 sec): 3 clusters Score: Raw -2144057.185290 + Penalty 3199.611223 = -2140857.574067 nChanged 22 SP:Iteration 61Q (6652.316333 sec): 3 clusters Score: Raw -2144058.569105 + Penalty 3199.611223 = -2140858.957881 nChanged 10 SP:Iteration 62Q (6652.354207 sec): 3 clusters Score: Raw -2144059.138468 + Penalty 3199.611223 = -2140859.527245 nChanged 15 SP:Iteration 63Q (6652.392489 sec): 3 clusters Score: Raw -2144059.963196 + Penalty 3199.611223 = -2140860.351972 nChanged 12 SP:Iteration 64Q (6652.430348 sec): 3 clusters Score: Raw -2144060.704230 + Penalty 3199.611223 = -2140861.093007 nChanged 10 SP:Iteration 65Q (6652.468218 sec): 3 clusters Score: Raw -2144061.284439 + Penalty 3199.611223 = -2140861.673215 nChanged 9 SP:Iteration 66Q (6652.506199 sec): 3 clusters Score: Raw -2144061.706201 + Penalty 3199.611223 = -2140862.094977 nChanged 6 SP:Iteration 67Q (6652.544082 sec): 3 clusters Score: Raw -2144062.057528 + Penalty 3199.611223 = -2140862.446305 nChanged 6 SP:Iteration 68Q (6652.582196 sec): 3 clusters Score: Raw -2144062.323723 + Penalty 3199.611223 = -2140862.712499 nChanged 5 SP:Iteration 69Q (6652.620064 sec): 3 clusters Score: Raw -2144062.490103 + Penalty 3199.611223 = -2140862.878880 nChanged 5 SP:Iteration 70Q (6652.658201 sec): 3 clusters Score: Raw -2144062.813342 + Penalty 3199.611223 = -2140863.202119 nChanged 6 SP:Iteration 71Q (6652.702488 sec): 3 clusters Score: Raw -2144063.123557 + Penalty 3199.611223 = -2140863.512333 nChanged 4 SP:Iteration 72Q (6652.740225 sec): 3 clusters Score: Raw -2144063.337249 + Penalty 3199.611223 = -2140863.726025 nChanged 4 SP:Iteration 73Q (6652.814409 sec): 3 clusters Score: Raw -2144063.559540 + Penalty 3199.611223 = -2140863.948317 nChanged 5 SP:Iteration 74Q (6652.859743 sec): 3 clusters Score: Raw -2144063.884114 + Penalty 3199.611223 = -2140864.272890 nChanged 7 SP:Iteration 75Q (6652.897628 sec): 3 clusters Score: Raw -2144064.331807 + Penalty 3199.611223 = -2140864.720583 nChanged 10 SP:Iteration 76Q (6652.935455 sec): 3 clusters Score: Raw -2144065.033159 + Penalty 3199.611223 = -2140865.421935 nChanged 11 SP:Iteration 77Q (6652.973533 sec): 3 clusters Score: Raw -2144065.772216 + Penalty 3199.611223 = -2140866.160993 nChanged 12 SP:Iteration 78Q (6653.011487 sec): 3 clusters Score: Raw -2144066.426577 + Penalty 3199.611223 = -2140866.815354 nChanged 7 SP:Iteration 79Q (6653.049559 sec): 3 clusters Score: Raw -2144066.849068 + Penalty 3199.611223 = -2140867.237845 nChanged 8 SP:Iteration 80F (6653.089378 sec): 3 clusters Score: Raw -2144067.126345 + Penalty 3199.611223 = -2140867.515122 nChanged 5 SP:Iteration 81Q (6653.127286 sec): 3 clusters Score: Raw -2144067.512372 + Penalty 3199.611223 = -2140867.901149 nChanged 9 SP:Iteration 82Q (6653.165250 sec): 3 clusters Score: Raw -2144068.091043 + Penalty 3199.611223 = -2140868.479820 nChanged 9 SP:Iteration 83Q (6653.203298 sec): 3 clusters Score: Raw -2144068.473663 + Penalty 3199.611223 = -2140868.862440 nChanged 5 SP:Iteration 84Q (6653.240895 sec): 3 clusters Score: Raw -2144068.716350 + Penalty 3199.611223 = -2140869.105127 nChanged 2 SP:Iteration 85Q (6653.279339 sec): 3 clusters Score: Raw -2144068.777916 + Penalty 3199.611223 = -2140869.166692 nChanged 2 SP:Iteration 86Q (6653.318075 sec): 3 clusters Score: Raw -2144068.887679 + Penalty 3199.611223 = -2140869.276455 nChanged 3 SP:Iteration 87Q (6653.355824 sec): 3 clusters Score: Raw -2144068.980672 + Penalty 3199.611223 = -2140869.369449 nChanged 3 SP:Iteration 88Q (6653.417759 sec): 3 clusters Score: Raw -2144069.119111 + Penalty 3199.611223 = -2140869.507887 nChanged 7 SP:Iteration 89Q (6653.455156 sec): 3 clusters Score: Raw -2144069.460988 + Penalty 3199.611223 = -2140869.849764 nChanged 5 SP:Iteration 90Q (6653.493659 sec): 3 clusters Score: Raw -2144069.655673 + Penalty 3199.611223 = -2140870.044450 nChanged 2 SP:Iteration 91Q (6653.531512 sec): 3 clusters Score: Raw -2144069.748112 + Penalty 3199.611223 = -2140870.136889 nChanged 4 SP:Iteration 92Q (6653.569530 sec): 3 clusters Score: Raw -2144069.951217 + Penalty 3199.611223 = -2140870.339993 nChanged 8 SP:Iteration 93Q (6653.607253 sec): 3 clusters Score: Raw -2144070.471040 + Penalty 3199.611223 = -2140870.859817 nChanged 6 SP:Iteration 94Q (6653.645778 sec): 3 clusters Score: Raw -2144070.805029 + Penalty 3199.611223 = -2140871.193805 nChanged 5 SP:Iteration 95Q (6653.684178 sec): 3 clusters Score: Raw -2144071.100746 + Penalty 3199.611223 = -2140871.489523 nChanged 5 SP:Iteration 96Q (6653.722092 sec): 3 clusters Score: Raw -2144071.305462 + Penalty 3199.611223 = -2140871.694239 nChanged 2 SP:Iteration 97Q (6653.759870 sec): 3 clusters Score: Raw -2144071.377435 + Penalty 3199.611223 = -2140871.766212 nChanged 3 SP:Iteration 98Q (6653.798022 sec): 3 clusters Score: Raw -2144071.488239 + Penalty 3199.611223 = -2140871.877016 nChanged 3 SP:Iteration 99Q (6653.835763 sec): 3 clusters Score: Raw -2144071.649650 + Penalty 3199.611223 = -2140872.038426 nChanged 4 SP:Iteration 100F (6653.875867 sec): 3 clusters Score: Raw -2144071.875275 + Penalty 3199.611223 = -2140872.264052 nChanged 6 SP:Iteration 101Q (6653.915574 sec): 3 clusters Score: Raw -2144072.185487 + Penalty 3199.611223 = -2140872.574263 nChanged 5 SP:Iteration 102Q (6653.953466 sec): 3 clusters Score: Raw -2144072.430558 + Penalty 3199.611223 = -2140872.819335 nChanged 6 SP:Iteration 103Q (6653.991417 sec): 3 clusters Score: Raw -2144072.853666 + Penalty 3199.611223 = -2140873.242443 nChanged 7 SP:Iteration 104Q (6654.029396 sec): 3 clusters Score: Raw -2144073.343283 + Penalty 3199.611223 = -2140873.732060 nChanged 7 SP:Iteration 105Q (6654.067204 sec): 3 clusters Score: Raw -2144073.757032 + Penalty 3199.611223 = -2140874.145809 nChanged 8 SP:Iteration 106Q (6654.105026 sec): 3 clusters Score: Raw -2144074.260976 + Penalty 3199.611223 = -2140874.649753 nChanged 5 SP:Iteration 107Q (6654.142828 sec): 3 clusters Score: Raw -2144074.414919 + Penalty 3199.611223 = -2140874.803696 nChanged 3 SP:Iteration 108Q (6654.180623 sec): 3 clusters Score: Raw -2144074.556715 + Penalty 3199.611223 = -2140874.945492 nChanged 1 SP:Iteration 109Q (6654.218269 sec): 3 clusters Score: Raw -2144074.579570 + Penalty 3199.611223 = -2140874.968346 nChanged 0 SP:Iteration 110F (6654.258223 sec): 3 clusters Score: Raw -2144074.579570 + Penalty 3199.611223 = -2140874.968346 nChanged 0 Trying to split cluster 9 (26099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6654.301719 sec): 2 clusters Score: Raw -2970729.134976 + Penalty 1652.568495 = -2969076.566481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6654.355285 sec): 3 clusters Score: Raw -2954684.467439 + Penalty 3305.136990 = -2951379.330448 nChanged 12014 SP:Iteration 1F (6654.419570 sec): 3 clusters Score: Raw -2961532.815493 + Penalty 3305.136990 = -2958227.678502 nChanged 1362 SP:Iteration 2F (6654.493725 sec): 3 clusters Score: Raw -2962119.439922 + Penalty 3305.136990 = -2958814.302931 nChanged 1388 SP:Iteration 3F (6654.543615 sec): 3 clusters Score: Raw -2962770.612087 + Penalty 3305.136990 = -2959465.475096 nChanged 1464 SP:Iteration 4F (6654.593891 sec): 3 clusters Score: Raw -2963594.158725 + Penalty 3305.136990 = -2960289.021735 nChanged 1510 SP:Iteration 5F (6654.644688 sec): 3 clusters Score: Raw -2964512.218438 + Penalty 3305.136990 = -2961207.081448 nChanged 1490 SP:Iteration 6F (6654.696081 sec): 3 clusters Score: Raw -2965431.936826 + Penalty 3305.136990 = -2962126.799836 nChanged 1367 SP:Iteration 7F (6654.746413 sec): 3 clusters Score: Raw -2966335.982128 + Penalty 3305.136990 = -2963030.845137 nChanged 1259 SP:Iteration 8Q (6654.797646 sec): 3 clusters Score: Raw -2967199.981264 + Penalty 3305.136990 = -2963894.844273 nChanged 1134 SP:Iteration 9Q (6654.847873 sec): 3 clusters Score: Raw -2967979.449551 + Penalty 3305.136990 = -2964674.312560 nChanged 875 SP:Iteration 10Q (6654.897594 sec): 3 clusters Score: Raw -2968581.355131 + Penalty 3305.136990 = -2965276.218140 nChanged 678 SP:Iteration 11Q (6654.967714 sec): 3 clusters Score: Raw -2969049.640741 + Penalty 3305.136990 = -2965744.503750 nChanged 580 SP:Iteration 12Q (6655.015772 sec): 3 clusters Score: Raw -2969517.010814 + Penalty 3305.136990 = -2966211.873823 nChanged 503 SP:Iteration 13Q (6655.062636 sec): 3 clusters Score: Raw -2969949.702977 + Penalty 3305.136990 = -2966644.565987 nChanged 478 SP:Iteration 14Q (6655.109218 sec): 3 clusters Score: Raw -2970362.660751 + Penalty 3305.136990 = -2967057.523761 nChanged 427 SP:Iteration 15Q (6655.154888 sec): 3 clusters Score: Raw -2970668.851157 + Penalty 3305.136990 = -2967363.714166 nChanged 324 SP:Iteration 16Q (6655.200005 sec): 3 clusters Score: Raw -2970840.902605 + Penalty 3305.136990 = -2967535.765614 nChanged 257 SP:Iteration 17Q (6655.245108 sec): 3 clusters Score: Raw -2970958.872661 + Penalty 3305.136990 = -2967653.735671 nChanged 193 SP:Iteration 18Q (6655.289275 sec): 3 clusters Score: Raw -2971032.461253 + Penalty 3305.136990 = -2967727.324263 nChanged 169 SP:Iteration 19Q (6655.333537 sec): 3 clusters Score: Raw -2971088.629077 + Penalty 3305.136990 = -2967783.492087 nChanged 149 SP:Iteration 20F (6655.383839 sec): 3 clusters Score: Raw -2971129.539127 + Penalty 3305.136990 = -2967824.402137 nChanged 116 SP:Iteration 21Q (6655.428278 sec): 3 clusters Score: Raw -2971158.548914 + Penalty 3305.136990 = -2967853.411923 nChanged 111 SP:Iteration 22Q (6655.472568 sec): 3 clusters Score: Raw -2971183.608254 + Penalty 3305.136990 = -2967878.471263 nChanged 88 SP:Iteration 23Q (6655.516769 sec): 3 clusters Score: Raw -2971203.071614 + Penalty 3305.136990 = -2967897.934623 nChanged 70 SP:Iteration 24Q (6655.560940 sec): 3 clusters Score: Raw -2971216.496698 + Penalty 3305.136990 = -2967911.359707 nChanged 55 SP:Iteration 25Q (6655.604988 sec): 3 clusters Score: Raw -2971226.273054 + Penalty 3305.136990 = -2967921.136063 nChanged 47 SP:Iteration 26Q (6655.648946 sec): 3 clusters Score: Raw -2971234.971111 + Penalty 3305.136990 = -2967929.834120 nChanged 41 SP:Iteration 27Q (6655.693394 sec): 3 clusters Score: Raw -2971240.445533 + Penalty 3305.136990 = -2967935.308542 nChanged 35 SP:Iteration 28Q (6655.737379 sec): 3 clusters Score: Raw -2971245.350023 + Penalty 3305.136990 = -2967940.213032 nChanged 38 SP:Iteration 29Q (6655.781271 sec): 3 clusters Score: Raw -2971250.408911 + Penalty 3305.136990 = -2967945.271920 nChanged 38 SP:Iteration 30Q (6655.825242 sec): 3 clusters Score: Raw -2971255.579643 + Penalty 3305.136990 = -2967950.442653 nChanged 32 SP:Iteration 31Q (6655.869371 sec): 3 clusters Score: Raw -2971259.916410 + Penalty 3305.136990 = -2967954.779419 nChanged 22 SP:Iteration 32Q (6655.913030 sec): 3 clusters Score: Raw -2971263.411833 + Penalty 3305.136990 = -2967958.274842 nChanged 23 SP:Iteration 33Q (6655.963146 sec): 3 clusters Score: Raw -2971266.615446 + Penalty 3305.136990 = -2967961.478455 nChanged 23 SP:Iteration 34Q (6656.004487 sec): 3 clusters Score: Raw -2971270.368277 + Penalty 3305.136990 = -2967965.231286 nChanged 26 SP:Iteration 35Q (6656.048567 sec): 3 clusters Score: Raw -2971273.599327 + Penalty 3305.136990 = -2967968.462336 nChanged 26 SP:Iteration 36Q (6656.092042 sec): 3 clusters Score: Raw -2971277.569472 + Penalty 3305.136990 = -2967972.432482 nChanged 32 SP:Iteration 37Q (6656.136277 sec): 3 clusters Score: Raw -2971281.661006 + Penalty 3305.136990 = -2967976.524016 nChanged 27 SP:Iteration 38Q (6656.180071 sec): 3 clusters Score: Raw -2971285.714787 + Penalty 3305.136990 = -2967980.577797 nChanged 23 SP:Iteration 39Q (6656.223721 sec): 3 clusters Score: Raw -2971288.784489 + Penalty 3305.136990 = -2967983.647499 nChanged 17 SP:Iteration 40F (6656.273903 sec): 3 clusters Score: Raw -2971290.856661 + Penalty 3305.136990 = -2967985.719671 nChanged 15 SP:Iteration 41Q (6656.317856 sec): 3 clusters Score: Raw -2971292.536513 + Penalty 3305.136990 = -2967987.399523 nChanged 10 SP:Iteration 42Q (6656.361796 sec): 3 clusters Score: Raw -2971294.252678 + Penalty 3305.136990 = -2967989.115688 nChanged 18 SP:Iteration 43Q (6656.405835 sec): 3 clusters Score: Raw -2971296.950626 + Penalty 3305.136990 = -2967991.813635 nChanged 20 SP:Iteration 44Q (6656.449582 sec): 3 clusters Score: Raw -2971299.844239 + Penalty 3305.136990 = -2967994.707248 nChanged 21 SP:Iteration 45Q (6656.493177 sec): 3 clusters Score: Raw -2971303.405428 + Penalty 3305.136990 = -2967998.268438 nChanged 14 SP:Iteration 46Q (6656.537062 sec): 3 clusters Score: Raw -2971305.838290 + Penalty 3305.136990 = -2968000.701300 nChanged 17 SP:Iteration 47Q (6656.580567 sec): 3 clusters Score: Raw -2971309.072775 + Penalty 3305.136990 = -2968003.935785 nChanged 23 SP:Iteration 48Q (6656.624263 sec): 3 clusters Score: Raw -2971312.384665 + Penalty 3305.136990 = -2968007.247674 nChanged 22 SP:Iteration 49Q (6656.667954 sec): 3 clusters Score: Raw -2971314.737785 + Penalty 3305.136990 = -2968009.600795 nChanged 22 SP:Iteration 50Q (6656.711588 sec): 3 clusters Score: Raw -2971318.015374 + Penalty 3305.136990 = -2968012.878383 nChanged 27 SP:Iteration 51Q (6656.755093 sec): 3 clusters Score: Raw -2971322.576470 + Penalty 3305.136990 = -2968017.439480 nChanged 22 SP:Iteration 52Q (6656.798802 sec): 3 clusters Score: Raw -2971325.754364 + Penalty 3305.136990 = -2968020.617374 nChanged 22 SP:Iteration 53Q (6656.842330 sec): 3 clusters Score: Raw -2971329.278768 + Penalty 3305.136990 = -2968024.141778 nChanged 25 SP:Iteration 54Q (6656.885840 sec): 3 clusters Score: Raw -2971332.522711 + Penalty 3305.136990 = -2968027.385721 nChanged 21 SP:Iteration 55Q (6656.929242 sec): 3 clusters Score: Raw -2971335.800247 + Penalty 3305.136990 = -2968030.663257 nChanged 20 SP:Iteration 56Q (6656.972805 sec): 3 clusters Score: Raw -2971339.733400 + Penalty 3305.136990 = -2968034.596409 nChanged 23 SP:Iteration 57Q (6657.016317 sec): 3 clusters Score: Raw -2971342.651163 + Penalty 3305.136990 = -2968037.514172 nChanged 16 SP:Iteration 58Q (6657.059685 sec): 3 clusters Score: Raw -2971344.955760 + Penalty 3305.136990 = -2968039.818770 nChanged 15 SP:Iteration 59Q (6657.103083 sec): 3 clusters Score: Raw -2971346.590203 + Penalty 3305.136990 = -2968041.453212 nChanged 14 SP:Iteration 60F (6657.153457 sec): 3 clusters Score: Raw -2971349.164270 + Penalty 3305.136990 = -2968044.027280 nChanged 19 SP:Iteration 61Q (6657.197069 sec): 3 clusters Score: Raw -2971351.694350 + Penalty 3305.136990 = -2968046.557360 nChanged 15 SP:Iteration 62Q (6657.240773 sec): 3 clusters Score: Raw -2971353.549084 + Penalty 3305.136990 = -2968048.412093 nChanged 14 SP:Iteration 63Q (6657.284120 sec): 3 clusters Score: Raw -2971355.097928 + Penalty 3305.136990 = -2968049.960938 nChanged 16 SP:Iteration 64Q (6657.327713 sec): 3 clusters Score: Raw -2971357.358314 + Penalty 3305.136990 = -2968052.221324 nChanged 14 SP:Iteration 65Q (6657.371173 sec): 3 clusters Score: Raw -2971358.819255 + Penalty 3305.136990 = -2968053.682264 nChanged 7 SP:Iteration 66Q (6657.414442 sec): 3 clusters Score: Raw -2971359.456306 + Penalty 3305.136990 = -2968054.319315 nChanged 6 SP:Iteration 67Q (6657.458550 sec): 3 clusters Score: Raw -2971359.924180 + Penalty 3305.136990 = -2968054.787190 nChanged 4 SP:Iteration 68Q (6657.502075 sec): 3 clusters Score: Raw -2971360.226514 + Penalty 3305.136990 = -2968055.089524 nChanged 5 SP:Iteration 69Q (6657.545415 sec): 3 clusters Score: Raw -2971360.679145 + Penalty 3305.136990 = -2968055.542154 nChanged 2 SP:Iteration 70Q (6657.588534 sec): 3 clusters Score: Raw -2971360.901335 + Penalty 3305.136990 = -2968055.764345 nChanged 1 SP:Iteration 71Q (6657.631959 sec): 3 clusters Score: Raw -2971361.018366 + Penalty 3305.136990 = -2968055.881376 nChanged 1 SP:Iteration 72Q (6657.675548 sec): 3 clusters Score: Raw -2971361.128524 + Penalty 3305.136990 = -2968055.991534 nChanged 3 SP:Iteration 73Q (6657.719008 sec): 3 clusters Score: Raw -2971361.373916 + Penalty 3305.136990 = -2968056.236926 nChanged 2 SP:Iteration 74Q (6657.762425 sec): 3 clusters Score: Raw -2971361.516271 + Penalty 3305.136990 = -2968056.379280 nChanged 3 SP:Iteration 75Q (6657.805806 sec): 3 clusters Score: Raw -2971361.646041 + Penalty 3305.136990 = -2968056.509050 nChanged 1 SP:Iteration 76Q (6657.849227 sec): 3 clusters Score: Raw -2971361.681839 + Penalty 3305.136990 = -2968056.544848 nChanged 1 SP:Iteration 77Q (6657.892699 sec): 3 clusters Score: Raw -2971361.718680 + Penalty 3305.136990 = -2968056.581690 nChanged 0 SP:Iteration 78F (6657.942965 sec): 3 clusters Score: Raw -2971361.718680 + Penalty 3305.136990 = -2968056.581690 nChanged 0 Trying to split cluster 10 (43703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6658.003316 sec): 2 clusters Score: Raw -4829386.721411 + Penalty 1736.340455 = -4827650.380956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6658.086132 sec): 3 clusters Score: Raw -4801775.842211 + Penalty 3472.680909 = -4798303.161302 nChanged 20545 SP:Iteration 1F (6658.162210 sec): 3 clusters Score: Raw -4813526.177712 + Penalty 3472.680909 = -4810053.496803 nChanged 1658 SP:Iteration 2Q (6658.241602 sec): 3 clusters Score: Raw -4813993.852601 + Penalty 3472.680909 = -4810521.171691 nChanged 1657 SP:Iteration 3Q (6658.320649 sec): 3 clusters Score: Raw -4814546.219637 + Penalty 3472.680909 = -4811073.538728 nChanged 1809 SP:Iteration 4Q (6658.399393 sec): 3 clusters Score: Raw -4815305.612030 + Penalty 3472.680909 = -4811832.931121 nChanged 2123 SP:Iteration 5Q (6658.478146 sec): 3 clusters Score: Raw -4816389.319220 + Penalty 3472.680909 = -4812916.638310 nChanged 2654 SP:Iteration 6F (6658.553247 sec): 3 clusters Score: Raw -4818047.543465 + Penalty 3472.680909 = -4814574.862556 nChanged 3203 SP:Iteration 7F (6658.628566 sec): 3 clusters Score: Raw -4820504.206182 + Penalty 3472.680909 = -4817031.525273 nChanged 3496 SP:Iteration 8F (6658.704180 sec): 3 clusters Score: Raw -4823562.197357 + Penalty 3472.680909 = -4820089.516448 nChanged 3024 SP:Iteration 9F (6658.779032 sec): 3 clusters Score: Raw -4826340.039676 + Penalty 3472.680909 = -4822867.358766 nChanged 1941 SP:Iteration 10Q (6658.852280 sec): 3 clusters Score: Raw -4828092.798478 + Penalty 3472.680909 = -4824620.117568 nChanged 955 SP:Iteration 11Q (6658.920203 sec): 3 clusters Score: Raw -4828913.526861 + Penalty 3472.680909 = -4825440.845952 nChanged 388 SP:Iteration 12Q (6658.984371 sec): 3 clusters Score: Raw -4829250.954170 + Penalty 3472.680909 = -4825778.273260 nChanged 146 SP:Iteration 13Q (6659.046710 sec): 3 clusters Score: Raw -4829397.810950 + Penalty 3472.680909 = -4825925.130041 nChanged 69 SP:Iteration 14Q (6659.107846 sec): 3 clusters Score: Raw -4829474.634212 + Penalty 3472.680909 = -4826001.953303 nChanged 33 SP:Iteration 15Q (6659.168799 sec): 3 clusters Score: Raw -4829514.930323 + Penalty 3472.680909 = -4826042.249414 nChanged 23 SP:Iteration 16Q (6659.229496 sec): 3 clusters Score: Raw -4829545.028287 + Penalty 3472.680909 = -4826072.347378 nChanged 10 SP:Iteration 17Q (6659.289992 sec): 3 clusters Score: Raw -4829556.890566 + Penalty 3472.680909 = -4826084.209657 nChanged 9 SP:Iteration 18Q (6659.350656 sec): 3 clusters Score: Raw -4829568.134168 + Penalty 3472.680909 = -4826095.453258 nChanged 3 SP:Iteration 19Q (6659.411328 sec): 3 clusters Score: Raw -4829573.653244 + Penalty 3472.680909 = -4826100.972334 nChanged 6 SP:Iteration 20F (6659.484988 sec): 3 clusters Score: Raw -4829579.182988 + Penalty 3472.680909 = -4826106.502079 nChanged 5 SP:Iteration 21Q (6659.546380 sec): 3 clusters Score: Raw -4829585.301438 + Penalty 3472.680909 = -4826112.620529 nChanged 6 SP:Iteration 22Q (6659.606736 sec): 3 clusters Score: Raw -4829591.988197 + Penalty 3472.680909 = -4826119.307288 nChanged 4 SP:Iteration 23Q (6659.667255 sec): 3 clusters Score: Raw -4829595.966223 + Penalty 3472.680909 = -4826123.285314 nChanged 3 SP:Iteration 24Q (6659.727707 sec): 3 clusters Score: Raw -4829598.920822 + Penalty 3472.680909 = -4826126.239912 nChanged 1 SP:Iteration 25Q (6659.788347 sec): 3 clusters Score: Raw -4829599.611898 + Penalty 3472.680909 = -4826126.930989 nChanged 0 SP:Iteration 26F (6659.862135 sec): 3 clusters Score: Raw -4829599.611898 + Penalty 3472.680909 = -4826126.930989 nChanged 0 Trying to split cluster 11 (11076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.880333 sec): 2 clusters Score: Raw -1243215.680768 + Penalty 1513.287081 = -1241702.393687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.910183 sec): 3 clusters Score: Raw -1236867.940253 + Penalty 3026.574162 = -1233841.366090 nChanged 4845 SP:Iteration 1F (6659.939073 sec): 3 clusters Score: Raw -1239571.475979 + Penalty 3026.574162 = -1236544.901817 nChanged 678 SP:Iteration 2F (6659.968060 sec): 3 clusters Score: Raw -1239939.149634 + Penalty 3026.574162 = -1236912.575472 nChanged 653 SP:Iteration 3F (6659.996928 sec): 3 clusters Score: Raw -1240318.611832 + Penalty 3026.574162 = -1237292.037669 nChanged 649 SP:Iteration 4F (6660.025838 sec): 3 clusters Score: Raw -1240763.433764 + Penalty 3026.574162 = -1237736.859601 nChanged 620 SP:Iteration 5F (6660.054757 sec): 3 clusters Score: Raw -1241203.187193 + Penalty 3026.574162 = -1238176.613031 nChanged 620 SP:Iteration 6F (6660.083635 sec): 3 clusters Score: Raw -1241603.408603 + Penalty 3026.574162 = -1238576.834441 nChanged 599 SP:Iteration 7F (6660.112563 sec): 3 clusters Score: Raw -1241999.299762 + Penalty 3026.574162 = -1238972.725599 nChanged 549 SP:Iteration 8Q (6660.141286 sec): 3 clusters Score: Raw -1242343.341288 + Penalty 3026.574162 = -1239316.767126 nChanged 441 SP:Iteration 9Q (6660.169859 sec): 3 clusters Score: Raw -1242601.969362 + Penalty 3026.574162 = -1239575.395199 nChanged 327 SP:Iteration 10Q (6660.198482 sec): 3 clusters Score: Raw -1242762.458120 + Penalty 3026.574162 = -1239735.883958 nChanged 251 SP:Iteration 11Q (6660.226957 sec): 3 clusters Score: Raw -1242870.806831 + Penalty 3026.574162 = -1239844.232669 nChanged 190 SP:Iteration 12Q (6660.255307 sec): 3 clusters Score: Raw -1242947.525728 + Penalty 3026.574162 = -1239920.951566 nChanged 175 SP:Iteration 13Q (6660.283870 sec): 3 clusters Score: Raw -1243006.124298 + Penalty 3026.574162 = -1239979.550136 nChanged 150 SP:Iteration 14Q (6660.312244 sec): 3 clusters Score: Raw -1243054.620532 + Penalty 3026.574162 = -1240028.046369 nChanged 133 SP:Iteration 15Q (6660.340462 sec): 3 clusters Score: Raw -1243094.500182 + Penalty 3026.574162 = -1240067.926020 nChanged 119 SP:Iteration 16Q (6660.368907 sec): 3 clusters Score: Raw -1243134.762351 + Penalty 3026.574162 = -1240108.188189 nChanged 129 SP:Iteration 17Q (6660.397128 sec): 3 clusters Score: Raw -1243174.862783 + Penalty 3026.574162 = -1240148.288621 nChanged 117 SP:Iteration 18Q (6660.425449 sec): 3 clusters Score: Raw -1243210.028756 + Penalty 3026.574162 = -1240183.454594 nChanged 107 SP:Iteration 19Q (6660.453659 sec): 3 clusters Score: Raw -1243242.291439 + Penalty 3026.574162 = -1240215.717277 nChanged 99 SP:Iteration 20F (6660.482535 sec): 3 clusters Score: Raw -1243269.530468 + Penalty 3026.574162 = -1240242.956305 nChanged 106 SP:Iteration 21Q (6660.510634 sec): 3 clusters Score: Raw -1243298.641550 + Penalty 3026.574162 = -1240272.067387 nChanged 88 SP:Iteration 22Q (6660.538959 sec): 3 clusters Score: Raw -1243321.066193 + Penalty 3026.574162 = -1240294.492031 nChanged 72 SP:Iteration 23Q (6660.566958 sec): 3 clusters Score: Raw -1243337.866942 + Penalty 3026.574162 = -1240311.292779 nChanged 61 SP:Iteration 24Q (6660.595309 sec): 3 clusters Score: Raw -1243352.676446 + Penalty 3026.574162 = -1240326.102283 nChanged 56 SP:Iteration 25Q (6660.623492 sec): 3 clusters Score: Raw -1243368.187023 + Penalty 3026.574162 = -1240341.612861 nChanged 64 SP:Iteration 26Q (6660.651493 sec): 3 clusters Score: Raw -1243384.951884 + Penalty 3026.574162 = -1240358.377721 nChanged 69 SP:Iteration 27Q (6660.679485 sec): 3 clusters Score: Raw -1243404.037239 + Penalty 3026.574162 = -1240377.463077 nChanged 71 SP:Iteration 28Q (6660.707417 sec): 3 clusters Score: Raw -1243422.950385 + Penalty 3026.574162 = -1240396.376223 nChanged 69 SP:Iteration 29Q (6660.735403 sec): 3 clusters Score: Raw -1243441.218908 + Penalty 3026.574162 = -1240414.644746 nChanged 72 SP:Iteration 30Q (6660.763231 sec): 3 clusters Score: Raw -1243461.989883 + Penalty 3026.574162 = -1240435.415721 nChanged 75 SP:Iteration 31Q (6660.791061 sec): 3 clusters Score: Raw -1243482.222675 + Penalty 3026.574162 = -1240455.648512 nChanged 62 SP:Iteration 32Q (6660.818773 sec): 3 clusters Score: Raw -1243498.178351 + Penalty 3026.574162 = -1240471.604189 nChanged 67 SP:Iteration 33Q (6660.846427 sec): 3 clusters Score: Raw -1243517.822467 + Penalty 3026.574162 = -1240491.248305 nChanged 63 SP:Iteration 34Q (6660.874090 sec): 3 clusters Score: Raw -1243533.540464 + Penalty 3026.574162 = -1240506.966301 nChanged 61 SP:Iteration 35Q (6660.901767 sec): 3 clusters Score: Raw -1243551.951241 + Penalty 3026.574162 = -1240525.377079 nChanged 72 SP:Iteration 36Q (6660.929218 sec): 3 clusters Score: Raw -1243574.303927 + Penalty 3026.574162 = -1240547.729765 nChanged 61 SP:Iteration 37Q (6660.956573 sec): 3 clusters Score: Raw -1243590.392455 + Penalty 3026.574162 = -1240563.818292 nChanged 65 SP:Iteration 38Q (6661.006044 sec): 3 clusters Score: Raw -1243606.968806 + Penalty 3026.574162 = -1240580.394644 nChanged 59 SP:Iteration 39Q (6661.033182 sec): 3 clusters Score: Raw -1243622.166157 + Penalty 3026.574162 = -1240595.591995 nChanged 47 SP:Iteration 40F (6661.061979 sec): 3 clusters Score: Raw -1243633.981404 + Penalty 3026.574162 = -1240607.407241 nChanged 39 SP:Iteration 41Q (6661.089148 sec): 3 clusters Score: Raw -1243642.953654 + Penalty 3026.574162 = -1240616.379491 nChanged 45 SP:Iteration 42Q (6661.116408 sec): 3 clusters Score: Raw -1243652.958724 + Penalty 3026.574162 = -1240626.384561 nChanged 35 SP:Iteration 43Q (6661.143401 sec): 3 clusters Score: Raw -1243660.384546 + Penalty 3026.574162 = -1240633.810383 nChanged 29 SP:Iteration 44Q (6661.170511 sec): 3 clusters Score: Raw -1243666.741799 + Penalty 3026.574162 = -1240640.167636 nChanged 30 SP:Iteration 45Q (6661.197698 sec): 3 clusters Score: Raw -1243672.625716 + Penalty 3026.574162 = -1240646.051553 nChanged 23 SP:Iteration 46Q (6661.224726 sec): 3 clusters Score: Raw -1243676.694391 + Penalty 3026.574162 = -1240650.120228 nChanged 20 SP:Iteration 47Q (6661.251946 sec): 3 clusters Score: Raw -1243680.685102 + Penalty 3026.574162 = -1240654.110940 nChanged 21 SP:Iteration 48Q (6661.278706 sec): 3 clusters Score: Raw -1243684.190303 + Penalty 3026.574162 = -1240657.616141 nChanged 18 SP:Iteration 49Q (6661.305680 sec): 3 clusters Score: Raw -1243688.311162 + Penalty 3026.574162 = -1240661.737000 nChanged 10 SP:Iteration 50Q (6661.332491 sec): 3 clusters Score: Raw -1243690.080661 + Penalty 3026.574162 = -1240663.506498 nChanged 9 SP:Iteration 51Q (6661.359353 sec): 3 clusters Score: Raw -1243691.909522 + Penalty 3026.574162 = -1240665.335359 nChanged 10 SP:Iteration 52Q (6661.386430 sec): 3 clusters Score: Raw -1243693.639597 + Penalty 3026.574162 = -1240667.065435 nChanged 13 SP:Iteration 53Q (6661.413160 sec): 3 clusters Score: Raw -1243696.150098 + Penalty 3026.574162 = -1240669.575936 nChanged 12 SP:Iteration 54Q (6661.439834 sec): 3 clusters Score: Raw -1243698.135834 + Penalty 3026.574162 = -1240671.561671 nChanged 11 SP:Iteration 55Q (6661.466529 sec): 3 clusters Score: Raw -1243699.785412 + Penalty 3026.574162 = -1240673.211250 nChanged 7 SP:Iteration 56Q (6661.493376 sec): 3 clusters Score: Raw -1243701.278872 + Penalty 3026.574162 = -1240674.704709 nChanged 9 SP:Iteration 57Q (6661.520230 sec): 3 clusters Score: Raw -1243702.772924 + Penalty 3026.574162 = -1240676.198761 nChanged 7 SP:Iteration 58Q (6661.547004 sec): 3 clusters Score: Raw -1243704.415419 + Penalty 3026.574162 = -1240677.841256 nChanged 14 SP:Iteration 59Q (6661.573730 sec): 3 clusters Score: Raw -1243706.666723 + Penalty 3026.574162 = -1240680.092561 nChanged 8 SP:Iteration 60F (6661.642020 sec): 3 clusters Score: Raw -1243707.853811 + Penalty 3026.574162 = -1240681.279648 nChanged 7 SP:Iteration 61Q (6661.659657 sec): 3 clusters Score: Raw -1243709.310580 + Penalty 3026.574162 = -1240682.736418 nChanged 13 SP:Iteration 62Q (6661.686308 sec): 3 clusters Score: Raw -1243712.103987 + Penalty 3026.574162 = -1240685.529825 nChanged 10 SP:Iteration 63Q (6661.713101 sec): 3 clusters Score: Raw -1243713.988491 + Penalty 3026.574162 = -1240687.414329 nChanged 12 SP:Iteration 64Q (6661.739837 sec): 3 clusters Score: Raw -1243716.963220 + Penalty 3026.574162 = -1240690.389058 nChanged 15 SP:Iteration 65Q (6661.766599 sec): 3 clusters Score: Raw -1243720.414258 + Penalty 3026.574162 = -1240693.840096 nChanged 15 SP:Iteration 66Q (6661.793353 sec): 3 clusters Score: Raw -1243723.836605 + Penalty 3026.574162 = -1240697.262442 nChanged 6 SP:Iteration 67Q (6661.820178 sec): 3 clusters Score: Raw -1243725.107323 + Penalty 3026.574162 = -1240698.533161 nChanged 4 SP:Iteration 68Q (6661.846819 sec): 3 clusters Score: Raw -1243725.836453 + Penalty 3026.574162 = -1240699.262291 nChanged 4 SP:Iteration 69Q (6661.873475 sec): 3 clusters Score: Raw -1243726.487339 + Penalty 3026.574162 = -1240699.913177 nChanged 2 SP:Iteration 70Q (6661.900076 sec): 3 clusters Score: Raw -1243727.029558 + Penalty 3026.574162 = -1240700.455396 nChanged 4 SP:Iteration 71Q (6661.926683 sec): 3 clusters Score: Raw -1243727.754087 + Penalty 3026.574162 = -1240701.179925 nChanged 1 SP:Iteration 72Q (6661.953322 sec): 3 clusters Score: Raw -1243727.938931 + Penalty 3026.574162 = -1240701.364769 nChanged 3 SP:Iteration 73Q (6661.979927 sec): 3 clusters Score: Raw -1243728.181340 + Penalty 3026.574162 = -1240701.607177 nChanged 1 SP:Iteration 74Q (6662.006735 sec): 3 clusters Score: Raw -1243728.321283 + Penalty 3026.574162 = -1240701.747121 nChanged 0 SP:Iteration 75F (6662.035544 sec): 3 clusters Score: Raw -1243728.321283 + Penalty 3026.574162 = -1240701.747121 nChanged 0 Trying to split cluster 12 (9805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6662.058900 sec): 2 clusters Score: Raw -1125703.802512 + Penalty 1493.480258 = -1124210.322254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6662.086873 sec): 3 clusters Score: Raw -1120174.365931 + Penalty 2986.960515 = -1117187.405415 nChanged 4230 SP:Iteration 1F (6662.113977 sec): 3 clusters Score: Raw -1122730.471786 + Penalty 2986.960515 = -1119743.511271 nChanged 761 SP:Iteration 2F (6662.140980 sec): 3 clusters Score: Raw -1123199.470001 + Penalty 2986.960515 = -1120212.509486 nChanged 686 SP:Iteration 3F (6662.168112 sec): 3 clusters Score: Raw -1123616.232245 + Penalty 2986.960515 = -1120629.271730 nChanged 579 SP:Iteration 4F (6662.195371 sec): 3 clusters Score: Raw -1123935.428906 + Penalty 2986.960515 = -1120948.468391 nChanged 484 SP:Iteration 5Q (6662.222807 sec): 3 clusters Score: Raw -1124163.067048 + Penalty 2986.960515 = -1121176.106533 nChanged 395 SP:Iteration 6Q (6662.250239 sec): 3 clusters Score: Raw -1124334.370869 + Penalty 2986.960515 = -1121347.410354 nChanged 311 SP:Iteration 7Q (6662.277667 sec): 3 clusters Score: Raw -1124465.762854 + Penalty 2986.960515 = -1121478.802339 nChanged 267 SP:Iteration 8Q (6662.305111 sec): 3 clusters Score: Raw -1124565.767037 + Penalty 2986.960515 = -1121578.806522 nChanged 226 SP:Iteration 9Q (6662.332368 sec): 3 clusters Score: Raw -1124656.822190 + Penalty 2986.960515 = -1121669.861675 nChanged 204 SP:Iteration 10Q (6662.359656 sec): 3 clusters Score: Raw -1124739.603254 + Penalty 2986.960515 = -1121752.642739 nChanged 189 SP:Iteration 11Q (6662.386864 sec): 3 clusters Score: Raw -1124810.574469 + Penalty 2986.960515 = -1121823.613953 nChanged 185 SP:Iteration 12Q (6662.414196 sec): 3 clusters Score: Raw -1124891.338133 + Penalty 2986.960515 = -1121904.377618 nChanged 202 SP:Iteration 13Q (6662.441394 sec): 3 clusters Score: Raw -1124976.609922 + Penalty 2986.960515 = -1121989.649407 nChanged 191 SP:Iteration 14Q (6662.468823 sec): 3 clusters Score: Raw -1125061.676297 + Penalty 2986.960515 = -1122074.715782 nChanged 181 SP:Iteration 15Q (6662.496084 sec): 3 clusters Score: Raw -1125160.667282 + Penalty 2986.960515 = -1122173.706767 nChanged 194 SP:Iteration 16Q (6662.523328 sec): 3 clusters Score: Raw -1125290.637249 + Penalty 2986.960515 = -1122303.676734 nChanged 197 SP:Iteration 17Q (6662.550657 sec): 3 clusters Score: Raw -1125436.219742 + Penalty 2986.960515 = -1122449.259227 nChanged 192 SP:Iteration 18Q (6662.577698 sec): 3 clusters Score: Raw -1125560.755829 + Penalty 2986.960515 = -1122573.795314 nChanged 179 SP:Iteration 19Q (6662.604409 sec): 3 clusters Score: Raw -1125666.871388 + Penalty 2986.960515 = -1122679.910873 nChanged 143 SP:Iteration 20F (6662.631601 sec): 3 clusters Score: Raw -1125738.646061 + Penalty 2986.960515 = -1122751.685546 nChanged 97 SP:Iteration 21Q (6662.657671 sec): 3 clusters Score: Raw -1125780.670525 + Penalty 2986.960515 = -1122793.710010 nChanged 90 SP:Iteration 22Q (6662.683755 sec): 3 clusters Score: Raw -1125809.204808 + Penalty 2986.960515 = -1122822.244293 nChanged 66 SP:Iteration 23Q (6662.709614 sec): 3 clusters Score: Raw -1125825.146399 + Penalty 2986.960515 = -1122838.185884 nChanged 38 SP:Iteration 24Q (6662.735471 sec): 3 clusters Score: Raw -1125836.538000 + Penalty 2986.960515 = -1122849.577485 nChanged 33 SP:Iteration 25Q (6662.761374 sec): 3 clusters Score: Raw -1125844.685833 + Penalty 2986.960515 = -1122857.725318 nChanged 32 SP:Iteration 26Q (6662.787336 sec): 3 clusters Score: Raw -1125852.203943 + Penalty 2986.960515 = -1122865.243428 nChanged 31 SP:Iteration 27Q (6662.813284 sec): 3 clusters Score: Raw -1125858.064621 + Penalty 2986.960515 = -1122871.104106 nChanged 16 SP:Iteration 28Q (6662.839070 sec): 3 clusters Score: Raw -1125861.450195 + Penalty 2986.960515 = -1122874.489680 nChanged 14 SP:Iteration 29Q (6662.864845 sec): 3 clusters Score: Raw -1125864.130174 + Penalty 2986.960515 = -1122877.169659 nChanged 10 SP:Iteration 30Q (6662.890578 sec): 3 clusters Score: Raw -1125865.370330 + Penalty 2986.960515 = -1122878.409815 nChanged 3 SP:Iteration 31Q (6662.916213 sec): 3 clusters Score: Raw -1125865.890475 + Penalty 2986.960515 = -1122878.929960 nChanged 2 SP:Iteration 32Q (6662.942049 sec): 3 clusters Score: Raw -1125866.240462 + Penalty 2986.960515 = -1122879.279947 nChanged 3 SP:Iteration 33Q (6662.967828 sec): 3 clusters Score: Raw -1125866.694709 + Penalty 2986.960515 = -1122879.734194 nChanged 3 SP:Iteration 34Q (6662.993593 sec): 3 clusters Score: Raw -1125866.854903 + Penalty 2986.960515 = -1122879.894388 nChanged 0 SP:Iteration 35F (6663.020657 sec): 3 clusters Score: Raw -1125866.854903 + Penalty 2986.960515 = -1122879.894388 nChanged 0 Trying to split cluster 13 (192800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6663.245683 sec): 2 clusters Score: Raw -22028495.965999 + Penalty 1977.528907 = -22026518.437091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6663.541550 sec): 3 clusters Score: Raw -21900693.155599 + Penalty 3955.057815 = -21896738.097784 nChanged 93407 SP:Iteration 1F (6663.833278 sec): 3 clusters Score: Raw -21956875.959635 + Penalty 3955.057815 = -21952920.901820 nChanged 6598 SP:Iteration 2Q (6664.149974 sec): 3 clusters Score: Raw -21958721.254238 + Penalty 3955.057815 = -21954766.196423 nChanged 7403 SP:Iteration 3Q (6664.473515 sec): 3 clusters Score: Raw -21961115.778976 + Penalty 3955.057815 = -21957160.721162 nChanged 8267 SP:Iteration 4Q (6664.784555 sec): 3 clusters Score: Raw -21964236.818824 + Penalty 3955.057815 = -21960281.761009 nChanged 9260 SP:Iteration 5Q (6665.131626 sec): 3 clusters Score: Raw -21968134.718533 + Penalty 3955.057815 = -21964179.660718 nChanged 9969 SP:Iteration 6F (6665.434890 sec): 3 clusters Score: Raw -21972843.510351 + Penalty 3955.057815 = -21968888.452536 nChanged 10679 SP:Iteration 7F (6665.723631 sec): 3 clusters Score: Raw -21978545.446097 + Penalty 3955.057815 = -21974590.388282 nChanged 10905 SP:Iteration 8F (6666.018214 sec): 3 clusters Score: Raw -21984994.165369 + Penalty 3955.057815 = -21981039.107554 nChanged 10664 SP:Iteration 9F (6666.313021 sec): 3 clusters Score: Raw -21991667.322163 + Penalty 3955.057815 = -21987712.264348 nChanged 9283 SP:Iteration 10Q (6666.628365 sec): 3 clusters Score: Raw -21997100.659990 + Penalty 3955.057815 = -21993145.602175 nChanged 7468 SP:Iteration 11Q (6666.938428 sec): 3 clusters Score: Raw -22000384.156545 + Penalty 3955.057815 = -21996429.098730 nChanged 5148 SP:Iteration 12Q (6667.244446 sec): 3 clusters Score: Raw -22002034.160618 + Penalty 3955.057815 = -21998079.102804 nChanged 3580 SP:Iteration 13Q (6667.547650 sec): 3 clusters Score: Raw -22002997.744477 + Penalty 3955.057815 = -21999042.686662 nChanged 2882 SP:Iteration 14Q (6667.849080 sec): 3 clusters Score: Raw -22003733.960444 + Penalty 3955.057815 = -21999778.902629 nChanged 2624 SP:Iteration 15Q (6668.149029 sec): 3 clusters Score: Raw -22004407.118670 + Penalty 3955.057815 = -22000452.060855 nChanged 2617 SP:Iteration 16Q (6668.447793 sec): 3 clusters Score: Raw -22005085.015931 + Penalty 3955.057815 = -22001129.958116 nChanged 2670 SP:Iteration 17Q (6668.750230 sec): 3 clusters Score: Raw -22005798.183651 + Penalty 3955.057815 = -22001843.125837 nChanged 2814 SP:Iteration 18Q (6669.045890 sec): 3 clusters Score: Raw -22006564.737225 + Penalty 3955.057815 = -22002609.679410 nChanged 2808 SP:Iteration 19Q (6669.340450 sec): 3 clusters Score: Raw -22007347.962257 + Penalty 3955.057815 = -22003392.904442 nChanged 2935 SP:Iteration 20F (6669.632125 sec): 3 clusters Score: Raw -22008203.618978 + Penalty 3955.057815 = -22004248.561163 nChanged 3016 SP:Iteration 21Q (6669.925977 sec): 3 clusters Score: Raw -22009098.900213 + Penalty 3955.057815 = -22005143.842398 nChanged 3115 SP:Iteration 22Q (6670.218265 sec): 3 clusters Score: Raw -22010061.364252 + Penalty 3955.057815 = -22006106.306437 nChanged 3143 SP:Iteration 23Q (6670.508517 sec): 3 clusters Score: Raw -22011093.334902 + Penalty 3955.057815 = -22007138.277087 nChanged 3244 SP:Iteration 24Q (6670.797932 sec): 3 clusters Score: Raw -22012185.751761 + Penalty 3955.057815 = -22008230.693946 nChanged 3158 SP:Iteration 25Q (6671.085078 sec): 3 clusters Score: Raw -22013249.254441 + Penalty 3955.057815 = -22009294.196627 nChanged 3164 SP:Iteration 26Q (6671.369511 sec): 3 clusters Score: Raw -22014319.468498 + Penalty 3955.057815 = -22010364.410683 nChanged 3111 SP:Iteration 27Q (6671.651844 sec): 3 clusters Score: Raw -22015386.737477 + Penalty 3955.057815 = -22011431.679662 nChanged 3113 SP:Iteration 28Q (6671.931461 sec): 3 clusters Score: Raw -22016488.817048 + Penalty 3955.057815 = -22012533.759233 nChanged 2987 SP:Iteration 29Q (6672.208287 sec): 3 clusters Score: Raw -22017562.222625 + Penalty 3955.057815 = -22013607.164811 nChanged 2981 SP:Iteration 30Q (6672.482694 sec): 3 clusters Score: Raw -22018627.839988 + Penalty 3955.057815 = -22014672.782173 nChanged 2841 SP:Iteration 31Q (6672.754480 sec): 3 clusters Score: Raw -22019687.897628 + Penalty 3955.057815 = -22015732.839813 nChanged 2774 SP:Iteration 32Q (6673.023489 sec): 3 clusters Score: Raw -22020789.724269 + Penalty 3955.057815 = -22016834.666454 nChanged 2658 SP:Iteration 33Q (6673.289858 sec): 3 clusters Score: Raw -22021875.449960 + Penalty 3955.057815 = -22017920.392145 nChanged 2425 SP:Iteration 34Q (6673.554160 sec): 3 clusters Score: Raw -22022887.529052 + Penalty 3955.057815 = -22018932.471237 nChanged 2238 SP:Iteration 35Q (6673.815485 sec): 3 clusters Score: Raw -22023827.489090 + Penalty 3955.057815 = -22019872.431275 nChanged 1994 SP:Iteration 36Q (6674.074408 sec): 3 clusters Score: Raw -22024672.405744 + Penalty 3955.057815 = -22020717.347929 nChanged 1734 SP:Iteration 37Q (6674.329979 sec): 3 clusters Score: Raw -22025401.349007 + Penalty 3955.057815 = -22021446.291192 nChanged 1538 SP:Iteration 38Q (6674.583385 sec): 3 clusters Score: Raw -22026047.114512 + Penalty 3955.057815 = -22022092.056697 nChanged 1326 SP:Iteration 39Q (6674.835161 sec): 3 clusters Score: Raw -22026602.248148 + Penalty 3955.057815 = -22022647.190333 nChanged 1144 SP:Iteration 40F (6675.126729 sec): 3 clusters Score: Raw -22027090.854764 + Penalty 3955.057815 = -22023135.796949 nChanged 1028 SP:Iteration 41Q (6675.374746 sec): 3 clusters Score: Raw -22027532.435755 + Penalty 3955.057815 = -22023577.377940 nChanged 851 SP:Iteration 42Q (6675.618252 sec): 3 clusters Score: Raw -22027900.728728 + Penalty 3955.057815 = -22023945.670913 nChanged 763 SP:Iteration 43Q (6675.861859 sec): 3 clusters Score: Raw -22028230.135110 + Penalty 3955.057815 = -22024275.077295 nChanged 621 SP:Iteration 44Q (6676.140768 sec): 3 clusters Score: Raw -22028498.886487 + Penalty 3955.057815 = -22024543.828672 nChanged 503 SP:Iteration 45Q (6676.379123 sec): 3 clusters Score: Raw -22028710.917186 + Penalty 3955.057815 = -22024755.859371 nChanged 423 SP:Iteration 46Q (6676.618734 sec): 3 clusters Score: Raw -22028871.649572 + Penalty 3955.057815 = -22024916.591757 nChanged 340 SP:Iteration 47Q (6676.856994 sec): 3 clusters Score: Raw -22029000.697882 + Penalty 3955.057815 = -22025045.640068 nChanged 303 SP:Iteration 48Q (6677.094652 sec): 3 clusters Score: Raw -22029125.438959 + Penalty 3955.057815 = -22025170.381144 nChanged 271 SP:Iteration 49Q (6677.333245 sec): 3 clusters Score: Raw -22029235.986788 + Penalty 3955.057815 = -22025280.928973 nChanged 232 SP:Iteration 50Q (6677.571905 sec): 3 clusters Score: Raw -22029315.453211 + Penalty 3955.057815 = -22025360.395396 nChanged 191 SP:Iteration 51Q (6677.810178 sec): 3 clusters Score: Raw -22029374.621635 + Penalty 3955.057815 = -22025419.563820 nChanged 173 SP:Iteration 52Q (6678.044282 sec): 3 clusters Score: Raw -22029427.843865 + Penalty 3955.057815 = -22025472.786050 nChanged 154 SP:Iteration 53Q (6678.281937 sec): 3 clusters Score: Raw -22029475.469425 + Penalty 3955.057815 = -22025520.411610 nChanged 111 SP:Iteration 54Q (6678.537702 sec): 3 clusters Score: Raw -22029507.626680 + Penalty 3955.057815 = -22025552.568865 nChanged 126 SP:Iteration 55Q (6678.774542 sec): 3 clusters Score: Raw -22029542.514983 + Penalty 3955.057815 = -22025587.457168 nChanged 122 SP:Iteration 56Q (6679.012091 sec): 3 clusters Score: Raw -22029575.585213 + Penalty 3955.057815 = -22025620.527398 nChanged 96 SP:Iteration 57Q (6679.249492 sec): 3 clusters Score: Raw -22029601.124083 + Penalty 3955.057815 = -22025646.066268 nChanged 91 SP:Iteration 58Q (6679.486273 sec): 3 clusters Score: Raw -22029627.977180 + Penalty 3955.057815 = -22025672.919365 nChanged 87 SP:Iteration 59Q (6679.722673 sec): 3 clusters Score: Raw -22029652.729512 + Penalty 3955.057815 = -22025697.671698 nChanged 82 SP:Iteration 60F (6680.013544 sec): 3 clusters Score: Raw -22029697.511143 + Penalty 3955.057815 = -22025742.453328 nChanged 104 SP:Iteration 61Q (6680.253211 sec): 3 clusters Score: Raw -22029739.164692 + Penalty 3955.057815 = -22025784.106877 nChanged 106 SP:Iteration 62Q (6680.491232 sec): 3 clusters Score: Raw -22029772.203635 + Penalty 3955.057815 = -22025817.145820 nChanged 92 SP:Iteration 63Q (6680.728518 sec): 3 clusters Score: Raw -22029804.240843 + Penalty 3955.057815 = -22025849.183028 nChanged 95 SP:Iteration 64Q (6681.000853 sec): 3 clusters Score: Raw -22029835.281630 + Penalty 3955.057815 = -22025880.223815 nChanged 74 SP:Iteration 65Q (6681.235529 sec): 3 clusters Score: Raw -22029868.499821 + Penalty 3955.057815 = -22025913.442006 nChanged 91 SP:Iteration 66Q (6681.470871 sec): 3 clusters Score: Raw -22029899.444072 + Penalty 3955.057815 = -22025944.386257 nChanged 94 SP:Iteration 67Q (6681.709915 sec): 3 clusters Score: Raw -22029930.725188 + Penalty 3955.057815 = -22025975.667374 nChanged 72 SP:Iteration 68Q (6681.947398 sec): 3 clusters Score: Raw -22029955.386334 + Penalty 3955.057815 = -22026000.328519 nChanged 73 SP:Iteration 69Q (6682.183409 sec): 3 clusters Score: Raw -22029978.153898 + Penalty 3955.057815 = -22026023.096084 nChanged 76 SP:Iteration 70Q (6682.419831 sec): 3 clusters Score: Raw -22030001.346077 + Penalty 3955.057815 = -22026046.288262 nChanged 67 SP:Iteration 71Q (6682.655867 sec): 3 clusters Score: Raw -22030019.180340 + Penalty 3955.057815 = -22026064.122525 nChanged 48 SP:Iteration 72Q (6682.891784 sec): 3 clusters Score: Raw -22030030.887973 + Penalty 3955.057815 = -22026075.830158 nChanged 45 SP:Iteration 73Q (6683.127381 sec): 3 clusters Score: Raw -22030043.041052 + Penalty 3955.057815 = -22026087.983237 nChanged 42 SP:Iteration 74Q (6683.363151 sec): 3 clusters Score: Raw -22030054.592401 + Penalty 3955.057815 = -22026099.534586 nChanged 39 SP:Iteration 75Q (6683.598811 sec): 3 clusters Score: Raw -22030065.712238 + Penalty 3955.057815 = -22026110.654423 nChanged 39 SP:Iteration 76Q (6683.833267 sec): 3 clusters Score: Raw -22030076.270240 + Penalty 3955.057815 = -22026121.212425 nChanged 35 SP:Iteration 77Q (6684.067910 sec): 3 clusters Score: Raw -22030089.094890 + Penalty 3955.057815 = -22026134.037075 nChanged 46 SP:Iteration 78Q (6684.302778 sec): 3 clusters Score: Raw -22030107.238335 + Penalty 3955.057815 = -22026152.180520 nChanged 57 SP:Iteration 79Q (6684.573090 sec): 3 clusters Score: Raw -22030123.666589 + Penalty 3955.057815 = -22026168.608774 nChanged 48 SP:Iteration 80F (6684.855407 sec): 3 clusters Score: Raw -22030134.801474 + Penalty 3955.057815 = -22026179.743659 nChanged 45 SP:Iteration 81Q (6685.090285 sec): 3 clusters Score: Raw -22030144.631054 + Penalty 3955.057815 = -22026189.573240 nChanged 33 SP:Iteration 82Q (6685.324915 sec): 3 clusters Score: Raw -22030150.605707 + Penalty 3955.057815 = -22026195.547892 nChanged 37 SP:Iteration 83Q (6685.559587 sec): 3 clusters Score: Raw -22030158.399944 + Penalty 3955.057815 = -22026203.342129 nChanged 18 SP:Iteration 84Q (6685.794334 sec): 3 clusters Score: Raw -22030160.869701 + Penalty 3955.057815 = -22026205.811887 nChanged 14 SP:Iteration 85Q (6686.028961 sec): 3 clusters Score: Raw -22030162.444437 + Penalty 3955.057815 = -22026207.386622 nChanged 13 SP:Iteration 86Q (6686.264076 sec): 3 clusters Score: Raw -22030164.487047 + Penalty 3955.057815 = -22026209.429232 nChanged 8 SP:Iteration 87Q (6686.500043 sec): 3 clusters Score: Raw -22030165.864665 + Penalty 3955.057815 = -22026210.806850 nChanged 9 SP:Iteration 88Q (6686.734866 sec): 3 clusters Score: Raw -22030167.369099 + Penalty 3955.057815 = -22026212.311285 nChanged 10 SP:Iteration 89Q (6686.971031 sec): 3 clusters Score: Raw -22030169.400272 + Penalty 3955.057815 = -22026214.342457 nChanged 15 SP:Iteration 90Q (6687.206273 sec): 3 clusters Score: Raw -22030172.094434 + Penalty 3955.057815 = -22026217.036619 nChanged 16 SP:Iteration 91Q (6687.441133 sec): 3 clusters Score: Raw -22030174.464154 + Penalty 3955.057815 = -22026219.406339 nChanged 13 SP:Iteration 92Q (6687.676114 sec): 3 clusters Score: Raw -22030176.175386 + Penalty 3955.057815 = -22026221.117571 nChanged 5 SP:Iteration 93Q (6687.911049 sec): 3 clusters Score: Raw -22030176.893381 + Penalty 3955.057815 = -22026221.835567 nChanged 4 SP:Iteration 94Q (6688.145707 sec): 3 clusters Score: Raw -22030177.536353 + Penalty 3955.057815 = -22026222.478538 nChanged 6 SP:Iteration 95Q (6688.380412 sec): 3 clusters Score: Raw -22030178.292929 + Penalty 3955.057815 = -22026223.235114 nChanged 5 SP:Iteration 96Q (6688.615501 sec): 3 clusters Score: Raw -22030178.627966 + Penalty 3955.057815 = -22026223.570151 nChanged 2 SP:Iteration 97Q (6688.858284 sec): 3 clusters Score: Raw -22030178.753605 + Penalty 3955.057815 = -22026223.695791 nChanged 1 SP:Iteration 98Q (6689.096570 sec): 3 clusters Score: Raw -22030178.889536 + Penalty 3955.057815 = -22026223.831721 nChanged 1 SP:Iteration 99Q (6689.331683 sec): 3 clusters Score: Raw -22030179.036613 + Penalty 3955.057815 = -22026223.978798 nChanged 3 SP:Iteration 100F (6689.620718 sec): 3 clusters Score: Raw -22030179.449167 + Penalty 3955.057815 = -22026224.391352 nChanged 2 SP:Iteration 101Q (6689.856605 sec): 3 clusters Score: Raw -22030179.810532 + Penalty 3955.057815 = -22026224.752717 nChanged 1 SP:Iteration 102Q (6690.091821 sec): 3 clusters Score: Raw -22030179.853021 + Penalty 3955.057815 = -22026224.795206 nChanged 1 SP:Iteration 103Q (6690.326619 sec): 3 clusters Score: Raw -22030179.930602 + Penalty 3955.057815 = -22026224.872787 nChanged 2 SP:Iteration 104Q (6690.561687 sec): 3 clusters Score: Raw -22030179.987188 + Penalty 3955.057815 = -22026224.929373 nChanged 0 SP:Iteration 105F (6690.850627 sec): 3 clusters Score: Raw -22030179.987188 + Penalty 3955.057815 = -22026224.929373 nChanged 0 Trying to split cluster 14 (2062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6690.866724 sec): 2 clusters Score: Raw -220552.187191 + Penalty 1240.107645 = -219312.079545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6690.877682 sec): 3 clusters Score: Raw -219698.358716 + Penalty 2480.215291 = -217218.143425 nChanged 700 SP:Iteration 1F (6690.888017 sec): 3 clusters Score: Raw -220136.655998 + Penalty 2480.215291 = -217656.440707 nChanged 144 SP:Iteration 2F (6690.898310 sec): 3 clusters Score: Raw -220245.834303 + Penalty 2480.215291 = -217765.619012 nChanged 84 SP:Iteration 3Q (6690.908647 sec): 3 clusters Score: Raw -220307.005612 + Penalty 2480.215291 = -217826.790321 nChanged 83 SP:Iteration 4Q (6690.918873 sec): 3 clusters Score: Raw -220377.839098 + Penalty 2480.215291 = -217897.623807 nChanged 81 SP:Iteration 5Q (6690.929252 sec): 3 clusters Score: Raw -220458.505395 + Penalty 2480.215291 = -217978.290104 nChanged 80 SP:Iteration 6Q (6690.939533 sec): 3 clusters Score: Raw -220548.031670 + Penalty 2480.215291 = -218067.816379 nChanged 78 SP:Iteration 7Q (6690.949788 sec): 3 clusters Score: Raw -220671.484325 + Penalty 2480.215291 = -218191.269034 nChanged 78 SP:Iteration 8Q (6690.960035 sec): 3 clusters Score: Raw -220788.871707 + Penalty 2480.215291 = -218308.656416 nChanged 71 SP:Iteration 9Q (6690.970124 sec): 3 clusters Score: Raw -220873.866513 + Penalty 2480.215291 = -218393.651222 nChanged 52 SP:Iteration 10Q (6690.980054 sec): 3 clusters Score: Raw -220931.009555 + Penalty 2480.215291 = -218450.794264 nChanged 46 SP:Iteration 11Q (6690.990029 sec): 3 clusters Score: Raw -220966.156843 + Penalty 2480.215291 = -218485.941552 nChanged 37 SP:Iteration 12Q (6690.999999 sec): 3 clusters Score: Raw -220995.791224 + Penalty 2480.215291 = -218515.575933 nChanged 28 SP:Iteration 13Q (6691.009851 sec): 3 clusters Score: Raw -221020.695487 + Penalty 2480.215291 = -218540.480196 nChanged 27 SP:Iteration 14Q (6691.019810 sec): 3 clusters Score: Raw -221039.582815 + Penalty 2480.215291 = -218559.367524 nChanged 26 SP:Iteration 15Q (6691.029733 sec): 3 clusters Score: Raw -221059.501034 + Penalty 2480.215291 = -218579.285743 nChanged 17 SP:Iteration 16Q (6691.039639 sec): 3 clusters Score: Raw -221068.435340 + Penalty 2480.215291 = -218588.220049 nChanged 14 SP:Iteration 17Q (6691.049465 sec): 3 clusters Score: Raw -221076.310794 + Penalty 2480.215291 = -218596.095504 nChanged 11 SP:Iteration 18Q (6691.059418 sec): 3 clusters Score: Raw -221082.792269 + Penalty 2480.215291 = -218602.576978 nChanged 8 SP:Iteration 19Q (6691.069312 sec): 3 clusters Score: Raw -221087.364897 + Penalty 2480.215291 = -218607.149606 nChanged 4 SP:Iteration 20F (6691.079527 sec): 3 clusters Score: Raw -221089.191931 + Penalty 2480.215291 = -218608.976640 nChanged 5 SP:Iteration 21Q (6691.089481 sec): 3 clusters Score: Raw -221095.514252 + Penalty 2480.215291 = -218615.298961 nChanged 7 SP:Iteration 22Q (6691.099370 sec): 3 clusters Score: Raw -221101.187261 + Penalty 2480.215291 = -218620.971970 nChanged 7 SP:Iteration 23Q (6691.109272 sec): 3 clusters Score: Raw -221104.637363 + Penalty 2480.215291 = -218624.422072 nChanged 4 SP:Iteration 24Q (6691.119257 sec): 3 clusters Score: Raw -221107.778924 + Penalty 2480.215291 = -218627.563633 nChanged 7 SP:Iteration 25Q (6691.129147 sec): 3 clusters Score: Raw -221113.031013 + Penalty 2480.215291 = -218632.815722 nChanged 9 SP:Iteration 26Q (6691.139031 sec): 3 clusters Score: Raw -221117.561931 + Penalty 2480.215291 = -218637.346640 nChanged 3 SP:Iteration 27Q (6691.148943 sec): 3 clusters Score: Raw -221119.377236 + Penalty 2480.215291 = -218639.161945 nChanged 1 SP:Iteration 28Q (6691.158722 sec): 3 clusters Score: Raw -221119.705402 + Penalty 2480.215291 = -218639.490111 nChanged 1 SP:Iteration 29Q (6691.168585 sec): 3 clusters Score: Raw -221120.088727 + Penalty 2480.215291 = -218639.873436 nChanged 0 SP:Iteration 30F (6691.178869 sec): 3 clusters Score: Raw -221120.088727 + Penalty 2480.215291 = -218639.873436 nChanged 0 Trying to split cluster 15 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6691.189952 sec): 2 clusters Score: Raw -15476.473576 + Penalty 839.277721 = -14637.195855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6691.191576 sec): 3 clusters Score: Raw -15668.284200 + Penalty 1678.555442 = -13989.728758 nChanged 15 SP:Iteration 1F (6691.193037 sec): 3 clusters Score: Raw -15778.031901 + Penalty 1678.555442 = -14099.476459 nChanged 9 SP:Iteration 2F (6691.194493 sec): 3 clusters Score: Raw -15851.727927 + Penalty 1678.555442 = -14173.172485 nChanged 1 SP:Iteration 3Q (6691.195897 sec): 3 clusters Score: Raw -15860.365992 + Penalty 1678.555442 = -14181.810550 nChanged 2 SP:Iteration 4Q (6691.197287 sec): 3 clusters Score: Raw -15876.386904 + Penalty 1678.555442 = -14197.831462 nChanged 1 SP:Iteration 5Q (6691.198686 sec): 3 clusters Score: Raw -15888.827212 + Penalty 1678.555442 = -14210.271771 nChanged 0 SP:Iteration 6F (6691.200135 sec): 3 clusters Score: Raw -15888.827212 + Penalty 1678.555442 = -14210.271771 nChanged 0 Trying to split cluster 16 (4385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6691.218822 sec): 2 clusters Score: Raw -510425.006805 + Penalty 1362.716047 = -509062.290758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6691.238906 sec): 3 clusters Score: Raw -508158.465506 + Penalty 2725.432094 = -505433.033412 nChanged 1754 SP:Iteration 1F (6691.258611 sec): 3 clusters Score: Raw -509120.950446 + Penalty 2725.432094 = -506395.518352 nChanged 318 SP:Iteration 2F (6691.278319 sec): 3 clusters Score: Raw -509280.555843 + Penalty 2725.432094 = -506555.123749 nChanged 206 SP:Iteration 3Q (6691.298373 sec): 3 clusters Score: Raw -509368.013635 + Penalty 2725.432094 = -506642.581541 nChanged 137 SP:Iteration 4Q (6691.318414 sec): 3 clusters Score: Raw -509419.598547 + Penalty 2725.432094 = -506694.166453 nChanged 111 SP:Iteration 5Q (6691.338316 sec): 3 clusters Score: Raw -509463.911843 + Penalty 2725.432094 = -506738.479749 nChanged 117 SP:Iteration 6Q (6691.358046 sec): 3 clusters Score: Raw -509503.552891 + Penalty 2725.432094 = -506778.120797 nChanged 90 SP:Iteration 7Q (6691.377656 sec): 3 clusters Score: Raw -509536.925420 + Penalty 2725.432094 = -506811.493326 nChanged 73 SP:Iteration 8Q (6691.397499 sec): 3 clusters Score: Raw -509564.013454 + Penalty 2725.432094 = -506838.581360 nChanged 55 SP:Iteration 9Q (6691.417166 sec): 3 clusters Score: Raw -509584.206886 + Penalty 2725.432094 = -506858.774791 nChanged 57 SP:Iteration 10Q (6691.436879 sec): 3 clusters Score: Raw -509603.621333 + Penalty 2725.432094 = -506878.189239 nChanged 46 SP:Iteration 11Q (6691.456498 sec): 3 clusters Score: Raw -509617.519600 + Penalty 2725.432094 = -506892.087506 nChanged 48 SP:Iteration 12Q (6691.476365 sec): 3 clusters Score: Raw -509633.267997 + Penalty 2725.432094 = -506907.835903 nChanged 55 SP:Iteration 13Q (6691.495913 sec): 3 clusters Score: Raw -509650.893061 + Penalty 2725.432094 = -506925.460967 nChanged 47 SP:Iteration 14Q (6691.515431 sec): 3 clusters Score: Raw -509669.359683 + Penalty 2725.432094 = -506943.927589 nChanged 53 SP:Iteration 15Q (6691.535184 sec): 3 clusters Score: Raw -509683.227014 + Penalty 2725.432094 = -506957.794920 nChanged 41 SP:Iteration 16Q (6691.554915 sec): 3 clusters Score: Raw -509696.086462 + Penalty 2725.432094 = -506970.654368 nChanged 40 SP:Iteration 17Q (6691.574591 sec): 3 clusters Score: Raw -509710.634078 + Penalty 2725.432094 = -506985.201984 nChanged 45 SP:Iteration 18Q (6691.594493 sec): 3 clusters Score: Raw -509726.273928 + Penalty 2725.432094 = -507000.841834 nChanged 46 SP:Iteration 19Q (6691.614157 sec): 3 clusters Score: Raw -509739.926634 + Penalty 2725.432094 = -507014.494540 nChanged 44 SP:Iteration 20F (6691.633794 sec): 3 clusters Score: Raw -509752.308314 + Penalty 2725.432094 = -507026.876220 nChanged 40 SP:Iteration 21Q (6691.653449 sec): 3 clusters Score: Raw -509763.288949 + Penalty 2725.432094 = -507037.856855 nChanged 38 SP:Iteration 22Q (6691.673136 sec): 3 clusters Score: Raw -509777.606402 + Penalty 2725.432094 = -507052.174308 nChanged 29 SP:Iteration 23Q (6691.692975 sec): 3 clusters Score: Raw -509786.934871 + Penalty 2725.432094 = -507061.502777 nChanged 31 SP:Iteration 24Q (6691.712421 sec): 3 clusters Score: Raw -509794.433102 + Penalty 2725.432094 = -507069.001008 nChanged 24 SP:Iteration 25Q (6691.732276 sec): 3 clusters Score: Raw -509799.532226 + Penalty 2725.432094 = -507074.100132 nChanged 23 SP:Iteration 26Q (6691.751885 sec): 3 clusters Score: Raw -509804.943560 + Penalty 2725.432094 = -507079.511466 nChanged 22 SP:Iteration 27Q (6691.771494 sec): 3 clusters Score: Raw -509809.849293 + Penalty 2725.432094 = -507084.417199 nChanged 26 SP:Iteration 28Q (6691.791165 sec): 3 clusters Score: Raw -509817.115884 + Penalty 2725.432094 = -507091.683790 nChanged 30 SP:Iteration 29Q (6691.810977 sec): 3 clusters Score: Raw -509825.251609 + Penalty 2725.432094 = -507099.819515 nChanged 31 SP:Iteration 30Q (6691.830856 sec): 3 clusters Score: Raw -509833.210910 + Penalty 2725.432094 = -507107.778816 nChanged 24 SP:Iteration 31Q (6691.850459 sec): 3 clusters Score: Raw -509840.137182 + Penalty 2725.432094 = -507114.705088 nChanged 27 SP:Iteration 32Q (6691.881468 sec): 3 clusters Score: Raw -509848.792839 + Penalty 2725.432094 = -507123.360745 nChanged 32 SP:Iteration 33Q (6691.901279 sec): 3 clusters Score: Raw -509859.945704 + Penalty 2725.432094 = -507134.513610 nChanged 39 SP:Iteration 34Q (6691.920993 sec): 3 clusters Score: Raw -509877.399704 + Penalty 2725.432094 = -507151.967610 nChanged 44 SP:Iteration 35Q (6691.940656 sec): 3 clusters Score: Raw -509892.263184 + Penalty 2725.432094 = -507166.831089 nChanged 51 SP:Iteration 36Q (6691.960387 sec): 3 clusters Score: Raw -509912.453701 + Penalty 2725.432094 = -507187.021607 nChanged 47 SP:Iteration 37Q (6691.980139 sec): 3 clusters Score: Raw -509929.410247 + Penalty 2725.432094 = -507203.978153 nChanged 43 SP:Iteration 38Q (6692.000039 sec): 3 clusters Score: Raw -509944.330342 + Penalty 2725.432094 = -507218.898248 nChanged 46 SP:Iteration 39Q (6692.019533 sec): 3 clusters Score: Raw -509959.852176 + Penalty 2725.432094 = -507234.420082 nChanged 53 SP:Iteration 40F (6692.039009 sec): 3 clusters Score: Raw -509979.514402 + Penalty 2725.432094 = -507254.082308 nChanged 41 SP:Iteration 41Q (6692.058437 sec): 3 clusters Score: Raw -509995.242669 + Penalty 2725.432094 = -507269.810574 nChanged 60 SP:Iteration 42Q (6692.078092 sec): 3 clusters Score: Raw -510021.374574 + Penalty 2725.432094 = -507295.942480 nChanged 53 SP:Iteration 43Q (6692.097707 sec): 3 clusters Score: Raw -510042.224899 + Penalty 2725.432094 = -507316.792805 nChanged 46 SP:Iteration 44Q (6692.117104 sec): 3 clusters Score: Raw -510060.494388 + Penalty 2725.432094 = -507335.062294 nChanged 57 SP:Iteration 45Q (6692.136582 sec): 3 clusters Score: Raw -510082.561326 + Penalty 2725.432094 = -507357.129232 nChanged 50 SP:Iteration 46Q (6692.156246 sec): 3 clusters Score: Raw -510100.711334 + Penalty 2725.432094 = -507375.279240 nChanged 45 SP:Iteration 47Q (6692.175628 sec): 3 clusters Score: Raw -510117.095812 + Penalty 2725.432094 = -507391.663718 nChanged 37 SP:Iteration 48Q (6692.195123 sec): 3 clusters Score: Raw -510129.777860 + Penalty 2725.432094 = -507404.345766 nChanged 29 SP:Iteration 49Q (6692.214427 sec): 3 clusters Score: Raw -510138.699133 + Penalty 2725.432094 = -507413.267039 nChanged 31 SP:Iteration 50Q (6692.233848 sec): 3 clusters Score: Raw -510148.990626 + Penalty 2725.432094 = -507423.558532 nChanged 28 SP:Iteration 51Q (6692.253298 sec): 3 clusters Score: Raw -510160.707797 + Penalty 2725.432094 = -507435.275703 nChanged 33 SP:Iteration 52Q (6692.272702 sec): 3 clusters Score: Raw -510174.249752 + Penalty 2725.432094 = -507448.817658 nChanged 29 SP:Iteration 53Q (6692.292045 sec): 3 clusters Score: Raw -510185.051081 + Penalty 2725.432094 = -507459.618987 nChanged 25 SP:Iteration 54Q (6692.311662 sec): 3 clusters Score: Raw -510194.091677 + Penalty 2725.432094 = -507468.659583 nChanged 30 SP:Iteration 55Q (6692.331023 sec): 3 clusters Score: Raw -510202.973215 + Penalty 2725.432094 = -507477.541121 nChanged 30 SP:Iteration 56Q (6692.350442 sec): 3 clusters Score: Raw -510212.546628 + Penalty 2725.432094 = -507487.114534 nChanged 25 SP:Iteration 57Q (6692.369789 sec): 3 clusters Score: Raw -510220.424785 + Penalty 2725.432094 = -507494.992691 nChanged 21 SP:Iteration 58Q (6692.388878 sec): 3 clusters Score: Raw -510226.287437 + Penalty 2725.432094 = -507500.855343 nChanged 15 SP:Iteration 59Q (6692.408327 sec): 3 clusters Score: Raw -510230.428509 + Penalty 2725.432094 = -507504.996415 nChanged 8 SP:Iteration 60F (6692.427967 sec): 3 clusters Score: Raw -510232.302429 + Penalty 2725.432094 = -507506.870335 nChanged 8 SP:Iteration 61Q (6692.447147 sec): 3 clusters Score: Raw -510233.917527 + Penalty 2725.432094 = -507508.485433 nChanged 9 SP:Iteration 62Q (6692.466473 sec): 3 clusters Score: Raw -510235.967775 + Penalty 2725.432094 = -507510.535681 nChanged 8 SP:Iteration 63Q (6692.485745 sec): 3 clusters Score: Raw -510237.992024 + Penalty 2725.432094 = -507512.559930 nChanged 12 SP:Iteration 64Q (6692.505200 sec): 3 clusters Score: Raw -510242.396070 + Penalty 2725.432094 = -507516.963976 nChanged 7 SP:Iteration 65Q (6692.524275 sec): 3 clusters Score: Raw -510243.977778 + Penalty 2725.432094 = -507518.545684 nChanged 7 SP:Iteration 66Q (6692.543552 sec): 3 clusters Score: Raw -510245.498967 + Penalty 2725.432094 = -507520.066873 nChanged 2 SP:Iteration 67Q (6692.562691 sec): 3 clusters Score: Raw -510245.839573 + Penalty 2725.432094 = -507520.407479 nChanged 4 SP:Iteration 68Q (6692.581983 sec): 3 clusters Score: Raw -510246.619248 + Penalty 2725.432094 = -507521.187154 nChanged 4 SP:Iteration 69Q (6692.601232 sec): 3 clusters Score: Raw -510247.062108 + Penalty 2725.432094 = -507521.630014 nChanged 2 SP:Iteration 70Q (6692.620441 sec): 3 clusters Score: Raw -510247.289985 + Penalty 2725.432094 = -507521.857891 nChanged 0 SP:Iteration 71F (6692.639988 sec): 3 clusters Score: Raw -510247.289985 + Penalty 2725.432094 = -507521.857891 nChanged 0 Trying to split cluster 17 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6692.654444 sec): 2 clusters Score: Raw -114867.058217 + Penalty 1130.283799 = -113736.774418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6692.660402 sec): 3 clusters Score: Raw -114512.235775 + Penalty 2260.567598 = -112251.668177 nChanged 319 SP:Iteration 1F (6692.665974 sec): 3 clusters Score: Raw -114762.617535 + Penalty 2260.567598 = -112502.049938 nChanged 78 SP:Iteration 2F (6692.671601 sec): 3 clusters Score: Raw -114844.725641 + Penalty 2260.567598 = -112584.158043 nChanged 51 SP:Iteration 3Q (6692.677172 sec): 3 clusters Score: Raw -114897.687595 + Penalty 2260.567598 = -112637.119997 nChanged 33 SP:Iteration 4Q (6692.682747 sec): 3 clusters Score: Raw -114929.545389 + Penalty 2260.567598 = -112668.977791 nChanged 25 SP:Iteration 5Q (6692.688294 sec): 3 clusters Score: Raw -114957.215724 + Penalty 2260.567598 = -112696.648126 nChanged 20 SP:Iteration 6Q (6692.693796 sec): 3 clusters Score: Raw -114974.679551 + Penalty 2260.567598 = -112714.111953 nChanged 16 SP:Iteration 7Q (6692.699332 sec): 3 clusters Score: Raw -114983.049087 + Penalty 2260.567598 = -112722.481489 nChanged 15 SP:Iteration 8Q (6692.704887 sec): 3 clusters Score: Raw -114993.099857 + Penalty 2260.567598 = -112732.532260 nChanged 13 SP:Iteration 9Q (6692.710381 sec): 3 clusters Score: Raw -115002.311355 + Penalty 2260.567598 = -112741.743757 nChanged 13 SP:Iteration 10Q (6692.715889 sec): 3 clusters Score: Raw -115017.790986 + Penalty 2260.567598 = -112757.223388 nChanged 15 SP:Iteration 11Q (6692.721338 sec): 3 clusters Score: Raw -115032.119079 + Penalty 2260.567598 = -112771.551482 nChanged 15 SP:Iteration 12Q (6692.726805 sec): 3 clusters Score: Raw -115043.203082 + Penalty 2260.567598 = -112782.635485 nChanged 11 SP:Iteration 13Q (6692.732318 sec): 3 clusters Score: Raw -115052.874347 + Penalty 2260.567598 = -112792.306749 nChanged 13 SP:Iteration 14Q (6692.737865 sec): 3 clusters Score: Raw -115069.469551 + Penalty 2260.567598 = -112808.901953 nChanged 10 SP:Iteration 15Q (6692.743364 sec): 3 clusters Score: Raw -115078.404649 + Penalty 2260.567598 = -112817.837051 nChanged 6 SP:Iteration 16Q (6692.748853 sec): 3 clusters Score: Raw -115081.925768 + Penalty 2260.567598 = -112821.358170 nChanged 3 SP:Iteration 17Q (6692.754343 sec): 3 clusters Score: Raw -115084.852528 + Penalty 2260.567598 = -112824.284930 nChanged 7 SP:Iteration 18Q (6692.759797 sec): 3 clusters Score: Raw -115089.677117 + Penalty 2260.567598 = -112829.109520 nChanged 3 SP:Iteration 19Q (6692.765314 sec): 3 clusters Score: Raw -115093.003105 + Penalty 2260.567598 = -112832.435507 nChanged 3 SP:Iteration 20F (6692.770859 sec): 3 clusters Score: Raw -115097.751656 + Penalty 2260.567598 = -112837.184058 nChanged 3 SP:Iteration 21Q (6692.776367 sec): 3 clusters Score: Raw -115098.930283 + Penalty 2260.567598 = -112838.362685 nChanged 3 SP:Iteration 22Q (6692.781861 sec): 3 clusters Score: Raw -115103.453790 + Penalty 2260.567598 = -112842.886192 nChanged 5 SP:Iteration 23Q (6692.787356 sec): 3 clusters Score: Raw -115105.857461 + Penalty 2260.567598 = -112845.289863 nChanged 4 SP:Iteration 24Q (6692.792810 sec): 3 clusters Score: Raw -115107.595216 + Penalty 2260.567598 = -112847.027619 nChanged 2 SP:Iteration 25Q (6692.798374 sec): 3 clusters Score: Raw -115109.603105 + Penalty 2260.567598 = -112849.035507 nChanged 0 SP:Iteration 26F (6692.803929 sec): 3 clusters Score: Raw -115109.603105 + Penalty 2260.567598 = -112849.035507 nChanged 0 Trying to split cluster 18 (6821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6692.825191 sec): 2 clusters Score: Raw -753463.773898 + Penalty 1434.511222 = -752029.262676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6692.848663 sec): 3 clusters Score: Raw -749698.881309 + Penalty 2869.022444 = -746829.858864 nChanged 2890 SP:Iteration 1F (6692.871424 sec): 3 clusters Score: Raw -751301.566813 + Penalty 2869.022444 = -748432.544368 nChanged 524 SP:Iteration 2F (6692.894416 sec): 3 clusters Score: Raw -751637.956255 + Penalty 2869.022444 = -748768.933811 nChanged 448 SP:Iteration 3F (6692.917464 sec): 3 clusters Score: Raw -751947.938519 + Penalty 2869.022444 = -749078.916075 nChanged 408 SP:Iteration 4F (6692.940410 sec): 3 clusters Score: Raw -752278.633193 + Penalty 2869.022444 = -749409.610749 nChanged 425 SP:Iteration 5F (6692.963267 sec): 3 clusters Score: Raw -752689.405158 + Penalty 2869.022444 = -749820.382714 nChanged 449 SP:Iteration 6F (6692.986088 sec): 3 clusters Score: Raw -753136.146336 + Penalty 2869.022444 = -750267.123891 nChanged 447 SP:Iteration 7F (6693.009253 sec): 3 clusters Score: Raw -753545.674779 + Penalty 2869.022444 = -750676.652335 nChanged 392 SP:Iteration 8F (6693.032395 sec): 3 clusters Score: Raw -753859.892730 + Penalty 2869.022444 = -750990.870285 nChanged 323 SP:Iteration 9Q (6693.055210 sec): 3 clusters Score: Raw -754095.638115 + Penalty 2869.022444 = -751226.615670 nChanged 235 SP:Iteration 10Q (6693.077928 sec): 3 clusters Score: Raw -754240.281859 + Penalty 2869.022444 = -751371.259414 nChanged 172 SP:Iteration 11Q (6693.100611 sec): 3 clusters Score: Raw -754350.219168 + Penalty 2869.022444 = -751481.196724 nChanged 131 SP:Iteration 12Q (6693.123198 sec): 3 clusters Score: Raw -754419.878995 + Penalty 2869.022444 = -751550.856551 nChanged 108 SP:Iteration 13Q (6693.145743 sec): 3 clusters Score: Raw -754475.834601 + Penalty 2869.022444 = -751606.812156 nChanged 95 SP:Iteration 14Q (6693.168555 sec): 3 clusters Score: Raw -754517.120180 + Penalty 2869.022444 = -751648.097735 nChanged 66 SP:Iteration 15Q (6693.191068 sec): 3 clusters Score: Raw -754542.656814 + Penalty 2869.022444 = -751673.634370 nChanged 60 SP:Iteration 16Q (6693.213635 sec): 3 clusters Score: Raw -754566.380158 + Penalty 2869.022444 = -751697.357714 nChanged 50 SP:Iteration 17Q (6693.236007 sec): 3 clusters Score: Raw -754583.067061 + Penalty 2869.022444 = -751714.044616 nChanged 41 SP:Iteration 18Q (6693.258339 sec): 3 clusters Score: Raw -754596.461814 + Penalty 2869.022444 = -751727.439370 nChanged 34 SP:Iteration 19Q (6693.280855 sec): 3 clusters Score: Raw -754605.466819 + Penalty 2869.022444 = -751736.444374 nChanged 28 SP:Iteration 20F (6693.303901 sec): 3 clusters Score: Raw -754614.136912 + Penalty 2869.022444 = -751745.114467 nChanged 30 SP:Iteration 21Q (6693.326212 sec): 3 clusters Score: Raw -754622.781226 + Penalty 2869.022444 = -751753.758782 nChanged 30 SP:Iteration 22Q (6693.348581 sec): 3 clusters Score: Raw -754630.960786 + Penalty 2869.022444 = -751761.938342 nChanged 29 SP:Iteration 23Q (6693.370976 sec): 3 clusters Score: Raw -754639.527239 + Penalty 2869.022444 = -751770.504794 nChanged 28 SP:Iteration 24Q (6693.393430 sec): 3 clusters Score: Raw -754648.745067 + Penalty 2869.022444 = -751779.722622 nChanged 28 SP:Iteration 25Q (6693.415789 sec): 3 clusters Score: Raw -754659.732393 + Penalty 2869.022444 = -751790.709949 nChanged 30 SP:Iteration 26Q (6693.438139 sec): 3 clusters Score: Raw -754675.994346 + Penalty 2869.022444 = -751806.971902 nChanged 27 SP:Iteration 27Q (6693.460392 sec): 3 clusters Score: Raw -754688.386172 + Penalty 2869.022444 = -751819.363727 nChanged 28 SP:Iteration 28Q (6693.482886 sec): 3 clusters Score: Raw -754699.488268 + Penalty 2869.022444 = -751830.465823 nChanged 25 SP:Iteration 29Q (6693.505440 sec): 3 clusters Score: Raw -754707.520388 + Penalty 2869.022444 = -751838.497943 nChanged 22 SP:Iteration 30Q (6693.527991 sec): 3 clusters Score: Raw -754715.345504 + Penalty 2869.022444 = -751846.323060 nChanged 18 SP:Iteration 31Q (6693.550299 sec): 3 clusters Score: Raw -754722.222124 + Penalty 2869.022444 = -751853.199679 nChanged 19 SP:Iteration 32Q (6693.572585 sec): 3 clusters Score: Raw -754729.151009 + Penalty 2869.022444 = -751860.128564 nChanged 20 SP:Iteration 33Q (6693.594914 sec): 3 clusters Score: Raw -754736.001788 + Penalty 2869.022444 = -751866.979343 nChanged 20 SP:Iteration 34Q (6693.617265 sec): 3 clusters Score: Raw -754740.758499 + Penalty 2869.022444 = -751871.736055 nChanged 23 SP:Iteration 35Q (6693.639541 sec): 3 clusters Score: Raw -754747.042282 + Penalty 2869.022444 = -751878.019838 nChanged 19 SP:Iteration 36Q (6693.662050 sec): 3 clusters Score: Raw -754752.363540 + Penalty 2869.022444 = -751883.341095 nChanged 21 SP:Iteration 37Q (6693.684390 sec): 3 clusters Score: Raw -754761.853825 + Penalty 2869.022444 = -751892.831380 nChanged 22 SP:Iteration 38Q (6693.706748 sec): 3 clusters Score: Raw -754768.877801 + Penalty 2869.022444 = -751899.855356 nChanged 13 SP:Iteration 39Q (6693.729050 sec): 3 clusters Score: Raw -754773.065738 + Penalty 2869.022444 = -751904.043293 nChanged 12 SP:Iteration 40F (6693.752013 sec): 3 clusters Score: Raw -754776.723510 + Penalty 2869.022444 = -751907.701065 nChanged 13 SP:Iteration 41Q (6693.774331 sec): 3 clusters Score: Raw -754781.765613 + Penalty 2869.022444 = -751912.743169 nChanged 16 SP:Iteration 42Q (6693.796599 sec): 3 clusters Score: Raw -754787.316898 + Penalty 2869.022444 = -751918.294454 nChanged 15 SP:Iteration 43Q (6693.818937 sec): 3 clusters Score: Raw -754791.334675 + Penalty 2869.022444 = -751922.312230 nChanged 8 SP:Iteration 44Q (6693.841264 sec): 3 clusters Score: Raw -754792.657666 + Penalty 2869.022444 = -751923.635221 nChanged 5 SP:Iteration 45Q (6693.863613 sec): 3 clusters Score: Raw -754793.932303 + Penalty 2869.022444 = -751924.909859 nChanged 5 SP:Iteration 46Q (6693.886031 sec): 3 clusters Score: Raw -754794.926093 + Penalty 2869.022444 = -751925.903649 nChanged 2 SP:Iteration 47Q (6693.908256 sec): 3 clusters Score: Raw -754795.244261 + Penalty 2869.022444 = -751926.221816 nChanged 1 SP:Iteration 48Q (6693.930550 sec): 3 clusters Score: Raw -754795.447501 + Penalty 2869.022444 = -751926.425056 nChanged 1 SP:Iteration 49Q (6693.952685 sec): 3 clusters Score: Raw -754795.546574 + Penalty 2869.022444 = -751926.524130 nChanged 0 SP:Iteration 50F (6693.975566 sec): 3 clusters Score: Raw -754795.546574 + Penalty 2869.022444 = -751926.524130 nChanged 0 Trying to split cluster 19 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6693.992688 sec): 2 clusters Score: Raw -361547.988011 + Penalty 1328.983202 = -360219.004809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6694.010992 sec): 3 clusters Score: Raw -359797.364003 + Penalty 2657.966404 = -357139.397599 nChanged 1410 SP:Iteration 1F (6694.028253 sec): 3 clusters Score: Raw -360673.883670 + Penalty 2657.966404 = -358015.917267 nChanged 305 SP:Iteration 2F (6694.045513 sec): 3 clusters Score: Raw -360917.157109 + Penalty 2657.966404 = -358259.190705 nChanged 237 SP:Iteration 3F (6694.062851 sec): 3 clusters Score: Raw -361135.048628 + Penalty 2657.966404 = -358477.082224 nChanged 217 SP:Iteration 4F (6694.080119 sec): 3 clusters Score: Raw -361309.957485 + Penalty 2657.966404 = -358651.991082 nChanged 171 SP:Iteration 5Q (6694.097364 sec): 3 clusters Score: Raw -361447.584321 + Penalty 2657.966404 = -358789.617918 nChanged 155 SP:Iteration 6Q (6694.114597 sec): 3 clusters Score: Raw -361572.382632 + Penalty 2657.966404 = -358914.416229 nChanged 133 SP:Iteration 7Q (6694.131678 sec): 3 clusters Score: Raw -361684.710946 + Penalty 2657.966404 = -359026.744542 nChanged 145 SP:Iteration 8Q (6694.148903 sec): 3 clusters Score: Raw -361789.974435 + Penalty 2657.966404 = -359132.008031 nChanged 101 SP:Iteration 9Q (6694.165934 sec): 3 clusters Score: Raw -361854.079447 + Penalty 2657.966404 = -359196.113043 nChanged 83 SP:Iteration 10Q (6694.183219 sec): 3 clusters Score: Raw -361903.218883 + Penalty 2657.966404 = -359245.252479 nChanged 55 SP:Iteration 11Q (6694.200255 sec): 3 clusters Score: Raw -361931.454499 + Penalty 2657.966404 = -359273.488096 nChanged 53 SP:Iteration 12Q (6694.217501 sec): 3 clusters Score: Raw -361961.870582 + Penalty 2657.966404 = -359303.904179 nChanged 46 SP:Iteration 13Q (6694.234679 sec): 3 clusters Score: Raw -361989.588198 + Penalty 2657.966404 = -359331.621794 nChanged 35 SP:Iteration 14Q (6694.251904 sec): 3 clusters Score: Raw -362006.435846 + Penalty 2657.966404 = -359348.469443 nChanged 17 SP:Iteration 15Q (6694.268904 sec): 3 clusters Score: Raw -362012.060497 + Penalty 2657.966404 = -359354.094093 nChanged 12 SP:Iteration 16Q (6694.286127 sec): 3 clusters Score: Raw -362017.290092 + Penalty 2657.966404 = -359359.323688 nChanged 14 SP:Iteration 17Q (6694.303246 sec): 3 clusters Score: Raw -362022.046893 + Penalty 2657.966404 = -359364.080489 nChanged 6 SP:Iteration 18Q (6694.320494 sec): 3 clusters Score: Raw -362024.971333 + Penalty 2657.966404 = -359367.004929 nChanged 4 SP:Iteration 19Q (6694.337526 sec): 3 clusters Score: Raw -362026.682956 + Penalty 2657.966404 = -359368.716552 nChanged 5 SP:Iteration 20F (6694.354594 sec): 3 clusters Score: Raw -362028.887597 + Penalty 2657.966404 = -359370.921193 nChanged 5 SP:Iteration 21Q (6694.371781 sec): 3 clusters Score: Raw -362031.706096 + Penalty 2657.966404 = -359373.739693 nChanged 7 SP:Iteration 22Q (6694.388966 sec): 3 clusters Score: Raw -362035.362054 + Penalty 2657.966404 = -359377.395650 nChanged 8 SP:Iteration 23Q (6694.406026 sec): 3 clusters Score: Raw -362038.759518 + Penalty 2657.966404 = -359380.793114 nChanged 5 SP:Iteration 24Q (6694.423058 sec): 3 clusters Score: Raw -362041.085215 + Penalty 2657.966404 = -359383.118812 nChanged 13 SP:Iteration 25Q (6694.440285 sec): 3 clusters Score: Raw -362048.166859 + Penalty 2657.966404 = -359390.200455 nChanged 9 SP:Iteration 26Q (6694.457333 sec): 3 clusters Score: Raw -362050.800710 + Penalty 2657.966404 = -359392.834306 nChanged 5 SP:Iteration 27Q (6694.474553 sec): 3 clusters Score: Raw -362052.567483 + Penalty 2657.966404 = -359394.601079 nChanged 8 SP:Iteration 28Q (6694.491561 sec): 3 clusters Score: Raw -362055.777339 + Penalty 2657.966404 = -359397.810935 nChanged 7 SP:Iteration 29Q (6694.508756 sec): 3 clusters Score: Raw -362058.113409 + Penalty 2657.966404 = -359400.147005 nChanged 4 SP:Iteration 30Q (6694.525959 sec): 3 clusters Score: Raw -362059.008737 + Penalty 2657.966404 = -359401.042333 nChanged 2 SP:Iteration 31Q (6694.543182 sec): 3 clusters Score: Raw -362059.334335 + Penalty 2657.966404 = -359401.367932 nChanged 0 SP:Iteration 32F (6694.560435 sec): 3 clusters Score: Raw -362059.334335 + Penalty 2657.966404 = -359401.367932 nChanged 0 Trying to split cluster 20 (40566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6694.622083 sec): 2 clusters Score: Raw -4645345.560204 + Penalty 1724.236403 = -4643621.323801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6694.699502 sec): 3 clusters Score: Raw -4619990.140161 + Penalty 3448.472806 = -4616541.667355 nChanged 18787 SP:Iteration 1F (6694.770587 sec): 3 clusters Score: Raw -4630826.408493 + Penalty 3448.472806 = -4627377.935687 nChanged 1773 SP:Iteration 2Q (6694.845103 sec): 3 clusters Score: Raw -4631469.836948 + Penalty 3448.472806 = -4628021.364142 nChanged 1889 SP:Iteration 3Q (6694.919689 sec): 3 clusters Score: Raw -4632262.133043 + Penalty 3448.472806 = -4628813.660237 nChanged 2063 SP:Iteration 4F (6694.990390 sec): 3 clusters Score: Raw -4633376.684479 + Penalty 3448.472806 = -4629928.211673 nChanged 2410 SP:Iteration 5F (6695.061786 sec): 3 clusters Score: Raw -4635014.325932 + Penalty 3448.472806 = -4631565.853126 nChanged 2623 SP:Iteration 6F (6695.133156 sec): 3 clusters Score: Raw -4637157.692952 + Penalty 3448.472806 = -4633709.220146 nChanged 2639 SP:Iteration 7F (6695.204622 sec): 3 clusters Score: Raw -4639289.194678 + Penalty 3448.472806 = -4635840.721872 nChanged 2218 SP:Iteration 8F (6695.276284 sec): 3 clusters Score: Raw -4640701.416087 + Penalty 3448.472806 = -4637252.943281 nChanged 1544 SP:Iteration 9Q (6695.347552 sec): 3 clusters Score: Raw -4641427.107918 + Penalty 3448.472806 = -4637978.635112 nChanged 1071 SP:Iteration 10Q (6695.417912 sec): 3 clusters Score: Raw -4641895.459387 + Penalty 3448.472806 = -4638446.986581 nChanged 835 SP:Iteration 11Q (6695.487642 sec): 3 clusters Score: Raw -4642283.156001 + Penalty 3448.472806 = -4638834.683196 nChanged 780 SP:Iteration 12Q (6695.557111 sec): 3 clusters Score: Raw -4642635.756752 + Penalty 3448.472806 = -4639187.283946 nChanged 724 SP:Iteration 13Q (6695.626962 sec): 3 clusters Score: Raw -4642958.293789 + Penalty 3448.472806 = -4639509.820983 nChanged 654 SP:Iteration 14Q (6695.695576 sec): 3 clusters Score: Raw -4643243.485829 + Penalty 3448.472806 = -4639795.013023 nChanged 636 SP:Iteration 15Q (6695.763541 sec): 3 clusters Score: Raw -4643538.653467 + Penalty 3448.472806 = -4640090.180662 nChanged 619 SP:Iteration 16Q (6695.831149 sec): 3 clusters Score: Raw -4643834.641474 + Penalty 3448.472806 = -4640386.168668 nChanged 587 SP:Iteration 17Q (6695.898296 sec): 3 clusters Score: Raw -4644094.900258 + Penalty 3448.472806 = -4640646.427452 nChanged 556 SP:Iteration 18Q (6695.965182 sec): 3 clusters Score: Raw -4644340.601071 + Penalty 3448.472806 = -4640892.128265 nChanged 489 SP:Iteration 19Q (6696.031488 sec): 3 clusters Score: Raw -4644528.584956 + Penalty 3448.472806 = -4641080.112151 nChanged 433 SP:Iteration 20F (6696.102054 sec): 3 clusters Score: Raw -4644676.191895 + Penalty 3448.472806 = -4641227.719090 nChanged 362 SP:Iteration 21Q (6696.168505 sec): 3 clusters Score: Raw -4644793.342503 + Penalty 3448.472806 = -4641344.869697 nChanged 346 SP:Iteration 22Q (6696.234301 sec): 3 clusters Score: Raw -4644892.170779 + Penalty 3448.472806 = -4641443.697973 nChanged 286 SP:Iteration 23Q (6696.299773 sec): 3 clusters Score: Raw -4644959.009018 + Penalty 3448.472806 = -4641510.536213 nChanged 235 SP:Iteration 24Q (6696.364954 sec): 3 clusters Score: Raw -4645010.875311 + Penalty 3448.472806 = -4641562.402506 nChanged 195 SP:Iteration 25Q (6696.429949 sec): 3 clusters Score: Raw -4645050.708548 + Penalty 3448.472806 = -4641602.235742 nChanged 173 SP:Iteration 26Q (6696.494952 sec): 3 clusters Score: Raw -4645082.899680 + Penalty 3448.472806 = -4641634.426874 nChanged 175 SP:Iteration 27Q (6696.559650 sec): 3 clusters Score: Raw -4645109.247866 + Penalty 3448.472806 = -4641660.775061 nChanged 136 SP:Iteration 28Q (6696.624377 sec): 3 clusters Score: Raw -4645125.792770 + Penalty 3448.472806 = -4641677.319964 nChanged 108 SP:Iteration 29Q (6696.688839 sec): 3 clusters Score: Raw -4645140.368260 + Penalty 3448.472806 = -4641691.895454 nChanged 111 SP:Iteration 30Q (6696.753380 sec): 3 clusters Score: Raw -4645153.673561 + Penalty 3448.472806 = -4641705.200755 nChanged 105 SP:Iteration 31Q (6696.817776 sec): 3 clusters Score: Raw -4645164.514955 + Penalty 3448.472806 = -4641716.042149 nChanged 84 SP:Iteration 32Q (6696.882111 sec): 3 clusters Score: Raw -4645172.795680 + Penalty 3448.472806 = -4641724.322874 nChanged 76 SP:Iteration 33Q (6696.946317 sec): 3 clusters Score: Raw -4645180.307662 + Penalty 3448.472806 = -4641731.834856 nChanged 69 SP:Iteration 34Q (6697.010631 sec): 3 clusters Score: Raw -4645186.566459 + Penalty 3448.472806 = -4641738.093653 nChanged 75 SP:Iteration 35Q (6697.074629 sec): 3 clusters Score: Raw -4645194.393782 + Penalty 3448.472806 = -4641745.920976 nChanged 74 SP:Iteration 36Q (6697.138688 sec): 3 clusters Score: Raw -4645201.835660 + Penalty 3448.472806 = -4641753.362854 nChanged 71 SP:Iteration 37Q (6697.202793 sec): 3 clusters Score: Raw -4645207.841692 + Penalty 3448.472806 = -4641759.368886 nChanged 65 SP:Iteration 38Q (6697.266720 sec): 3 clusters Score: Raw -4645213.568876 + Penalty 3448.472806 = -4641765.096070 nChanged 77 SP:Iteration 39Q (6697.330639 sec): 3 clusters Score: Raw -4645219.252008 + Penalty 3448.472806 = -4641770.779202 nChanged 59 SP:Iteration 40F (6697.401244 sec): 3 clusters Score: Raw -4645224.063043 + Penalty 3448.472806 = -4641775.590237 nChanged 62 SP:Iteration 41Q (6697.466213 sec): 3 clusters Score: Raw -4645228.962797 + Penalty 3448.472806 = -4641780.489991 nChanged 54 SP:Iteration 42Q (6697.530340 sec): 3 clusters Score: Raw -4645233.102457 + Penalty 3448.472806 = -4641784.629651 nChanged 49 SP:Iteration 43Q (6697.594501 sec): 3 clusters Score: Raw -4645237.178113 + Penalty 3448.472806 = -4641788.705307 nChanged 44 SP:Iteration 44Q (6697.658761 sec): 3 clusters Score: Raw -4645240.362851 + Penalty 3448.472806 = -4641791.890046 nChanged 38 SP:Iteration 45Q (6697.722951 sec): 3 clusters Score: Raw -4645242.479095 + Penalty 3448.472806 = -4641794.006289 nChanged 25 SP:Iteration 46Q (6697.786956 sec): 3 clusters Score: Raw -4645244.297159 + Penalty 3448.472806 = -4641795.824353 nChanged 32 SP:Iteration 47Q (6697.850994 sec): 3 clusters Score: Raw -4645246.252978 + Penalty 3448.472806 = -4641797.780172 nChanged 29 SP:Iteration 48Q (6697.915150 sec): 3 clusters Score: Raw -4645248.145581 + Penalty 3448.472806 = -4641799.672776 nChanged 29 SP:Iteration 49Q (6697.979347 sec): 3 clusters Score: Raw -4645250.197769 + Penalty 3448.472806 = -4641801.724963 nChanged 33 SP:Iteration 50Q (6698.043336 sec): 3 clusters Score: Raw -4645252.366930 + Penalty 3448.472806 = -4641803.894124 nChanged 37 SP:Iteration 51Q (6698.107145 sec): 3 clusters Score: Raw -4645254.548163 + Penalty 3448.472806 = -4641806.075358 nChanged 33 SP:Iteration 52Q (6698.171169 sec): 3 clusters Score: Raw -4645256.406108 + Penalty 3448.472806 = -4641807.933302 nChanged 36 SP:Iteration 53Q (6698.235107 sec): 3 clusters Score: Raw -4645258.362887 + Penalty 3448.472806 = -4641809.890081 nChanged 35 SP:Iteration 54Q (6698.298814 sec): 3 clusters Score: Raw -4645260.708595 + Penalty 3448.472806 = -4641812.235789 nChanged 40 SP:Iteration 55Q (6698.362683 sec): 3 clusters Score: Raw -4645263.359284 + Penalty 3448.472806 = -4641814.886478 nChanged 33 SP:Iteration 56Q (6698.426486 sec): 3 clusters Score: Raw -4645265.241005 + Penalty 3448.472806 = -4641816.768199 nChanged 29 SP:Iteration 57Q (6698.504794 sec): 3 clusters Score: Raw -4645266.881815 + Penalty 3448.472806 = -4641818.409009 nChanged 34 SP:Iteration 58Q (6698.588444 sec): 3 clusters Score: Raw -4645268.866628 + Penalty 3448.472806 = -4641820.393823 nChanged 38 SP:Iteration 59Q (6698.651919 sec): 3 clusters Score: Raw -4645271.828277 + Penalty 3448.472806 = -4641823.355471 nChanged 45 SP:Iteration 60F (6698.722676 sec): 3 clusters Score: Raw -4645275.052027 + Penalty 3448.472806 = -4641826.579221 nChanged 44 SP:Iteration 61Q (6698.786885 sec): 3 clusters Score: Raw -4645278.545940 + Penalty 3448.472806 = -4641830.073134 nChanged 53 SP:Iteration 62Q (6698.850695 sec): 3 clusters Score: Raw -4645283.050319 + Penalty 3448.472806 = -4641834.577513 nChanged 59 SP:Iteration 63Q (6698.914437 sec): 3 clusters Score: Raw -4645288.901240 + Penalty 3448.472806 = -4641840.428434 nChanged 62 SP:Iteration 64Q (6698.978027 sec): 3 clusters Score: Raw -4645294.853060 + Penalty 3448.472806 = -4641846.380254 nChanged 63 SP:Iteration 65Q (6699.041808 sec): 3 clusters Score: Raw -4645300.611746 + Penalty 3448.472806 = -4641852.138941 nChanged 55 SP:Iteration 66Q (6699.105389 sec): 3 clusters Score: Raw -4645304.886503 + Penalty 3448.472806 = -4641856.413697 nChanged 52 SP:Iteration 67Q (6699.168993 sec): 3 clusters Score: Raw -4645308.913794 + Penalty 3448.472806 = -4641860.440988 nChanged 56 SP:Iteration 68Q (6699.261086 sec): 3 clusters Score: Raw -4645313.249947 + Penalty 3448.472806 = -4641864.777141 nChanged 50 SP:Iteration 69Q (6699.361849 sec): 3 clusters Score: Raw -4645317.257300 + Penalty 3448.472806 = -4641868.784494 nChanged 54 SP:Iteration 70Q (6699.458975 sec): 3 clusters Score: Raw -4645321.886004 + Penalty 3448.472806 = -4641873.413198 nChanged 48 SP:Iteration 71Q (6699.546493 sec): 3 clusters Score: Raw -4645325.392857 + Penalty 3448.472806 = -4641876.920051 nChanged 54 SP:Iteration 72Q (6699.642740 sec): 3 clusters Score: Raw -4645329.580907 + Penalty 3448.472806 = -4641881.108101 nChanged 67 SP:Iteration 73Q (6699.711597 sec): 3 clusters Score: Raw -4645335.648167 + Penalty 3448.472806 = -4641887.175361 nChanged 55 SP:Iteration 74Q (6699.774779 sec): 3 clusters Score: Raw -4645339.766174 + Penalty 3448.472806 = -4641891.293369 nChanged 51 SP:Iteration 75Q (6699.838014 sec): 3 clusters Score: Raw -4645343.510826 + Penalty 3448.472806 = -4641895.038020 nChanged 50 SP:Iteration 76Q (6699.901344 sec): 3 clusters Score: Raw -4645347.361065 + Penalty 3448.472806 = -4641898.888260 nChanged 43 SP:Iteration 77Q (6699.964064 sec): 3 clusters Score: Raw -4645350.226158 + Penalty 3448.472806 = -4641901.753353 nChanged 41 SP:Iteration 78Q (6700.027027 sec): 3 clusters Score: Raw -4645353.209835 + Penalty 3448.472806 = -4641904.737029 nChanged 37 SP:Iteration 79Q (6700.090107 sec): 3 clusters Score: Raw -4645356.012344 + Penalty 3448.472806 = -4641907.539539 nChanged 57 SP:Iteration 80F (6700.160449 sec): 3 clusters Score: Raw -4645360.411558 + Penalty 3448.472806 = -4641911.938752 nChanged 53 SP:Iteration 81Q (6700.224711 sec): 3 clusters Score: Raw -4645364.695819 + Penalty 3448.472806 = -4641916.223013 nChanged 51 SP:Iteration 82Q (6700.287432 sec): 3 clusters Score: Raw -4645368.949664 + Penalty 3448.472806 = -4641920.476858 nChanged 39 SP:Iteration 83Q (6700.350511 sec): 3 clusters Score: Raw -4645371.943991 + Penalty 3448.472806 = -4641923.471186 nChanged 34 SP:Iteration 84Q (6700.413680 sec): 3 clusters Score: Raw -4645374.024759 + Penalty 3448.472806 = -4641925.551953 nChanged 21 SP:Iteration 85Q (6700.476707 sec): 3 clusters Score: Raw -4645375.099062 + Penalty 3448.472806 = -4641926.626256 nChanged 18 SP:Iteration 86Q (6700.539842 sec): 3 clusters Score: Raw -4645376.279961 + Penalty 3448.472806 = -4641927.807155 nChanged 23 SP:Iteration 87Q (6700.602931 sec): 3 clusters Score: Raw -4645377.942063 + Penalty 3448.472806 = -4641929.469257 nChanged 34 SP:Iteration 88Q (6700.665803 sec): 3 clusters Score: Raw -4645380.260818 + Penalty 3448.472806 = -4641931.788012 nChanged 32 SP:Iteration 89Q (6700.728921 sec): 3 clusters Score: Raw -4645382.908943 + Penalty 3448.472806 = -4641934.436137 nChanged 33 SP:Iteration 90Q (6700.791752 sec): 3 clusters Score: Raw -4645385.699232 + Penalty 3448.472806 = -4641937.226426 nChanged 36 SP:Iteration 91Q (6700.855006 sec): 3 clusters Score: Raw -4645388.984389 + Penalty 3448.472806 = -4641940.511583 nChanged 37 SP:Iteration 92Q (6700.917794 sec): 3 clusters Score: Raw -4645392.536263 + Penalty 3448.472806 = -4641944.063457 nChanged 46 SP:Iteration 93Q (6700.980563 sec): 3 clusters Score: Raw -4645397.038539 + Penalty 3448.472806 = -4641948.565733 nChanged 48 SP:Iteration 94Q (6701.043208 sec): 3 clusters Score: Raw -4645401.741392 + Penalty 3448.472806 = -4641953.268586 nChanged 48 SP:Iteration 95Q (6701.105835 sec): 3 clusters Score: Raw -4645406.504389 + Penalty 3448.472806 = -4641958.031583 nChanged 50 SP:Iteration 96Q (6701.169252 sec): 3 clusters Score: Raw -4645411.409903 + Penalty 3448.472806 = -4641962.937097 nChanged 49 SP:Iteration 97Q (6701.231141 sec): 3 clusters Score: Raw -4645415.841689 + Penalty 3448.472806 = -4641967.368883 nChanged 53 SP:Iteration 98Q (6701.293408 sec): 3 clusters Score: Raw -4645420.708215 + Penalty 3448.472806 = -4641972.235409 nChanged 51 SP:Iteration 99Q (6701.355838 sec): 3 clusters Score: Raw -4645425.267560 + Penalty 3448.472806 = -4641976.794754 nChanged 49 SP:Iteration 100F (6701.426117 sec): 3 clusters Score: Raw -4645429.579343 + Penalty 3448.472806 = -4641981.106537 nChanged 43 SP:Iteration 101Q (6701.488972 sec): 3 clusters Score: Raw -4645433.560072 + Penalty 3448.472806 = -4641985.087267 nChanged 38 SP:Iteration 102Q (6701.551308 sec): 3 clusters Score: Raw -4645437.094691 + Penalty 3448.472806 = -4641988.621885 nChanged 37 SP:Iteration 103Q (6701.613488 sec): 3 clusters Score: Raw -4645440.682060 + Penalty 3448.472806 = -4641992.209254 nChanged 40 SP:Iteration 104Q (6701.675663 sec): 3 clusters Score: Raw -4645444.330224 + Penalty 3448.472806 = -4641995.857418 nChanged 43 SP:Iteration 105Q (6701.737956 sec): 3 clusters Score: Raw -4645448.385219 + Penalty 3448.472806 = -4641999.912413 nChanged 46 SP:Iteration 106Q (6701.800189 sec): 3 clusters Score: Raw -4645452.270177 + Penalty 3448.472806 = -4642003.797371 nChanged 36 SP:Iteration 107Q (6701.862288 sec): 3 clusters Score: Raw -4645455.073327 + Penalty 3448.472806 = -4642006.600521 nChanged 34 SP:Iteration 108Q (6701.924359 sec): 3 clusters Score: Raw -4645457.859092 + Penalty 3448.472806 = -4642009.386286 nChanged 25 SP:Iteration 109Q (6701.986433 sec): 3 clusters Score: Raw -4645459.434941 + Penalty 3448.472806 = -4642010.962135 nChanged 24 SP:Iteration 110Q (6702.048473 sec): 3 clusters Score: Raw -4645460.994922 + Penalty 3448.472806 = -4642012.522116 nChanged 21 SP:Iteration 111Q (6702.110689 sec): 3 clusters Score: Raw -4645462.420176 + Penalty 3448.472806 = -4642013.947371 nChanged 19 SP:Iteration 112Q (6702.173151 sec): 3 clusters Score: Raw -4645463.685569 + Penalty 3448.472806 = -4642015.212763 nChanged 18 SP:Iteration 113Q (6702.236275 sec): 3 clusters Score: Raw -4645464.863077 + Penalty 3448.472806 = -4642016.390271 nChanged 15 SP:Iteration 114Q (6702.297709 sec): 3 clusters Score: Raw -4645465.977123 + Penalty 3448.472806 = -4642017.504317 nChanged 23 SP:Iteration 115Q (6702.359605 sec): 3 clusters Score: Raw -4645467.797103 + Penalty 3448.472806 = -4642019.324297 nChanged 22 SP:Iteration 116Q (6702.421573 sec): 3 clusters Score: Raw -4645469.152069 + Penalty 3448.472806 = -4642020.679263 nChanged 16 SP:Iteration 117Q (6702.483405 sec): 3 clusters Score: Raw -4645470.166956 + Penalty 3448.472806 = -4642021.694150 nChanged 14 SP:Iteration 118Q (6702.545297 sec): 3 clusters Score: Raw -4645470.998786 + Penalty 3448.472806 = -4642022.525980 nChanged 13 SP:Iteration 119Q (6702.607186 sec): 3 clusters Score: Raw -4645472.081242 + Penalty 3448.472806 = -4642023.608436 nChanged 15 SP:Iteration 120F (6702.677473 sec): 3 clusters Score: Raw -4645473.317984 + Penalty 3448.472806 = -4642024.845178 nChanged 14 SP:Iteration 121Q (6702.739945 sec): 3 clusters Score: Raw -4645474.488005 + Penalty 3448.472806 = -4642026.015200 nChanged 19 SP:Iteration 122Q (6702.801756 sec): 3 clusters Score: Raw -4645475.886329 + Penalty 3448.472806 = -4642027.413523 nChanged 17 SP:Iteration 123Q (6702.863577 sec): 3 clusters Score: Raw -4645476.970983 + Penalty 3448.472806 = -4642028.498177 nChanged 16 SP:Iteration 124Q (6702.925763 sec): 3 clusters Score: Raw -4645478.192191 + Penalty 3448.472806 = -4642029.719385 nChanged 18 SP:Iteration 125Q (6702.987489 sec): 3 clusters Score: Raw -4645479.343714 + Penalty 3448.472806 = -4642030.870908 nChanged 15 SP:Iteration 126Q (6703.049413 sec): 3 clusters Score: Raw -4645480.314423 + Penalty 3448.472806 = -4642031.841617 nChanged 11 SP:Iteration 127Q (6703.111283 sec): 3 clusters Score: Raw -4645481.039983 + Penalty 3448.472806 = -4642032.567177 nChanged 12 SP:Iteration 128Q (6703.172984 sec): 3 clusters Score: Raw -4645481.590366 + Penalty 3448.472806 = -4642033.117560 nChanged 13 SP:Iteration 129Q (6703.234734 sec): 3 clusters Score: Raw -4645482.270592 + Penalty 3448.472806 = -4642033.797786 nChanged 13 SP:Iteration 130Q (6703.296523 sec): 3 clusters Score: Raw -4645482.938735 + Penalty 3448.472806 = -4642034.465929 nChanged 12 SP:Iteration 131Q (6703.358166 sec): 3 clusters Score: Raw -4645483.708375 + Penalty 3448.472806 = -4642035.235569 nChanged 15 SP:Iteration 132Q (6703.420266 sec): 3 clusters Score: Raw -4645484.514389 + Penalty 3448.472806 = -4642036.041583 nChanged 10 SP:Iteration 133Q (6703.482011 sec): 3 clusters Score: Raw -4645485.233800 + Penalty 3448.472806 = -4642036.760994 nChanged 11 SP:Iteration 134Q (6703.543709 sec): 3 clusters Score: Raw -4645485.922069 + Penalty 3448.472806 = -4642037.449263 nChanged 16 SP:Iteration 135Q (6703.631876 sec): 3 clusters Score: Raw -4645486.950628 + Penalty 3448.472806 = -4642038.477822 nChanged 13 SP:Iteration 136Q (6703.733849 sec): 3 clusters Score: Raw -4645487.748751 + Penalty 3448.472806 = -4642039.275945 nChanged 18 SP:Iteration 137Q (6703.832173 sec): 3 clusters Score: Raw -4645489.054202 + Penalty 3448.472806 = -4642040.581396 nChanged 21 SP:Iteration 138Q (6703.922393 sec): 3 clusters Score: Raw -4645490.582221 + Penalty 3448.472806 = -4642042.109416 nChanged 22 SP:Iteration 139Q (6704.019879 sec): 3 clusters Score: Raw -4645492.002339 + Penalty 3448.472806 = -4642043.529533 nChanged 25 SP:Iteration 140F (6704.129433 sec): 3 clusters Score: Raw -4645493.788245 + Penalty 3448.472806 = -4642045.315439 nChanged 16 SP:Iteration 141Q (6704.232288 sec): 3 clusters Score: Raw -4645494.844813 + Penalty 3448.472806 = -4642046.372008 nChanged 12 SP:Iteration 142Q (6704.340975 sec): 3 clusters Score: Raw -4645495.601363 + Penalty 3448.472806 = -4642047.128557 nChanged 15 SP:Iteration 143Q (6704.439271 sec): 3 clusters Score: Raw -4645496.442131 + Penalty 3448.472806 = -4642047.969325 nChanged 14 SP:Iteration 144Q (6704.551552 sec): 3 clusters Score: Raw -4645497.429874 + Penalty 3448.472806 = -4642048.957069 nChanged 12 SP:Iteration 145Q (6704.650807 sec): 3 clusters Score: Raw -4645498.142156 + Penalty 3448.472806 = -4642049.669350 nChanged 7 SP:Iteration 146Q (6704.759911 sec): 3 clusters Score: Raw -4645498.374629 + Penalty 3448.472806 = -4642049.901823 nChanged 5 SP:Iteration 147Q (6704.854569 sec): 3 clusters Score: Raw -4645498.694494 + Penalty 3448.472806 = -4642050.221688 nChanged 7 SP:Iteration 148Q (6704.953910 sec): 3 clusters Score: Raw -4645499.150734 + Penalty 3448.472806 = -4642050.677928 nChanged 7 SP:Iteration 149Q (6705.069293 sec): 3 clusters Score: Raw -4645499.570835 + Penalty 3448.472806 = -4642051.098029 nChanged 9 SP:Iteration 150Q (6705.178897 sec): 3 clusters Score: Raw -4645500.120235 + Penalty 3448.472806 = -4642051.647430 nChanged 6 SP:Iteration 151Q (6705.282256 sec): 3 clusters Score: Raw -4645500.438042 + Penalty 3448.472806 = -4642051.965236 nChanged 3 SP:Iteration 152Q (6705.377882 sec): 3 clusters Score: Raw -4645500.518401 + Penalty 3448.472806 = -4642052.045595 nChanged 1 SP:Iteration 153Q (6705.495615 sec): 3 clusters Score: Raw -4645500.591762 + Penalty 3448.472806 = -4642052.118957 nChanged 1 SP:Iteration 154Q (6705.598310 sec): 3 clusters Score: Raw -4645500.650746 + Penalty 3448.472806 = -4642052.177941 nChanged 1 SP:Iteration 155Q (6705.696009 sec): 3 clusters Score: Raw -4645500.673777 + Penalty 3448.472806 = -4642052.200971 nChanged 1 SP:Iteration 156Q (6705.810633 sec): 3 clusters Score: Raw -4645500.728650 + Penalty 3448.472806 = -4642052.255844 nChanged 2 SP:Iteration 157Q (6705.908029 sec): 3 clusters Score: Raw -4645500.870294 + Penalty 3448.472806 = -4642052.397488 nChanged 2 SP:Iteration 158Q (6706.012455 sec): 3 clusters Score: Raw -4645500.972040 + Penalty 3448.472806 = -4642052.499234 nChanged 3 SP:Iteration 159Q (6706.124811 sec): 3 clusters Score: Raw -4645501.186639 + Penalty 3448.472806 = -4642052.713833 nChanged 8 SP:Iteration 160F (6706.236177 sec): 3 clusters Score: Raw -4645501.580143 + Penalty 3448.472806 = -4642053.107337 nChanged 10 SP:Iteration 161Q (6706.345500 sec): 3 clusters Score: Raw -4645502.190519 + Penalty 3448.472806 = -4642053.717713 nChanged 8 SP:Iteration 162Q (6706.456035 sec): 3 clusters Score: Raw -4645502.634216 + Penalty 3448.472806 = -4642054.161410 nChanged 4 SP:Iteration 163Q (6706.561444 sec): 3 clusters Score: Raw -4645502.778347 + Penalty 3448.472806 = -4642054.305541 nChanged 5 SP:Iteration 164Q (6706.667301 sec): 3 clusters Score: Raw -4645503.036461 + Penalty 3448.472806 = -4642054.563655 nChanged 5 SP:Iteration 165Q (6706.774091 sec): 3 clusters Score: Raw -4645503.286259 + Penalty 3448.472806 = -4642054.813453 nChanged 5 SP:Iteration 166Q (6706.874556 sec): 3 clusters Score: Raw -4645503.423241 + Penalty 3448.472806 = -4642054.950435 nChanged 2 SP:Iteration 167Q (6706.976954 sec): 3 clusters Score: Raw -4645503.511240 + Penalty 3448.472806 = -4642055.038434 nChanged 2 SP:Iteration 168Q (6707.074382 sec): 3 clusters Score: Raw -4645503.680485 + Penalty 3448.472806 = -4642055.207679 nChanged 2 SP:Iteration 169Q (6707.185516 sec): 3 clusters Score: Raw -4645503.769206 + Penalty 3448.472806 = -4642055.296400 nChanged 2 SP:Iteration 170Q (6707.291459 sec): 3 clusters Score: Raw -4645503.926831 + Penalty 3448.472806 = -4642055.454026 nChanged 3 SP:Iteration 171Q (6707.388150 sec): 3 clusters Score: Raw -4645504.052694 + Penalty 3448.472806 = -4642055.579888 nChanged 1 SP:Iteration 172Q (6707.492411 sec): 3 clusters Score: Raw -4645504.073429 + Penalty 3448.472806 = -4642055.600623 nChanged 0 SP:Iteration 173F (6707.607726 sec): 3 clusters Score: Raw -4645504.073429 + Penalty 3448.472806 = -4642055.600623 nChanged 0 Trying to split cluster 21 (7119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6707.650833 sec): 2 clusters Score: Raw -791243.353659 + Penalty 1441.459914 = -789801.893746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6707.711978 sec): 3 clusters Score: Raw -787377.790823 + Penalty 2882.919827 = -784494.870996 nChanged 3003 SP:Iteration 1F (6707.762193 sec): 3 clusters Score: Raw -788995.664520 + Penalty 2882.919827 = -786112.744693 nChanged 446 SP:Iteration 2F (6707.834078 sec): 3 clusters Score: Raw -789189.317201 + Penalty 2882.919827 = -786306.397374 nChanged 371 SP:Iteration 3F (6707.882782 sec): 3 clusters Score: Raw -789345.407693 + Penalty 2882.919827 = -786462.487866 nChanged 277 SP:Iteration 4Q (6707.941312 sec): 3 clusters Score: Raw -789472.976631 + Penalty 2882.919827 = -786590.056804 nChanged 264 SP:Iteration 5Q (6708.003929 sec): 3 clusters Score: Raw -789592.924374 + Penalty 2882.919827 = -786710.004547 nChanged 262 SP:Iteration 6Q (6708.064388 sec): 3 clusters Score: Raw -789720.355290 + Penalty 2882.919827 = -786837.435462 nChanged 248 SP:Iteration 7Q (6708.122344 sec): 3 clusters Score: Raw -789850.458384 + Penalty 2882.919827 = -786967.538557 nChanged 256 SP:Iteration 8Q (6708.168621 sec): 3 clusters Score: Raw -789997.428639 + Penalty 2882.919827 = -787114.508812 nChanged 230 SP:Iteration 9Q (6708.225680 sec): 3 clusters Score: Raw -790128.739441 + Penalty 2882.919827 = -787245.819614 nChanged 223 SP:Iteration 10Q (6708.275752 sec): 3 clusters Score: Raw -790259.846219 + Penalty 2882.919827 = -787376.926391 nChanged 246 SP:Iteration 11Q (6708.344107 sec): 3 clusters Score: Raw -790434.637066 + Penalty 2882.919827 = -787551.717239 nChanged 260 SP:Iteration 12Q (6708.399989 sec): 3 clusters Score: Raw -790623.490726 + Penalty 2882.919827 = -787740.570899 nChanged 231 SP:Iteration 13Q (6708.457498 sec): 3 clusters Score: Raw -790788.773522 + Penalty 2882.919827 = -787905.853695 nChanged 197 SP:Iteration 14Q (6708.514308 sec): 3 clusters Score: Raw -790942.996227 + Penalty 2882.919827 = -788060.076399 nChanged 176 SP:Iteration 15Q (6708.571358 sec): 3 clusters Score: Raw -791072.392457 + Penalty 2882.919827 = -788189.472630 nChanged 127 SP:Iteration 16Q (6708.616357 sec): 3 clusters Score: Raw -791154.257632 + Penalty 2882.919827 = -788271.337804 nChanged 117 SP:Iteration 17Q (6708.672998 sec): 3 clusters Score: Raw -791223.109050 + Penalty 2882.919827 = -788340.189223 nChanged 77 SP:Iteration 18Q (6708.717976 sec): 3 clusters Score: Raw -791264.388642 + Penalty 2882.919827 = -788381.468814 nChanged 61 SP:Iteration 19Q (6708.766414 sec): 3 clusters Score: Raw -791300.162696 + Penalty 2882.919827 = -788417.242868 nChanged 51 SP:Iteration 20F (6708.815275 sec): 3 clusters Score: Raw -791327.156555 + Penalty 2882.919827 = -788444.236728 nChanged 39 SP:Iteration 21Q (6708.870580 sec): 3 clusters Score: Raw -791351.214669 + Penalty 2882.919827 = -788468.294842 nChanged 35 SP:Iteration 22Q (6708.907990 sec): 3 clusters Score: Raw -791369.530683 + Penalty 2882.919827 = -788486.610856 nChanged 23 SP:Iteration 23Q (6708.958165 sec): 3 clusters Score: Raw -791382.121265 + Penalty 2882.919827 = -788499.201438 nChanged 25 SP:Iteration 24Q (6708.979998 sec): 3 clusters Score: Raw -791396.714356 + Penalty 2882.919827 = -788513.794529 nChanged 25 SP:Iteration 25Q (6709.022464 sec): 3 clusters Score: Raw -791409.325754 + Penalty 2882.919827 = -788526.405927 nChanged 21 SP:Iteration 26Q (6709.072815 sec): 3 clusters Score: Raw -791423.213952 + Penalty 2882.919827 = -788540.294125 nChanged 20 SP:Iteration 27Q (6709.124004 sec): 3 clusters Score: Raw -791435.561088 + Penalty 2882.919827 = -788552.641260 nChanged 17 SP:Iteration 28Q (6709.171365 sec): 3 clusters Score: Raw -791443.026007 + Penalty 2882.919827 = -788560.106179 nChanged 10 SP:Iteration 29Q (6709.222617 sec): 3 clusters Score: Raw -791447.151350 + Penalty 2882.919827 = -788564.231523 nChanged 7 SP:Iteration 30Q (6709.277389 sec): 3 clusters Score: Raw -791449.703237 + Penalty 2882.919827 = -788566.783410 nChanged 6 SP:Iteration 31Q (6709.322633 sec): 3 clusters Score: Raw -791452.724387 + Penalty 2882.919827 = -788569.804560 nChanged 6 SP:Iteration 32Q (6709.364885 sec): 3 clusters Score: Raw -791455.088546 + Penalty 2882.919827 = -788572.168719 nChanged 2 SP:Iteration 33Q (6709.407332 sec): 3 clusters Score: Raw -791457.068248 + Penalty 2882.919827 = -788574.148421 nChanged 3 SP:Iteration 34Q (6709.461976 sec): 3 clusters Score: Raw -791458.924926 + Penalty 2882.919827 = -788576.005099 nChanged 6 SP:Iteration 35Q (6709.519336 sec): 3 clusters Score: Raw -791462.459152 + Penalty 2882.919827 = -788579.539325 nChanged 11 SP:Iteration 36Q (6709.571565 sec): 3 clusters Score: Raw -791469.091992 + Penalty 2882.919827 = -788586.172165 nChanged 6 SP:Iteration 37Q (6709.625953 sec): 3 clusters Score: Raw -791472.029535 + Penalty 2882.919827 = -788589.109708 nChanged 4 SP:Iteration 38Q (6709.681027 sec): 3 clusters Score: Raw -791475.044652 + Penalty 2882.919827 = -788592.124825 nChanged 5 SP:Iteration 39Q (6709.741657 sec): 3 clusters Score: Raw -791477.957298 + Penalty 2882.919827 = -788595.037471 nChanged 4 SP:Iteration 40F (6709.786998 sec): 3 clusters Score: Raw -791479.990599 + Penalty 2882.919827 = -788597.070772 nChanged 2 SP:Iteration 41Q (6709.845411 sec): 3 clusters Score: Raw -791481.197183 + Penalty 2882.919827 = -788598.277356 nChanged 4 SP:Iteration 42Q (6709.888416 sec): 3 clusters Score: Raw -791483.456673 + Penalty 2882.919827 = -788600.536846 nChanged 5 SP:Iteration 43Q (6709.941589 sec): 3 clusters Score: Raw -791486.593209 + Penalty 2882.919827 = -788603.673382 nChanged 7 SP:Iteration 44Q (6709.980884 sec): 3 clusters Score: Raw -791490.608110 + Penalty 2882.919827 = -788607.688283 nChanged 4 SP:Iteration 45Q (6710.028923 sec): 3 clusters Score: Raw -791492.054955 + Penalty 2882.919827 = -788609.135128 nChanged 4 SP:Iteration 46Q (6710.086450 sec): 3 clusters Score: Raw -791493.566675 + Penalty 2882.919827 = -788610.646848 nChanged 2 SP:Iteration 47Q (6710.135430 sec): 3 clusters Score: Raw -791494.310387 + Penalty 2882.919827 = -788611.390559 nChanged 2 SP:Iteration 48Q (6710.189107 sec): 3 clusters Score: Raw -791495.529993 + Penalty 2882.919827 = -788612.610166 nChanged 2 SP:Iteration 49Q (6710.208891 sec): 3 clusters Score: Raw -791497.800524 + Penalty 2882.919827 = -788614.880697 nChanged 3 SP:Iteration 50Q (6710.266078 sec): 3 clusters Score: Raw -791499.805720 + Penalty 2882.919827 = -788616.885893 nChanged 1 SP:Iteration 51Q (6710.314873 sec): 3 clusters Score: Raw -791500.327645 + Penalty 2882.919827 = -788617.407818 nChanged 2 SP:Iteration 52Q (6710.363650 sec): 3 clusters Score: Raw -791500.998728 + Penalty 2882.919827 = -788618.078901 nChanged 3 SP:Iteration 53Q (6710.413560 sec): 3 clusters Score: Raw -791502.582649 + Penalty 2882.919827 = -788619.662822 nChanged 1 SP:Iteration 54Q (6710.466494 sec): 3 clusters Score: Raw -791502.912386 + Penalty 2882.919827 = -788619.992559 nChanged 1 SP:Iteration 55Q (6710.509292 sec): 3 clusters Score: Raw -791503.298745 + Penalty 2882.919827 = -788620.378918 nChanged 2 SP:Iteration 56Q (6710.562322 sec): 3 clusters Score: Raw -791504.448154 + Penalty 2882.919827 = -788621.528326 nChanged 2 SP:Iteration 57Q (6710.601152 sec): 3 clusters Score: Raw -791504.999973 + Penalty 2882.919827 = -788622.080146 nChanged 0 SP:Iteration 58F (6710.652396 sec): 3 clusters Score: Raw -791504.999973 + Penalty 2882.919827 = -788622.080146 nChanged 0 Trying to split cluster 22 (5005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6710.680634 sec): 2 clusters Score: Raw -546647.454206 + Penalty 1384.206312 = -545263.247893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6710.727803 sec): 3 clusters Score: Raw -544078.662567 + Penalty 2768.412625 = -541310.249943 nChanged 2018 SP:Iteration 1F (6710.782071 sec): 3 clusters Score: Raw -545234.862725 + Penalty 2768.412625 = -542466.450101 nChanged 382 SP:Iteration 2F (6710.832774 sec): 3 clusters Score: Raw -545483.872527 + Penalty 2768.412625 = -542715.459902 nChanged 306 SP:Iteration 3F (6710.877314 sec): 3 clusters Score: Raw -545666.916808 + Penalty 2768.412625 = -542898.504183 nChanged 240 SP:Iteration 4Q (6710.920132 sec): 3 clusters Score: Raw -545800.507886 + Penalty 2768.412625 = -543032.095261 nChanged 207 SP:Iteration 5Q (6710.973176 sec): 3 clusters Score: Raw -545918.388345 + Penalty 2768.412625 = -543149.975720 nChanged 171 SP:Iteration 6Q (6711.019914 sec): 3 clusters Score: Raw -546002.263537 + Penalty 2768.412625 = -543233.850912 nChanged 151 SP:Iteration 7Q (6711.041237 sec): 3 clusters Score: Raw -546075.051186 + Penalty 2768.412625 = -543306.638561 nChanged 129 SP:Iteration 8Q (6711.061762 sec): 3 clusters Score: Raw -546140.670888 + Penalty 2768.412625 = -543372.258264 nChanged 121 SP:Iteration 9Q (6711.082193 sec): 3 clusters Score: Raw -546204.728307 + Penalty 2768.412625 = -543436.315683 nChanged 108 SP:Iteration 10Q (6711.134185 sec): 3 clusters Score: Raw -546259.499465 + Penalty 2768.412625 = -543491.086840 nChanged 98 SP:Iteration 11Q (6711.172896 sec): 3 clusters Score: Raw -546308.966640 + Penalty 2768.412625 = -543540.554015 nChanged 80 SP:Iteration 12Q (6711.219914 sec): 3 clusters Score: Raw -546353.864350 + Penalty 2768.412625 = -543585.451725 nChanged 82 SP:Iteration 13Q (6711.258804 sec): 3 clusters Score: Raw -546388.819274 + Penalty 2768.412625 = -543620.406649 nChanged 59 SP:Iteration 14Q (6711.310924 sec): 3 clusters Score: Raw -546408.065927 + Penalty 2768.412625 = -543639.653302 nChanged 47 SP:Iteration 15Q (6711.353250 sec): 3 clusters Score: Raw -546424.148218 + Penalty 2768.412625 = -543655.735593 nChanged 54 SP:Iteration 16Q (6711.402322 sec): 3 clusters Score: Raw -546439.738729 + Penalty 2768.412625 = -543671.326104 nChanged 51 SP:Iteration 17Q (6711.442795 sec): 3 clusters Score: Raw -546459.082718 + Penalty 2768.412625 = -543690.670093 nChanged 39 SP:Iteration 18Q (6711.492646 sec): 3 clusters Score: Raw -546473.253602 + Penalty 2768.412625 = -543704.840977 nChanged 32 SP:Iteration 19Q (6711.538143 sec): 3 clusters Score: Raw -546483.604351 + Penalty 2768.412625 = -543715.191726 nChanged 33 SP:Iteration 20F (6711.587981 sec): 3 clusters Score: Raw -546494.271639 + Penalty 2768.412625 = -543725.859015 nChanged 30 SP:Iteration 21Q (6711.646938 sec): 3 clusters Score: Raw -546505.812621 + Penalty 2768.412625 = -543737.399996 nChanged 28 SP:Iteration 22Q (6711.695426 sec): 3 clusters Score: Raw -546514.092692 + Penalty 2768.412625 = -543745.680067 nChanged 27 SP:Iteration 23Q (6711.745367 sec): 3 clusters Score: Raw -546522.392228 + Penalty 2768.412625 = -543753.979603 nChanged 19 SP:Iteration 24Q (6711.789160 sec): 3 clusters Score: Raw -546525.901860 + Penalty 2768.412625 = -543757.489235 nChanged 9 SP:Iteration 25Q (6711.846536 sec): 3 clusters Score: Raw -546527.616114 + Penalty 2768.412625 = -543759.203489 nChanged 8 SP:Iteration 26Q (6711.898252 sec): 3 clusters Score: Raw -546529.166569 + Penalty 2768.412625 = -543760.753944 nChanged 10 SP:Iteration 27Q (6711.942122 sec): 3 clusters Score: Raw -546531.391149 + Penalty 2768.412625 = -543762.978524 nChanged 9 SP:Iteration 28Q (6712.000177 sec): 3 clusters Score: Raw -546532.821304 + Penalty 2768.412625 = -543764.408680 nChanged 4 SP:Iteration 29Q (6712.045588 sec): 3 clusters Score: Raw -546533.749965 + Penalty 2768.412625 = -543765.337340 nChanged 5 SP:Iteration 30Q (6712.078628 sec): 3 clusters Score: Raw -546534.736975 + Penalty 2768.412625 = -543766.324350 nChanged 4 SP:Iteration 31Q (6712.126639 sec): 3 clusters Score: Raw -546535.423398 + Penalty 2768.412625 = -543767.010774 nChanged 8 SP:Iteration 32Q (6712.177654 sec): 3 clusters Score: Raw -546537.412017 + Penalty 2768.412625 = -543768.999392 nChanged 5 SP:Iteration 33Q (6712.224557 sec): 3 clusters Score: Raw -546538.041527 + Penalty 2768.412625 = -543769.628902 nChanged 2 SP:Iteration 34Q (6712.271762 sec): 3 clusters Score: Raw -546538.513739 + Penalty 2768.412625 = -543770.101114 nChanged 3 SP:Iteration 35Q (6712.321831 sec): 3 clusters Score: Raw -546539.024052 + Penalty 2768.412625 = -543770.611427 nChanged 5 SP:Iteration 36Q (6712.374928 sec): 3 clusters Score: Raw -546539.674672 + Penalty 2768.412625 = -543771.262048 nChanged 10 SP:Iteration 37Q (6712.420597 sec): 3 clusters Score: Raw -546541.362477 + Penalty 2768.412625 = -543772.949853 nChanged 6 SP:Iteration 38Q (6712.454797 sec): 3 clusters Score: Raw -546542.325096 + Penalty 2768.412625 = -543773.912471 nChanged 5 SP:Iteration 39Q (6712.517144 sec): 3 clusters Score: Raw -546543.001963 + Penalty 2768.412625 = -543774.589338 nChanged 2 SP:Iteration 40F (6712.563615 sec): 3 clusters Score: Raw -546543.226943 + Penalty 2768.412625 = -543774.814318 nChanged 0 Trying to split cluster 23 (1958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6712.581394 sec): 2 clusters Score: Raw -196343.049321 + Penalty 1231.697809 = -195111.351513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6712.626499 sec): 3 clusters Score: Raw -195546.838876 + Penalty 2463.395618 = -193083.443259 nChanged 693 SP:Iteration 1F (6712.659274 sec): 3 clusters Score: Raw -196107.159658 + Penalty 2463.395618 = -193643.764040 nChanged 183 SP:Iteration 2F (6712.689372 sec): 3 clusters Score: Raw -196270.260244 + Penalty 2463.395618 = -193806.864626 nChanged 115 SP:Iteration 3F (6712.727868 sec): 3 clusters Score: Raw -196364.086668 + Penalty 2463.395618 = -193900.691050 nChanged 77 SP:Iteration 4Q (6712.772406 sec): 3 clusters Score: Raw -196442.570754 + Penalty 2463.395618 = -193979.175136 nChanged 72 SP:Iteration 5Q (6712.807737 sec): 3 clusters Score: Raw -196501.058707 + Penalty 2463.395618 = -194037.663089 nChanged 53 SP:Iteration 6Q (6712.856068 sec): 3 clusters Score: Raw -196550.837881 + Penalty 2463.395618 = -194087.442264 nChanged 53 SP:Iteration 7Q (6712.907457 sec): 3 clusters Score: Raw -196588.512718 + Penalty 2463.395618 = -194125.117101 nChanged 48 SP:Iteration 8Q (6712.945797 sec): 3 clusters Score: Raw -196635.388644 + Penalty 2463.395618 = -194171.993027 nChanged 39 SP:Iteration 9Q (6712.979129 sec): 3 clusters Score: Raw -196671.237419 + Penalty 2463.395618 = -194207.841802 nChanged 33 SP:Iteration 10Q (6713.032856 sec): 3 clusters Score: Raw -196699.073798 + Penalty 2463.395618 = -194235.678181 nChanged 28 SP:Iteration 11Q (6713.071389 sec): 3 clusters Score: Raw -196722.754105 + Penalty 2463.395618 = -194259.358487 nChanged 26 SP:Iteration 12Q (6713.099964 sec): 3 clusters Score: Raw -196737.991297 + Penalty 2463.395618 = -194274.595679 nChanged 22 SP:Iteration 13Q (6713.133475 sec): 3 clusters Score: Raw -196754.028045 + Penalty 2463.395618 = -194290.632427 nChanged 12 SP:Iteration 14Q (6713.189296 sec): 3 clusters Score: Raw -196761.286262 + Penalty 2463.395618 = -194297.890644 nChanged 13 SP:Iteration 15Q (6713.212416 sec): 3 clusters Score: Raw -196772.284923 + Penalty 2463.395618 = -194308.889305 nChanged 16 SP:Iteration 16Q (6713.250021 sec): 3 clusters Score: Raw -196783.903382 + Penalty 2463.395618 = -194320.507764 nChanged 14 SP:Iteration 17Q (6713.306134 sec): 3 clusters Score: Raw -196796.012601 + Penalty 2463.395618 = -194332.616984 nChanged 8 SP:Iteration 18Q (6713.344287 sec): 3 clusters Score: Raw -196799.345430 + Penalty 2463.395618 = -194335.949812 nChanged 5 SP:Iteration 19Q (6713.395737 sec): 3 clusters Score: Raw -196801.107308 + Penalty 2463.395618 = -194337.711691 nChanged 4 SP:Iteration 20F (6713.432707 sec): 3 clusters Score: Raw -196803.967309 + Penalty 2463.395618 = -194340.571692 nChanged 5 SP:Iteration 21Q (6713.474001 sec): 3 clusters Score: Raw -196810.245194 + Penalty 2463.395618 = -194346.849576 nChanged 7 SP:Iteration 22Q (6713.508673 sec): 3 clusters Score: Raw -196817.296145 + Penalty 2463.395618 = -194353.900527 nChanged 5 SP:Iteration 23Q (6713.561333 sec): 3 clusters Score: Raw -196819.204394 + Penalty 2463.395618 = -194355.808776 nChanged 4 SP:Iteration 24Q (6713.609425 sec): 3 clusters Score: Raw -196822.384679 + Penalty 2463.395618 = -194358.989061 nChanged 4 SP:Iteration 25Q (6713.653057 sec): 3 clusters Score: Raw -196826.835693 + Penalty 2463.395618 = -194363.440075 nChanged 6 SP:Iteration 26Q (6713.686723 sec): 3 clusters Score: Raw -196830.575824 + Penalty 2463.395618 = -194367.180207 nChanged 4 SP:Iteration 27Q (6713.740420 sec): 3 clusters Score: Raw -196833.487625 + Penalty 2463.395618 = -194370.092008 nChanged 6 SP:Iteration 28Q (6713.771896 sec): 3 clusters Score: Raw -196837.256842 + Penalty 2463.395618 = -194373.861224 nChanged 4 SP:Iteration 29Q (6713.814514 sec): 3 clusters Score: Raw -196839.185373 + Penalty 2463.395618 = -194375.789756 nChanged 4 SP:Iteration 30Q (6713.848115 sec): 3 clusters Score: Raw -196842.740246 + Penalty 2463.395618 = -194379.344629 nChanged 3 SP:Iteration 31Q (6713.896177 sec): 3 clusters Score: Raw -196844.400560 + Penalty 2463.395618 = -194381.004943 nChanged 2 SP:Iteration 32Q (6713.942117 sec): 3 clusters Score: Raw -196845.323669 + Penalty 2463.395618 = -194381.928051 nChanged 3 SP:Iteration 33Q (6713.982485 sec): 3 clusters Score: Raw -196846.371866 + Penalty 2463.395618 = -194382.976248 nChanged 1 SP:Iteration 34Q (6714.020791 sec): 3 clusters Score: Raw -196846.695960 + Penalty 2463.395618 = -194383.300343 nChanged 1 SP:Iteration 35Q (6714.075678 sec): 3 clusters Score: Raw -196846.925115 + Penalty 2463.395618 = -194383.529497 nChanged 0 SP:Iteration 36F (6714.113024 sec): 3 clusters Score: Raw -196846.925115 + Penalty 2463.395618 = -194383.529497 nChanged 0 Trying to split cluster 24 (100182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6714.271640 sec): 2 clusters Score: Raw -11490534.635087 + Penalty 1871.145869 = -11488663.489218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6714.447521 sec): 3 clusters Score: Raw -11425505.586777 + Penalty 3742.291739 = -11421763.295038 nChanged 47874 SP:Iteration 1F (6714.629160 sec): 3 clusters Score: Raw -11453612.165572 + Penalty 3742.291739 = -11449869.873834 nChanged 3941 SP:Iteration 2Q (6714.842140 sec): 3 clusters Score: Raw -11455126.974591 + Penalty 3742.291739 = -11451384.682852 nChanged 4834 SP:Iteration 3Q (6715.033661 sec): 3 clusters Score: Raw -11457658.041997 + Penalty 3742.291739 = -11453915.750259 nChanged 5955 SP:Iteration 4F (6715.224764 sec): 3 clusters Score: Raw -11461563.411688 + Penalty 3742.291739 = -11457821.119950 nChanged 6910 SP:Iteration 5F (6715.418190 sec): 3 clusters Score: Raw -11466717.745210 + Penalty 3742.291739 = -11462975.453471 nChanged 7272 SP:Iteration 6F (6715.613725 sec): 3 clusters Score: Raw -11471886.580363 + Penalty 3742.291739 = -11468144.288624 nChanged 6669 SP:Iteration 7F (6715.779402 sec): 3 clusters Score: Raw -11475823.881280 + Penalty 3742.291739 = -11472081.589542 nChanged 5294 SP:Iteration 8F (6715.938650 sec): 3 clusters Score: Raw -11478358.710766 + Penalty 3742.291739 = -11474616.419027 nChanged 3851 SP:Iteration 9Q (6716.104234 sec): 3 clusters Score: Raw -11479669.483525 + Penalty 3742.291739 = -11475927.191786 nChanged 2613 SP:Iteration 10Q (6716.269167 sec): 3 clusters Score: Raw -11480359.995878 + Penalty 3742.291739 = -11476617.704139 nChanged 1915 SP:Iteration 11Q (6716.433753 sec): 3 clusters Score: Raw -11480758.888338 + Penalty 3742.291739 = -11477016.596600 nChanged 1394 SP:Iteration 12Q (6716.597020 sec): 3 clusters Score: Raw -11480992.055345 + Penalty 3742.291739 = -11477249.763607 nChanged 1080 SP:Iteration 13Q (6716.760425 sec): 3 clusters Score: Raw -11481152.224202 + Penalty 3742.291739 = -11477409.932463 nChanged 879 SP:Iteration 14Q (6716.923861 sec): 3 clusters Score: Raw -11481266.937417 + Penalty 3742.291739 = -11477524.645679 nChanged 788 SP:Iteration 15Q (6717.086325 sec): 3 clusters Score: Raw -11481369.357683 + Penalty 3742.291739 = -11477627.065945 nChanged 789 SP:Iteration 16Q (6717.249549 sec): 3 clusters Score: Raw -11481468.864352 + Penalty 3742.291739 = -11477726.572614 nChanged 752 SP:Iteration 17Q (6717.412376 sec): 3 clusters Score: Raw -11481561.024105 + Penalty 3742.291739 = -11477818.732367 nChanged 676 SP:Iteration 18Q (6717.574737 sec): 3 clusters Score: Raw -11481639.831785 + Penalty 3742.291739 = -11477897.540046 nChanged 649 SP:Iteration 19Q (6717.751950 sec): 3 clusters Score: Raw -11481712.489329 + Penalty 3742.291739 = -11477970.197590 nChanged 638 SP:Iteration 20F (6717.942882 sec): 3 clusters Score: Raw -11481783.583231 + Penalty 3742.291739 = -11478041.291493 nChanged 628 SP:Iteration 21Q (6718.153372 sec): 3 clusters Score: Raw -11481852.144719 + Penalty 3742.291739 = -11478109.852980 nChanged 579 SP:Iteration 22Q (6718.357862 sec): 3 clusters Score: Raw -11481913.922657 + Penalty 3742.291739 = -11478171.630919 nChanged 572 SP:Iteration 23Q (6718.570390 sec): 3 clusters Score: Raw -11481972.385811 + Penalty 3742.291739 = -11478230.094072 nChanged 543 SP:Iteration 24Q (6718.744690 sec): 3 clusters Score: Raw -11482025.270134 + Penalty 3742.291739 = -11478282.978396 nChanged 534 SP:Iteration 25Q (6718.910273 sec): 3 clusters Score: Raw -11482076.677991 + Penalty 3742.291739 = -11478334.386252 nChanged 509 SP:Iteration 26Q (6719.115544 sec): 3 clusters Score: Raw -11482123.616435 + Penalty 3742.291739 = -11478381.324696 nChanged 508 SP:Iteration 27Q (6719.310152 sec): 3 clusters Score: Raw -11482167.584407 + Penalty 3742.291739 = -11478425.292669 nChanged 497 SP:Iteration 28Q (6719.507984 sec): 3 clusters Score: Raw -11482210.844520 + Penalty 3742.291739 = -11478468.552782 nChanged 485 SP:Iteration 29Q (6719.713572 sec): 3 clusters Score: Raw -11482255.612567 + Penalty 3742.291739 = -11478513.320829 nChanged 498 SP:Iteration 30Q (6719.924520 sec): 3 clusters Score: Raw -11482300.186305 + Penalty 3742.291739 = -11478557.894567 nChanged 528 SP:Iteration 31Q (6720.126449 sec): 3 clusters Score: Raw -11482350.865707 + Penalty 3742.291739 = -11478608.573968 nChanged 528 SP:Iteration 32Q (6720.317344 sec): 3 clusters Score: Raw -11482405.158905 + Penalty 3742.291739 = -11478662.867166 nChanged 604 SP:Iteration 33Q (6720.484430 sec): 3 clusters Score: Raw -11482480.074012 + Penalty 3742.291739 = -11478737.782273 nChanged 701 SP:Iteration 34Q (6720.659763 sec): 3 clusters Score: Raw -11482570.710317 + Penalty 3742.291739 = -11478828.418579 nChanged 727 SP:Iteration 35Q (6720.838562 sec): 3 clusters Score: Raw -11482657.467802 + Penalty 3742.291739 = -11478915.176064 nChanged 675 SP:Iteration 36Q (6721.055081 sec): 3 clusters Score: Raw -11482738.544759 + Penalty 3742.291739 = -11478996.253021 nChanged 727 SP:Iteration 37Q (6721.265215 sec): 3 clusters Score: Raw -11482834.188670 + Penalty 3742.291739 = -11479091.896932 nChanged 762 SP:Iteration 38Q (6721.474020 sec): 3 clusters Score: Raw -11482940.322095 + Penalty 3742.291739 = -11479198.030357 nChanged 823 SP:Iteration 39Q (6721.678775 sec): 3 clusters Score: Raw -11483057.406911 + Penalty 3742.291739 = -11479315.115173 nChanged 816 SP:Iteration 40F (6721.854205 sec): 3 clusters Score: Raw -11483178.362872 + Penalty 3742.291739 = -11479436.071133 nChanged 931 SP:Iteration 41Q (6722.058065 sec): 3 clusters Score: Raw -11483322.698901 + Penalty 3742.291739 = -11479580.407163 nChanged 913 SP:Iteration 42Q (6722.270604 sec): 3 clusters Score: Raw -11483470.951980 + Penalty 3742.291739 = -11479728.660241 nChanged 980 SP:Iteration 43Q (6722.430285 sec): 3 clusters Score: Raw -11483642.519095 + Penalty 3742.291739 = -11479900.227356 nChanged 1013 SP:Iteration 44Q (6722.625774 sec): 3 clusters Score: Raw -11483831.472741 + Penalty 3742.291739 = -11480089.181003 nChanged 1080 SP:Iteration 45Q (6722.818172 sec): 3 clusters Score: Raw -11484037.821843 + Penalty 3742.291739 = -11480295.530105 nChanged 1105 SP:Iteration 46Q (6722.988366 sec): 3 clusters Score: Raw -11484252.508401 + Penalty 3742.291739 = -11480510.216662 nChanged 1093 SP:Iteration 47Q (6723.183197 sec): 3 clusters Score: Raw -11484467.786023 + Penalty 3742.291739 = -11480725.494285 nChanged 1129 SP:Iteration 48Q (6723.373280 sec): 3 clusters Score: Raw -11484713.640912 + Penalty 3742.291739 = -11480971.349174 nChanged 1185 SP:Iteration 49Q (6723.577286 sec): 3 clusters Score: Raw -11484992.647901 + Penalty 3742.291739 = -11481250.356163 nChanged 1277 SP:Iteration 50Q (6723.769150 sec): 3 clusters Score: Raw -11485297.762459 + Penalty 3742.291739 = -11481555.470721 nChanged 1276 SP:Iteration 51Q (6723.958760 sec): 3 clusters Score: Raw -11485608.824851 + Penalty 3742.291739 = -11481866.533112 nChanged 1323 SP:Iteration 52Q (6724.137180 sec): 3 clusters Score: Raw -11485936.370553 + Penalty 3742.291739 = -11482194.078815 nChanged 1361 SP:Iteration 53Q (6724.326097 sec): 3 clusters Score: Raw -11486300.738689 + Penalty 3742.291739 = -11482558.446950 nChanged 1399 SP:Iteration 54Q (6724.519483 sec): 3 clusters Score: Raw -11486683.066752 + Penalty 3742.291739 = -11482940.775013 nChanged 1340 SP:Iteration 55Q (6724.716283 sec): 3 clusters Score: Raw -11487043.488102 + Penalty 3742.291739 = -11483301.196364 nChanged 1309 SP:Iteration 56Q (6724.904907 sec): 3 clusters Score: Raw -11487387.292557 + Penalty 3742.291739 = -11483645.000818 nChanged 1211 SP:Iteration 57Q (6725.100501 sec): 3 clusters Score: Raw -11487705.079231 + Penalty 3742.291739 = -11483962.787493 nChanged 1220 SP:Iteration 58Q (6725.286530 sec): 3 clusters Score: Raw -11488032.581023 + Penalty 3742.291739 = -11484290.289285 nChanged 1161 SP:Iteration 59Q (6725.481122 sec): 3 clusters Score: Raw -11488333.697125 + Penalty 3742.291739 = -11484591.405386 nChanged 1083 SP:Iteration 60F (6725.656670 sec): 3 clusters Score: Raw -11488613.673634 + Penalty 3742.291739 = -11484871.381895 nChanged 1050 SP:Iteration 61Q (6725.852704 sec): 3 clusters Score: Raw -11488878.958243 + Penalty 3742.291739 = -11485136.666504 nChanged 983 SP:Iteration 62Q (6726.051052 sec): 3 clusters Score: Raw -11489118.853597 + Penalty 3742.291739 = -11485376.561859 nChanged 904 SP:Iteration 63Q (6726.232210 sec): 3 clusters Score: Raw -11489340.323508 + Penalty 3742.291739 = -11485598.031770 nChanged 830 SP:Iteration 64Q (6726.399556 sec): 3 clusters Score: Raw -11489545.775232 + Penalty 3742.291739 = -11485803.483494 nChanged 783 SP:Iteration 65Q (6726.574330 sec): 3 clusters Score: Raw -11489748.923519 + Penalty 3742.291739 = -11486006.631780 nChanged 780 SP:Iteration 66Q (6726.756728 sec): 3 clusters Score: Raw -11489957.049914 + Penalty 3742.291739 = -11486214.758175 nChanged 723 SP:Iteration 67Q (6726.931965 sec): 3 clusters Score: Raw -11490149.125432 + Penalty 3742.291739 = -11486406.833694 nChanged 696 SP:Iteration 68Q (6727.122276 sec): 3 clusters Score: Raw -11490338.231585 + Penalty 3742.291739 = -11486595.939847 nChanged 572 SP:Iteration 69Q (6727.307533 sec): 3 clusters Score: Raw -11490487.945369 + Penalty 3742.291739 = -11486745.653631 nChanged 508 SP:Iteration 70Q (6727.481860 sec): 3 clusters Score: Raw -11490625.264417 + Penalty 3742.291739 = -11486882.972678 nChanged 467 SP:Iteration 71Q (6727.662241 sec): 3 clusters Score: Raw -11490756.104293 + Penalty 3742.291739 = -11487013.812554 nChanged 441 SP:Iteration 72Q (6727.841436 sec): 3 clusters Score: Raw -11490890.099570 + Penalty 3742.291739 = -11487147.807832 nChanged 390 SP:Iteration 73Q (6728.020700 sec): 3 clusters Score: Raw -11491011.819344 + Penalty 3742.291739 = -11487269.527606 nChanged 349 SP:Iteration 74Q (6728.193146 sec): 3 clusters Score: Raw -11491127.188986 + Penalty 3742.291739 = -11487384.897248 nChanged 276 SP:Iteration 75Q (6728.374043 sec): 3 clusters Score: Raw -11491219.495601 + Penalty 3742.291739 = -11487477.203863 nChanged 247 SP:Iteration 76Q (6728.543952 sec): 3 clusters Score: Raw -11491302.185242 + Penalty 3742.291739 = -11487559.893504 nChanged 201 SP:Iteration 77Q (6728.716928 sec): 3 clusters Score: Raw -11491391.028406 + Penalty 3742.291739 = -11487648.736667 nChanged 205 SP:Iteration 78Q (6728.884877 sec): 3 clusters Score: Raw -11491485.038064 + Penalty 3742.291739 = -11487742.746326 nChanged 181 SP:Iteration 79Q (6729.060714 sec): 3 clusters Score: Raw -11491557.541857 + Penalty 3742.291739 = -11487815.250118 nChanged 162 SP:Iteration 80F (6729.253151 sec): 3 clusters Score: Raw -11491621.179917 + Penalty 3742.291739 = -11487878.888179 nChanged 130 SP:Iteration 81Q (6729.426795 sec): 3 clusters Score: Raw -11491662.744301 + Penalty 3742.291739 = -11487920.452562 nChanged 104 SP:Iteration 82Q (6729.580861 sec): 3 clusters Score: Raw -11491700.631383 + Penalty 3742.291739 = -11487958.339644 nChanged 95 SP:Iteration 83Q (6729.759921 sec): 3 clusters Score: Raw -11491730.921019 + Penalty 3742.291739 = -11487988.629281 nChanged 96 SP:Iteration 84Q (6729.925442 sec): 3 clusters Score: Raw -11491754.935803 + Penalty 3742.291739 = -11488012.644064 nChanged 92 SP:Iteration 85Q (6730.100622 sec): 3 clusters Score: Raw -11491781.227577 + Penalty 3742.291739 = -11488038.935838 nChanged 77 SP:Iteration 86Q (6730.278666 sec): 3 clusters Score: Raw -11491801.886964 + Penalty 3742.291739 = -11488059.595225 nChanged 81 SP:Iteration 87Q (6730.450779 sec): 3 clusters Score: Raw -11491825.228941 + Penalty 3742.291739 = -11488082.937202 nChanged 81 SP:Iteration 88Q (6730.620899 sec): 3 clusters Score: Raw -11491849.901214 + Penalty 3742.291739 = -11488107.609475 nChanged 84 SP:Iteration 89Q (6730.779995 sec): 3 clusters Score: Raw -11491874.404956 + Penalty 3742.291739 = -11488132.113217 nChanged 80 SP:Iteration 90Q (6730.953266 sec): 3 clusters Score: Raw -11491894.894263 + Penalty 3742.291739 = -11488152.602524 nChanged 81 SP:Iteration 91Q (6731.122127 sec): 3 clusters Score: Raw -11491917.779597 + Penalty 3742.291739 = -11488175.487858 nChanged 61 SP:Iteration 92Q (6731.276422 sec): 3 clusters Score: Raw -11491934.707171 + Penalty 3742.291739 = -11488192.415433 nChanged 69 SP:Iteration 93Q (6731.459348 sec): 3 clusters Score: Raw -11491950.232013 + Penalty 3742.291739 = -11488207.940275 nChanged 60 SP:Iteration 94Q (6731.636131 sec): 3 clusters Score: Raw -11491961.771153 + Penalty 3742.291739 = -11488219.479415 nChanged 47 SP:Iteration 95Q (6731.812246 sec): 3 clusters Score: Raw -11491971.117048 + Penalty 3742.291739 = -11488228.825309 nChanged 38 SP:Iteration 96Q (6731.980279 sec): 3 clusters Score: Raw -11491978.552101 + Penalty 3742.291739 = -11488236.260362 nChanged 35 SP:Iteration 97Q (6732.149199 sec): 3 clusters Score: Raw -11491986.855695 + Penalty 3742.291739 = -11488244.563956 nChanged 42 SP:Iteration 98Q (6732.319117 sec): 3 clusters Score: Raw -11491996.584558 + Penalty 3742.291739 = -11488254.292819 nChanged 42 SP:Iteration 99Q (6732.490337 sec): 3 clusters Score: Raw -11492006.467095 + Penalty 3742.291739 = -11488264.175357 nChanged 41 SP:Iteration 100F (6732.690110 sec): 3 clusters Score: Raw -11492014.525433 + Penalty 3742.291739 = -11488272.233694 nChanged 38 SP:Iteration 101Q (6732.858138 sec): 3 clusters Score: Raw -11492024.202028 + Penalty 3742.291739 = -11488281.910290 nChanged 44 SP:Iteration 102Q (6733.032961 sec): 3 clusters Score: Raw -11492032.924284 + Penalty 3742.291739 = -11488290.632546 nChanged 41 SP:Iteration 103Q (6733.205332 sec): 3 clusters Score: Raw -11492040.655384 + Penalty 3742.291739 = -11488298.363646 nChanged 36 SP:Iteration 104Q (6733.374847 sec): 3 clusters Score: Raw -11492045.993459 + Penalty 3742.291739 = -11488303.701720 nChanged 28 SP:Iteration 105Q (6733.539220 sec): 3 clusters Score: Raw -11492051.508185 + Penalty 3742.291739 = -11488309.216447 nChanged 36 SP:Iteration 106Q (6733.707739 sec): 3 clusters Score: Raw -11492057.207707 + Penalty 3742.291739 = -11488314.915968 nChanged 28 SP:Iteration 107Q (6733.872789 sec): 3 clusters Score: Raw -11492060.707463 + Penalty 3742.291739 = -11488318.415725 nChanged 23 SP:Iteration 108Q (6734.040689 sec): 3 clusters Score: Raw -11492065.113505 + Penalty 3742.291739 = -11488322.821767 nChanged 29 SP:Iteration 109Q (6734.181726 sec): 3 clusters Score: Raw -11492071.730110 + Penalty 3742.291739 = -11488329.438372 nChanged 36 SP:Iteration 110Q (6734.331470 sec): 3 clusters Score: Raw -11492079.987171 + Penalty 3742.291739 = -11488337.695433 nChanged 45 SP:Iteration 111Q (6734.459003 sec): 3 clusters Score: Raw -11492090.786624 + Penalty 3742.291739 = -11488348.494885 nChanged 43 SP:Iteration 112Q (6734.584916 sec): 3 clusters Score: Raw -11492101.029994 + Penalty 3742.291739 = -11488358.738256 nChanged 46 SP:Iteration 113Q (6734.743395 sec): 3 clusters Score: Raw -11492111.047048 + Penalty 3742.291739 = -11488368.755309 nChanged 39 SP:Iteration 114Q (6734.882577 sec): 3 clusters Score: Raw -11492119.031799 + Penalty 3742.291739 = -11488376.740061 nChanged 35 SP:Iteration 115Q (6735.056168 sec): 3 clusters Score: Raw -11492125.717942 + Penalty 3742.291739 = -11488383.426203 nChanged 37 SP:Iteration 116Q (6735.231826 sec): 3 clusters Score: Raw -11492131.914508 + Penalty 3742.291739 = -11488389.622770 nChanged 32 SP:Iteration 117Q (6735.410868 sec): 3 clusters Score: Raw -11492136.562225 + Penalty 3742.291739 = -11488394.270486 nChanged 24 SP:Iteration 118Q (6735.572045 sec): 3 clusters Score: Raw -11492140.577191 + Penalty 3742.291739 = -11488398.285453 nChanged 24 SP:Iteration 119Q (6735.749049 sec): 3 clusters Score: Raw -11492143.837145 + Penalty 3742.291739 = -11488401.545406 nChanged 20 SP:Iteration 120F (6735.924635 sec): 3 clusters Score: Raw -11492145.785611 + Penalty 3742.291739 = -11488403.493873 nChanged 13 SP:Iteration 121Q (6736.085966 sec): 3 clusters Score: Raw -11492147.054877 + Penalty 3742.291739 = -11488404.763139 nChanged 9 SP:Iteration 122Q (6736.251675 sec): 3 clusters Score: Raw -11492148.065590 + Penalty 3742.291739 = -11488405.773851 nChanged 7 SP:Iteration 123Q (6736.422551 sec): 3 clusters Score: Raw -11492148.775509 + Penalty 3742.291739 = -11488406.483771 nChanged 2 SP:Iteration 124Q (6736.588489 sec): 3 clusters Score: Raw -11492148.904549 + Penalty 3742.291739 = -11488406.612811 nChanged 0 SP:Iteration 125F (6736.778912 sec): 3 clusters Score: Raw -11492148.904549 + Penalty 3742.291739 = -11488406.612811 nChanged 0 Trying to split cluster 25 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6736.802667 sec): 2 clusters Score: Raw -153552.458888 + Penalty 1163.637460 = -152388.821428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6736.853380 sec): 3 clusters Score: Raw -153097.932323 + Penalty 2327.274920 = -150770.657403 nChanged 410 SP:Iteration 1F (6736.893029 sec): 3 clusters Score: Raw -153440.405599 + Penalty 2327.274920 = -151113.130680 nChanged 103 SP:Iteration 2F (6736.944717 sec): 3 clusters Score: Raw -153529.518966 + Penalty 2327.274920 = -151202.244047 nChanged 61 SP:Iteration 3Q (6736.993520 sec): 3 clusters Score: Raw -153594.232813 + Penalty 2327.274920 = -151266.957893 nChanged 50 SP:Iteration 4Q (6737.033177 sec): 3 clusters Score: Raw -153643.531773 + Penalty 2327.274920 = -151316.256854 nChanged 41 SP:Iteration 5Q (6737.072431 sec): 3 clusters Score: Raw -153682.860827 + Penalty 2327.274920 = -151355.585907 nChanged 34 SP:Iteration 6Q (6737.124258 sec): 3 clusters Score: Raw -153718.795537 + Penalty 2327.274920 = -151391.520617 nChanged 30 SP:Iteration 7Q (6737.163803 sec): 3 clusters Score: Raw -153747.910196 + Penalty 2327.274920 = -151420.635276 nChanged 21 SP:Iteration 8Q (6737.198530 sec): 3 clusters Score: Raw -153763.486391 + Penalty 2327.274920 = -151436.211472 nChanged 16 SP:Iteration 9Q (6737.247836 sec): 3 clusters Score: Raw -153779.419649 + Penalty 2327.274920 = -151452.144729 nChanged 10 SP:Iteration 10Q (6737.285694 sec): 3 clusters Score: Raw -153790.696551 + Penalty 2327.274920 = -151463.421631 nChanged 8 SP:Iteration 11Q (6737.331123 sec): 3 clusters Score: Raw -153797.416941 + Penalty 2327.274920 = -151470.142022 nChanged 6 SP:Iteration 12Q (6737.372593 sec): 3 clusters Score: Raw -153803.561040 + Penalty 2327.274920 = -151476.286121 nChanged 5 SP:Iteration 13Q (6737.412423 sec): 3 clusters Score: Raw -153806.585161 + Penalty 2327.274920 = -151479.310242 nChanged 4 SP:Iteration 14Q (6737.448543 sec): 3 clusters Score: Raw -153809.939468 + Penalty 2327.274920 = -151482.664548 nChanged 1 SP:Iteration 15Q (6737.492815 sec): 3 clusters Score: Raw -153810.719173 + Penalty 2327.274920 = -151483.444254 nChanged 1 SP:Iteration 16Q (6737.536340 sec): 3 clusters Score: Raw -153810.877859 + Penalty 2327.274920 = -151483.602939 nChanged 2 SP:Iteration 17Q (6737.578133 sec): 3 clusters Score: Raw -153813.110128 + Penalty 2327.274920 = -151485.835209 nChanged 3 SP:Iteration 18Q (6737.611973 sec): 3 clusters Score: Raw -153815.852888 + Penalty 2327.274920 = -151488.577968 nChanged 3 SP:Iteration 19Q (6737.654241 sec): 3 clusters Score: Raw -153818.374113 + Penalty 2327.274920 = -151491.099193 nChanged 1 SP:Iteration 20F (6737.691258 sec): 3 clusters Score: Raw -153819.222788 + Penalty 2327.274920 = -151491.947868 nChanged 0 Trying to split cluster 26 (3780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6737.717334 sec): 2 clusters Score: Raw -403010.358199 + Penalty 1338.590384 = -401671.767815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6737.774633 sec): 3 clusters Score: Raw -401165.281760 + Penalty 2677.180769 = -398488.100991 nChanged 1475 SP:Iteration 1F (6737.810409 sec): 3 clusters Score: Raw -401990.753208 + Penalty 2677.180769 = -399313.572439 nChanged 249 SP:Iteration 2F (6737.843081 sec): 3 clusters Score: Raw -402131.445244 + Penalty 2677.180769 = -399454.264476 nChanged 192 SP:Iteration 3F (6737.891943 sec): 3 clusters Score: Raw -402220.957896 + Penalty 2677.180769 = -399543.777128 nChanged 132 SP:Iteration 4Q (6737.937500 sec): 3 clusters Score: Raw -402280.303207 + Penalty 2677.180769 = -399603.122438 nChanged 91 SP:Iteration 5Q (6737.971448 sec): 3 clusters Score: Raw -402321.307315 + Penalty 2677.180769 = -399644.126546 nChanged 90 SP:Iteration 6Q (6738.017484 sec): 3 clusters Score: Raw -402358.362326 + Penalty 2677.180769 = -399681.181558 nChanged 77 SP:Iteration 7Q (6738.073555 sec): 3 clusters Score: Raw -402388.007740 + Penalty 2677.180769 = -399710.826972 nChanged 69 SP:Iteration 8Q (6738.110283 sec): 3 clusters Score: Raw -402414.537867 + Penalty 2677.180769 = -399737.357098 nChanged 66 SP:Iteration 9Q (6738.159494 sec): 3 clusters Score: Raw -402440.549672 + Penalty 2677.180769 = -399763.368903 nChanged 66 SP:Iteration 10Q (6738.207215 sec): 3 clusters Score: Raw -402468.530731 + Penalty 2677.180769 = -399791.349962 nChanged 71 SP:Iteration 11Q (6738.259737 sec): 3 clusters Score: Raw -402500.742684 + Penalty 2677.180769 = -399823.561916 nChanged 75 SP:Iteration 12Q (6738.304896 sec): 3 clusters Score: Raw -402537.122979 + Penalty 2677.180769 = -399859.942210 nChanged 81 SP:Iteration 13Q (6738.357112 sec): 3 clusters Score: Raw -402579.660005 + Penalty 2677.180769 = -399902.479236 nChanged 75 SP:Iteration 14Q (6738.410630 sec): 3 clusters Score: Raw -402622.709237 + Penalty 2677.180769 = -399945.528468 nChanged 82 SP:Iteration 15Q (6738.455460 sec): 3 clusters Score: Raw -402664.731847 + Penalty 2677.180769 = -399987.551078 nChanged 60 SP:Iteration 16Q (6738.512103 sec): 3 clusters Score: Raw -402688.423978 + Penalty 2677.180769 = -400011.243209 nChanged 57 SP:Iteration 17Q (6738.550819 sec): 3 clusters Score: Raw -402714.890496 + Penalty 2677.180769 = -400037.709727 nChanged 53 SP:Iteration 18Q (6738.603932 sec): 3 clusters Score: Raw -402737.147306 + Penalty 2677.180769 = -400059.966537 nChanged 54 SP:Iteration 19Q (6738.642603 sec): 3 clusters Score: Raw -402761.474684 + Penalty 2677.180769 = -400084.293915 nChanged 50 SP:Iteration 20F (6738.691834 sec): 3 clusters Score: Raw -402787.927288 + Penalty 2677.180769 = -400110.746519 nChanged 43 SP:Iteration 21Q (6738.743531 sec): 3 clusters Score: Raw -402807.749503 + Penalty 2677.180769 = -400130.568734 nChanged 48 SP:Iteration 22Q (6738.787122 sec): 3 clusters Score: Raw -402830.178222 + Penalty 2677.180769 = -400152.997454 nChanged 36 SP:Iteration 23Q (6738.824956 sec): 3 clusters Score: Raw -402849.880978 + Penalty 2677.180769 = -400172.700209 nChanged 39 SP:Iteration 24Q (6738.865938 sec): 3 clusters Score: Raw -402871.768416 + Penalty 2677.180769 = -400194.587647 nChanged 40 SP:Iteration 25Q (6738.915730 sec): 3 clusters Score: Raw -402893.127323 + Penalty 2677.180769 = -400215.946554 nChanged 44 SP:Iteration 26Q (6738.951923 sec): 3 clusters Score: Raw -402919.466833 + Penalty 2677.180769 = -400242.286064 nChanged 38 SP:Iteration 27Q (6739.006622 sec): 3 clusters Score: Raw -402939.840154 + Penalty 2677.180769 = -400262.659385 nChanged 39 SP:Iteration 28Q (6739.064689 sec): 3 clusters Score: Raw -402959.497235 + Penalty 2677.180769 = -400282.316466 nChanged 33 SP:Iteration 29Q (6739.118471 sec): 3 clusters Score: Raw -402976.885012 + Penalty 2677.180769 = -400299.704243 nChanged 33 SP:Iteration 30Q (6739.159870 sec): 3 clusters Score: Raw -402994.099671 + Penalty 2677.180769 = -400316.918902 nChanged 31 SP:Iteration 31Q (6739.212796 sec): 3 clusters Score: Raw -403012.485271 + Penalty 2677.180769 = -400335.304503 nChanged 33 SP:Iteration 32Q (6739.266451 sec): 3 clusters Score: Raw -403032.662581 + Penalty 2677.180769 = -400355.481812 nChanged 30 SP:Iteration 33Q (6739.324723 sec): 3 clusters Score: Raw -403054.822656 + Penalty 2677.180769 = -400377.641887 nChanged 34 SP:Iteration 34Q (6739.375701 sec): 3 clusters Score: Raw -403075.146840 + Penalty 2677.180769 = -400397.966071 nChanged 37 SP:Iteration 35Q (6739.419100 sec): 3 clusters Score: Raw -403109.741834 + Penalty 2677.180769 = -400432.561065 nChanged 38 SP:Iteration 36Q (6739.457469 sec): 3 clusters Score: Raw -403152.313001 + Penalty 2677.180769 = -400475.132232 nChanged 36 SP:Iteration 37Q (6739.496387 sec): 3 clusters Score: Raw -403191.901191 + Penalty 2677.180769 = -400514.720422 nChanged 20 SP:Iteration 38Q (6739.547129 sec): 3 clusters Score: Raw -403211.948149 + Penalty 2677.180769 = -400534.767380 nChanged 24 SP:Iteration 39Q (6739.596089 sec): 3 clusters Score: Raw -403245.648405 + Penalty 2677.180769 = -400568.467636 nChanged 17 SP:Iteration 40F (6739.638664 sec): 3 clusters Score: Raw -403266.339197 + Penalty 2677.180769 = -400589.158428 nChanged 20 SP:Iteration 41Q (6739.698247 sec): 3 clusters Score: Raw -403277.722461 + Penalty 2677.180769 = -400600.541692 nChanged 14 SP:Iteration 42Q (6739.745860 sec): 3 clusters Score: Raw -403285.652307 + Penalty 2677.180769 = -400608.471538 nChanged 9 SP:Iteration 43Q (6739.795833 sec): 3 clusters Score: Raw -403289.566784 + Penalty 2677.180769 = -400612.386015 nChanged 2 SP:Iteration 44Q (6739.830965 sec): 3 clusters Score: Raw -403290.205797 + Penalty 2677.180769 = -400613.025029 nChanged 2 SP:Iteration 45Q (6739.882246 sec): 3 clusters Score: Raw -403290.821097 + Penalty 2677.180769 = -400613.640328 nChanged 2 SP:Iteration 46Q (6739.934373 sec): 3 clusters Score: Raw -403292.274175 + Penalty 2677.180769 = -400615.093406 nChanged 2 SP:Iteration 47Q (6739.969792 sec): 3 clusters Score: Raw -403293.271611 + Penalty 2677.180769 = -400616.090843 nChanged 4 SP:Iteration 48Q (6740.012100 sec): 3 clusters Score: Raw -403294.800714 + Penalty 2677.180769 = -400617.619945 nChanged 6 SP:Iteration 49Q (6740.059751 sec): 3 clusters Score: Raw -403296.608040 + Penalty 2677.180769 = -400619.427271 nChanged 2 SP:Iteration 50Q (6740.099698 sec): 3 clusters Score: Raw -403298.498464 + Penalty 2677.180769 = -400621.317695 nChanged 2 SP:Iteration 51Q (6740.143070 sec): 3 clusters Score: Raw -403299.096371 + Penalty 2677.180769 = -400621.915603 nChanged 1 SP:Iteration 52Q (6740.180701 sec): 3 clusters Score: Raw -403299.378854 + Penalty 2677.180769 = -400622.198086 nChanged 0 SP:Iteration 53F (6740.233691 sec): 3 clusters Score: Raw -403299.378854 + Penalty 2677.180769 = -400622.198086 nChanged 0 Trying to split cluster 27 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6740.255931 sec): 2 clusters Score: Raw -39672.314551 + Penalty 987.243730 = -38685.070821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6740.300625 sec): 3 clusters Score: Raw -39710.974326 + Penalty 1974.487460 = -37736.486866 nChanged 103 SP:Iteration 1F (6740.330800 sec): 3 clusters Score: Raw -39908.242659 + Penalty 1974.487460 = -37933.755199 nChanged 34 SP:Iteration 2F (6740.366587 sec): 3 clusters Score: Raw -39979.967743 + Penalty 1974.487460 = -38005.480283 nChanged 17 SP:Iteration 3Q (6740.400465 sec): 3 clusters Score: Raw -40015.271799 + Penalty 1974.487460 = -38040.784339 nChanged 13 SP:Iteration 4Q (6740.438826 sec): 3 clusters Score: Raw -40055.238493 + Penalty 1974.487460 = -38080.751033 nChanged 10 SP:Iteration 5Q (6740.475321 sec): 3 clusters Score: Raw -40083.453586 + Penalty 1974.487460 = -38108.966126 nChanged 6 SP:Iteration 6Q (6740.509032 sec): 3 clusters Score: Raw -40098.759750 + Penalty 1974.487460 = -38124.272290 nChanged 3 SP:Iteration 7Q (6740.542784 sec): 3 clusters Score: Raw -40102.030366 + Penalty 1974.487460 = -38127.542906 nChanged 0 SP:Iteration 8F (6740.574158 sec): 3 clusters Score: Raw -40102.030366 + Penalty 1974.487460 = -38127.542906 nChanged 0 Trying to split cluster 28 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6740.606892 sec): 2 clusters Score: Raw -774642.902405 + Penalty 1452.660603 = -773190.241802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6740.665544 sec): 3 clusters Score: Raw -770516.232053 + Penalty 2905.321205 = -767610.910848 nChanged 3203 SP:Iteration 1F (6740.720300 sec): 3 clusters Score: Raw -772306.327198 + Penalty 2905.321205 = -769401.005993 nChanged 526 SP:Iteration 2F (6740.775241 sec): 3 clusters Score: Raw -772649.648145 + Penalty 2905.321205 = -769744.326939 nChanged 507 SP:Iteration 3F (6740.817236 sec): 3 clusters Score: Raw -773004.690101 + Penalty 2905.321205 = -770099.368896 nChanged 479 SP:Iteration 4F (6740.864666 sec): 3 clusters Score: Raw -773367.843307 + Penalty 2905.321205 = -770462.522102 nChanged 448 SP:Iteration 5F (6740.910653 sec): 3 clusters Score: Raw -773670.797909 + Penalty 2905.321205 = -770765.476704 nChanged 408 SP:Iteration 6F (6740.972650 sec): 3 clusters Score: Raw -773915.382959 + Penalty 2905.321205 = -771010.061754 nChanged 341 SP:Iteration 7Q (6741.033416 sec): 3 clusters Score: Raw -774082.428345 + Penalty 2905.321205 = -771177.107139 nChanged 265 SP:Iteration 8Q (6741.090029 sec): 3 clusters Score: Raw -774197.677499 + Penalty 2905.321205 = -771292.356294 nChanged 207 SP:Iteration 9Q (6741.147635 sec): 3 clusters Score: Raw -774287.436283 + Penalty 2905.321205 = -771382.115077 nChanged 167 SP:Iteration 10Q (6741.170574 sec): 3 clusters Score: Raw -774354.220437 + Penalty 2905.321205 = -771448.899232 nChanged 144 SP:Iteration 11Q (6741.194426 sec): 3 clusters Score: Raw -774419.514560 + Penalty 2905.321205 = -771514.193355 nChanged 157 SP:Iteration 12Q (6741.218301 sec): 3 clusters Score: Raw -774483.750348 + Penalty 2905.321205 = -771578.429142 nChanged 138 SP:Iteration 13Q (6741.242234 sec): 3 clusters Score: Raw -774529.874237 + Penalty 2905.321205 = -771624.553032 nChanged 121 SP:Iteration 14Q (6741.268320 sec): 3 clusters Score: Raw -774574.100650 + Penalty 2905.321205 = -771668.779444 nChanged 121 SP:Iteration 15Q (6741.291934 sec): 3 clusters Score: Raw -774623.087699 + Penalty 2905.321205 = -771717.766493 nChanged 124 SP:Iteration 16Q (6741.315645 sec): 3 clusters Score: Raw -774666.653874 + Penalty 2905.321205 = -771761.332669 nChanged 99 SP:Iteration 17Q (6741.339155 sec): 3 clusters Score: Raw -774701.656848 + Penalty 2905.321205 = -771796.335643 nChanged 104 SP:Iteration 18Q (6741.362630 sec): 3 clusters Score: Raw -774743.333448 + Penalty 2905.321205 = -771838.012243 nChanged 127 SP:Iteration 19Q (6741.386356 sec): 3 clusters Score: Raw -774791.822694 + Penalty 2905.321205 = -771886.501489 nChanged 128 SP:Iteration 20F (6741.410555 sec): 3 clusters Score: Raw -774844.963084 + Penalty 2905.321205 = -771939.641879 nChanged 125 SP:Iteration 21Q (6741.433845 sec): 3 clusters Score: Raw -774901.404720 + Penalty 2905.321205 = -771996.083514 nChanged 136 SP:Iteration 22Q (6741.457209 sec): 3 clusters Score: Raw -774959.543519 + Penalty 2905.321205 = -772054.222314 nChanged 122 SP:Iteration 23Q (6741.480571 sec): 3 clusters Score: Raw -775008.891852 + Penalty 2905.321205 = -772103.570647 nChanged 118 SP:Iteration 24Q (6741.503752 sec): 3 clusters Score: Raw -775054.572122 + Penalty 2905.321205 = -772149.250917 nChanged 103 SP:Iteration 25Q (6741.527301 sec): 3 clusters Score: Raw -775098.045051 + Penalty 2905.321205 = -772192.723846 nChanged 113 SP:Iteration 26Q (6741.550285 sec): 3 clusters Score: Raw -775152.265906 + Penalty 2905.321205 = -772246.944701 nChanged 107 SP:Iteration 27Q (6741.573187 sec): 3 clusters Score: Raw -775206.666814 + Penalty 2905.321205 = -772301.345609 nChanged 106 SP:Iteration 28Q (6741.596040 sec): 3 clusters Score: Raw -775260.511711 + Penalty 2905.321205 = -772355.190506 nChanged 97 SP:Iteration 29Q (6741.618906 sec): 3 clusters Score: Raw -775310.160838 + Penalty 2905.321205 = -772404.839632 nChanged 94 SP:Iteration 30Q (6741.641688 sec): 3 clusters Score: Raw -775354.614801 + Penalty 2905.321205 = -772449.293596 nChanged 81 SP:Iteration 31Q (6741.664398 sec): 3 clusters Score: Raw -775391.127937 + Penalty 2905.321205 = -772485.806732 nChanged 69 SP:Iteration 32Q (6741.686961 sec): 3 clusters Score: Raw -775422.443691 + Penalty 2905.321205 = -772517.122485 nChanged 66 SP:Iteration 33Q (6741.709465 sec): 3 clusters Score: Raw -775450.578693 + Penalty 2905.321205 = -772545.257488 nChanged 54 SP:Iteration 34Q (6741.732029 sec): 3 clusters Score: Raw -775471.314770 + Penalty 2905.321205 = -772565.993565 nChanged 39 SP:Iteration 35Q (6741.754600 sec): 3 clusters Score: Raw -775486.315973 + Penalty 2905.321205 = -772580.994768 nChanged 43 SP:Iteration 36Q (6741.777156 sec): 3 clusters Score: Raw -775505.403456 + Penalty 2905.321205 = -772600.082251 nChanged 39 SP:Iteration 37Q (6741.799717 sec): 3 clusters Score: Raw -775519.784575 + Penalty 2905.321205 = -772614.463370 nChanged 24 SP:Iteration 38Q (6741.822038 sec): 3 clusters Score: Raw -775526.224710 + Penalty 2905.321205 = -772620.903504 nChanged 18 SP:Iteration 39Q (6741.844402 sec): 3 clusters Score: Raw -775533.077756 + Penalty 2905.321205 = -772627.756551 nChanged 18 SP:Iteration 40F (6741.868630 sec): 3 clusters Score: Raw -775539.628219 + Penalty 2905.321205 = -772634.307014 nChanged 12 SP:Iteration 41Q (6741.891141 sec): 3 clusters Score: Raw -775545.037536 + Penalty 2905.321205 = -772639.716331 nChanged 12 SP:Iteration 42Q (6741.913460 sec): 3 clusters Score: Raw -775550.549867 + Penalty 2905.321205 = -772645.228662 nChanged 13 SP:Iteration 43Q (6741.935692 sec): 3 clusters Score: Raw -775555.525055 + Penalty 2905.321205 = -772650.203849 nChanged 11 SP:Iteration 44Q (6741.958160 sec): 3 clusters Score: Raw -775559.134455 + Penalty 2905.321205 = -772653.813250 nChanged 7 SP:Iteration 45Q (6741.980397 sec): 3 clusters Score: Raw -775560.904443 + Penalty 2905.321205 = -772655.583238 nChanged 2 SP:Iteration 46Q (6742.002736 sec): 3 clusters Score: Raw -775561.552978 + Penalty 2905.321205 = -772656.231772 nChanged 1 SP:Iteration 47Q (6742.025105 sec): 3 clusters Score: Raw -775561.781813 + Penalty 2905.321205 = -772656.460607 nChanged 0 SP:Iteration 48F (6742.049318 sec): 3 clusters Score: Raw -775561.781813 + Penalty 2905.321205 = -772656.460607 nChanged 0 Trying to split cluster 29 (28311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6742.094699 sec): 2 clusters Score: Raw -3196207.472000 + Penalty 1665.788426 = -3194541.683574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6742.151307 sec): 3 clusters Score: Raw -3178689.205705 + Penalty 3331.576853 = -3175357.628852 nChanged 13082 SP:Iteration 1F (6742.204761 sec): 3 clusters Score: Raw -3186365.492740 + Penalty 3331.576853 = -3183033.915888 nChanged 1697 SP:Iteration 2F (6742.258455 sec): 3 clusters Score: Raw -3187275.390520 + Penalty 3331.576853 = -3183943.813668 nChanged 1831 SP:Iteration 3F (6742.311828 sec): 3 clusters Score: Raw -3188521.673766 + Penalty 3331.576853 = -3185190.096914 nChanged 1911 SP:Iteration 4F (6742.365343 sec): 3 clusters Score: Raw -3189907.477773 + Penalty 3331.576853 = -3186575.900920 nChanged 1833 SP:Iteration 5F (6742.418577 sec): 3 clusters Score: Raw -3191150.616283 + Penalty 3331.576853 = -3187819.039430 nChanged 1644 SP:Iteration 6F (6742.472572 sec): 3 clusters Score: Raw -3192118.111860 + Penalty 3331.576853 = -3188786.535007 nChanged 1339 SP:Iteration 7Q (6742.525835 sec): 3 clusters Score: Raw -3192726.009594 + Penalty 3331.576853 = -3189394.432742 nChanged 970 SP:Iteration 8Q (6742.578884 sec): 3 clusters Score: Raw -3193082.180579 + Penalty 3331.576853 = -3189750.603726 nChanged 728 SP:Iteration 9Q (6742.632109 sec): 3 clusters Score: Raw -3193307.582928 + Penalty 3331.576853 = -3189976.006075 nChanged 590 SP:Iteration 10Q (6742.684768 sec): 3 clusters Score: Raw -3193478.383451 + Penalty 3331.576853 = -3190146.806598 nChanged 470 SP:Iteration 11Q (6742.737060 sec): 3 clusters Score: Raw -3193603.771731 + Penalty 3331.576853 = -3190272.194879 nChanged 422 SP:Iteration 12Q (6742.789185 sec): 3 clusters Score: Raw -3193715.254032 + Penalty 3331.576853 = -3190383.677180 nChanged 386 SP:Iteration 13Q (6742.841426 sec): 3 clusters Score: Raw -3193808.640195 + Penalty 3331.576853 = -3190477.063342 nChanged 369 SP:Iteration 14Q (6742.893015 sec): 3 clusters Score: Raw -3193908.095985 + Penalty 3331.576853 = -3190576.519132 nChanged 370 SP:Iteration 15Q (6742.944857 sec): 3 clusters Score: Raw -3194008.717941 + Penalty 3331.576853 = -3190677.141088 nChanged 401 SP:Iteration 16Q (6742.996168 sec): 3 clusters Score: Raw -3194122.531043 + Penalty 3331.576853 = -3190790.954190 nChanged 380 SP:Iteration 17Q (6743.047171 sec): 3 clusters Score: Raw -3194235.970710 + Penalty 3331.576853 = -3190904.393858 nChanged 398 SP:Iteration 18Q (6743.097952 sec): 3 clusters Score: Raw -3194358.948130 + Penalty 3331.576853 = -3191027.371277 nChanged 426 SP:Iteration 19Q (6743.148608 sec): 3 clusters Score: Raw -3194497.730564 + Penalty 3331.576853 = -3191166.153711 nChanged 425 SP:Iteration 20F (6743.201918 sec): 3 clusters Score: Raw -3194641.433912 + Penalty 3331.576853 = -3191309.857060 nChanged 416 SP:Iteration 21Q (6743.252326 sec): 3 clusters Score: Raw -3194783.360325 + Penalty 3331.576853 = -3191451.783472 nChanged 414 SP:Iteration 22Q (6743.301696 sec): 3 clusters Score: Raw -3194937.554328 + Penalty 3331.576853 = -3191605.977475 nChanged 404 SP:Iteration 23Q (6743.350994 sec): 3 clusters Score: Raw -3195099.577144 + Penalty 3331.576853 = -3191768.000291 nChanged 413 SP:Iteration 24Q (6743.399685 sec): 3 clusters Score: Raw -3195276.964703 + Penalty 3331.576853 = -3191945.387850 nChanged 416 SP:Iteration 25Q (6743.448275 sec): 3 clusters Score: Raw -3195454.524731 + Penalty 3331.576853 = -3192122.947879 nChanged 367 SP:Iteration 26Q (6743.496270 sec): 3 clusters Score: Raw -3195606.074982 + Penalty 3331.576853 = -3192274.498129 nChanged 320 SP:Iteration 27Q (6743.544054 sec): 3 clusters Score: Raw -3195744.167409 + Penalty 3331.576853 = -3192412.590556 nChanged 288 SP:Iteration 28Q (6743.591570 sec): 3 clusters Score: Raw -3195874.992101 + Penalty 3331.576853 = -3192543.415248 nChanged 269 SP:Iteration 29Q (6743.638956 sec): 3 clusters Score: Raw -3196011.952774 + Penalty 3331.576853 = -3192680.375921 nChanged 244 SP:Iteration 30Q (6743.685778 sec): 3 clusters Score: Raw -3196155.888954 + Penalty 3331.576853 = -3192824.312101 nChanged 214 SP:Iteration 31Q (6743.732458 sec): 3 clusters Score: Raw -3196286.713711 + Penalty 3331.576853 = -3192955.136858 nChanged 180 SP:Iteration 32Q (6743.778612 sec): 3 clusters Score: Raw -3196402.769121 + Penalty 3331.576853 = -3193071.192268 nChanged 148 SP:Iteration 33Q (6743.824473 sec): 3 clusters Score: Raw -3196496.938683 + Penalty 3331.576853 = -3193165.361830 nChanged 109 SP:Iteration 34Q (6743.870450 sec): 3 clusters Score: Raw -3196557.730503 + Penalty 3331.576853 = -3193226.153650 nChanged 113 SP:Iteration 35Q (6743.916156 sec): 3 clusters Score: Raw -3196622.385566 + Penalty 3331.576853 = -3193290.808713 nChanged 117 SP:Iteration 36Q (6743.961692 sec): 3 clusters Score: Raw -3196694.542269 + Penalty 3331.576853 = -3193362.965416 nChanged 89 SP:Iteration 37Q (6744.006870 sec): 3 clusters Score: Raw -3196741.649694 + Penalty 3331.576853 = -3193410.072842 nChanged 63 SP:Iteration 38Q (6744.052492 sec): 3 clusters Score: Raw -3196774.567668 + Penalty 3331.576853 = -3193442.990815 nChanged 50 SP:Iteration 39Q (6744.097735 sec): 3 clusters Score: Raw -3196794.565379 + Penalty 3331.576853 = -3193462.988527 nChanged 32 SP:Iteration 40F (6744.151166 sec): 3 clusters Score: Raw -3196803.485145 + Penalty 3331.576853 = -3193471.908292 nChanged 17 SP:Iteration 41Q (6744.196680 sec): 3 clusters Score: Raw -3196809.601357 + Penalty 3331.576853 = -3193478.024504 nChanged 22 SP:Iteration 42Q (6744.241814 sec): 3 clusters Score: Raw -3196816.643113 + Penalty 3331.576853 = -3193485.066260 nChanged 16 SP:Iteration 43Q (6744.287405 sec): 3 clusters Score: Raw -3196822.021467 + Penalty 3331.576853 = -3193490.444614 nChanged 17 SP:Iteration 44Q (6744.332711 sec): 3 clusters Score: Raw -3196828.752053 + Penalty 3331.576853 = -3193497.175201 nChanged 20 SP:Iteration 45Q (6744.377937 sec): 3 clusters Score: Raw -3196835.393556 + Penalty 3331.576853 = -3193503.816703 nChanged 15 SP:Iteration 46Q (6744.423089 sec): 3 clusters Score: Raw -3196840.523742 + Penalty 3331.576853 = -3193508.946890 nChanged 16 SP:Iteration 47Q (6744.468287 sec): 3 clusters Score: Raw -3196846.616112 + Penalty 3331.576853 = -3193515.039259 nChanged 13 SP:Iteration 48Q (6744.513333 sec): 3 clusters Score: Raw -3196850.521309 + Penalty 3331.576853 = -3193518.944456 nChanged 12 SP:Iteration 49Q (6744.558675 sec): 3 clusters Score: Raw -3196853.403034 + Penalty 3331.576853 = -3193521.826181 nChanged 11 SP:Iteration 50Q (6744.603998 sec): 3 clusters Score: Raw -3196855.996523 + Penalty 3331.576853 = -3193524.419670 nChanged 7 SP:Iteration 51Q (6744.649006 sec): 3 clusters Score: Raw -3196857.467611 + Penalty 3331.576853 = -3193525.890758 nChanged 2 SP:Iteration 52Q (6744.694002 sec): 3 clusters Score: Raw -3196858.684504 + Penalty 3331.576853 = -3193527.107652 nChanged 9 SP:Iteration 53Q (6744.738852 sec): 3 clusters Score: Raw -3196862.182437 + Penalty 3331.576853 = -3193530.605585 nChanged 9 SP:Iteration 54Q (6744.783804 sec): 3 clusters Score: Raw -3196864.833387 + Penalty 3331.576853 = -3193533.256534 nChanged 10 SP:Iteration 55Q (6744.828224 sec): 3 clusters Score: Raw -3196868.985940 + Penalty 3331.576853 = -3193537.409088 nChanged 10 SP:Iteration 56Q (6744.907412 sec): 3 clusters Score: Raw -3196872.015782 + Penalty 3331.576853 = -3193540.438930 nChanged 9 SP:Iteration 57Q (6744.943541 sec): 3 clusters Score: Raw -3196875.832457 + Penalty 3331.576853 = -3193544.255604 nChanged 12 SP:Iteration 58Q (6744.988491 sec): 3 clusters Score: Raw -3196881.589430 + Penalty 3331.576853 = -3193550.012577 nChanged 8 SP:Iteration 59Q (6745.032377 sec): 3 clusters Score: Raw -3196884.996595 + Penalty 3331.576853 = -3193553.419743 nChanged 8 SP:Iteration 60F (6745.085712 sec): 3 clusters Score: Raw -3196887.834942 + Penalty 3331.576853 = -3193556.258089 nChanged 8 SP:Iteration 61Q (6745.130251 sec): 3 clusters Score: Raw -3196890.254086 + Penalty 3331.576853 = -3193558.677233 nChanged 6 SP:Iteration 62Q (6745.174670 sec): 3 clusters Score: Raw -3196891.475958 + Penalty 3331.576853 = -3193559.899105 nChanged 2 SP:Iteration 63Q (6745.234641 sec): 3 clusters Score: Raw -3196891.982947 + Penalty 3331.576853 = -3193560.406095 nChanged 2 SP:Iteration 64Q (6745.314643 sec): 3 clusters Score: Raw -3196892.255219 + Penalty 3331.576853 = -3193560.678366 nChanged 3 SP:Iteration 65Q (6745.385678 sec): 3 clusters Score: Raw -3196893.100190 + Penalty 3331.576853 = -3193561.523337 nChanged 4 SP:Iteration 66Q (6745.467239 sec): 3 clusters Score: Raw -3196894.327665 + Penalty 3331.576853 = -3193562.750812 nChanged 3 SP:Iteration 67Q (6745.549088 sec): 3 clusters Score: Raw -3196895.780010 + Penalty 3331.576853 = -3193564.203158 nChanged 5 SP:Iteration 68Q (6745.626758 sec): 3 clusters Score: Raw -3196896.957033 + Penalty 3331.576853 = -3193565.380180 nChanged 6 SP:Iteration 69Q (6745.701556 sec): 3 clusters Score: Raw -3196899.008136 + Penalty 3331.576853 = -3193567.431283 nChanged 4 SP:Iteration 70Q (6745.782564 sec): 3 clusters Score: Raw -3196900.848596 + Penalty 3331.576853 = -3193569.271743 nChanged 6 SP:Iteration 71Q (6745.830396 sec): 3 clusters Score: Raw -3196902.357792 + Penalty 3331.576853 = -3193570.780939 nChanged 3 SP:Iteration 72Q (6745.911378 sec): 3 clusters Score: Raw -3196903.266963 + Penalty 3331.576853 = -3193571.690110 nChanged 4 SP:Iteration 73Q (6745.993328 sec): 3 clusters Score: Raw -3196904.182391 + Penalty 3331.576853 = -3193572.605538 nChanged 2 SP:Iteration 74Q (6746.067833 sec): 3 clusters Score: Raw -3196905.183806 + Penalty 3331.576853 = -3193573.606953 nChanged 3 SP:Iteration 75Q (6746.139455 sec): 3 clusters Score: Raw -3196905.877220 + Penalty 3331.576853 = -3193574.300367 nChanged 3 SP:Iteration 76Q (6746.206739 sec): 3 clusters Score: Raw -3196906.862069 + Penalty 3331.576853 = -3193575.285216 nChanged 4 SP:Iteration 77Q (6746.289276 sec): 3 clusters Score: Raw -3196908.228874 + Penalty 3331.576853 = -3193576.652021 nChanged 5 SP:Iteration 78Q (6746.372634 sec): 3 clusters Score: Raw -3196909.633465 + Penalty 3331.576853 = -3193578.056612 nChanged 8 SP:Iteration 79Q (6746.446341 sec): 3 clusters Score: Raw -3196912.795329 + Penalty 3331.576853 = -3193581.218476 nChanged 3 SP:Iteration 80F (6746.534881 sec): 3 clusters Score: Raw -3196913.518470 + Penalty 3331.576853 = -3193581.941617 nChanged 2 SP:Iteration 81Q (6746.620010 sec): 3 clusters Score: Raw -3196913.958290 + Penalty 3331.576853 = -3193582.381437 nChanged 0 SP:Iteration 82F (6746.706140 sec): 3 clusters Score: Raw -3196913.958290 + Penalty 3331.576853 = -3193582.381437 nChanged 0 Trying to split cluster 30 (13422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6746.745656 sec): 2 clusters Score: Raw -1434108.453121 + Penalty 1544.505695 = -1432563.947426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6746.817831 sec): 3 clusters Score: Raw -1426190.783519 + Penalty 3089.011390 = -1423101.772129 nChanged 6071 SP:Iteration 1F (6746.888097 sec): 3 clusters Score: Raw -1429672.694862 + Penalty 3089.011390 = -1426583.683472 nChanged 889 SP:Iteration 2F (6746.958019 sec): 3 clusters Score: Raw -1430274.970173 + Penalty 3089.011390 = -1427185.958783 nChanged 946 SP:Iteration 3F (6747.027118 sec): 3 clusters Score: Raw -1430917.894004 + Penalty 3089.011390 = -1427828.882614 nChanged 963 SP:Iteration 4F (6747.075805 sec): 3 clusters Score: Raw -1431543.685827 + Penalty 3089.011390 = -1428454.674437 nChanged 905 SP:Iteration 5F (6747.154599 sec): 3 clusters Score: Raw -1432137.088606 + Penalty 3089.011390 = -1429048.077216 nChanged 848 SP:Iteration 6F (6747.223249 sec): 3 clusters Score: Raw -1432679.627896 + Penalty 3089.011390 = -1429590.616506 nChanged 743 SP:Iteration 7F (6747.291336 sec): 3 clusters Score: Raw -1433177.419556 + Penalty 3089.011390 = -1430088.408166 nChanged 607 SP:Iteration 8Q (6747.347965 sec): 3 clusters Score: Raw -1433551.232603 + Penalty 3089.011390 = -1430462.221213 nChanged 503 SP:Iteration 9Q (6747.406336 sec): 3 clusters Score: Raw -1433871.114302 + Penalty 3089.011390 = -1430782.102912 nChanged 368 SP:Iteration 10Q (6747.480314 sec): 3 clusters Score: Raw -1434126.582229 + Penalty 3089.011390 = -1431037.570839 nChanged 335 SP:Iteration 11Q (6747.545819 sec): 3 clusters Score: Raw -1434394.492559 + Penalty 3089.011390 = -1431305.481169 nChanged 284 SP:Iteration 12Q (6747.617403 sec): 3 clusters Score: Raw -1434705.735306 + Penalty 3089.011390 = -1431616.723916 nChanged 205 SP:Iteration 13Q (6747.687393 sec): 3 clusters Score: Raw -1434871.690618 + Penalty 3089.011390 = -1431782.679228 nChanged 152 SP:Iteration 14Q (6747.754305 sec): 3 clusters Score: Raw -1434959.517549 + Penalty 3089.011390 = -1431870.506159 nChanged 129 SP:Iteration 15Q (6747.821520 sec): 3 clusters Score: Raw -1435023.424304 + Penalty 3089.011390 = -1431934.412914 nChanged 91 SP:Iteration 16Q (6747.882007 sec): 3 clusters Score: Raw -1435056.930969 + Penalty 3089.011390 = -1431967.919579 nChanged 60 SP:Iteration 17Q (6747.959260 sec): 3 clusters Score: Raw -1435077.478077 + Penalty 3089.011390 = -1431988.466687 nChanged 56 SP:Iteration 18Q (6748.014540 sec): 3 clusters Score: Raw -1435093.922025 + Penalty 3089.011390 = -1432004.910635 nChanged 35 SP:Iteration 19Q (6748.080538 sec): 3 clusters Score: Raw -1435101.954118 + Penalty 3089.011390 = -1432012.942728 nChanged 22 SP:Iteration 20F (6748.149678 sec): 3 clusters Score: Raw -1435107.289354 + Penalty 3089.011390 = -1432018.277964 nChanged 17 SP:Iteration 21Q (6748.224642 sec): 3 clusters Score: Raw -1435111.584917 + Penalty 3089.011390 = -1432022.573527 nChanged 15 SP:Iteration 22Q (6748.272964 sec): 3 clusters Score: Raw -1435115.185264 + Penalty 3089.011390 = -1432026.173874 nChanged 12 SP:Iteration 23Q (6748.339446 sec): 3 clusters Score: Raw -1435117.390525 + Penalty 3089.011390 = -1432028.379136 nChanged 13 SP:Iteration 24Q (6748.399228 sec): 3 clusters Score: Raw -1435119.344535 + Penalty 3089.011390 = -1432030.333145 nChanged 9 SP:Iteration 25Q (6748.464201 sec): 3 clusters Score: Raw -1435120.447078 + Penalty 3089.011390 = -1432031.435688 nChanged 7 SP:Iteration 26Q (6748.522366 sec): 3 clusters Score: Raw -1435121.515744 + Penalty 3089.011390 = -1432032.504354 nChanged 7 SP:Iteration 27Q (6748.589486 sec): 3 clusters Score: Raw -1435122.978989 + Penalty 3089.011390 = -1432033.967599 nChanged 7 SP:Iteration 28Q (6748.649063 sec): 3 clusters Score: Raw -1435124.279453 + Penalty 3089.011390 = -1432035.268063 nChanged 5 SP:Iteration 29Q (6748.714511 sec): 3 clusters Score: Raw -1435125.708586 + Penalty 3089.011390 = -1432036.697196 nChanged 7 SP:Iteration 30Q (6748.784317 sec): 3 clusters Score: Raw -1435127.373383 + Penalty 3089.011390 = -1432038.361993 nChanged 10 SP:Iteration 31Q (6748.839481 sec): 3 clusters Score: Raw -1435131.337594 + Penalty 3089.011390 = -1432042.326204 nChanged 14 SP:Iteration 32Q (6748.893601 sec): 3 clusters Score: Raw -1435135.651682 + Penalty 3089.011390 = -1432046.640292 nChanged 8 SP:Iteration 33Q (6748.959229 sec): 3 clusters Score: Raw -1435137.501599 + Penalty 3089.011390 = -1432048.490209 nChanged 5 SP:Iteration 34Q (6749.024639 sec): 3 clusters Score: Raw -1435138.288129 + Penalty 3089.011390 = -1432049.276739 nChanged 3 SP:Iteration 35Q (6749.081276 sec): 3 clusters Score: Raw -1435139.551903 + Penalty 3089.011390 = -1432050.540513 nChanged 7 SP:Iteration 36Q (6749.150147 sec): 3 clusters Score: Raw -1435142.591484 + Penalty 3089.011390 = -1432053.580094 nChanged 12 SP:Iteration 37Q (6749.203731 sec): 3 clusters Score: Raw -1435146.397289 + Penalty 3089.011390 = -1432057.385899 nChanged 11 SP:Iteration 38Q (6749.273583 sec): 3 clusters Score: Raw -1435149.719032 + Penalty 3089.011390 = -1432060.707642 nChanged 13 SP:Iteration 39Q (6749.333347 sec): 3 clusters Score: Raw -1435155.195321 + Penalty 3089.011390 = -1432066.183931 nChanged 10 SP:Iteration 40F (6749.403785 sec): 3 clusters Score: Raw -1435157.642055 + Penalty 3089.011390 = -1432068.630665 nChanged 3 SP:Iteration 41Q (6749.468639 sec): 3 clusters Score: Raw -1435158.515118 + Penalty 3089.011390 = -1432069.503728 nChanged 3 SP:Iteration 42Q (6749.525088 sec): 3 clusters Score: Raw -1435159.023892 + Penalty 3089.011390 = -1432070.012502 nChanged 3 SP:Iteration 43Q (6749.596770 sec): 3 clusters Score: Raw -1435159.808127 + Penalty 3089.011390 = -1432070.796737 nChanged 4 SP:Iteration 44Q (6749.664238 sec): 3 clusters Score: Raw -1435160.985843 + Penalty 3089.011390 = -1432071.974453 nChanged 5 SP:Iteration 45Q (6749.715235 sec): 3 clusters Score: Raw -1435162.678261 + Penalty 3089.011390 = -1432073.666871 nChanged 4 SP:Iteration 46Q (6749.781743 sec): 3 clusters Score: Raw -1435163.749567 + Penalty 3089.011390 = -1432074.738177 nChanged 4 SP:Iteration 47Q (6749.845392 sec): 3 clusters Score: Raw -1435164.486132 + Penalty 3089.011390 = -1432075.474742 nChanged 1 SP:Iteration 48Q (6749.912722 sec): 3 clusters Score: Raw -1435164.594902 + Penalty 3089.011390 = -1432075.583512 nChanged 0 SP:Iteration 49F (6749.992576 sec): 3 clusters Score: Raw -1435164.594902 + Penalty 3089.011390 = -1432075.583512 nChanged 0 Trying to split cluster 31 (61048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6750.093175 sec): 2 clusters Score: Raw -7010893.461331 + Penalty 1790.655054 = -7009102.806277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6750.235422 sec): 3 clusters Score: Raw -6971817.110860 + Penalty 3581.310109 = -6968235.800752 nChanged 28849 SP:Iteration 1F (6750.390489 sec): 3 clusters Score: Raw -6988716.391487 + Penalty 3581.310109 = -6985135.081379 nChanged 2466 SP:Iteration 2Q (6750.527632 sec): 3 clusters Score: Raw -6989667.648253 + Penalty 3581.310109 = -6986086.338144 nChanged 2754 SP:Iteration 3Q (6750.638883 sec): 3 clusters Score: Raw -6990991.196898 + Penalty 3581.310109 = -6987409.886790 nChanged 3111 SP:Iteration 4F (6750.777242 sec): 3 clusters Score: Raw -6992816.915918 + Penalty 3581.310109 = -6989235.605810 nChanged 3568 SP:Iteration 5F (6750.907344 sec): 3 clusters Score: Raw -6995212.147923 + Penalty 3581.310109 = -6991630.837814 nChanged 3960 SP:Iteration 6F (6751.048665 sec): 3 clusters Score: Raw -6998107.119770 + Penalty 3581.310109 = -6994525.809662 nChanged 4118 SP:Iteration 7F (6751.175918 sec): 3 clusters Score: Raw -7001127.527635 + Penalty 3581.310109 = -6997546.217526 nChanged 3804 SP:Iteration 8F (6751.318293 sec): 3 clusters Score: Raw -7003489.300045 + Penalty 3581.310109 = -6999907.989936 nChanged 2911 SP:Iteration 9Q (6751.460715 sec): 3 clusters Score: Raw -7004987.278778 + Penalty 3581.310109 = -7001405.968669 nChanged 2087 SP:Iteration 10Q (6751.606113 sec): 3 clusters Score: Raw -7005897.651199 + Penalty 3581.310109 = -7002316.341090 nChanged 1445 SP:Iteration 11Q (6751.745549 sec): 3 clusters Score: Raw -7006438.715128 + Penalty 3581.310109 = -7002857.405019 nChanged 1052 SP:Iteration 12Q (6751.893361 sec): 3 clusters Score: Raw -7006777.879167 + Penalty 3581.310109 = -7003196.569059 nChanged 866 SP:Iteration 13Q (6752.028555 sec): 3 clusters Score: Raw -7007060.032162 + Penalty 3581.310109 = -7003478.722054 nChanged 793 SP:Iteration 14Q (6752.165646 sec): 3 clusters Score: Raw -7007316.165192 + Penalty 3581.310109 = -7003734.855083 nChanged 771 SP:Iteration 15Q (6752.305118 sec): 3 clusters Score: Raw -7007561.944967 + Penalty 3581.310109 = -7003980.634859 nChanged 736 SP:Iteration 16Q (6752.445681 sec): 3 clusters Score: Raw -7007781.202062 + Penalty 3581.310109 = -7004199.891954 nChanged 677 SP:Iteration 17Q (6752.586797 sec): 3 clusters Score: Raw -7007971.438400 + Penalty 3581.310109 = -7004390.128291 nChanged 614 SP:Iteration 18Q (6752.732142 sec): 3 clusters Score: Raw -7008103.245314 + Penalty 3581.310109 = -7004521.935205 nChanged 501 SP:Iteration 19Q (6752.862740 sec): 3 clusters Score: Raw -7008196.537848 + Penalty 3581.310109 = -7004615.227740 nChanged 462 SP:Iteration 20F (6752.993208 sec): 3 clusters Score: Raw -7008283.822556 + Penalty 3581.310109 = -7004702.512447 nChanged 455 SP:Iteration 21Q (6753.119973 sec): 3 clusters Score: Raw -7008361.293996 + Penalty 3581.310109 = -7004779.983888 nChanged 439 SP:Iteration 22Q (6753.261649 sec): 3 clusters Score: Raw -7008430.085451 + Penalty 3581.310109 = -7004848.775342 nChanged 418 SP:Iteration 23Q (6753.393109 sec): 3 clusters Score: Raw -7008490.551906 + Penalty 3581.310109 = -7004909.241797 nChanged 415 SP:Iteration 24Q (6753.546917 sec): 3 clusters Score: Raw -7008549.034233 + Penalty 3581.310109 = -7004967.724125 nChanged 391 SP:Iteration 25Q (6753.687497 sec): 3 clusters Score: Raw -7008602.181345 + Penalty 3581.310109 = -7005020.871236 nChanged 411 SP:Iteration 26Q (6753.822983 sec): 3 clusters Score: Raw -7008660.776642 + Penalty 3581.310109 = -7005079.466533 nChanged 401 SP:Iteration 27Q (6753.964810 sec): 3 clusters Score: Raw -7008711.793755 + Penalty 3581.310109 = -7005130.483647 nChanged 352 SP:Iteration 28Q (6754.106076 sec): 3 clusters Score: Raw -7008754.422725 + Penalty 3581.310109 = -7005173.112616 nChanged 341 SP:Iteration 29Q (6754.219178 sec): 3 clusters Score: Raw -7008795.362542 + Penalty 3581.310109 = -7005214.052433 nChanged 322 SP:Iteration 30Q (6754.357665 sec): 3 clusters Score: Raw -7008831.167145 + Penalty 3581.310109 = -7005249.857037 nChanged 315 SP:Iteration 31Q (6754.490438 sec): 3 clusters Score: Raw -7008865.503678 + Penalty 3581.310109 = -7005284.193570 nChanged 307 SP:Iteration 32Q (6754.639941 sec): 3 clusters Score: Raw -7008900.498616 + Penalty 3581.310109 = -7005319.188508 nChanged 312 SP:Iteration 33Q (6754.781574 sec): 3 clusters Score: Raw -7008936.837060 + Penalty 3581.310109 = -7005355.526952 nChanged 333 SP:Iteration 34Q (6754.915529 sec): 3 clusters Score: Raw -7008978.553959 + Penalty 3581.310109 = -7005397.243850 nChanged 335 SP:Iteration 35Q (6755.048294 sec): 3 clusters Score: Raw -7009018.713365 + Penalty 3581.310109 = -7005437.403257 nChanged 316 SP:Iteration 36Q (6755.187105 sec): 3 clusters Score: Raw -7009052.697138 + Penalty 3581.310109 = -7005471.387030 nChanged 291 SP:Iteration 37Q (6755.318340 sec): 3 clusters Score: Raw -7009083.389417 + Penalty 3581.310109 = -7005502.079308 nChanged 276 SP:Iteration 38Q (6755.466169 sec): 3 clusters Score: Raw -7009110.711749 + Penalty 3581.310109 = -7005529.401641 nChanged 252 SP:Iteration 39Q (6755.604325 sec): 3 clusters Score: Raw -7009134.080990 + Penalty 3581.310109 = -7005552.770881 nChanged 242 SP:Iteration 40F (6755.742411 sec): 3 clusters Score: Raw -7009157.674312 + Penalty 3581.310109 = -7005576.364203 nChanged 242 SP:Iteration 41Q (6755.879183 sec): 3 clusters Score: Raw -7009183.304063 + Penalty 3581.310109 = -7005601.993954 nChanged 252 SP:Iteration 42Q (6756.021179 sec): 3 clusters Score: Raw -7009208.484400 + Penalty 3581.310109 = -7005627.174292 nChanged 231 SP:Iteration 43Q (6756.158925 sec): 3 clusters Score: Raw -7009228.195886 + Penalty 3581.310109 = -7005646.885777 nChanged 212 SP:Iteration 44Q (6756.290264 sec): 3 clusters Score: Raw -7009245.538534 + Penalty 3581.310109 = -7005664.228425 nChanged 213 SP:Iteration 45Q (6756.429642 sec): 3 clusters Score: Raw -7009265.373111 + Penalty 3581.310109 = -7005684.063002 nChanged 230 SP:Iteration 46Q (6756.566285 sec): 3 clusters Score: Raw -7009286.708883 + Penalty 3581.310109 = -7005705.398774 nChanged 209 SP:Iteration 47Q (6756.710132 sec): 3 clusters Score: Raw -7009306.454329 + Penalty 3581.310109 = -7005725.144220 nChanged 223 SP:Iteration 48Q (6756.847991 sec): 3 clusters Score: Raw -7009329.192521 + Penalty 3581.310109 = -7005747.882413 nChanged 258 SP:Iteration 49Q (6756.980585 sec): 3 clusters Score: Raw -7009359.197606 + Penalty 3581.310109 = -7005777.887498 nChanged 284 SP:Iteration 50Q (6757.115225 sec): 3 clusters Score: Raw -7009394.366637 + Penalty 3581.310109 = -7005813.056529 nChanged 293 SP:Iteration 51Q (6757.246178 sec): 3 clusters Score: Raw -7009431.031328 + Penalty 3581.310109 = -7005849.721220 nChanged 319 SP:Iteration 52Q (6757.374156 sec): 3 clusters Score: Raw -7009473.068921 + Penalty 3581.310109 = -7005891.758813 nChanged 297 SP:Iteration 53Q (6757.517940 sec): 3 clusters Score: Raw -7009511.643181 + Penalty 3581.310109 = -7005930.333072 nChanged 317 SP:Iteration 54Q (6757.646119 sec): 3 clusters Score: Raw -7009551.969683 + Penalty 3581.310109 = -7005970.659575 nChanged 322 SP:Iteration 55Q (6757.789986 sec): 3 clusters Score: Raw -7009593.594397 + Penalty 3581.310109 = -7006012.284288 nChanged 317 SP:Iteration 56Q (6757.925774 sec): 3 clusters Score: Raw -7009635.242216 + Penalty 3581.310109 = -7006053.932107 nChanged 320 SP:Iteration 57Q (6758.055637 sec): 3 clusters Score: Raw -7009677.584796 + Penalty 3581.310109 = -7006096.274687 nChanged 313 SP:Iteration 58Q (6758.190415 sec): 3 clusters Score: Raw -7009720.896052 + Penalty 3581.310109 = -7006139.585944 nChanged 319 SP:Iteration 59Q (6758.321532 sec): 3 clusters Score: Raw -7009763.839592 + Penalty 3581.310109 = -7006182.529484 nChanged 312 SP:Iteration 60F (6758.463253 sec): 3 clusters Score: Raw -7009806.129743 + Penalty 3581.310109 = -7006224.819634 nChanged 298 SP:Iteration 61Q (6758.595030 sec): 3 clusters Score: Raw -7009845.145544 + Penalty 3581.310109 = -7006263.835435 nChanged 289 SP:Iteration 62Q (6758.730365 sec): 3 clusters Score: Raw -7009880.518515 + Penalty 3581.310109 = -7006299.208406 nChanged 267 SP:Iteration 63Q (6758.827156 sec): 3 clusters Score: Raw -7009915.036287 + Penalty 3581.310109 = -7006333.726178 nChanged 286 SP:Iteration 64Q (6758.973290 sec): 3 clusters Score: Raw -7009957.151469 + Penalty 3581.310109 = -7006375.841360 nChanged 291 SP:Iteration 65Q (6759.115485 sec): 3 clusters Score: Raw -7010000.623900 + Penalty 3581.310109 = -7006419.313791 nChanged 305 SP:Iteration 66Q (6759.249715 sec): 3 clusters Score: Raw -7010045.324915 + Penalty 3581.310109 = -7006464.014807 nChanged 315 SP:Iteration 67Q (6759.363896 sec): 3 clusters Score: Raw -7010094.531187 + Penalty 3581.310109 = -7006513.221078 nChanged 308 SP:Iteration 68Q (6759.490020 sec): 3 clusters Score: Raw -7010141.691399 + Penalty 3581.310109 = -7006560.381290 nChanged 306 SP:Iteration 69Q (6759.599408 sec): 3 clusters Score: Raw -7010189.157688 + Penalty 3581.310109 = -7006607.847579 nChanged 283 SP:Iteration 70Q (6759.724182 sec): 3 clusters Score: Raw -7010230.758534 + Penalty 3581.310109 = -7006649.448425 nChanged 273 SP:Iteration 71Q (6759.849242 sec): 3 clusters Score: Raw -7010269.993118 + Penalty 3581.310109 = -7006688.683009 nChanged 281 SP:Iteration 72Q (6759.968832 sec): 3 clusters Score: Raw -7010309.758157 + Penalty 3581.310109 = -7006728.448048 nChanged 268 SP:Iteration 73Q (6760.100654 sec): 3 clusters Score: Raw -7010349.941043 + Penalty 3581.310109 = -7006768.630935 nChanged 278 SP:Iteration 74Q (6760.237351 sec): 3 clusters Score: Raw -7010390.638681 + Penalty 3581.310109 = -7006809.328572 nChanged 256 SP:Iteration 75Q (6760.368680 sec): 3 clusters Score: Raw -7010428.131341 + Penalty 3581.310109 = -7006846.821233 nChanged 252 SP:Iteration 76Q (6760.494356 sec): 3 clusters Score: Raw -7010465.106217 + Penalty 3581.310109 = -7006883.796109 nChanged 250 SP:Iteration 77Q (6760.630407 sec): 3 clusters Score: Raw -7010501.359745 + Penalty 3581.310109 = -7006920.049636 nChanged 231 SP:Iteration 78Q (6760.755181 sec): 3 clusters Score: Raw -7010531.797786 + Penalty 3581.310109 = -7006950.487677 nChanged 206 SP:Iteration 79Q (6760.903756 sec): 3 clusters Score: Raw -7010558.012041 + Penalty 3581.310109 = -7006976.701933 nChanged 200 SP:Iteration 80F (6761.047346 sec): 3 clusters Score: Raw -7010584.753400 + Penalty 3581.310109 = -7007003.443291 nChanged 205 SP:Iteration 81Q (6761.171693 sec): 3 clusters Score: Raw -7010613.586802 + Penalty 3581.310109 = -7007032.276693 nChanged 207 SP:Iteration 82Q (6761.291574 sec): 3 clusters Score: Raw -7010644.742600 + Penalty 3581.310109 = -7007063.432491 nChanged 210 SP:Iteration 83Q (6761.408916 sec): 3 clusters Score: Raw -7010675.846040 + Penalty 3581.310109 = -7007094.535932 nChanged 195 SP:Iteration 84Q (6761.532347 sec): 3 clusters Score: Raw -7010703.522860 + Penalty 3581.310109 = -7007122.212752 nChanged 196 SP:Iteration 85Q (6761.656467 sec): 3 clusters Score: Raw -7010730.073356 + Penalty 3581.310109 = -7007148.763247 nChanged 189 SP:Iteration 86Q (6761.790231 sec): 3 clusters Score: Raw -7010757.531599 + Penalty 3581.310109 = -7007176.221491 nChanged 210 SP:Iteration 87Q (6761.913239 sec): 3 clusters Score: Raw -7010792.576180 + Penalty 3581.310109 = -7007211.266071 nChanged 195 SP:Iteration 88Q (6762.047439 sec): 3 clusters Score: Raw -7010823.173549 + Penalty 3581.310109 = -7007241.863440 nChanged 182 SP:Iteration 89Q (6762.175923 sec): 3 clusters Score: Raw -7010851.317503 + Penalty 3581.310109 = -7007270.007395 nChanged 197 SP:Iteration 90Q (6762.294180 sec): 3 clusters Score: Raw -7010882.503952 + Penalty 3581.310109 = -7007301.193843 nChanged 190 SP:Iteration 91Q (6762.431737 sec): 3 clusters Score: Raw -7010911.796061 + Penalty 3581.310109 = -7007330.485952 nChanged 179 SP:Iteration 92Q (6762.558439 sec): 3 clusters Score: Raw -7010939.849988 + Penalty 3581.310109 = -7007358.539879 nChanged 179 SP:Iteration 93Q (6762.692193 sec): 3 clusters Score: Raw -7010967.589268 + Penalty 3581.310109 = -7007386.279159 nChanged 174 SP:Iteration 94Q (6762.821176 sec): 3 clusters Score: Raw -7010996.198454 + Penalty 3581.310109 = -7007414.888345 nChanged 172 SP:Iteration 95Q (6762.944591 sec): 3 clusters Score: Raw -7011026.902305 + Penalty 3581.310109 = -7007445.592196 nChanged 186 SP:Iteration 96Q (6763.073645 sec): 3 clusters Score: Raw -7011056.112951 + Penalty 3581.310109 = -7007474.802843 nChanged 156 SP:Iteration 97Q (6763.174683 sec): 3 clusters Score: Raw -7011081.952970 + Penalty 3581.310109 = -7007500.642861 nChanged 158 SP:Iteration 98Q (6763.305141 sec): 3 clusters Score: Raw -7011108.165519 + Penalty 3581.310109 = -7007526.855411 nChanged 158 SP:Iteration 99Q (6763.431946 sec): 3 clusters Score: Raw -7011131.651709 + Penalty 3581.310109 = -7007550.341600 nChanged 145 SP:Iteration 100F (6763.580316 sec): 3 clusters Score: Raw -7011154.304115 + Penalty 3581.310109 = -7007572.994006 nChanged 147 SP:Iteration 101Q (6763.689727 sec): 3 clusters Score: Raw -7011178.709412 + Penalty 3581.310109 = -7007597.399303 nChanged 118 SP:Iteration 102Q (6763.820359 sec): 3 clusters Score: Raw -7011199.519669 + Penalty 3581.310109 = -7007618.209560 nChanged 112 SP:Iteration 103Q (6763.940243 sec): 3 clusters Score: Raw -7011218.177073 + Penalty 3581.310109 = -7007636.866964 nChanged 101 SP:Iteration 104Q (6764.068063 sec): 3 clusters Score: Raw -7011232.907450 + Penalty 3581.310109 = -7007651.597342 nChanged 94 SP:Iteration 105Q (6764.190666 sec): 3 clusters Score: Raw -7011247.088334 + Penalty 3581.310109 = -7007665.778226 nChanged 97 SP:Iteration 106Q (6764.316908 sec): 3 clusters Score: Raw -7011261.780241 + Penalty 3581.310109 = -7007680.470132 nChanged 101 SP:Iteration 107Q (6764.448610 sec): 3 clusters Score: Raw -7011278.568292 + Penalty 3581.310109 = -7007697.258183 nChanged 89 SP:Iteration 108Q (6764.564349 sec): 3 clusters Score: Raw -7011291.714298 + Penalty 3581.310109 = -7007710.404189 nChanged 79 SP:Iteration 109Q (6764.702154 sec): 3 clusters Score: Raw -7011302.897182 + Penalty 3581.310109 = -7007721.587073 nChanged 80 SP:Iteration 110Q (6764.820717 sec): 3 clusters Score: Raw -7011313.133746 + Penalty 3581.310109 = -7007731.823637 nChanged 68 SP:Iteration 111Q (6764.951942 sec): 3 clusters Score: Raw -7011320.474137 + Penalty 3581.310109 = -7007739.164029 nChanged 57 SP:Iteration 112Q (6765.069408 sec): 3 clusters Score: Raw -7011326.374640 + Penalty 3581.310109 = -7007745.064531 nChanged 62 SP:Iteration 113Q (6765.186028 sec): 3 clusters Score: Raw -7011332.952576 + Penalty 3581.310109 = -7007751.642468 nChanged 52 SP:Iteration 114Q (6765.319459 sec): 3 clusters Score: Raw -7011339.427858 + Penalty 3581.310109 = -7007758.117749 nChanged 44 SP:Iteration 115Q (6765.442723 sec): 3 clusters Score: Raw -7011344.188468 + Penalty 3581.310109 = -7007762.878360 nChanged 49 SP:Iteration 116Q (6765.563054 sec): 3 clusters Score: Raw -7011350.687129 + Penalty 3581.310109 = -7007769.377020 nChanged 59 SP:Iteration 117Q (6765.691764 sec): 3 clusters Score: Raw -7011358.352861 + Penalty 3581.310109 = -7007777.042752 nChanged 43 SP:Iteration 118Q (6765.788377 sec): 3 clusters Score: Raw -7011363.716453 + Penalty 3581.310109 = -7007782.406344 nChanged 46 SP:Iteration 119Q (6765.910652 sec): 3 clusters Score: Raw -7011369.232517 + Penalty 3581.310109 = -7007787.922408 nChanged 48 SP:Iteration 120F (6766.038356 sec): 3 clusters Score: Raw -7011375.663288 + Penalty 3581.310109 = -7007794.353180 nChanged 52 SP:Iteration 121Q (6766.164281 sec): 3 clusters Score: Raw -7011383.282765 + Penalty 3581.310109 = -7007801.972656 nChanged 53 SP:Iteration 122Q (6766.279875 sec): 3 clusters Score: Raw -7011391.171184 + Penalty 3581.310109 = -7007809.861075 nChanged 59 SP:Iteration 123Q (6766.406197 sec): 3 clusters Score: Raw -7011400.461504 + Penalty 3581.310109 = -7007819.151395 nChanged 49 SP:Iteration 124Q (6766.507261 sec): 3 clusters Score: Raw -7011407.330943 + Penalty 3581.310109 = -7007826.020835 nChanged 56 SP:Iteration 125Q (6766.641810 sec): 3 clusters Score: Raw -7011414.532889 + Penalty 3581.310109 = -7007833.222780 nChanged 40 SP:Iteration 126Q (6766.752188 sec): 3 clusters Score: Raw -7011419.647718 + Penalty 3581.310109 = -7007838.337609 nChanged 33 SP:Iteration 127Q (6766.864328 sec): 3 clusters Score: Raw -7011424.600181 + Penalty 3581.310109 = -7007843.290072 nChanged 40 SP:Iteration 128Q (6766.990447 sec): 3 clusters Score: Raw -7011429.322365 + Penalty 3581.310109 = -7007848.012256 nChanged 35 SP:Iteration 129Q (6767.111412 sec): 3 clusters Score: Raw -7011433.031268 + Penalty 3581.310109 = -7007851.721160 nChanged 29 SP:Iteration 130Q (6767.237116 sec): 3 clusters Score: Raw -7011436.085096 + Penalty 3581.310109 = -7007854.774988 nChanged 22 SP:Iteration 131Q (6767.353835 sec): 3 clusters Score: Raw -7011438.281212 + Penalty 3581.310109 = -7007856.971103 nChanged 22 SP:Iteration 132Q (6767.477060 sec): 3 clusters Score: Raw -7011440.710473 + Penalty 3581.310109 = -7007859.400364 nChanged 22 SP:Iteration 133Q (6767.595182 sec): 3 clusters Score: Raw -7011442.766542 + Penalty 3581.310109 = -7007861.456433 nChanged 22 SP:Iteration 134Q (6767.708466 sec): 3 clusters Score: Raw -7011445.218044 + Penalty 3581.310109 = -7007863.907935 nChanged 15 SP:Iteration 135Q (6767.831883 sec): 3 clusters Score: Raw -7011447.157950 + Penalty 3581.310109 = -7007865.847842 nChanged 20 SP:Iteration 136Q (6767.961832 sec): 3 clusters Score: Raw -7011450.518313 + Penalty 3581.310109 = -7007869.208205 nChanged 25 SP:Iteration 137Q (6768.093182 sec): 3 clusters Score: Raw -7011453.102487 + Penalty 3581.310109 = -7007871.792378 nChanged 14 SP:Iteration 138Q (6768.221112 sec): 3 clusters Score: Raw -7011454.268573 + Penalty 3581.310109 = -7007872.958464 nChanged 16 SP:Iteration 139Q (6768.353500 sec): 3 clusters Score: Raw -7011455.509027 + Penalty 3581.310109 = -7007874.198918 nChanged 10 SP:Iteration 140F (6768.491529 sec): 3 clusters Score: Raw -7011456.120117 + Penalty 3581.310109 = -7007874.810008 nChanged 4 SP:Iteration 141Q (6768.618084 sec): 3 clusters Score: Raw -7011456.356440 + Penalty 3581.310109 = -7007875.046331 nChanged 7 SP:Iteration 142Q (6768.746154 sec): 3 clusters Score: Raw -7011456.718943 + Penalty 3581.310109 = -7007875.408834 nChanged 4 SP:Iteration 143Q (6768.878192 sec): 3 clusters Score: Raw -7011456.891806 + Penalty 3581.310109 = -7007875.581698 nChanged 2 SP:Iteration 144Q (6768.986709 sec): 3 clusters Score: Raw -7011456.944091 + Penalty 3581.310109 = -7007875.633983 nChanged 1 SP:Iteration 145Q (6769.085216 sec): 3 clusters Score: Raw -7011456.990478 + Penalty 3581.310109 = -7007875.680369 nChanged 2 SP:Iteration 146Q (6769.223238 sec): 3 clusters Score: Raw -7011457.060746 + Penalty 3581.310109 = -7007875.750637 nChanged 3 SP:Iteration 147Q (6769.346105 sec): 3 clusters Score: Raw -7011457.219059 + Penalty 3581.310109 = -7007875.908951 nChanged 3 SP:Iteration 148Q (6769.472754 sec): 3 clusters Score: Raw -7011457.413408 + Penalty 3581.310109 = -7007876.103299 nChanged 3 SP:Iteration 149Q (6769.595782 sec): 3 clusters Score: Raw -7011457.767902 + Penalty 3581.310109 = -7007876.457793 nChanged 4 SP:Iteration 150Q (6769.702130 sec): 3 clusters Score: Raw -7011458.144039 + Penalty 3581.310109 = -7007876.833931 nChanged 2 SP:Iteration 151Q (6769.834872 sec): 3 clusters Score: Raw -7011458.296569 + Penalty 3581.310109 = -7007876.986460 nChanged 6 SP:Iteration 152Q (6769.950989 sec): 3 clusters Score: Raw -7011458.916491 + Penalty 3581.310109 = -7007877.606382 nChanged 4 SP:Iteration 153Q (6770.065988 sec): 3 clusters Score: Raw -7011459.207804 + Penalty 3581.310109 = -7007877.897695 nChanged 3 SP:Iteration 154Q (6770.180646 sec): 3 clusters Score: Raw -7011459.381026 + Penalty 3581.310109 = -7007878.070918 nChanged 5 SP:Iteration 155Q (6770.291951 sec): 3 clusters Score: Raw -7011459.704310 + Penalty 3581.310109 = -7007878.394201 nChanged 2 SP:Iteration 156Q (6770.410073 sec): 3 clusters Score: Raw -7011459.817707 + Penalty 3581.310109 = -7007878.507599 nChanged 0 SP:Iteration 157F (6770.543807 sec): 3 clusters Score: Raw -7011459.817707 + Penalty 3581.310109 = -7007878.507599 nChanged 0 Time taken for this iteration:3872.695145 seconds. 21->32 Clusters: Score -82148968.386718, best is -82158273.488652 Main iterations: 596 (time per iteration =3259.254044 ms) Total iterations: 30128 (time per iteration =64.475419 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 911820128832.000000 (time per metric unit =2.130371ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21883683091968.000000 (time per metric unit=88.765470ps) That took 1942.515410 seconds.